SlideShare une entreprise Scribd logo
1  sur  71
Topic One: IB Biology The science of data
What is data? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Statistics  in Science ,[object Object],[object Object]
There are two types of Data ,[object Object],[object Object]
1.  Qualitative Data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Qualitative data, put into a graph and manipulated numerically ,[object Object]
2.  Quantitative data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Quantitative  ,[object Object]
Quantitative = Measurement ,[object Object],[object Object],[object Object]
How to determine uncertainty? ,[object Object],In the picture above of the meter stick, the uncertainty is +/- .5mm
Looking at Data ,[object Object],[object Object]
 
 
Comparing Averages ,[object Object]
These two averages should be close to the same
 
Drawing error bars ,[object Object]
Average value Value farthest from average Calculated distance
What do error bars suggest? ,[object Object]
 
Quick Review – 3 measures of “Central Tendency” ,[object Object],[object Object],[object Object]
How can leaf lengths be displayed graphically?
Simply measure the lengths of each and plot how many are of each length
If smoothed, the histogram data assumes this shape
This Shape? ,[object Object],[object Object]
Standard Deviation ,[object Object],[object Object],[object Object]
A typical standard distribution curve
According to this curve : ,[object Object],[object Object]
 
Three Standard Deviations? ,[object Object],-3sd   -2sd   +/-1sd   2sd   +3sd
How is Standard Deviation calculated? ,[object Object]
[object Object]
Not the formula! ,[object Object],[object Object],[object Object]
You DO need to know the concept! ,[object Object],[object Object],[object Object]
Here is an example
Comparison of Two Samples  Two of the same type of Mollusks from two different locations
Mollusk shell measurements   ,[object Object],[object Object],[object Object]
Standard deviation in the error bar
A sample with a small standard deviation suggest narrow variation (Pop. 2) .   ,[object Object]
Statistical hypothesis testing  (null hypothesis)  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Comparison of Two Samples Using a t-Test
t -test The  t -test compares the averages and standard deviations of two samples to see if there is a significant difference between them. We start by calculating a number , t t  can be calculated using the equation: ( x 1  – x 2  )   (s 1 ) 2 n 1 (s 2 ) 2 n 2 + t = Where: x 1  is the mean of sample 1 s 1  is the standard deviation of sample 1 n 1  is the number of individuals in sample 1 x 2  is the mean of sample 2 s 2  is the standard deviation of sample 2 n 2  is the number of individuals in sample 2
This is done on a  calculator or in excel
Drawing conclusions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object]
Step 1 to calculating t test in Excel ,[object Object],[object Object]
In fx in Category pick Statistical and then find t test in select function
[object Object],[object Object],[object Object],[object Object]
What are tails in a t test ? ,[object Object],One Tail   Two Tail
What are the 3 types? ,[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Type 2 & 3
Type 3 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
You now have a t test value
Convert data to a percent   ,[object Object],[object Object],[object Object],[object Object],[object Object]
.03% is less then .05%
Correlation or  Co-relation ,[object Object],[object Object]
Scatterplots    ,[object Object],[object Object],[object Object],[object Object]
Negative 1 correlation
Coefficient of -1.00 ,[object Object],[object Object]
A correlation coefficient of 0 means that the two variables, age and height, are unrelated to one another
Correlation Coefficient  +1.00
  Positive coefficient (+1.00) ,[object Object],[object Object],[object Object]
Creating a Scatter graph in Excel
 
Highlight your Numbers and Selected Chart Wizard
In Chart Wizard chose  Scatter graph
Label your graph &  x and y axis
To added a trendline  RIGHT click  on  any data point
Choice linear
You can now clip and paste it into word for you lab
Causation ,[object Object]

Contenu connexe

Tendances

T Test For Two Independent Samples
T Test For Two Independent SamplesT Test For Two Independent Samples
T Test For Two Independent Samples
shoffma5
 
Parametric tests seminar
Parametric tests seminarParametric tests seminar
Parametric tests seminar
drdeepika87
 
T-Test for Correlated Groups by STR Grp. 2
T-Test for Correlated Groups by STR Grp. 2T-Test for Correlated Groups by STR Grp. 2
T-Test for Correlated Groups by STR Grp. 2
Oj Acopiado
 

Tendances (20)

Medical Statistics Part-II:Inferential statistics
Medical Statistics Part-II:Inferential  statisticsMedical Statistics Part-II:Inferential  statistics
Medical Statistics Part-II:Inferential statistics
 
