Schemas for the Real World [PyCon 2015]
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Schemas for the Real World @cczona Carina C. Zona
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Transcript of Schemas for the Real World [PyCon 2015]
![Page 1: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/1.jpg)
Schemas for the Real World
cczonaCarina C Zona
cczona
mdashxkcd 940
cczona
Imagine walking through the world knowing that everyonersquos first assumptions about how you see yourself who you love and what feels right for you are completely wrong Now imagine signing up for a cool website and then being required to select an option from a drop-down menu that doesnrsquot include anything that represents you
Yoursquoll feel defeated Yoursquoll want to argue that whatever they think theyrsquore learning from that drop-down menu itrsquos not really true Yoursquoll want to tell them that theyrsquore adding to your humiliation by making you do this Yoursquoll want to tell them that theyrsquore missing a huge part of youhellip
mdashSarah Dopp
Normalization
Social Research
ExhaustiveEvery value in the universe
cczona
Nope
Yellow Multicolor
Mutually ExclusiveNo overlap exists between them
cczona
cczona
`
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 2: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/2.jpg)
cczona
mdashxkcd 940
cczona
Imagine walking through the world knowing that everyonersquos first assumptions about how you see yourself who you love and what feels right for you are completely wrong Now imagine signing up for a cool website and then being required to select an option from a drop-down menu that doesnrsquot include anything that represents you
Yoursquoll feel defeated Yoursquoll want to argue that whatever they think theyrsquore learning from that drop-down menu itrsquos not really true Yoursquoll want to tell them that theyrsquore adding to your humiliation by making you do this Yoursquoll want to tell them that theyrsquore missing a huge part of youhellip
mdashSarah Dopp
Normalization
Social Research
ExhaustiveEvery value in the universe
cczona
Nope
Yellow Multicolor
Mutually ExclusiveNo overlap exists between them
cczona
cczona
`
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 3: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/3.jpg)
cczona
Imagine walking through the world knowing that everyonersquos first assumptions about how you see yourself who you love and what feels right for you are completely wrong Now imagine signing up for a cool website and then being required to select an option from a drop-down menu that doesnrsquot include anything that represents you
Yoursquoll feel defeated Yoursquoll want to argue that whatever they think theyrsquore learning from that drop-down menu itrsquos not really true Yoursquoll want to tell them that theyrsquore adding to your humiliation by making you do this Yoursquoll want to tell them that theyrsquore missing a huge part of youhellip
mdashSarah Dopp
Normalization
Social Research
ExhaustiveEvery value in the universe
cczona
Nope
Yellow Multicolor
Mutually ExclusiveNo overlap exists between them
cczona
cczona
`
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 4: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/4.jpg)
Normalization
Social Research
ExhaustiveEvery value in the universe
cczona
Nope
Yellow Multicolor
Mutually ExclusiveNo overlap exists between them
cczona
cczona
`
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 5: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/5.jpg)
Social Research
ExhaustiveEvery value in the universe
cczona
Nope
Yellow Multicolor
Mutually ExclusiveNo overlap exists between them
cczona
cczona
`
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 6: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/6.jpg)
ExhaustiveEvery value in the universe
cczona
Nope
Yellow Multicolor
Mutually ExclusiveNo overlap exists between them
cczona
cczona
`
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 7: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/7.jpg)
cczona
Nope
Yellow Multicolor
Mutually ExclusiveNo overlap exists between them
cczona
cczona
`
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 8: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/8.jpg)
Mutually ExclusiveNo overlap exists between them
cczona
cczona
`
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 9: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/9.jpg)
cczona
cczona
`
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 10: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/10.jpg)
cczona
`
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 11: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/11.jpg)
cczona
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 12: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/12.jpg)
cczona
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 13: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/13.jpg)
cczona
Construction of social norms
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 14: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/14.jpg)
cczona
Database Normalization
Mirror real-world concepts and their interrelationships
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 15: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/15.jpg)
cczona
Hey this is just a system I can figure out easily is also a problem among engineers first diving into the stock market
592
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 16: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/16.jpg)
cczona
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 17: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/17.jpg)
Social Networks
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 18: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/18.jpg)
Social
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 19: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/19.jpg)
cczona
In real life
I know your personhood better than you
sounds presumptuous
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 20: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/20.jpg)
cczona
In real life
sounds presumptuous
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 21: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/21.jpg)
cczona
In real life
Your existence isnt possible
sounds clueless
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 22: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/22.jpg)
cczona
In real life
sounds clueless
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 23: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/23.jpg)
cczona
In real life
Who you are is invalid
sounds arrogant
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 24: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/24.jpg)
cczona
In real life
sounds arrogant
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 25: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/25.jpg)
cczona
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 26: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/26.jpg)
cczona
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 27: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/27.jpg)
cczona
Be conservative in what you do be liberal in what you accept from others
-Postels Law
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 28: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/28.jpg)
