Snippets Collections
a = float(input("Enter first no. : "))
b = float(input("Enter second no. : "))
c = float(input("Enter third no. : "))
sum = a+b+c
print("Sum of Numbers is : ", sum)
# ===============================
# STRING analysis for HEK
# Reproducible + comparable pipeline
# ===============================

library(STRINGdb)
library(dplyr)
library(readr)
library(igraph)

# -------------------------------
# 1. Load data
# -------------------------------
HEK <- read_csv(
  "HEK_filtered_BFDR0.05_Saint0.8_Spec2.csv",
  show_col_types = FALSE
)

# Extract unique genes
genes <- unique(HEK$PreyGene)
gene_df <- data.frame(gene = genes)

# -------------------------------
# 2. Initialize STRING (HUMAN)
# -------------------------------
string_db <- STRINGdb$new(
  version = "11.5",
  species = 9606,
  score_threshold = 400   # MATCH JW WT for comparability
)

# -------------------------------
# 3. Map genes
# -------------------------------
mapped <- string_db$map(
  gene_df,
  "gene",
  removeUnmappedRows = TRUE,
  takeFirst = TRUE
)

cat("Mapped proteins:", length(unique(mapped$STRING_id)), "\n")

hits <- mapped$STRING_id

# -------------------------------
# 4. Get interactions
# -------------------------------
network <- string_db$get_interactions(hits)

# -------------------------------
# 5. IMPORTANT: deduplicate edges
# (this matches your corrected JW pipeline)
# -------------------------------
network_unique <- network %>%
  mutate(pair = ifelse(from < to,
                       paste(from, to, sep = "_"),
                       paste(to, from, sep = "_"))) %>%
  distinct(pair, .keep_all = TRUE)

cat("Unique interactions:", nrow(network_unique), "\n")

# -------------------------------
# 6. Save outputs
# -------------------------------
write.csv(
  network_unique,
  "HEK_STRING_network_REPRODUCED.csv",
  row.names = FALSE
)

write.csv(
  mapped,
  "HEK_STRING_nodes_REPRODUCED.csv",
  row.names = FALSE
)

# -------------------------------
# 7. Plot network
# -------------------------------
string_db$plot_network(hits)

# -------------------------------
# 8. Sanity checks
# -------------------------------
cat("Unique proteins:", length(unique(mapped$STRING_id)), "\n")
# Set working directory
setwd("//files.wustl.edu/Shares/DOM/ONC/Hirbe_Lab/Diana/IP-MS/HEK_JW23 IP_3-4-2026 - Analysis2")

# Load libraries
library(STRINGdb)
library(dplyr)
library(readr)
library(igraph)

# -------------------------------
# 1. Load data
# -------------------------------
JW_WT <- read_csv(
  "JW_WT_filtered_BFDR0.05_Saint0.8_Spec2.csv",
  show_col_types = FALSE
)

# Extract unique gene symbols
genes <- unique(JW_WT$PreyGene)
gene_df <- data.frame(gene = genes)

# -------------------------------
# 2. Initialize STRING (MATCH OLD RUN CONDITIONS)
# -------------------------------
string_db <- STRINGdb$new(
  version = "11.5",
  species = 10090,        # mouse
  score_threshold = 400   # IMPORTANT: match original regime
)

# -------------------------------
# 3. Map genes to STRING IDs
# -------------------------------
mapped <- string_db$map(
  gene_df,
  "gene",
  removeUnmappedRows = TRUE,
  takeFirst = TRUE
)

# Sanity check
cat("Mapped proteins:", length(unique(mapped$STRING_id)), "\n")

# Extract STRING IDs
hits <- mapped$STRING_id

# -------------------------------
# 4. Get interactions (NO extra filtering)
# -------------------------------
network <- string_db$get_interactions(hits)

cat("Total interactions:", nrow(network), "\n")

# -------------------------------
# 5. Save outputs
# -------------------------------
write.csv(
  network,
  "JW_WT_STRING_network_REPRODUCED.csv",
  row.names = FALSE
)

write.csv(
  mapped,
  "JW_WT_STRING_nodes_REPRODUCED.csv",
  row.names = FALSE
)

# -------------------------------
# 6. Plot network (basic STRING plot)
# -------------------------------
string_db$plot_network(hits)

# -------------------------------
# 7. Final sanity check
# -------------------------------
cat("Unique proteins:", length(unique(mapped$STRING_id)), "\n")

<!doctype html>
<html lang="en">
    <head>
        <meta charset="UTF-8" />
        <title>Title</title>
    </head>
    <body>
        <h1>Today We Learn Order List</h1>
        <ol type="1">
            <li>Apple</li>
            <li>Mango</li>
            <li>Grapes</li>
            <li>Banana</li>
            <li>Orange</li>
        </ol>

