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387 questions

Question 361Question

A technology startup needs to form a 4-member project team selected from a pool of 5 front-end developers and 5 back-end developers. However, the selection is subject to one condition: if a specific front-end developer, Elena, is selected for the team, then a specific back-end developer, Marcus, must also be selected for the team. How many different 4-member teams can be formed under this condition?

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Answer: 154

Answer

154 different 4-member teams can be formed under the given condition.
The total number of ways to select a 4-member team from 10 developers without restrictions is (104)=210\binom{10}{4} = 210. The conditional restriction requires that whenever Elena is on the team, Marcus must also be on the team. The only selection that violates this rule is one where Elena is included but Marcus is excluded. For this invalid scenario, Elena takes 1 spot and Marcus is removed from consideration, leaving (83)=56\binom{8}{3} = 56 ways to pick the remaining 3 members from the remaining 8 developers. Subtracting these 56 invalid teams from the 210 total teams gives 154 valid teams.

Step-by-Step Solution

1
Calculate the total possible 4-member teams from the 10 developers without any restrictions.
Total combinations = (104)=210\binom{10}{4} = 210.
Choosing any 4 members out of a total pool of 10 developers (5 front-end and 5 back-end).
2
Identify and calculate the number of invalid team combinations.
Invalid combinations = (83)=56\binom{8}{3} = 56.
The conditional rule is violated only if Elena is selected while Marcus is excluded. Selecting Elena fills 1 spot and excluding Marcus leaves 8 developers from which to choose the remaining 3 team members.
3
Subtract the invalid combinations from the total unconstrained combinations.
21056=154210 - 56 = 154.
Using complementary counting yields the number of valid team selections directly and efficiently.

Key Concept

Combinations with Conditional Restrictions (Complementary Counting)
Estimated Time:1m 30s
Question 362Question

A regional healthcare provider operates two outpatient facilities, Facility X and Facility Y. Facility X manages 6060 patient appointments per day with an average consultation time of 1515 minutes per patient. Facility Y manages 4040 patient appointments per day with an average consultation time of 2525 minutes per patient. What is the overall average consultation time, in minutes per patient, for all 100100 appointments combined across both facilities?

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Answer: 19

Answer

The overall average consultation time across both facilities is 1919 minutes per patient.
The total consultation time across both facilities is 60×15+40×25=900+1000=190060 \times 15 + 40 \times 25 = 900 + 1000 = 1900 minutes. Dividing this by the total number of appointments (60+40=10060 + 40 = 100) gives a weighted average of 1900100=19\frac{1900}{100} = 19 minutes.

Step-by-Step Solution

1
Calculate the total consultation minutes contributed by Facility X.
60×15=90060 \times 15 = 900 minutes
Total time for a set is the number of items multiplied by the mean of that set.
2
Calculate the total consultation minutes contributed by Facility Y.
40×25=100040 \times 25 = 1000 minutes
Total time for the second set is the number of items multiplied by its mean.
3
Find the grand total consultation time and total number of patients.
Total minutes = 900+1000=1900900 + 1000 = 1900; Total patients = 60+40=10060 + 40 = 100
Combined sets require aggregating both total values and total counts.
4
Compute the combined weighted average.
1900100=19\frac{1900}{100} = 19 minutes
The weighted average is total accumulated value divided by total count.

Key Concept

Weighted Average of Combined Sets
Estimated Time:1m 30s
Question 363Question

A cybersecurity firm must select a 4-tool diagnostic suite from a pool of 6 network scanners and 4 code analyzers. If the suite must contain at least 1 network scanner and at least 1 code analyzer, how many different 4-tool suites can be selected?

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Answer: 194

Answer

The total number of different 4-tool suites that can be selected is 194.
The total number of ways to select any 4 tools from the pool of 10 is (104)=210\binom{10}{4} = 210. The only selections that violate the requirement of having at least one tool of each type are choosing 4 scanners and 0 analyzers ((64)=15\binom{6}{4} = 15 ways) or 0 scanners and 4 analyzers ((44)=1\binom{4}{4} = 1 way). Subtracting these 16 invalid outcomes from the total gives 21016=194210 - 16 = 194 valid 4-tool suites.

Step-by-Step Solution

1
Calculate the total unconstrained selections
210
There are 6+4=106 + 4 = 10 total tools, and 4 must be chosen. (104)=10×9×8×74×3×2×1=210\binom{10}{4} = \frac{10 \times 9 \times 8 \times 7}{4 \times 3 \times 2 \times 1} = 210.
2
Determine the number of invalid combinations violating the constraint
16 invalid combinations
The constraint requires at least 1 scanner and 1 analyzer. Invalid suites consist entirely of scanners ((64)=15\binom{6}{4} = 15) or entirely of analyzers ((44)=1\binom{4}{4} = 1).
3
Apply complementary counting to find the valid combinations
194 valid combinations
Subtract the invalid combinations from total unconstrained combinations: 210(15+1)=194210 - (15 + 1) = 194.

