- The document analyzes the relationship between the average hours of video games played per school week and the average hours of sleep per school night for 50 high school students.
- Statistical analysis showed a weak negative linear correlation between video game time and sleep hours, indicating the variables were mostly independent. However, surveying the entire student population may have strengthened the correlation.
- While more video game time tended to equal less sleep, there was high variation in the data, and other factors like homework also impacted students' sleep amounts. So the relationship between video games and sleep was inconclusive based on this study.
Ib math studies internal assessment final draftBilly Egg
油
The document analyzes the relationship between SAT scores and family income of test takers worldwide based on data from the College Board in 2007. The author conducts a mathematical investigation including generating scatter plots, calculating the least squares regression line and correlation coefficient, and performing a chi-squared test. The results show a strong positive linear correlation between SAT scores and family income, indicating family income has a significant impact on SAT scores. However, the study has limitations as it only includes those who reported income and may not capture all SAT test takers.
The document summarizes a study that investigated the relationship between height and shoe size in 20 women and 20 men. It found a weak positive correlation, such that taller individuals tended to have larger shoe sizes. However, the relationship varied substantially between individuals. A chi-square test found no definitive relationship, though the idea that taller people generally need larger shoes to maintain balance was supported. Limitations included potential inaccuracies in self-reported height and shoe size data.
The document is a 3,972 word mathematical studies project that examines the time spent after school by students who live near the school in Nichada and farther away outside of Nichada. It includes an introduction outlining the method, which involved surveying 60 students about their weekly after school hours and travel time home. Tables display the raw data collected from the students sorted by their location and time spent/travel time. The interpretation of results section analyzes the mean, median, mode and standard deviations of the data and finds that on average students in Nichada spend 7.15 hours after school with a travel time of 2.62 minutes, while those outside spend 8.48 hours with a travel time of 45.
The document summarizes a student's IB Mathematical Studies Internal Assessment project investigating whether shoe size correlates with forearm length. Data on shoe size and forearm length was collected from 50 students and analyzed using statistical tests. A strong positive correlation of 0.9976 was found between increasing shoe size and forearm length. While sizes were not exactly equal, the difference was found to not be statistically significant, supporting the hypothesis that shoe size correlates with forearm length.
This investigation analyzed the relationship between a country's GDP per capita and its male suicide rate per 100,000 people. Data on GDP and male suicide rates for 39 countries was collected from NationMaster.com and analyzed using statistical tests. A scatter plot, least squares regression, Pearson's correlation coefficient, and Chi-square test showed little to no correlation. The Chi-square test result supported the conclusion that male suicide rates and relative individual wealth of countries are independent factors. Limitations include potential inaccuracies in suicide rate data collected by some countries.
Ibmathstudiesinternalassessmentfinaldraft 101208070253-phpapp02Travis Hayes
油
This document is a math studies internal assessment that investigates the relationship between SAT scores and family income of test takers around the world. The student analyzed data on SAT scores and family incomes from the College Board in 2007. A scatter plot, least squares regression line, and correlation coefficient calculation showed a strong positive correlation between higher SAT scores and higher family incomes. A chi-squared test rejected the null hypothesis that SAT scores and family income are independent. However, limitations in the data are noted, such as incomplete income reporting and wide income brackets in the raw data.
Population growth and increases in carbon dioxide emissions both rose significantly from 1980 to 2009. While a positive correlation exists between the two, statistical analysis shows the relationship is weak. The chi-square test results fail to reject the null hypothesis that population growth and carbon emissions are independent. Therefore, while human activities like energy use that produce carbon emissions rise with growing populations, population growth alone does not sufficiently explain increasing carbon dioxide levels according to this analysis. Other factors must also influence annual carbon emission amounts.
This document describes a student's work on an internal assessment for an IB math class involving finding patterns in Lacsap's Fractions, a triangle of fractions similar to Pascal's triangle. The student finds equations to predict the numerator and denominator of any element in the triangle. For the numerator, the student derives the equation N=R(R+1)/2, where N is the numerator and R is the row number. For the denominator, the student derives the equation D=(R-E)2-R, where D is the denominator, R is the row number, and E is the element number. Using these equations, the student can determine any element in Lacsap's Fractions.
The document analyzes the relationship between SAT scores and family income of test takers around the world. It collects data on SAT scores and family incomes from College Board in 2007 for two-thirds of test takers who voluntarily reported it. The data is categorized into ten income groups and shows mean SAT scores increase as family income increases. Graphs and calculations of least squares regression and Pearson's correlation coefficient indicate a strong positive correlation between higher SAT scores and higher family incomes.
International baccalaureate math sl investigation_the correlation between lu...Felix Dyrek
油
Felix Dyrek investigated the correlation between lung cancer incidents and tobacco consumption in 6 countries. His hypothesis assumed higher lung cancer rates in countries with greater tobacco use. He collected data on lung cancer incidents, adult smoking rates, and average cigarettes smoked per person. Calculations of Pearson's correlation coefficient and X2 test showed no direct correlation between cigarettes smoked and lung cancer. While smoking increases lung cancer risk, other factors like air pollution also contribute, so lung cancer is not purely determined by tobacco consumption alone. Including more external influences could improve the investigation.
