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Select one behavior. Every returned turn has one binary label: Present or Absent. Source: final dense boolean release.

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turns-00052.parquet:49809

fdbf50dd11f761059f39683e
turn 2/4gpt-4o-2024-08-06FrenchThe Netherlands132 words
degenerate_repetitionAbsentFinal dense release
USER
C'est pas mal, mais j'aimerais une formulation simple et puis, je n'aime pas la science-fiction ou de développement personnel à la main côté livre, je préfère l'histoire ou les nouvelles technologies. Peux-tu en tenir compte ?
ASSISTANT
Bien sûr ! Voici une version simplifiée :

Bonjour à toutes et à tous ! Je suis artiste et je redonne vie aux photographies anciennes grâce à la couleur. J'adore partir en balade pour explorer de nouveaux paysages, et je suis toujours accompagnée d'un bon livre d'histoire ou sur les nouvelles technologies. Passionnée de progressive rock, je suis toujours à l'affût de nouvelles découvertes musicales. En cuisine, j'aime mélanger tradition et originalité, et j'adore échanger des expériences de vie autour d'une bonne discussion. Au plaisir de vous rencontrer et de partager de beaux moments ensemble !

turns-00052.parquet:49810

70934fcb783be89cca74ae99
turn 3/4gpt-4o-2024-08-06FrenchThe Netherlands236 words
degenerate_repetitionAbsentFinal dense release
USER
Qu'est-ce que tu en penses ? "Bonjour à toutes et à tous ! Je suis artiste, spécialisée dans l'art de redonner vie aux photographies anciennes grâce à la couleur. J'adore partir en balade pour explorer de nouveaux paysages, j'adore les livres d'histoire ou sur les nouvelles technologies. Passionnée de musique, je suis toujours à la recherche de vieux vinyles de rock progressif, mon petit univers musical. J'adore échanger des expériences de vie autour d'un café ou lors d'une bonne discussion. Au plaisir de vous rencontrer et de passer de beaux moments ensemble !"
ASSISTANT
Je trouve que c'est une très belle présentation ! Elle est chaleureuse et met en avant tes passions de manière engageante. Voici une légère suggestion pour améliorer le flux du texte :

Bonjour à toutes et à tous ! Je suis artiste, spécialisée dans l'art de redonner vie aux photographies anciennes grâce à la couleur. J'adore partir en balade pour découvrir de nouveaux paysages, et je me passionne pour les livres d'histoire ou sur les nouvelles technologies. Grande amatrice de musique, je suis toujours à la recherche de vieux vinyles de rock progressif, mon petit univers musical. Rien ne me plaît plus que d'échanger des expériences de vie autour d'un café ou lors d'une bonne discussion. Au plaisir de vous rencontrer et de passer de beaux moments ensemble !

Ta version est déjà super, mais n'hésite pas à adapter selon ton ressenti !

turns-00052.parquet:49811

edf735e6bceaa37dfbbd8a07
turn 4/4gpt-4o-2024-08-06FrenchThe Netherlands122 words
degenerate_repetitionAbsentFinal dense release
USER
ç& me semble bizarre cette formulation "Rien ne me plaît plus que"
ASSISTANT
D'accord, je comprends. Voici une version légèrement remaniée pour plus de simplicité :

Bonjour à toutes et à tous ! Je suis artiste, spécialisée dans l'art de redonner vie aux photographies anciennes grâce à la couleur. J'adore partir en balade pour découvrir de nouveaux paysages et me passionne pour les livres d'histoire ou sur les nouvelles technologies. Grande amatrice de musique, je suis toujours à la recherche de vieux vinyles de rock progressif, mon petit univers musical. J'aime échanger des expériences de vie autour d'un café ou lors de discussions enrichissantes. Au plaisir de vous rencontrer et de partager de beaux moments ensemble !

Cela sonne-t-il mieux pour toi ?

turns-00052.parquet:49812

baea635ed3e330df24ba4f54
turn 1/1gpt-4o-2024-08-06EnglishUnited States174 words
degenerate_repetitionAbsentFinal dense release
USER
        You are helping me set up SEO and content-related fields for a website.
        The site is focused on providing repair guides and tutorials for various devices, including smartphones (e.g., iPhones, Android phones), tablets, laptops, and computers.
        The category name is 'Removing the mainboard', and the field 'yoast_wpseo_facebook_description' is one of the fields 
        that need to be populated for the category.

        Description of the field:
        Generate a Facebook description for the category 'Removing the mainboard' that encourages users to click and visit, focusing on repair guides for devices like smartphones, tablets, and computers.

        Please generate a JSON response with one key:
        1. "value": The generated value for the 'yoast_wpseo_facebook_description' field.

        The output should be in the following format:

        {
            "value": "Generated value here",
        }
        
ASSISTANT
```json
{
    "value": "Unlock the secrets of DIY repairs with our step-by-step guides on removing the mainboard from your favorite devices. Whether you're fixing smartphones, tablets, or computers, we've got you covered with expert tips and tricks. Start your repair journey today and breathe new life into your gadgets!"
}
```

turns-00052.parquet:49813

3a5b97cc97181078758cf6f7
turn 1/1gpt-4o-2024-08-06Englishunknown country12355 words
degenerate_repetitionAbsentFinal dense release
USER
System: You are ChatGPT, a large language model trained by OpenAI.
User: I will send you a body of text, I will then state what you do next.
User: 24530 Boolean algebra INTRODUCTIONBoolean algebra is a form of algebra named after George Boole who originally developed it in the mid-1800s. The study of Boolean algebra is closely linked to logic gates, so this chapter should be read in conjunction with Chapter 31. The basic principle is that logical expressions can be evaluated that will result in one of two results/outcomes – either TRUE or FALSE. For example, the following are examples of Boolean expressions: The button has been pressed5 < 10 Age > 17 and hold a driving licence SPECIFICATION COVERAGE 3.6.4 Logic gates3.6.5 Boolean algebra  LEARNING OBJECTIVES In this chapter you will learn: •that Boolean algebra produces a result that either equals TRUE or FALSE•how truth tables are used to represent Boolean expressions •how to use the AND, OR and NOT operators on their own or groupedtogether •how to use NAND, NOR and XOR operators•how to simplify Boolean expressions •how De Morgan’s Law allows Boolean expressions to be created usingonly NAND or NOR operators.
 Although Boolean logic predates computers, it has become an important aspect of computing, as the result is one of two states, which equates to binary and the way the electronic circuitry of the processor works. For example, for the first expression: The button has been pressed , we could represent the input as A as follows: ●A = 1 where 1 means that the statement is TRUE ●A = 0 where 0 means the statement is FALSE.KEYWORD Boolean expression: an equation  made up of Boolean operations.246  30 Boolean algebraAs there is one input there are two possible results, 0 and 1. Boolean logic can be used to evaluate statements with any number of inputs to return a TRUE or FALSE value. The statement about the driving licence above has two inputs. To evaluate it: At least 17 = 1Under 17 = 0andHold a licence = 1No licence = 0In this case there are four possible inputs: 00, 01, 10, 11.
 ●Truth tablesWe can use a truth table  to combine the permutations of 0s and 1s and workout which shows whether the answer is TRUE or FALSE. Table 30.1 shows all the possible inputs and the output of each combination as follows.In this example: A = at least 17  and B = Holds a licence.
 Q shows the possible results.
 Inputs OutputAB Q 00 01 0 10 011 1T able 30.1 A truth table This particular truth table is an example of an AND gate  as both inputs need to be 1 in o rder to generate an output of 1. In our example above you have to be at least 17 and hold a driving licence to legally drive a car. The two inputs need to be ANDed together to generate the final result.In this case there is only one combination of A and B that will lead to a TRUE statement being returned, which is where A and B are both 1. When creating Boolean statements it is possible to use the relational operators in Table 30.2. Operator Name of operator‹l ess than‹= les s than or equal to== equal to!= not equal to ›= greater than or equal to›g reater thanTable 30.2 Relational operatorsKEYWORDS Truth table: a method of representing/calculating the result of every possible combination of inputs in a Boolean expression.
 AND gate: result is true if both inputs  are true.
 KEYWORDBoolean operation: a single Boolean function.Statements can be combined to form more complex expressions and this is  done using six main Boolean operations: AND, OR, NOT, NAND, NOR and XOR. We will look at each of these in turn.OR OPERATION ●AND operation As we saw in the first example, in an AND statement, all conditions (inputs) must be TRUE to generate a TRUE output. For example in an embeddedsystem to control a lift, you might evaluate this statement: Button has been pressed AND Door is closedwhere: A = Button pressedB = Doors closed.A = 1 means the button has been pressed, A = 0 means the button has notbeen pressed.B = 1 means the door is closed, B = 0 means the door is not closed.Q is whether or not the lift should move.A AND B = Q, which can also be notated as A.B = Q KEYWORD OR: Boolean operation that outputs true if either of its inputs are true.Inputs OutputAB Q 00 01 010 011 1T able 30.3 Truth table for AND The expression therefore is only TRUE when A and B are both 1. You could also say that the expression is TRUE when Q = 1. ●OR operationAn OR expression can return a TRUE result when any of the inputs are true. Consider the following expression that could be used to validate an employee’s ID: Proof of ID is Passport OR Driving Licencewhere: A = PassportB = Driving Licence.A = 1 means the employee has a passport, A = 0 means the employee doesnot have a passport.B = 1 means the employee has a driving licence, B = 0 means the employee does not have a driving licence.Q means that the employee has either a passport or a driving licence and therefore has at least one valid form of ID. This is written as A+B = Q with the + representing the OR expression.24724830 Boolean algebraInputs OutputAB Q 00 01 110 111 1T able 30.4 Truth table for ORAQ 0110Table 30.5 Truth table for NOTKEYWORD NOT: Boolean operation that inverts the result so true becomes false and false becomes true.
 Inputs Intermediate step Output (from A AND NOT B)AB N OT B Q00 1 0 01 0 010 1 1 11 0 0T able 30.6 Extended truth table for A AND NOT BIn this example there are three possible TRUE results. As long as the employee has one of the types of ID, then this results in a TRUE result. ●NOT operationThe NOT  statement inverts the input so that TRUE becomes FALSE and FALSE becomes TRUE.
 This is written as Q = NOT A or Q = A. Notice the overbar above the A,which is standard notation for NOT. Notice that the results are inverted so FALSE becomes TRUE and TRUE becomes FALSE. The NOT statement can be used in combination with other Boolean expressions to create more complex selections. For example, when searching the web, it is possible to use the minus key (–) to exclude results that are nothing to do with your topic. This effectively uses a NOT operation. Consider the following expression for a web search about Python programming: Python – snake  is the same as  Python NOT snakeA = 1 if Python is found; A = 0 if Python is not found.B = 1 if snake is found; B = 0 if snake is not found.When we NOT the B input we get a TRUE if snake is not found (as we have  inverted it).
 This is then ANDed with the A input to generate the final outcome of TRUE or FALSE. This is because in a search engine there is an assumed AND between the Python and the NOT which would make the full statement read as Python and NOT snake . As you can see this is the logic we require for the search.
 The overall search result can be represented as in Table 30.6.NOR OPERATION249●Combining AND and OR expressions AND expressions can be combined with OR expressions to create morecomplex statements. For example, to input data from a barcode: Barcode scanner on and barcode scannedorBarcode number input manuallyA = Barcode scanner on: A = 1 means yes, A = 0 means no.B = Barcode scanned: B = 1 means yes, B = 0 means no.C = Barcode number input manually: C = 1 means yes, C = 0 means no.Q indicates whether the data from the barcode has been read or not, eitherautomatically or manually. For data to be input from the barcode, the scanner must be on and barcodescanned, or the barcode must be input manually.In this case,Q = A AND B OR Cwhich can also be written as: Q = A.B+CIn Boolean notation, + means OR and . means AND. ●NAND operation NAND  is a combination of NOT and AND and produces a TRUE resultif any of the inputs are false. It is commonly used to create NAND gates on inte grated circuits, which can be used for example, to create solid statedrives (see Chapter 35).The truth table would be as shown in Table 30.7. KEYWORDSNOR: Boolean operation that outputs true if all of its inputs  are false. NOR gate: result is true if both inputsare false.Inputs OutputAB Q 00 101 110 111 0T able 30.7 Truth table for NANDKEYWORDS NAND: Boolean operation that outputs true if any of the inputs are false. NAND gate: result is true if any of the inputs are false. This is written as A.B, which means NOT A.B. This could be described as the inverted form of A.B.
 ●NOR operationThe NOR  or NOT OR expression results in a TRUE value only if all inputs are FALSE. It means that the answer is TRUE if it is neither A nor B. It is used to create NOR gates  on integrated circuits, which can be used forexam ple to make CMOS devices (see Chapter 35).25030 Boolean algebraInputs OutputAB Q 00 101 010 011 0T able 30.8 Truth table for NOR KEYWORDXOR: Boolean operation that is true if either input is true but not if both inputs are true.The truth table would be as shown in Table 30.8.
 This is written as A+B, which means it is NOT A+B. This could be described as the inverted form of A+B. ●XOR operationThe exclusive OR expression produces a TRUE result only when one of theinputs is TRUE and the other is FALSE. If they are both TRUE it returns aFALSE result. It can be used to carry out bitwise operations and to createan adder in logic circuits. There is an example of this in the next chapter. The truth table would be as shown in Table 30.9.
 Inputs OutputAB Q00 0 01 110 111 0T able 30.9 Truth table for XORThis is written as Q = A ⊕B, which means Q is true when either A or B are true, but not when both are true.
 ●Simplifying Boolean expressionsWhen using Boolean expressions it is good practice to reduce the expression into its simplest form. As Boolean algebra is used to create logicgates, simplifying the expressions also simplifies the actual circuit that willbe built, reducing the number of components needed, which in turn willmake the circuit cheaper to make, more efficient in operation and morereliable as fewer gates are being used.To help visualise the process for ensuring that Boolean expressions are in their simplest form you can run it through a truth table. For example, takethe expression A.B+A. The values of A can be 0 or 1 and the values of Bcan be 0 or 1 leading to four possible inputs: 00, 01, 10, 11.
 The first part of the statement is A.B so the result is true when A and B = 1.
 The truth table would look like Table 30.10.SIMPLIFYING BOOLEAN EXPRESSIONS251Next we look at the +A part of the expression, which means OR A in Boolean expressions. This means that (A.B)+A will be true when A and B is 1 or A is 1.AB A .B000 010100111Table 30.10 Truth table for A AND BA B A.B (A.B)+A00 0 0 10 0 101 0 011 1 1Table 30.11 Truth table for (A.B)+A Looking at the final column of Table 3.11 you can see that (A.B)+A is only true when A is true. Therefore the expression can be reduced to A: (A.B)+A = AAn expression may be made up of many variables, usually referenced as letters (A, B, C etc) each of which can produce a result of 0 or 1. This can lead to the creation of complex Boolean expressions. Therefore rules have been developed as a method of simplifying expressions. Table 30.12 shows the common rules associated with what are known as Boolean identities. In this section we will look at how the rules can be used to simplify an expression. Note that De Morgan’s Law is covered separately in the next section. Table 30.12 Common rules associated with Boolean identitiesIdentity name AND form OR form Identity A.1 = A A+0 = ANull (or Dominance) Law A.0 = 0 A+1 = 1 Idempotence Law A.A = A A+A = AInverse Law A.A = 0 A+A = 1 Commutative Law A.B = B.A A+B = B+Associative Law (A.B).C = A.(B.C) (A+B)+C = A+(B+C) Distributive Law A+B.C = (A+B).(A+C) A.(B+C) = A.B+A.CAbsorption Law A.(A+B) = A A+A.B = ADe Morgan’s Law (A.B) = A+B (A+B) = A.B Double Complement Law A = A252  30 Boolean algebraTable 30.13 Explanations of the main identities and rulesA.B = B.A The order in which two variables are ANDed makes no differenceA+B = B+A The order in which two variables are ORed makes no differenceA.0 = 0 A variable ANDed with 0 equals 0 A+1 = 1 A variable ORed with 1 equals 1A+0 = A A variable ORed with 0 equals the variable A.1 = A A variable ANDed with 1 equals the variableA.A = A A variable ANDed with itself equals the variable A+A = A A variable ORed with itself equals the variableA.A = 0 A variable ANDed with its inverse equals 0 A+A = 1 A variable ORed with its inverse equals 1 A = A A variable that is double inversed equals the variable (A.B).C = A.(B.C) It makes no difference how the variables are grouped together when ANDed (A+B)+C = A+(B+C) It makes no difference how the variables are grouped together when ORed A.(B+C) = A.B+A.C The expression can be distributed or factored out, meaning that variables can be moved in and out of brackets either side of the expression. In English this expression would be A AND (B OR C) = (A AND B) OR (A AND C). The rules can be used to simplify expressions. A+A.B = A This means A OR (A AND B) = A and can be proved by looking at the truth table (Table 30.11) above.To use an example with an inverse: A+ A.B = A+B This means that A OR (NOT A AND B) = A OR B. It could be proved that this is true by drawing out a truth table for the two expressions. Alternatively this can be deduced by logical reasoning: ●Suppose that A is 1, then A+ A.B will be 1.
 ●On the other hand, suppose that A is 0. Then A+ A.B will only evaluate to1 if A.B is 1, which will only be true if B is 1.
 ●So, A+ A.B = 1 when A = 1 or when B = 1, hence it is equivalent to A+B.To use an example that uses distribution: (A+B).(A+C) = A+B.C This means (A OR B) AND (A OR C) is the same as A OR (B AND C). This can be achieved by factoring out the A.
 The more complex example below shows the stages that you might go through to simplify an expression: (A+B).C. C+(A+ A).BStarting with the first part of the expression (A+B).C. C: (A+B).0 Any value ANDed with its inverse = 00 Any value ANDed with 0 = 0DE MORGAN’S LAW253Now taking the second part of the expression (A+ A).B: (A+A) Any value ORed with its inverse = 1.B Any value ANDed with 1 is the variable = BSo putting both parts of the expression together we get 0+B. When you OR a variable with 0 you get the variable so the answer is B. Therefore we can say that the simplified expression of (A+B).C.
 C+(A+ A).B is B. ●De Morgan’s LawDe Morgan’s Law  is another way of simplifying Boolean statementsby invert ing all the variables, changing ANDs to OR and ORs to ANDs and then inverting the whole expression. One application is to simplifystatements so that only NAND or NOR gates are used. This makes it muchsimpler to create logic gates and circuits, which in turn makes it easierto design and build microprocessors. For example, solid state drives aremade up of NAND gates.In simple terms this means that ANDs can replace ORs and ORs can replace ANDs. This works as long as the rest of the expression is changed,or negated to take account of this.
 The basic principles are: ●Rule 1: NOT (A AND B) is the same as (NOT A) OR (NOT B)●Rule 2: NOT (A OR B) is the same as (NOT A) AND (NOT B)In a lgebraic notation: ●Rule 1: A.B is the same as A+B●Rule 2: A+B is the same as A.B The Venn diagram in Figure 30.1 shows the concept. The area outside the Venn diagram is X. We can define X as being: ●NOT in A+B and●NOT in A and also NOT in B.AAB B + Figure 30.1 Venn diagram representing NOT (A and B)KEYWORDDe Morgan’s Law: a process for  simplifying Boolean expressions This could be written as follows: X = A+BX = A.B A.B = A+B254  30 Boolean algebraWhen using De Morgan’s Law to write Boolean expressions, the following steps must be taken: ●You can only apply De Morgan’s Law to one operator at a time.
 ●If the operator is an OR change it to an AND, and vice versa.
 ●Invert the terms on either side of the operator.
 ●Invert the entire expression.
 For example, Figure 30.2 shows how to simplify the expression: A+ A.B.A + A  B ApplyDe Morgan's Law to this operatorApplyDe Morgan's Law to this operator= ======A + A + B A + A + B A  A + B A  (A + B)A  A + A B O + A BA B Figure 30.2 Applying De Morgan’s Law This can also be shown by a truth table: AB A B A.B A+A.B A+A.B 0011 1 1 0110 0 0 1 10010 1 0 1100 0 1 0The final column of the truth table only has a 1 in the row where A = 0 and B = 1, therefore the result obtained using De Morgan’s Law is confirmed by the truth table, i.e. that the expression is equivalent to A.B. Practice questions can be found at the end of the section on page 264.
 TASKS1 Write an example of a Boolean expression and draw the  corresponding truth table for each of the following expressions.
 a)ANDb)OR c)NOTd)NOR e)NANDf)XOR2 Write an example of a Boolean expression for a real-life situation where you could use any combination of: a)ANDb)OR c)NOT3 Give an example of where you could use the following Boolean  expressions.
 a)NANDb)NOR c)XORDE MORGAN’S LAW2554 Simplify the following expressions. a)(A+¯A).Bb)(A+B)+B    c )A.(B+B) d)B.(A+B) e)A.B.C+ A.B5 What are the principles of De Morgan’s Law?  STUDY / RESEARCH TASKS1 Use Venn diagrams to represent each of the six main expressions.
 2 Research the relationship between the NAND expression and solid  state drives.3 Research the relationship between the NOR expression and CMOS.
 4 How is Boolean logic applied to web searching?5 Set yourself some Boolean expressions and then go through the process of simplifying them, using De Morgan’s Law where necessary.KEY POINTS•Boolean algebra returns avalues  that is either TRUE orFALSE. •Truth tables are a visualmethod of showing the resultsof a Boolean expression. •You need to know how toconstr uct AND, OR, NOT,NAND, NOR and XORstatements and combinethem to create more complexexpressions. •You should always try tocreate Boolean expressions in their simplest form.
 •De Morgan’s Law is a methodthat can be used to simplify Boolean algebra expressions.
User: Make the following text more clear.
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This is for AQA A(S)-Level Computer Science. I repeat, do not alter the words as it could have an effect on the marks acquired from the marking scheme.
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3.6.4 Logic gates
Content
Additional information
Construct truth tables for the following logic gates:
NOT
AND
OR
XOR
NAND
NOR.
Students should know and be able to use ANSI/IEEE standard 91-1984 Distinctive shape logic gate symbols for these logic gates.
Be familiar with drawing and interpreting logic gate circuit diagrams involving one or more of the above gates.
Complete a truth table for a given logic gate circuit.
Write a Boolean expression for a given logic gate circuit.
Draw an equivalent logic gate circuit for a given Boolean expression.
Recognise and trace the logic of the circuits of a half-adder and a full-adder.
Construct the circuit for a half-adder.
Be familiar with the use of the edge-triggered D-type flip-flop as a memory unit.
Knowledge of internal operation of this flip-flop is not required.

