SlideShare una empresa de Scribd logo
1 de 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]

Más contenido relacionado

La actualidad más candente

Medical Statistics Part-II:Inferential statistics
Medical Statistics Part-II:Inferential  statisticsMedical Statistics Part-II:Inferential  statistics
Medical Statistics Part-II:Inferential statisticsRamachandra Barik
 
Inferential Statistics
Inferential StatisticsInferential Statistics
Inferential Statisticsewhite00
 
Unpaired t Test Family
Unpaired t Test FamilyUnpaired t Test Family
Unpaired t Test FamilyGaetan Lion
 
Parametric tests
Parametric testsParametric tests
Parametric testsheena45
 
T Test For Two Independent Samples
T Test For Two Independent SamplesT Test For Two Independent Samples
T Test For Two Independent Samplesshoffma5
 
Basic of Statistical Inference Part-I
Basic of Statistical Inference Part-IBasic of Statistical Inference Part-I
Basic of Statistical Inference Part-IDexlab Analytics
 
Parametric tests seminar
Parametric tests seminarParametric tests seminar
Parametric tests seminardrdeepika87
 
Basic knowledge on statistics
Basic knowledge on statisticsBasic knowledge on statistics
Basic knowledge on statisticsSubodh Khanal
 
univariate and bivariate analysis in spss
univariate and bivariate analysis in spss univariate and bivariate analysis in spss
univariate and bivariate analysis in spss Subodh Khanal
 
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 groupsDhritiman Chakrabarti
 
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. 2Oj Acopiado
 

La actualidad más candente (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
 

Similar a Statistics

Similar a 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.pdf
9618821.pdf9618821.pdf
9618821.pdf
 
9618821.ppt
9618821.ppt9618821.ppt
9618821.ppt
 
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
 
Introduction to Statistics - Basics of Data - Class 1
Introduction to Statistics - Basics of Data - Class 1Introduction to Statistics - Basics of Data - Class 1
Introduction to Statistics - Basics of Data - Class 1
 
STATISTICS BASICS INCLUDING DESCRIPTIVE STATISTICS
STATISTICS BASICS INCLUDING DESCRIPTIVE STATISTICSSTATISTICS BASICS INCLUDING DESCRIPTIVE STATISTICS
STATISTICS BASICS INCLUDING DESCRIPTIVE STATISTICS
 

Más de Bob Smullen

Endocrine System
Endocrine SystemEndocrine System
Endocrine SystemBob Smullen
 
IB Biology Human Reproduction
IB Biology Human Reproduction IB Biology Human Reproduction
IB Biology Human Reproduction 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 2Bob Smullen
 
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 1Bob Smullen
 
Topic 7: Plant Science
Topic 7: Plant ScienceTopic 7: Plant Science
Topic 7: Plant ScienceBob Smullen
 
Topic 6: Evolution
Topic 6: Evolution Topic 6: Evolution
Topic 6: Evolution Bob Smullen
 
Topic Five: Genetics
Topic Five: GeneticsTopic Five: Genetics
Topic Five: GeneticsBob Smullen
 
Topic 3: Nucleic Acid
Topic 3: Nucleic AcidTopic 3: Nucleic Acid
Topic 3: Nucleic AcidBob Smullen
 
Topic 2: Biochemistry
Topic 2: Biochemistry Topic 2: Biochemistry
Topic 2: Biochemistry Bob Smullen
 
6.5 neurons and synapses
6.5 neurons and synapses 6.5 neurons and synapses
6.5 neurons and synapses Bob Smullen
 
Immune system hl
Immune system hlImmune system hl
Immune system hlBob Smullen
 
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 respirationBob Smullen
 
6.1 digestion HL Year One
6.1 digestion HL Year One6.1 digestion HL Year One
6.1 digestion HL Year OneBob Smullen
 
Ecology Optional Topic Student Notes
Ecology Optional Topic Student NotesEcology Optional Topic Student Notes
Ecology Optional Topic Student NotesBob Smullen
 
C.6 nitrogen cycle .pptx
C.6 nitrogen cycle .pptxC.6 nitrogen cycle .pptx
C.6 nitrogen cycle .pptxBob Smullen
 