Aleksey Narko
II year Management
Econometrics Final Project
I took the data set about the wealth of nations and in particular the dependence between the population and total wealth of the country (nation).
Source: http://data.worldbank.org/data-catalog/wealth-of-nations
2011 WSB-NLU
Professor: Jacek Leskow
This document provides a summary of a time series analysis of real GDP and the share of agriculture and allied sectors in India. It includes an acknowledgment, abstract, introduction on time series analysis and econometric theory. It also discusses the importance of stationary stochastic processes, difference stationary versus trend stationary processes, and the unit root test for determining stationarity. The overall summary is that the document examines the relationship between total Indian GDP and agriculture GDP using time series analysis and unit root tests on annual data from 1954-2013.
The document analyzes the relationship between stock market performance and economic growth in the U.S. from 1980-2011. It finds a strong positive correlation between changes in the Dow Jones Industrial Average and nominal GDP. Regression analysis shows stock market fluctuations explained about 87% of the variation in GDP. The results suggest stock prices can influence economic activity by affecting business confidence, financing, and household wealth. Therefore, large declines in stock prices may precede and prolong economic downturns.
The document analyzes the relationship between human birth rates and death rates in 18 countries. A scatter plot showed a strong negative correlation, indicating that higher birth rates were associated with lower death rates. Calculations for standard deviation, least squares regression, and Pearson's correlation coefficient supported this relationship. A chi-square test rejected independence, showing that birth and death rates were dependent. However, limitations included older data and lack of representation from all global regions. Overall, the analysis found an interdependent relationship between birth and death rates.
This document is a school project investigating factors that affect demand for BlackBerry phones among 5th form students at St. Vincent Grammar School. It includes tables and figures presenting data from surveys of 15 students. Key findings are that most students are 15-16 years old, own BlackBerry phones for messaging/brand loyalty, and spend $30-50 monthly for data plans paid mostly by parents. The project aims to determine demand factors and provide recommendations to producers and consumers.
There is a moderately positive correlation between the Yen/USD exchange rate and Japan's inflation rate based on data from January 2008 to September 2010. Statistical analysis including least squares regression, Pearson's correlation coefficient, and a chi-squared test show the rates are related and dependent on each other. However, limitations include potential time lags between collecting the exchange rate and inflation data each month, as well as external economic factors that could influence the relationship.
This document provides an overview of basic statistics concepts. It defines statistics as the science of collecting, presenting, analyzing, and reasonably interpreting data. Descriptive statistics are used to summarize and organize data through methods like tables, graphs, and descriptive values, while inferential statistics allow researchers to make general conclusions about populations based on sample data. Variables can be either categorical or quantitative, and their distributions and presentations are discussed.
This document describes an experiment investigating how the concentration of sucrose solutions affects the rate of osmosis in potato cylinders. Potato cylinders were placed in solutions of varying sucrose concentration (0%, 10%, 30%, 50%, 70%) and their change in mass over 30 minutes was measured. The results showed that as the concentration of sucrose increased, the potato cylinders lost more mass, indicating the rate of osmosis increased. This supported the hypothesis that increasing the concentration difference between the solution and potato would increase the rate of water moving from the potato into the solution.
An investigation analyzed the relationship between population growth rates and GDP rates in 50 randomly selected countries from 2009 to 2010. Population and GDP data from 2009 and 2010 was collected and used to calculate growth rates for each country. A chi-squared test was performed to determine if there was a statistically significant relationship between population growth and GDP rates at the 5% significance level. The results of the chi-squared test were then compared to critical values to determine if the null hypothesis could be rejected or not.
The document summarizes key economic concepts related to production possibilities curves, opportunity cost, actual and potential growth, demand and supply, equilibrium price and quantity, changes in demand and supply, price controls, taxes, costs of production, revenues, profits, and price discrimination. It provides graphs and explanations for each concept.
1. The document describes an experiment to determine the specific heat capacity of a metal using the method of mixtures.
2. A metal sample was boiled in water for 5 minutes and then quickly transferred to a Styrofoam cup containing water.
3. The temperatures of the metal and water were measured before and after mixing to calculate the specific heat capacity of the metal, which was found to be 368属C compared to the theoretical value of 380属C.
CSEC Physics Lab - Using Die to demonstrate the nature of radioactive decayRonaldo Degazon
油
Radioactive decay occurs when an unstable atomic nucleus loses energy by emitting particles. The half-life of a radioactive element is the time it takes for half of the original radioactive nuclei to decay. Radioactive decay is random but the decay rate of a large number of atoms is predictable. This document describes using dice to model radioactive decay, where the number of "sixes" represents decay and the half-life is the number of throws to reduce the dice by half. The half-life found was approximately 4 throws.