Inferential Statistics
Inferential StatisticsInferential Statistics
Inferential Statistics
 
Unpaired t Test Family
Unpaired t Test FamilyUnpaired t Test Family
Unpaired t Test Family
 
1.1 statistical and critical thinking
1.1 statistical and critical thinking1.1 statistical and critical thinking
1.1 statistical and critical thinking
 
Parametric tests
Parametric testsParametric tests
Parametric tests
 
Two sample t-test
Two sample t-testTwo sample t-test
Two sample t-test
 
Student T - test
Student T -  testStudent T -  test
Student T - test
 
T Test For Two Independent Samples
T Test For Two Independent SamplesT Test For Two Independent Samples
T Test For Two Independent Samples
 
Basic of Statistical Inference Part-I
Basic of Statistical Inference Part-IBasic of Statistical Inference Part-I
Basic of Statistical Inference Part-I
 
Sec 1.3 collecting sample data
Sec 1.3 collecting sample data  Sec 1.3 collecting sample data
Sec 1.3 collecting sample data
 
T test
T testT test
T test
 
The t test
The t testThe t test
The t test
 
T-Test
T-TestT-Test
T-Test
 
Test of significance
Test of significanceTest of significance
Test of significance
 
Parametric tests seminar
Parametric tests seminarParametric tests seminar
Parametric tests seminar
 
Basic knowledge on statistics
Basic knowledge on statisticsBasic knowledge on statistics
Basic knowledge on statistics
 
univariate and bivariate analysis in spss
univariate and bivariate analysis in spss univariate and bivariate analysis in spss
univariate and bivariate analysis in spss
 
Analysis of Variance
Analysis of VarianceAnalysis of Variance
Analysis of Variance
 
Inferential statistics quantitative data - single sample and 2 groups
Inferential statistics   quantitative data - single sample and 2 groupsInferential statistics   quantitative data - single sample and 2 groups
Inferential statistics quantitative data - single sample and 2 groups
 
T-Test for Correlated Groups by STR Grp. 2
T-Test for Correlated Groups by STR Grp. 2T-Test for Correlated Groups by STR Grp. 2
T-Test for Correlated Groups by STR Grp. 2
 

Similaire à Statistics

CABT Math 8 measures of central tendency and dispersion
CABT Math 8   measures of central tendency and dispersionCABT Math 8   measures of central tendency and dispersion
CABT Math 8 measures of central tendency and dispersion
Gilbert Joseph Abueg
 
Principal components
Principal componentsPrincipal components
Principal components
Hutami Endang
 
Math Introduction 2014.ppt
Math Introduction 2014.pptMath Introduction 2014.ppt
Math Introduction 2014.ppt
HebaRashwan4
 
Data Science Interview Questions | Data Science Interview Questions And Answe...
Data Science Interview Questions | Data Science Interview Questions And Answe...Data Science Interview Questions | Data Science Interview Questions And Answe...
Data Science Interview Questions | Data Science Interview Questions And Answe...
Simplilearn
 

Similaire à Statistics (20)

1.1 STATISTICS
1.1 STATISTICS1.1 STATISTICS
1.1 STATISTICS
 
Unit 3 Sampling
Unit 3 SamplingUnit 3 Sampling
Unit 3 Sampling
 
Basics of biostatistic
Basics of biostatisticBasics of biostatistic
Basics of biostatistic
 
CABT Math 8 measures of central tendency and dispersion
CABT Math 8   measures of central tendency and dispersionCABT Math 8   measures of central tendency and dispersion
CABT Math 8 measures of central tendency and dispersion
 
Basic statistics
Basic statisticsBasic statistics
Basic statistics
 
Principal components
Principal componentsPrincipal components
Principal components
 
9618821.ppt
9618821.ppt9618821.ppt
9618821.ppt
 
9618821.pdf
9618821.pdf9618821.pdf
9618821.pdf
 
Lab 1 intro
Lab 1 introLab 1 intro
Lab 1 intro
 
Math Introduction 2014.ppt
Math Introduction 2014.pptMath Introduction 2014.ppt
Math Introduction 2014.ppt
 
Chapter 3
Chapter 3Chapter 3
Chapter 3
 
Chapter 11 Psrm
Chapter 11 PsrmChapter 11 Psrm
Chapter 11 Psrm
 
Data Science Interview Questions | Data Science Interview Questions And Answe...
Data Science Interview Questions | Data Science Interview Questions And Answe...Data Science Interview Questions | Data Science Interview Questions And Answe...
Data Science Interview Questions | Data Science Interview Questions And Answe...
 