Key Concept

Combinations with Group Selections and Complementary Counting
Question 364Question

A citrus orchard harvested two varieties of oranges: Valencia and Navel. The harvest consisted of 800800 crates of Valencia oranges with an average weight of 4545 pounds per crate, and 1,2001,200 crates of Navel oranges with an average weight of 5050 pounds per crate. What is the average weight, in pounds per crate, for the combined harvest of all crates?

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Answer: 48

Answer

The average weight of the combined harvest is 48 pounds per crate.
The weighted average is found by calculating the total overall weight divided by the total number of crates. Since Valencia oranges account for 36,000 pounds (800 crates at 45 lbs/crate) and Navel oranges account for 60,000 pounds (1,200 crates at 50 lbs/crate), the total weight is 96,000 pounds across 2,000 crates. Dividing 96,000 by 2,000 gives exactly 48 pounds per crate.

Step-by-Step Solution

1
Calculate the total weight contributed by each variety of oranges.
Valencia weight = 800×45=36,000800 \times 45 = 36,000 lbs; Navel weight = 1,200×50=60,0001,200 \times 50 = 60,000 lbs.
Total weight equals the product of the number of units and the average weight per unit for each group.
2
Determine the total combined weight and the total number of crates.
Total weight = 36,000+60,000=96,00036,000 + 60,000 = 96,000 lbs; Total crates = 800+1,200=2,000800 + 1,200 = 2,000 crates.
Combined weighted averages require summing total values across all subsets.
3
Divide total weight by total number of crates to find the overall weighted average.
Weighted average = 96,0002,000=48\frac{96,000}{2,000} = 48 lbs per crate.
Weighted mean formula: xˉ=(nixi)ni\bar{x} = \frac{\sum (n_i \cdot x_i)}{\sum n_i}.

Key Concept

Weighted Average of Combined Sets
Estimated Time:1m 30s
Question 365Question

A boutique dairy farm produced 4,0004,000 liters of organic milk in 2021. The annual milk production increased by 15%15\% from 2021 to 2022, decreased by 10%10\% from 2022 to 2023, and then increased by 20%20\% from 2023 to 2024. How many liters of organic milk did the farm produce in 2024?

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Answer: 4968

Answer

The farm produced 4,968 liters of organic milk in 2024.
To calculate the final quantity after sequential percent changes, multiply the starting amount by the multiplier for each period. The net expression is 4,000×1.15×0.90×1.204,000 \times 1.15 \times 0.90 \times 1.20. Stepwise, 4,000×1.15=4,6004,000 \times 1.15 = 4,600, then 4,600×0.90=4,1404,600 \times 0.90 = 4,140, and finally 4,140×1.20=4,9684,140 \times 1.20 = 4,968 liters.

Step-by-Step Solution

1
Calculate milk production in 2022 after a 15% increase.
4,000×1.15=4,6004,000 \times 1.15 = 4,600 liters
An increase of 15% corresponds to multiplying the initial base value by 1+0.15=1.151 + 0.15 = 1.15.
2
Calculate milk production in 2023 after a 10% decrease.
4,600×0.90=4,1404,600 \times 0.90 = 4,140 liters
A decrease of 10% corresponds to multiplying the new base value of 4,600 by 10.10=0.901 - 0.10 = 0.90.
3
Calculate milk production in 2024 after a 20% increase.
4,140×1.20=4,9684,140 \times 1.20 = 4,968 liters
An increase of 20% corresponds to multiplying the current base value of 4,140 by 1+0.20=1.201 + 0.20 = 1.20.

Key Concept

Successive Percent Change
Question 366Question

A beverage manufacturer creates a functional tea blend by combining Extract AA, which contains 12%12\% polyphenols by volume, and Extract BB, which contains 28%28\% polyphenols by volume. If the manufacturer needs to produce a 200200-liter batch of tea with a total polyphenol concentration of 18%18\% by volume, how many liters of Extract AA must be included in the mixture?

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Answer: 125

Answer

The manufacturer must include 125125 liters of Extract AA in the mixture.
By setting up the linear system x+y=200x + y = 200 and 0.12x+0.28y=360.12x + 0.28y = 36, substituting y=200xy = 200 - x leads directly to 0.16x=20-0.16x = -20, giving x=125x = 125 liters.

Step-by-Step Solution

1
Formulate a system of two linear equations representing the total volume and polyphenol volume.
x+y=200x + y = 200 and 0.12x+0.28y=360.12x + 0.28y = 36
The sum of the individual extract volumes equals the total batch volume, and the sum of the pure polyphenols from each extract equals the total pure polyphenols in the final mixture.
2
Substitute y=200xy = 200 - x into the polyphenol equation to solve for xx.
0.12x+0.28(200x)=36    0.12x+560.28x=360.12x + 0.28(200 - x) = 36 \implies 0.12x + 56 - 0.28x = 36
Substituting one variable reduces the system to a single linear equation in terms of xx.
3
Combine like terms and solve for xx.
0.16x=20    x=200.16=125-0.16x = -20 \implies x = \frac{-20}{-0.16} = 125
Isolating xx yields the required volume of Extract AA.