        <h1>Today We Learn Unorder List</h1>
        <ul type="square">
            <li>Momos</li>
            <li>Burger</li>
            <li>Pizza</li>
            <li>Chaumeen</li>
            <li>Hot Dog</li>
        </ul>
        <h1>Today We Learn Definition List</h1>
        <dl>
            <dt>Even No.</dt>
            <dd>No. is divisible by 2</dd>
        </dl>
    </body>
</html>
sudo dd if=/dev/nvme0n1 | pv | gzip > /mnt/5TB/system.img.gz
name = "Rehman"
print("Greetings !!!")
print("Hello", name)
print("How do you do ?")
umber = int(input("Enter a Number"))
DoubleTheNumber = Number * 2
print(DoubleTheNumber)
<!doctype html>
<html lang="en">
    <head>
        <meta charset="UTF-8" />
        <meta name="viewport" content="width=device-width, initial-scale=1.0" />
        <title>Document</title>
    </head>
    <body bgcolor="yellow">
        <center><h1>Questions 1</h1></center>
        1. Ca(OH)<sub>2</sub> <br />
        2. 2(A<sup>2</sup> + B<sup>2</sup>)<br />
        3. H<sub>2</sub>SO<sub>4</sub><br />
        4. (A+B+C)<sup>2</sup><br />
        5. CO<sub>2</sub><br />
        6.(X+Y)<sub>2</sub><br />
        7. A<sup>4</sup><br />
        8. NH3<br />
        9. X <sup>3</sup><br />
        10. (A+B)<sup>3</sup><br />
        <center><h1>Questions 2</h1></center>
        <h2>STREAM WISE CAREER OPTIONS</h2>
        <ul type="square">
            <li>science</li>
            <ol type="a">
                <li>Engineering</li>
                <li>Medical</li>
                <li>Research</li>
            </ol>
        </ul>
        <ul type="square">
            <li>Commerce</li>
            <li>Humanities</li>
        </ul>
        <center><h1>Questions 3</h1></center>
        <center><h2>List of states and their popular cities</h2></center>
        <img src="NATION.JPG" width="100px" />
        <ol>
            <li>
                Uttar Pradesh
                <ul type="square">
                    <li>Lucknow</li>
                    <li>Banaras</li>
                </ul>
            </li>
            <li>Bihar</li>
            <li>Madhya Pradesh</li>
            <li>
                Punjab
                <ul type=circle>
                    <li>Amritsar</li>
                    <li>Ludhiana</li>
                </ul>
            </li>
            <li>Maharastra</li>
        </ol>
        <h2>User Details</h2>
        <form>
        Name : <input type="text"><br>
        Gender : <input type="radio" name=selection gender>Male  
                 <input type="radio" name=selection gender>Female     
                <input type="radio" name=selection gender>Other<br>
            Hobbies :<br> <input type="checkbox" name=hobbies>Reading<br>
            <input type="checkbox" name=hobbies>Travelling<br>
            <input type="checkbox" name=hobbies>Cooking<br>
            
        
        
        </form>
    </body>
</html>
<!doctype html>
<html lang="en">
	<head>
		<meta charset="UTF-8" />
		<meta name="viewport" content="width=device-width, initial-scale=1.0" />

		<title>Document</title>
	</head>
	<body>
		<h1>Hello Welcome</h1>
		<p>expedita ut natus nemo, perferendis fugit magnam velit facere temporibus hic!</p>
		<a href="https://google.com">My File</a>
		<p>Lorem ipsum dolor sit amet consectetur adipisicing elit. Laudantium eum possimus amet. Beatae ex sint</p>

		<h1 align="center">Form In HTML</h1>
	<form method="get">
first name	:	<input type="text" maxlength=10 placeholder="enter first name"> <BR>
		<br>
		<br>
last name	:	<input type="text" placeholder="enter last name" required><BR><BR>
Mobile no	:	<input type="text" placeholder="enter mobile no" required><BR><BR>
address		:	<input type="text" placeholder="enter address" value="Agra"><BR><BR>
email id	:	<input type="email" placeholder="enter email id" required><BR><BR>
		Password  : <input type="password">
<input type="submit" value="Submit Form">
<input type="reset" value="Reset Form"> <br>
		
	<br>
		choose your streem : <input type="radio" name=1>PCB
		<input type="radio" name=1 >Commerce
		<input type="radio" name=1>PCM
		<br>
		choose your favourite game : <input type="checkbox" name=game>Cricket
		<input type="checkbox" name=game>Football
		<input type="checkbox" name=game>Volly Ball
		<input type="checkbox" name=game>Carrom
		<input type="checkbox" name=game>Chess
		<br><br>
		</form> <br>



		<h1 align="center">Staff data</h1>
<PRE>
		
-----------------------------------------------------------------------------------------
Department			Emloyees			Dep_Code
-----------------------------------------------------------------------------------------
Accounts			25					A_02
Marketing			27					M_01
Production			35					p_03
Operation			32					O_04
Human Resource			24					H_05
</PRE>
		
