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Vocabulary flashcards covering key concepts from graphing, statistics, chemistry, and lab safety found in the lecture notes.
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Best-fit line
A regression line on a scatter plot that best represents the relationship between variables by minimizing the distances between the data points and the line.
Bar graph vs histogram
Bar graph: compares discrete categories with spaces between bars. Histogram: shows frequency of continuous data based on bins with touching bars.
Change over time graph
A line graph that shows how a variable changes across time, with time on the x-axis.
Scatter plot (correlation)
A graph that plots two variables to assess whether there is a relationship; shows positive, negative, or no correlation.
Independent variable vs. dependent variable
Independent variable: what the experimenter changes (often on the x-axis). Dependent variable: what is measured (on the y-axis).
Bar graph to compare groups
Bar graph (or column chart) is best for comparing means or values across two or more groups.
Histogram to show distribution
Histogram displays the frequency distribution of a dataset by grouping values into bins; bars are typically touching.
Pie chart usage
Pie chart displays parts of a whole as percentages and is best when sum-to-100% representation is needed.
Common graph elements
Title, labeled axes with units, appropriate scale, legend, data source, sample size, and, if used, error bars.
n (sample size)
n represents the number of observations or data points in a dataset.
x (data value)
x denotes a data value or variable; often used for the value on the x-axis in a graph.
M (mean)
M represents the mean (the arithmetic average) of a data set.
Degrees of freedom
df is the number of independent values in a calculation; for estimating a mean with n observations, df = n − 1.
Normal distribution
A symmetric, bell-shaped probability distribution that describes many biological measurements when sample size is large.
Standard deviation (SD)
A measure of data dispersion around the mean; small SD means data are clustered near the mean, large SD means more spread.
Can two data sets have same mean but different SD?
Yes. Two data sets can share the same mean but differ in variability (SD).
2SEM
Two standard errors of the mean; used to approximate a 95% confidence interval around the mean.
SEM (Standard Error of the Mean)
An estimate of how far the sample mean is likely to be from the population mean; SEM = SD / sqrt(n).
Error bars
Vertical bars on a graph that represent variability or uncertainty (often based on SD or SEM).
Overlapping SEMs means no significant difference
If the error bars overlap, the means are not clearly significantly different.
No overlap between SEM bars implies significant difference
If the SEM intervals do not overlap, the means are likely significantly different.
Mode
The value that occurs most frequently in a data set.
Median
The middle value when data are ordered; less affected by outliers than the mean.
Mean
The arithmetic average of a data set (sum of values divided by count).
STDEV
Abbreviation for standard deviation; measures dispersion around the mean.
2SEM calculation
2 × (SD / sqrt(n)); equals twice the standard error of the mean.
Water polarity
Water is a polar molecule due to unequal sharing of electrons between oxygen and hydrogen and its bent shape.
Major properties of water
Cohesion, adhesion, high specific heat, high heat of vaporization, excellent solvent; ice is less dense than liquid water.
Functional groups
Hydroxyl (-OH), Carbonyl (C=O), Carboxyl (-COOH), Amino (-NH2), Phosphate (-PO4), Methyl (-CH3).
Atomic number vs. atomic mass
Atomic number equals the number of protons; atomic mass is the total number of protons and neutrons in an atom.
Isotope
Variants of an element with the same number of protons but different numbers of neutrons; some isotopes are radioactive.
Valence electrons
Electrons in the outermost electron shell that determine bonding behavior and reactivity.
Covalent vs ionic bonds (and polar vs nonpolar covalent)
Covalent: electrons shared; nonpolar covalent: equal sharing; polar covalent: unequal sharing; ionic: electrons transferred, creating ions.
Hydrogen bond
A weak attraction between a hydrogen atom in one molecule and a highly electronegative atom (e.g., O, N) in another molecule.
Electronegativity
A measure of an atom's ability to attract electrons in a bond; governs bond type and polarity.
