A bar graph is a type of graph in which the lengths of the bars are used to represent and compare data. A numerical scale is used to determine the lengths of the bars. It is important to note that the scale used on the y-axis can show any type of numerical value. Bar graphs are useful for displaying data collected from distinct experimental conditions or from distinct time points during an experiment. They should not be used to attempt to demonstrate a connection from one condition to another or among time points. TRANSPARENCY, PAGE E11 Page E11 contains a grid that has vertical and horizontal axes already drawn onto it. You can use the transparency to model for students how to make a bar graph using your own data, data that students may have already collected, or data in the examples below. Example 1 Example 2 Use a bar graph to show the acceleration of blocks of ice across a smooth, flat surface. Use a bar graph to compare the respiration rates of smokers and nonsmokers during different physical activities. TABLE 2. RESPIRATION RATE Acceleration (m/s2) Block Mass (kg) 1 1.0 4.0 2 2.0 3 3.0 Activity Smokers Nonsmokers At rest 22 15 2.0 Walking 26 23 1.3 Running 36 33 Figure 2. Respiration Rates Figure 1. Acceleration of Ice 5.0 Breaths per minute 40 4.0 (Acceleration m/s2) Copyright © by McDougal Littell, a division of Houghton Mifflin Company TABLE 1. ACCELERATION OF ICE 3.0 2.0 Nonsmokers Smokers 30 25 20 15 10 5 1.0 0.0 35 0 At rest 1.0 2.0 Walking Running 3.0 Mass of block (kg) SCIENCE TOOLKIT E1 sxan-ste-tn-1-10 1 3/1/2004, 3:16 PM Math in Science Tools Bar Graph Math in Science Tools Data Table A data table is useful for organizing, recording, and presenting scientific data. Typically, the first column of a data table contains the independent variable, and additional columns are filled in with the experimental observations. Often, data collected from an experiment are transferred from a data table to a graph. In some cases, a better representation of the data is to simply leave the information in a table. For example, if the data are all related to a single part of an experiment, but the numerical values for different conditions have a large range, it may not be practical to use a graph. TRANSPARENCY, PAGE E12 Page E12 contains a grid of empty cells that can be used as the starting point for a data table. You can use the transparency to model for students how to make a data table using your own data, data that students may have already collected, or data in the examples below. Example 1 Example 2 Organize the following information about electrons, protons, and neutrons in a data table. Organize the following information about four mineral samples in a data table. Electrons: relative mass 1; relative charge 1 Sample E: density 3.7 g/cm3; hardness 8.5 on the Mohs scale; is not magnetic Protons: relative mass 2000; relative charge 1 Sample F: density 5.2 g/cm3; hardness 5.5 on the Mohs scale; is magnetic Neutrons: relative mass 2000; relative charge 0 Sample G: density 2.7 g/cm3; hardness 7.0 on the Mohs scale; is not magnetic Sample H: density 2.7 g/cm3; hardness 3.0 on the Mohs scale; is not magnetic TABLE 1. PARTICLE CHARGES AND MASS Relative Mass Particle Relative Charge TABLE 2. MINERALS Sample Density (g/cm3) Hardness in Mohs scale Magnetic Electron 1 1 Proton 2000 1 E 3.7 8.5 no Neutron 2000 0 F 5.2 5.5 yes G 2.7 7.0 no H 2.7 3.0 no E2 SCIENCE TOOLKIT sxan-ste-tn-1-10 2 3/1/2004, 3:16 PM A circle graph is a type of graph in which the sizes of sectors of a circle are used to represent and compare data. A degree measurement is used to determine the size of each sector. In order to calculate the degree measurement, it is necessary to find the sum of all data points, which will be used as the denominator of a fraction. The numerator of this fraction is the data point for an individual category. Multiplying the fraction by 360° provides the degree measurement for that sector of the graph. It is important to note that it is only appropriate to use a circle graph when the data from the experiment are in the form of a percentage; 100 percent is represented by the entire 360° of the circle. TRANSPARENCY, PAGE E13 Page E13 contains a blank circle that can be filled to demonstrate the steps involved in making a circle graph. You can use the transparency to model for students how to make a circle graph using your own data, data that students may have already collected, or data in the examples below. Example 1 Example 2 Use a circle graph to compare the proportion of sedimentary rock to that of igneous and metamorphic rock in Earth’s crust. Use a circle graph to compare the amounts of different metals in the alloy called pewter. TABLE 1. ROCK IN EARTH’S CRUST Type Percentage Sedimentary 5.0 Igneous and metamorphic 95.0 Degree Measurements for Graph Sedimentary: .05 p 360° 18° Igneous and Metamorphic: .95 p 360° 342° Figure 1. Rock in Earth’s crust TABLE 2. METALS IN PEWTER Metal Percentage by Mass Antimony 2.0 Bismuth 6.0 Copper 7.0 Tin 85.0 Degree Measurements for GraphAntimony: .02 p 360° 7.2° Bismuth: .06 p 360° 21.6° Copper: .07 p 360° 25.2° Tin: .85 p 360° 306° Figure 2. Metals in Pewter Antimony 2% Bismuth 6% Copper 7% Sedimentary rock 95% Igneous and metamorphic rock 95% Tin 85% SCIENCE TOOLKIT E3 sxan-ste-tn-1-10 3 3/1/2004, 3:16 PM Math in Science Tools Circle Graph Math in Science Tools Line Graph A line graph is a type of graph in which a line represents a continuous relationship between an independent variable and a dependent variable. Often, a line graph is used to demonstrate a change in a variable over time. A numerical scale is used to determine the magnitude of the change. Line graphs are useful for displaying data collected from experimental conditions or from time points that are linked. It is important to note that the greater the distance between points on the x-axis, the greater is the probability that a straight line does not actually connect the data points. To decrease the likelihood of overlooking such variations, as many data points as possible should be collected. TRANSPARENCY, PAGE E14 Page E14 contains a grid that has vertical and horizontal axes already drawn onto it. You can use the transparency to model for students how to make a line graph using your own data, data that students may have already collected, or data in the examples below. Example 1 Example 2 Use a line graph to show the amount of ragweed pollen in the air during a sixweek period. Use a double line graph to compare the amounts of two pollutants in the air between 1950 and 1990. Ragweed (grains/m3) Week 1 10 2 250 3 130 4 240 5 140 6 25 Year Pollutant 1 (millions of tons) Pollutant 2 (millions of tons) 1950 22 10 1960 20 15 1970 30 20 1980 25 25 1990 20 27 250 200 150 100 50 0 Figure 2. Pollution Levels Millions of tons of pollutant per year Grains per cubic meter Figure 1. Weekly Pollen Counts 300 1 2 3 4 Week 5 6 50 40 30 20 10 0 1950 1960 Year 1970 1980 Pollutant 1 Pollutant 2 E4 SCIENCE TOOLKIT sxan-ste-tn-1-10 4 3/1/2004, 3:16 PM 1990 Copyright © by McDougal Littell, a division of Houghton Mifflin Company TABLE 2. POLLUTION LEVELS TABLE 1. WEEKLY POLLEN COUNTS Math in Science Tools Percent Grid A percent grid is a type of graph in which the sizes of portions of 10 by 10 grid are used to represent and compare data. In order to use a percent grid, it is necessary to find the sum of all data points, which will be used as the denominator of a fraction. The numerator of this fraction is the data point for an individual category. Using cross-products to multiply the x fraction by 100 converts the fraction into a percent that can be plotted on the graph by shading the appropriate number of squares. A percent grid should only be used when the data from the experiment are in the form of a percentage; 100 percent is represented by the 100 squares in the grid. TRANSPARENCY, PAGE E15 Page E15 contains a blank 10 by 10 grid that can be used to demonstrate the steps involved in making a percent grid. You can use the transparency to model for students how to make a percent grid using your own data, data that students may have already collected, or data in the examples below. Example 1 Example 2 Use a percent grid to represent the percentages of frozen and free flowing fresh water on Earth. Use a percent grid to represent a mixture that is 51 sand, 52 water, and 52 salt. TABLE 1. FORMS OF FRESH WATER Copyright © by McDougal Littell, a division of Houghton Mifflin Company Form TABLE 2. PARTS OF MIXTURE Percentage Frozen 70 Free flowing 30 Part 1 5 2 5 2 5 Sand Water Salt Figure 1. Forms of Fresh Water Free flowing Frozen Fraction of Mixture Percentages x Sand: 51 100 0.2 20% x 2 Water: 5 100 0.4 40% x Salt: 52 100 0.4 40% Figure 2. Parts of Mixture Sand Water Salt SCIENCE TOOLKIT E5 sxan-ste-tn-1-10 5 3/1/2004, 3:16 PM Math in Science Tools X, Y Coordinate Grid An x, y coordinate grid can be used to plot many different types of data that are related in some way. Data points are plotted on an x, y coordinate grid using ordered pairs of values. The origin of the grid, or the point at which the axes intersect one another, is represented by the ordered pair (0, 0). Data points are plotted in relation to the origin. It is important to note that an x, y coordinate grid is a general tool for the plotting of data. The coordinate system can be used with continuous data to produce a line graph, or with discrete data points that represent the relationship between the variables on the axes. TRANSPARENCY, PAGE E16 Page E16 contains a grid that has vertical and horizontal axes already drawn onto it. You can use the transparency to model for students