SlideShare ist ein Scribd-Unternehmen logo
1 von 88
Downloaden Sie, um offline zu lesen
@PaulBradshaw, Online Journalism Blog
Birmingham City University and City University London
BBC, January 2015
Data Mining
Search, scraping, FOI and feeds
Image by Evan Long
1. Search tips and tools
2. Sources and feeds
3. Data requests
4. Scraping
1. Search tips and tools
2. Sources and feeds
3. Data requests
4. Scraping
Don’t ask for what you want:
describe what you expect to
ïŹnd
Search operators
What text will it contain?
Where will that text be?
What text will it not contain?
Imagine the data: text
Specific references, not
general:
Specify a constituency


a school

an institution code

an invoice number

a piece of jargon
“”
-
*
..
“disclosure log”
“between * and 2014”
“hate crime” -religion
-"publication scheme"
Number ranges: 2000..2014
‘life expectancy Birmingham’
"life expectancy" ‹
"perry barr"
inurl:
inurl:foi
inurl:ccg
inurl:intranet
inurl:search.asp
inurl:search.php
intitle:
allintitle:
intitle:foi
allintitle:disclosure log
intitle:“bank fines”
intext:
allintext:
intext:“miserable failure”
allintext:miserable failure
"life expectancy" ‹
"perry barr"
"life expectancy" ‹
"perry barr" ‹
ïŹletype:xls
"life expectancy" ‹
"perry barr" ‹
ïŹletype:xls ‹
site:ons.gov.uk
"life expectancy" ‹
"perry barr" ‹
ïŹletype:xls ‹
site:ons.gov.uk ‹
2009..2014
"life expectancy" ‹
"perry barr" ‹
ïŹletype:xls ‹
site:ons.gov.uk ‹
2009..2014 ‹
-winter
Where is it likely to be
What format?
When was it not published?
Imagine the data: meta data
site:
site:gov.uk
site:nhs.uk
site:police.uk
site:ac.uk
site:org.uk
site:org
site:birmingham.gov.uk
site:met.police.uk/foi/
disclosure
filetype:
filetype:xls
filetype:xlsx
filetype:pdf
filetype:csv
filetype:ppt
filetype:doc
filetype:docx
filetype:xml
search tools
“disclosure log” site:gov.uk
allintitle:hate crime report
ïŹletype:pdf site:police.uk
art inurl:search.asp -library
Combine operators:
research.google.com
zanran.com
Do it now:
Search for a disclosure log
for a CCG
Search for spreadsheets
mentioning Andrew Mitchell
MP
1. Search tips and tools
2. Sources and feeds
3. Data requests
4. Scraping
Audits and transparency data
Parliamentary questions
Reports, research, sources
FOI requests, disclosure logs
Press offices
Public data and databases -
scraping
Open data initiatives &
activism (TWFY)
Hackdays e.g. Rewired State
Public data and databases -
scraping
Crowdsourcing or surveys
Social networks
NOMIS, ONS, Data.gov.uk
HES, NHSIC indicator portal‹
Data.Police.uk‹
HEFCE, HESA, Ofsted, UCAS
fullfact.org/ïŹnder
Key sources
Do it now:
Set up Change Detection for
the CCG disclosure log
Set up email alerts for
publications on Data.gov.uk
1. Search tips and tools
2. Sources and feeds
3. Data requests
4. Scraping
http://www.panopticonblog.com/2014/08/01/section-11-foia-and-the-form-of-a-request/
http://www.bailii.org/ew/cases/EWCA/Civ/2014/1086.html
As per the judgement in Innes
v Information Commissioner
[2014] EWCA Civ 1086 I would
like to request the data in
spreadsheet format

