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iwebscrapingblogs · 1 year ago

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How Web Scraping Helps In Extracting Government And Public Sector Data?

Along with the growth in technology, big data and analytics are undeniably no less crucial these days. It applies to business companies, healthcare, and the administration. Web scraping is the process of harvesting essential data from the internet reservoir; therefore, it can obtain this vital information. Changing public sector and government research science requires better data for decision-makers to make the right choices, and these are people like policymakers and analysts, among others. However, on digital platforms, a lot of information is generated, which needs to be clarified when trying to filter or sort it all out. Therefore, web scraping provides a means of collecting data more efficiently and making research more creative and rapidly performed.

What is Government and Public Data Scraping?

Data scraping, or web scraping, is using a digital tool to collect information from websites and online databases automatically. Dream of no more need to visit websites to copy all important data – let a robot do it. This tool collects data from websites like government rules, public reports, or price tags. People utilize data scraping for research purposes, such as examining legislation or analyzing market patterns. It is an excellent way to get information rapidly (all you need to understand various topics) and use it to understand any subject better.

Nevertheless, a handful of points are worth considering when performing web scraping government sites. It is essential to follow the rules and laws about using online information. For instance, certain websites may not allow scraping; thus, you should adhere to them by any means. Furthermore, we must handle personal data cautiously and avoid undesired behaviors as much as possible. So, while data scraping is an effective tool, it must be used safely and politely.

Scraping Data from Government Sources

Scraping government website data means using special tools or programs to collect information from official government websites, databases, or online portals. Government bodies, such as data storehouses, are especially information-supplier entities, such as laws, public records, budgets, and statistics. Without that data, data scientists and analysts, which are not customer-friendly for regular people, can be equipped with vital information, monitor the government, and check public policies and efficiency.

Scraping government websites involves retrieving data from data providers or sources such as government websites.

Summary

What Kind of Data Can You Get From Government Websites:

Laws and Rules: This includes the texts of laws, rules, and policies.

Public Records: Things like birth certificates, property ownership, and court case details.

Financial Data: Budgets, economic stats, and tax details.

People and Society: Census info, health numbers, and education stats.

Environment: Weather data, pollution info, and maps.

Public Opinion: Surveys, polls, and comments from the public.

From Public Organizations

Business Data: Details about registered businesses and professional licenses.

Regulatory Docs: Reports and documents that businesses have to submit.

Safety and Infrastructure: Crime rates, emergency services, and transportation details.

Types of Data Scraped from Government Websites

Remember, the kind of data you can find might differ depending on where you are or which part of the government you're looking at. When obtaining data from various sources, adhering to any restrictions or norms is critical.

Laws and Rules

Laws and Regulations: These are like the rulebooks that the government follows. They contain the actual texts of laws and rules that the government sets.

Policy Papers: These act as the government's master data. They're official documents outlining the government's intentions and strategies for addressing various issues.

Property Records: These records tell us about properties in an area, such as who owns them, how much they're worth, and how they're being used.

Court Records: This is information about legal cases, like who's involved, what the case is about, and when the court dates are.

Money Matters

Budgets and Spending: Those documents basically show us where the government plans to spend its money. Allocation of funds, detailing expenditures on sectors such as education, infrastructure, and healthcare while also disclosing the destinations of the funds.

Economic Stats: As for economic stats, they are a quick outline of how the economy is doing. They tell us if people find jobs easily and if prices are going up or down. It's a way to see if the economy is healthy or if some problems need fixing.

Taxes: Here, you can find information about how much tax people and businesses have to pay, what forms they need to fill out, and any rules about taxes.

People and Society

Census Data: This gives us information about the people living in a place, like how many people live there, their ages, and other demographics.

Health Stats: These tell us about people's health, such as whether there's a lot of flu or how many people have been vaccinated.

Education: This part tells us about schools, including how students are doing in their classes, how many students graduate, and what resources the schools have.

Climate Info: This is all about the weather and climate in an area, such as whether it's usually hot or cold or if it rains a lot

Environmental Assessments: These give us details about the environment, like how clean the air and water are and if there are any protected areas.

Maps and Geospatial Data: These are digital maps that show where things are located, such as parks, roads, or buildings.

Public Opinion

Surveys and Polls: These are questionnaires that ask people what they think about different things. They might ask who they voted for in an election or what they think about a new law. It is a way for people to share their opinions and for others to understand what's important to them.

Public Comments: This is feedback from people about government plans or projects. It's like when people write to say what they think about a new road or park.

Business Licenses: This tells us about businesses in an area, like what they do and if they have the proper licenses to operate.

Professional Licenses: These are licenses that people need to work in specific jobs, like doctors or lawyers.

Regulatory Info: This is paperwork that businesses or organizations have to fill out to show they're following the rules set by the government.