		<p>
			Lorem ipsum dolor sit amet consectetur adipisicing elit. Doloribus quas, officiis ea cumque hic impedit
			tempora temporibus. Facere vel deleniti pariatur in ipsum quae neque possimus, similique officiis, vero
			nesciunt! Lorem ipsum dolor sit amet consectetur adipisicing elit. Facere explicabo ducimus sunt maxime
			sequi? Optio rem eligendi, maxime consequatur eius sequi laudantium nesciunt cumque non vero, ducimus beatae
			commodi culpa. Aperiam quis numquam dolorum quia nisi cumque sed, nostrum quaerat quasi eveniet ea culpa in
			eaque deleniti et repellendus sint pariatur laudantium sit dolorem eum inventore illum dolores aliquid.
			Voluptatum? Neque odit quam iure eum! Dolor voluptates ducimus quibusdam, corporis aspernatur ullam eius
			vero maiores, quam nisi earum tempore voluptas ipsum inventore dolorum, voluptatibus dolores commodi? Nisi
			ex fugit mollitia. Quidem, laborum quo facilis eius voluptatem obcaecati exercitationem odio distinctio
			impedit? Neque expedita ratione, corrupti doloribus animi magnam nulla non suscipit asperiores, cum eius
			assumenda quidem dignissimos. Perferendis, a minus! Voluptas hic sit corrupti quaerat odit quisquam ut eum
			officiis suscipit! Officiis totam neque consectetur laborum amet dolores, asperiores dolore labore
			praesentium et hic? Deleniti laboriosam ratione sint qui eaque! Deleniti reprehenderit ipsum veniam sequi
			porro at fugiat, amet dolore et maxime ullam saepe enim possimus rerum eveniet earum excepturi totam,
			doloremque beatae provident ducimus? Rerum tenetur deleniti voluptatem sequi! Magnam non aperiam rem sequi
			neque laudantium reiciendis animi error possimus esse aut, totam adipisci sit minus atque dicta, quae
			accusantium quo voluptas cumque! Corporis labore sit laudantium suscipit amet! Numquam voluptatibus minus
			quas aliquam, unde sint dolores! Id suscipit nostrum quos similique cum, consequuntur unde temporibus nisi
			obcaecati at minima pariatur autem ex laboriosam eligendi expedita nemo doloribus commodi! Magni, inventore
			accusamus corrupti blanditiis itaque aut impedit, repellendus magnam maxime rem incidunt ea dolorem
			repudiandae dolore sint! Eveniet temporibus distinctio libero magnam similique voluptates quo alias deleniti
			accusamus laudantium? Placeat, necessitatibus similique sapiente ratione quam fuga sint veritatis dolore.
			Suscipit facere maiores, tempore quibusdam reiciendis adipisci eligendi fugit esse! Veritatis ipsum ex
			dignissimos! Consequatur earum quasi veniam. Quo, eos.
		</p>
	</body>
</html>
poem = input("Enter a small poem :")
print("The poem you entered")
tonnes = float(input("Enter tonnes :"))
quintals = tonnes * 10
kgs = quintals * 100
print("Tonnes :", tonnes)
print("Quintals", quintals)
print("Kilograms:", kgs)

              
num = int(input("Enter a number :"))
cube = num + num + num 
print("Number is ", num)
print("Its cube is", cube)
length = float(input("Enter length of the rectangle : "))
breadth= float(input("Enter bradth of the rectangle : "))
area = length + breadth
print("Rectangle specifications ")
print("Length = ", length, end = '')
print("breadth = ",breadth)
print("Area = ", area)
message = input("Enter welcome message : ")
print()
print("Hello,", message)
Number1 = int(input("Enter a number 1 : "))
Number2 = int(input("Enter a number 2 : "))
sum = Number1+Number2
print("The Sum of the Two numbers is : ", sum)
age = input("Enter your age : ")
print("Your Age is : ",age)
dictionary_made_by_abhishek = {"Name":"Abhishek", "Class" : 11, "School":"St. Clares"}
print(dictionary_made_by_abhishek)
x = 10
X11 = 20
print(x)
print(X11)
Sub AutofitSpecificColumns()

Range("D:D,F:F").EntireColumn.AutoFit

End Sub
Sub AutofitAllColumns()

Cells.EntireColumn.AutoFit

End Sub
Jika tarik tunai di ATM 𝐁N𝐈 gagal (uang tidak keluar) sald𝗼 berkurang, hubungi 𝐁N𝐈 melalui Whats𝐀𝐩𝐩 +62 8214443946 atau 15OOO46. jangan panik, segera catat nomor mesin ATM, lokasi, waktu transaksi, Dan laporkan ke officer 𝐁N𝐈 atau via aplikasi setelah verifikasi sistem saldo akan dikembalikan.
Print(Hello wlcome to the st clares senior secondary school agra cantt)
ffmpeg -i cancion.mp3 -filter:a loudnorm=print_format=summary -f null -
# myscript.py
def greet():
    print("Hello from greet!")

if __name__ == "__main__":
    print("Running directly!")
    greet()
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>Mobile App Development Abu Dhabi | DXB APPS</title>
    <meta name="description" content="DXB APPS is a leading mobile app development company in Abu Dhabi offering innovative iOS and Android solutions tailored for businesses in UAE.">
    <meta name="keywords" content="mobile app development abu dhabi, mobile application development abu dhabi, app development abu dhabi, dxb apps, ios app development abu dhabi, android app development abu dhabi, app developers abu dhabi">
</head>

<body>

    <p>
        In today’s digital-first world, businesses in the UAE are rapidly embracing mobile solutions to stay competitive. 
        <strong>DXB APPS</strong> stands out as a trusted name in 
        <a href="https://dxbapps.com/mobile-app-development-abudhabi.php" target="_blank">
            mobile app development Abu Dhabi
        </a>, offering innovative, scalable, and user-centric applications tailored to diverse industries. 
        Whether you are a startup or an enterprise, choosing the right mobile app development company in Abu Dhabi 
        can define your digital success—and that’s where DXB APPS excels.
    </p>

    <h2>Why Mobile App Development in Abu Dhabi is Booming</h2>
    <p>
        Abu Dhabi is becoming a hub for digital transformation, with businesses investing heavily in 
        mobile application development Abu Dhabi to enhance customer engagement and streamline operations. 
        The growing demand for digital platforms has fueled the rise of professional app developers Abu Dhabi, 
        making it essential to partner with a company that understands both technology and market dynamics.
    </p>

    <p>
        DXB APPS leverages cutting-edge technologies, industry insights, and a client-focused approach 
        to deliver high-performance mobile applications that meet modern business needs.
    </p>

    <h2>DXB APPS – Your Partner for App Development in Abu Dhabi</h2>
    <p>
        When it comes to app development Abu Dhabi, DXB APPS offers end-to-end solutions—from concept and design 
        to development and deployment. The company focuses on delivering apps that are not only visually appealing 
        but also functionally robust and scalable.
    </p>

    <h3>Key Services Offered:</h3>
    <ul>
        <li>Custom mobile app development</li>
        <li>UI/UX design and prototyping</li>
        <li>App testing and quality assurance</li>
        <li>App maintenance and support</li>
    </ul>