Catalyst
A substance that increases the rate of a chemical reaction without being consumed; lowers activation energy.
pH scale
Logarithmic scale (0–14) of acidity/basicity:
Buffer
A solution that resists pH changes by neutralizing added acids or bases, typically a weak acid and its conjugate base.
a / an
Not, without (e.g., anaerobic, atypical).
hemo
Blood (e.g., hemoglobin, hemorrhage).
meso
Middle (e.g., mesoderm, mesophyll).
hyper
Above, excessive (e.g., hypertonic, hyperglycemia).
leuco
White (e.g., leukocyte, leucoplast).
hypo
Below, deficient (e.g., hypotonic, hypoglycemia).
aero
Air, oxygen (e.g., aerobic, anaerobic).
intra
Within, inside (e.g., intracellular, intravenous).
anti
Against (e.g., antibody, antibiotic).
-itis
Inflammation (e.g., arthritis, bronchitis).
amphi
Both sides, around (e.g., amphibian, amphipathic).
lateral
Side (e.g., bilateral symmetry, lateral inhibition).
aqua / hydro
Water (e.g., aquatic, hydrolysis).
-logy
Study of (e.g., biology, geology).
arthro
Joint (e.g., arthritis, arthroscope).
-lysis
Breaking down, split (e.g., glycolysis, hydrolysis).
auto
Self (e.g., autobiography, autoimmune).
-meter
Measure (e.g., thermometer, speedometer).
bi / di
Two (e.g., bicycle, disaccharide).
mono
One (e.g., monomer, mononucleotide).
bio
Life (e.g., biology, biodiversity).
morph
Form, shape (e.g., morphology, metamorphosis).
cephal
Head (e.g., cephalic, cephalopod).
micro
Small (e.g., microorganism, microscope).
chloro
Green (e.g., chlorophyll, chloroplast).
macro
Large (e.g., macromolecule, macroscopic).
chromo
Color (e.g., chromosome, chromatography).
multi / poly
Many (e.g., multicellular, polysaccharide).
cide
Kill (e.g., insecticide, herbicide).
pod
Foot (e.g., tripod, podiatry).
cyto
Cell (e.g., cytoplasm, cytology).
-phobia
Fear (e.g., hydrophobia, claustrophobia).
derm
Skin (e.g., epidermis, dermatology).
-philia
Loving, affinity for (e.g., hydrophilic, thermophilic).
haplo
Single, simple (e.g., haploid, haplotype).
proto
First (e.g., protozoa, proton).
ecto (exo)
Outside (e.g., ectoderm, exoskeleton).
photo
Light (e.g., photosynthesis, phototropism).
endo
Inside (e.g., endoplasmic, endoskeleton).
pseudo
False (e.g., pseudopod, pseudocoelom).
epi
Upon, above (e.g., epidermis, epiglottis).
synthesis
To make, to build (e.g., photosynthesis, protein synthesis).
gastro
Stomach (e.g., gastric, gastroenteritis).
sub
Under, below (e.g., submarine, subcellular).
genesis
Origin, creation (e.g., biogenesis, ontogenesis).
troph
Nourish, feed (e.g., autotroph, heterotroph).
herba
Plant (e.g., herbivore, herbal).
therm
Heat (e.g., thermometer, thermoregulation).
hetero
Different (e.g., heterozygous, heterosexual).
tri
Three (e.g., triglyceride, triploid).
homo
Same (e.g., homozygous, homogeneous).
zoo, zoa
Animal (e.g., zoology, protozoa).
ov
Egg (e.g., ovule, ovary).
-tropism
Turning, response to a stimulus (e.g., phototropism, gravitropism).
kary
Nucleus (e.g., prokaryotic, eukaryotic, karyotype).
-taxis
Movement in response to a stimulus (e.g., chemotaxis, phototaxis).
neuro
Nerve (e.g., neurology, neuron).
-stasis
Standing still, maintaining, state (e.g., homeostasis, hemostasis).
soma
Body (e.g., chromosome, somatic cell).
zyg / zygous
Joined, yoke (e.g., zygote, homozygous).
saccharo
Sugar (e.g., saccharide, monosaccharide).
phago
Eat, engulf (e.g., phagocytosis, bacteriophage).