Crime Stats: This tells us about crime in an area, such as how many crimes are happening and what kind.

Emergency Services: This is information about services like fire departments or ambulances, like how quickly they respond to emergencies.

Transport Info: This gives us details about getting around, like traffic conditions or bus schedules.

Infrastructure: This is about public projects like building roads or schools, telling us what's being built and when it will be done.

Scraping Data from the Public Sector

Scraping data from the public sector is collecting information from government websites or sites that receive money from the government. This information can be helpful for researching, public sector data analytics, or ensuring that things are open and transparent for everyone. Businesses scrape public sector data to stay updated with the latest updates.

By scraping different types of data from the public sector, researchers, analysts, or even regular people can learn a lot, make better decisions, perform public sector data analytics, and monitor what the government and public organizations are doing.

Laws and Regulations

Texts of Laws, Regulations, and Policies: This is where you can find the actual words of laws made by the government. It also includes rules and plans for different areas like traffic, environment, or health.

Public Records

Vital Records: These are essential papers that tell us about significant events in people's lives, such as when they were born, married, passed away, or divorced.

Property Records: These data tell you about properties, such as who owns them, how much they're worth, and what they're used for.

Court Records: This is information about legal cases, court decisions, and when the next court dates are.

Financial Data

Budgets: These plans show how the government will spend money on different things.

Economic Indicators: These are data that tell us how well the economy is doing, such as whether people have jobs or if prices are going up.

Tax Information: This is about taxes, like how much people or businesses have to pay and how the government uses that money.

Demographic Data

Census Data: This is information from the national headcount of people, showing things like age, where people live, and family size.

Health Statistics: This is data about health issues, like outbreaks, vaccination rates, or hospitals.

Education Data: This tells us about schools, how well students are doing, and what resources are available.

Environmental Data

Climate Information: This is about the weather and climate, like temperatures or weather patterns.

Environmental Assessments: These are studies about how people affect the environment, pollution, and efforts to protect nature.

Geospatial Data: This is like digital maps showing geographical information, like boundaries or landmarks.

Public Opinion

Surveys and Polls: These are the results of asking people questions to determine their thoughts on different topics.

Public Comments: People's feedback or opinions on government plans or projects.

Public Organizations

Business Licenses: This is information about businesses, such as their name, address, type, and whether they have a license.

Professional Licenses: This is about licenses for jobs like doctors, lawyers, or engineers, showing if they're allowed to practice and if they've had any issues.

Regulatory Filings

Professional Licenses: This is about licenses for jobs like doctors, lawyers, or engineers, showing if they're allowed to practice and if they've had any issues.

Reports and Documents: These are papers or reports that businesses or people have to give to certain government agencies, like financial reports or environmental studies.

Crime Statistics: These data tell us about crime, such as the amount or types of crimes committed.

Emergency Services Data: This is information about services like fire or ambulance services, such as how quickly they respond to emergencies.

Transportation Information: This tells us about getting around, like traffic, roads, public transit, or significant construction projects.

Benefits of Web Scraping in the Government and Public Sector

Companies should be responsible enough to choose the data they believe brings greater value to a specific context at that time. There are various benefits of web scraping government sites and public sector data:

Transparency and Accountability

When we perform web scraping government sites, we can see what the government is doing more clearly. Government and public sector data analytics helps keep them accountable because people can see where money is being spent and what decisions are being made.

Informed Decision-Making

Businesses scrape government websites and public sector data to get access to large datasets that help researchers, policymakers, and businesses make better decisions. For example, they can determine whether a new policy is working or understand economic trends to plan for the future.

Research and Analysis

The modern approach to scrape public sector data and government website data can be utilized by professionals and scientists to learn more about health, education, and the environment. This allows us to learn more about these subjects and identify ways to enhance them.

Public Services and Innovation

With public sector data analytics and web scraping government sites, developers can create new apps or sources of information that make life easier for people. For example, maps showing public transportation routes or directories for community services.

Economic Development

Businesses can use government economic data to make plans by ensuring success of their business. This can attract more investment because investors can see where there are good opportunities.

Public Engagement and Participation

When businesses extract public sector data and government website data, People can join conversations about community matters when they can easily understand government information. This makes democracy stronger by letting more people share their thoughts and shape what happens in their area.

Conclusion

Web scraping is increasingly seen as a valuable tool for extracting data, particularly as governments and public sectors adapt to the digital era. One of the most critical factors in current governance is no longer the line about open data projects with performing web scraping government sites.

Collaborating with enterprises data scraping like iweb Scraping is the way toward a future course of events where data-driven governance is the leading force. Thus, the public sector is more informed, transparent, and accountable. Scraping data from the internet can be viewed as a powerful tool for governmental institutions that enables them to collect a massive amount of essential information in a relatively short time. To put it categorically, web scraping is a valuable tool that the government should embrace as its friend. Companies that collect data, like iWeb Scraping services, are at the forefront of innovation and provide improved and new methods of data collecting that benefit all parties. Nevertheless, some challenges can come up often, but this web scraping company remains relevant to the government and public sector institutions during their data scraping process. The process of scraping public sector data and government websites is gathered with diligence and ethical consideration to help policymakers make more informed decisions and improve their services.