Top six mistakes made in IB Math Internal Assessmentibsuper9
油
This document outlines the top 6 mistakes students make on their IB Math Internal Assessment (IA). These include: 1) excessive writing and working beyond the recommended page limit, 2) failing to cite sources, 3) using complicated math just to raise the level without real understanding, 4) not properly labeling tables, graphs and charts, 5) insufficient independent research beyond common textbook problems or websites, and 6) lacking explanation of calculator workings such as how functions were derived. For more tips, students are advised to visit the listed website or email.
The document provides an overview of physical and psychological changes that occur during adolescence, including:
- Rapid growth and development of primary and secondary sex characteristics due to increases in sex hormones.
- Differences in the timing of puberty between boys and girls, with girls starting earlier on average.
- Changes in body composition with increases in body fat and muscle.
- Brain development continuing into early twenties with improvements in cognitive abilities.
- Health risks such as obesity, eating disorders, drug and alcohol use that can arise during this transitional life stage.
The document summarizes statistical analysis concepts and methods used to analyze biological data, including calculating means, standard deviations, and using t-tests to determine the significance of differences between data sets. It provides an example comparing bill length measurements in two hummingbird species. The mean bill length is slightly higher in C. latirostris, but A. colubris shows greater variability. A t-test is needed to determine if the difference in means is statistically significant given the overlap between the error bars representing standard deviation.
1. The document determines the maximum dimensions of a corn farm that a farmer can fence using 100 meters of wire. The largest area is 625 square meters which occurs when the length and width are both 25 meters, making the field a square.
2. Using recommended spacing of corn seedlings, the document calculates the farmer can plant 4592 seedlings in the 625 square meter field by planting them in 28 rows with 164 seedlings in each row.
3. The calculations allow the farmer to utilize the maximum space available and determine the optimal number of seedlings to plant.
CSEC Physics Lab - Half Life of liquid draining from buretteRonaldo Degazon
油
1) The document describes a physics lab experiment to determine the half-life of water draining from a burette. A burette filled with water was used, and the time taken for the water level to decrease in 5cm3 increments was recorded.
2) A graph of volume vs time was plotted from the results. The half-life was calculated to be the average time for the original water level to fall to half.
3) The system of water draining from the burette tap is analogous to radioactive decay, as the rate of decay/drainage decreases as the amount of material decreases over time.
I decided to investigate the correlation between the number of hours spent in front of a screen for entertainment and the corresponding average letter grade. I was curious to find out the extent at which entertainment affects a student letter grade. I did this posing these questions to the respondent:
What is your average letter grade in school?
The document analyzes the relationship between SAT scores and family income of test takers around the world. It collects data on SAT scores and family incomes from College Board in 2007 for two-thirds of test takers who voluntarily reported it. The data is categorized into ten income groups and shows mean SAT scores increase as family income increases. Graphs and calculations of least squares regression and Pearson's correlation coefficient indicate a strong positive correlation between higher SAT scores and higher family incomes.
International baccalaureate math sl investigation_the correlation between lu...Felix Dyrek
油
Felix Dyrek investigated the correlation between lung cancer incidents and tobacco consumption in 6 countries. His hypothesis assumed higher lung cancer rates in countries with greater tobacco use. He collected data on lung cancer incidents, adult smoking rates, and average cigarettes smoked per person. Calculations of Pearson's correlation coefficient and X2 test showed no direct correlation between cigarettes smoked and lung cancer. While smoking increases lung cancer risk, other factors like air pollution also contribute, so lung cancer is not purely determined by tobacco consumption alone. Including more external influences could improve the investigation.
Aleksey Narko
II year Management
Econometrics Final Project
I took the data set about the wealth of nations and in particular the dependence between the population and total wealth of the country (nation).
Source: http://data.worldbank.org/data-catalog/wealth-of-nations
2011 WSB-NLU
Professor: Jacek Leskow
This document provides a summary of a time series analysis of real GDP and the share of agriculture and allied sectors in India. It includes an acknowledgment, abstract, introduction on time series analysis and econometric theory. It also discusses the importance of stationary stochastic processes, difference stationary versus trend stationary processes, and the unit root test for determining stationarity. The overall summary is that the document examines the relationship between total Indian GDP and agriculture GDP using time series analysis and unit root tests on annual data from 1954-2013.
The document analyzes the relationship between stock market performance and economic growth in the U.S. from 1980-2011. It finds a strong positive correlation between changes in the Dow Jones Industrial Average and nominal GDP. Regression analysis shows stock market fluctuations explained about 87% of the variation in GDP. The results suggest stock prices can influence economic activity by affecting business confidence, financing, and household wealth. Therefore, large declines in stock prices may precede and prolong economic downturns.
The document analyzes the relationship between human birth rates and death rates in 18 countries. A scatter plot showed a strong negative correlation, indicating that higher birth rates were associated with lower death rates. Calculations for standard deviation, least squares regression, and Pearson's correlation coefficient supported this relationship. A chi-square test rejected independence, showing that birth and death rates were dependent. However, limitations included older data and lack of representation from all global regions. Overall, the analysis found an interdependent relationship between birth and death rates.