Do it now:
Draft an FOI request for a
local body’s data dictionary
Use WhatDoTheyKnow (so
others googling codes can
ïŹnd you)
1. Search tips and tools
2. Sources and feeds
3. Data requests
4. Scraping
Automating the repetitive
gathering of data, e.g.
Multiple tables in one page‹
Webpage tables‹
Multiple spreadsheets‹
Multiple PDFs
What is scraping?
https://www.youtube.com/watch?v=Efr-VEkwWoM
http://blogs.ft.com/ftdata/2014/06/11/interactive-explore-the-statistical-identity-of-every-team-at-the-world-cup/?
http://www.mirror.co.uk/news/uk-news/singer-best-vocal-range-uk-4323076
*
http://www.w4mpjobs.org/SearchJobs.aspx?search=alljobs
Tip: empty search
Basic tables: WYSIWYG tools
Google Sheets functions
Programming: Scraperwiki
How to scrape?
Paul Bradshaw
Leanpub.com/scrapingforjournalists*
<plug>
*
Function (Arguments)
(aka parameters)
*
Query (XPath)
*
Tip: search for structure
around data
http://www.w4mpjobs.org/SearchJobs.aspx?search=alljobs
*
http://
www.w4mpjobs.org/
SearchJobs.aspx?
http://www.w4mpjobs.org/SearchJobs.aspx?search=alljobs
*
*
"//div[@class=
'leftcolumn']"
*
//div[starts-with(@
class, ‘jobWrap’)]
*
A crib sheet:
Paul Bradshaw
Leanpub.com/scrapingforjournalists*
Scraping
tools
*
Chrome extension:
*
*
OutWit Hub
Do it now:
Identify a website which
has multiple pages or
documents containing data
you could combine
Where’s the structure?
Table? URL? Links?
1. Search: describe the data
2. Feeds: get regular
updates
3. FOI: request detail, in CSV
format
4. Scraping: look for
structure and repetition
Thank you.
Image by Evan Long
@PaulBradshaw, Online Journalism Blog, HelpMeInvestigate
Birmingham City University and City University London
BBC Future Day, September 2014

Weitere Àhnliche Inhalte

Ähnlich wie Finding data BBC 15

Data-Driven Enterprise off Your Beat by Manuel Torres - Monroe, La., NewsTrai...
Data-Driven Enterprise off Your Beat by Manuel Torres - Monroe, La., NewsTrai...Data-Driven Enterprise off Your Beat by Manuel Torres - Monroe, La., NewsTrai...
Data-Driven Enterprise off Your Beat by Manuel Torres - Monroe, La., NewsTrai...News Leaders Association's NewsTrain
 
Transmission6 - Publishing Linked Data
Transmission6 - Publishing Linked DataTransmission6 - Publishing Linked Data
Transmission6 - Publishing Linked DataBill Roberts
 
More Help with Obtaining Public Records + Learn More about Data Journalism - ...
More Help with Obtaining Public Records + Learn More about Data Journalism - ...More Help with Obtaining Public Records + Learn More about Data Journalism - ...
More Help with Obtaining Public Records + Learn More about Data Journalism - ...News Leaders Association's NewsTrain
 
Research Skills for International Law Moot Court Competition 'Phillip C. Jess...
Research Skills for International Law Moot Court Competition 'Phillip C. Jess...Research Skills for International Law Moot Court Competition 'Phillip C. Jess...
Research Skills for International Law Moot Court Competition 'Phillip C. Jess...Riyad Febrian Anwar
 
Data Journalism - Finding Data
Data Journalism - Finding DataData Journalism - Finding Data
Data Journalism - Finding DataBahareh Heravi
 
Will We Command Our Data? From the Petascale to the Personal
Will We Command Our Data?  From the Petascale to the PersonalWill We Command Our Data?  From the Petascale to the Personal
Will We Command Our Data? From the Petascale to the PersonalRichard Akerman
 
The age of analytics
The age of analyticsThe age of analytics
The age of analyticsbis_foresight
 
John Conroy
John ConroyJohn Conroy
John Conroyblogtalk
 
International Business Information Resources 2007
International Business Information Resources 2007International Business Information Resources 2007
International Business Information Resources 2007Jane Macoustra
 
It's the people's data
It's the people's dataIt's the people's data
It's the people's dataJ T "Tom" Johnson
 
Internet Resources Power Point
Internet Resources Power PointInternet Resources Power Point
Internet Resources Power PointPhillip0582
 
Government Linked Data: A Tipping Point for the Semantic Web
Government Linked Data: A Tipping Point for the Semantic WebGovernment Linked Data: A Tipping Point for the Semantic Web
Government Linked Data: A Tipping Point for the Semantic WebNigel Shadbolt
 
Computer assisted research and reporting
Computer assisted research and reportingComputer assisted research and reporting
Computer assisted research and reportingpeterverweij
 
Data Journalism (City Online Journalism wk8)
Data Journalism (City Online Journalism wk8)Data Journalism (City Online Journalism wk8)
Data Journalism (City Online Journalism wk8)Paul Bradshaw
 
Working on data stories: different approaches
Working on data stories: different approachesWorking on data stories: different approaches
Working on data stories: different approachesPaul Bradshaw
 
creating a trading zone around twitter srchives. case study: paris attacks
creating a trading zone around twitter srchives. case study: paris attackscreating a trading zone around twitter srchives. case study: paris attacks
creating a trading zone around twitter srchives. case study: paris attacksFIAT/IFTA
 
