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This episode is part-three of NOVA's instigative report on China and the country's battle in keeping up with western technology. Of Fish and Game is handling the the problem of wolf control. What about lithium batteries? Examining evidence about Neanderthals that sheds light on the hominids, which died off some 30, 000 years ago. Follow their extraordinary life cycle and migrations to tropical rainforests, windswept prairies, and even inside a chrysalis as it's being spun. Among the radical new theories is that the islanders used ropes to "walk" the statues upright, like moving a fridge. Some powerful and complex painkilling drugs have just been discovered—in a place where you would least expect to find them. ConFusion in a Jar from the PBS science series NOVA instigates the amazing power and heated controversy over cold fusion in this 1991 episode. NOVA explores the legacy of the great Auk, a magnificent flightless bird that was hunted to extinction over a century ago. From the mysterious cubic poop of wombats to the precious pink waste of whales, join scientists as they explore nature's smelliest secrets. Today's sophisticated fighter jets can almost fly themselves, but well-trained pilots are still needed to win air battles. Exploits of young john duan full movie online watch. NOVA looks at the more recent discovery that the different white cell types, as determined by a variety of different molecular markers on the cell surface, open up the possibility of the prevention of disease.

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NOVA examines the photographic evidence in the case. The ancient ancestors of today's Maya people thrived in large sophisticated cities across Central America for centuries. Their exploits fascinated Benjamin Franklin, who was serving in Paris as the American ambassador. NOVA profiles Dr. Edward Teller, the "Father of the Hydrogen Bomb, " an acclaimed scientific genius and brilliant theoretician, and a man considered by some the most dangerous scientist in the United States. Free paid version of any application can be found on its official website. Included are looks at how funnels form and the devastating 2003 tornado in Moore, Oklahoma, plus "tornado tourists, " who pay companies to take them to the ferocious phenomena to see them first-hand. NOVA explores ice-capped mountains-on the equator. For 27 years, biologist Charlie Crisafulli has been documenting the dramatic return of plant and animal life to Mt. Wrangel Island is not only the home to Siberian snow geese, polar foxes and walruses, but serves as the world's largest denning area for polar bears. How and when will it affect us through the weather we experience? Explore Nyamuragira, one of the world's most active and mysterious volcanoes in Africa.

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NOVA looks at both sides of the story, revealing the misunderstandings between the two cultures. Bombing is on the rise across the United States. What's impressive about ants is how they practice what we preach: family values. From boarding a 737 to pushing the speed light travels, Pogue's quest for ultimate speed limits takes him to unexpected places where he'll come face-to-face with the final frontiers of speed. "Monsters" begins Down Under at the dawn of the Age of Dinosaurs.

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NOVA joins French and American archeologists as they piece together the lifestyle of these hunters of the last great Ice Age, and try to interpret the meaning of their cave art. But we know little about how their successors, the mammals, recovered and took over the world. This episode explores the possible combinations of the will to win, stamina and speed needed for victory. NOVA explores Earth's greatest natural wonder by rafting down the river that created it, repeating the spectacular first canyon voyage of the 19th-century explorer John Wesley Powell. In this episode, Nova examines the changes in global climate and considers the speculations of climate scientists for what may occur in the next century due to humanity's over-consumption of fossil fuels. Join deep sea scientists who investigate these stunning displays and discover surprising ways to harness nature's light—from tracking cancer cells to detecting pollution, lighting up cities, and even illuminating the inner workings of our brains. In 1965, Arno Penzias and Robert Wilson, two radio astronomers at Bell Telephone Laboratories, discovered faint, but ever-present, microwave signals from space—the most ancient and most distant signals detected by man: the oldest "fossils" in the universe. In 1988, Yellowstone National Park became the site of raging forest fires. Scientists are discovering that these mystifying phenomena add up to a ticking time bomb, as long-frozen permafrost melts and releases vast amounts of methane, a potent greenhouse gas. Can science in any way help us understand these horrific events and provide any clues as to how to prevent them in the future? Wallis and the pilots of 617 Squadron—a lively mix of Britons, Australians, Americans, and Canadians—were hailed as heroes who dealt a mighty blow to the German war machine. Join NOVA on a mathematical mystery tour—a provocative exploration of math's astonishing power across the centuries. NOVA explores the delibitating diseases that are often caused by poverty and follows two paths to health care in Tanzania and the United States. NOVA profiles Linus Pauling—the only person to have received two unshared Nobel Prizes for his work in nuclear weapons.

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How do paleontologists and commercial fossil hunters know where to look for rare and priceless dinosaur bones? For the first time on film, NOVA and National Geographic capture this rat population explosion in vivid detail and show how scientists are unraveling the connections between bamboo flowering and rat outbreaks. The tender, heartbreaking story of a young man's struggle to find himself, told across three defining chapters in his life as he experiences the ecstasy, pain, and beauty of falling in love, while grappling with his own sexuality. This program looks at the contributions of both traditional herbal medicine and western orthodox medicine to the health of the Nigerian people. The Dead Sea is dying: Since 1976, its level has dropped more than 100 feet, leaving its coastline pockmarked with thousands of sinkholes. And meet climate scientists who are racing to understand how a warming world will affect extreme—but unpredictable—weather phenomena like hurricanes and tornadoes. Whether it's to scare off predators, fish for prey, or lure a mate, the language of light is everywhere in the ocean depths, and scientists are finally starting to decode it.