Key Concept

Systems of Linear Equations in Applied Mixture Problems
Question 367Question

The table below displays the vehicle fleet composition across four regional divisions of a logistics corporation.

DivisionElectric VehiclesGasoline VehiclesTotal Vehicles
North120280400
South160240400
East90210300
West230270500

What percentage of the total fleet across all four divisions consists of electric vehicles?

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Answer: 37.5

Answer

The percentage of the total fleet consisting of electric vehicles across all four divisions is 37.5%37.5\%.
To find the overall percentage of electric vehicles, sum the number of electric vehicles across all divisions (120+160+90+230=600120 + 160 + 90 + 230 = 600) and divide by the overall total number of vehicles (400+400+300+500=1600400 + 400 + 300 + 500 = 1600). Dividing 600600 by 16001600 gives 0.3750.375, which equals 37.5%37.5\%.

Step-by-Step Solution

1
Calculate the total number of electric vehicles across all divisions.
120+160+90+230=600120 + 160 + 90 + 230 = 600 electric vehicles.
Summing the electric vehicle column values gives the total count of electric vehicles.
2
Calculate the total vehicle count across all divisions.
400+400+300+500=1600400 + 400 + 300 + 500 = 1600 total vehicles.
Summing the total vehicle column values provides the aggregate denominator.
3
Compute the required percentage.
6001600×100%=37.5%\frac{600}{1600} \times 100\% = 37.5\%.
Dividing total electric vehicles by total vehicles yields the aggregate proportion.

Key Concept

Ratio, Proportion, and Percent Calculations
Estimated Time:1m 0s
Question 368Question

The table below provides operational data for eight solar power facilities across two regions:

Facility NameRegionCapacity (MW)Operational Efficiency (%)
Solaria AlphaNorth12088
Solaria BetaSouth15091
Solaria GammaNorth20097
Solaria DeltaNorth11082
Solaria EpsilonSouth18089
Solaria ZetaNorth13592
Solaria EtaNorth16094
Solaria ThetaNorth14085

What is the median operational efficiency, in percent, of the solar power facilities located in the North region?

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Answer: 90

Answer

The median operational efficiency of the solar power facilities in the North region is 90%.
Filtering the table for facilities in the North region yields six efficiency values: 82%, 85%, 88%, 92%, 94%, and 97%. Because the dataset contains an even count of six values, the median is the average of the two middle values (88% and 92%). Calculating 88+922\frac{88 + 92}{2} gives 90%.

Step-by-Step Solution

1
Filter the table to isolate facilities in the North region.
Identified 6 facilities with operational efficiency values: 88%, 97%, 82%, 92%, 94%, and 85%.
The stem specifies evaluating descriptive statistics for the North region subset only.
2
Sort the efficiency values of the filtered subset in ascending order.
Ordered set: {82, 85, 88, 92, 94, 97}.
Calculating the median requires ordering data points from lowest to highest.
3
Compute the arithmetic mean of the two central terms in the 6-element dataset.
88+922=90\frac{88 + 92}{2} = 90.
For an even-count set of N=6N = 6 items, the median is defined as the average of the N2\frac{N}{2}-th (3rd) and (N2+1)(\frac{N}{2} + 1)-th (4th) terms.

Key Concept

Descriptive Statistics Interpretation (Median of Even-Count Subsets)
Question 369Question

The table below presents operational metrics and financial allocations for six municipal water treatment facilities in 2025.

FacilityTotal Water Processed (Million Gallons)Recycled Water (Million Gallons)Distribution Loss Rate (%)Annual Operating Budget ($ Millions)
Alton450908%18.0
Belton60015012%21.0
Colton350706%14.0
Dalton70021015%22.4
Easton50013010%17.5
Fulton400805%16.0

For the facility with the lowest operating budget per million gallons of total water processed, what percentage of its total processed water was recycled?

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Answer: 30

Answer

30%
Evaluating the unit budget per million gallons processed across all facilities reveals that Dalton has the lowest operating rate at 22.4M/700 MG=$0.0320M / MG22.4\text{M} / 700\text{ MG} = \$0.0320\text{M / MG}. Computing the percentage of total processed water that was recycled for Dalton gives (210/700)×100%=30%(210 / 700) \times 100\% = 30\%.

Step-by-Step Solution

1
Calculate operating budget per million gallons processed for each facility to determine unit cost.
Alton = 0.0400; Belton = 0.0350; Colton = 0.0400; Dalton = 0.0320; Easton = 0.0350; Fulton = 0.0400 ($M per MG).
To identify which facility operates with the lowest financial cost per unit of water processed.
2
Identify the minimum unit cost value among all six facilities.
Dalton has the lowest operating budget per million gallons ($0.0320M per MG).
Dalton satisfies the condition of having the lowest operating budget per million gallons processed.
3
Divide Dalton's recycled water volume by its total processed water volume and express as a percentage.
(210 / 700) * 100% = 30%.
To find the specific proportion of recycled water relative to total processed water at the identified facility.