Data Mining Online Audiences with D8A Group
Data Mining Online Audiences with D8A GroupData Mining Online Audiences with D8A Group
Data Mining Online Audiences with D8A GroupJon Gosier
 
Fco open data in half day th-v2
Fco open data in half day  th-v2Fco open data in half day  th-v2
Fco open data in half day th-v2Tony Hirst
 

Ähnlich wie Finding data BBC 15 (20)

Data-Driven Enterprise off Your Beat by Manuel Torres - Monroe, La., NewsTrai...
Data-Driven Enterprise off Your Beat by Manuel Torres - Monroe, La., NewsTrai...Data-Driven Enterprise off Your Beat by Manuel Torres - Monroe, La., NewsTrai...
Data-Driven Enterprise off Your Beat by Manuel Torres - Monroe, La., NewsTrai...
 
Transmission6 - Publishing Linked Data
Transmission6 - Publishing Linked DataTransmission6 - Publishing Linked Data
Transmission6 - Publishing Linked Data
 
1482734.ppt
1482734.ppt1482734.ppt
1482734.ppt
 
More Help with Obtaining Public Records + Learn More about Data Journalism - ...
More Help with Obtaining Public Records + Learn More about Data Journalism - ...More Help with Obtaining Public Records + Learn More about Data Journalism - ...
More Help with Obtaining Public Records + Learn More about Data Journalism - ...
 
Research Skills for International Law Moot Court Competition 'Phillip C. Jess...
Research Skills for International Law Moot Court Competition 'Phillip C. Jess...Research Skills for International Law Moot Court Competition 'Phillip C. Jess...
Research Skills for International Law Moot Court Competition 'Phillip C. Jess...
 
Data Journalism - Finding Data
Data Journalism - Finding DataData Journalism - Finding Data
Data Journalism - Finding Data
 
Will We Command Our Data? From the Petascale to the Personal
Will We Command Our Data?  From the Petascale to the PersonalWill We Command Our Data?  From the Petascale to the Personal
Will We Command Our Data? From the Petascale to the Personal
 
The age of analytics
The age of analyticsThe age of analytics
The age of analytics
 
John Conroy
John ConroyJohn Conroy
John Conroy
 
International Business Information Resources 2007
International Business Information Resources 2007International Business Information Resources 2007
International Business Information Resources 2007
 
Exposing the Hidden Web
Exposing the Hidden WebExposing the Hidden Web
Exposing the Hidden Web
 
It's the people's data
It's the people's dataIt's the people's data
It's the people's data
 
Internet Resources Power Point
Internet Resources Power PointInternet Resources Power Point
Internet Resources Power Point
 
Government Linked Data: A Tipping Point for the Semantic Web
Government Linked Data: A Tipping Point for the Semantic WebGovernment Linked Data: A Tipping Point for the Semantic Web
Government Linked Data: A Tipping Point for the Semantic Web
 
Computer assisted research and reporting
Computer assisted research and reportingComputer assisted research and reporting
Computer assisted research and reporting
 
Data Journalism (City Online Journalism wk8)
Data Journalism (City Online Journalism wk8)Data Journalism (City Online Journalism wk8)
Data Journalism (City Online Journalism wk8)
 
Working on data stories: different approaches
Working on data stories: different approachesWorking on data stories: different approaches
Working on data stories: different approaches
 
creating a trading zone around twitter srchives. case study: paris attacks
creating a trading zone around twitter srchives. case study: paris attackscreating a trading zone around twitter srchives. case study: paris attacks
creating a trading zone around twitter srchives. case study: paris attacks
 
Data Mining Online Audiences with D8A Group
Data Mining Online Audiences with D8A GroupData Mining Online Audiences with D8A Group
Data Mining Online Audiences with D8A Group
 
Fco open data in half day th-v2
Fco open data in half day  th-v2Fco open data in half day  th-v2
Fco open data in half day th-v2
 

Mehr von Paul Bradshaw

How to work with a bullshitting robot
How to work with a bullshitting robotHow to work with a bullshitting robot
How to work with a bullshitting robotPaul Bradshaw
 
How to generate a 100+ page website using parameterisation in R
How to generate a 100+ page website using parameterisation in RHow to generate a 100+ page website using parameterisation in R
How to generate a 100+ page website using parameterisation in RPaul Bradshaw
 