cczona
What benefit will the user notice
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 29: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/29.jpg)
cczona
What user experience does this schema drive us toward
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 30: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/30.jpg)
cczona
name_full_as_provided_by_user
name_part_givenname_as_guessed_by_us name_part_middlename_as_guessed_by_usname_part_surname_as_guessed_by_us
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 31: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/31.jpg)
Ask the Real Question
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 32: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/32.jpg)
cczona
Evaluating from user perspective gives us focus
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 33: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/33.jpg)
cczona
CheckboxRadio buttonSelect menuRanges
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 34: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/34.jpg)
cczona
CheckboxRadioSelect
Coerced DiscretionaryGuided
Corrective Text InputTextarea
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 35: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/35.jpg)
cczona
11 years
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 36: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/36.jpg)
cczona
hellipthe early crowd at MeFi were often programmers and they hated the idea of dirty data collectionhellip
mdashMatt Haughey founder
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 37: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/37.jpg)
cczona
All girl XY Fella Queer Fembot Alto It depends MYOB
Dangly bits Chicklet Innie not outie Convex Sideburns Ambisextrous Member of the patriarchy
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 38: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/38.jpg)
cczona
I speak using the male gender when required by language 50 quintessential
tomboy 50 total girly-girl
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 39: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/39.jpg)
cczona
TransgenderGenderqueer
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 40: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/40.jpg)
cczona
It was one of the earliest indications Id landed in the right place
mdashMeFi user
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 41: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/41.jpg)
cczona
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 42: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/42.jpg)
cczona
Not amused
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 43: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/43.jpg)
cczona
Internationalization is hellish period
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 44: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/44.jpg)
cczona
Whats your legal gender
bull Indeterminate
bull ndashndash
bull X
bull Sex Not Specified
bull Mx
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 45: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/45.jpg)
cczona
the most complicated thing Irsquove ever spent a lot of time learning about
And Irsquove spent a lot of time learning about quantum mechanics
mdashRandall Munroe xkcd
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 46: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/46.jpg)
cczona
Ask
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 47: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/47.jpg)
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
itititselfitsits
by name
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 48: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/48.jpg)
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 49: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/49.jpg)
cczona
Which pronouns do you prefer
hehimhimselfhishis
sheherherselfhersher
theythemthemselftheirstheir
personal name
other ____________
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 50: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/50.jpg)
cczona
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 51: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/51.jpg)
cczona
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 52: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/52.jpg)
Names
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 53: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/53.jpg)
cczona
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 54: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/54.jpg)
cczona
danah boyd
There are a lot of reasons that i got rid of the capital letters in the final name change some personal and some political
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 55: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/55.jpg)
cczona
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 56: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/56.jpg)
Teller
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 57: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/57.jpg)
cczona
Mitch
I was orphaned
The name mdash my birth name or given name mdash didnt go anywhere I didnt feel a connection to it based on any sort of lineage that I could trace back anywhere
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 58: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/58.jpg)
KentuckyFriedCrueltycom
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 59: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/59.jpg)
U ThantBurma
S ChelvanSri Lanka
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 60: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/60.jpg)
Bjoumlrk
Bjoumlrk
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 61: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/61.jpg)
cczona
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 62: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/62.jpg)
cczona
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 63: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/63.jpg)
Name Parsing Has Unequal Impact
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 64: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/64.jpg)
cczona
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 65: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/65.jpg)
cczona
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 66: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/66.jpg)
cczona
Get schemas into alignment
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 67: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/67.jpg)
cczona
Schemas plural
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 68: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/68.jpg)
cczona
Mental Schema
bull Pre-conceived ideas
bull Framework for representing some aspect of the world
bull System of organizing amp perceiving new information
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 69: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/69.jpg)
cczona
Database Schema
bull Structure described in the databases language
bull Blueprint for database construction
bull Describes how the real world is being modeled
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 70: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/70.jpg)
