Chapter 2 – Analyzing Data 2.1 Units and Measurement [and standard problem solving technique illustrated using density] 2.2 Scientific Notation and Dimensional Analysis 2.3 Uncertainty in Data 2.4 Representing Data Section 2.1 Units and Measurements Chemists use an internationally recognized system of units to communicate their findings. Objectives • Know the first five of the seven base units in the SI system (time, length, mass, temperature and amount of substance) including their units, symbols, and the basic physical objects or phenomena on which they are defined. • Convert between the Kelvin and Celsius temperature scales. • Distinguish between and give examples of base units and derived units. Section 2.1 Units and Measurements Objectives (cont) • Use the equation for density to solve for an unknown quantity using the problem solving process described on page 38 in example problem 2.1. • Understand both the concepts and experimental procedure involved in the Mini Lab on page 39 (Determine Density) and be able to answer the analysis questions listed at the end of the lab. • Know all the prefixes from giga to nano in table 2.2 including their symbols and associated powers of ten and be able to use them in a numerical problem. Section 2.1 Units and Measurements Key Concepts • SI measurement units allow scientists to report data to other scientists. • Adding prefixes to SI units extends the range of possible measurements. • To convert to Kelvin temperature, add 273.15 to the Celsius temperature. K = °C + 273.15 • Volume and density have derived units. Density, which is a ratio of mass to volume, can be used to identify an unknown sample of matter. Units of Measurement SI - Systemè Internationale d’Unités 7 base units Base unit is based on an object or an event in the physical world Base unit is independent of other units The 7 SI Base Units (see Table 2.1) Quantity Unit Time second Only base unit with prefix Length meter Abbrev. s m Mass kilogram kg Temperature kelvin K Amount of substance mole mol Current ampere A Luminous Intensity candela cd Prefixes To better describe range of possible measurements, base units (and other units) are modified by using prefixes Correspond to a particular power of ten See table 2.2 (following) Memorize value and the symbol (including upper /lower case) of prefixes in 10-9 to 106 range SI Prefixes – Page 33 Capital letters Greek letter SI Prefixes – Expanded Base Unit - Time The Second In 1967, the 13th General Conference on Weights and Measures first defined the SI unit of time as the duration of 9,192,631,770 cycles of microwave light absorbed or emitted by the hyperfine transition of cesium-133 atoms in their ground state undisturbed by external fields Length The Meter Distance light travels through a vacuum in 1/(299 792 458) of a second Mass kilogram (kg) Only base unit whose standard is a physical object Defined by platinumiridium metal cylinder kept in Sèvres, France Temperature kelvin (K) The kelvin is the fraction 1/273.16 of the thermodynamic temperature of the triple point of water Temperature Kelvin scale • Unit kelvin (small k), abbreviation K (but no degree sign) • Absolute zero = zero K Celsius scale • Unit °C (with degree sign) • T(C) = T(K) - 273.15 Kelvin scale important for certain formulas we will use in later chapters Temperatures – K vs C Boiling point water 373.15 K 100.00 C Freezing point water 273.15 K 0.00 C Absolute zero 0.00 K -273.15 C The Mole and Avogadro’s Number Abbreviation is mol SI base unit for amount of substance Defined as number of representative particles (carbon atoms) in exactly 12 g of pure carbon-12 Mole of anything contains 6.022 X 1023 representative particles 6.022 X 1023 = Avogadro’s number Picky Details - Units Abbreviations are avoided Proper • s or second • cm3 or cubic centimeter • m/s or meter per second Improper • sec • cc • mps Picky Details - Units Unit symbols are unaltered in the plural Proper • l = 75 cm Improper • l = 75 cms Derived Units Defined by a combination of base units Velocity v = l/t m/s Volume V=lll m3 liter (L) cubic decimeter dm3 Density d = mass / V