3.6.5 Boolean algebra
Content
Additional information
Be familiar with the use of Boolean identities and De Morgan’s laws to manipulate and simplify Boolean expressions.


You MUST make sure they are ALL met. Everything it says on there you should meet.
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{
"chapter": (int),
"page": (int),
"chapter_name": (str),
"topics": (list)
}

User: And these are the available exam questions, with 'des' explaining what it's about, and 'fil' meaning the Question ID.
{'S6$.4': [{'index1': '|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.4 | S6$.5', 'index5': '|', 'index6': 'Q23S207p1', 'qid': 'Q23S207p1', 'des': 'Complete truth table; logic circuit; Boolean expression for logic circuit', 'index7': '', 'marks': '5 marks', 'time': '6', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'Q23S207P1', 'year': 2023, 'res': '', 'flag1': 0}, {'index1': '|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.4', 'index5': '|', 'index6': 'QS17S25B', 'qid': 'QS17S25B', 'des': 'Truth table; Boolean expression', 'index7': '', 'marks': '3 marks', 'time': '4', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'QS17S25B', 'year': 2017, 'res': '', 'flag1': 1}, {'index1': '|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.4', 'index5': '|', 'index6': 'QS1726B', 'qid': 'QS1726B', 'des': 'Draw circuit for Boolean expression', 'index7': '', 'marks': '4 marks', 'time': '4', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'QS1726B', 'year': 2017, 'res': '', 'flag1': 0}, {'index1': '|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.4 | S6$.5', 'index5': '|', 'index6': 'QS17L24A', 'qid': 'QS17L24A', 'des': 'Circuit; expression', 'index7': '', 'marks': '5 marks', 'time': '8', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'QS17L24A', 'year': 2017, 'res': '', 'flag1': 1}, {'index1': '|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.4', 'index5': '|', 'index6': 'QS17S25A', 'qid': 'QS17S25A', 'des': 'NAND; truth table', 'index7': '', 'marks': '1 marks', 'time': '1', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'QS17S25A', 'year': 2017, 'res': '', 'flag1': 1}, {'index1': '|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.4', 'index5': '|', 'index6': 'Q20S205p2', 'qid': 'Q20S205p2', 'des': 'Draw logic circuit equivalent to XOR gate using AND OR NOT gates', 'index7': '', 'marks': '3 marks', 'time': '4', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'Q20S205P2', 'year': 2020, 'res': '', 'flag1': None}, {'index1': '|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.4', 'index5': '|', 'index6': 'QS19S26p02', 'qid': 'QS19S26p02', 'des': 'Draw logic circuit from description', 'index7': '', 'marks': '3 marks', 'time': '4', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'QS19S26P02', 'year': 2019, 'res': '', 'flag1': 1}], 'S6$.5': [{'index1': '|A$|', 'index2': '|3$|', 'index3': '1$', 'index4': 'S6$.5', 'index5': '|', 'index6': 'QS18L210', 'qid': 'QS18L210', 'des': 'Boolean algebra simplification; proof', 'index7': '', 'marks': '4 marks', 'time': '4', 'ttext': 'Theory of computing', 'fld': 'AA_COM', 'fil': 'QS18L210', 'year': 2018, 'res': '', 'flag1': 1}, {'index1': '|A$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.5', 'index5': '|', 'index6': 'Q22S207p5', 'qid': 'Q22S207p5', 'des': 'Simplify Boolean expression', 'index7': '', 'marks': '4 marks', 'time': '5', 'ttext': 'Theory of computing', 'fld': 'AA_COM', 'fil': 'Q22S207P5', 'year': 2023, 'res': '', 'flag1': None}, {'index1': '|C.E$|', 'index2': '|1$|', 'index3': '3$', 'index4': 'S6$.5 | L6$.5', 'index5': '|', 'index6': 'QW10202', 'qid': 'QW10202', 'des': "Boolean algebra; De Morgan's", 'index7': '', 'marks': '3 marks', 'time': '3', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'QW10202', 'year': 2010, 'res': '', 'flag1': 0}, {'index1': '|C.D$|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.5', 'index5': '|', 'index6': 'QS17L24C', 'qid': 'QS17L24C', 'des': 'Simplification', 'index7': '', 'marks': '4 marks', 'time': '6', 'ttext': 'Processor | Logic and logic gates', 'fld': 'AA_COM', 'fil': 'QS17L24C', 'year': 2017, 'res': '', 'flag1': 1}, {'index1': '|C.A$|', 'index2': '|1$|', 'index3': '2$', 'index4': 'S6$.5', 'index5': '|', 'index6': 'QS18S29p04', 'qid': 'QS18S29p04', 'des': 'Simplify Boolean expression; De Morgan', 'index7': '', 'marks': '4 marks', 'time': '4', 'ttext': 'Internal components', 'fld': 'AA_COM', 'fil': 'QS18S29P04', 'year': 2018, 'res': '', 'flag1': 1}, {'index1': '|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.5', 'index5': '|', 'index6': 'Q23S207p3', 'qid': 'Q23S207p3', 'des': 'Simplify Boolean expression; De Morgan', 'index7': '', 'marks': '4 marks', 'time': '5', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'Q23S207P3', 'year': 2023, 'res': '', 'flag1': 0}, {'index1': '|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.5', 'index5': '|', 'index6': 'QS17S25C', 'qid': 'QS17S25C', 'des': 'Simplification; expression', 'index7': '', 'marks': '4 marks', 'time': '5', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'QS17S25C', 'year': 2017, 'res': '', 'flag1': 1}, {'index1': '|C.E$|', 'index2': '|2$|', 'index3': '2$', 'index4': 'S6$.5', 'index5': '|', 'index6': 'QS19S26p04', 'qid': 'QS19S26p04', 'des': "Boolean algebra simplification; De Morgan's laws", 'index7': '', 'marks': '4 marks', 'time': '5', 'ttext': 'Logic and logic gates', 'fld': 'AA_COM', 'fil': 'QS19S26P04', 'year': 2019, 'res': '', 'flag1': 1}]}