Key Concept

Unit Rate Comparison and Percentage Calculation from Tabular Data
Question 370Question

A chemist mixes xx liters of a 20%20\% acid solution with yy liters of a 50%50\% acid solution to produce 3030 liters of a 40%40\% acid solution. How many liters of the 20%20\% acid solution were used in the mixture?

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Answer: 10

Answer

10 liters of the 20% acid solution were used.
Solving the system of simultaneous linear equations x+y=30x + y = 30 and 0.20x+0.50y=120.20x + 0.50y = 12 yields x=10x = 10 liters.

Step-by-Step Solution

1
Formulate the linear system of equations representing total volume and total pure acid content.
x+y=30x + y = 30 and 0.20x+0.50y=120.20x + 0.50y = 12.
The sum of component volumes equals total volume, and the sum of pure acid contents equals total pure acid.
2
Substitute y=30xy = 30 - x into the pure acid equation.
0.20x+0.50(30x)=120.20x + 0.50(30 - x) = 12
Reduces the two-variable system to a single linear equation in terms of xx.
3
Expand and solve for xx.
150.30x=12    0.30x=3    x=1015 - 0.30x = 12 \implies -0.30x = -3 \implies x = 10
Isolates the target variable xx representing the volume of the 20% acid solution.

Key Concept

Simultaneous Linear Equations in Mixture Problems
Estimated Time:1m 0s
Question 371Question

The table lists performance and cost metrics for 10 municipal water treatment facilities during the 2025 fiscal year:

Facility IDRegionDaily Capacity (MGD)Average Turbidity (NTU)Operating Cost ($/thousand gallons)
W-01North24.00.121.42
W-02South18.00.251.85
W-03North32.00.081.28
W-04Central12.00.191.65
W-05South28.00.151.56
W-06Central40.00.101.18
W-07North15.00.221.70
W-08South22.00.141.50
W-09Central35.00.111.34
W-10North10.00.281.92

Based on the data provided, what is the median operating cost, in dollars per thousand gallons, for the facilities that have a daily capacity greater than 20.0 MGD?

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Answer: 1.38

Answer

The median operating cost for facilities with a daily capacity greater than 20.0 MGD is $1.38 per thousand gallons.
Filtering the table for facilities with Daily Capacity > 20.0 MGD yields 6 facilities (W-01, W-03, W-05, W-06, W-08, W-09). Sorting their operating costs in ascending order produces: 1.18,1.18, 1.28, 1.34,1.34, 1.42, 1.50,1.50, 1.56. Because the count of elements is even (6), the median is the average of the 3rd element (1.34)andthe4thelement(1.34) and the 4th element ( 1.42), which equals $1.38.

Step-by-Step Solution

1
Filter the dataset by the given capacity constraint.
Identified 6 facilities with Daily Capacity > 20.0 MGD: W-01 (24.0 MGD), W-03 (32.0 MGD), W-05 (28.0 MGD), W-06 (40.0 MGD), W-08 (22.0 MGD), and W-09 (35.0 MGD).
Only facilities meeting the criterion 'Daily Capacity > 20.0 MGD' must be evaluated.
2
Extract and order the operating costs for the filtered subset.
Operating costs in ascending order: 1.18,1.18, 1.28, 1.34,1.34, 1.42, 1.50,1.50, 1.56.
Determining the median of a dataset requires arranging values sequentially.
3
Calculate the median for an even-numbered dataset.
Average of the 3rd and 4th values: \(\frac{1.34 + 1.42}{2} = 1.38\).
When a dataset contains an even number of elements \(N = 6\), the median is the arithmetic mean of the two central numbers at positions \(N/2 = 3\) and \(N/2 + 1 = 4\).

Key Concept

Calculating the median of a filtered even-count subset from tabular data.

Alternative Method

As a verification step, sum all operating costs in the filtered set: 1.18+1.28+1.34+1.42+1.50+1.56=8.281.18 + 1.28 + 1.34 + 1.42 + 1.50 + 1.56 = 8.28. The mean is 8.28/6=1.388.28 / 6 = 1.38. In this symmetric subset, the mean and median coincide at 1.381.38.
Estimated Time:2m 0s
Question 372Question

Machine A produces 120120 widgets in 44 hours at a constant rate, and Machine B produces 150150 widgets in 33 hours at a constant rate. If both machines work simultaneously at their respective constant rates, how many total widgets will they produce in 22 hours?

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Answer: 160

Answer

The total number of widgets produced by both machines in 2 hours is 160.
Machine A produces 3030 widgets per hour (120÷4120 \div 4), and Machine B produces 5050 widgets per hour (150÷3150 \div 3). Together, their combined rate is 8080 widgets per hour (30+5030 + 50). Working together for 22 hours, they produce a total of 160160 widgets (80×280 \times 2).

Step-by-Step Solution

1
Find the hourly rate of Machine A
Machine A produces 1204=30\frac{120}{4} = 30 widgets per hour.
Dividing total output by time gives the unit work rate per hour.
2
Find the hourly rate of Machine B
Machine B produces 1503=50\frac{150}{3} = 50 widgets per hour.
Dividing total output by time gives the unit work rate per hour.
3
Calculate the combined production rate per hour
The combined rate is 30+50=8030 + 50 = 80 widgets per hour.
When working simultaneously, individual rates add together.
4
Multiply combined rate by the target time
In 22 hours, total production is 80×2=16080 \times 2 = 160 widgets.
Total work equals rate multiplied by time.