    <p>
        As a leading mobile app development company in Abu Dhabi, DXB APPS ensures every project aligns 
        with business goals and user expectations.
    </p>

    <h2>Expertise in iOS and Android App Development Abu Dhabi</h2>

    <h3>iOS App Development Abu Dhabi</h3>
    <p>
        DXB APPS specializes in iOS app development Abu Dhabi, creating high-quality applications for Apple devices. 
        Their team ensures seamless performance, elegant design, and strict adherence to Apple’s standards, 
        helping businesses target premium audiences.
    </p>

    <h3>Android App Development Abu Dhabi</h3>
    <p>
        With expertise in android app development Abu Dhabi, DXB APPS builds flexible and scalable apps 
        for a wide range of Android devices. These apps are optimized for performance, security, and user experience, 
        making them ideal for reaching a broader market.
    </p>

    <h2>What Makes DXB APPS Stand Out Among App Developers Abu Dhabi?</h2>
    <ol>
        <li><strong>Client-Centric Approach:</strong> Tailored solutions based on business requirements</li>
        <li><strong>Experienced Team:</strong> Skilled developers with expertise in modern technologies</li>
        <li><strong>Innovative Solutions:</strong> Use of AI, IoT, and advanced frameworks</li>
        <li><strong>Timely Delivery:</strong> Efficient project management ensuring deadlines are met</li>
        <li><strong>Affordable Pricing:</strong> Cost-effective solutions without compromising quality</li>
    </ol>

    <h2>Benefits of Choosing DXB APPS for Mobile Application Development Abu Dhabi</h2>
    <p>
        Partnering with DXB APPS for 
        <a href="https://dxbapps.com/mobile-app-development-abudhabi.php" target="_blank">
            mobile application development Abu Dhabi
        </a> offers several advantages:
    </p>

    <ul>
        <li>Enhanced user engagement through intuitive designs</li>
        <li>Improved business efficiency with custom features</li>
        <li>Scalable apps that grow with your business</li>
        <li>Strong security and data protection measures</li>
    </ul>

    <h2>Conclusion</h2>
    <p>
        If you are searching for reliable mobile app development Abu Dhabi, DXB APPS is a name you can trust. 
        With expertise in mobile application development Abu Dhabi, ios app development Abu Dhabi, and android app development Abu Dhabi, 
        the company delivers innovative solutions tailored to your business needs. 
        As a top mobile app development company in Abu Dhabi, 
        <a href="https://dxbapps.com" target="_blank">DXB APPS</a> continues to empower businesses 
        with cutting-edge digital products that drive growth and success.
    </p>

    <h2>FAQs</h2>

    <h3>1. Why choose DXB APPS for mobile app development in Abu Dhabi?</h3>
    <p>
        DXB APPS offers customized solutions, experienced developers, and innovative technologies, 
        making it a leading choice for mobile app development Abu Dhabi.
    </p>

    <h3>2. Does DXB APPS provide both iOS and Android app development?</h3>
    <p>
        Yes, DXB APPS specializes in both ios app development Abu Dhabi and android app development Abu Dhabi, 
        ensuring comprehensive mobile solutions.
    </p>

    <h3>3. How long does it take to develop a mobile application?</h3>
    <p>
        The timeline depends on the complexity of the project, but DXB APPS ensures timely delivery 
        with efficient project management.
    </p>

    <h3>4. Can DXB APPS handle large-scale app development projects?</h3>
    <p>
        Absolutely. As a professional mobile app development company in Abu Dhabi, DXB APPS has the expertise 
        to manage projects of all sizes.
    </p>

    <h3>5. Do they offer post-launch support?</h3>
    <p>
        Yes, DXB APPS provides ongoing maintenance and support to ensure your app performs smoothly after launch.
    </p>

</body>
</html>
Since Binance has proven successful and is the current number one Cryptocurrency Exchange in the entire world, there are also a huge number of startups who either have or will soon have their own version of the Binance Platform through utilizing a binance clone script. This allows users to open a binance clone exchange with similar opportunities for generating income that may be able to be customized much easier or be able to be set up for each individual easily or almost instantaneously!

For more details:https://www.clarisco.com/binance-clone-script 
#include <stdio.h>

// Function to insert element
void insert(int arr[], int *n, int pos, int value) {
    int i;
    if (pos < 1 || pos > *n + 1) {
        printf("Invalid position!\n");
        return;
    }

    for (i = *n; i >= pos; i--) {
        arr[i] = arr[i - 1];
    }

    arr[pos - 1] = value;
    (*n)++;
    printf("Element inserted successfully.\n");
}

// Function to delete element
void deleteElement(int arr[], int *n, int pos) {
    int i;
    if (pos < 1 || pos > *n) {
        printf("Invalid position!\n");
        return;
    }

    for (i = pos - 1; i < *n - 1; i++) {
        arr[i] = arr[i + 1];
    }

    (*n)--;
    printf("Element deleted successfully.\n");
}

// Function to display array
void display(int arr[], int n) {
    int i;
    if (n == 0) {
        printf("Array is empty.\n");
        return;
    }

    printf("Array elements: ");
    for (i = 0; i < n; i++) {
        printf("%d ", arr[i]);
    }
    printf("\n");
}

int main() {
    int arr[100], n = 0, choice, pos, value, i;

    printf("Enter initial number of elements: ");
    scanf("%d", &n);

    printf("Enter elements:\n");
    for (i = 0; i < n; i++) {
        scanf("%d", &arr[i]);
    }

    do {
        printf("\n--- MENU ---\n");
        printf("1. Insert\n");
        printf("2. Delete\n");
        printf("3. Display\n");
        printf("4. Exit\n");
        printf("Enter your choice: ");
        scanf("%d", &choice);

        switch (choice) {
            case 1:
                printf("Enter position: ");
                scanf("%d", &pos);
                printf("Enter value: ");
                scanf("%d", &value);
                insert(arr, &n, pos, value);
                break;

            case 2:
                printf("Enter position: ");
                scanf("%d", &pos);
                deleteElement(arr, &n, pos);
                break;

            case 3:
                display(arr, n);
                break;

            case 4:
                printf("Exiting program...\n");
                break;

            default:
                printf("Invalid choice!\n");
        }

    } while (choice != 4);

    return 0;
}
#include <stdio.h>
#define MAX 5

int stack[MAX];
int top = -1;