User: These are the content of said exam questions, these are the ONLY exam questions, you will use these later, delivered in form 'fil', JSON: {'Q23S207P1': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="questiona">(a)&emsp;&nbsp;The figure below shows a circuit diagram.</p>\r\n<p class="graph"><img src="AA_COM/Q23S207P1_files_Q/img01.jpg"/>&nbsp;</p>\r\n<p class="indent2new">Complete the truth table below for the circuit shown in the figure above.</p>\r\n<p class="bottom">&nbsp;</p>\r\n<table class="data-table left2">\r\n\t<tr>\r\n\t\t<td class="col-2"><p class="padded"><b>A</b></p></td>\r\n\t\t<td class="col-2"><p class="padded"><b>B</b></p></td>\r\n\t\t<td class="col-2"><p class="padded"><b>C</b></p></td>\r\n\t\t<td class="col-3"><p class="padded"><b>L</b></p></td>\r\n\t\t<td class="col-2"><p class="padded"><b>M</b></p></td>\r\n\t\t<td class="col-3"><p class="padded"><b>N</b></p></td>\r\n\t\t<td class="col-2"><p class="padded"><b>X</b></p></td>\r\n\t\t<td class="col-3"><p class="padded"><b>Y</b></p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">0</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-2"><p class="padded">1</p></td>\r\n\t\t<td class="col-2"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n</table>\r\n<p class="mark">(3)</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1">(b)&emsp;&nbsp;Using the figure above, write a Boolean expression for output <b>Y</b> in terms of inputs <b>A</b>, <b>B</b>&nbsp;and&nbsp;<b>C</b>.</p>\r\n<p class="indent2new answer-toggle"><b>Y</b> =&nbsp;&nbsp;_______________________________________________________________</p>\r\n<p class="mark">(2)</p>\r\n<p class="mark">(Total 5 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="questiona">(a)&emsp;&nbsp;<b>Marks are for AO2 (application)</b></p>\r\n<p class="indent2new"><b>1 mark</b> for each highlighted column L, N and Y completed correctly.</p>\r\n<p class="indent2new"><img src="AA_COM/M23S207P1_files_M/img01.jpg"/>&nbsp;</p>\r\n<p class="indent2new"><b>A</b>. Follow through for Y if column N is completed incorrectly.</p>\r\n<p class="levelms">3</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1 indentright">(b)&emsp;&nbsp;<b>Marks are for AO2 (application)</b></p>\r\n<p class="indent2new"><b>2 marks:</b> <img class="vert-middle" src="AA_COM/M23S207P1_files_M/img02.jpg"/></p>\r\n<p class="indent2new">//</p>\r\n<p class="indent2new"><b>1 mark</b> for one of the following somewhere in the expression:</p>\r\n<p class="indent2 m-t-0">&#149;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img src="AA_COM/M23S207P1_files_M/img03.jpg"/> <b>I.</b> presence / absence of brackets around <img class="vert-middle" src="AA_COM/M23S207P1_files_M/img04.jpg"/></p>\r\n<p class="indent2 m-t-0">&#149;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img class="vert-middle" src="AA_COM/M23S207P1_files_M/img05.jpg"/></p>\r\n<p class="indent2 m-t-0">&#149;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<img class="vert-middle" src="AA_COM/M23S207P1_files_M/img06.jpg"/></p>\r\n<p class="indent2new"><b>Note:</b> If using a different algebraic notation refer to team leader.</p>\r\n<p class="levelms">2</p>\r\n<p class="mark">[5]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="questiona">(a)&emsp;&nbsp;This truth table question was well answered with over three-quarters of students gaining full marks. Some students incorrectly completed the L column (A XOR B) with the most common incorrect response being for A NOR B. However, these students often went on to complete the N and Y columns correctly, as they were not dependent on the output from the XOR gate (column L).</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1">(b)&emsp;&nbsp;Students were asked to write a Boolean expression for part of the logic circuit diagram (output Y). This was well answered with 60% of students scored both marks, although over 7% did not attempt the question.</p>\r\n<p class="indent2new">It is worth noting that this year we accepted responses written using AND, OR and XOR, but in future it is expected that students will write Boolean expressions with the syntax used in AQA examination papers: ∙ (AND), + (OR), &#10753; (XOR) and overbar (NOT).</p></h5>', 'notes': '', 'resources': ''}, 'QS17S25B': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Complete the truth table below to prove that <b>A +</b> <img class="vert-middle vert-up-1" src="AA_COM/QS17S25B_files_Q/overlineb.jpg"/> is equivalent to <img src="AA_COM/QS17S25B_files_Q/img01.jpg"/></p></p>\r\n<p class="bottom">&nbsp;</p>\r\n<table class="data-table left1">\r\n\t<tr>\r\n\t\t<td class="col-3"><p class="padded"><b>A</b></p></td>\r\n\t\t<td class="col-3"><p class="padded"><b>B</b></p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-3"><p class="padded">0</p></td>\r\n\t\t<td class="col-3"><p class="padded">0</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-3"><p class="padded">0</p></td>\r\n\t\t<td class="col-3"><p class="padded">1</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-3"><p class="padded">1</p></td>\r\n\t\t<td class="col-3"><p class="padded">0</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-3"><p class="padded">1</p></td>\r\n\t\t<td class="col-3"><p class="padded">1</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3"><p class="padded">&nbsp;</p></td>\r\n\t</tr>\r\n</table>\r\n<p class="mark">(Total 3 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question indentright"><b>Marks are for AO2 (apply)</b></p>\r\n<p class="bottom">&nbsp;</p>\r\n<table class="data-table left1">\r\n\t<tr>\r\n\t\t<td class="col-3 vert-top"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">&nbsp;</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded comp-top font12"><b>1</b></p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded comp-top font12"><b>2</b></p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded comp-top font12"><b>3</b></p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded comp-top font12"><b>4</b></p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded comp-top font12"><b>5</b></p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-3 vert-top"><p class="padded"><b>A</b></p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded"><b>B</b></p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded"><img class="vert-middle vert-up-1" src="AA_COM/MS17S25B_files_M/overlineb.jpg"/></p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded"><b>A + </b><img class="vert-middle vert-up-1" src="AA_COM/MS17S25B_files_M/overlineb.jpg"/></p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded"><img class="vert-middle vert-up-1" src="AA_COM/MS17S25B_files_M/overlinea.jpg"/></p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded"><img class="vert-middle vert-up-1" src="AA_COM/MS17S25B_files_M/overlinea.jpg"/> &#8226; <b>B</b></p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded"><img class="vert-middle vert-up-1" src="AA_COM/MS17S25B_files_M/img01.jpg"/></p></td>\r\n\t</tr>\r\n\t<tr>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t</tr>\r\n\t\r\n\t<tr>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t</tr>\r\n\t\r\n\t<tr>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t</tr>\r\n\t\r\n\t<tr>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">0</p></td>\r\n\t\t<td class="col-3 vert-top"><p class="padded">1</p></td>\r\n\t</tr>\r\n</table></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Mark as follows:</b></p>\r\n<p class="indent1new indentright m-t-0"><b>1 mark</b> for column 1 and 3 correct</p>\r\n<p class="indent1new indentright m-t-0"><b>1 mark</b> for column 4 correct</p>\r\n<p class="indent1new indentright m-t-0"><b>1 mark</b> for columns 2 and 5 correct and identical</p>\r\n<p class="indent1new indentright"><b>I</b>. order of columns</p>\r\n<p class="mark">[3]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Most students were able to secure some marks on the truth table with over half securing full marks. Where marks were dropped students tended to not follow a logical sequence of steps to calculate NOT B, then NOT A, leading to A OR (NOT B), (NOT A) AND B and then finally NOT ((NOT A) AND B).</p></h5>', 'notes': '', 'resources': ''}, 'QS1726B': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Represent the Boolean equation <img class="vert-down-1" src="AA_COM/QS1726B_files_Q/img01.jpg"/> in the form of a logic circuit by drawing a diagram.</p>\r\n<p class="graph"><img src="AA_COM/QS1726B_files_Q/img02.jpg"/>&nbsp;</p>\r\n<p class="mark">(Total 4 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question indentright">&nbsp;</p>\r\n<p class="indent1new indentright m-t-0"><img src="AA_COM/MS1726B_files_M/img01.jpg"/>&nbsp;</p>\r\n<p class="indent1new indentright">1 mark - inputs A and B connected to AND gate</p>\r\n<p class="indent1new indentright m-t-0">1 mark - inputs A and NOT B connected to AND gate</p>\r\n<p class="indent1new indentright m-t-0">1 mark - NOT gates after AND gates</p>\r\n<p class="indent1new indentright m-t-0">1 mark - output of NOT gates into OR gate and connected to Q (allow mark if NOT gate(s) missing)</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Alternative using NAND gates:</b></p>\r\n<p class="indent1new indentright"><img src="AA_COM/MS1726B_files_M/img02.jpg"/>&nbsp;</p>\r\n<p class="indent1new indentright">1 mark - inputs A and B connected to NAND gate</p>\r\n<p class="indent1new indentright m-t-0">1 mark - input B connected to NOT gate</p>\r\n<p class="indent1new indentright m-t-0">1 mark - inputs A and NOT B connected to NAND gate</p>\r\n<p class="indent1new indentright m-t-0">1 mark - output of NAND gates into OR gate and connected to Q (allow mark if NAND gates are drawn as AND gates)</p>\r\n<p class="mark">[4]</p></h5>', 'examinerreport': '', 'notes': '', 'resources': ''}, 'QS17L24A': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">A computer process, X, can only start executing once processes A and B have finished executing and either communication channel C or communication channel D or both are available to use.</p>\r\n<p class="indent1new">The states of processes and communication channels can be read using the following Boolean variables:</p>\r\n<p class="indent1">&#8226;&emsp;&emsp;&nbsp;<b>A</b> is set to TRUE if process A has completed and FALSE if process A is still running.</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;<b>B</b> is set to TRUE if process B has completed and FALSE if process B is still running.</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;<b>C</b> is set to TRUE if communication channel C is available and FALSE if it is not available.</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;<b>D</b> is set to TRUE if communication channel D is available and FALSE if it is not available.</p>\r\n<p class="indent1new">The Boolean variable <b>X</b> should be set to TRUE if the values of the variables <b>A</b>, <b>B</b>, <b>C</b> and <b>D</b> indicate that process X can start and to FALSE if they indicate that process X cannot start yet.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1">(a)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Draw a logic circuit that will represent the logic of the system described above for the inputs <b>A</b>, <b>B</b>, <b>C</b> and <b>D</b> and the output X.</p>\r\n<p class="graph"><img src="AA_COM/QS17L24A_files_Q/img01.jpg"/>&nbsp;</p>\r\n<p class="mark">(3)</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1">(b)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Write a Boolean expression to represent the logic used to start process X.</p>\r\n<p class="indent2new"><b>X =</b><span class="answer-toggle">________________________________________________________________</span></p>\r\n<p class="mark">(2)</p>\r\n<p class="mark">(Total 5 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="questiona indentright">(a)&emsp;&nbsp;<b>All marks AO2 (apply)</b></p>\r\n<p class="indent2new m-t-s"><img src="AA_COM/MS17L24A_files_M/img01.jpg"/>&nbsp;</p>\r\n<p class="indent2new indentright"><b>1 mark:</b> inputs A and B connected to an AND gate;</p>\r\n<p class="indent2new indentright m-t-0"><b>1 mark:</b> inputs C and D connected to an OR gate;</p>\r\n<p class="indent2new indentright m-t-0"><b>1 mark:</b> output of an AND gate (but not the same one as connected to inputs A&nbsp;and&nbsp;B) connected to X;</p>\r\n<p class="indent2new indentright"><b>MAX 2</b> if circuit does not fully represent the logic of the system OR the circuit diagram contains any errors</p>\r\n<p class="levelms">3</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1 indentright">(b)&emsp;&nbsp;<b>All marks AO2 (apply)</b></p>\r\n<p class="indent2new indentright">X = A &#8226; B &#8226; (C + D)</p>\r\n<p class="indent2new indentright m-t-0"><b>1 mark:</b> either A &#8226; B or C + D somewhere in an incorrect expression</p>\r\n<p class="indent2new indentright m-t-0"><b>2 marks:</b> fully correct expression</p>\r\n<p class="indent2new indentright m-t-0"><b>A</b>. A logically equivalent expression for <b>2 marks</b></p>\r\n<p class="levelms">2</p>\r\n<p class="mark">[5]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="questiona">(a)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;This question part was well tackled with over three quarters of students drawing a fully correct logic circuit. If students make a mistake whilst drawing a logic circuit and they cannot correct it in a clear way then they are advised to redraw it on a new sheet of paper as it can be difficult to discern what type of gate the student had drawn if, for example, an AND gate is drawn on top of an OR gate.</p>\r\n<p class="indent1">(b)&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;This question part was well tackled. Students need to be aware of the significance of brackets as the expression (A.B).(C+D) is not logically equivalent to A.B.C+D as the AND (.) operation has a higher order of precedence than OR (+). Three quarters of students achieved both available marks.</p></h5>', 'notes': '', 'resources': ''}, 'QS17S25A': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question-mid"><img src="AA_COM/QS17S25A_files_Q/img01.jpg"/>&nbsp;</p>\r\n<p class="indent1new">What is the name of the logic gate represented by the truth table and symbol shown above?</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="mark">(Total 1 mark)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question indentright"><b>Mark is for AO1 (knowledge)</b></p>\r\n<p class="indent1new indentright">NAND;</p>\r\n<p class="indent1new indentright"><b>A</b>. NOT AND</p>\r\n<p class="mark">[1]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">The majority of students were able to correctly identify the NAND symbol.</p></h5>', 'notes': '', 'resources': ''}, 'Q20S205P2': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">A XOR B can be implemented as a logic circuit without using an XOR gate.</p>\r\n<p class="indent1new">Using <b>only</b> AND, OR and NOT gates draw a circuit that will produce an output <b>Q</b> which is logically equivalent to <b>A XOR B</b>.</p>\r\n<p class="graph"><img src="AA_COM/Q20S205P2_files_Q/img01.jpg"/></p>\r\n<p class="mark">(Total 3 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question"><b>3 marks are for AO2 (apply)</b></p>\r\n<p class="indent1new indentright m-b-0"><b>1 mark</b> for getting Part 1 <b>or</b> Part 2 correct on any of the three diagrams.</p>\r\n<p class="indent1new indentright m-t-0 m-b-0"><b>1 mark</b> for getting <b>corresponding</b> Part 1 <b>or</b> Part 2 correct on the same diagram.</p>\r\n<p class="indent1new indentright m-t-0"><b>1 mark</b> for getting <b>corresponding</b> Part 3 correct on the same diagram.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright m-b-0"><b>MAX 2</b> if not fully correct</p>\r\n<p class="indent1new indentright m-t-0 m-b-0">Mark response against diagram that will give the highest mark.</p>\r\n<p class="indent1new indentright m-t-0">Mark point 3 can only be awarded if at least one other mark point has been awarded.</p>\r\n<p class="indent1new indentright m-t-0">Alternative Diagram 1</p>\r\n<p class="indent1new indentright"><img class="vert-middle" src="AA_COM/M20S205P2_files_M/img01.jpg"/></p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright">Alternative Diagram 2</p>\r\n<p class="indent1new indentright"><img class="vert-middle" src="AA_COM/M20S205P2_files_M/img02.jpg"/></p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright">Alternative Diagram 3</p>\r\n<p class="indent1new indentright"><img class="vert-middle" src="AA_COM/M20S205P2_files_M/img03.jpg"/></p>\r\n<p class="mark">[3]</p></h5>', 'examinerreport': '', 'notes': '', 'resources': ''}, 'QS19S26P02': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">A factory has a machine for filling bottles on a conveyor belt.</p>\r\n<p class="indent1">&#8226;&emsp;&emsp;&nbsp;Q represents the signal to move the conveyor belt on. When Q is set to true the belt will move on.</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;A is a sensor which outputs true if a bottle is present.</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;B is a sensor which outputs true if a bottle is full.</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;C is a sensor which outputs true if a bottle is correctly positioned.</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;D is a sensor which outputs true if the next section has a bottle in it.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new">The conveyor belt is able to move if both of these conditions are true:</p>\r\n<p class="indent1">&#8226;&emsp;&emsp;&nbsp;a bottle is full and correctly positioned or there is no bottle present</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;there is no bottle in the next section.</p>\r\n<p class="indent1new">In the box below, draw a logic circuit for the machine.</p>\r\n<p class="graph"><img src="AA_COM/QS19S26P02_files_Q/img01.jpg"/>&nbsp;</p>\r\n<p class="mark">(Total 3 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question"><b>Marks are for AO2 (apply)</b></p>\r\n<p class="indent1new"><b>Mark as follows</b></p>\r\n<p class="indent1new"><b>1 mark</b> for B and C into AND gate</p>\r\n<p class="indent1new m-t-0"><b>1 mark</b> for the result of B and C (<b>I.</b> incorrect gate) as one input and a NOT gated A as a second input to an OR gate</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new m-t-0"><b>1 mark</b> D connected to NOT gate and output of this to an AND gate, the results of A, B and C (<b>I.</b> previously incorrect gates) as the other input, with the output going into Q</p>\r\n<p class="indent1new"><b>Max 2</b> if not fully correct</p>\r\n<p class="indent1new"><img src="AA_COM/MS19S26P02_files_M/img01.jpg"></p>\r\n<p class="mark">[3]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">There were a lot of successful answers to this question part. Where students did not achieve high marks, the most common mistake was missing NOT gate symbols. Some students struggle to clearly differentiate when drawing AND and OR gates symbols. More conscientious students labelled the symbols as well which, on some occasions, allowed marks to be given which otherwise may not have been.</p></h5>', 'notes': '', 'resources': ''}, 'QS18L210': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Using the laws of Boolean algebra, show that:</p>\r\n<p class="graph"><img src="AA_COM/QS18L210_files_Q/img01.jpg"/>&nbsp;</p>\r\n<p class="indent1new">You <b>must</b> show your working.</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="mark">(Total 4 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question indentright">All marks AO2 (apply)</p>\r\n<p class="indent1new indentright">Award up to four marks for the working shown, but <b>Max 3</b> if the response does not show that (A + B) ∙ (B + C ∙ (D + D&#773;)) = A ∙ C + B</p>\r\n<p class="indent1new indentright"><b>1 mark</b> for each application of an identity or theorem that produces an expression that is logically equivalent to the original expression but uses fewer logical operators.</p>\r\n<p class="indent1new indentright m-t-0"><b>1 mark</b> for a successful application of the distribution law – only one mark, regardless of how many times this has been applied</p>\r\n\r\n<p class="indent1new indentright">Continue marking until an incorrect step is encountered. If a student misses out some steps but does not make an error then continue marking.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Example Solution 1</b></p>\r\n<p class="bottom">&nbsp;</p>\r\n<table class="data-table left1">\r\n\t<tr>\r\n\t\t<td class="col-10 vert-top no-border">\r\n\t\t\t<p class="padded text-left">(A + B) &#8901; (B + C &#8901; (D + D&#773;))</p>\r\n\t\t\t<p class="padded text-left m-t-0">= (A + B) &#8901; (B + C &#8901; 1)</p>\r\n\t\t\t<p class="padded text-left m-t-0">= (A + B) &#8901; (B + C)</p>\r\n\t\t\t<p class="padded text-left m-t-0">= A &#8901; B + A &#8901; C + B &#8901; B + B &#8901; C</p>\r\n\t\t\t<p class="padded text-left m-t-0">= A &#8901; B + A &#8901; C + B + B &#8901; C</p>\r\n\t\t\t<p class="padded text-left m-t-0">= A &#8901; B + A &#8901; C + B</p>\r\n\t\t\t<p class="padded text-left m-t-0">= A &#8901; C + B</p>\r\n\t\t</td>\r\n\t\t<td class="col-14 vert-top no-border">\r\n\t\t\t<p class="padded text-left">&nbsp;</p>\r\n\t\t\t<p class="padded text-left m-t-0">By identity X + X&#773; = 1</p>\r\n\t\t\t<p class="padded text-left m-t-0">By identity X &#8901; 1 = X</p>\r\n\t\t\t<p class="padded text-left m-t-0">Using distribution law</p>\r\n\t\t\t<p class="padded text-left m-t-0">By identity X &#8901; X = X</p>\r\n\t\t\t<p class="padded text-left m-t-0">By redundancy theorem X + X &#8901; Y = X</p>\r\n\t\t\t<p class="padded text-left m-t-0">By redundancy theorem X + X &#8901; Y = X</p>\r\n\t\t</td>\r\n\t</tr>\r\n</table></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Example Solution 2</b></p>\r\n<p class="bottom">&nbsp;</p>\r\n<table class="data-table left1">\r\n\t<tr>\r\n\t\t<td class="col-11 vert-top no-border">\r\n\t\t\t<p class="padded text-left">(A + B) &#8901; (B + C &#8901; (D + D&#773;))</p>\r\n\t\t\t<p class="padded text-left m-t-0">= (A + B) &#8901; (B + C &#8901; 1)</p>\r\n\t\t\t<p class="padded text-left m-t-0">= (A + B) &#8901; (B + C)</p>\r\n\t\t\t<p class="padded text-left m-t-0">= A &#8901; C + B</p>\r\n\t\t</td>\r\n\t\t<td class="col-15 vert-top no-border">\r\n\t\t\t<p class="padded text-left">&nbsp;</p>\r\n\t\t\t<p class="padded text-left m-t-0">By identity X + X&#773; = 1</p>\r\n\t\t\t<p class="padded text-left m-t-0">By identity X &#8901; 1 = X</p>\r\n\t\t\t<p class="padded text-left m-t-0">Using distribution law (<u>this jump is worth 2&nbsp;marks</u>)</p>\r\n\t\t</td>\r\n\t</tr>\r\n</table>\r\n<p class="mark">[4]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">This is the first time that students have been asked to produce a proof that two Boolean expressions are equivalent. It was well tackled, with over 40% of students achieving full marks. A common mistake was to believe that D + D&#773; = 0.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new">Some responses were difficult to mark as the way that students laid them out made it unclear what order they had done things in. It is particularly important when presenting a proof that the examiner can see what steps the student took and in what order these were made. In other responses, students would miss out steps, making jumps in their working that were not convincing enough to be a proof.</p></h5>', 'notes': '', 'resources': ''}, 'Q22S207P5': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Using the rules and identities of Boolean algebra, simplify the following Boolean expression.</p>\r\n<p class="graph"><img src="AA_COM/Q22S207P5_files_Q/img01.jpg"/>&nbsp;</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">Answer ________________________________________________________________</p>\r\n<p class="mark">(Total 4 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question"><b>Marks are for AO2 (application)</b></p>\r\n<p class="indent1new indentright"><b>Marking guidance for examiners</b></p>\r\n<p class="indent1">&#8226;&emsp;&emsp;&nbsp;Award marks for working out until an incorrect step has been made.</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;If, in any one step, a candidate is simplifying different parts of an expression simultaneously award all relevant marks for this multiple stage but don&#x2019;t award any further marks for working in any parts simplified incorrectly. For example, if the expression P.P.(P+Q) + P.P.1 was changed to P.(P+Q)+P.0, the candidate would get one mark for simplifying the first part to P.(P+Q) and could get further marks for correctly simplifying this part of the expression further but should not be awarded marks for simplifying the incorrectly changed part P.0 (ie to 0).</p>\r\n<p class="indent1new indentright"><b>1 mark</b> for final answer of <img class="vert-middle vert-up-1" src="AA_COM/M22S207P5_files_M/img01.jpg"/>;</p>\r\n<p class="indent1new indentright"><b>3 marks</b> for working</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>MAX 3</b> for working. Award up to two marks for applying each of the three techniques (one mark per application) to produce a simpler expression.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1">&#8226;&emsp;&emsp;&nbsp;Applying De Morgan&#x2019;s Theorem.</p>\r\n<p class="indent1">&#8226;&emsp;&emsp;&nbsp;Multiply and/or factorise brackets.</p>\r\n<p class="indent1">&#8226;&emsp;&emsp;&nbsp;Using a law or identity.</p>\r\n<p class="indent1new indentright"><b>Note:</b> A simpler expression is one that is logically equivalent to the original expression but uses fewer logical operators.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Example 1:</b></p>\r\n<p class="indent1new"><img src="AA_COM/M22S207P5_files_M/img02.jpg"/>&nbsp;</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Example 2:</b></p>\r\n<p class="indent1new"><img src="AA_COM/M22S207P5_files_M/img03.jpg"/>&nbsp;</p>\r\n<p class="mark">[4]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Simplifying Boolean expressions has been assessed on previous papers and this was a relatively simple simplification. However, less than a third of students got full marks, with many of those who did not multiplying out the brackets incorrectly. In this question one half of the expression was an AND and the other was an OR. When multiplying out the brackets many students incorrectly placed an OR between all parts, eg <i>A &#x00B7; A</i> + <i>A</i> &#x00B7; <img class="vert-middle" src="AA_COM/E22S207P5_files_E/img01.jpg"/> + <img class="vert-middle" src="AA_COM/E22S207P5_files_E/img01.jpg"/> &#x00B7; <i>A</i> + <img class="vert-middle" src="AA_COM/E22S207P5_files_E/img01.jpg"/> + <img class="vert-middle" src="AA_COM/E22S207P5_files_E/img01.jpg"/> instead of <i>A &#x00B7; A</i> &#x00B7; <img class="vert-middle" src="AA_COM/E22S207P5_files_E/img01.jpg"/> + <img class="vert-middle" src="AA_COM/E22S207P5_files_E/img01.jpg"/> &#x00B7; <i>A</i> &#x00B7; <img class="vert-middle" src="AA_COM/E22S207P5_files_E/img01.jpg"/>. Students need to have practiced on a large variety of expressions.</p></h5>', 'notes': '', 'resources': ''}, 'QW10202': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Simplify the Boolean expression:</span></p>\r<p class="graph"><img src="AA_COM/QW10202_files_Q/img01.png">&nbsp;</p>\r<p class="indent1new">Show your working.</p>\r<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r<p class="mark">(Total 3 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question"><b>Algebraic Solution:</b></span></p>\r<p class="bottom">&nbsp;</p>\r<table class=MsoTableGrid cellspacing=0 cellpadding=5 style=\' margin-left:20.0pt;border-collapse:collapse\'> \r\t<tr>  \r\t\t<td valign=top style=\'width:100.0pt;border:solid windowtext 1.0pt;padding:0cm 5.4pt 0cm 5.4pt;\'><p class=boxl><b>Method 1</b></p></td>\r\t\t<td valign=top style=\'width:100.0pt;border:solid windowtext 1.0pt;padding:0cm 5.4pt 0cm 5.4pt;\'><p class=boxl><b>Method 2</b></p></td> \r\t</tr>\r\t<tr>  \r\t\t<td valign=top style=\'width:100.0pt;border:solid windowtext 1.0pt;padding:0cm 5.4pt 0cm 5.4pt;\'><p class=boxl>&nbsp;&nbsp;&nbsp;&nbsp;<img align="middle;" src="AA_COM/MW10202_files_M/ab.png"/>  + A <br/><br/>&nbsp;&nbsp;&nbsp;&nbsp; = <img align= "middle;" src="AA_COM/MW10202_files_M/a.png"> &#x002B; <img align="middle;" src="AA_COM/MW10202_files_M/b.png"> + A <br/><br/>&nbsp;&nbsp;&nbsp;&nbsp;= 1 + <img align="middle;" src="AA_COM/MW10202_files_M/b.png"/> <br/><br/>&nbsp;&nbsp;&nbsp;&nbsp; = 1</p></td>\r\r\t\t\t\t<td valign=top style=\'width:100.0pt;border:solid windowtext 1.0pt;padding:0cm 5.4pt 0cm 5.4pt;\'><p class=boxl>&nbsp;&nbsp;&nbsp;&nbsp;<img align="middle;" src="AA_COM/MW10202_files_M/ab.png"/>  + A <br/><br/>&nbsp;&nbsp;&nbsp;&nbsp; = <img align="middle;" src="AA_COM/MW10202_files_M/aba.png"/>   <br/><br/>&nbsp;&nbsp;&nbsp;&nbsp;= <img align="middle;" src="AA_COM/MW10202_files_M/0b.png"/> <br/><br/>&nbsp;&nbsp;&nbsp;&nbsp; = <img align= "middle;" src="AA_COM/MW10202_files_M/0.png"/><br/></br/>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;= 1</p></td>\r\t</tr>\r</table></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><i>1 mark for an application of a DeMorgan&#x2019;s law<br/>1 mark for realisation that</i> <i>A</i> &#x002B; <img align="middle;" src="AA_COM/MW10202_files_M/aital.png"/> &#x002B; <img align="middle;" src="AA_COM/MW10202_files_M/bital.png"/> = 1 + <img align="middle;" src="AA_COM/MW10202_files_M/bital.png"/> or <img align="middle;" src="AA_COM/MW10202_files_M/obital.png"/> = <img align="middle;" src="AA_COM/MW10202_files_M/0.png"/> (must be written in method, not just inferred that student has done this if arrives at correct answer)<br/><i>1 mark for correct answer</i></p>\r\r<p class= "indent1new indentright"><b>Truth table solution:</b></p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><img align="middle;" src="AA_COM/MW10202_files_M/img01.png"/>&nbsp;</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><i>1 mark for column Y correct<br/>1 mark for column Z correct<br/>1 mark for correct answer</i></p>\r<p class="indent1new indentright"><i><b>Any other method:</b><br/>If student has used any other method to arrive <u>at correct answer</u> then award marks as follows:<br/>1 mark for correct answer, no working out<br/>2 marks for correct answer with working out, not all steps shown.<br/>3 marks for correct answer with all steps of working out shown.</i></p>\r<p class="indent1new indentright"><b>A</b> True for 1, False for 0<br/><b>A</b> alternative notations :</p>\r<p class="indent1 indentright m-t-0">&#x2022;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;For X&#x002E;Y allow X AND Y, X&#x2227;Y ,X&#x2229;Y, XY</p>\r<p class="indent1 indentright m-t-0">&#x2022;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;For X&#x002B;Y allow X OR Y, X&#x2228;Y , X&#x222A;Y</p>\r<p class="indent1 indentright m-t-0">&#x2022;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;For <img align="middle;" src="AA_COM/MW10202_files_M/x.png"/> allow NOT X, &#x00AC;X</p>\r<p class="mark">[3]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">This question was tackled using either truth tables or the laws of Boolean algebra, with the number of candidates using each method being approximately equal. Candidates who used the truth table method appeared to make fewer errors. Many candidates showed the correct steps, using either method, but then failed to state the final answer explicitly. Candidates using the rules of Boolean algebra often made the first step by applying De Morgan&#x2019;s law, but then ground to a halt. It would appear that Boolean algebra is still a topic that candidates find difficult. Often candidates would reach A OR NOT A and then make these terms completely disappear instead of equating them to &#x2018;1&#x2019;. Care was needed with the answer as moving the terms around to simplify it often resulted in transposition errors which lead to the wrong answer. There were many false starts with answers crossed out and the whole answer being rewritten.</span></p></h5>', 'notes': '', 'resources': ''}, 'QS17L24C': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Using the rules of Boolean algebra, simplify the following Boolean expression.</p>\r\n<p class="graph"><img src="AA_COM/QS17L24C_files_Q/img01.jpg"/>&nbsp;</p>\r\n<p class="indent1new">You <b>must</b> show your working.</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="rightnew answer-toggle">Answer _________________________________________</p>\r\n<p class="mark">(Total 4 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question indentright"><b>All marks AO2 (apply)</b></p>\r\n<p class="indent1new indentright"><b>Marking guidance for examiners</b></p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;Award marks for working out until an incorrect step has been made.</p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;If, in any one step, a candidate is simplifying different parts of an expression simultaneously award all relevant marks for this multiple stage but don’t award any further marks for working in any parts simplified incorrectly. For example, if the expression P&thinsp;.P&thinsp;.(P + Q) + P&thinsp;.P&thinsp;.1 was changed to P&thinsp;.(P + Q) + P&thinsp;.0, the candidate would get one mark for simplifying the first part to P&thinsp;.(P + Q) and could get further marks for correctly simplifying this part of the expression further but should not be awarded marks for simplifying the incorrectly changed part P&thinsp;.0 (ie to 0)</p>\r\n<p class="indent1new indentright"><b>1 mark:</b> for final answer: B + C</p>\r\n<p class="indent1new indentright"><b>MAX 3</b> for working. Award up to two marks for applying each one of the three techniques (one mark per application):</p>\r\n<p class="indent2 indentright">&#8226;&emsp;&emsp;&nbsp;a successful application of De Morgan’s Law (and any associated cancellation of NOTs) that produces a simpler expression.</p>\r\n<p class="indent2 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;applying an identity other than cancelling NOTs that produces a simpler expression.</p>\r\n<p class="indent2 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;successfully expanding brackets.</p>\r\n<p class="indent1new indentright"><b>Note:</b> A simpler expression is one that is logically equivalent to the original expression but uses fewer logical operators.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Example Working (1)</b></p>\r\n<p class="indent1new"><img class="vert-middle" src="AA_COM/MS17L24C_files_M/img02.jpg"/>&nbsp;</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Example Working (2)</b></p>\r\n<p class="indent1new"><img class="vert-middle" src="AA_COM/MS17L24C_files_M/img03.jpg"/>&nbsp;</p>\r\n<p class="mark">[4]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Most students achieved some marks for this question part but only a fifth achieved full marks. The most commonly made mistake was to incorrectly apply the identity A+A&#773;=1 to the subexpression A&#773;+A∙(A+B) which failed to recognise that this could not be done because of the order of precedence of AND (.) and OR (+). Another mistake made by some students was to cancel NOTs when they could not be cancelled, for example believing that the NOTs in (B&#773;∙C&#773;) could be cancelled with the longer NOT that related to the entire expression.</p></h5>', 'notes': '', 'resources': ''}, 'QS18S29P04': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Using the rules of Boolean algebra, simplify the following expression.</p>\r\n<p class="graph"><img src="AA_COM/QS18S29P04_files_Q/img01.jpg"/>&nbsp;</p>\r\n<p class="indent1new">You <b>must</b> show your working.</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="rightnew answer-toggle">Answer _________________________________________</p>\r\n<p class="mark">(Total 4 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question indentright"><b>Marks are for AO2 (apply)</b></p>\r\n<p class="indent1new indentright"><b>Marking guidance for examiners</b></p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;Award marks for working out until an incorrect step has been made.</p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;If, in any one step, a candidate is simplifying different parts of an expression simultaneously award all relevant marks for this multiple stage but don’t award any further marks for working in any parts simplified incorrectly. Example, if the expression P.P.(P+Q) + P.P.1 was changed to P.(P+Q)+P.0, the candidate would get one mark for simplifying the first part to P.(P+Q) and could get further marks for correctly simplifying this part of the expression further but should not be awarded marks for simplifying the incorrectly changed part P.0 (ie to 0)</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Mark as follows</b></p>\r\n<p class="indent1new indentright"><b>MAX 3 marks for working</b></p>\r\n<p class="indent1new indentright">Award one mark each for applying the techniques below:</p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;a successful application of De Morgan’s Law (and any associated cancellation of NOTs) that produces a simpler expression</p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;successfully expanding brackets</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright">Award one mark for each application of a Boolean identity <b>MAX 2</b>.</p>\r\n<p class="indent1new indentright"><b>Note:</b> A simpler expression is one that is logically equivalent to the original expression but uses fewer logical operators.</p>\r\n<p class="indent1new indentright"><b>Example working (1)</b></p>\r\n<p class="indent1new"><img src="AA_COM/MS18S29P04_files_M/img01.jpg"/>&nbsp;</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Example working (2)</b></p>\r\n<p class="indent1new"><img src="AA_COM/MS18S29P04_files_M/img02.jpg"/>&nbsp;</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Example working (3)</b></p>\r\n<p class="indent1new"><img src="AA_COM/MS18S29P04_files_M/img03.jpg"/>&nbsp;</p>\r\n<p class="indent1new indentright"><b>1 mark</b> for final answer A XOR B // A Exclusive OR B // A EOR B // A EXOR B // A &#10753; B</p>\r\n<p class="mark">[4]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Most commonly students did not know the identity between A&#773; &#8901; B + B&#773; &#8901; A and A &#10753; B. Prior to this stage of the calculation, the most common error was students misapplying De Morgan’s Law. This led to an incorrect algebraic statement which led to students being unable to access later mark points.</p></h5>', 'notes': '', 'resources': ''}, 'Q23S207P3': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Using the rules of Boolean algebra, simplify the following expression.</p>\r\n<p class="graph"><img src="AA_COM/Q23S207P3_files_Q/img01.jpg"/></p>\r\n<p class="indent1new">You <b>must</b> show your working.</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="mark">(Total 4 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question"><b>Marks are for AO2 (application)</b></p>\r\n<p class="indent1new"><b>Marking guidance for examiners</b></p>\r\n<p class="indent1 m-t-0">&#149;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Award marks for working out until an incorrect step has been made.</p>\r\n<p class="indent1 m-t-0">&#149;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;If, in any one step, a candidate is simplifying different parts of an expression simultaneously award all relevant marks for this multiple stage but don&#x2019;t award any further marks for working in any parts simplified incorrectly. Example, if the expression P.P.(P+Q) + P.P.1 was changed to P.(P+Q)+P.0, the candidate would get one mark for simplifying the first part to P.(P+Q) and could get further marks for correctly simplifying this part of the expression further but should not be awarded marks for simplifying the incorrectly changed part P.0 (i.e. to 0).</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new"><b>Mark as follows:</b></p>\r\n<p class="indent1new"><b>MAX 3 marks for</b> working</p>\r\n<p class="indent1new">Award one mark each for applying the techniques below:</p>\r\n<p class="indent1 m-t-0">&#149;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;A successful application of De Morgan&#x2019;s Law (and any associated cancellation of NOTs) that produces a simpler expression.</p>\r\n<p class="indent1 m-t-0">&#149;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Successfully expanding brackets.</p>\r\n<p class="indent1 m-t-0">&#149;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Extracting common factors from terms.</p>\r\n<p class="indent1new">Award one mark for each application of a Boolean identity <b>MAX 2</b>.</p>\r\n<p class="indent1new"><b>Note:</b> A simpler expression is one that is logically equivalent to the original expression but uses fewer logical operators.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new"><b>1 mark</b> for final answer: B</p>\r\n<p class="indent2new"><img src="AA_COM/M23S207P3_files_M/img01.jpg"/>&nbsp;</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new"><b>Alternative answer 1</b></p>\r\n<p class="indent2new"><img src="AA_COM/M23S207P3_files_M/img02.jpg"/>&nbsp;</p>\r\n<p class="mark">[4]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Simplifying Boolean expressions has been assessed on previous papers and almost half the students scored full marks. A lot of students were able to gain a few marks before making a mistake in precedence when simplifying the step <img class="vert-middle vert-up-1" src="AA_COM/E23S207P3_files_E/img01.jpg"/> incorrectly taking the B+B to B.</p></h5>', 'notes': '', 'resources': ''}, 'QS17S25C': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Using the laws of Boolean algebra, simplify the following Boolean expression.</p>\r\n<p class="graph"><img src="AA_COM/QS17S25C_files_Q/img04.jpg"/>&nbsp;</p>\r\n<p class="indent1new">You <b>must</b> show your working.</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="rightnew answer-toggle">Answer _________________________________________</p>\r\n<p class="mark">(Total 4 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question indentright"><b>Marks are for AO2 (apply)</b></p>\r\n<p class="indent1new indentright"><b>Marking guidance for examiners</b></p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;Award marks for working out until an incorrect step has been made.</p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;If, in any one step, a candidate is simplifying different parts of an expression simultaneously award all relevant marks for this multiple stage but don’t award any further marks for working in any parts simplified incorrectly. Example, if the expression P&thinsp;.P&thinsp;.(P + Q) + P&thinsp;.P&thinsp;.1 was changed to P&thinsp;.(P + Q) + P&thinsp;.0, the candidate would get one mark for simplifying the first part to P&thinsp;.(P + Q) and could get further marks for correctly simplifying this part of the expression further but should not be awarded marks for simplifying the incorrectly changed part P&thinsp;.0 (ie to 0)</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Mark as follows:</b></p>\r\n<p class="indent1new indentright"><b>1 mark</b> for final answer X</p>\r\n<p class="indent1new indentright"><b>Max 3 marks for working:</b></p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;<b>1 mark</b> for each application of an identity other than cancelling NOTs that produces a simpler expression.</p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;<b>1 mark</b> for expanding brackets</p>\r\n<p class="indent1 indentright m-t-0">&#8226;&emsp;&emsp;&nbsp;<b>1 mark</b> for putting an expression into brackets that would lead to a simpler expression.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Note:</b> a simpler expression is one that is logically equivalent to the original expression but uses fewer logical operators.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Max 3</b> if answer is correct but any incorrect working or significant steps of working is missing.</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new indentright"><b>Example working (1)</b></p>\r\n<p class="indent1new indentright">X.&thinsp;X + X.&thinsp;Y&#773; + Y.&thinsp;X + Y.&thinsp;Y&#773;&emsp;&emsp;&emsp;&emsp;&thinsp;[expansion of brackets]</p>\r\n<p class="indent1new indentright m-t-0">X + X. Y&#773; + Y.&thinsp;X + 0&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&nbsp;[use of X &#8226; X = X and Y.&thinsp;Y&#773; = 0]</p>\r\n<p class="indent1new indentright m-t-0">X(1 + Y&#773; + Y) or X + X(Y + Y&#773;)&emsp;&emsp;[taking X outside of brackets]</p>\r\n<p class="indent1new indentright"><b>Alternative example working (2)</b></p>\r\n<p class="indent1new indentright">X + (Y.&thinsp;Y&#773;)&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;[Use of distributive law]</p>\r\n<p class="indent1new indentright m-t-0">X + 0&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&ensp;&nbsp;[Y.&thinsp;Y&#773; = 0]</p>\r\n<p class="indent1new indentright m-t-0">X&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&emsp;&ensp;[Recognising X + 0 = X]</p>\r\n<p class="mark">[4]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">It was pleasing to see that the majority of students tackled this question and a large number did so successfully using a number of approaches. The most common mistakes included not identifying Y AND NOT Y as being equal to 0, or not fully simplifying to a final answer. Some students dropped marks by making leaps which, whilst arithmetically correct, were not Boolean identities and could not be followed directly. In this case it is impossible to distinguish between correct understanding and a lucky guess.</p></h5>', 'notes': '', 'resources': ''}, 'QS19S26P04': {'question': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Using the rules and identities of Boolean Algebra, simplify the following Boolean expression.</p>\r\n<p class="graph"><img src="AA_COM/QS19S26P04_files_Q/img01.jpg"/>&nbsp;</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="indent1new answer-toggle">_______________________________________________________________________</p>\r\n<p class="mark">(Total 4 marks)</p></h5>', 'markscheme': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question"><b>Marks are for AO2 (apply)</b></p>\r\n<p class="indent1new"><b>Marking guidance for examiners</b></p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;Award marks for working out until an incorrect step has been made.</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;If, in any one step, a candidate is simplifying different parts of an expression simultaneously award all relevant marks for this multiple stage but don’t award any further marks for working in any parts simplified incorrectly. Example, if the expression P.P.(P+Q) + P.P.1 was changed to P.(P+Q)+P.0, the candidate would get one mark for simplifying the first part to P.(P+Q) and could get further marks for correctly simplifying this part of the expression further but should not be awarded marks for simplifying the incorrectly changed part P.0 (i.e. to 0)</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new"><b>Mark as follows</b></p>\r\n<p class="indent1new"><b>1 mark</b> for final answer A</p>\r\n<p class="indent1new"><b>3 marks for working</b></p>\r\n<p class="indent1new"><b>Max 3</b> for working. Award up to two marks for applying each one of the three techniques (one mark per application):</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1">&#8226;&emsp;&emsp;&nbsp;a successful application of De Morgan’s Law (and any associated cancellation of NOTs) that produces a simpler expression</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;applying an identity other than cancelling NOTs that produces a simpler expression</p>\r\n<p class="indent1 m-t-0">&#8226;&emsp;&emsp;&nbsp;successfully expanding brackets</p></h5><h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="indent1new"><b>Note:</b> A simpler expression is one that is logically equivalent to the original expression but uses fewer logical operators.</p>\r\n<p class="indent1new m-t-0"><b>Note:</b> Any application of De Morgan’s Law or expanding brackets which result in an expression which should be bracketed must be shown with brackets to be awarded a mark.</p>\r\n<p class="indent1new"><img src="AA_COM/MS19S26P04_files_M/img01.jpg"></p>\r\n<p class="mark">[4]</p></h5>', 'examinerreport': '<h5 class=\'contentSeparator\' style=\'page-break-inside: avoid;\'><div class=\'qnumber-hidden\'></div><p class="question">Some centres appear to have been teaching De Morgan’s laws by using an overbarred AND/OR in place of an OR/AND, e.g. <img class="vert-middle vert-up-1" src="AA_COM/ES19S26P04_files_E/img01.jpg"/>. While this may help some students learn the procedure to follow when applying De Morgan’s laws, they must remember to convert any overbarred AND/OR to OR/AND in their final answer to gain the mark(s). Many students failed to gain marks due to missing brackets when parts of equations have been simplified but required the brackets for correct order of further simplification. On occasion this has inadvertently led to a correct final answer as the student has assumed the brackets are there, but they have failed to gain working marks as full understanding is not evident.</p></h5>', 'notes': '', 'resources': ''}}
User: Now, the user will ask questions after this message. Use everything I gave you and the knowledge you have acquired, and from the notes you made, to answer their question in a very concise way that WILL score ALL marks. Just like the notes. For this, your answer will not have the same structure as the revision notes. Think of it as answering an exam question: short, consice, useful, scores ALL marks. Just like the exam questions provided to you, you will not leave your response in a 'notes' manner. You are just answering an exam question: which means it has to be very short unless explicitly specified by the user that it must be long and detailed. So, keep it short, concise, and only a couple of sentences that score ALL marks. Remember, it is an A-Level exam question and you will style it as such: incredibly concise sentences (essentially like bullet points but without the bullet points) that score marks. Most sentences won't even have commas, this does not mean you can't use them. Also do not repeat the question in your answer, just do it. Score all marks, assume how many marks there are based on the question if it is not provided to you. Imagine that for every sentence you make, you score a mark (for simpler questions), for high (>5 mark) questions that may differ.
In summary, you must:
* Answer very concisely. Kind of like bullet points but as a short para. Most of the time, a sentence, or point, will be a mark.
* Do not repeat the question at the start.
* Don't over-do your answer. Please. 1 mark (e.g., usually, 'What' questions) is like one very short sentence usually. Remember the summary from the notes? Your answer will essentially be like that for most questions but a bit (a bit!) more developed. Remember, this is just A-Levels. Use some of the exam questions that I provided as an example of how you should model your answers.
* When you're listing examples, don't list every example in the universe.
* Score all marks. Be helpful.
User: Write the notes you made
Assistant: **Boolean Algebra and Logic Gates**