kg/m3 Derived Unit - Density Density = mass volume Most common unit is g/cm3 Will return to using density in a word problem later in presentation Chapter 2 – Analyzing Data 2.1 Units of Measurement [and standard problem solving technique illustrated using density] 2.2 Scientific Notation and Dimensional Analysis 2.3 Uncertainty in Data 2.4 Representing Data Section 2.2 Scientific Notation and Dimensional Analysis Scientists often express numbers in scientific notation. • Express numbers correctly in standard scientific notation, convert them to and from numbers not expressed in scientific notation, and perform standard arithmetic operations using them. Section 2.2 Scientific Notation and Dimensional Analysis Key Concepts • A number expressed in scientific notation is written as a coefficient between 1 and 10 multiplied by 10 raised to a power. To add or subtract numbers in scientific notation, the numbers must have the same exponent. • To multiply or divide numbers in scientific notation, multiply or divide the coefficients and then add or subtract the exponents, respectively. Scientific Notation Expresses a number as a multiple of two factors: • 1 number 10 3.1 -7.9 • 10 raised to a power 103 10-7 0 10 = 1 n 10 > 1 n positive integer -n < 1 0 < 10 n positive integer Scientific Notation 3.1 104 = 31000 3.1 10-4 = 0.00031 • Have moved decimal point 4 places in both cases Some exponents match one of the standard SI prefixes • 4.27 10-6 s = 4.27 s (microseconds) Scientific Notation Addition/Subtraction • Must be same power of ten Multiplication/Division • Multiply first factors • Add exponents if multiplying • Subtract exponents if dividing Put result back into standard form • z.yyy 10n z = any non-zero digit • One digit in front of decimal point Practice – Scientific Notation General Problems 11(a-h), 12(a-d) page 41 Problems 76(a-d), 77(a-d) page 62 Addition & Subtraction Problems 13(a-d), 14(a-d) page 42 Problems 78(a-j) page 62 Multiplication & Division Problems 15(a-d), 16(a-d) page 43 Problems 79(a-f) page 62 Chapter 2 – Analyzing Data 2.1 Units of Measurement [and standard problem solving technique illustrated using density] 2.2 Scientific Notation and Dimensional Analysis 2.3 Uncertainty in Data 2.4 Representing Data Section 2.3 Uncertainty in Data Measurements contain uncertainties that affect how a result is presented. • Define and compare accuracy and precision and correctly identify which term or terms apply to a given value based on a description of how the value was determined. • Calculate the percent error associated with a given measurement. • Determine the number of significant figures associated with a given number. Section 2.3 Uncertainty in Data Objectives (cont) • Determine the appropriate number of significant figures to record when using an analog measuring device such as a ruler. • Determine the number of significant figures associated with a result obtained from simple arithmetic operations (addition, subtraction, multiplication, division) on numbers. • Round a number to a specified number of significant digits. Section 2.3 Uncertainty in Data Objectives (cont) • Show all work for a problem following the ProblemSolving Process described on page 38 in example problem 2.1 while utilizing dimensional analysis, significant figures, rounding and standard algebra skills. Section 2.3 Uncertainty in Data Key Concepts • An accurate measurement is close to the accepted value. A set of precise measurements shows little variation. • The measurement device determines the degree of precision possible. • Error is the difference between the measured value and the accepted value. Percent error gives the percent deviation from the accepted value. error = experimental value – accepted value Section 2.3 Uncertainty in Data (cont.) Key Concepts • The number of significant figures reflects the precision of reported data. • Calculations should be rounded to the correct number of significant figures. • The rules for determining the number of significant figures in a number produced in a mathematical operation are different for multiplication/division and