#Scraping government website data #enterprises data scraping #webscraping service #Data scraping

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3idatascraping · 2 years ago

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Web Data Scraping Services - Web Scraping Service Provider

3i Data is a Web Scraping Service Provider in the USA, India, UK, Canada, Germany, France, Israel, Australia, Spain, Singapore, and UAE. We offer web data scraping services for any website at competitive prices.

#web scraping services #Enterprise scale scraping #data mining services #web scraping api #Extract website data #Data extraction #Data mining

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witherby · 8 days ago

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You are favourite el, thank you🙏🙏

Perhaps something with ABO mousey and Conner?

-⏳[no1 fan rn]

Alright, it's not a drabble (oops) but it is hurt/comfort and cute, which is my favorite. Congrats again, hourglass!

Conner's got a highly sensitive nose, made doubly so because he's half-Kryptonian. He can track his packmates down from over a hundred miles away, discern someone's mood from under four layers of suppressants, and sniff out the precise chemical composition used to start a fire if so desired.

Your scent is his favorite. It's a combination of fresh linen (reminiscent of Hal's airy scent) and maraschino cherries (a sweet, edible note like Bruce's). On the days he finds himself suffering from sensory overload, he's usually quick to take you into one of your father's Red Sun rooms and bury his nose into your scent gland until the world stops spinning and his instincts quiet down. Until all he thinks, knows, and feels is you. Until you eventually coax him to come back out with your fingers laced in his.

Lately, your scent has been exceedingly bitter. So heavy and sharp that, loath as he is to admit it, he can barely stand to breathe near you. It's lucky that he doesn't really need oxygen.

There was an incident at a charity luncheon you'd attended on behalf of Wayne Enterprises. Conner was supposed to be your escort, but Superman was away on a deep space mission and there was trouble in Metropolis that demanded Superboy's attention. Instead, you went with two human guards and some low-level scent dampeners, confident that everything would be fine. The luncheon was happening in the middle of the day, in the safest part of the city, and televised on the news.

Barely fifteen minutes had passed before Zsasz, freshly escaped from Blackgate, derailed the entire thing with some stolen flash grenades and a knife. The brightness had overwhelmed you just for a moment, but that was all Zsasz had needed to kill one of your guards and lunge for your throat. His teeth had only just scraped across your mating bite, hardly deeper than a paper cut, when you had recovered enough to draw him into your shadows. You kept him there until the police arrived, then carefully deposited him into the back of their transport van to be shucked off back to prison.

Your family had been quick to get you home and examine you for any other wounds, but you were fine. Conner gingerly brushed his fingers against the bandage taped to your neck once he'd flown back, and that's when he first caught your changed scent. In all the panic of finding out you'd been attacked, he had stopped breathing; that first inhalation felt like a punch to the gut.

It's been four days since then, and while you still smile at him and get up to go tend to your cafe, you're clearly just going through the motions. Under the scent blockers, that sharp bitterness is still clinging to you as you puppet your body along. And under the bitterness, where Conner had expected fear or a lingering anxiety, he finds shame.

He doesn't know what for, but he knows it's unwarranted. So he does the only thing he knows how to do as someone with limited life experience, which is to emulate yours.

"Bruce?" Conner asks, shifting nervously in by your father as he sits in front of the Batcomputer analyzing data for his next case. Bruce grunts to acknowledge that he's listening. "Can I ask you for something?"

"The black Amex card is in my day wallet," Bruce says immediately, waving over his shoulder without a glance, "should be in my nightstand. I'll allow you to get it from my den if Hal isn't around to ask —"

"I don't need money," he quietly interrupts. Bruce drops his hand and leans back in his chair, spinning to give him his actual attention this time.

"Is it about Mouse?"

"Yes."

"Did you do something to them?"

"No. I want to do something for them."

Bruce hums, assessing the other alpha briefly, then nods.

"Alright. What do you want?"

---

"Bruce, please stop laughing!! I'm really trying to figure this out!"

"Hhhhh...snrrk!"

"I'm so serious, Bruce! You're hurting my feelings! Nevermind, just give me these and I'll do it myself!"

---

You finish closing up shop with a tired groan, arming the security system and locking the doors with what little strength is left in your body. A gentle breeze cuts through the darkened Gotham streets and triggers goosebumps along your arms. You lean against the wall and pull your phone out of your pocket, barely able to pull up Conner's contact when another breeze hits you from the other direction.

The scent of warm sunshine makes your shoulders automatically un-tense and your exhaustion wane. You look up and shoot a smile at your mate.