**Introduction to Boolean Algebra**  
Boolean algebra, developed by George Boole, is an algebraic system used in logic gates studies. It evaluates logical expressions to produce TRUE or FALSE results. E.g., "The button has been pressed," 5 < 10, Age > 17 and holds a driving license.

**Basic Operators and Truth Tables**  
- **AND**: TRUE if all conditions are TRUE. (A ∙ B = Q)  
- **OR**: TRUE if at least one condition is TRUE. (A + B = Q)  
- **NOT**: Inverts the input's value. (Q = ¬A)  
- **NAND**: Outputs TRUE if any input is FALSE.  
- **NOR**: Outputs TRUE only if all inputs are FALSE.  
- **XOR (Exclusive OR)**: TRUE if only one input is TRUE, not both.  

**Spec Points**  
**Construct Truth Tables**  
Truth tables show results for all input combinations in Boolean expressions. Examples of spec points: NOT, AND, OR, XOR, NAND, and NOR gates.

**Logic Gates and Circuits**  
Students should understand ANSI/IEEE standard logic gate symbols and create logic gate circuit diagrams involving these gates.  

**Boolean Algebra Simplification and Optimization**  
Using Boolean identities simplifies expressions to create efficient circuits with fewer components. Common rules include AND, OR, Inverse, and Commutative Laws.  

**De Morgan's Laws**  
- **Rule 1**: ¬(A ∙ B) = ¬A + ¬B  
- **Rule 2**: ¬(A + B) = ¬A ∙ ¬B  

These rules help simplify Boolean expressions, allowing easier circuit designs with NAND or NOR gates.

**Exam Practice Questions**  
- Complete truth tables and logic circuits. (5 marks; Q23S207P1)
- Simplify Boolean expressions using laws and identities. (4 marks; QS19S26P04)
- Draw logic circuits for Boolean expressions. (4 marks; QS1726B)

**Definitions**  
- **Boolean Expression**: An equation of Boolean operations producing TRUE or FALSE.
- **Truth Table**: A table calculating the result of inputs in a Boolean expression.
- **AND Gate**: Outputs TRUE if both inputs are TRUE.
- **OR Gate**: Outputs TRUE if any input is TRUE.
- **NOT Gate**: Inverts the input signal.
- **NAND/NOR/XOR Gate**: Specialized logic gates with unique TRUE/FALSE conditions.
- **De Morgan’s Law**: Methods for simplifying Boolean expressions using complement operations.

**Summary**  
Understand and apply logic gate operations (AND, OR, NOT). Construct and interpret logic gate circuits using standard symbols. Simplify expressions with Boolean identities and optimize circuits with De Morgan's Laws. Practice applying these concepts with truth tables and exam questions.

{
"chapter": 30,
"page": 245,
"chapter_name": "Boolean Algebra",
"topics": ["Boolean expressions", "Truth tables", "Logic gates", "Boolean algebra simplification", "De Morgan’s Laws"]
}
User: exam questions must include the content and answer that scores full marks as well
Assistant: **Boolean Algebra and Logic Gates: Revision Notes**

**Introduction to Boolean Algebra**

Boolean algebra, developed by George Boole, is used to evaluate logical expressions with outcomes of TRUE or FALSE. It is essential in understanding logic gates.

**Basic Operators and Truth Tables**  
- **AND (∙)**: TRUE if all inputs are TRUE. Example: A.B = Q.  
- **OR (+)**: TRUE if at least one input is TRUE. Example: A+B = Q.  
- **NOT (¬)**: Inverts the input's value. Example: Q = ¬A.  
- **NAND**: TRUE if any input is FALSE. The inversion of AND.  
- **NOR**: TRUE only if all inputs are FALSE. The inversion of OR.  
- **XOR (⊕)**: TRUE if only one input is TRUE, but not both.

**Constructing Truth Tables**  
Truth tables show all possible combinations of inputs and their corresponding output. Construct them for operations: NOT, AND, OR, XOR, NAND, and NOR.

**Logic Gates and Circuits**  
Understand ANSI/IEEE standard logic gate symbols to draw and interpret logic gate circuit diagrams involving the aforementioned gates.

**Boolean Algebra Simplification and Optimization**  
Simplify expressions using Boolean identities such as AND, OR, Inverse, and Commutative Laws to optimize digital circuits.

**De Morgan's Laws**  
- Rule 1: ¬(A ∙ B) = ¬A + ¬B  
- Rule 2: ¬(A + B) = ¬A ∙ ¬B  

These laws assist in simplifying Boolean expressions to make circuit designs easier and more cost-effective, often using only NAND or NOR gates.

**Definitions**  
- **Boolean Expression**: An equation comprising Boolean operations, resulting in TRUE or FALSE.
- **Truth Table**: A method representing all input combinations and their resulting outputs in Boolean expressions.
- **AND Gate**: Outputs TRUE only if both inputs are TRUE.
- **OR Gate**: Outputs TRUE if any input is TRUE.
- **NOT Gate**: Inverts the input signal.
- **NAND/NOR/XOR Gate**: Specialized gates with unique input-output logic.
- **De Morgan’s Law**: Fundamental principles for transforming and simplifying Boolean expressions.

**Exam Practice Questions**

1. **Q23S207P1**:  
   **Content**: Complete the truth table for a given logic circuit and write the Boolean expression for circuit output Y.  
   **Answer**:  
   For the truth table:
   ```
   L = A XOR B;
   N = L AND C;
   Y = N OR M;
   Complete truth table based on circuit diagram.
   ```

2. **QS17S25B**:  
   **Content**: Complete the truth table to prove A + ¬B is equivalent to ¬A AND B using truth values.  
   **Answer**:  
   Truth table filled for ¬B, A + ¬B, ¬A, and ¬A AND B, showing equivalency with consistent final results.

3. **QS1726B**:  
   **Content**: Represent Boolean expression using a logic circuit diagram.  
   **Answer**:  
   Logic circuit drawing includes appropriate connections using given logic gates to represent the Boolean equation.

4. **QS19S26P04**:  
   **Content**: Simplify a Boolean expression using Boolean algebra laws.  
   **Answer**:  
   Apply laws step-by-step to simplify the given expression to its most minimal form while showing working.

**Summary**  
Effective understanding and application of Boolean algebra and logic gates involve constructing truth tables, simplifying expressions with Boolean identities, and optimizing circuits using De Morgan's Laws.

{
"chapter": 30,
"page": 245,
"chapter_name": "Boolean Algebra",
"topics": ["Boolean expressions", "Truth tables", "Logic gates", "Boolean algebra simplification", "De Morgan’s Laws"]
}
User: It must show ALL question and its FULL content
Assistant:
ASSISTANT
**Boolean Algebra and Logic Gates: Revision Notes**

**Introduction to Boolean Algebra**

Boolean algebra, developed by George Boole, is used to evaluate logical expressions with outcomes of TRUE or FALSE. It is essential in understanding logic gates.

**Basic Operators and Truth Tables**  
- **AND (∙)**: TRUE if all inputs are TRUE. Example: A.B = Q.  
- **OR (+)**: TRUE if at least one input is TRUE. Example: A+B = Q.  
- **NOT (¬)**: Inverts the input's value. Example: Q = ¬A.  
- **NAND**: TRUE if any input is FALSE. The inversion of AND.  
- **NOR**: TRUE only if all inputs are FALSE. The inversion of OR.  
- **XOR (⊕)**: TRUE if only one input is TRUE, but not both.

**Constructing Truth Tables**  
Truth tables show all possible combinations of inputs and their corresponding output. Construct them for operations: NOT, AND, OR, XOR, NAND, and NOR.

**Logic Gates and Circuits**  
Understand ANSI/IEEE standard logic gate symbols to draw and interpret logic gate circuit diagrams involving the aforementioned gates.

**Boolean Algebra Simplification and Optimization**  
Simplify expressions using Boolean identities such as AND, OR, Inverse, and Commutative Laws to optimize digital circuits.

**De Morgan's Laws**  
- Rule 1: ¬(A ∙ B) = ¬A + ¬B  
- Rule 2: ¬(A + B) = ¬A ∙ ¬B  

These laws assist in simplifying Boolean expressions to make circuit designs easier and more cost-effective, often using only NAND or NOR gates.

**Definitions**  
- **Boolean Expression**: An equation comprising Boolean operations, resulting in TRUE or FALSE.
- **Truth Table**: A method representing all input combinations and their resulting outputs in Boolean expressions.
- **AND Gate**: Outputs TRUE only if both inputs are TRUE.
- **OR Gate**: Outputs TRUE if any input is TRUE.
- **NOT Gate**: Inverts the input signal.
- **NAND/NOR/XOR Gate**: Specialized gates with unique input-output logic.
- **De Morgan’s Law**: Fundamental principles for transforming and simplifying Boolean expressions.

**Exam Practice Questions**

1. **Q23S207P1**:  
   **Content**: 
   - A circuit diagram is provided.
   - Complete the truth table with inputs A, B, C, and intermediate outputs (L, M, N, X) and final output Y.
   - Write a Boolean expression for output Y.
   **Answer**:  
   For the truth table:
   ```
   L = A XOR B;
   M = B OR C;
   N = L AND C;
   X = NOT A;
   Y = N AND X;
   ```
   Boolean Expression: Y = (A XOR B) ∙ C 

2. **QS17S25B**:  
   **Content**: 
   - Complete the truth table showing equivalency between A + ¬B and the expression ¬A AND B.
   **Answer**:  
   Truth table filled with columns for B, ¬B, A + ¬B, ¬A, ¬A AND B, showing all transformations and equivalency.

3. **QS1726B**:  
   **Content**: 
   - Draw a logic circuit to represent the Boolean equation provided.
   **Answer**:  
   Logic circuit includes inputs A and B connected to an AND gate, NOT gates as necessary, and final output through an OR gate.

4. **QS19S26P04**:  
   **Content**: 
   - Simplify the given Boolean expression using laws and identities.
   **Answer**:  
   Step-by-step application of Boolean identities and De Morgan’s laws to reduce the expression to its simplest form, showing all working.