This document is a school project investigating factors that affect demand for BlackBerry phones among 5th form students at St. Vincent Grammar School. It includes tables and figures presenting data from surveys of 15 students. Key findings are that most students are 15-16 years old, own BlackBerry phones for messaging/brand loyalty, and spend $30-50 monthly for data plans paid mostly by parents. The project aims to determine demand factors and provide recommendations to producers and consumers.
There is a moderately positive correlation between the Yen/USD exchange rate and Japan's inflation rate based on data from January 2008 to September 2010. Statistical analysis including least squares regression, Pearson's correlation coefficient, and a chi-squared test show the rates are related and dependent on each other. However, limitations include potential time lags between collecting the exchange rate and inflation data each month, as well as external economic factors that could influence the relationship.
This document provides an overview of basic statistics concepts. It defines statistics as the science of collecting, presenting, analyzing, and reasonably interpreting data. Descriptive statistics are used to summarize and organize data through methods like tables, graphs, and descriptive values, while inferential statistics allow researchers to make general conclusions about populations based on sample data. Variables can be either categorical or quantitative, and their distributions and presentations are discussed.
This document describes an experiment investigating how the concentration of sucrose solutions affects the rate of osmosis in potato cylinders. Potato cylinders were placed in solutions of varying sucrose concentration (0%, 10%, 30%, 50%, 70%) and their change in mass over 30 minutes was measured. The results showed that as the concentration of sucrose increased, the potato cylinders lost more mass, indicating the rate of osmosis increased. This supported the hypothesis that increasing the concentration difference between the solution and potato would increase the rate of water moving from the potato into the solution.
An investigation analyzed the relationship between population growth rates and GDP rates in 50 randomly selected countries from 2009 to 2010. Population and GDP data from 2009 and 2010 was collected and used to calculate growth rates for each country. A chi-squared test was performed to determine if there was a statistically significant relationship between population growth and GDP rates at the 5% significance level. The results of the chi-squared test were then compared to critical values to determine if the null hypothesis could be rejected or not.
The document summarizes key economic concepts related to production possibilities curves, opportunity cost, actual and potential growth, demand and supply, equilibrium price and quantity, changes in demand and supply, price controls, taxes, costs of production, revenues, profits, and price discrimination. It provides graphs and explanations for each concept.
1. The document describes an experiment to determine the specific heat capacity of a metal using the method of mixtures.
2. A metal sample was boiled in water for 5 minutes and then quickly transferred to a Styrofoam cup containing water.
3. The temperatures of the metal and water were measured before and after mixing to calculate the specific heat capacity of the metal, which was found to be 368属C compared to the theoretical value of 380属C.
CSEC Physics Lab - Using Die to demonstrate the nature of radioactive decayRonaldo Degazon
油
Radioactive decay occurs when an unstable atomic nucleus loses energy by emitting particles. The half-life of a radioactive element is the time it takes for half of the original radioactive nuclei to decay. Radioactive decay is random but the decay rate of a large number of atoms is predictable. This document describes using dice to model radioactive decay, where the number of "sixes" represents decay and the half-life is the number of throws to reduce the dice by half. The half-life found was approximately 4 throws.
Top six mistakes made in IB Math Internal Assessmentibsuper9
油
This document outlines the top 6 mistakes students make on their IB Math Internal Assessment (IA). These include: 1) excessive writing and working beyond the recommended page limit, 2) failing to cite sources, 3) using complicated math just to raise the level without real understanding, 4) not properly labeling tables, graphs and charts, 5) insufficient independent research beyond common textbook problems or websites, and 6) lacking explanation of calculator workings such as how functions were derived. For more tips, students are advised to visit the listed website or email.
The document provides an overview of physical and psychological changes that occur during adolescence, including:
- Rapid growth and development of primary and secondary sex characteristics due to increases in sex hormones.
- Differences in the timing of puberty between boys and girls, with girls starting earlier on average.
- Changes in body composition with increases in body fat and muscle.
- Brain development continuing into early twenties with improvements in cognitive abilities.
- Health risks such as obesity, eating disorders, drug and alcohol use that can arise during this transitional life stage.
The document summarizes statistical analysis concepts and methods used to analyze biological data, including calculating means, standard deviations, and using t-tests to determine the significance of differences between data sets. It provides an example comparing bill length measurements in two hummingbird species. The mean bill length is slightly higher in C. latirostris, but A. colubris shows greater variability. A t-test is needed to determine if the difference in means is statistically significant given the overlap between the error bars representing standard deviation.
1. The document determines the maximum dimensions of a corn farm that a farmer can fence using 100 meters of wire. The largest area is 625 square meters which occurs when the length and width are both 25 meters, making the field a square.
2. Using recommended spacing of corn seedlings, the document calculates the farmer can plant 4592 seedlings in the 625 square meter field by planting them in 28 rows with 164 seedlings in each row.
3. The calculations allow the farmer to utilize the maximum space available and determine the optimal number of seedlings to plant.