Key Concept

Combined Work Rates
Estimated Time:45s
Question 373Question

The table below presents subscriber numbers and annual operating revenue data for five regional divisions of a telecommunications provider in fiscal year 2025.

RegionTotal Broadband Subscribers (thousands)Fiber-Optic Subscribers (thousands)Total Operating Revenue ($ millions)
North25015045.0
South40020064.0
East1809027.0
West32022457.6
Central50035080.0

Across the two regional divisions with the highest total operating revenue combined, fiber-optic subscribers represent what percentage of total broadband subscribers? Express your answer to the nearest tenth of a percent.

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Answer: 61.1

Answer

61.1%
To find the proportion of fiber-optic subscribers across the top two revenue-generating divisions, first rank the divisions by Total Operating Revenue: Central (80.0M)andSouth(80.0M) and South ( 64.0M) are the highest. Combine their subscriber counts to find the appropriate base: Central has 500 thousand total broadband subscribers and South has 400 thousand, giving a total base of 500+400=900500 + 400 = 900 thousand. Next, combine their fiber-optic subscribers: Central has 350 thousand and South has 200 thousand, giving 350+200=550350 + 200 = 550 thousand fiber-optic subscribers. The combined percentage is 550900×100%61.111%\frac{550}{900} \times 100\% \approx 61.111\%, which rounds to 61.1%61.1\%.

Step-by-Step Solution

1
Identify the top two divisions by operating revenue
Central (80.0M)andSouth(80.0M) and South ( 64.0M)
The question specifically restricts the calculation to the two divisions with the highest operating revenue.
2
Sum total broadband subscribers for Central and South
500 + 400 = 900 thousand subscribers
This establishes the correct aggregate base value for the percentage calculation.
3
Sum fiber-optic subscribers for Central and South
350 + 200 = 550 thousand subscribers
This gives the total combined numerator value for the fiber-optic subgroup.
4
Calculate percentage and round to the nearest tenth
(550 / 900) * 100% = 61.111...% -> 61.1%
Dividing the target subgroup total by the base total yields the requested proportion.

Key Concept

Ratio, Proportion, and Percent Calculations across Filtered Aggregate Groups
Estimated Time:1m 30s
Question 374Question

Two server clusters, Alpha and Beta, process data jobs of Type 1 and Type 2. Cluster Alpha processes 1515 Type 1 jobs and 2525 Type 2 jobs in a total time of 210210 minutes. Cluster Beta processes 2525 Type 1 jobs and 1515 Type 2 jobs in a total time of 190190 minutes. Assuming constant processing rates per job type across both clusters, how many total minutes will it take to process a workload consisting of 3030 Type 1 jobs and 1010 Type 2 jobs?

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Answer: 180

Answer

The total processing time required is 180 minutes.
Let xx be the processing time in minutes for a Type 1 job, and yy be the processing time in minutes for a Type 2 job. Translating the given data gives the simultaneous equations 15x+25y=21015x + 25y = 210 and 25x+15y=19025x + 15y = 190. Dividing both equations by 55 yields 3x+5y=423x + 5y = 42 and 5x+3y=385x + 3y = 38. Adding these simplified equations yields 8x+8y=808x + 8y = 80, so x+y=10x + y = 10. Subtracting the first from the second gives 2x2y=42x - 2y = -4, so xy=2x - y = -2. Solving x+y=10x + y = 10 and xy=2x - y = -2 gives x=4x = 4 and y=6y = 6. The required workload duration is 30(4)+10(6)=120+60=18030(4) + 10(6) = 120 + 60 = 180 minutes.

Step-by-Step Solution

1
Set up a linear system of simultaneous equations based on the rates given.
15x+25y=21015x + 25y = 210 and 25x+15y=19025x + 15y = 190, where xx and yy are the processing times per Type 1 and Type 2 job.
Establishing accurate algebraic expressions translates the real-world scenario into a solvable model.
2
Simplify the system by dividing through by common factors.
3x+5y=423x + 5y = 42 and 5x+3y=385x + 3y = 38.
Simplification reduces arithmetic complexity and minimizes computational errors.
3
Solve for variables x and y using symmetric combinations (adding/subtracting equations).
x=4x = 4 and y=6y = 6.
Symmetric linear systems can be solved efficiently by taking the sum and difference of the equations.
4
Evaluate the target expression 30x+10y30x + 10y.
30(4)+10(6)=18030(4) + 10(6) = 180.
Multiplying individual job times by requested quantities yields the total workload time.