cczona
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 71: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/71.jpg)
cczona
deeply intimate
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 72: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/72.jpg)
cczona
important relationships
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 73: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/73.jpg)
cczona
self-image
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 74: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/74.jpg)
cczona
Schemas define the
user experience
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 75: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/75.jpg)
cczona
Our schemas are leaving people behind
amp UX
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 76: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/76.jpg)
Ask why we need to know
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 77: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/77.jpg)
Religion
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 78: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/78.jpg)
cczona
What is your religion if any
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 79: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/79.jpg)
cczona
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 80: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/80.jpg)
cczona
What is your religion if any
Christian 76
Other 4
None 15
Dont Know or Refused 5
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 81: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/81.jpg)
cczona
What is your religion
Christian 76
Other 4
na 20
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 82: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/82.jpg)
cczona
What is your religion
Christian 76
Other 24
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 83: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/83.jpg)
cczona
Religion
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 84: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/84.jpg)
cczona
People arent edge cases
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 85: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/85.jpg)
cczona
Data doesnrsquot have to be for analysis
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 86: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/86.jpg)
cczona
Data can be sheer expressiveness
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 87: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/87.jpg)
cczona
What we want What we get
bull Structured
bull Predictable
bull Hollow
bull Ethnocentric
bull Rebellion
bull Relational
bull Indexedbull Premature optimization
bull Exhaustivebull Cultural variability
bull Individual POV
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 88: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/88.jpg)
cczona
- The Oatmeal
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 89: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/89.jpg)
The real world is so darned varied
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 90: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/90.jpg)
Good schemas get us home from work early
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 91: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/91.jpg)
cczona
Balancing between approaches
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 92: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/92.jpg)
cczona
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 93: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/93.jpg)
cczona
CheckboxRadioSelect
TextareaText
Required OptionalAutosuggest
Minimal Suggest
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 94: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/94.jpg)
Unguided TextOf those who use MetaFilters gender field
40 of responses are f m female male
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 95: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/95.jpg)
Optional Select60 of Facebook users select a relationship status
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 96: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/96.jpg)
cczona
We want users to be excited
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 97: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/97.jpg)
cczona
We want users to feel involved
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 98: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/98.jpg)
cczona
Analytics investments amp monetization are
based on a premise that data is accurate
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 99: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/99.jpg)
cczona
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 100: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/100.jpg)
cczona
CheckboxRadioSelect
TextareaText
Required
Corrective
DiscretionaryGuided
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 101: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/101.jpg)
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 102: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/102.jpg)
cczona
ADD column gender NOT NULL
VARCHAR(6) DEFAULT female
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 103: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/103.jpg)
cczona
ADD column gender_identity NOT NULL
VARCHAR
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 104: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/104.jpg)
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 105: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/105.jpg)
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 106: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/106.jpg)
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 107: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/107.jpg)
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Civil union
Domestic partnership
I dont want to say
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 108: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/108.jpg)
cczona
Single
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
Unspecified
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 109: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/109.jpg)
cczona
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 110: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/110.jpg)
cczona
I dont want to say Unspecified
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 111: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/111.jpg)
cczona
Its a scope
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 112: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/112.jpg)
cczona
relationship_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 113: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/113.jpg)
cczona
singleness_status
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 114: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/114.jpg)
cczona
singleness_rating
No chance whatsoever Suuuuuper duper single
1000
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 115: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/115.jpg)
cczona
marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 116: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/116.jpg)
cczona
legal_marital_statusSingle