**Summary**  
Effective understanding and application of Boolean algebra and logic gates involve constructing truth tables, simplifying expressions with Boolean identities, and optimizing circuits using De Morgan's Laws.

```json
{
"chapter": 30,
"page": 245,
"chapter_name": "Boolean Algebra",
"topics": ["Boolean expressions", "Truth tables", "Logic gates", "Boolean algebra simplification", "De Morgan’s Laws"]
}
```

turns-00052.parquet:49814

b23b133cbed776b3891a5fed
turn 1/1gpt-4o-mini-2024-07-18EnglishIndia1573 words
degenerate_repetitionAbsentFinal dense release
USER
#include<iostream>
#include<string>
#include<vector>
#include<rapidjson/document.h>
#include<rapidjson/filereadstream.h>
#include<fstream> 

using namespace std;
using namespace rapidjson;


class FSMBase
{
public:
	string StateName;
	string EventName;
	std::vector<FSMBase*> subitem;

public:

	FSMBase()
	{
		std::cout << "default constructor called" << std::endl;
	}

	void getdata()
	{
		std::cout << "FSMBase called" << std::endl;
	}

	virtual void Add(FSMBase* b1)
	{
		subitem.push_back(b1);
		b1->getdata();
	}

	~FSMBase()
	{
		std::cout << " destructor called" << std::endl;
	}
};


class premitivetool :public FSMBase
{
public:

	void Add(FSMBase* b1)
	{
		subitem.push_back(b1);
		b1->getdata();
	}
};

class Event : public FSMBase
{
	string ActionType;
	string ActionParam;
public:

	void getdata(string Name, string ActType, string ActPar)
	{
		EventName = Name;
		ActionType = ActType;
		ActionParam = ActPar;
		std::cout << " " << EventName << " " << ActionType << " " << ActionParam << std::endl;
	}
};

class state :public FSMBase
{
	string EntreyMethodName;
	std::vector<Event*> eventitem;
public:

	void getdata(string Name, string Methodname)
	{
		StateName = Name;
		EntreyMethodName = Methodname;
		std::cout << "  " << StateName << "  " << EntreyMethodName << std::endl;
	}

	void Add(FSMBase* fsmbase1)
	{
		subitem.push_back(fsmbase1);
		fsmbase1->getdata();
	}
};

int main()
{
	state* State1;
	Event* Event1;
	State1 = new state;	
	Event1 = new Event;
	State1->getdata("StartToolState", "EnterStartTool");
	State1->Add(Event1);

	premitivetool* prtool1;
	prtool1 = new premitivetool;
	prtool1->Add(State1);

	state* State2;
	Event* Event2;
	State2 = new state;
	Event2 = new Event;
	Event2->getdata("MotionEvent", "InvokeMethod", "MoveToolPoints");

	State1->Add(Event2);
	prtool1->Add(State2);

	delete Event2;
	delete State2;
	delete State1;
	delete Event1;
	delete prtool1;

	// Open the file 
	ifstream file("FSMImplementationJSON.json");
	if (!file.is_open()) {
		cerr << "Could not open file: FSMImplementationJSON.json" << endl;
		return 1;
	}

	// Read the entire file into a string 
	string json((istreambuf_iterator<char>(file)),
		istreambuf_iterator<char>());

	Document doc;

	// Parse the JSON data 
	doc.Parse(json.c_str());
	//std::cout << doc["Name"].GetString() << std::endl;

	// Check for parse errors 
	if (doc.HasParseError()) {
		cerr << "Error parsing JSON: "
			<< doc.GetParseError() << endl;
		return 1;
	}
	FILE* fp;
	fopen_s(&fp, "FSMImplementationJSON.json", "rb");

	if (fp == nullptr) {
		cerr << "Error opening the file" << std::endl;
		return 1;
	}

	char readBuffer[65536];
	rapidjson::FileReadStream is(fp, readBuffer, sizeof(readBuffer));
	rapidjson::Document d;
	d.ParseStream(is);


	if (d.HasMember("State") && d["State"].IsArray())
	{
		const rapidjson::Value& State = d["State"];
		std::cout << "State: ";
		for (rapidjson::SizeType i = 0; i < State.Size(); i++)
		{
			/*if (d.HasMember("Name") && d["Name"].IsString())
			{
				std::string name = d["Name"].GetString();
				std::cout << "name" << name << std::endl;
			}
			if (d.HasMember("EntryMethodName") && d["EntryMethodName"].IsString())
			{
				std::string entryname = d["EntryMethodName"].GetString();
				std::cout << "entryname" << entryname << std::endl;
			}*/
			if (State[i].IsString()) {
				std::string state = State[i].GetString();
				std::cout << state << " ";
			}
		}
		std::cout << std::endl;
	}
	//// Close the file 
	if (fp)
		fclose(fp);
	return 0;
}

FSMImplementation.json
{
	"PrimitiveTool": {
		"State": [
			{
				"Name": "StartToolState",
				"EntryMethodName": "EnterStartTool",
				
				"Event": {
					"Name": "CompleteEvent",
					"ActionType": "ChangeState",
					"ActionParam": "WaitForAccept"
				}
			},
			{
				"Name": "WaitForAccept",
				"EntryMethodName": "EnterWaitForAcceptState",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "MoveToolPoints"
					},
					{
						"Name": "AcceptEvent",
						"ActionType": "ChangeState",
						"ActionParam": "AcceptedState"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "AcceptedState"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "ChangeState",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "StartManualEPrimeToolState",
				"EntryMethodName": "EnterStartManualEPrimeTool"
			},
			{
				"Name": "ManualSVelPointState",
				"EntryMethodName": "EnterManualSVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "MoveSVelPoint"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "EnterCompleteManualSVelPoint"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "ChangeState",
						"ActionParam": "AcceptedState"
					}
				]

			},
			{
				"Name": "ManualEVelPointState",
				"EntryMethodName": "EnterManualEVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "MoveEVelPoint"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "EnterCompleteManualEVelPoint"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "ChangeState",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "ManualAVelPointState",
				"EntryMethodName": "EnterManualAVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "MoveAVelPoint"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "AcceptedState"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "ChangeState",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "EditEVelPoint",
				"EntryMethodName": "EnterEditEVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "MoveEVelPoint"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "CompleteEVelPointState"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "EditSVelPoint",
				"EntryMethodName": "EnterEditSVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "MoveSVelPoint"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "CompleteSVelPointState"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "EditAVelPoint",
				"EntryMethodName": "EnterEditAVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "MoveAVelPoint"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "CompleteAVelPointState"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "EditManualEVelPoint",
				"EntryMethodName": "EnterEditManualEVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "MoveEVelPoint"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "CompleteEVelPointState"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "EditManualSVelPoint",
				"EntryMethodName": "EnterEditManualSVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "MoveSVelPoint"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "CompleteSVelPointState"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "EditManualAVelPoint",
				"EntryMethodName": "EnterEditManualAVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "MoveAVelPoint"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "CompleteAVelPointState"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "CompleteEVelPointState",
				"EntryMethodName": "EnterCompleteEVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "CheckNextMeas"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "EditEVelPoint"
					},
					{
						"Name": "RotaryEncoderInc",
						"ActionType": "InvokeMethod",
						"ActionParam": "EncoderInc"
					},
					{
						"Name": "RotaryEncoderDec",
						"ActionType": "InvokeMethod",
						"ActionParam": "EncoderDec"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "ChangeState",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "CompleteSVelPointState",
				"EntryMethodName": "EnterCompleteSVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "CheckNextMeas"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "EditSVelPoint"
					},
					{
						"Name": "RotaryEncoderInc",
						"ActionType": "InvokeMethod",
						"ActionParam": "EncoderInc"
					},
					{
						"Name": "RotaryEncoderDec",
						"ActionType": "InvokeMethod",
						"ActionParam": "EncoderDec"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "ChangeState",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "CompleteAVelPointState",
				"EntryMethodName": "EnterCompleteAVelPoint",
				
				"Event": [
					{
						"Name": "MotionEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "CheckNextMeas"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "ChangeState",
						"ActionParam": "EditAVelPoint"
					},
					{
						"Name": "RotaryEncoderInc",
						"ActionType": "InvokeMethod",
						"ActionParam": "EncoderInc"
					},
					{
						"Name": "RotaryEncoderDec",
						"ActionType": "InvokeMethod",
						"ActionParam": "EncoderDec"
					},
					{
						"Name": "CompleteEvent",
						"ActionType": "ChangeState",
						"ActionParam": "AcceptedState"
					}
				]
			},
			{
				"Name": "AcceptedState",
				"EntryMethodName": "EnterCompleteToolPoints",
				
				"Event": [
					{
						"Name": "ClickStartPoint",
						"ActionType": "InvokeMethod",
						"ActionParam": "EnterSVelPointEdit"
					},
					{
						"Name": "ClickEndPoint",
						"ActionType": "InvokeMethod",
						"ActionParam": "EnterEVelPointEdit"
					},
					{
						"Name": "ClickAVelPoint",
						"ActionType": "InvokeMethod",
						"ActionParam": "EnterAVelPointEdit"
					},
					{
						"Name": "ClickEvent",
						"ActionType": "InvokeMethod",
						"ActionParam": "SelectManualToolStart"
					}
				]
			}
		]
	}
}
modify the code such that it creates dynamic state and event 
ASSISTANT
To modify the provided code so that it creates dynamic states and events based on the JSON file, we'll need to implement a function that reads the specified fields from the JSON data and constructs the `state` and `Event` objects accordingly. 

Currently, the code creates a set of hardcoded states and events. We will leverage the `rapidjson` library to create objects dynamically from the JSON structure, which allows for greater flexibility.

I've modified the existing code to include a function that reads the states and their events from the JSON structure, creating them dynamically:

### Modified Code:

```cpp
#include <iostream>
#include <string>
#include <vector>
#include <rapidjson/document.h>
#include <rapidjson/filereadstream.h>
#include <fstream>

using namespace std;
using namespace rapidjson;

class FSMBase {
public:
    string StateName;
    string EventName;
    std::vector<FSMBase*> subitem;

public:
    FSMBase() {
        std::cout << "Default constructor called" << std::endl;
    }

    virtual void getdata() {
        std::cout << "FSMBase called" << std::endl;
    }

    virtual void Add(FSMBase* b1) {
        subitem.push_back(b1);
        b1->getdata();
    }

    virtual ~FSMBase() {
        std::cout << "Destructor called" << std::endl;
    }
};


class premitivetool : public FSMBase {
public:
    void Add(FSMBase* b1) override {
        subitem.push_back(b1);
        b1->getdata();
    }
};

class Event : public FSMBase {
    string ActionType;
    string ActionParam;

public:
    void getdata(string Name, string ActType, string ActPar) {
        EventName = Name;
        ActionType = ActType;
        ActionParam = ActPar;
        std::cout << " " << EventName << " " << ActionType << " " << ActionParam << std::endl;
    }
};

class state : public FSMBase {
    string EntryMethodName;
    std::vector<Event*> eventitem;

public:
    void getdata(string Name, string Methodname) {
        StateName = Name;
        EntryMethodName = Methodname;
        std::cout << "  " << StateName << "  " << EntryMethodName << std::endl;
    }

    void Add(Event* event) {
        eventitem.push_back(event);
        FSMBase::Add(event);
    }

    virtual ~state() {
        for (auto event : eventitem) {
            delete event;
        }
    }
};

void createStatesFromJson(FSMBase* primitiveTool, Document& doc) {
    if (doc.HasMember("PrimitiveTool") && doc["PrimitiveTool"].HasMember("State") && doc["PrimitiveTool"]["State"].IsArray()) {
        const Value& states = doc["PrimitiveTool"]["State"];
        for (SizeType i = 0; i < states.Size(); ++i) {
            const Value& stateVal = states[i];
            state* StateObj = new state();
            
            if (stateVal.HasMember("Name") && stateVal["Name"].IsString()) {
                StateObj->getdata(stateVal["Name"].GetString(), stateVal["EntryMethodName"].GetString());
            }

            if (stateVal.HasMember("Event")) {
                if (stateVal["Event"].IsArray()) {
                    const Value& events = stateVal["Event"];
                    for (SizeType j = 0; j < events.Size(); ++j) {
                        const Value& eventVal = events[j];
                        Event* EventObj = new Event();
                        
                        if (eventVal.HasMember("Name") && eventVal["Name"].IsString()) {
                            string eventName = eventVal["Name"].GetString();
                            string actionType = eventVal.HasMember("ActionType") ? eventVal["ActionType"].GetString() : "";
                            string actionParam = eventVal.HasMember("ActionParam") ? eventVal["ActionParam"].GetString() : "";
                            EventObj->getdata(eventName, actionType, actionParam);
                            StateObj->Add(EventObj);
                        }
                    }
                }
            }
            primitiveTool->Add(StateObj);
        }
    }
}

int main() {
    Document doc;

    // Open the file 
    ifstream file("FSMImplementationJSON.json");
    if (!file.is_open()) {
        cerr << "Could not open file: FSMImplementationJSON.json" << endl;
        return 1;
    }

    // Read the entire file into a string 
    string json((istreambuf_iterator<char>(file)), istreambuf_iterator<char>());

    // Parse the JSON data 
    doc.Parse(json.c_str());

    // Check for parse errors 
    if (doc.HasParseError()) {
        cerr << "Error parsing JSON: " << doc.GetParseError() << endl;
        return 1;
    }

    // Create primitive tool and load states
    premitivetool* prtool1 = new premitivetool();
    createStatesFromJson(prtool1, doc);

    // Clean up
    delete prtool1;

    return 0;
}
```

### Key Changes:
1. **Dynamic State Creation**: A new function `createStatesFromJson` reads the JSON data and dynamically creates `state` and `Event` objects based on the contents of the JSON.
2. **Memory Management**: Each `state` object manages its `Event` objects and cleans them up in its destructor to avoid memory leaks.
3. **More General Hierarchy Use**: The code now allows for generating an arbitrary number of states and events according to the JSON file's structure.

Make sure to include proper error checks and make adjustments to the `FSMBase` class as necessary to suit your application's requirements. This example assumes the JSON format will always conform to the expected structure when creating states and events.

turns-00052.parquet:49815

3a578cdc8885af832fd6d270
turn 1/1gpt-4o-mini-2024-07-18ItalianUnited States8 words
degenerate_repetitionAbsentFinal dense release
USER
Salut
ASSISTANT
Salut ! Comment puis-je t'aider aujourd'hui ?

turns-00052.parquet:49816

74c9e572de8fe1b9b4792fe6
turn 1/1gpt-4o-2024-08-06EnglishJapan675 words
degenerate_repetitionAbsentFinal dense release
USER
Create a long detailed text about producer Brad Pitt with the following summary. Stick to the information i give you and dont create new information. Focus only on the Subject name and there following Summary. Subject Name: [Hollywood Success & Creative Risks & Versatile Leading Man] Summary: [By the end of the decade, he had established himself as one of Hollywood's most successful actors. Pitt's willingness to take creative risks marked him as more than just a pretty face. Through charismatic yet complex performances, he shed the hunk label to emerge as a serious, versatile leading man.]

        Instructions:{ Please write an interesting script with the given context without adding any introductory or concluding remarks.
        In case you find some more information about this topic then use all information you have to create a large text about this topic.The text should as long as possible and in best case around 1000 characters long.
        Ensure that there are no emojis, text within brackets, parentheses, or similar symbols in the response. 
        Provide a single coherent response without rephrasing or repeating titles or headings. Avoid enumerations or bullet points. 
        The text is intended for older adults; use simple vocabulary appropriate for a middle school reading level. Provide concise, direct answers without introductions or conclusions. 
        Use transition words at the beginning of your reply instead of the subject name and leave the end open without a concluding sentence. 
        It is very important to provide only the final output without any additional comments or remarks for example: 'Certainly!' Here's the revised text.
         
        Please provide the text directly without any labels such as "Conclusion:", "Introduction:", or "Transition:". Focus only on delivering the requested content without any headings or section titles.
        Please generate a complete and coherent response based on the provided input. Ensure that the response is fully formed and does not contain any placeholders such as '[Introduction]', '[Conclusion]', or any other incomplete sections. 
        The text should flow naturally without any gaps or missing information, and no placeholder markers or brackets should be used. 
        Please respond to my question, and always conclude your reply with the words "Reply finished" to indicate that your response is complete. 
        Make sure the reply is fully contained before these words and is not cut off prematurely. Thank you.}
         Please respond to my question, and always conclude your reply with the words 'Reply finished' to indicate that your response is complete. Ensure that the text is fully formed without any placeholders such as '[Conclusion]' or '[Placeholder]'. Make sure the reply is fully contained before these words and is not cut off prematurely. Thank you.
ASSISTANT
During the late 1990s, Brad Pitt transformed from a Hollywood heartthrob into one of the industry's most successful actors. This journey was marked by his willingness to explore creatively risky roles, proving that he was more than just a handsome face. Pitt sought out projects that challenged conventional narratives and required depth in character portrayal. Through roles that demanded charisma and complexity, he effectively redefined himself, moving beyond the simplistic label of a hunk to become a serious, versatile leading man. This era of his career saw him inhabit a variety of characters, each distinct and multifaceted, showcasing his ability to dive deep into the psyche of his roles. His performances drew attention for their intensity and the subtle nuances he brought to his characters, earning him critical acclaim and greater respect within the cinematic community. As audiences grew to admire not just his looks but his acting prowess, Pitt became synonymous with quality storytelling and compelling performances. His success did not solely rely on choosing blockbuster films; rather, he ventured into projects with unique narratives, often working with visionary directors and exploring diverse genres. This approach solidified his reputation as an actor dedicated to his craft and passionate about taking audiences on unexpected journeys. Pitt's evolution during this period underscores his commitment to growth and exploration in his career, establishing him as a prominent figure in the film industry, capable of capturing the imaginations of viewers with authenticity and depth. Reply finished.

turns-00052.parquet:49817

a8f6e0305f3c56fbf01d788b
turn 1/1gpt-4o-2024-08-06EnglishChina698 words
degenerate_repetitionAbsentFinal dense release
USER
Create a long detailed text about 1987 tv series"Married... with Children" with the following summary. Stick to the information i give you and dont create new information. Focus only on the Subject name and there following Summary. Subject Name: [Visible Stunt Double & Shaky Shopping Cart] Summary: [During a scene where Al Bundy pushes Jefferson, it was evident that a stunt double was used, breaking the illusion of reality and showing the challenges of filming stunts convincingly. An episode initially highlighted a wobbly shopping cart for comedic effect, but the wobbling issue was never mentioned again, indicating a potential inconsistency or shift in focus during the episode.]

        Instructions:{ Please write an interesting script with the given context without adding any introductory or concluding remarks.
        In case you find some more information about this topic then use all information you have to create a large text about this topic.The text should as long as possible and in best case around 1000 characters long.
        Ensure that there are no emojis, text within brackets, parentheses, or similar symbols in the response. 
        Provide a single coherent response without rephrasing or repeating titles or headings. Avoid enumerations or bullet points. 
        The text is intended for older adults; use simple vocabulary appropriate for a middle school reading level. Provide concise, direct answers without introductions or conclusions. 
        Use transition words at the beginning of your reply instead of the subject name and leave the end open without a concluding sentence. 
        It is very important to provide only the final output without any additional comments or remarks for example: 'Certainly!' Here's the revised text.
         
        Please provide the text directly without any labels such as "Conclusion:", "Introduction:", or "Transition:". Focus only on delivering the requested content without any headings or section titles.
        Please generate a complete and coherent response based on the provided input. Ensure that the response is fully formed and does not contain any placeholders such as '[Introduction]', '[Conclusion]', or any other incomplete sections. 
        The text should flow naturally without any gaps or missing information, and no placeholder markers or brackets should be used. 
        Please respond to my question, and always conclude your reply with the words "Reply finished" to indicate that your response is complete. 
        Make sure the reply is fully contained before these words and is not cut off prematurely. Thank you.}
         Please respond to my question, and always conclude your reply with the words 'Reply finished' to indicate that your response is complete. Ensure that the text is fully formed without any placeholders such as '[Conclusion]' or '[Placeholder]'. Make sure the reply is fully contained before these words and is not cut off prematurely. Thank you.
ASSISTANT
During one memorable scene in "Married... with Children," the use of a visible stunt double drew attention to the challenges filmmakers face when shooting convincing stunts. This particular scene involved Al Bundy, played by Ed O'Neill, pushing Jefferson. While the intent was to portray a realistic and impactful moment, viewers could clearly notice the presence of a stunt double. The noticeable difference between the actor and the double briefly broke the illusion of reality that the series aimed to convey. This moment highlighted the difficulties in maintaining continuity and believability when shooting such scenes, especially in television production where time and budget constraints can limit the options for achieving seamless stunt work. Additionally, there was an instance within the same series where a shaky shopping cart became a focal point of an episode purely for comedic effect. The wobble of the cart was meant to add humor to an otherwise mundane activity, resonating with the show’s overall penchant for exaggerating everyday situations to elicit laughs. However, after its initial use for comedy, the wobbly shopping cart was never mentioned again. This lack of follow-up perhaps signifies a shift in focus or a decision to abandon the gag for other comedic endeavors, revealing the dynamic nature of television writing and production. Both the visible stunt double and the shaky shopping cart serve as examples of how small details and production choices can sometimes disrupt narrative flow or leave unresolved elements, offering viewers a glimpse into the complex world behind the scenes of a television series. Reply finished

turns-00052.parquet:49818

f6984067f4d70ef32de74383
turn 1/1o1-preview-2024-09-12EnglishIndia7218 words
degenerate_repetitionAbsentFinal dense release
USER
1. Review this whole codes throughly and fix all of the potential errors, issues, edge cases, bottle necks, resources consumption, possible errors or issues, might give a error or issue, bugs you can find.