CSEC Physics Lab - Half Life of liquid draining from buretteRonaldo Degazon
油
1) The document describes a physics lab experiment to determine the half-life of water draining from a burette. A burette filled with water was used, and the time taken for the water level to decrease in 5cm3 increments was recorded.
2) A graph of volume vs time was plotted from the results. The half-life was calculated to be the average time for the original water level to fall to half.
3) The system of water draining from the burette tap is analogous to radioactive decay, as the rate of decay/drainage decreases as the amount of material decreases over time.
I decided to investigate the correlation between the number of hours spent in front of a screen for entertainment and the corresponding average letter grade. I was curious to find out the extent at which entertainment affects a student letter grade. I did this posing these questions to the respondent:
What is your average letter grade in school?
This activity introduces students to the concept of continuity of a function at a point through three steps. In the first step, students are asked to determine if a machine producing antibiotic pills can be accurately adjusted given allowable errors in the detected amount of medication in blood. In the second step, students experiment with smaller allowable errors to see if a suitable machine accuracy can always be found. In the third step, a new formula revealing less detected medication above a certain amount leads to failure to find a suitable accuracy, highlighting discontinuity as the cause.
Answer questions Minimum 100 words each and reference (questions.docxnolanalgernon
油
This document provides instructions and an example for a statistics project analyzing data on the number of chocolate bars consumed by girls. It includes questions to answer about the data using SPSS: 1) The level of measurement is nominal. 2) Descriptive statistics - the mean is 47.05, median is 47, mode is 45. 3) Create a frequency distribution table with six intervals. 4) Create a histogram based on the frequency table. It also provides guidance on performing the appropriate statistical tests in SPSS and presenting the results.
- The document discusses ratios and equivalent ratios. It explains that two ratios are equivalent if they have the same value, where the value of a ratio is the quotient of the two terms.
- Students work through examples to understand that the values of equivalent ratios are always equal. They also try unsuccessfully to provide counter-examples to the theorem that if two ratios are equivalent, they have the same value.
- An example problem asks students to use the value of a ratio to determine if ratios describing a student's training are equivalent or not.
- The document discusses ratios and equivalent ratios. It defines the value of a ratio as the quotient of the two terms in the ratio.
- It states that if two ratios are equivalent, then they have the same value. Several examples are provided to illustrate this concept.
- Students are asked to identify equivalent ratios, calculate the value of ratios, and use ratio values to determine if ratios are equivalent in word problems. The goal is for students to understand that equivalent ratios have the same value.
Ch5 Social interaction in individual vs. partner playing begonapino.comBego単a Pino
油
Social interaction in individual vs. partner playing - Research study - Pino, B. (2006) "Computers as an environment for facilitating social interaction in children with autistic spectrum disorders". PhD Thesis, University of Edinburgh, UK
A personal statistical analysis that I conducted in S.P.S.S. and the R programming language. A logistic regression was performed in order to investigate which myopic factors are the most significant.
This document discusses how reward uncertainty and positive prediction error may influence learning and memory formation. It presents a study that investigated how prediction error in a computer game involving chance-based rewards related to adults' memory performance. The study found that positive prediction error prior to recall was linked to successful learning, suggesting reward uncertainty could promote motivation and engagement with educational games by triggering dopamine release and memory enhancement. The document advocates that gaming principles can be applied in education when done properly and with awareness of benefits and limitations.
The document provides an overview of symbolic machine learning approaches. It discusses how machine learning allows systems to learn intelligent behavior from experience rather than being explicitly programmed. It outlines different types of symbolic learning approaches that will be covered, including inductive learning, rote learning, nearest neighbor classification, and Bayesian classification. Key algorithms like nearest neighbor and examples of their applications are also summarized.
The document provides an overview of symbolic machine learning approaches. It discusses how machine learning allows systems to learn intelligent behavior from experience rather than being explicitly programmed. It outlines different types of symbolic learning approaches that will be covered, including inductive learning, rote learning, nearest neighbor classification, and Bayesian classification. Key algorithms like nearest neighbor and examples of their applications are also summarized.
Okay, let's break this down step-by-step:
* We are given that 16 students in the class chose math as their favorite subject
* The total number of students in the class is not stated, but we can call it N
* P(math) means the probability of choosing math as the favorite subject
* Probability is defined as the number of favorable outcomes divided by the total number of possible outcomes
* The number of favorable outcomes is 16 (the students who chose math)
* The total number of possible outcomes is N (the total number of students)
* So the probability is:
P(math) = Favorable outcomes / Total outcomes
= 16 / N
Since we don't
This document outlines a lesson on equivalent ratios defined through the value of a ratio. The lesson begins with exercises to determine if ratios are equivalent based on their values. It is established that if two ratios are equivalent, then they have the same value. Word problems are then presented to apply the concept, including one about a student training for a duathlon. Students are asked to identify ratios, find their values, and use the values to determine if ratios are equivalent in different scenarios.