how to use the grid by plotting your own data, data that students may have already collected, or data in the examples below. Example 1 Example 2 Use an x, y coordinate grid to plot the following ordered pairs. Use an x, y coordinate grid draw a cross section of a region of mountains. The data in the table can be used as ordered pairs. Ordered Pairs: (1, 5) (1, 1) (4, 1) TABLE 2. MOUNTAIN HEIGHTS 6 5 A Height (m) 1 293 2 381 3 593 4 517 5 204 4 Figure 2. Mountain Heights 3 600 500 1 0 B Height (m) 2 C 400 300 200 100 1 2 3 4 5 1 2 3 4 Position E6 SCIENCE TOOLKIT sxan-ste-tn-1-10 6 3/1/2004, 3:16 PM 5 Copyright © by McDougal Littell, a division of Houghton Mifflin Company Position The calculations to determine area and volume use two basic mathematical formulas important in science. These formulas, as well as all other formulas used in scientific investigations, are expressions of facts, rules, or principles written in terms of an equation. The formulas for area and volume can be stated in both word form and in symbolic form; the symbolic form substitutes mathematical variables for the words in the word form of the expression. These formulas, and any others, can be solved if the values for all but one of the variables are known. It is important to note that the formulas and examples given for area and volume are only appropriate for simple geometric figures and rectangular solids, respectively. TRANSPARENCY, PAGE E17 Page E17 contains formulas for calculating the area of two-dimensional figures, and the formula for calculating the volume of a regularly shaped solid. You can use the transparency to demonstrate for students how to calculate area and volume using your own numerical values or the values in the examples below. Example 1 Example 2 Calculate the area of a square that has sides that are 38 cm long. Calculate the width of a rectangular tank if the tank’s volume is 190,000 cm3, its length is 250 cm, and its height is 19 cm. Copyright © by McDougal Littell, a division of Houghton Mifflin Company h 19 cm s 38 cm w? l 250 cm s 38 cm Area (side length)2 Volume length width height V lwh A s2 190,000 250 w 19 A 382 Area 1444 cm2 190,000 4750 w 40 cm width SCIENCE TOOLKIT E7 sxan-ste-tn-1-10 7 3/1/2004, 3:16 PM Math in Science Tools Area and Volume Math in Science Tools Significant Figures Significant figures in measurement and calculation are important for determining scientific accuracy. There are several rules to be considered when dealing with a question about the number of significant figures in a measurement or calculation. • Nonzero integers always count as significant figures. • Zeros that come before all nonzero digits (called leading zeros) never count as significant figures. • Zeros that fall between nonzero digits (called captive zeros) always count as significant figures. • Zeros that come after all nonzero digits (called trailing zeros) count as significant figures when the number contains a decimal point. • When multiplying or dividing, the number of significant figures in the result is equal to that in the measurement with the smallest number of significant figures. • When adding or subtracting, the number of significant figures in the result is equal to that in the measurement with the fewest decimal places. TRANSPARENCY, PAGE E18 Example 1 Example 2 Identify the number of significant figures in the half-lives of radioactive isotopes. Express the answer of the following calculation using the correct number of significant figures. TABLE 1. HALF-LIVES OF ISOTOPES Isotope Half-Life Uranium-238 4,510,000,000 years Carbon-14 5730 years Lead-214 27 minutes Polonium-214 0.00016 seconds 8.315 0.0279027 298 Smallest number of significant figures is 3, from the number 298. Answer: 0.0279 has three significant figures. Significant Figures U-238: 3 C-14: 3 Pb-214: 2 Po-214: 2 E8 SCIENCE TOOLKIT sxan-ste-tn-1-10 8 3/1/2004, 3:16 PM Copyright © by McDougal Littell, a division of Houghton Mifflin Company Page E18 contains information about using significant figures, along with an example. You can add the examples below as well. Scientific notation is used to express very large or very small numbers as a number between 1 and 10 multiplied by a power of 10. Scientific notation is used because frequently in science the numbers associated with measurements contain many zeros. Such measurements are inconvenient to use, and scientific notation is a way to simplify these numbers. Any number can be represented using scientific notation. When converting a number from standard form into scientific notation, it is necessary to take into account the rules for significant figures (see p. E8). TRANSPARENCY, PAGE E19 Page E19 contains instructions for using scientific notation and converting between standard form and scientific notation. You can use the transparency to demonstrate for students how to convert values between scientific notation and standard form using your own data, data the students may have already collected, or data in the examples below. Example 1 Example 2 Use scientific notation to express the height of a redwood tree in millimeters if the tree is 100 meters tall. Use both standard notation and scientific notation to express the size of an oxygen atom if the oxygen atom is 0.00000000014 meters across. 