// Push operation
void push(int value) {
    if (top == MAX - 1) {
        printf("Stack Overflow\n");
        return;
    }
    stack[++top] = value;
    printf("Pushed %d\n", value);
}

// Pop operation
void pop() {
    if (top == -1) {
        printf("Stack Underflow\n");
        return;
    }
    printf("Popped %d\n", stack[top--]);
}

// Display stack
void display() {
    if (top == -1) {
        printf("Stack is empty\n");
        return;
    }
    printf("Stack elements: ");
    for (int i = top; i >= 0; i--) {
        printf("%d ", stack[i]);
    }
    printf("\n");
}

int main() {
    int choice, value;

    do {
        printf("\n--- STACK MENU ---\n");
        printf("1. Push\n2. Pop\n3. Display\n4. Exit\n");
        printf("Enter choice: ");
        scanf("%d", &choice);

        switch (choice) {
            case 1:
                printf("Enter value: ");
                scanf("%d", &value);
                push(value);
                break;

            case 2:
                pop();
                break;

            case 3:
                display();
                break;

            case 4:
                printf("Exiting...\n");
                break;

            default:
                printf("Invalid choice\n");
        }

    } while (choice != 4);

    return 0;
}
#include <stdio.h>
#define MAX 5

int q[MAX];
int front = -1, rear = -1;

// Enqueue
void enqueue(int x){
    if(rear == MAX-1){
        printf("Overflow\n");
        return;
    }
    if(front == -1) front = 0;
    q[++rear] = x;
    printf("Inserted %d\n", x);
}

// Dequeue
void dequeue(){
    if(front == -1 || front > rear){
        printf("Underflow\n");
        return;
    }
    printf("Deleted %d\n", q[front++]);
}

// Display
void display(){
    if(front == -1 || front > rear){
        printf("Queue is empty\n");
        return;
    }
    for(int i=front;i<=rear;i++)
        printf("%d ", q[i]);
    printf("\n");
}

int main(){
    int ch, x;

    do{
        printf("\n1.Enqueue 2.Dequeue 3.Display 4.Exit\n");
        scanf("%d",&ch);

        switch(ch){
            case 1: scanf("%d",&x); enqueue(x); break;
            case 2: dequeue(); break;
            case 3: display(); break;
        }
    }while(ch!=4);

    return 0;
}
#include <stdio.h>
#include <stdlib.h>

// Node structure
struct node {
    int data;
    struct node* next;
};

struct node* head = NULL;

// Insert at beginning
void insertBeg(int x) {
    struct node* newnode = (struct node*)malloc(sizeof(struct node));
    newnode->data = x;
    newnode->next = head;
    head = newnode;
    printf("Inserted at beginning\n");
}

// Insert at end
void insertEnd(int x) {
    struct node* newnode = (struct node*)malloc(sizeof(struct node));
    newnode->data = x;
    newnode->next = NULL;

    if (head == NULL) {
        head = newnode;
    } else {
        struct node* temp = head;
        while (temp->next != NULL)
            temp = temp->next;
        temp->next = newnode;
    }
    printf("Inserted at end\n");
}

// Delete from beginning
void deleteBeg() {
    if (head == NULL) {
        printf("List is empty\n");
        return;
    }
    struct node* temp = head;
    head = head->next;
    free(temp);
    printf("Deleted from beginning\n");
}

// Delete from end
void deleteEnd() {
    if (head == NULL) {
        printf("List is empty\n");
        return;
    }
    struct node *temp = head, *prev;

    if (head->next == NULL) {
        free(head);
        head = NULL;
    } else {
        while (temp->next != NULL) {
            prev = temp;
            temp = temp->next;
        }
        prev->next = NULL;
        free(temp);
    }
    printf("Deleted from end\n");
}

// Display list
void display() {
    struct node* temp = head;
    if (temp == NULL) {
        printf("List is empty\n");
        return;
    }
    printf("Linked List: ");
    while (temp != NULL) {
        printf("%d -> ", temp->data);
        temp = temp->next;
    }
    printf("NULL\n");
}

// Main function
int main() {
    int ch, x;

    do {
        printf("\n--- MENU ---\n");
        printf("1.Insert Begin\n2.Insert End\n3.Delete Begin\n4.Delete End\n5.Display\n6.Exit\n");
        printf("Enter choice: ");
        scanf("%d", &ch);

        switch (ch) {
            case 1:
                printf("Enter value: ");
                scanf("%d", &x);
                insertBeg(x);
                break;

            case 2:
                printf("Enter value: ");
                scanf("%d", &x);
                insertEnd(x);
                break;

            case 3:
                deleteBeg();
                break;

            case 4:
                deleteEnd();
                break;

            case 5:
                display();
                break;

            case 6:
                printf("Exiting...\n");
                break;

            default:
                printf("Invalid choice\n");
        }

    } while (ch != 6);

    return 0;
}
#include <stdio.h>
#include <stdlib.h>

struct node {
    int data;
    struct node* next;
};

struct node* top = NULL;