addition/subtraction. Accuracy and Precision Accuracy refers to agreement of particular value with true value (sometimes true value is difficult to determine; may require appropriate calibration) Precision refers to degree of agreement among several measurements of same quantity Calibration [Formal definition – don’t need to know] The set of operations which establish, under specified conditions, the relationship between values indicated by a measuring instrument or measuring system, and the corresponding standard or known values derived from the standard. Purpose is to determine and/or improve the accuracy of the device being calibrated Calibration - Example To calibrate an electronic balance, might use following approach: a) Assign a value of zero to the reading of the output of the balance when nothing is on the balance pan b) Assign a value equal to the value of a calibration mass (e.g., 1000.00 g) to the reading of the output of the balance when the calibration mass is placed on the balance pan c) Assume linear behavior of the reading of the balance between these two calibration points Calibration - Example For calibration to be possible, need a calibration mass (e.g., a 100.00 g mass) The actual (true) value of the calibration mass has to be determined by the organization/company supplying the mass – this ultimately requires tracing back to the primary standard of mass (making comparisons that are linked to the kilogram standard mass) It is only through calibration that the accuracy of a measurement device (i.e., a balance) can be determined and improved Accuracy and Precision Refer to figure 2.10 Accuracy and Precision Refer to figure 2.10 Precision and Accuracy precise and accurate precise but not accurate Precision and Accuracy random error Not precise, individual measurement not generally accurate but average is systematic error May be precise (only marginally for this example); average not accurate Percent Error % Error = 100 (actual – measured) actual (actual – measured) = error Can ignore plus or minus signs for now – need only absolute value of error Actual = “true value” In some cases, true value unknown (Often compare a predicted value from some model with measured value) Practice Accuracy and Precision Problems 46, 48, page 54 Problem 87 page 63 Percent Error Problems 32-34 page 49 Problems 49, 51 page 54 Problems 93(a-d), 94(a-d) page 63 Significant Figures 2 different types of numbers: Exact Measured Exact numbers have infinite precision Measured - obtained from measuring device, have error and limited precision Measured number written to reflect both its numerical value and the precision to which it was measured Significant Figures and Measurement Precision For lab data, sig figs determined by precision of measurement device For digital device, last number to right in display is limit to precision For analog device, precision limited by the estimated digit obtained from “eyeballing” reading between markings Examples to follow Balances and Precision Student 0.1 g (digital) Triple beam 0.01 g (analog) Electronic analytical 0.0001 g (digital) Significant Figures Mass of object measured on student balance (precision ± 0.1g) is 23.6 g This quantity contains 3 significant figures, i.e., three experimentally meaningful digits If same measurement made with analytical balance (precision ± 0.0001g) , mass might be 23.5820 g (6 sig. fig.) Significant Figures and Precision 2 measurements of mass of same object Same quantity described at two different levels of precision or certainty Significant Figures Determined by Measuring Device 32.33 C 32.3 C Significant Figures Determined by Measuring Device 0.1 mL graduations Can estimate to 0.01 mL Reading 1.70 mL 3 significant figures Significant Figures Determined by Measuring Device 0.1 cm graduations Can estimate to 0.01 cm Reading 5.22 cm 3 significant figures What Is Nail Length? ~6.33 cm Learning Check Length of wooden stick? 