C.5 population.pptx
C.5 population.pptxC.5 population.pptx
C.5 population.pptxBob Smullen
 

Más 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
 

Último

THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONTHEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONHumphrey A Beña
 
Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)Mark Reed
 
AMERICAN LANGUAGE HUB_Level2_Student'sBook_Answerkey.pdf
AMERICAN LANGUAGE HUB_Level2_Student'sBook_Answerkey.pdfAMERICAN LANGUAGE HUB_Level2_Student'sBook_Answerkey.pdf
AMERICAN LANGUAGE HUB_Level2_Student'sBook_Answerkey.pdfphamnguyenenglishnb
 
Earth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatEarth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatYousafMalik24
 
Grade 9 Q4-MELC1-Active and Passive Voice.pptx
Grade 9 Q4-MELC1-Active and Passive Voice.pptxGrade 9 Q4-MELC1-Active and Passive Voice.pptx
Grade 9 Q4-MELC1-Active and Passive Voice.pptxChelloAnnAsuncion2
 
Judging the Relevance and worth of ideas part 2.pptx
Judging the Relevance  and worth of ideas part 2.pptxJudging the Relevance  and worth of ideas part 2.pptx
Judging the Relevance and worth of ideas part 2.pptxSherlyMaeNeri
 
Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Celine George
 
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYKayeClaireEstoconing
 
Full Stack Web Development Course for Beginners
Full Stack Web Development Course  for BeginnersFull Stack Web Development Course  for Beginners
Full Stack Web Development Course for BeginnersSabitha Banu
 
How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17Celine George
 
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...Nguyen Thanh Tu Collection
 
DATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginnersDATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginnersSabitha Banu
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxthorishapillay1
 
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...Postal Advocate Inc.
 
4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptxmary850239
 
Roles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in PharmacovigilanceRoles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in PharmacovigilanceSamikshaHamane
 

Último (20)

THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONTHEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
 
YOUVE_GOT_EMAIL_PRELIMS_EL_DORADO_2024.pptx
YOUVE_GOT_EMAIL_PRELIMS_EL_DORADO_2024.pptxYOUVE_GOT_EMAIL_PRELIMS_EL_DORADO_2024.pptx
YOUVE_GOT_EMAIL_PRELIMS_EL_DORADO_2024.pptx
 
Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)
 
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdfTataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
 
AMERICAN LANGUAGE HUB_Level2_Student'sBook_Answerkey.pdf
AMERICAN LANGUAGE HUB_Level2_Student'sBook_Answerkey.pdfAMERICAN LANGUAGE HUB_Level2_Student'sBook_Answerkey.pdf
AMERICAN LANGUAGE HUB_Level2_Student'sBook_Answerkey.pdf
 
Earth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice greatEarth Day Presentation wow hello nice great
Earth Day Presentation wow hello nice great
 
FINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptx
FINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptxFINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptx
FINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptx
 
Grade 9 Q4-MELC1-Active and Passive Voice.pptx
Grade 9 Q4-MELC1-Active and Passive Voice.pptxGrade 9 Q4-MELC1-Active and Passive Voice.pptx
Grade 9 Q4-MELC1-Active and Passive Voice.pptx
 
Judging the Relevance and worth of ideas part 2.pptx
Judging the Relevance  and worth of ideas part 2.pptxJudging the Relevance  and worth of ideas part 2.pptx
Judging the Relevance and worth of ideas part 2.pptx
 
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptxYOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
 
Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17
 
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
 
Full Stack Web Development Course for Beginners
Full Stack Web Development Course  for BeginnersFull Stack Web Development Course  for Beginners
Full Stack Web Development Course for Beginners
 
How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17
 
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
 
DATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginnersDATA STRUCTURE AND ALGORITHM for beginners
DATA STRUCTURE AND ALGORITHM for beginners
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptx
 
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...
USPS® Forced Meter Migration - How to Know if Your Postage Meter Will Soon be...
 
4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx
 
Roles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in PharmacovigilanceRoles & Responsibilities in Pharmacovigilance
Roles & Responsibilities in Pharmacovigilance
 

Statistics