Key Concept

Simultaneous Linear Systems and Symmetric Reduction
Question 375Question

The table below details operational metrics for 10 wind turbines managed by a renewable energy utility during the previous calendar year:

Turbine IDRegionCapacity (MW)Availability (%)Unplanned Maintenance (hours)
T-01Offshore6.094.248
T-02Onshore4.097.518
T-03Offshore8.091.084
T-04Onshore3.598.112
T-05Offshore6.095.836
T-06Offshore8.093.562
T-07Onshore4.096.024
T-08Offshore6.092.470
T-09Onshore3.598.88
T-10Offshore8.096.528

Based on the table, what is the median number of unplanned maintenance hours for turbines located in the Offshore region?

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Answer: 55

Answer

The median number of unplanned maintenance hours for turbines in the Offshore region is 55 hours.
Filtering the table for Offshore turbines yields 6 entries with unplanned maintenance hours of 48, 84, 36, 62, 70, and 28. Arranging these values in ascending order gives {28, 36, 48, 62, 70, 84}. Because the count is even (N = 6), the median is the average of the 3rd and 4th elements: (48 + 62) / 2 = 55 hours.

Step-by-Step Solution

1
Filter the dataset by Region
Identified 6 turbines in the Offshore region: T-01 (48 hrs), T-03 (84 hrs), T-05 (36 hrs), T-06 (62 hrs), T-08 (70 hrs), and T-10 (28 hrs).
The question specifically restricts the calculation to turbines operating in the Offshore region.
2
Sort the filtered unplanned maintenance hours in ascending order
Ordered set: 28, 36, 48, 62, 70, 84.
Finding the median requires data elements to be arranged sequentially.
3
Calculate the median of the even-count dataset (N = 6)
The two middle values are the 3rd element (48) and the 4th element (62). Mean = (48 + 62) / 2 = 55.
When a dataset contains an even number of observations, the median is the arithmetic average of the two central terms.

Key Concept

Descriptive Statistics Interpretation (Median of Even-Count Filtered Subsets)
Estimated Time:1m 30s
Question 376Question

The table below presents the annual municipal water supply metrics and resident population for four administrative districts in 2025. Note that 1 cubic meter (m3)=1,000 liters1\text{ cubic meter } (\text{m}^3) = 1,000\text{ liters}.

DistrictAnnual Water Supplied (in millions of m3\text{m}^3)Total Revenue (in tens of thousands of USD)Resident Population (in thousands)
Metro North21.9876200
Riverdale8.76438120
Coastal Bay14.6730160
Highland Peak13.14525.6150

Based on the data provided, what was the average daily water consumption per resident in Coastal Bay in 2025, expressed in liters per person per day? (Assume a 365-day year.)

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Answer: 250

Answer

The average daily water consumption per resident in Coastal Bay in 2025 was 250 liters per person per day.
To find the average daily water consumption per resident in Coastal Bay, first read the values for Coastal Bay from the table: Annual Water Supplied is 14.6 million m314.6\text{ million m}^3 and Resident Population is 160 thousand160\text{ thousand}. Convert water volume to liters: 14.6×106×1,000=14,600,000,000 liters14.6 \times 10^6 \times 1,000 = 14,600,000,000\text{ liters}. Convert population to individual count: 160×1,000=160,000 residents160 \times 1,000 = 160,000\text{ residents}. Calculate total annual resident-days: 160,000×365=58,400,000 resident-days160,000 \times 365 = 58,400,000\text{ resident-days}. Finally, divide total liters by total resident-days: 14,600,000,00058,400,000=250 liters per person per day\frac{14,600,000,000}{58,400,000} = 250\text{ liters per person per day}.

Step-by-Step Solution

1
Table Lookup and Scale Expansion for Water Supplied
Water supplied = 14.6×106 m3=14,600,000 m314.6 \times 10^6 \text{ m}^3 = 14,600,000 \text{ m}^3
The table header specifies that values are given in millions of cubic meters.
2
Unit Conversion from Cubic Meters to Liters
Total liters = 14,600,000 m3×1,000 L/m3=14,600,000,000 L14,600,000 \text{ m}^3 \times 1,000 \text{ L/m}^3 = 14,600,000,000 \text{ L}
Each cubic meter contains 1,0001,000 liters as stated in the problem note.
3
Population Scale Expansion and Resident-Days Calculation
Total resident-days = (160×1,000 people)×365 days=58,400,000 person-days(160 \times 1,000 \text{ people}) \times 365 \text{ days} = 58,400,000 \text{ person-days}
The population header specifies values in thousands, and a full year comprises 365 days.
4
Calculate Per Capita Daily Rate
Daily per capita rate = 14,600,000,000 L58,400,000 person-days=250 L/person/day\frac{14,600,000,000 \text{ L}}{58,400,000 \text{ person-days}} = 250 \text{ L/person/day}
Dividing total annual volume by total person-days yields the average daily consumption per person.