1) 4.5 cm 2) 4.54 cm 3) 4.547 cm Measurement of Volume Most accurate but only useable for one volume Graduated Cylinder Volumetric Flask Buret Volumetric Syringe Pipet Measurement of volume using buret Read at bottom of liquid curve (called the meniscus) 20.16 mL ±0.01mL Significant Figures Rules for recognizing which digits are significant – see the “Problem Solving Strategy” on top of page 51 and the following slide Recognizing Significant (Sig) Figures 1. Non-zero numbers always significant • 72.3 (3 sf) 4.737x10-8 (4 sf) 2. Zeros between non-zero numbers are significant • 60.5 (3 sf) 7.3002x10-4 (5 sf) 3. All final zeros to right of decimal point are significant • 6.20 ( 3 sf) 5.47000x109 (6 sf) 4. Zeros acting as placeholders not significant • 0.00253 (3 sf) 43200 (3 sf) Recognizing Significant (Sig) Figures 5. Counting numbers (integers) and defined constants or relationships have an infinite number of significant figures (all are exact numbers or relations) • 60 s = 1 minute • 1 foot = 12 inches • 6 molecules • Significant Digits Practice Determine number of significant digits in each of following: 45.8736 6 All digits count .000239 3 Leading 0’s don’t .00023900 5 Trailing 0’s do 4.8000 104 5 Trailing 0’s count 48000 2 0’s don’t count w/o decimal 3.982106 4 All digits count 1.00040 6 0’s between digits count as well as trailing in decimal form How many significant figures in each of following measurements? 5.13 3 100.01 5 0.0401 3 0.0050 2 220,000 2 1.90 x 103 3 153.000 6 1.0050 5 ? Learning Check Classify each of following as an exact or measured number or relationship 1 yard = 3 feet Diameter of red blood cell = 6 x 10-4 cm There are 6 hats on shelf Gold melts at 1064°C ? Ans: exact, measured, exact, measured Practice Significant Figures Problems 35(a-d), 36(a-d), 37 p. 51 Problems 47, 50 page 54 Problems 85, 88 page 63 Rounding Rules See “Problem Solving Strategy” on bottom of page 52 d = last significant digit r = digit to right of d 1. r < 5 then d d 2. r > 5 then d d + 1 3. r = 5 and digit after r ≠ 0 then d d + 1 4. r = 5 and digit after r = 0 or nothing then d d + 1 if d odd; d d if d even (d always ends up even using this rule) (You may see variations on rule 4 in other places) Rounding Round following to 4 significant figures: 4965.03 4965 780,582 780,600 1999.5 2.000x103 5 dropped, = 5 0 dropped, <5 8 dropped, >5 Note: you must include 0’s If wrote as 2000 would have 1 SF Rounding Round following to 3 significant figures: 1.5587 .0037421 1367 128,522 1.6683x106 1.56 .00374 1370 129,000 1.67x106 Practice Rounding Problems 38(a-d), 39(a-d) page 53 Problems 91(a-f) page 63 Sig Figures and Multiplication/Division Answer must have same number of significant figures as number with fewest number of significant figures 24 x 3.26 x 5.774 = 451.75776 450 = 4.5 x 102 2 sig figs allowed 6.38 × 2.0 = 12.76 13 (2 sig figs) Operations with Significant Figures – Adding or Subtracting When adding or subtracting, number of decimal places in result should equal smallest number of decimal places in any term in sum 135 cm + 3.25 cm = 138 cm 0 digits after dp 2 digits after dp 0 digits after dp 135 cm term limits answer to units decimal value Sig Figures and Addition/Subtraction Answer must have same number of digits to right of decimal point as value with fewest number of digits to right of decimal point (value with lowest precision) • Note: not concerned with # of sig figures in numbers 11.0 + 5.7732 + 2.01 = 18.7832 18.8 Addition/Subtraction Focus on least significant digit (digit with least precision) 25.5 +34.270 59.770 59.8 32.72 - 0.0049 32.7151 32.72 320 +12.5 332.5 330 Last example – special case Least significant digit prior to decimal point (can use sci. notation to justify) Addition/Subtraction – Special Case Use scientific notation to handle case where number has zeros in front of decimal and no digits of any kind after Zeros in front of decimal are placeholders to indicate power of ten 320 + 12.5 = 3.2x102 + 0.125x102 Now following ordinary rule, only allowed one digit after decimal point 3.325x102 3.3x102 = 330 Addition/Subtraction: No Decimal Point 135000 m + 3250 m = ???? Convert to scientific notation 1.35x105 m + 3.25x103 m Convert to common exponent (the largest) 1.35x105 m + 0.0325x105 m Apply standard rule regarding digits after