ChatGPT (and generative AI) in journalism
ChatGPT (and generative AI) in journalismChatGPT (and generative AI) in journalism
ChatGPT (and generative AI) in journalismPaul Bradshaw
 
Data journalism: history and roles
Data journalism: history and rolesData journalism: history and roles
Data journalism: history and rolesPaul Bradshaw
 
Visual journalism: gifs, emoji, memes and other techniques
Visual journalism: gifs, emoji, memes and other techniquesVisual journalism: gifs, emoji, memes and other techniques
Visual journalism: gifs, emoji, memes and other techniquesPaul Bradshaw
 
Using narrative structures in shortform and longform journalism
Using narrative structures in shortform and longform journalismUsing narrative structures in shortform and longform journalism
Using narrative structures in shortform and longform journalismPaul Bradshaw
 
Narrative and multiplatform journalism (part 1)
Narrative and multiplatform journalism (part 1)Narrative and multiplatform journalism (part 1)
Narrative and multiplatform journalism (part 1)Paul Bradshaw
 
Teaching data journalism (Abraji 2021)
Teaching data journalism (Abraji 2021)Teaching data journalism (Abraji 2021)
Teaching data journalism (Abraji 2021)Paul Bradshaw
 
Data journalism on the air: 3 tips
Data journalism on the air: 3 tipsData journalism on the air: 3 tips
Data journalism on the air: 3 tipsPaul Bradshaw
 
7 angles for data stories
7 angles for data stories7 angles for data stories
7 angles for data storiesPaul Bradshaw
 
Uncertain times, stories of uncertainty
Uncertain times, stories of uncertaintyUncertain times, stories of uncertainty
Uncertain times, stories of uncertaintyPaul Bradshaw
 
Ergodic education (online teaching and interactivity)
Ergodic education (online teaching and interactivity)Ergodic education (online teaching and interactivity)
Ergodic education (online teaching and interactivity)Paul Bradshaw
 
Storytelling in the database era: uncertainty and science reporting
Storytelling in the database era: uncertainty and science reportingStorytelling in the database era: uncertainty and science reporting
Storytelling in the database era: uncertainty and science reportingPaul Bradshaw
 
Cognitive bias: a quick guide for journalists
Cognitive bias: a quick guide for journalistsCognitive bias: a quick guide for journalists
Cognitive bias: a quick guide for journalistsPaul Bradshaw
 
The 3 chords of data journalism
The 3 chords of data journalismThe 3 chords of data journalism
The 3 chords of data journalismPaul Bradshaw
 
Data journalism: what it is, how to use data for stories
Data journalism: what it is, how to use data for storiesData journalism: what it is, how to use data for stories
Data journalism: what it is, how to use data for storiesPaul Bradshaw
 
Teaching AI in data journalism
Teaching AI in data journalismTeaching AI in data journalism
Teaching AI in data journalismPaul Bradshaw
 
10 ways AI can be used for investigations
10 ways AI can be used for investigations10 ways AI can be used for investigations
10 ways AI can be used for investigationsPaul Bradshaw
 
Open Data Utopia? (SciCAR 19)
Open Data Utopia? (SciCAR 19)Open Data Utopia? (SciCAR 19)
Open Data Utopia? (SciCAR 19)Paul Bradshaw
 
Scraping for journalists - ideas, concepts and tips (CIJ Summer School 2019)
Scraping for journalists - ideas, concepts and tips (CIJ Summer School 2019)Scraping for journalists - ideas, concepts and tips (CIJ Summer School 2019)
Scraping for journalists - ideas, concepts and tips (CIJ Summer School 2019)Paul Bradshaw
 

Mehr von Paul Bradshaw (20)

How to work with a bullshitting robot
How to work with a bullshitting robotHow to work with a bullshitting robot
How to work with a bullshitting robot
 
How to generate a 100+ page website using parameterisation in R
How to generate a 100+ page website using parameterisation in RHow to generate a 100+ page website using parameterisation in R
How to generate a 100+ page website using parameterisation in R
 
ChatGPT (and generative AI) in journalism
ChatGPT (and generative AI) in journalismChatGPT (and generative AI) in journalism
ChatGPT (and generative AI) in journalism
 
Data journalism: history and roles
Data journalism: history and rolesData journalism: history and roles
Data journalism: history and roles
 
Visual journalism: gifs, emoji, memes and other techniques
Visual journalism: gifs, emoji, memes and other techniquesVisual journalism: gifs, emoji, memes and other techniques
Visual journalism: gifs, emoji, memes and other techniques
 