Key Concept

Unit Conversion and Scale Interpretation in Table Analysis
Question 377Question

A biotechnology laboratory operates two automated synthesis workflows, System X and System Y, to manufacture two compounds, Alpha (AA) and Beta (BB). System X operates for xx hours, producing AA at a rate of 3 mg/hr3\text{ mg/hr} and BB at a rate of 5 mg/hr5\text{ mg/hr}. System Y operates for yy hours, producing AA at a rate of 15 mg/hr15\text{ mg/hr} and BB at a rate of 8 mg/hr8\text{ mg/hr}. The combined mass of compounds AA and BB produced across both workflows is exactly 340 mg340\text{ mg}. Furthermore, the system's operating efficiency requires that the ratio of operating hours xy\frac{x}{y} equals the ratio of total mass produced BA\frac{B}{A}. What is the total operating time, x+yx + y, in hours?

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Answer: 20

Answer

The total operating time of both workflows is 20 hours.
Representing the total production of compounds A and B as functions of hours x and y yields the linear total mass equation 8x + 23y = 340 and the ratio relation x/y = B/A, which simplifies to the homogeneous quadratic 3x^2 + 10xy - 8y^2 = 0. Factoring gives (3x - 2y)(x + 4y) = 0. Since operating hours are strictly positive, x = (2/3)y. Substituting this into the linear equation yields (85/3)y = 340, giving y = 12 hours and x = 8 hours. The total operating time is 8 + 12 = 20 hours.

Step-by-Step Solution

1
Set up algebraic expressions for total mass of each compound produced.
Compound A mass = 3x+15y3x + 15y mg; Compound B mass = 5x+8y5x + 8y mg.
Mass equals production rate multiplied by total operating hours.
2
Formulate the total combined production equation.
8x+23y=3408x + 23y = 340.
The sum of all Compound A and Compound B produced across both systems is given as 340 mg.
3
Set up and simplify the ratio equality xy=BA\frac{x}{y} = \frac{B}{A}.
3x2+10xy8y2=03x^2 + 10xy - 8y^2 = 0.
Cross-multiplying xy=5x+8y3x+15y\frac{x}{y} = \frac{5x + 8y}{3x + 15y} gives x(3x+15y)=y(5x+8y)x(3x + 15y) = y(5x + 8y).
4
Factor the homogeneous quadratic equation.
(3x2y)(x+4y)=0    x=23y(3x - 2y)(x + 4y) = 0 \implies x = \frac{2}{3}y.
Because operating hours xx and yy must be positive, x+4y>0x + 4y > 0, forcing 3x2y=03x - 2y = 0.
5
Substitute x=23yx = \frac{2}{3}y into 8x+23y=3408x + 23y = 340.
y=12y = 12 hours and x=8x = 8 hours.
Solving 853y=340\frac{85}{3}y = 340 gives y=12y = 12, and substituting back into x=23yx = \frac{2}{3}y gives x=8x = 8.
6
Compute total operating time x+yx + y.
8+12=208 + 12 = 20 hours.
The question asks for the combined total operating time of both systems.

Key Concept

Solving non-linear systems of simultaneous equations involving ratio constraints and quadratic factorization
Estimated Time:2m 30s
Question 378Question

A telecommunications satellite utilizes two distinct signal amplifier modules, Module A and Module B, to process high-frequency and low-frequency data streams. Each Module A processes 18 Gbps18\text{ Gbps} of high-frequency data and 12 Gbps12\text{ Gbps} of low-frequency data, consuming 150 watts150\text{ watts} of operational power. Each Module B processes 30 Gbps30\text{ Gbps} of high-frequency data and 6 Gbps6\text{ Gbps} of low-frequency data, consuming 180 watts180\text{ watts} of operational power. During a peak transmission test, the active modules processed a combined total of 354 Gbps354\text{ Gbps} of high-frequency data and 138 Gbps138\text{ Gbps} of low-frequency data. What is the total operational power, in watts, consumed by all the active modules during this test?

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Answer: 2460

Answer

The total operational power consumed by all active modules during the test is 2,460 watts.
By setting up a system of simultaneous equations representing the total high-frequency (18a+30b=35418a + 30b = 354) and low-frequency (12a+6b=13812a + 6b = 138) bandwidths, solving yields a=8a = 8 active Module A units and b=7b = 7 active Module B units. Substituting these module counts into the total power equation 150(8)+180(7)150(8) + 180(7) gives exactly 2,460 watts.

Step-by-Step Solution

1
Define variables for the unknown counts of modules.
Let aa represent the number of Module A units and bb represent the number of Module B units.
Establishing explicit variables allows representing the data throughput and power constraints as algebraic equations.
2
Formulate equations for high-frequency and low-frequency data streams based on total throughput.
High-frequency equation: 18a+30b=35418a + 30b = 354. Low-frequency equation: 12a+6b=13812a + 6b = 138.
Summing the data contributions from each module type gives the total processed bandwidth for each frequency band.
3
Solve the system of linear equations.
Simplifying the low-frequency equation yields 2a+b=23    b=232a2a + b = 23 \implies b = 23 - 2a. Substituting into the simplified high-frequency equation (3a+5b=593a + 5b = 59) gives 3a+5(232a)=59    7a=56    a=83a + 5(23 - 2a) = 59 \implies -7a = -56 \implies a = 8. Substituting a=8a = 8 back into b=232(8)b = 23 - 2(8) gives b=7b = 7.
Determining the exact number of active modules of each type is required before calculating overall energy usage.
4
Calculate the total power consumption.
Total Power = 150a+180b=150(8)+180(7)=1,200+1,260=2,460 watts150a + 180b = 150(8) + 180(7) = 1,200 + 1,260 = 2,460\text{ watts}.
Multiplying the module counts by their respective wattage ratings yields the total operational power.