dp 1.35x105 m + 0.0325x105 m = 1.38x105 m 13500 m + 3250 m = 138000 m Addition/Subtraction – Special Case 82000 + 5.32 = [82005.32] = 82000 Special case (focus on last precise digit): 82000 = 8.2x104 5.32 = 0.000532x104 8.2x104 + 0.000532x104 = 8.2x104 Addition/Subtraction 6.8 + 11.934 = 18.734 18.7 (1 place after decimal) Result has 3 SF even though 6.8 has only 2 SF 0.56 + 0.153 = [0.713] = 0.71 10.0 - 9.8742 = [0.1258] = 0.1 10 – 9.8742 = [0.1258] = 0 [1x101 – 0.98742x101 = 0.01258x101= 0] Addition/Subtraction Limiting term: one having largest value of the least significant digit Least significant Answer Problem digit 234 + 34.65 = 268.65 1.642x106 + 23x106 = 24.642x106 100 + 34.56 = 134.56 150 + 28.57 = 178.57 1’s place 269 1’s place 25x106 100’s place 100 10’s place 180 Rounding Rules If doing a multistep calculation, round off after last step provided all steps are either multiplication/division or addition/subtraction (can’t be mixed) Round after series of additions or subtractions before doing a multiplication or division Sig Figures and Mixed Operations Some calculations involve both multiplication/division and addition/subtraction Must round intermediate result prior to switching to new category of operation 8.52 + 4.1586 18.73 + 153.2 = = 8.52 + 77.89 + 153.2 = [239.61] = 239.6 (8.52 + 4.1586) (18.73 + 153.2) = = 12.68 171.9 = [2179.692] = 2.180x103 (2180 has 3 SF, not 4 as required) Sig Figures and Mixed Operations Calculate 5.000Tc – 25C, where Tc = Celsius temperature, for Tk = 298.1 K ? Not 100! (need 3 SF) Tc = Tk – 273.15 = 298.1- 273.15 = [24.95] Tc = 25.0 C 5.000Tc = 125C 125C – 25C = 1.00x102 C Mixed Operations - Percent Error % Error = 100 (actual – measured) actual Calculating % error always involves a mixed operation – subtraction followed by division Must round after subtraction prior to dividing Actual =16.24 g Meas. = 15.8 g % error ? Error = 16.24 g – 15.8 g = [0.44 g] = 0.4 g % Error = 100 0.4 / 16.24 = [2.463] = 2% Not: 100 0.44 / 16.24 = [2.709] = 2.7% Mixed Operations - Percent Error Note: Results shown in example problem 2.5 on page 49 are incorrect All answers in that example should have one significant figure (i.e., 3%, not 3.14%) Sig Figures and Mixed Operations Accepted value for density of copper = 8.92 g/cm3. 3 experiments to measure its density resulted in values of 8.74, 9.01, and 8.83 g/cm3. Calculate % error of average value of experiments. Avg = (8.74+9.01+8.83)/3 = 8.86 g/cm3 % Error=100(actual–measured)/actual % Error = 100 0.06 g/cm3/8.92 g/cm3 % Error = 0.7% (1 SF) Sig Figures and Mixed Operations Result of performing the following? 5.00 (22 1.85) ? 22 1.85 = 20.15 rounds to 2.0x101 Units place is significant 2.0x101 5.00 = 1.0x102 Answer has 2 significant digits because subtraction operation generated a 2 significant digit intermediate result Practice Rounding – Addition/Subtraction Problems 40(a-b), 41(a-b) page 53 Problems 92(a,b,d) page 63 Rounding – Multiplication/Division Problems 42(a-d), 43(a-d), 44 p. 54 Problems 92(c,e) page 63 Chapter 2 – Analyzing Data 2.1 Units of Measurement [and standard problem solving technique illustrated using density] 2.2 Scientific Notation and Dimensional Analysis (Conversions) 2.3 Uncertainty in Data 2.4 Representing Data Section 2.2 Scientific Notation and Dimensional Analysis Scientists often solve problems using dimensional analysis. • Use dimensional analysis (aka “the factor-label method” or conversion factor) in a numerical problem to convert a given quantity to different units. Section 2.2 Scientific Notation and Dimensional Analysis Key Concepts • Dimensional analysis uses conversion factors to solve problems. Dimensional Analysis (Conversions / Factor-Label) In dimensional analysis always ask 3 questions: 1. What data are we given? 