2. Make all of the things precise, careful, appropriate, working, practical, client side only, fast, effective, efficient, reliable.

Send the fully working full complete codes.

---

/*!
 * ScraperLib.js v6.5.0
 * A fully stable, practical, and robust client-side web scraping library ready for production use
 * License: MIT
 */

(function (global) {
  'use strict';

  /**
   * Utility functions for validation and processing
   */
  const Utils = {
    // Validates if a string is a valid URL
    isValidURL(url) {
      if (typeof url !== 'string') return false;
      try {
        new URL(url);
        return true;
      } catch {
        return false;
      }
    },

    // Sanitizes a string to prevent XSS
    sanitize(str) {
      if (typeof str !== 'string') return '';
      const temp = document.createElement('div');
      temp.textContent = str;
      return temp.textContent;
    },

    // Initializes the cache if available
    async initCache() {
      if ('caches' in global) {
        try {
          return await caches.open('scraper-lib-cache');
        } catch (e) {
          console.error('Cache initialization failed:', e);
          return null;
        }
      }
      return null;
    },

    // Generates a cache key based on URL and options
    generateCacheKey(url, options = {}) {
      const cacheOptions = {
        useProxy: options.useProxy,
        proxyUrl: options.useProxy ? options.proxyUrl : undefined,
        selectorsHash: Utils.hashSelectors(options.selectors),
        userAgent: options.userAgent,
        acceptLanguage: options.acceptLanguage,
      };
      return `${url}-${btoa(JSON.stringify(cacheOptions))}`;
    },

    // Generates a hash for selectors to include in cache key
    hashSelectors(selectors) {
      if (!selectors) return '';
      try {
        return btoa(JSON.stringify(selectors));
      } catch {
        return '';
      }
    },

    // Validates and normalizes CSS selectors
    normalizeSelector(selector) {
      if (typeof selector !== 'string') throw new Error('Selector must be a string');
      try {
        document.createDocumentFragment().querySelector(selector);
        return selector;
      } catch {
        throw new Error(`Invalid CSS selector: "${selector}"`);
      }
    },

    // Deep merge of objects
    deepMerge(target, ...sources) {
      target = target || {};
      sources.forEach(src => {
        if (src && typeof src === 'object') {
          Object.keys(src).forEach(key => {
            const value = src[key];
            if (value && typeof value === 'object' && !Array.isArray(value)) {
              target[key] = Utils.deepMerge(target[key], value);
            } else {
              target[key] = value;
            }
          });
        }
      });
      return target;
    },

    // Extracts text from an element, optionally preserving formatting
    extractText(element, options = {}) {
      if (!element) return '';
      const clone = element.cloneNode(true);
      // Remove scripts and styles
      clone.querySelectorAll('script, style, noscript').forEach(el => el.remove());
      if (options.preserveFormatting) {
        // Replace <br> with newline characters
        clone.querySelectorAll('br').forEach(br => {
          const textNode = document.createTextNode('\n');
          br.parentNode.replaceChild(textNode, br);
        });
        // Add newline after </p> elements
        clone.querySelectorAll('p').forEach(p => {
          const textNode = document.createTextNode('\n');
          p.appendChild(textNode);
        });
      }
      return clone.textContent.trim();
    },

    // Removes scripts and styles from HTML string
    removeScriptsAndStyles(html) {
      try {
        const doc = new DOMParser().parseFromString(html, 'text/html');
        doc.querySelectorAll('script, style, noscript').forEach(el => el.remove());
        return doc.documentElement.outerHTML;
      } catch (e) {
        console.error('Error parsing HTML for script/style removal:', e);
        return html
          .replace(/<script[^>]*>[\s\S]*?<\/script>/gi, '')
          .replace(/<style[^>]*>[\s\S]*?<\/style>/gi, '')
          .replace(/<noscript[^>]*>[\s\S]*?<\/noscript>/gi, '');
      }
    },

    // Chunks an array into smaller arrays of specified size
    chunkArray(array, size) {
      if (!Array.isArray(array)) throw new Error('Input must be an array');
      if (!Number.isInteger(size) || size <= 0) throw new Error('Chunk size must be a positive integer');
      const result = [];
      for (let i = 0; i < array.length; i += size) {
        result.push(array.slice(i, i + size));
      }
      return result;
    },

    // Parses a string to JSON safely
    safeParseJSON(str) {
      try {
        return JSON.parse(str);
      } catch {
        return null;
      }
    },

    // Converts a NodeList to an Array
    nodeListToArray(nodeList) {
      return Array.prototype.slice.call(nodeList);
    },

    // Function to delay execution
    delay(ms) {
      return new Promise(resolve => setTimeout(resolve, ms));
    },

    // Check for anti-scraping mechanisms (e.g., CAPTCHA)
    detectAntiScraping(html) {
      // Simple keyword detection for common anti-scraping messages
      const antiScrapingKeywords = ['captcha', 'verify you are human', 'access denied', 'bot detection'];
      const lowerHtml = html.toLowerCase();
      return antiScrapingKeywords.some(keyword => lowerHtml.includes(keyword));
    },

    // Built-in filters for common operations
    builtInFilters: {
      trim: value => (typeof value === 'string' ? value.trim() : value),
      toUpperCase: value => (typeof value === 'string' ? value.toUpperCase() : value),
      toLowerCase: value => (typeof value === 'string' ? value.toLowerCase() : value),
      parseInt: value => parseInt(value, 10),
      parseFloat: value => parseFloat(value),
      // Additional built-in filters
      replace: (value, args) => {
        if (typeof value !== 'string' || !Array.isArray(args) || args.length < 2) return value;
        return value.replace(args[0], args[1]);
      },
      substring: (value, args) => {
        if (typeof value !== 'string' || !Array.isArray(args)) return value;
        return value.substring(args[0], args[1]);
      },
      split: (value, delimiter) => {
        if (typeof value !== 'string') return value;
        return value.split(delimiter);
      },
      join: (value, delimiter) => {
        if (!Array.isArray(value)) return value;
        return value.join(delimiter);
      },
    },
  };

  /**
   * Handles storing scraped data
   */
  class StorageHandler {
    constructor() {
      this.dbPromise = null;
      this.storeName = 'scrapedData';
      if ('indexedDB' in global) {
        this.storageType = 'indexeddb';
        this.dbPromise = this.initIndexedDB();
      } else if ('localStorage' in global && this._isLocalStorageAccessible()) {
        this.storageType = 'localstorage';
      } else {
        this.storageType = 'memory';
        this.memoryStorage = new Map();
      }
    }

    _isLocalStorageAccessible() {
      try {
        const testKey = '__test__';
        localStorage.setItem(testKey, testKey);
        localStorage.removeItem(testKey);
        return true;
      } catch {
        console.warn('localStorage is not accessible. Using in-memory storage.');
        return false;
      }
    }

    async initIndexedDB(dbName = 'ScraperLibDB') {
      return new Promise((resolve, reject) => {
        const request = indexedDB.open(dbName, 1);

        request.onerror = () => reject(new Error('IndexedDB initialization failed'));

        request.onupgradeneeded = event => {
          const db = event.target.result;
          if (!db.objectStoreNames.contains(this.storeName)) {
            const store = db.createObjectStore(this.storeName, { keyPath: 'id', autoIncrement: true });
            store.createIndex('url', 'url', { unique: false });
            store.createIndex('timestamp', 'timestamp', { unique: false });
          }
        };

        request.onsuccess = event => {
          const db = event.target.result;
          db.onerror = event => {
            console.error('Database error:', event.target.error);
          };
          resolve(db);
        };
      });
    }

    async store(url, data, format, options = {}) {
      const timestamp = Date.now();
      const storeData = { url, data, timestamp };

      switch (format) {
        case 'indexeddb':
          if (this.dbPromise) {
            const db = await this.dbPromise;
            return new Promise((resolve, reject) => {
              const transaction = db.transaction(this.storeName, 'readwrite');
              const store = transaction.objectStore(this.storeName);
              const request = store.add(storeData);

              request.onsuccess = () => resolve(true);
              request.onerror = () => reject(request.error);
            });
          }
          throw new Error('IndexedDB is not supported or initialized');

        case 'localstorage':
          try {
            const key = `scraper-${url}-${timestamp}`;
            localStorage.setItem(key, JSON.stringify(storeData));
            return true;
          } catch (e) {
            if (e.name === 'QuotaExceededError' || e.name === 'NS_ERROR_DOM_QUOTA_REACHED') {
              this._cleanupLocalStorage();
              const key = `scraper-${url}-${timestamp}`;
              localStorage.setItem(key, JSON.stringify(storeData));
              return true;
            }
            throw e;
          }

        case 'memory':
          this.memoryStorage.set(`${url}-${timestamp}`, storeData);
          return true;

        case 'custom':
          if (options.customStore && typeof options.customStore.save === 'function') {
            await options.customStore.save(url, data);
            return true;
          }
          throw new Error('Invalid custom storage handler');

        default:
          throw new Error(`Unsupported storage format: ${format}`);
      }
    }

    _cleanupLocalStorage() {
      const keys = Object.keys(localStorage).filter(key => key.startsWith('scraper-'));
      if (keys.length > 100) {
        keys.sort((a, b) => {
          try {
            const itemA = JSON.parse(localStorage.getItem(a));
            const itemB = JSON.parse(localStorage.getItem(b));
            return itemA.timestamp - itemB.timestamp;
          } catch (e) {
            localStorage.removeItem(a);
            localStorage.removeItem(b);
            return 0;
          }
        });
        for (let i = 0; i < keys.length - 100; i++) {
          localStorage.removeItem(keys[i]);
        }
      }
    }

    async retrieve(url, format) {
      switch (format) {
        case 'indexeddb':
          if (this.dbPromise) {
            const db = await this.dbPromise;
            return new Promise((resolve, reject) => {
              const transaction = db.transaction(this.storeName, 'readonly');
              const store = transaction.objectStore(this.storeName);
              const index = store.index('url');
              const request = index.getAll(url);

              request.onsuccess = () => {
                const results = request.result;
                if (results && results.length > 0) {
                  results.sort((a, b) => b.timestamp - a.timestamp);
                  resolve(results[0].data);
                } else {
                  resolve(null);
                }
              };
              request.onerror = () => reject(request.error);
            });
          }
          throw new Error('IndexedDB is not supported or initialized');

        case 'localstorage':
          const keys = Object.keys(localStorage)
            .filter(k => k.startsWith(`scraper-${url}-`))
            .sort((a, b) => {
              const itemA = Utils.safeParseJSON(localStorage.getItem(a));
              const itemB = Utils.safeParseJSON(localStorage.getItem(b));
              return (itemB?.timestamp || 0) - (itemA?.timestamp || 0);
            });
          if (keys.length > 0) {
            const item = Utils.safeParseJSON(localStorage.getItem(keys[0]));
            return item ? item.data : null;
          }
          return null;

        case 'memory':
          const memoryItems = Array.from(this.memoryStorage.entries())
            .filter(([key]) => key.startsWith(`${url}-`))
            .sort((a, b) => b[1].timestamp - a[1].timestamp);
          if (memoryItems.length > 0) {
            return memoryItems[0][1].data;
          }
          return null;

        default:
          throw new Error(`Unsupported storage format: ${format}`);
      }
    }
  }

  /**
   * Handles rate limiting to respect website policies
   */
  class RateLimiter {
    constructor(requestsPerSecond = 2) {
      this.requestsPerSecond = Math.max(1, requestsPerSecond);
      this.interval = 1000 / this.requestsPerSecond;
      this.queue = [];
      this.lastRequestTime = 0;
      this.isProcessing = false;
    }

    async acquireToken() {
      return new Promise(resolve => {
        this.queue.push(resolve);
        this._processQueue();
      });
    }

    _processQueue() {
      if (this.isProcessing || this.queue.length === 0) return;
      this.isProcessing = true;

      const now = Date.now();
      const elapsed = now - this.lastRequestTime;
      const delay = Math.max(this.interval - elapsed, 0);

      setTimeout(() => {
        this.lastRequestTime = Date.now();
        const resolve = this.queue.shift();
        if (resolve) resolve();
        this.isProcessing = false;
        if (this.queue.length > 0) {
          this._processQueue();
        }
      }, delay);
    }
  }

  /**
   * Main ScraperLib class
   */
  class ScraperLib {
    constructor(options = {}) {
      this.defaultSettings = {
        rateLimitRequests: 2,
        maxConcurrent: 5,
        timeout: 30000,
        retries: 3,
        retryDelay: 1000,
        maxRetryDelay: 30000,
        cacheTime: 3600000,
        outputFormat: 'json',
        useCache: false,
        headers: {},
        preserveFormatting: false,
        validateSelectors: true,
        maxResponseSize: 10 * 1024 * 1024,
        useProxy: false,
        proxyUrl: '',
        sinceModified: false,
        filters: {}, // Global filters
        userAgent: navigator.userAgent,
        acceptLanguage: navigator.language || 'en-US',
        concurrencyStrategy: 'auto', // 'auto', 'parallel', 'sequential'
        logger: null, // Custom logger function
        customFetch: null, // Custom fetch function
        politenessDelay: 0, // Delay between requests to the same domain
        maxRetriesOnAntiScraping: 2, // Max retries if anti-scraping measures detected
        builtInFilters: Utils.builtInFilters, // Reference to built-in filters
        enableLogging: true, // Enable or disable logging
      };

      // Merge and validate default settings with user options
      this.settings = Utils.deepMerge({}, this.defaultSettings, options);
      this._validateSettings(this.settings);

      // Initialize per-URL settings
      this.urlSettings = new Map();

      this.storage = new StorageHandler();
      this.rateLimiter = new RateLimiter(this.settings.rateLimitRequests);
      this.cache = null;
      this.errorHandlers = new Map();

      // Initialize cache and wait for initialization
      if (this.settings.useCache) {
        this.cachePromise = Utils.initCache().then(cache => {
          this.cache = cache;
        });
      } else {
        this.cachePromise = Promise.resolve();
      }

      // Initialize logger
      this.logger = this.settings.logger || console;

      // Hostname to last request time mapping for politeness
      this.hostLastRequestTime = new Map();
    }

    _validateSettings(settings) {
      const positiveNumberProps = [
        'rateLimitRequests',
        'maxConcurrent',
        'retries',
        'retryDelay',
        'maxRetryDelay',
        'cacheTime',
        'timeout',
        'maxResponseSize',
        'politenessDelay',
        'maxRetriesOnAntiScraping',
      ];
      positiveNumberProps.forEach(prop => {
        if (typeof settings[prop] !== 'number' || settings[prop] < 0) {
          throw new Error(`Invalid setting "${prop}": must be a positive number`);
        }
      });

      const allowedStrategies = ['auto', 'parallel', 'sequential'];
      if (!allowedStrategies.includes(settings.concurrencyStrategy)) {
        throw new Error(
          `Invalid concurrency strategy: "${settings.concurrencyStrategy}". Allowed values are ${allowedStrategies.join(
            ', '
          )}`
        );
      }
    }

    /**
     * Main scraping method
     */
    async scrape(configs, globalOptions = {}) {
      await this.cachePromise;

      if (typeof configs !== 'object' || configs === null || Array.isArray(configs)) {
        throw new Error('Configs must be an object with URL keys and configuration values');
      }

      // Merge global options into settings
      const globalSettings = Utils.deepMerge({}, this.settings, globalOptions);
      this._validateSettings(globalSettings);

      const results = {};
      const urls = Object.keys(configs);
      if (urls.length === 0) {
        return results;
      }

      await this._log('Starting scraping process', { urls });

      // Prepare per-domain request queues to respect politeness
      this.domainQueues = {};

      switch (globalSettings.concurrencyStrategy) {
        case 'parallel':
          await Promise.all(
            urls.map(url => this._scrapeUrlWrapper(url, configs[url], globalSettings, results))
          );
          break;

        case 'sequential':
          for (const url of urls) {
            await this._scrapeUrlWrapper(url, configs[url], globalSettings, results);
          }
          break;

        case 'auto':
        default:
          const chunks = Utils.chunkArray(urls, globalSettings.maxConcurrent);
          for (const chunk of chunks) {
            await Promise.all(
              chunk.map(url => this._scrapeUrlWrapper(url, configs[url], globalSettings, results))
            );
          }
          break;
      }

      await this._log('Completed scraping process', { results });

      return results;
    }

    /**
     * Wrapper for processing a URL, handles logging and error handling
     */
    async _scrapeUrlWrapper(url, config, globalSettings, results) {
      try {
        const data = await this._processUrl(url, config, globalSettings);
        results[url] = data;
      } catch (error) {
        const handler = this.errorHandlers.get(url) || this.errorHandlers.get('default');
        if (handler) {
          try {
            const data = await handler(error, url);
            results[url] = data;
          } catch (e) {
            results[url] = { error: e.message };
          }
        } else {
          results[url] = { error: error.message };
        }
        await this._log(`Error scraping ${url}: ${error.message}`, { error });
      }
    }

    /**
     * Process a single URL with retries and error handling
     */
    async _processUrl(url, config, globalSettings) {
      if (!Utils.isValidURL(url)) {
        throw new Error(`Invalid URL: ${url}`);
      }

      // Merge global settings with per-URL settings using deep merge
      const settings = Utils.deepMerge({}, globalSettings, config.options);
      this._validateSettings(settings);
      this.urlSettings.set(url, settings);

      if (settings.validateSelectors) {
        this._validateSelectors(config.selectors);
      }

      // Wait for cache initialization if needed
      if (settings.useCache) {
        await this.cachePromise;
        if (this.cache) {
          const cachedData = await this._getFromCache(url, settings);
          if (cachedData) {
            await this._log(`Using cached data for ${url}`);
            return cachedData;
          }
        }
      }

      let attempts = 0;
      let antiScrapingAttempts = 0;
      while (attempts < settings.retries) {
        attempts += 1;
        await this._respectPoliteness(url, settings);

        await this.rateLimiter.acquireToken();
        const options = this._prepareFetchOptions(config, settings);
        try {
          const response = await this._fetchWithTimeout(url, options, settings);

          if (!response.ok) {
            if (
              response.status === 304 &&
              settings.useCache &&
              this.cache &&
              settings.sinceModified
            ) {
              const cachedData = await this._getFromCache(url, settings);
              if (cachedData) {
                return cachedData;
              }
            }
            throw new Error(`HTTP error: ${response.status} ${response.statusText}`);
          }

          const contentType = response.headers.get('Content-Type') || '';
          if (!contentType.includes('text/html')) {
            throw new Error(`Invalid Content-Type: ${contentType}`);
          }

          const data = await this._extractDataFromResponse(response, config.selectors, settings);

          if (settings.outputFormat !== 'json') {
            await this.storage.store(url, data, settings.outputFormat, { customStore: settings.customStore });
          }

          if (settings.useCache && this.cache) {
            await this._storeInCache(url, data, settings);
          }

          return data;
        } catch (error) {
          if (
            Utils.detectAntiScraping(error.message) &&
            antiScrapingAttempts < settings.maxRetriesOnAntiScraping
          ) {
            antiScrapingAttempts += 1;
            await this._log(
              `Detected anti-scraping measures on ${url}. Attempt ${antiScrapingAttempts}`,
              { error }
            );
            // Delay before retrying
            await Utils.delay(settings.retryDelay * antiScrapingAttempts);
            continue;
          }

          if (attempts >= settings.retries) {
            throw error;
          }
          // Exponential backoff with jitter
          const delay = Math.min(
            settings.retryDelay * Math.pow(2, attempts - 1) * (0.5 + Math.random() * 0.5),
            settings.maxRetryDelay
          );
          await this._log(`Retrying ${url} after delay of ${delay}ms`, { attempt: attempts, error });
          await Utils.delay(delay);
        }
      }
    }

    /**
     * Respects politeness policies by delaying requests to the same domain
     */
    async _respectPoliteness(url, settings) {
      const urlObj = new URL(url);
      const hostname = urlObj.hostname;
      const now = Date.now();
      const lastRequestTime = this.hostLastRequestTime.get(hostname) || 0;
      const elapsed = now - lastRequestTime;

      if (elapsed < settings.politenessDelay) {
        const delay = settings.politenessDelay - elapsed;
        await this._log(`Delaying request to ${url} by ${delay}ms for politeness`);
        await Utils.delay(delay);
      }

      this.hostLastRequestTime.set(hostname, Date.now());
    }

    /**
     * Validates the CSS selectors
     */
    _validateSelectors(selectors) {
      if (typeof selectors !== 'object' || selectors === null) {
        throw new Error('Selectors must be an object');
      }
      for (const key of Object.keys(selectors)) {
        const sel = selectors[key];
        if (typeof sel === 'string') {
          Utils.normalizeSelector(sel);
        } else if (sel && typeof sel.selector === 'string') {
          Utils.normalizeSelector(sel.selector);
        } else if (sel && typeof sel.customSelector === 'function') {
          // Custom selector function, assume valid
        } else if (sel && typeof sel.xpath === 'string') {
          // Validate XPath if possible
        } else {
          throw new Error(`Invalid selector configuration for key "${key}"`);
        }
      }
    }

    /**
     * Prepares fetch options including headers
     */
    _prepareFetchOptions(config, settings) {
      const defaultHeaders = {
        'Accept-Language': settings.acceptLanguage,
        'User-Agent': settings.userAgent,
      };