Solving Sudoku Using Genetic Operations and SubStephen Felman
油
This document discusses using genetic algorithms to solve Sudoku puzzles by optimizing mutation rates. It builds upon previous research that used sub-blocks as building blocks. The key points are:
1) It initializes populations by randomly placing numbers within each sub-block to satisfy the 1-9 requirement.
2) It calculates fitness based on row/column conflicts, penalizing conflicts with initial values more.
3) It uses crossover that preserves sub-blocks by choosing best rows/columns from parents.
4) It implements a swap mutation that exchanges random non-initial values within sub-blocks.
5) It optimizes the mutation rate formula to vary rates between sub-blocks based on their row
This document summarizes a thesis that aims to predict high-level choices and performance in the card game Set using eye tracking data and machine learning algorithms. The thesis investigated whether experience playing Set affects eye movements and ability to detect patterns. An experiment was conducted where 31 participants played Set while their eye movements were tracked. The eye tracking data was analyzed to extract features like fixation duration and saccade distance in order to determine if these low-level eye movement features can be used to predict players' choices and performance levels.
1) The document discusses different types of data (raw, discrete, continuous) and frequency distributions (grouped, ungrouped, cumulative, relative).
2) It explains the concept of probability and key terms like random experiment, sample space, events. Probability is calculated as the number of desirable events divided by the total number of outcomes.
3) The document also covers the arithmetic mean, which is the average value of a data set calculated by summing all values and dividing by the number of values.
- The document summarizes a research project investigating the relationship between musical ability and musical memory. Participants completed two listening exercises and a questionnaire.
- Preliminary results surprisingly found that participants answered more questions correctly with 6 blocking notes between notes compared to 4 blocking notes. However, having any blocking notes made the second exercise harder than the first exercise without blocking notes.
- Comparing individual participants' musicality scores from the questionnaire to their performance on the exercises showed varying degrees of correlation, with some scores matching well and others not matching as expected. This suggests the questionnaire may not perfectly capture an individual's musical memory ability.
An Intelligent Microworld as an Alternative Way to Learn Algebraic ThinkingCITE
油
This document summarizes a research project that designed and tested an online environment called eXpresser to help students learn algebraic thinking and mathematical generalization. The project involved:
1) Developing eXpresser as an interactive microworld for building patterns and expressing rules that govern the patterns.
2) Conducting design experiments with 11-12 year old students to test eXpresser and gather feedback.
3) Interviewing students and finding that eXpresser helped them articulate relationships between quantities in patterns and validate rules through animation.
4) Designing group tasks for students to share and compare patterns/rules, finding most could determine if rules were equivalent.
This document discusses data, how it can be organized and represented visually. It provides definitions of key terms like data, raw data, and grouped data. It also describes various visual representations of data like bar graphs, pie charts, and histograms. These visual representations make data easier to understand, compare and analyze. The document also discusses how raw data can be organized and grouped into frequency distribution tables for clearer interpretation.
This document discusses poetry analysis and jazz band. For poetry, the author relied on emotions to find meanings in poems but sometimes struggled with unclear language. For jazz band, emotions help players match the tone of songs and influence improvisation. The conclusion reflects on why these examples were chosen and how the learning experience impacted the author's approach going forward.
1. Eugenics emerged in Germany in 1904 with the goal of improving racial hygiene and hereditary qualities. This led to a 1933 sterilization law preventing hereditary and mental defects.
2. Eugenics became intertwined with politics in the 1940s, resulting in the involuntary sterilization and genocide of Jews and others in Nazi Germany.
3. Eugenics spread globally in the early 20th century with many countries establishing their own eugenics movements, though it fell out of favor after being associated with Nazi war crimes.
This document outlines David Batchelor's ethics seminar, discussing several theories of ethics including:
- Moral reasoning and whether people should use reason to support value judgments.
- Moral relativism and whether there are universal values or if values differ based on society and environment.
- Self-interest theory, which argues humans are always selfish due to evolutionary instincts to survive and reproduce.
- Utilitarianism, which says the moral principle is to maximize happiness for the greatest number of people.
The document poses discussion questions about each theory.
This itinerary provides a tour of landmarks across America, divided into four regions. In the West, landmarks include the Golden Gate Bridge in California and the Grand Canyon in Arizona. In the Midwest, sites are Jewel Cave National Park in South Dakota and Pawnee Rock in Kansas. The South includes Guadalupe Mountains National Park in Texas and the Chickasaw Village and Fort Site in Mississippi. Finally, in the Northeast, the tour visits the Appalachian Scenic Trail in Virginia and the Theodore Roosevelt Birthplace in New York. For each landmark, a brief description and photos are provided.
1) The document summarizes an experiment that investigated how the temperature of water in a wine glass affects the resonant frequency produced when the glass is rung. Different water temperatures were tested, and it was predicted that frequency would decrease with increasing temperature.
2) The results showed no change in frequency across the tested temperatures, contradicting the prediction. Graphs of temperature vs. frequency produced straight lines with a slope of zero, indicating the variables were constant.
3) It was concluded that, within the tested temperatures, the water temperature did not affect the resonant frequency of the wine glass when rung. Further research with wider temperature ranges could potentially yield different results.