Data analysis
Data analysisData analysis
Data analysis
 
0.0 Notes
0.0 Notes0.0 Notes
0.0 Notes
 
Class1.ppt
Class1.pptClass1.ppt
Class1.ppt
 
Class1.ppt
Class1.pptClass1.ppt
Class1.ppt
 
Class1.ppt
Class1.pptClass1.ppt
Class1.ppt
 
Class1.ppt
Class1.pptClass1.ppt
Class1.ppt
 
STATISTICS BASICS INCLUDING DESCRIPTIVE STATISTICS
STATISTICS BASICS INCLUDING DESCRIPTIVE STATISTICSSTATISTICS BASICS INCLUDING DESCRIPTIVE STATISTICS
STATISTICS BASICS INCLUDING DESCRIPTIVE STATISTICS
 

Plus de Bob Smullen

Topic 8: Ecology Option C Part 2
Topic 8: Ecology Option C Part 2Topic 8: Ecology Option C Part 2
Topic 8: Ecology Option C Part 2
Bob Smullen
 

Plus de Bob Smullen (20)

Topic One: Cell
Topic One: CellTopic One: Cell
Topic One: Cell
 
Endocrine System
Endocrine SystemEndocrine System
Endocrine System
 
IB Biology Human Reproduction
IB Biology Human Reproduction IB Biology Human Reproduction
IB Biology Human Reproduction
 
Topic 8: Ecology Option C Part 2
Topic 8: Ecology Option C Part 2Topic 8: Ecology Option C Part 2
Topic 8: Ecology Option C Part 2
 
Topic 8: Ecology Option C Part 1
Topic 8: Ecology Option C Part 1Topic 8: Ecology Option C Part 1
Topic 8: Ecology Option C Part 1
 
Topic 7: Plant Science
Topic 7: Plant ScienceTopic 7: Plant Science
Topic 7: Plant Science
 
Topic 6: Evolution
Topic 6: Evolution Topic 6: Evolution
Topic 6: Evolution
 
Topic Five: Genetics
Topic Five: GeneticsTopic Five: Genetics
Topic Five: Genetics
 
Topic 3: Nucleic Acid
Topic 3: Nucleic AcidTopic 3: Nucleic Acid
Topic 3: Nucleic Acid
 
Topic 2: Biochemistry
Topic 2: Biochemistry Topic 2: Biochemistry
Topic 2: Biochemistry
 
11.3 kidney
11.3 kidney11.3 kidney
11.3 kidney
 
11.2 Movement
11.2 Movement 11.2 Movement
11.2 Movement
 
6.5 neurons and synapses
6.5 neurons and synapses 6.5 neurons and synapses
6.5 neurons and synapses
 
Immune system hl
Immune system hlImmune system hl
Immune system hl
 
Ia headings
Ia headingsIa headings
Ia headings
 
6.2 and 6.4 transport and respiration
6.2 and 6.4  transport and respiration6.2 and 6.4  transport and respiration
6.2 and 6.4 transport and respiration
 
6.1 digestion HL Year One
6.1 digestion HL Year One6.1 digestion HL Year One
6.1 digestion HL Year One
 
Ecology Optional Topic Student Notes
Ecology Optional Topic Student NotesEcology Optional Topic Student Notes
Ecology Optional Topic Student Notes
 
C.6 nitrogen cycle .pptx
C.6 nitrogen cycle .pptxC.6 nitrogen cycle .pptx
C.6 nitrogen cycle .pptx
 
C.5 population.pptx
C.5 population.pptxC.5 population.pptx
C.5 population.pptx
 

Dernier

Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
kauryashika82
 
An Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfAn Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdf
SanaAli374401
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
ciinovamais
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
MateoGardella
 

Dernier (20)

Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
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
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
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 ...
 
Advance Mobile Application Development class 07
Advance Mobile Application Development class 07Advance Mobile Application Development class 07
Advance Mobile Application Development class 07
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
An Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdfAn Overview of Mutual Funds Bcom Project.pdf
An Overview of Mutual Funds Bcom Project.pdf
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17How to Give a Domain for a Field in Odoo 17
How to Give a Domain for a Field in Odoo 17
 
Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.Gardella_Mateo_IntellectualProperty.pdf.
Gardella_Mateo_IntellectualProperty.pdf.
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 

Statistics