In a relationship
Engaged
Married
Its complicated
Open relationship
Widowed
Separated
Divorced
Civil union
Domestic partnership
I dont want to say
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 117: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/117.jpg)
cczona
Its Complicated In a Relationship
Married Divorced
WidowedSingle
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 118: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/118.jpg)
cczona
I like to be truthful and Its Complicated is really deceiving It is not complicated I am separated from my husband who I am still legally married to
mdashFacebook user
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 119: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/119.jpg)
cczona
I just cant stand the thought of changing it to widow but I dont want it to say single either It will be 3 years on September I dont want to hurt his family by making the change either
- Facebook user
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 120: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/120.jpg)
cczona
Facebook relationship status by user age
srsly
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 121: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/121.jpg)
cczona
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 122: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/122.jpg)
cczona
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 123: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/123.jpg)
cczona
buffer overflow
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 124: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/124.jpg)
cczona
Choose (one) evasive inauthentic
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 125: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/125.jpg)
cczona
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 126: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/126.jpg)
cczona
Modeling the real world is complex
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 127: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/127.jpg)
cczona
Assuming we know who users are surrenders
opportunity to learn who they are
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 128: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/128.jpg)
cczona
Quality
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 129: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/129.jpg)
cczona
Specificity
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 130: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/130.jpg)
cczona
Adaptability
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 131: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/131.jpg)
cczona
Loyalty
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 132: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/132.jpg)
cczona
Imagination is more important than knowledge
For knowledge is limited
Whereas imagination embraces the entire world
- Albert Einstein
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 133: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/133.jpg)
cczona
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 134: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/134.jpg)
cczona
Questions Conversation Oooh yeahhellip
Carina C Zona
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 135: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/135.jpg)
cczona
Resources(everything is links)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 136: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/136.jpg)
cczona
Data Science amp Information ArchitecturebullSociological normalization
bullDatabase normalization
bullUsing Machine Learning On Social Networks To Figure Out What You Should Read On The Web
bullNoSQL Data Modeling Techniques
bullData amp Reality by William Kent
bull Bad Data Handbook Q Ethan McCallum
bullData Science of the Facebook World
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 137: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/137.jpg)
cczona
Relationships
bullDoes Facebook Hurt Relationships
bullFacebook Adds LGBT-Friendly Relationship Status Options
bullFacebook Targeting by Relationship Status amp Workplace
bullYour Facebook Relationship Status Its Complicated
bullGay Marriage The Database Engineering Perspective
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 138: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/138.jpg)
cczona
Sex amp Genders
bullldquoDisalienation Why Gender is a Text Field on Diasporardquo
bull ldquoGender amp Drop Down Menusrdquo
bullldquoSex amp Genderrdquo
bullldquoBucket Genderrdquo
bullRecommendations for Inclusive Data Collection of Trans People
bullFacebook goes beyond gender
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 139: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/139.jpg)
cczona
Names
bullFalsehoods Programmers Believe About Names
bullYour Last Name Contains Invalid Characters
bullW3C Internationalization Personal Names Around the World
bullSpanish Names
bullChinese Names
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 140: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/140.jpg)
cczona
Social Networking
bullFacebooks Rapidly Declining Popularity With Teens In 1 Chartrdquo
bullldquoInstagram Now Tops Twitter Facebook as Teensrsquo Most Important Social Networkrdquo
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 141: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/141.jpg)
cczona
Streaming Music
bullExclusionary Gender Requirements
bullRdios flawed history regarding gender data collection
bullRdio API Documentation
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 142: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/142.jpg)
cczona
Streaming Music
Asks Gender
Yes
bullRdio
bullBeats Music
bullPandora
bullEcho Nest
No
bullGrooveShark
bullSparkfun
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 143: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/143.jpg)
cczona
More
bullRedesigning the Country Selector
bullAmerican Religious Identification Survey Summary Report 2008
bullLinguistic Potluck Crowdsourcing Internationalization in Rails
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 144: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/144.jpg)
cczona
Image CreditsPostsecret
OKCupid
KōTango
Google+
Metafilter
Diaspora
FetLife
Flickr
ARIS
Wikipedia
HR Tech Europe
Huffington Post
annabrixthomsencom
cutestpawcom
hdwallpapersin
jinterwas
xkcd
The Oatmeal
hughkretschmernet
danahorg
sai
Wikipedia
hdwallpapersbasecom
artnetcom
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 145: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/145.jpg)
cczona
Many ThanksAndreacute Arko
Chiu-Ki ChanCorey HainesEstelle Weyl
Heather RiversJack Danger Canty
Jeremy Dunck
Josh SusserMichele Titolo
NIRDReneacutee De Voursney
Sarah MeiSan Francisco Sex Information
Sylvain AbeacutelardYoz Grahame
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Page 146: Schemas for the Real World [PyCon 2015]](https://reader034.fdocuments.net/reader034/viewer/2022042817/55a68e801a28abad7d8b483b/html5/thumbnails/146.jpg)
Get in Touch
Carina C Zonacczona
httpcczonacom
cczonagmailcom
httpslidesharenetcczona
![Schemas for the Real World [Madison RubyConf 2013]](https://static.fdocuments.net/doc/165x107/549a4191ac7959482e8b5a18/schemas-for-the-real-world-madison-rubyconf-2013.jpg)