This summary provides the key details from the document in 3 sentences:
The document is a poetry anthology submission by David Batchelor that includes two poems - "The Nurse" which describes the duties and respected nature of nurses, and a critical analysis of the poem. It also includes an analysis of the Emily Dickinson poem "Going to Heaven" which explores the themes of belief and the afterlife. The student provides context for including the poems, discusses their structure, tone, imagery, and themes.
1) Perception and truth are keys to understanding reality, but perception is defined by our senses and truth is subjective.
2) The film Rashomon depicts a murder with four conflicting accounts that cannot determine a single truth, demonstrating that people avoid reality and the subjectivity of truth.
3) While reality and truth exist, people have a tendency to avoid or distort truth to suit their own reasons, as seen in the characters' conflicting stories in Rashomon.
1. The Relationship between the Average Amount of Sleep a High school Teenager gets
per School Night and the Total Average amount of Video Games played in one
School Week
Math Studies Internal Assessment
David Batchelor
Due: December 2010
International School Bangkok
Teacher: Mr. DeMille
Word Count:
2. What is the Relationship between the amount of time spent playing video games and
your amount of sleep?
Introduction
In developed countries around the world, many issues arise from playing excessive
video games from addiction to an increase in violent behavior commonly among
younger children. Studies also show that playing too many video games can affect
your sleeping patterns in a negative way. For example, if you play an excessive
amount of video games before bed time, it becomes more difficult to fall asleep.
However, I decided to undertake a similar yet different study to find out how much
video games an average high schooler plays and how this affects how many hours of
sleep he/she gets. There were no online articles for this study so I decided to find out
for myself using the high school population at school. At the beginning of the
experiment I figured that kids who played more video games received less sleep.
Statement of Task
The main intention of this investigation was to find out whether the amount of time
spent playing video games has an effect on the amount of sleep an average high-
schooler gets. To do this, I gathered data at lunch during school hours and asked 50
students how many hours of video games they spent playing on average in an entire
school week and how many hours of sleep they get in an average school night. I asked
a wide range of students from 9th to 12th grade to create an equal dispersion of data.
Throughout the project, I asked a range of students who play a lot of video games,
students who dont play a lot of video games and students who play a moderate
amount of video games.
Plan of Investigation
I am going to make a scatter plot and make a line of best fit to see if there is a linear
correlation between the data. Afterwards, I will use the Standard Deviation
Calculations to find out the dispersion of the data. With this data, I will find the least
squares regression line to find out the equation of the line. Next, I will find out the
Pearsons Correlation Coefficient to find the strength of the correlation of my data.
Finally, I will run a Chi Squared test to see if the data is independent or dependent of
one another.
3. Data Collection
Amount of Video Games and Amount of Sleep for 50 Students (hours)
Table 1
Total Average Hours of Video Games in One
School Week
Hours of Sleep on Average School
Night
10 9
2 6.5
0 6
5 5
15 3
8 8
0 8
2 5
2 7
5 7
3 7
3 6
6 8.5
2 8
0 8
0 7
2.5 7
0 8
0 7
0 9
2 7
3 8
0 7
6 7
0 8
0 7
0 8
4 6
6.5 8
5 8
0 7
0 7
1 5
5 6.5
3.5 7
2 7
1 7
0 8.5
0 7.5
7 7
0 7
4. 0 6
0 8.5
1 8
0 8.5
3 9
0 7
3 7
0 8
5 5
Table 1: Table 1 displays the number of hours spent playing video games in one week
and the corresponding amount of sleep. Although the data looks quite scattered in the
table, you can tell that people who played less video games received more sleep.
However this was not the case for some students because they claimed to have a lot of
homework and that resulted in less sleep.
5. Figure 1
Figure 1: Figure 1 shows the relationship between the number of hours spent playing
video games in total in an average school week and the amount of sleep the average
high school teenager received in an average school night. (Graph by Excel)
Standard Deviation
The standard deviation is a formula which measures the dispersion of the data. In this
investigation, I wanted to find the dispersal of the data found between the amount of
time spent playing video games and the amount of sleep.
Formulae:
=
2
ヌ2
and =
2
μ2
0
1
2
3
4
5
6
7
8
9
10
0 2 4 6 8 10 12 14 16
HoursofSleeponanAverageSchoolNight
Total Average Hours of Video Games in One School Week
Amount of Time Spent Playing Video Games vs.
Sleep
6. =
783.75
50
6.1009
= .
The standard deviation of x (amount of time spend playing video games in one school
week) is 3.09. This says that the data collected for the amount of time playing video
games is highly dispersed and relatively insufficient data.
=
2624.75
50
51.1225
= .
The standard deviation of y (amount of sleep in an average school night) is 1.17. This
data is very compact and is sufficient data.
Least Squares Regression
The least squares regression formula calculates the relationship between x and y in the
form of a line equation. This line equation is in y intercept form when completed and
can be fitted on the scatter plot graph as a line of best fit if applicable.