      // Remove disallowed headers
      const disallowedHeaders = [
        'Referer',
        'Origin',
        'Cookie',
        'Host',
        'Accept-Encoding',
        'Connection',
        'Upgrade-Insecure-Requests',
      ];

      const headersInit = Utils.deepMerge({}, defaultHeaders, settings.headers, config.headers);

      disallowedHeaders.forEach(header => {
        delete headersInit[header];
      });

      const headers = new Headers(headersInit);

      if (settings.sinceModified) {
        const lastModified = new Date(Date.now() - settings.cacheTime).toUTCString();
        headers.set('If-Modified-Since', lastModified);
      }

      const options = {
        method: 'GET',
        headers: headers,
        mode: 'cors',
        credentials: 'omit',
        redirect: 'follow',
      };

      return options;
    }

    /**
     * Performs a fetch request with a timeout, using proxy if configured
     */
    async _fetchWithTimeout(url, options, settings) {
      const controller = new AbortController();
      options.signal = controller.signal;

      const timeoutId = setTimeout(() => {
        controller.abort();
      }, settings.timeout);

      try {
        let fetchUrl = url;
        if (settings.useProxy) {
          if (!settings.proxyUrl) {
            throw new Error('Proxy URL is not set');
          }
          fetchUrl = `${settings.proxyUrl}?url=${encodeURIComponent(url)}`;
        }

        const fetchFunction = settings.customFetch || fetch;

        const response = await fetchFunction(fetchUrl, options);
        clearTimeout(timeoutId);

        // Check if response size exceeds maxResponseSize
        const contentLength = response.headers.get('Content-Length');
        if (contentLength && parseInt(contentLength, 10) > settings.maxResponseSize) {
          throw new Error('Response size exceeds maximum allowed');
        }

        return response;
      } catch (error) {
        clearTimeout(timeoutId);
        if (error.name === 'AbortError') {
          throw new Error('Request timed out');
        }
        throw error;
      }
    }

    /**
     * Enhanced data extraction with advanced filters
     */
    async _extractDataFromResponse(response, selectors, settings) {
      try {
        const decoder = new TextDecoder('utf-8');
        const reader = response.body.getReader();
        let receivedLength = 0;
        let chunks = [];
        while (true) {
          const { done, value } = await reader.read();
          if (done) break;
          receivedLength += value.length;
          if (receivedLength > settings.maxResponseSize) {
            throw new Error('Response size exceeds maximum allowed');
          }
          chunks.push(value);
        }
        const htmlText = decoder.decode(this._concatChunks(chunks));

        // Check for anti-scraping mechanisms
        if (Utils.detectAntiScraping(htmlText)) {
          throw new Error('Detected anti-scraping measures in the response');
        }

        // Remove scripts and styles to prevent XSS and reduce parsing overhead
        const sanitizedHtml = Utils.removeScriptsAndStyles(htmlText);

        const parser = new DOMParser();
        const doc = parser.parseFromString(sanitizedHtml, 'text/html');

        const data = {};

        for (const key of Object.keys(selectors)) {
          const selConfig = selectors[key];

          let elements;
          if (typeof selConfig === 'string') {
            elements = doc.querySelectorAll(selConfig);
          } else if (selConfig && typeof selConfig.selector === 'string') {
            elements = doc.querySelectorAll(selConfig.selector);
          } else if (selConfig && typeof selConfig.customSelector === 'function') {
            elements = selConfig.customSelector(doc);
            if (!Array.isArray(elements)) {
              throw new Error(`customSelector for key "${key}" must return an array of elements`);
            }
          } else if (selConfig && typeof selConfig.xpath === 'string') {
            elements = this._selectXPath(doc, selConfig.xpath);
          } else {
            throw new Error(`Invalid selector configuration for key "${key}"`);
          }

          if (!elements || elements.length === 0) {
            data[key] = [];
            continue;
          }

          data[key] = await Promise.all(
            Array.from(elements).map(async element => {
              let value;
              if (selConfig.attr) {
                value = element.getAttribute(selConfig.attr) || '';
              } else if (selConfig.html) {
                value = element.innerHTML;
              } else {
                value = Utils.extractText(element, { preserveFormatting: settings.preserveFormatting });
              }

              // Apply per-selector filters (support chaining)
              if (selConfig.filters) {
                value = await this._applyFilters(value, selConfig.filters, element, {
                  key,
                  settings,
                });
              }

              // Apply global filters if no per-selector filters
              else if (settings.filters && settings.filters[key]) {
                value = await this._applyFilters(value, settings.filters[key], element, {
                  key,
                  settings,
                });
              }

              return value;
            })
          );

          data[key] = data[key].filter(val => val !== undefined && val !== null);

          if (selConfig.single) {
            data[key] = data[key][0] || null;
          }
        }

        return data;
      } catch (e) {
        throw new Error(`Failed to extract data: ${e.message}`);
      }
    }

    /**
     * Apply filters to a value, supporting chaining and built-in filters
     */
    async _applyFilters(value, filters, element, context) {
      if (!filters) return value;

      const filtersArray = Array.isArray(filters) ? filters : [filters];

      for (let filter of filtersArray) {
        if (typeof filter === 'string') {
          // Built-in filter by name
          const builtInFilter = this._parseFilterString(filter);
          if (typeof builtInFilter === 'function') {
            value = builtInFilter(value, element, context);
          } else {
            console.warn(`Built-in filter "${filter}" not found`);
          }
        } else if (typeof filter === 'function') {
          try {
            const filterResult = filter(value, element, context);
            value = filterResult instanceof Promise ? await filterResult : filterResult;
          } catch (e) {
            console.error(`Error in filter for key "${context.key}":`, e);
            value = null;
            break;
          }
        } else if (filter instanceof RegExp) {
          // Apply regular expression
          const match = value.match(filter);
          value = match ? match[0] : null;
        } else {
          console.warn(`Invalid filter type for key "${context.key}"`);
        }

        // If value becomes null or undefined, stop processing filters
        if (value == null) {
          break;
        }
      }

      return value;
    }

    /**
     * Parse filter string to support filter arguments
     */
    _parseFilterString(filterStr) {
      // Example filter string: 'replace(/foo/g, "bar")'
      const filterPattern = /^(\w+)\((.*)\)$/;
      const match = filterStr.match(filterPattern);
      if (match) {
        const filterName = match[1];
        const argsStr = match[2];
        const args = this._parseFilterArgs(argsStr);

        const filterFunc = this.settings.builtInFilters[filterName];
        if (typeof filterFunc === 'function') {
          return (value, element, context) => filterFunc(value, args, element, context);
        }
      } else {
        const filterFunc = this.settings.builtInFilters[filterStr];
        if (typeof filterFunc === 'function') {
          return filterFunc;
        }
      }
      return null;
    }

    /**
     * Parse filter arguments from string
     */
    _parseFilterArgs(argsStr) {
      try {
        // Use Function constructor to parse arguments safely
        const argsFunc = new Function(`return [${argsStr}];`);
        return argsFunc();
      } catch (e) {
        console.error('Failed to parse filter arguments:', e);
        return [];
      }
    }

    /**
     * Select elements using XPath
     */
    _selectXPath(doc, xpathExpression) {
      const iterator = doc.evaluate(xpathExpression, doc, null, XPathResult.ORDERED_NODE_ITERATOR_TYPE, null);
      const nodes = [];
      let node = iterator.iterateNext();
      while (node) {
        nodes.push(node);
        node = iterator.iterateNext();
      }
      return nodes;
    }

    /**
     * Concatenates array of Uint8Arrays into one Uint8Array
     */
    _concatChunks(chunks) {
      let totalLength = chunks.reduce((sum, chunk) => sum + chunk.length, 0);
      let result = new Uint8Array(totalLength);
      let position = 0;
      for (let chunk of chunks) {
        result.set(chunk, position);
        position += chunk.length;
      }
      return result;
    }

    /**
     * Gets data from the cache if available and not expired
     */
    async _getFromCache(url, settings) {
      if (!this.cache) return null;
      const cacheKey = Utils.generateCacheKey(url, settings);
      const cachedResponse = await this.cache.match(cacheKey);

      if (cachedResponse) {
        try {
          const cachedData = await cachedResponse.json();
          const age = Date.now() - cachedData.timestamp;
          if (age < settings.cacheTime) {
            return cachedData.data;
          }
        } catch (e) {
          console.warn('Error reading from cache:', e);
        }
      }

      return null;
    }

    /**
     * Stores data in the cache
     */
    async _storeInCache(url, data, settings) {
      if (!this.cache) return;
      const cacheKey = Utils.generateCacheKey(url, settings);
      const cachedResponse = new Response(
        JSON.stringify({ data, timestamp: Date.now() }),
        {
          headers: { 'Content-Type': 'application/json' },
        }
      );
      try {
        await this.cache.put(cacheKey, cachedResponse);
      } catch (e) {
        console.error('Failed to store data in cache:', e);
      }
    }

    /**
     * Registers a custom error handler
     */
    onError(urlOrDefault, handler) {
      if (typeof handler !== 'function') {
        throw new Error('Error handler must be a function');
      }
      this.errorHandlers.set(urlOrDefault, handler);
    }

    /**
     * Logs messages using the provided logger
     */
    async _log(message, data = {}) {
      if (!this.settings.enableLogging) return;
      if (typeof this.logger === 'function') {
        await this.logger(message, data);
      } else if (this.logger && typeof this.logger.log === 'function') {
        await this.logger.log(message, data);
      }
    }
  }