Key Concept

Solving systems of simultaneous linear equations with two unknowns and applying the solution to calculate a weighted linear total.
Estimated Time:2m 30s
Question 379Question

An urban courier service dispatches two types of electric cargo bikes, Cargo-X and Cargo-Y, for package deliveries. On Monday, a fleet of 3 Cargo-X bikes and 4 Cargo-Y bikes completed a total of 38 package deliveries. On Tuesday, a fleet of 5 Cargo-X bikes and 2 Cargo-Y bikes completed a total of 40 package deliveries. Assuming each bike of a given type completes a constant number of deliveries per day, how many total package deliveries will a combined fleet of 4 Cargo-X bikes and 3 Cargo-Y bikes complete in one day?

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Answer: 39

Answer

A combined fleet of 4 Cargo-X bikes and 3 Cargo-Y bikes will complete 39 package deliveries in one day.
Solving the linear system 3x+4y=383x + 4y = 38 and 5x+2y=405x + 2y = 40 gives x=6x = 6 deliveries per Cargo-X bike and y=5y = 5 deliveries per Cargo-Y bike. Substituting these rates into 4x+3y4x + 3y yields 4(6)+3(5)=394(6) + 3(5) = 39 total deliveries.

Step-by-Step Solution

1
Formulate a system of linear equations representing the delivery totals.
System established: 3x+4y=383x + 4y = 38 and 5x+2y=405x + 2y = 40, where xx and yy represent the daily delivery capacities of Cargo-X and Cargo-Y bikes.
Translates contextual problem statements into quantitative algebraic equations.
2
Solve the system using elimination or substitution.
x=6x = 6 deliveries per Cargo-X bike and y=5y = 5 deliveries per Cargo-Y bike.
Determines the exact rate per vehicle type.
3
Evaluate the target linear combination 4x+3y4x + 3y.
4(6)+3(5)=394(6) + 3(5) = 39.
Computes the total capacity for the requested fleet combination.

Key Concept

Solving systems of simultaneous linear equations in two variables
Question 380Question

A manufacturing facility uses two processing lines, Line A and Line B, to produce liquid chemical compounds. Line A operates at a constant rate of rAr_A liters per hour and yields a mixture containing 15%15\% active solute by volume. Line B operates at a constant rate of rBr_B liters per hour and yields a mixture containing 40%40\% active solute by volume.

When Line A operates for 4 hours and Line B operates for 6 hours, the combined output is 1,6001,600 liters of a solution containing 30%30\% active solute by volume.

If Line A and Line B are run simultaneously for 5 hours, how many liters of active solute will be produced in total?

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Answer: 440

Answer

440 liters of active solute will be produced in total.
By setting up a system of two linear equations relating the individual line flow rates (rAr_A and rBr_B) to total volume and total solute, we find rA=160r_A = 160 L/hr and rB=160r_B = 160 L/hr. Running Line A and Line B together yields 0.15(160)+0.40(160)=880.15(160) + 0.40(160) = 88 liters of active solute per hour. Over 5 hours, this produces 88×5=44088 \times 5 = 440 liters of active solute.

Step-by-Step Solution

1
Formulate total volume equation
4rA+6rB=1600    2rA+3rB=8004r_A + 6r_B = 1600 \implies 2r_A + 3r_B = 800
Line A runs for 4 hours and Line B runs for 6 hours to produce a total volume of 1,600 liters.
2
Formulate active solute equation
0.15(4rA)+0.40(6rB)=0.30(1600)    0.6rA+2.4rB=480    rA+4rB=8000.15(4r_A) + 0.40(6r_B) = 0.30(1600) \implies 0.6r_A + 2.4r_B = 480 \implies r_A + 4r_B = 800
The total solute produced is 30%30\% of the 1,600-liter mixture, which equals 480 liters.
3
Solve the system of linear equations
rA=160r_A = 160 liters/hour and rB=160r_B = 160 liters/hour
Substituting rA=8004rBr_A = 800 - 4r_B into 2rA+3rB=8002r_A + 3r_B = 800 yields 5rB=800    rB=1605r_B = 800 \implies r_B = 160 and rA=160r_A = 160.
4
Calculate solute rate per hour when both run simultaneously
0.15(160)+0.40(160)=24+64=880.15(160) + 0.40(160) = 24 + 64 = 88 liters of solute per hour
Each line produces solute at its respective concentration percentage of its hourly fluid rate.
5
Compute total solute produced in 5 hours
88×5=44088 \times 5 = 440 liters
Multiplying the combined solute production rate of 88 liters per hour by 5 hours gives the final quantity.

Key Concept

Simultaneous equations combining volumetric rates and mixture percentage concentrations.
Estimated Time:2m 30s
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