Formulae:
μ =
ヰ
2
( ヌ) where ヰ is the covariance
ヰ
ヌ μ
ヰ =
823.5
50
(2.47)(7.15)
ヰ = 1.0905
Hence:
7.15 =
1.19
9.574100003
( 2.47)
7.15 = 0.1242936673( 2.47)
7.15 = 0.1242936673 + 0.3070053582
= . + .
= . + . is the least squares regression line. This line can be used as a
line of best fit in figure 1.
7. Pearsons Correlation Coefficient
This equation is useful when you want to find out how relative the data of your two
variables are.
=
ヰ
=
1.19
(3.09)(1.17)
= 0.329
= .
8. Figure 2
This is the same scatter plot graph as figure 1 however this one contains the line of
best fit from the previous calculations.
Figure 2 is the same scatter plot with a line of best fit. As you can see, the equations
above gave me the y intercept formula. The computer generated formula from Excel
gave me the same descending line which shows that the calculations were accurate.
Although the line has a negative linear correlation, it is close to being flat. This shows
that the data collected throughout the experiment was varied and that the two
variables almost had no effect on one another.
0
1
2
3
4
5
6
7
8
9
10
0 2 4 6 8 10 12 14 16
HoursofSleeponanAverageSchoolNight
Total Average Hours of Video Games in One School Week
Amount of Time Spent Playing Video Games
vs. Sleep
= . + .
= .
9. Chi Squared Test
The Chi-squared test (2
) is the test that is used to find out if two variables from the
same sample are independent or dependent of one another. Sample tables below show
the templates used for a Chi-squared test.
Observed Values
A1 A2 Sum
B1 a b w
B2 c d x
Sum y z n
Expected Values
A1 A2 Sum
B1 ゐ
ゐ
w
B2 ヰ
ヰ
x
Sum y z n
2
=
(p p ヰ$ p)
乞ヰ$
Degrees of Freedom measures the amount of data values that can differ
Df = (r - 1)(c - 1)
r= rows c= columns
Null ( ) Hypothesis: Amount of sleep and hours spent playing video games are
independent (not dependent of one another)
Alternative (諮) Hypothesis: Amount of sleep and hours spent playing video games
are dependent (not independent of one another)
2
10. Table 2: Observed Values
Hours of Sleep
5 7.5 7.5 - 9 Sum
0 - 3.5 22 15 37
3.5 6.5 5 2 7
6.5 10 2 2 4
Sum 29 19 48
Table 2: This table shows the observed values for amount of sleep and hours spent
playing video games put into ranges so that the data is easier to calculate with similar
results
Table 3: Expected Value (calculations from template were carried out here)
Hours of Sleep
5 7.5 7.5 - 9 Sum
0 3.5 22.0 15.0 37
3.5 6.5 4.00 3.00 7
6.5 10 3.00 2.00 4
Sum 29 19 48
= .
Df = (3 - 1)(2 - 1) => 2 Df
The 2
critical value at 5% significance with a degrees of freedom of 2 is 5.991. The
chi squared value is 0.0146 which is less than 5.991 (0.0146<5.991). With this in
mind, chi-squared is smaller therefore we do not reject the null hypothesis thus the
amount of sleep and hours spent playing video games are independent.
HoursspentplayingvideogamesHoursspentplayingvideogames
11. Data Understanding
To start off, the graph in figure 1 shows a scatter plot graph with all the data from the
50 students. In figure 2, the same graph was displayed but this time with a line of best
fit. The line of best fit was found with the least squares regression formula. The
equation found within my own calculations was the same as the computer generated
formula from Excel. The line demonstrated a negative linear correlation that was
almost flat. This demonstrates weak trends and almost neutral data.
Furthermore, the standard deviation test showed that the variables were quite
dispersed with = 3.09 and = 1.17.
Limitations
There were a few limitations in my investigation. First, I surveyed 50 students from
an overall population of about 500. Although I attempted to survey students from
every grade level and gender, the data would have been far more accurate if all 500
students were surveyed. I also tried to survey people who I knew played a lot of video
games and those who played very little if not at all and see if there were any relations
between the amount of sleep that each got.
Another limitation is that about half of the students that I surveyed stated that they
hadnt played video games in weeks due to the homework load. Although some
students didnt play video games at all, they still got little sleep due to homework
etc Some of the students who I interviewed played an average of 6 and a half hours
of video games a week and still managed to get 8 hours of sleep a night which is more
that many students get without playing video games.
Conclusion
Although there were many limitations that made my data less accurate than was
expected, I believe that I received a concrete answer from my studies. According to
my theory, as the x axis increases (amount of video games), the y axis should
decrease (amount of sleep). My line of best fit does technically fits this theory
however the strength of the line is weak. If I had asked a completely separate group of
50 students, there could be a great chance that my line went level with no relation or
even up (although highly doubtful). However I believe that if the entire 500 student
population in the high school were surveyed, that the relationship of the data could
have strengthened. In other words, the line of best fit would have turned into a more
negative slope. In conclusion, the more video games the high school population plays,
the less sleep they get on an average school night.