2. What quantity do we need? 3. What conversion factors are available to take us from what we are given to what we need? Dimensional Analysis Also referred to as factor-label method 1. Start with given quantity with its units 2. Multiply by conversion factors until desired final units are obtained 3. Make sure units cancel in converting Example: convert 48 km to meters 48 km 1000 m 1 km = 48000 m = 4.8 104 m Dimensional Analysis Convert quantity 2.3 x 10-8 cm to nanometers (nm) Determine conversion factors Centimeter (cm) Meter (m) 1 cm = 0.01 m = 1 x 10-2 m Meter (m) Nanometer (nm) 1 x 10-9 m = 1 nm Dimensional Analysis Setup equation so cm and m units cancel out leaving only nm m nm 2.3 10 cm cm m 8 Fill-in values for conversion factors and solve equation 0.01m 1 nm 0.23nm 2.3 10 cm 9 1 cm 1 10 m 8 Dimensional Analysis Convert quantity 14 m/s to miles per hour (mi/hr) Determine conversion factors Meter (m) Kilometer (km) Kilometer(km) Mile(mi) 1 mile = 1.6093 km 1000m = 1 km Seconds (s) Minutes (min) Minutes (min) Hours (hr) 60 sec = 1 min 60 min = 1 hr Dimensional Analysis Setup equation so m, km, s, and min cancel out leaving only miles and hours 14m / s km m mi km s min min hr Fill-in values for conversion factors and solve equation 1 km 1 mi 60 s 60 min 14 m / s 1000 m 1.6093km 1 min 1 hr 31m i / hr Multiple Conversion Factors Convert 100 km/h to m/s 100 km 1000 m 1 h 1 min h km 60 min 60 s = 27.8 m/s = 30 m/s (to have 1 SF) Multiple Conversion Factors Baseball thrown at 89.6 miles per hour Speed in meters per second? mile/h m/h m/s 1 mile = 1.609 km; 60 s = 1 min; 60 min = 1 h mile km 103 m speed = 89.6 h 1.609 mile km = 1.44x105 m m 1h 1 min h 60 min 60 s = 40.0 s 3 SF Units Raised to a Power Conversion factor must also be raised to that power Area of circle = 28 in2 in2 1 in = 2.54 cm Area in cm2? cm2 (1 in)2 = (2.54 cm)2 2 2 (2.54 cm) 6.45 cm 2 Area= 28 in2 = 28 in (1 in)2 1 in2 Area = 1.8 x 102 cm2 2 SF Unit Conversion w Powers: mL to cm3 liter (L) defined = cubic decimeter (dm3) milliliter (mL) = 10-3 L = 10-3 L 1 dm3/L = 10-3 dm3 = 10-3 dm3 (10-1 m/dm)3 = 10-3 dm3 10-3 m3/dm3 = 10-6 m3 = 10-6 m3 (1 cm/10-2 m)3 = 10-6 m3 1 cm3/10-6 m3 = 1 cm3 Dimensional Analysis Convert 31,820 mi2 to square meters (m2) Determine conversion factors Mile (mi) kilometer (km) 1 mile = 1.6093 km kilometer (km) meter (m) 1000 m = 1 km Dimensional Analysis Setup equation so mi2 and km2 cancel out leaving only m2 (must have squares) 31,820m i 2 2 2 km mi m km Fill-in values for conversion factors and solve equation 2 2 1.6093km 1000m 31,820m i 1 m i 1 km 2 2 6 2 2 . 5898 km 1 10 m 2 10 22 10 31,820m i 8 . 2407 10 8.24110 m 2 2 1m i 1 km Unit Conversion with Powers Convert 531 lb/ft3 to units of g/cm3 1 in = 2.54 cm, 12 in = 1 ft, 1 kg = 2.2046 lb 531 lb/ft3 x (1 kg/2.2046 lb) x (103 g/kg) = 2.409x105 g/ft3 2.409x105 g/ft3 x (ft/12 in)3 x (in/2.54 cm)3 2.409x105 g/ft3 x (ft3/1728 in3) x (in3/16.39 cm3) = 8.507 g/cm3 = 8.51 g/cm3 3 SF Practice Dimensional Analysis (Conversions) Practice Problems 17(a-c), 18(a-b), 19(a-h), 20 page 45 Practice Problems 21-23 page 46 Problems 27, 28, 30 page 46 Problems 80(a-f), 81- 84 page 63 Chapter 2 – Analyzing Data 2.1 Units of Measurement [and standard problem solving technique illustrated using density] 2.2 Scientific Notation and Dimensional Analysis 2.3 Uncertainty in Data 2.4 Representing Data Section 2.1 Units of Measurement Objectives • Show all work for a problem following the ProblemSolving Process described on page 38 in example problem 2.1 while utilizing dimensional analysis, significant figures, rounding and standard algebra skills. Word Problems in Chemistry Will need to solve variety of such problems Exists standard approach, which will also be used in physics Illustrated in text using problem involving density Word Problem Involving Density Problem 2.1, page 38 Sample of aluminum placed in 25 mL graduated cylinder containing 10.5 mL water. Water level rises to 13.5 mL. Mass of aluminum sample? density of Al = 2.7 g/cm3 (also see Table R-7, page 971 for data) Required Problem-Solving Steps Read problem; make sure you understand what is being asked Analyze problem to find unknown (mass) State defining equation (d = m/V) Re-write equation to solve for unknown • mass = volume density • m = V d (use of symbols preferred) Show all intermediate work with units Evaluate final answer – check that units and significant figures are correct Word Problem 2.1 Solution