1 m 1000 mm Copyright © by McDougal Littell, a division of Houghton Mifflin Company Standard notation 100 m 100000 mm 0.00000000014 m Move the decimal point five places to the left. Scientific notation The exponent is 5. Move the decimal point 10 places to the right. 1.0 105 mm is the height of the redwood tree in millimeters The exponent is –10 1.4 10–10 m is the distance across an oxygen atom in meters SCIENCE TOOLKIT E9 sxan-ste-tn-1-10 9 3/1/2004, 3:16 PM Math in Science Tools Scientific Notation Mean, median, mode and range are called descriptive statistics. Descriptive statistics are used to provide an overview of a set of data without looking at every measurement. Mean, median, and mode are measures of central tendency, which means that they fall near the middle of the data. Range is a measure of variation in a set of data. Depending on the data being collected, one of these statistics will be more useful than the others. • The mean is the arithmetic average of a set of data, and is the most commonly used measure of central tendency. Mean should be used when the data involve continuous, well-defined measurement scales. • The median is the value represented by the data point in the middle of the entire set of data. The median separates the lower half of the data from the upper half, and can be thought of as the 50th percentile. Median should be used when the data involve a ranking or relative degree of a characteristic. • The mode is the most common value in a set of data. Mode should be used when the data involve the presence or absence of a characteristic. A set of data can have more than one mode; if two values occur most frequently, the set of data is said to be bimodal. • The range is the difference between the largest data point and the smallest data point. The range of a set of data is important because it indicates how consistent measurements are. If the set of data has a large range, it means the measurements are widely scattered and the mean may not represent the data with a great degree of accuracy. TRANSPARENCY, PAGE E20 Page E20 contains instructions and formulas for calculating the mean, median, mode, and range for a data set. You can use the transparency to demonstrate for students how to calculate these statistics using your own data, data the students may have already collected, or the data in the examples below. Example 1 Example 2 Find the mean, median, mode, and range for five weeks of wave height data. Find the mean, median, mode, and range for the number of lynx observed during a six-year period. TABLE 1. WAVE HEIGHT TABLE 2. LYNX IN HABITAT Week Wave Height (m) Year 1 1.2 1 2 2 1.6 2 15 3 1.4 3 65 4 1.7 4 75 5 1.7 5 100 6 95 Mean 1.5 m Median 1.6 m Mode 1.7 m Range 0.5 m Number of Lynx Mean 59 Median 70 Mode none Range 98 E10 SCIENCE TOOLKIT sxan-ste-tn-1-10 10 3/1/2004, 3:16 PM Copyright © by McDougal Littell, a division of Houghton Mifflin Company Math in Science Tools Mean, Median, Mode, and Range A bar graph is a type of graph in which the lengths of the bars are used to represent and compare data. A numerical scale is used to determine the lengths of the bars. Copyright © by McDougal Littell, a division of Houghton Mifflin Company Title: _____________________________________________________ SCIENCE TOOLKIT E11 sxan-ste-tr-11-20 11 3/5/2004, 12:00 PM Math in Science Tools Bar Graph You can use a data table to organize and record the measurements that you make. Some examples of information that might be recorded in data tables are frequencies, times, and amounts. Copyright © by McDougal Littell, a division of Houghton Mifflin Company Table _____________________________________________________ SCIENCE TOOLKIT E12 sxan-ste-tr-11-20 12 3/5/2004, 12:00 PM Math in Science Tools Data Table Math in Science Tools Circle Graph You can use a circle graph, sometimes called a pie chart, to represent data as parts of a circle. Circle graphs are used only when the data can be expressed as percentages of a whole. The entire circle shown in a circle graph is equal to 100 percent of the data. Copyright © by McDougal Littell, a division of Houghton Mifflin Company Title: _____________________________________________________ SCIENCE TOOLKIT E13 sxan-ste-tr-11-20 13 3/5/2004, 12:00 PM A line graph is a type of graph that is used to show a relationship between variables. Line graphs are particularly