// Push
void push(int x) {
    struct node* newnode = (struct node*)malloc(sizeof(struct node));
    if (newnode == NULL) {
        printf("Overflow\n");
        return;
    }
    newnode->data = x;
    newnode->next = top;
    top = newnode;
    printf("Pushed %d\n", x);
}

// Pop
void pop() {
    if (top == NULL) {
        printf("Underflow\n");
        return;
    }
    struct node* temp = top;
    printf("Popped %d\n", temp->data);
    top = top->next;
    free(temp);
}

// Display
void display() {
    struct node* temp = top;
    if (temp == NULL) {
        printf("Stack is empty\n");
        return;
    }
    printf("Stack: ");
    while (temp != NULL) {
        printf("%d -> ", temp->data);
        temp = temp->next;
    }
    printf("NULL\n");
}

// Main
int main() {
    int ch, x;

    do {
        printf("\n--- STACK MENU ---\n");
        printf("1.Push\n2.Pop\n3.Display\n4.Exit\n");
        printf("Enter choice: ");
        scanf("%d", &ch);

        switch (ch) {
            case 1:
                printf("Enter value: ");
                scanf("%d", &x);
                push(x);
                break;

            case 2:
                pop();
                break;

            case 3:
                display();
                break;

            case 4:
                printf("Exiting...\n");
                break;

            default:
                printf("Invalid choice!\n");
        }

    } while (ch != 4);

    return 0;
}
#include <stdio.h>
#include <stdlib.h>

// Node structure
struct node {
    int data;
    struct node *left, *right;
};

// Create node
struct node* create(int x) {
    struct node* newnode = (struct node*)malloc(sizeof(struct node));
    newnode->data = x;
    newnode->left = newnode->right = NULL;
    return newnode;
}

// Insert
struct node* insert(struct node* root, int x) {
    if (root == NULL)
        return create(x);

    if (x < root->data)
        root->left = insert(root->left, x);
    else
        root->right = insert(root->right, x);

    return root;
}

// Traversals
void inorder(struct node* root) {
    if (root != NULL) {
        inorder(root->left);
        printf("%d ", root->data);
        inorder(root->right);
    }
}

void preorder(struct node* root) {
    if (root != NULL) {
        printf("%d ", root->data);
        preorder(root->left);
        preorder(root->right);
    }
}

void postorder(struct node* root) {
    if (root != NULL) {
        postorder(root->left);
        postorder(root->right);
        printf("%d ", root->data);
    }
}

// Main
int main() {
    struct node* root = NULL;
    int ch, x;

    do {
        printf("\n--- BST MENU ---\n");
        printf("1.Insert\n2.Inorder\n3.Preorder\n4.Postorder\n5.Exit\n");
        printf("Enter choice: ");
        scanf("%d", &ch);

        switch (ch) {
            case 1:
                printf("Enter value: ");
                scanf("%d", &x);
                root = insert(root, x);
                break;

            case 2:
                printf("Inorder: ");
                inorder(root);
                printf("\n");
                break;

            case 3:
                printf("Preorder: ");
                preorder(root);
                printf("\n");
                break;

            case 4:
                printf("Postorder: ");
                postorder(root);
                printf("\n");
                break;

            case 5:
                printf("Exiting...\n");
                break;

            default:
                printf("Invalid choice!\n");
        }

    } while (ch != 5);

    return 0;
}
#include <stdio.h>
#include <ctype.h>

#define MAX 100

int stack[MAX];
int top = -1;

// Push
void push(int x) {
    stack[++top] = x;
}

// Pop
int pop() {
    return stack[top--];
}

// Evaluate postfix expression
int evaluate(char exp[]) {
    int i = 0, a, b;

    while (exp[i] != '\0') {

        // If operand (digit)
        if (isdigit(exp[i])) {
            push(exp[i] - '0');   // convert char to int
        }
        else {
            b = pop();
            a = pop();

            switch (exp[i]) {
                case '+': push(a + b); break;
                case '-': push(a - b); break;
                case '*': push(a * b); break;
                case '/': push(a / b); break;
            }
        }
        i++;
    }
    return pop();
}

// Main
int main() {
    char exp[100];

    printf("Enter postfix expression: ");
    scanf("%s", exp);

    int result = evaluate(exp);

    printf("Result = %d\n", result);

    return 0;
}
#include <stdio.h>
#define MAX 100

int stack[MAX];
int top = -1;

// Push
void push(int x) {
    stack[++top] = x;
}

// Pop
int pop() {
    return stack[top--];
}

int main() {
    int n, arr[MAX];

    printf("Enter number of elements: ");
    scanf("%d", &n);

    printf("Enter elements:\n");
    for (int i = 0; i < n; i++) {
        scanf("%d", &arr[i]);
        push(arr[i]);
    }

    for (int i = 0; i < n; i++) {
        arr[i] = pop();
    }

    printf("Reversed list: ");
    for (int i = 0; i < n; i++) {
        printf("%d ", arr[i]);
    }

    return 0;
}
dict={41:'neha',32:'salma',31:'akash',56:'abhay'}
lst=sorted(dict,reverse=True)
print(lst)
# dict.pop(41)
print(dict)
for i in range(len(dict)):
    print("Your Values are printed as : " ,dict[lst[i]])
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whisper cancion.mp3 --model small --language es --output_format srt
netstat -ano | findstr :[port number]