Twenty-five years after their first, groundbreaking expedition to Loch Ness, NOVA joins two American scientists as they return to Scotland for one last go at Nessie. They're the hidden ingredients of everything in our world, from the carbon in our bodies to the metals in our smartphones. NOVA examines the entries put forward by five architects and their teams, in a tough competition to choose a design for the new Chicago Public Library.

Maxiter — Maximum number of iterations. 1, mvregress treats the values in. Furthermore, note that.

By Visual Inspection Determine The Best-Fitting Regression

X is an -element cell array of -by- design matrices. Another command for detecting non-linearity is acprplot. 25% outer fences -269. Inference for the slope and intercept are based on the normal distribution using the estimates b 0 and b 1. Correlation is defined as the statistical association between two variables. Specify optional pairs of arguments as. Fitted coefficients. Degrees of Freedom Adjusted R-Square. By visual inspection, determine the best-fitt | by AI:R MATH. Here k is the number of predictors and n is the number of observations. Now we want to build another model to predict the average percent of white respondents by the average hours worked.

Where SEb0 and SEb1 are the standard errors for the y-intercept and slope, respectively. Use (crime data from agresti & finlay - 1997) describe Contains data from obs: 51 crime data from agresti & finlay - 1997 vars: 11 6 Feb 2001 13:52 size: 2, 295 (98. The ovtest command indicates that there are omitted variables. We clearly see some degree of nonlinearity.

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You can change this level to any value with View->Confidence Level. A residual plot that tends to "swoop" indicates that a linear model may not be appropriate. We have a data set that consists of volume, diameter and height of some objects. 191012 ms. 2606759 ak. Yhas dimension d > 1, then. 0g Per capita GNP 1985 11. gnpgro float%9. Maximum number of iterations for the estimation algorithm, specified. The quantity s is the estimate of the regression standard error (σ) and s 2 is often called the mean square error (MSE). By visual inspection determine the best-fitting regression testing. Prediction bounds for a new observation (response value). 0g Child (1-4 yr) mortality 1985 6. infmort int%8. In this chapter, we will explore these methods and show how to verify regression assumptions and detect potential problems using Stata. Simple Linear Regression. You can graphically display prediction bounds two ways: using the Curve Fitting Tool or using the Analysis GUI. We did an lvr2plot after the regression and here is what we have.

Each new model can be used to estimate a value of y for a value of x. The p-value is the same (0. The idea is the same for regression. We have used the predict command to create a number of variables associated with regression analysis and regression diagnostics. We then conclude that the population b-coefficient probably wasn't zero after all. By visual inspection determine the best-fitting regression candidates. SCATTERPLOT=(*ZRESID, *ZPRED). First, let's repeat our analysis including DC by just typing regress. Enjoy live Q&A or pic answer.

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The numerical measures are more narrowly focused on a particular aspect of the data and often try to compress that information into a single number. How far will our estimator be from the true population mean for that value of x? Acprplot graphs an augmented component-plus-residual plot, a. k. a. augmented partial residual plot. The sample size is n. An alternate computation of the correlation coefficient is: where. Current value of the variance-covariance matrix. By visual inspection determine the best-fitting regression chart. We have 48 degrees of freedom and the closest critical value from the student t-distribution is 2. A confidence interval for β 1: b 1 ± t α /2 SEb1. Betais a 5-by-2 matrix, and the fitted. Data Types: single |. For example, when studying plants, height typically increases as diameter increases. We can also test the hypothesis H0: β 1 = 0.

For example, we measure precipitation and plant growth, or number of young with nesting habitat, or soil erosion and volume of water. By visual inspection, determine the best fitting r - Gauthmath. This problem differs from constructing a confidence interval for μ y. 'ecm', provided the sample size is sufficient to estimate all parameters. It is also called the summed square of residuals and is usually labeled as SSE. The likely values for this new observation or for the estimated function are provided by the simultaneous prediction bounds.

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3 Checking Homoscedasticity of Residuals. RESIDUALS HISTOGRAM(ZRESID). When we do linear regression, we assume that the relationship between the response variable and the predictors is linear. This is not the case. Where the errors (ε i) are independent and normally distributed N (0, σ). There are a couple of methods to detect specification errors. Provide step-by-step explanations. The nonsimultaneous and simultaneous prediction bounds for a new observation and the fitted function are shown below. 39228 R-squared = 0. In this example, multicollinearity arises because we have put in too many variables that measure the same thing, parent education. Now let's look at a couple of commands that test for heteroscedasticity. Analysis of Variance. 77. stem r Stem-and-leaf plot for r (Studentized residuals) r rounded to nearest multiple of.

Regress api00 meals ell emer <-- output omitted --> vif Variable | VIF 1/VIF ---------+---------------------- meals | 2. If variable full were put in the model, would it be a significant predictor? List DFsingle state crime pctmetro poverty single if abs(DFsingle) > 2/sqrt(51) DFsingle state crime pctmetro poverty single 9. We use ε (Greek epsilon) to stand for the residual part of the statistical model. Predict lev, leverage stem lev Stem-and-leaf plot for l (Leverage) l rounded to nearest multiple of. Y as missing values, and handles them according. The error caused by the deviation of y from the line of means, measured by σ 2. Next, let's do the regression again replacing gnpcap by lggnp. Regression Analysis: volume versus dbh.

The variance of the difference between y and is the sum of these two variances and forms the basis for the standard error of used for prediction. Alternatively, you can view prediction bounds for the function or for new observations using the Analysis GUI. The acprplot plot for gnpcap shows clear deviation from linearity and the one for urban does not show nearly as much deviation from linearity. Tests for Multicollinearity.

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