useful for showing changes in variables over time. Copyright © by McDougal Littell, a division of Houghton Mifflin Company Title: _____________________________________________________ SCIENCE TOOLKIT E14 sxan-ste-tr-11-20 14 3/5/2004, 12:00 PM Math in Science Tools Line Graph You can use a percent grid to graphically represent data as making up a portion of a 10 square 10 square grid. A grid of this type is used only when the data can be expressed as percentages of a whole. The entire 10 10 grid used is equal to 100 percent of the data. Copyright © by McDougal Littell, a division of Houghton Mifflin Company Title: _____________________________________________________ SCIENCE TOOLKIT E15 sxan-ste-tr-11-20 15 3/5/2004, 12:00 PM Math in Science Tools Percent Grid An x, y coordinate grid is useful for plotting distinct points that show a relationship between variables. Title: _____________________________________________________ Copyright © by McDougal Littell, a division of Houghton Mifflin Company y x SCIENCE TOOLKIT E16 sxan-ste-tr-11-20 16 3/5/2004, 12:00 PM Math in Science Tools X, Y Coordinate Grid Math in Science Tools Area and Volume Formulas Area is the amount of surface a geometric figure covers. Area is measured in square units, such as square meters (m2) or square centimeters (cm2). w s h l s b Area (side length)2 A s2 1 Area 2 (base A 21 bh Area length width A lw height) Copyright © by McDougal Littell, a division of Houghton Mifflin Company The volume of a solid object is the amount of space contained by a solid. Volume is measured in cubic units, such as cubic meters (m3) or cubic centimeters (cm3). h l w Volume length width height V lwh SCIENCE TOOLKIT E17 sxan-ste-tr-11-20 17 3/5/2004, 12:00 PM The significant figures in a decimal number are the digits that are warranted by the accuracy of a measuring device. When you perform a calculation with measurements, the number of significant figures to include in the result depends in part on the number of significant figures in the measurements. Example A marble has a mass of 8.0 grams and a volume of 3.5 cubic centimeters. Calculate the marble’s density to the correct number of significant figures. Density mass Volume 8.0 g 3.5 cm3 Copyright © by McDougal Littell, a division of Houghton Mifflin Company 2.285714286 g/cm3 Both the mass and volume have two significant figures, so the answer is expressed with two significant figures. Density 2.3 g/cm3 SCIENCE TOOLKIT E18 sxan-ste-tr-11-20 18 3/5/2004, 12:00 PM Math in Science Tools Significant Figures Scientific notation is used as a short-hand method for writing very large or very small numbers that have a large number of zeros on either side of a decimal point. Numbers expressed in scientific notation can be converted to standard form, and numbers in standard form can be converted into scientific notation. Exponents are used to express numbers in scientific notation. Copyright © by McDougal Littell, a division of Houghton Mifflin Company You can convert from standard form to scientific notation. Standard Form Scientific Notation 720,000 7.2 105 5 decimal places left Exponent is 5. 0.000291 2.91 10–4 4 decimal places right Exponent is –4. You can convert from scientific notation to standard form. Scientific Notation Standard Form 4.63 107 46,300,000 Exponent is 7. 7 decimal places right 1.08 10–6 0.00000108 Exponent is –6. 6 decimal places left SCIENCE TOOLKIT E19 sxan-ste-tr-11-20 19 3/5/2004, 12:00 PM Math in Science Tools Scientific Notation The mean of a set of data is the sum of the values divided by the number of values. Instructions for calculating mean: 1. Find the sum of all measurement values. 2. Divide the sum of all values by the number of values included in the sum. The median of a set of data is the middle value when the values are written in numerical order. Copyright © by McDougal Littell, a division of Houghton Mifflin Company Instructions for calculating median: 1. Arrange your data in order from smallest to largest. 2. Count the number of data points. 3. If you have an odd number of data points, the median is the middle value. If you have an even number of data points, the median is the mean of the two middle values. The mode of a set of data is the measurement that occurs the most. Instructions for calculating mode: 1. Arrange your data in order from smallest to largest. 2. Examine the data set to determine the value that occurs most frequently. The range of a set of data is the difference between the largest and smallest measurements. Instructions for calculating range: 1. Arrange your data in order from smallest to largest. 2. Subtract the smallest value from the largest. SCIENCE TOOLKIT E20 sxan-ste-tr-11-20 20 3/5/2004, 12:00 PM Math in Science Tools Mean, Median, Mode, and Range
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