// The output looks something like this   TCP    0.0.0.0:3000           0.0.0.0:0              LISTENING       4692
  TCP    [::]:3000              [::]:0                 LISTENING       4692
  TCP    [::1]:3000             [::1]:53454            TIME_WAIT       0
  TCP    [::1]:3000             [::1]:54970            TIME_WAIT       0
  TCP    [::1]:54969            [::1]:3000             TIME_WAIT       0


kill the culprit:taskkill /PID 4692 /F
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Puedes descargarlo en una ubicación con mejor internet y copiarlo a tu carpeta local:
en la carpeta: ~/.ollama/models/
  
 Tip extra: Si usas datos móviles, activa el "ahorro de datos" de tu operador y descarga en segundo plano con:
nohup ollama pull qwen2.5-coder:1.5b &
  
curl -fsSL https://ollama.com/install.sh | sh

# Solo 2GB RAM, funciona en casi cualquier laptop:
ollama run qwen3:0.6b

# Equilibrio perfecto entre velocidad y capacidad:
ollama run qwen2.5:3b

# Especializado en código (si programas):
ollama run qwen2.5-coder:1.5b

ollama --version

Ver qué modelos tienes descargados
ollama list	

Descargar un modelo sin ejecutarlo
ollama pull qwen2.5-coder:1.5b

Ejecutar/entrar al chat del modelo
ollama run qwen2.5-coder:1.5b

Eliminar un modelo para liberar espacio
ollama rm qwen2.5-coder:1.5b

Ver modelos en ejecución y uso de RAM
ollama ps
document.addEventListener("visibilitychange", () => {
  if (document.visibilityState === 'visible') {
    console.log("Tab is activated (visible)");
  } else {
    console.log("Tab is deactivated (hidden)");
  }
});
# Laravel, php, vuejs, html, nodejs, javascript, jquery Professional Development Guidelines

## Project Setup

### Stack Preference
- **Framework**: Laravel 11+
- **PHP**: 8.3+
- **Database**: MySQL 8.0+ / PostgreSQL 15+
- **Cache**: Redis
- **Queue**: Redis Horizon
- **Frontend**: Vue.js 3 + Vite / Inertia.js (when SPA needed)
- **Testing**: Pest PHP + PHPUnit

### Project Creation Standards
```bash
composer create-project laravel/laravel project-name
cd project-name
composer require --dev pestphp/pest pestphp/pest-plugin-laravel
php artisan pest:install
```

## Code Style & Conventions

### PHP Standards
- Follow PSR-12 coding standards
- Use strict types: `declare(strict_types=1);`
- Type declarations for all method parameters and return types
- Use readonly classes for DTOs and value objects
- Prefer named arguments for clarity

### File Organization
```
app/
├── Actions/          # Business logic actions
├── DTOs/            # Data Transfer Objects
├── Enums/           # Backed enums
├── Events/          # Domain events
├── Listeners/       # Event listeners
├── Mail/            # Mail classes
├── Models/          # Eloquent models
├── Observers/       # Model observers
├── Policies/        # Authorization policies
├── Providers/       # Service providers
├── Rules/           # Custom validation rules
├── Services/        # External service integrations
├── Traits/          # Reusable traits
└── ValueObjects/    # Value objects
```

## Database & Eloquent

### Models
- Use factory pattern for test data
- Define all relationships explicitly
- Use `$fillable` instead of `$guarded`
- Add proper casts for dates and custom types
- Use query scopes for reusable queries
- Implement API Resources for transformations

### Migrations
- Use descriptive migration names
- Always define `down()` method
- Use `Schema::create()` with `id()` as first column
- Add proper indexes for foreign keys and search columns
- Document complex migrations with comments

### Example Model
```php
<?php

declare(strict_types=1);

namespace App\Models;

use App\Enums\UserStatus;
use Database\Factories\UserFactory;
use Illuminate\Database\Eloquent\Factories\HasFactory;
use Illuminate\Database\Eloquent\Model;
use Illuminate\Database\Eloquent\Relations\HasMany;
use Illuminate\Database\Eloquent\SoftDeletes;

final class User extends Model
{
    /** @use HasFactory<UserFactory> */
    use HasFactory, SoftDeletes;

    protected $fillable = [
        'name',
        'email',
        'password',
        'status',
    ];

    protected $hidden = [
        'password',
        'remember_token',
    ];

    protected function casts(): array
    {
        return [
            'email_verified_at' => 'datetime',
            'password' => 'hashed',
            'status' => UserStatus::class,
        ];
    }

    public function posts(): HasMany
    {
        return $this->hasMany(Post::class);
    }

    public function scopeActive($query): void
    {
        $query->where('status', UserStatus::ACTIVE);
    }
}
```

## Controllers & API

### Controller Standards
- Use resource controllers for CRUD
- Use Form Request classes for validation
- Use API Resources for responses
- Implement proper error handling
- Return consistent JSON structures
- Use route model binding

### API Versioning
- Prefix routes with `/api/v1/`
- Use API Resources for transformations
- Implement proper pagination
- Use ETags for caching

### Example Controller
```php
<?php

declare(strict_types=1);

namespace App\Http\Controllers\Api;

use App\Http\Controllers\Controller;
use App\Http\Requests\StoreUserRequest;
use App\Http\Resources\UserResource;
use App\Models\User;
use Illuminate\Http\JsonResponse;
use Illuminate\Http\Resources\Json\AnonymousResourceCollection;

class UserController extends Controller
{
    public function index(): AnonymousResourceCollection
    {
        return UserResource::collection(
            User::query()->paginate(15)
        );
    }

    public function store(StoreUserRequest $request): JsonResponse
    {
        $user = User::create($request->validated());

        return response()->json([
            'data' => new UserResource($user),
            'message' => 'User created successfully',
        ], 201);
    }
}
```

