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Data Analysis for General Chemistry Introduction
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Contact Information Dr. Randa Roland UCSC:459-5486Thimann 317 e-mail:roland@chemistry.ucsc.edu website:chemistry.ucsc.edu course homepage syllabus, powerpoints, etc.
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General Procedures Come to lab on time and prepared Complete prelab Appropriate attire Lab writeups due the following lab session Late lab penalty 25% off for each day late All writeups must be turned in no matter what Makeup labs Same week or following week only See me and your TA
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Prelab includes: Title and date Definitions Answers to prelab questions Procedure* Data tables Prelabs are done PRIOR to lab in your notebook TA must sign off at start of lab session
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Summary includes: Title and date Results (tables, graphs, values, errors, etc.) Primary souces of errors Sample calculations Summaries are due one week after lab completion Templates/guides are available (manual and web)
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Lab Reports Includes: Abstract Results/sample calculations Discussion/conclusions Answers to postlab questions Write-ups must be neat Your TA decides whether your work is acceptable Grading rubric is a guideline for you
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Equation/Concept List At the end of lab notebook, divide page(s) in half vertically For each lab: Left side:List primary equation(s) used Define symbols Right side:Indicate linked concept Example: M V = molFinding moles of reactant M: molarity (mol/L)or product in solutions V: volume (L)Reactants and products are mol: molesrelated through mole ratio
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Data Measurement How do we record data? What is the best value to report? What is uncertainty (precision)?
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Precision, Accuracy, Error Precision:reproducibility Accuracy:trueness Error:standard deviation (uncertainty)
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Accuracy vs. Precision Precise Not Accurate Better Accuracy Not Precise Precise Accurate
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Types of Error 1 Systematic:Accuracy
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Types of Error 2 Random:Reproducibility / precision
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Reporting Data Average: Standard deviation:
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Examples of Precision 100150200 140150160 149150.151 149.5150.0150.5 149.9150.0150.1 and so on… Average: “150” Precision: very different
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Examples of Precision/Standard Deviation 100150200 ± 50 140150160 ± 10 149150.151 ± 1 149.5150.0150.5 ± 0.5 149.9150.0150.1 ± 0.1 and so on… Average: “150” Standard deviation: reflects measuring device
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Reporting Data Example
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Example continued
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Report: 10.01 ± 0.02 g
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Significant Figures Which numbers are meaningful? 1.Mathematical 2.Standard Deviation
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Mathematical Sig. Figs. Multiplication/Division: Round answer to fewest sig. figs. Addition/Subtraction: Round answer to fewest decimal places. Standard deviation takes precedence over these rules.
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Example 3 sig. figs./2 decimal places 4 sig. figs./2 decimal places Standard deviation takes precedence Report:10.01 ± 0.02 mL
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Direct vs. Derived Values Direct: Measured /no calculations required Derived: Must be calculated from data How do we account for our uncertainty?
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Uncertainty in Measuring Devices Ruler 1.38 cm ± 0.01 cm
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Uncertainty in Measuring Devices Graduated cylinders 0.364 ± 0.001 mL 3.60 ± 0.01 mL 0.3 0.4 3 4
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Error Propagation / Calculated Values Addition: Subtraction: Standard deviations are additive
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Error Propagation Multiplication Division Relative errors are used
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Addition 12.5 g = 0.1 g + 2.05 g = 0.01g 12.55 g = 0.11 g Report:12.6 ± 0.1 g
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Subtraction 12.5 g = 0.1 g – 2.05 g = 0.01g 10.45 g = 0.11 g Report:10.4 ± 0.1 g
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Multiplication 12.5 cm = 0.1 cm 2.05 cm = 0.01cm 25.625 cm 2 = ? Report:25.6 ± 0.3 cm 2 = 25.625 cm 2 0.1 cm 12.5 cm 0.01 cm 2.05 cm + = 0.33 cm 2
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Division 12.5 g = 0.1 g 2.05 cm 3 = 0.01cm 3 6.09756 g = ? cm 3 Report:6.10 ± 0.08 g/cm 3 = 6.09756 g cm 3 0.1 g 12.5 g 0.01 cm 2.05 cm + = 0.0785g/cm 3
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Example diameter, d length, l Measured:diameter length
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ExampleDensity = mass/Volume diameter, d length, l Measured:mass diameter length
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Density Calculation A 218.44 ± 0.01 g metal cylinder has diameter of 2.50 ± 0.01 cm and is 5.00 ± 0.01 cm long. What is the density of the metal? Mass:218.44 ± 0.01 g Diameter: 2.50 ± 0.01 cm Length: 5.00 ± 0.01 cm Volume = ¼ d 2 lDensity = m/V
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Density of a Cylinder Formula: Density:
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Density continued Standard deviation: Report:D = 8.90 ± 0.02 g/cm 3 Final answer:
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Density of a cylinder, take 2 Volume: 24.5 ±0.2 cm 3 Standard deviation: Volume:
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Density continued Note difference:D = 8.90 ± 0.07 g/cm 3 Volume: 24.5 ±0.2 cm 3 Mass: 218.44±0.01 g Standard deviation: Density:
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Summary Multiple measurements required Average Standard deviation Direct uncertainty:device dependent Calculated uncertainty:error propagation Review sig. fig. rules
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Graphing / Visualizing Data
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Graphing For a plot of mass vs. volume y-axis:massin g x-axis:volumeinmL Density:linear relationship of mass to volume
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Densities SubstanceDensity (g/mL) wood0.35 water1.00 quartz2.65 diamond3.51 Ti4.5 Ag10.5 Au19.3 Os22.4 Increasing density = Increasing “heaviness”
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