Using narrative structures in shortform and longform journalism
Using narrative structures in shortform and longform journalismUsing narrative structures in shortform and longform journalism
Using narrative structures in shortform and longform journalism
 
Narrative and multiplatform journalism (part 1)
Narrative and multiplatform journalism (part 1)Narrative and multiplatform journalism (part 1)
Narrative and multiplatform journalism (part 1)
 
Teaching data journalism (Abraji 2021)
Teaching data journalism (Abraji 2021)Teaching data journalism (Abraji 2021)
Teaching data journalism (Abraji 2021)
 
Data journalism on the air: 3 tips
Data journalism on the air: 3 tipsData journalism on the air: 3 tips
Data journalism on the air: 3 tips
 
7 angles for data stories
7 angles for data stories7 angles for data stories
7 angles for data stories
 
Uncertain times, stories of uncertainty
Uncertain times, stories of uncertaintyUncertain times, stories of uncertainty
Uncertain times, stories of uncertainty
 
Ergodic education (online teaching and interactivity)
Ergodic education (online teaching and interactivity)Ergodic education (online teaching and interactivity)
Ergodic education (online teaching and interactivity)
 
Storytelling in the database era: uncertainty and science reporting
Storytelling in the database era: uncertainty and science reportingStorytelling in the database era: uncertainty and science reporting
Storytelling in the database era: uncertainty and science reporting
 
Cognitive bias: a quick guide for journalists
Cognitive bias: a quick guide for journalistsCognitive bias: a quick guide for journalists
Cognitive bias: a quick guide for journalists
 
The 3 chords of data journalism
The 3 chords of data journalismThe 3 chords of data journalism
The 3 chords of data journalism
 
Data journalism: what it is, how to use data for stories
Data journalism: what it is, how to use data for storiesData journalism: what it is, how to use data for stories
Data journalism: what it is, how to use data for stories
 
Teaching AI in data journalism
Teaching AI in data journalismTeaching AI in data journalism
Teaching AI in data journalism
 
10 ways AI can be used for investigations
10 ways AI can be used for investigations10 ways AI can be used for investigations
10 ways AI can be used for investigations
 
Open Data Utopia? (SciCAR 19)
Open Data Utopia? (SciCAR 19)Open Data Utopia? (SciCAR 19)
Open Data Utopia? (SciCAR 19)
 
Scraping for journalists - ideas, concepts and tips (CIJ Summer School 2019)
Scraping for journalists - ideas, concepts and tips (CIJ Summer School 2019)Scraping for journalists - ideas, concepts and tips (CIJ Summer School 2019)
Scraping for journalists - ideas, concepts and tips (CIJ Summer School 2019)
 

KĂŒrzlich hochgeladen

Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Celine George
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104misteraugie
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionSafetyChain Software
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 
Russian Call Girls in Andheri Airport Mumbai WhatsApp 9167673311 💞 Full Nigh...
Russian Call Girls in Andheri Airport Mumbai WhatsApp  9167673311 💞 Full Nigh...Russian Call Girls in Andheri Airport Mumbai WhatsApp  9167673311 💞 Full Nigh...
Russian Call Girls in Andheri Airport Mumbai WhatsApp 9167673311 💞 Full Nigh...Pooja Nehwal
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxSayali Powar
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...EduSkills OECD
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityGeoBlogs
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfchloefrazer622
 
The byproduct of sericulture in different industries.pptx
The byproduct of sericulture in different industries.pptxThe byproduct of sericulture in different industries.pptx
The byproduct of sericulture in different industries.pptxShobhayan Kirtania
 

KĂŒrzlich hochgeladen (20)

Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory Inspection
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
Russian Call Girls in Andheri Airport Mumbai WhatsApp 9167673311 💞 Full Nigh...
Russian Call Girls in Andheri Airport Mumbai WhatsApp  9167673311 💞 Full Nigh...Russian Call Girls in Andheri Airport Mumbai WhatsApp  9167673311 💞 Full Nigh...
Russian Call Girls in Andheri Airport Mumbai WhatsApp 9167673311 💞 Full Nigh...
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
 
CĂłdigo Creativo y Arte de Software | Unidad 1
CĂłdigo Creativo y Arte de Software | Unidad 1CĂłdigo Creativo y Arte de Software | Unidad 1
CĂłdigo Creativo y Arte de Software | Unidad 1
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdf
 
The byproduct of sericulture in different industries.pptx
The byproduct of sericulture in different industries.pptxThe byproduct of sericulture in different industries.pptx
The byproduct of sericulture in different industries.pptx
 

Finding data BBC 15