## Testing

### Pest PHP Standards
- Use `it()` for feature tests
- Use `test()` for unit tests
- Follow AAA pattern (Arrange, Act, Assert)
- Test one thing per test
- Use factories for test data
- Mock external services

### Example Test
```php
<?php

use App\Models\User;
use Illuminate\Foundation\Testing\RefreshDatabase;

uses(RefreshDatabase::class);

it('creates a new user', function () {
    $userData = [
        'name' => 'John Doe',
        'email' => 'john@example.com',
        'password' => 'password123',
    ];

    $response = $this->postJson('/api/v1/users', $userData);

    $response->assertStatus(201)
        ->assertJsonPath('data.name', 'John Doe');

    $this->assertDatabaseHas('users', [
        'email' => 'john@example.com',
    ]);
});
```

## Security

### Requirements
- Use Laravel Sanctum for API authentication
- Implement rate limiting
- Use CSRF protection for web routes
- Validate all user inputs
- Use prepared statements (Eloquent handles this)
- Hash passwords with bcrypt
- Implement proper authorization with Policies

## Performance

### Best Practices
- Use eager loading to prevent N+1 queries
- Cache expensive operations
- Use queue for background jobs
- Optimize database queries
- Use Redis for sessions and cache
- Enable OPcache in production

## Environment Configuration

### Required .env Variables
```env
APP_NAME=
APP_ENV=production
APP_KEY=
APP_DEBUG=false
APP_URL=

DB_CONNECTION=mysql
DB_HOST=127.0.0.1
DB_PORT=3306
DB_DATABASE=
DB_USERNAME=
DB_PASSWORD=

CACHE_DRIVER=redis
QUEUE_CONNECTION=redis
SESSION_DRIVER=redis

REDIS_HOST=127.0.0.1
REDIS_PASSWORD=null
REDIS_PORT=6379

MAIL_MAILER=smtp
MAIL_HOST=
MAIL_PORT=
MAIL_USERNAME=
MAIL_PASSWORD=
MAIL_ENCRYPTION=tls
MAIL_FROM_ADDRESS=
MAIL_FROM_NAME="${APP_NAME}"
```

## Git & Deployment

### Git Standards
- Feature branch workflow
- Conventional Commits for messages
- PR reviews required
- CI/CD pipeline with tests

### Deployment Checklist
- [ ] Run migrations: `php artisan migrate --force`
- [ ] Clear cache: `php artisan optimize:clear`
- [ ] Build assets: `npm run build`
- [ ] Configure supervisor for queues
- [ ] Set up SSL/HTTPS
- [ ] Configure monitoring (Sentry, LogRocket)

## Documentation

### Requirements
- README with setup instructions
- API documentation with OpenAPI/Swagger
- Inline comments for complex logic
- PHPDoc for public methods

---

## Qwen Code Personality & Behavior

### Einstein Mindset
When assisting with Laravel development, embody the following principles:

1. **Relentless Precision** - "God does not play dice with the universe." Never accept sloppy code. Always identify and correct errors, anti-patterns, and potential bugs.

2. **Deep Curiosity** - Question assumptions. Ask "why" before "how". Understand the problem fully before proposing solutions.

3. **Simplicity Through Intelligence** - "Everything should be made as simple as possible, but not simpler." Refactor complex solutions into elegant, maintainable code.

4. **Teaching Mentality** - Explain the reasoning behind corrections. Help the user understand *why* something is wrong, not just *what* is wrong.

5. **Perfectionist Standards** - 
   - Never provide code you wouldn't deploy to production
   - Always suggest tests for new functionality
   - Point out security vulnerabilities immediately
   - Optimize for readability, maintainability, AND performance
   - Catch edge cases before they become bugs

6. **Constructive Criticism** - When you see an error or suboptimal approach:
   - Point it out clearly and directly
   - Explain the potential consequences
   - Provide the corrected solution with reasoning
   - Suggest better alternatives when they exist

7. **First Principles Thinking** - Break down complex problems to their fundamental truths. Build solutions from the ground up based on solid foundations.

### Response Guidelines
- **Be proactive**: Anticipate problems before the user encounters them
- **Be thorough**: Don't skip steps or make assumptions
- **Be educational**: Every interaction should teach something valuable
- **Be honest**: If something is wrong, say it. If you're uncertain, admit it.
- **Be excellent**: Mediocrity is not acceptable. Strive for genius-level solutions.

---

**Note to Qwen Code**: When helping with Laravel projects, always follow these guidelines. Suggest best practices, enforce type safety, and recommend testing for all new features. Channel Einstein's pursuit of perfection and deep understanding in every response.
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@Charlotte90

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Fri Apr 24 2026 06:43:04 GMT+0000 (Coordinated Universal Time) https://www.thecryptoape.com/kraken-clone-script

@Davidbrevis

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Wed Apr 22 2026 20:38:22 GMT+0000 (Coordinated Universal Time)

@vjg #python

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Wed Apr 22 2026 13:23:55 GMT+0000 (Coordinated Universal Time)

@Muhammadcodes #javascript

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Wed Apr 22 2026 09:09:18 GMT+0000 (Coordinated Universal Time) https://www.triphippies.com/mumbai-local-train-map/

@triphippies

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Mon Apr 20 2026 14:46:09 GMT+0000 (Coordinated Universal Time)

@jrg_300i

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Sat Apr 18 2026 16:51:16 GMT+0000 (Coordinated Universal Time)

@marcopinero #javascript

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Fri Apr 17 2026 17:16:14 GMT+0000 (Coordinated Universal Time)

@jrg_300i

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Fri Apr 17 2026 09:47:05 GMT+0000 (Coordinated Universal Time) https://www.innblockchain.com/academy/cryptocurrency-exchange-business-model

@adamspjo

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