shown on following slide differs from that shown on page 38 Symbols (m) are used in place of words (mass) Subscripts used to convey additional information about the symbol (VAl instead of “volume of sample”; VAl vs VW to distinguish volume of aluminum from measured volume of water) Prefer use of symbols in your work Subscripts optional Review of Problem 2.1 Al=Aluminum W=Water f=final i=initial dAl = 2.7 g/cm3 VAl = DVw = Vwf – Vwi (water displacement) VAl = 13.5 mL – 10.5 mL = 3.0 mL dAl = mAl / VAl (main formula; must include) mAl = dAl VAl (formula solved for unknown) mAl = 2.7 g 3.0 mL = 8.1 g of Al mL You must show symbols, values, and units in all your work using the above method Practice Working word problems Practice Problems 1 – 3 page 38 Problem 9, page 39 Problems 66 – 69 page 62 Problems 104, 105, 107 page 64 Chapter 2 – Analyzing Data 2.1 Units of Measurement [and standard problem solving technique illustrated using density] 2.2 Scientific Notation and Dimensional Analysis 2.3 Uncertainty in Data 2.4 Representing Data Section 2.4 Representing Data Graphs visually depict data, making it easier to see patterns and trends. Objectives • Create graphs to reveal patterns in data. • Interpret data presented in graphs. • Identify dependent and independent variables • Create a properly labeled line graph from supplied data (one with a reasonable number of labeled tic marks, axes with labels, a graph title, and data points and trend lines that are easily viewed and interpreted). Section 2.4 Representing Data Objectives (cont) • Determine the numerical value and units of the slope of a straight line that is presented in a line graph. • Define and distinguish between the processes of interpolation and extrapolation and use them to obtain predicted values from a trend line. Section 2.4 Representing Data Key Concepts • Circle graphs show parts of a whole. Bar graphs show how a factor varies with time, location, or temperature. • Independent (x-axis) variables and dependent (y-axis) variables can be related in a linear or a nonlinear manner. The slope of a straight line is defined as rise/run, or ∆y/∆x. • Because line graph data are considered continuous, you can interpolate between data points or extrapolate beyond them. Pie Chart Good for showing breakdown of quantities that add to 100% Bar Graph Trends of quantities versus a discrete variable (month, year, sample number, etc.) Line Graph Trends of quantities versus a continuous variable (mass, time, volume, temperature) Line Graph Independent variable (variable deliberately changed by experimenter) on x axis Dependent variable on y axis Term “plot of A versus B” means that B = independent variable (x) A = dependent (y) Line Graphs Graph should have title, axes labels with units, tick marks, data markers, and legend (if more than one set of data is plotted on same graph) If least squares/best-fit line used, get slope from Slope = y2-y1 = Dy x2-x1 Dx or get directly from software Pay attention to the units of the slope Line Graphs Graph displaying both data points and best fit line Negative slope (Dy < 0) Line Graph - Excel In MS Excel, making a “line” chart (graph) will create a graph with a discrete x axis – not appropriate for most scientific uses In Excel, make a scatter chart – it will have the necessary continuous x axis When plotting data, use point markers (circles, etc.) only – do not connect points When plotting lines use lines (solid, dashed, etc.) but no point markers If variable have units, make sure they appear in axis labels – “Length (m)” Interpolation / Extrapolation If have trendline (does not have to be a straight line), points on trendline curve considered to be continuous Interpolation – reading value from a point on curve that falls between recorded data points Extrapolation - reading value from a point on curve that extends beyond recorded data points (potentially dangerous, especially if overdone) Interpolation / Extrapolation Extrapolated point at elevation = 700 m Interpolated point at elevation = 350 m Practice Line graphs Problems 53, 54, 58 page 58 Problem 111 page 64 End of Chapter