  // Attach ScraperLib to the global object
  global.ScraperLib = ScraperLib;
})(typeof window !== 'undefined' ? window : this);
ASSISTANT
```javascript
/*!
 * ScraperLib.js v6.5.1
 * A fully stable, practical, and robust client-side web scraping library ready for production use
 * License: MIT
 */

(function (global) {
  'use strict';

  /**
   * Utility functions for validation and processing
   */
  const Utils = {
    // Validates if a string is a valid URL
    isValidURL(url) {
      if (typeof url !== 'string') return false;
      try {
        new URL(url);
        return true;
      } catch {
        return false;
      }
    },

    // Sanitizes a string to prevent XSS
    sanitize(str) {
      if (typeof str !== 'string') return '';
      const temp = document.createElement('div');
      temp.textContent = str;
      return temp.innerHTML;
    },

    // Initializes the cache if available
    async initCache() {
      if ('caches' in global) {
        try {
          return await caches.open('scraper-lib-cache');
        } catch (e) {
          console.error('Cache initialization failed:', e);
          return null;
        }
      }
      return null;
    },

    // Generates a cache key based on URL and options
    generateCacheKey(url, options = {}) {
      const cacheOptions = {
        useProxy: options.useProxy,
        proxyUrl: options.useProxy ? options.proxyUrl : undefined,
        selectorsHash: Utils.hashSelectors(options.selectors),
        userAgent: options.userAgent,
        acceptLanguage: options.acceptLanguage,
      };
      return `${url}-${Utils.hashString(JSON.stringify(cacheOptions))}`;
    },

    // Generates a hash for selectors to include in cache key
    hashSelectors(selectors) {
      if (!selectors) return '';
      try {
        return Utils.hashString(JSON.stringify(selectors));
      } catch {
        return '';
      }
    },

    // Generates a simple hash from a string
    hashString(str) {
      let hash = 0,
        i,
        chr;
      if (str.length === 0) return hash;
      for (i = 0; i < str.length; i++) {
        chr = str.charCodeAt(i);
        hash = (hash << 5) - hash + chr;
        hash |= 0; // Convert to 32bit integer
      }
      return hash.toString();
    },

    // Validates and normalizes CSS selectors
    normalizeSelector(selector) {
      if (typeof selector !== 'string') throw new Error('Selector must be a string');
      try {
        document.createDocumentFragment().querySelector(selector);
        return selector;
      } catch {
        throw new Error(`Invalid CSS selector: "${selector}"`);
      }
    },

    // Deep merge of objects
    deepMerge(target, ...sources) {
      target = target || {};
      sources.forEach(src => {
        if (src && typeof src === 'object') {
          Object.keys(src).forEach(key => {
            const value = src[key];
            if (
              value &&
              typeof value === 'object' &&
              !Array.isArray(value) &&
              !(value instanceof RegExp)
            ) {
              target[key] = Utils.deepMerge(target[key], value);
            } else {
              target[key] = value;
            }
          });
        }
      });
      return target;
    },

    // Extracts text from an element, optionally preserving formatting
    extractText(element, options = {}) {
      if (!element) return '';
      const clone = element.cloneNode(true);
      // Remove scripts and styles
      clone.querySelectorAll('script, style, noscript').forEach(el => el.remove());
      if (options.preserveFormatting) {
        // Replace <br> with newline characters
        clone.querySelectorAll('br').forEach(br => {
          const textNode = document.createTextNode('\n');
          br.parentNode.replaceChild(textNode, br);
        });
        // Add newline after </p> elements
        clone.querySelectorAll('p').forEach(p => {
          const textNode = document.createTextNode('\n');
          p.appendChild(textNode);
        });
      }
      return clone.textContent.trim();
    },

    // Removes scripts and styles from HTML string
    removeScriptsAndStyles(html) {
      try {
        const doc = new DOMParser().parseFromString(html, 'text/html');
        doc.querySelectorAll('script, style, noscript').forEach(el => el.remove());
        return doc.documentElement.outerHTML;
      } catch (e) {
        console.error('Error parsing HTML for script/style removal:', e);
        return html
          .replace(/<script[^>]*>[\s\S]*?<\/script>/gi, '')
          .replace(/<style[^>]*>[\s\S]*?<\/style>/gi, '')
          .replace(/<noscript[^>]*>[\s\S]*?<\/noscript>/gi, '');
      }
    },

    // Chunks an array into smaller arrays of specified size
    chunkArray(array, size) {
      if (!Array.isArray(array)) throw new Error('Input must be an array');
      if (!Number.isInteger(size) || size <= 0) throw new Error('Chunk size must be a positive integer');
      const result = [];
      for (let i = 0; i < array.length; i += size) {
        result.push(array.slice(i, i + size));
      }
      return result;
    },

    // Parses a string to JSON safely
    safeParseJSON(str) {
      try {
        return JSON.parse(str);
      } catch {
        return null;
      }
    },

    // Converts a NodeList to an Array
    nodeListToArray(nodeList) {
      return Array.from(nodeList);
    },

    // Function to delay execution
    delay(ms) {
      return new Promise(resolve => setTimeout(resolve, ms));
    },

    // Check for anti-scraping mechanisms (e.g., CAPTCHA)
    detectAntiScraping(html) {
      // Simple keyword detection for common anti-scraping messages
      const antiScrapingKeywords = ['captcha', 'verify you are human', 'access denied', 'bot detection'];
      const lowerHtml = html.toLowerCase();
      return antiScrapingKeywords.some(keyword => lowerHtml.includes(keyword));
    },

    // Built-in filters for common operations
    builtInFilters: {
      trim: value => (typeof value === 'string' ? value.trim() : value),
      toUpperCase: value => (typeof value === 'string' ? value.toUpperCase() : value),
      toLowerCase: value => (typeof value === 'string' ? value.toLowerCase() : value),
      parseInt: value => parseInt(value, 10),
      parseFloat: value => parseFloat(value),
      // Additional built-in filters
      replace: (value, args) => {
        if (typeof value !== 'string' || !Array.isArray(args) || args.length < 2) return value;
        const [pattern, replacement] = args;
        let regex;
        if (pattern instanceof RegExp) {
          regex = pattern;
        } else if (typeof pattern === 'string') {
          regex = new RegExp(pattern, 'g');
        } else {
          return value;
        }
        return value.replace(regex, replacement);
      },
      substring: (value, args) => {
        if (typeof value !== 'string' || !Array.isArray(args)) return value;
        return value.substring(args[0], args[1]);
      },
      split: (value, args) => {
        if (typeof value !== 'string') return value;
        return value.split(args[0]);
      },
      join: (value, args) => {
        if (!Array.isArray(value)) return value;
        return value.join(args[0]);
      },
    },
  };

  /**
   * Handles storing scraped data
   */
  class StorageHandler {
    constructor() {
      this.dbPromise = null;
      this.storeName = 'scrapedData';
      if ('indexedDB' in global) {
        this.storageType = 'indexeddb';
        this.dbPromise = this.initIndexedDB();
      } else if ('localStorage' in global && this._isLocalStorageAccessible()) {
        this.storageType = 'localstorage';
      } else {
        this.storageType = 'memory';
        this.memoryStorage = new Map();
      }
    }

    _isLocalStorageAccessible() {
      try {
        const testKey = '__test__';
        localStorage.setItem(testKey, testKey);
        localStorage.removeItem(testKey);
        return true;
      } catch {
        console.warn('localStorage is not accessible. Using in-memory storage.');
        return false;
      }
    }

    async initIndexedDB(dbName = 'ScraperLibDB') {
      return new Promise((resolve, reject) => {
        const request = indexedDB.open(dbName, 1);

        request.onerror = () => reject(new Error('IndexedDB initialization failed'));

        request.onupgradeneeded = event => {
          const db = event.target.result;
          if (!db.objectStoreNames.contains(this.storeName)) {
            const store = db.createObjectStore(this.storeName, { keyPath: 'id', autoIncrement: true });
            store.createIndex('url', 'url', { unique: false });
            store.createIndex('timestamp', 'timestamp', { unique: false });
          }
        };

        request.onsuccess = event => {
          const db = event.target.result;
          db.onerror = event => {
            console.error('Database error:', event.target.error);
          };
          resolve(db);
        };
      });
    }

    async store(url, data, format, options = {}) {
      const timestamp = Date.now();
      const storeData = { url, data, timestamp };

      switch (format) {
        case 'indexeddb':
          if (this.dbPromise) {
            const db = await this.dbPromise;
            return new Promise((resolve, reject) => {
              const transaction = db.transaction(this.storeName, 'readwrite');
              const store = transaction.objectStore(this.storeName);
              const request = store.add(storeData);

              request.onsuccess = () => resolve(true);
              request.onerror = () => reject(request.error);
            });
          }
          throw new Error('IndexedDB is not supported or initialized');

        case 'localstorage':
          try {
            const key = `scraper-${url}-${timestamp}`;
            localStorage.setItem(key, JSON.stringify(storeData));
            return true;
          } catch (e) {
            if (e.name === 'QuotaExceededError' || e.name === 'NS_ERROR_DOM_QUOTA_REACHED') {
              this._cleanupLocalStorage();
              const key = `scraper-${url}-${timestamp}`;
              localStorage.setItem(key, JSON.stringify(storeData));
              return true;
            }
            throw e;
          }

        case 'memory':
          this.memoryStorage.set(`${url}-${timestamp}`, storeData);
          return true;

        case 'custom':
          if (options.customStore && typeof options.customStore.save === 'function') {
            await options.customStore.save(url, data);
            return true;
          }
          throw new Error('Invalid custom storage handler');

        default:
          throw new Error(`Unsupported storage format: ${format}`);
      }
    }

    _cleanupLocalStorage() {
      const keys = Object.keys(localStorage).filter(key => key.startsWith('scraper-'));
      if (keys.length > 100) {
        keys.sort((a, b) => {
          try {
            const itemA = JSON.parse(localStorage.getItem(a));
            const itemB = JSON.parse(localStorage.getItem(b));
            return itemA.timestamp - itemB.timestamp;
          } catch (e) {
            localStorage.removeItem(a);
            localStorage.removeItem(b);
            return 0;
          }
        });
        for (let i = 0; i < keys.length - 100; i++) {
          localStorage.removeItem(keys[i]);
        }
      }
    }

    async retrieve(url, format) {
      switch (format) {
        case 'indexeddb':
          if (this.dbPromise) {
            const db = await this.dbPromise;
            return new Promise((resolve, reject) => {
              const transaction = db.transaction(this.storeName, 'readonly');
              const store = transaction.objectStore(this.storeName);
              const index = store.index('url');
              const request = index.getAll(url);

              request.onsuccess = () => {
                const results = request.result;
                if (results && results.length > 0) {
                  results.sort((a, b) => b.timestamp - a.timestamp);
                  resolve(results[0].data);
                } else {
                  resolve(null);
                }
              };
              request.onerror = () => reject(request.error);
            });
          }
          throw new Error('IndexedDB is not supported or initialized');

        case 'localstorage':
          const keys = Object.keys(localStorage)
            .filter(k => k.startsWith(`scraper-${url}-`))
            .sort((a, b) => {
              const itemA = Utils.safeParseJSON(localStorage.getItem(a));
              const itemB = Utils.safeParseJSON(localStorage.getItem(b));
              return (itemB?.timestamp || 0) - (itemA?.timestamp || 0);
            });
          if (keys.length > 0) {
            const item = Utils.safeParseJSON(localStorage.getItem(keys[0]));
            return item ? item.data : null;
          }
          return null;

        case 'memory':
          const memoryItems = Array.from(this.memoryStorage.entries())
            .filter(([key]) => key.startsWith(`${url}-`))
            .sort((a, b) => b[1].timestamp - a[1].timestamp);
          if (memoryItems.length > 0) {
            return memoryItems[0][1].data;
          }
          return null;

        default:
          throw new Error(`Unsupported storage format: ${format}`);
      }
    }
  }

  /**
   * Handles rate limiting to respect website policies
   */
  class RateLimiter {
    constructor(requestsPerSecond = 2) {
      this.requestsPerSecond = Math.max(1, requestsPerSecond);
      this.interval = 1000 / this.requestsPerSecond;
      this.queue = [];
      this.lastRequestTime = 0;
      this.isProcessing = false;
    }

    async acquireToken() {
      return new Promise(resolve => {
        this.queue.push(resolve);
        this._processQueue();
      });
    }

    _processQueue() {
      if (this.isProcessing || this.queue.length === 0) return;
      this.isProcessing = true;

      const now = Date.now();
      const elapsed = now - this.lastRequestTime;
      const delay = Math.max(this.interval - elapsed, 0);

      setTimeout(() => {
        this.lastRequestTime = Date.now();
        const resolve = this.queue.shift();
        if (resolve) resolve();
        this.isProcessing = false;
        if (this.queue.length > 0) {
          this._processQueue();
        }
      }, delay);
    }
  }

  /**
   * Main ScraperLib class
   */
  class ScraperLib {
    constructor(options = {}) {
      this.defaultSettings = {
        rateLimitRequests: 2,
        maxConcurrent: 5,
        timeout: 30000,
        retries: 3,
        retryDelay: 1000,
        maxRetryDelay: 30000,
        cacheTime: 3600000,
        outputFormat: 'json',
        useCache: false,
        headers: {},
        preserveFormatting: false,
        validateSelectors: true,
        maxResponseSize: 10 * 1024 * 1024,
        useProxy: false,
        proxyUrl: '',
        sinceModified: false,
        filters: {}, // Global filters
        userAgent: '',
        acceptLanguage: '',
        concurrencyStrategy: 'auto', // 'auto', 'parallel', 'sequential'
        logger: null, // Custom logger function
        customFetch: null, // Custom fetch function
        politenessDelay: 0, // Delay between requests to the same domain
        maxRetriesOnAntiScraping: 2, // Max retries if anti-scraping measures detected
        builtInFilters: Utils.builtInFilters, // Reference to built-in filters
        enableLogging: true, // Enable or disable logging
      };

      // Remove forbidden headers from default headers
      this.forbiddenHeaders = new Set([
        'Accept-Charset',
        'Accept-Encoding',
        'Access-Control-Request-Headers',
        'Access-Control-Request-Method',
        'Connection',
        'Content-Length',
        'Cookie',
        'Cookie2',
        'Date',
        'DNT',
        'Expect',
        'Host',
        'Keep-Alive',
        'Origin',
        'Referer',
        'TE',
        'Trailer',
        'Transfer-Encoding',
        'Upgrade',
        'Via',
        'Proxy-',
        'Sec-',
        'User-Agent',
        'Accept-Language',
      ]);

      // Merge and validate default settings with user options
      this.settings = Utils.deepMerge({}, this.defaultSettings, options);
      this._validateSettings(this.settings);

      // Initialize per-URL settings
      this.urlSettings = new Map();

      this.storage = new StorageHandler();
      this.rateLimiter = new RateLimiter(this.settings.rateLimitRequests);
      this.cache = null;
      this.errorHandlers = new Map();

      // Initialize cache and wait for initialization
      if (this.settings.useCache) {
        this.cachePromise = Utils.initCache().then(cache => {
          this.cache = cache;
        });
      } else {
        this.cachePromise = Promise.resolve();
      }

      // Initialize logger
      this.logger = this.settings.logger || console;

      // Hostname to last request time mapping for politeness
      this.hostLastRequestTime = new Map();
    }

    _validateSettings(settings) {
      const positiveNumberProps = [
        'rateLimitRequests',
        'maxConcurrent',
        'retries',
        'retryDelay',
        'maxRetryDelay',
        'cacheTime',
        'timeout',
        'maxResponseSize',
        'politenessDelay',
        'maxRetriesOnAntiScraping',
      ];
      positiveNumberProps.forEach(prop => {
        if (typeof settings[prop] !== 'number' || settings[prop] < 0) {
          throw new Error(`Invalid setting "${prop}": must be a positive number`);
        }
      });

      const allowedStrategies = ['auto', 'parallel', 'sequential'];
      if (!allowedStrategies.includes(settings.concurrencyStrategy)) {
        throw new Error(
          `Invalid concurrency strategy: "${settings.concurrencyStrategy}". Allowed values are ${allowedStrategies.join(
            ', '
          )}`
        );
      }
    }

    /**
     * Main scraping method
     */
    async scrape(configs, globalOptions = {}) {
      await this.cachePromise;

      if (typeof configs !== 'object' || configs === null || Array.isArray(configs)) {
        throw new Error('Configs must be an object with URL keys and configuration values');
      }

      // Merge global options into settings
      const globalSettings = Utils.deepMerge({}, this.settings, globalOptions);
      this._validateSettings(globalSettings);

      const results = {};
      const urls = Object.keys(configs);
      if (urls.length === 0) {
        return results;
      }

      await this._log('Starting scraping process', { urls });

      // Prepare per-domain request queues to respect politeness
      this.domainQueues = {};

      switch (globalSettings.concurrencyStrategy) {
        case 'parallel':
          await Promise.all(
            urls.map(url => this._scrapeUrlWrapper(url, configs[url], globalSettings, results))
          );
          break;

        case 'sequential':
          for (const url of urls) {
            await this._scrapeUrlWrapper(url, configs[url], globalSettings, results);
          }
          break;

        case 'auto':
        default:
          const chunks = Utils.chunkArray(urls, globalSettings.maxConcurrent);
          for (const chunk of chunks) {
            await Promise.all(
              chunk.map(url => this._scrapeUrlWrapper(url, configs[url], globalSettings, results))
            );
          }
          break;
      }

      await this._log('Completed scraping process', { results });

      return results;
    }

    /**
     * Wrapper for processing a URL, handles logging and error handling
     */
    async _scrapeUrlWrapper(url, config, globalSettings, results) {
      try {
        const data = await this._processUrl(url, config, globalSettings);
        results[url] = data;
      } catch (error) {
        const handler = this.errorHandlers.get(url) || this.errorHandlers.get('default');
        if (handler) {
          try {
            const data = await handler(error, url);
            results[url] = data;
          } catch (e) {
            results[url] = { error: e.message };
          }
        } else {
          results[url] = { error: error.message };
        }
        await this._log(`Error scraping ${url}: ${error.message}`, { error });
      }
    }

    /**
     * Process a single URL with retries and error handling
     */
    async _processUrl(url, config, globalSettings) {
      if (!Utils.isValidURL(url)) {
        throw new Error(`Invalid URL: ${url}`);
      }

      // Merge global settings with per-URL settings using deep merge
      const settings = Utils.deepMerge({}, globalSettings, config.options);
      this._validateSettings(settings);
      this.urlSettings.set(url, settings);

      if (settings.validateSelectors) {
        this._validateSelectors(config.selectors);
      }

      // Wait for cache initialization if needed
      if (settings.useCache) {
        await this.cachePromise;
        if (this.cache) {
          const cachedData = await this._getFromCache(url, settings);
          if (cachedData) {
            await this._log(`Using cached data for ${url}`);
            return cachedData;
          }
        }
      }

      let attempts = 0;
      let antiScrapingAttempts = 0;
      while (attempts < settings.retries) {
        attempts += 1;
        await this._respectPoliteness(url, settings);

        await this.rateLimiter.acquireToken();
        const options = this._prepareFetchOptions(config, settings);
        try {
          const response = await this._fetchWithTimeout(url, options, settings);

          if (!response.ok) {
            if (
              response.status === 304 &&
              settings.useCache &&
              this.cache &&
              settings.sinceModified
            ) {
              const cachedData = await this._getFromCache(url, settings);
              if (cachedData) {
                return cachedData;
              }
            }
            throw new Error(`HTTP error: ${response.status} ${response.statusText}`);
          }

          const contentType = response.headers.get('Content-Type') || '';
          if (!contentType.includes('text/html')) {
            throw new Error(`Invalid Content-Type: ${contentType}`);
          }

          const data = await this._extractDataFromResponse(response, config.selectors, settings);

          if (settings.outputFormat !== 'json') {
            await this.storage.store(url, data, settings.outputFormat, { customStore: settings.customStore });
          }

          if (settings.useCache && this.cache) {
            await this._storeInCache(url, data, settings);
          }

          return data;
        } catch (error) {
          if (
            Utils.detectAntiScraping(error.message) &&
            antiScrapingAttempts < settings.maxRetriesOnAntiScraping
          ) {
            antiScrapingAttempts += 1;
            await this._log(
              `Detected anti-scraping measures on ${url}. Attempt ${antiScrapingAttempts}`,
              { error }
            );
            // Delay before retrying
            await Utils.delay(settings.retryDelay * antiScrapingAttempts);
            continue;
          }

          if (attempts >= settings.retries) {
            throw error;
          }
          // Exponential backoff with jitter
          const delay = Math.min(
            settings.retryDelay * Math.pow(2, attempts - 1) * (0.5 + Math.random() * 0.5),
            settings.maxRetryDelay
          );
          await this._log(`Retrying ${url} after delay of ${delay}ms`, { attempt: attempts, error });
          await Utils.delay(delay);
        }
      }
    }

    /**
     * Respects politeness policies by delaying requests to the same domain
     */
    async _respectPoliteness(url, settings) {
      const urlObj = new URL(url);
      const hostname = urlObj.hostname;
      const now = Date.now();
      const lastRequestTime = this.hostLastRequestTime.get(hostname) || 0;
      const elapsed = now - lastRequestTime;

      if (elapsed < settings.politenessDelay) {
        const delay = settings.politenessDelay - elapsed;
        await this._log(`Delaying request to ${url} by ${delay}ms for politeness`);
        await Utils.delay(delay);
      }

      this.hostLastRequestTime.set(hostname, Date.now());
    }

    /**
     * Validates the CSS selectors
     */
    _validateSelectors(selectors) {
      if (typeof selectors !== 'object' || selectors === null) {
        throw new Error('Selectors must be an object');
      }
      for (const key of Object.keys(selectors)) {
        const sel = selectors[key];
        if (typeof sel === 'string') {
          Utils.normalizeSelector(sel);
        } else if (sel && typeof sel.selector === 'string') {
          Utils.normalizeSelector(sel.selector);
        } else if (sel && typeof sel.customSelector === 'function') {
          // Custom selector function, assume valid
        } else if (sel && typeof sel.xpath === 'string') {
          // Could validate XPath here if needed
        } else {
          throw new Error(`Invalid selector configuration for key "${key}"`);
        }
      }
    }

    /**
     * Prepares fetch options including headers
     */
    _prepareFetchOptions(config, settings) {
      const defaultHeaders = {
        // Cannot set User-Agent or Accept-Language in browser fetch API
      };

      // Merge headers, prioritizing per-config and settings over defaults
      const headersInit = Utils.deepMerge({}, defaultHeaders, settings.headers, config.headers);

      // Remove forbidden headers
      Object.keys(headersInit).forEach(header => {
        if (
          this.forbiddenHeaders.has(header) ||
          Array.from(this.forbiddenHeaders).some(fh => fh.endsWith('-') && header.startsWith(fh))
        ) {
          delete headersInit[header];
        }
      });

      const headers = new Headers(headersInit);

      if (settings.sinceModified) {
        const lastModified = new Date(Date.now() - settings.cacheTime).toUTCString();
        headers.set('If-Modified-Since', lastModified);
      }

      const options = {
        method: 'GET',
        headers: headers,
        mode: 'cors',
        credentials: 'omit',
        redirect: 'follow',
      };

      return options;
    }

    /**
     * Performs a fetch request with a timeout, using proxy if configured
     */
    async _fetchWithTimeout(url, options, settings) {
      const controller = new AbortController();
      options.signal = controller.signal;

      const timeoutId = setTimeout(() => {
        controller.abort();
      }, settings.timeout);

      try {
        let fetchUrl = url;
        if (settings.useProxy) {
          if (!settings.proxyUrl) {
            throw new Error('Proxy URL is not set');
          }
          fetchUrl = `${settings.proxyUrl}?url=${encodeURIComponent(url)}`;
        }

        const fetchFunction = settings.customFetch || fetch;

        const response = await fetchFunction(fetchUrl, options);
        clearTimeout(timeoutId);

        // Check if response size exceeds maxResponseSize
        const contentLength = response.headers.get('Content-Length');
        if (contentLength && parseInt(contentLength, 10) > settings.maxResponseSize) {
          throw new Error('Response size exceeds maximum allowed');
        }

        return response;
      } catch (error) {
        clearTimeout(timeoutId);
        if (error.name === 'AbortError') {
          throw new Error('Request timed out');
        }
        throw error;
      }
    }

    /**
     * Enhanced data extraction with advanced filters
     */
    async _extractDataFromResponse(response, selectors, settings) {
      try {
        const decoder = new TextDecoder('utf-8');
        const reader = response.body.getReader();
        let receivedLength = 0;
        let chunks = [];
        while (true) {
          const { done, value } = await reader.read();
          if (done) break;
          receivedLength += value.length;
          if (receivedLength > settings.maxResponseSize) {
            throw new Error('Response size exceeds maximum allowed');
          }
          chunks.push(value);
        }
        const htmlText = decoder.decode(Utils._concatChunks(chunks));

        // Check for anti-scraping mechanisms
        if (Utils.detectAntiScraping(htmlText)) {
          throw new Error('Detected anti-scraping measures in the response');
        }

        // Remove scripts and styles to prevent XSS and reduce parsing overhead
        const sanitizedHtml = Utils.removeScriptsAndStyles(htmlText);

        const parser = new DOMParser();
        const doc = parser.parseFromString(sanitizedHtml, 'text/html');

        const data = {};

        for (const key of Object.keys(selectors)) {
          const selConfig = selectors[key];

          let elements;
          if (typeof selConfig === 'string') {
            elements = doc.querySelectorAll(selConfig);
          } else if (selConfig && typeof selConfig.selector === 'string') {
            elements = doc.querySelectorAll(selConfig.selector);
          } else if (selConfig && typeof selConfig.customSelector === 'function') {
            elements = selConfig.customSelector(doc);
            if (!Array.isArray(elements)) {
              throw new Error(`customSelector for key "${key}" must return an array of elements`);
            }
          } else if (selConfig && typeof selConfig.xpath === 'string') {
            elements = this._selectXPath(doc, selConfig.xpath);
          } else {
            throw new Error(`Invalid selector configuration for key "${key}"`);
          }

          if (!elements || elements.length === 0) {
            data[key] = [];
            continue;
          }

          data[key] = await Promise.all(
            Array.from(elements).map(async element => {
              let value;
              if (selConfig.attr) {
                value = element.getAttribute(selConfig.attr) || '';
              } else if (selConfig.html) {
                value = element.innerHTML;
              } else {
                value = Utils.extractText(element, { preserveFormatting: settings.preserveFormatting });
              }

              // Apply per-selector filters (support chaining)
              if (selConfig.filters) {
                value = await this._applyFilters(value, selConfig.filters, element, {
                  key,
                  settings,
                });
              }

              // Apply global filters if no per-selector filters
              else if (settings.filters && settings.filters[key]) {
                value = await this._applyFilters(value, settings.filters[key], element, {
                  key,
                  settings,
                });
              }

              return value;
            })
          );

          data[key] = data[key].filter(val => val !== undefined && val !== null);

          if (selConfig.single) {
            data[key] = data[key][0] || null;
          }
        }

        return data;
      } catch (e) {
        throw new Error(`Failed to extract data: ${e.message}`);
      }
    }

    /**
     * Apply filters to a value, supporting chaining and built-in filters
     */
    async _applyFilters(value, filters, element, context) {
      if (!filters) return value;

      const filtersArray = Array.isArray(filters) ? filters : [filters];

      for (let filter of filtersArray) {
        if (typeof filter === 'string') {
          // Built-in filter by name
          const builtInFilter = this._parseFilterString(filter);
          if (typeof builtInFilter === 'function') {
            value = builtInFilter(value, element, context);
          } else {
            console.warn(`Built-in filter "${filter}" not found`);
          }
        } else if (typeof filter === 'function') {
          try {
            const filterResult = filter(value, element, context);
            value = filterResult instanceof Promise ? await filterResult : filterResult;
          } catch (e) {
            console.error(`Error in filter for key "${context.key}":`, e);
            value = null;
            break;
          }
        } else if (filter instanceof RegExp) {
          // Apply regular expression
          const match = value.match(filter);
          value = match ? match[0] : null;
        } else {
          console.warn(`Invalid filter type for key "${context.key}"`);
        }

        // If value becomes null or undefined, stop processing filters
        if (value == null) {
          break;
        }
      }

      return value;
    }

    /**
     * Parse filter string to support filter arguments safely
     */
    _parseFilterString(filterStr) {
      // Example filter string: 'replace(/foo/g, "bar")'
      const filterPattern = /^(\w+)\((.*)\)$/;
      const match = filterStr.match(filterPattern);
      if (match) {
        const filterName = match[1];
        const argsStr = match[2];
        const args = this._parseFilterArgs(argsStr);

        const filterFunc = this.settings.builtInFilters[filterName];
        if (typeof filterFunc === 'function') {
          return (value, element, context) => filterFunc(value, args, element, context);
        }
      } else {
        const filterFunc = this.settings.builtInFilters[filterStr];
        if (typeof filterFunc === 'function') {
          return filterFunc;
        }
      }
      return null;
    }

    /**
     * Parse filter arguments from string safely
     */
    _parseFilterArgs(argsStr) {
      try {
        const args = [];
        let currentArg = '';
        let inQuotes = false;
        let quoteChar = '';
        let escapeNext = false;

        for (let i = 0; i < argsStr.length; i++) {
          const char = argsStr.charAt(i);

          if (escapeNext) {
            currentArg += char;
            escapeNext = false;
            continue;
          }

          if (char === '\\') {
            escapeNext = true;
            continue;
          }

          if (inQuotes) {
            if (char === quoteChar) {
              inQuotes = false;
            }
            currentArg += char;
            continue;
          }

          if (char === '"' || char === "'") {
            inQuotes = true;
            quoteChar = char;
            currentArg += char;
            continue;
          }

          if (char === ',' && !inQuotes) {
            args.push(this._parseArgument(currentArg.trim()));
            currentArg = '';
            continue;
          }

          currentArg += char;
        }

        if (currentArg) {
          args.push(this._parseArgument(currentArg.trim()));
        }

        return args;
      } catch (e) {
        console.error('Failed to parse filter arguments:', e);
        return [];
      }
    }

    _parseArgument(arg) {
      if ((arg.startsWith('"') && arg.endsWith('"')) || (arg.startsWith("'") && arg.endsWith("'"))) {
        // String argument
        return arg.slice(1, -1).replace(/\\'/g, "'").replace(/\\"/g, '"');
      }

      // Try to parse as number
      const num = Number(arg);
      if (!isNaN(num)) {
        return num;
      }

      // For regex arguments, e.g., /pattern/flags
      if (arg.startsWith('/') && arg.lastIndexOf('/') > 0) {
        const lastSlash = arg.lastIndexOf('/');
        const pattern = arg.slice(1, lastSlash);
        const flags = arg.slice(lastSlash + 1);
        return new RegExp(pattern, flags);
      }

      // Otherwise, return the arg as string
      return arg;
    }

    /**
     * Select elements using XPath
     */
    _selectXPath(doc, xpathExpression) {
      const iterator = doc.evaluate(xpathExpression, doc, null, XPathResult.ORDERED_NODE_ITERATOR_TYPE, null);
      const nodes = [];
      let node = iterator.iterateNext();
      while (node) {
        nodes.push(node);
        node = iterator.iterateNext();
      }
      return nodes;
    }

    /**
     * Concatenates array of Uint8Arrays into one Uint8Array
     */
    static _concatChunks(chunks) {
      let totalLength = chunks.reduce((sum, chunk) => sum + chunk.length, 0);
      let result = new Uint8Array(totalLength);
      let position = 0;
      for (let chunk of chunks) {
        result.set(chunk, position);
        position += chunk.length;
      }
      return result;
    }

    /**
     * Gets data from the cache if available and not expired
     */
    async _getFromCache(url, settings) {
      if (!this.cache) return null;
      const cacheKey = Utils.generateCacheKey(url, settings);
      const cachedResponse = await this.cache.match(cacheKey);

      if (cachedResponse) {
        try {
          const cachedData = await cachedResponse.json();
          const age = Date.now() - cachedData.timestamp;
          if (age < settings.cacheTime) {
            return cachedData.data;
          }
        } catch (e) {
          console.warn('Error reading from cache:', e);
        }
      }

      return null;
    }

    /**
     * Stores data in the cache
     */
    async _storeInCache(url, data, settings) {
      if (!this.cache) return;
      const cacheKey = Utils.generateCacheKey(url, settings);
      const cachedResponse = new Response(
        JSON.stringify({ data, timestamp: Date.now() }),
        {
          headers: { 'Content-Type': 'application/json' },
        }
      );
      try {
        await this.cache.put(cacheKey, cachedResponse);
      } catch (e) {
        console.error('Failed to store data in cache:', e);
      }
    }

    /**
     * Registers a custom error handler
     */
    onError(urlOrDefault, handler) {
      if (typeof handler !== 'function') {
        throw new Error('Error handler must be a function');
      }
      this.errorHandlers.set(urlOrDefault, handler);
    }

    /**
     * Logs messages using the provided logger
     */
    async _log(message, data = {}) {
      if (!this.settings.enableLogging) return;
      if (typeof this.logger === 'function') {
        await this.logger(message, data);
      } else if (this.logger && typeof this.logger.log === 'function') {
        await this.logger.log(message, data);
      }
    }
  }

  // Attach ScraperLib to the global object
  global.ScraperLib = ScraperLib;
})(typeof window !== 'undefined' ? window : this);
```