"Hi," you greet. Conner grins back, opening his arms as he hovers just an inch off the ground.

"Hi," he echoes. "Your sexy ride is here, so please come aboard. No fare needed. Beep beep!"

You snort, wrapping your arms around his neck and resting your face in the crook of his neck. Conner secures his hold on you moments before your feet leave the sidewalk. His scent is comforting and unobtrusive, even this close to the glands on his throat. You'd live in his neck if you could.

The arms around you feel wrong, for a split second. There's deafening screams, and distant gunfire, and the thick stench of blood clogging your nose. You feel a bruising grip in your hair and around your waist, and the scrape of teeth against your throat. Instinct and muscle memory are the only things that prevented Zsasz from completing a successful challenging bite in that moment, the only things that saved you and allowed you to trap him in the shadows, but didn't save your bodyguard. If you'd just been a little faster, a little more observant...

You shudder and blink. Conner is floating on his back while you lay on top of him, rubbing circles with his thumb into your arm and gently calling your name. You can smell the concerncomfortmine he's emanating and focus on it as hard as you can.

Your face flushes with shame as you realize you'd probably been out of it for a little while, and you push deeper into his throat.

"I'm fine," you mumble, "I'm okay. Let's go home."

Conner brushes his nose against your temple, pushing out another wave of comfort from his scent. "Kay. Just a minute."

That's the last thing you hear before everything is drowned out by air. It rushes around you, simultaneously deafening and underwhelming. Your ears instinctively strain for the sounds of natural city life around you — cars, the train horn, whirring air conditioning units trying to stave off the mugginess of a summer evening — and only find the roar of the wind.

It doesn't last long. About a minute, as promised, before Conner is lowering the both of you to the balcony on the east end of the manor. Once you go through the doors, you can either take a straight shot down to the dining room and grab something to eat, or turn left and walk down the corridor until you reach your bedroom. It's considerate of him to have picked up on the fact that you're pretty dead on your feet. Walking all around the manor is tiring on a good day, regardless as to whether you've spent the rest of your time on your feet making drinks and food. You've no idea how Alfred does it without a whisper of complaint.

You step inside and turn left. Like a puppy, Conner walks just a step behind you. He places his hand on the doorknob once you reach your room, though, suddenly nervous.

"Okay," he says, "I did something for you."

"What did you break," you immediately demand. Conner blushes, but shakes his head.

"Nothing! I promise! Look — I know what happened a couple days ago really shook you. You're unfocused, you're quieter, and you haven't gotten cuteness aggression even once since then! I miss you chomping as hard as you could on my arm..."

He stops when he catches a fresh wave of your scent. Bitter and thick and sad. Conner quickly backtracks.

"I'm not scolding you! I'm upset that you're upset. I don't know how to make it better, but...I wanted to try something."

He leans against the door, fiddling with the knob a bit.

"If it sucks, that's fine. I can always run you a bath, or fly somewhere to grab you a treat. We can do anything you want, but, uh, don't get mad. It was a really great idea in my head."

You nod, gesturing for him to open the door. Conner stays still.

"I tried to get your dad to help. He seemed agreeable in the beginning and then he started laughing at me. I've never seen that man laugh so hard before. I can't tell if he was laughing because you were gonna beat my ass when you saw what I did, or what."

"Conner," you say, as patiently as you can muster, "open the door."

"In hindsight, I should've asked Damian. He was here earlier, but he seemed really busy with Raven, so I didn't want to intrude — BABE WAIT IT'S BAD DON'T LOOK I CHANGED MY MIND —"

His cries go unanswered as you slip into the darkness of your pocket dimension. You easily slide under the door and into your bedroom, then pop back out and brace yourself for whatever absolute carnage he managed to get into while you were at work.

There's a nest in your bed.

A nest you didn't make.

It's...

"Babe, I — ARE YOU LAUGHING?"

You are. You can't help it. There's a ridiculous pile of laundry on your bed, tucked into a haphazard, lopsided circle, with two blankets thrown on top. It's simultaneously way too tall and way too skinny. It smells overwhelmingly like Alfred for some reason. Your pillows are missing. Your top sheet has a hole in it. You can see a shoe poking out of one edge. A shoe you don't recognize, either, which means it's not one of yours or Conner's.

It's the worst fucking nest you've ever seen. You can't stop laughing at it. Tears are pouring down your face. Conner is beet red and stammering indignantly.

"Y'know, I tried really hard!" He insists, which makes you double over and wheeze. "I — I did!! I wanted you to feel comforted in a nest full of your family's scents and things!"

That's the sweetest thing he could've ever done for you, really. Alphas don't have any natural instinct to build or maintain a nest, except to ensure that at least some part of it smells like them, so the fact that he went out of his way to make the attempt really warms your heart. It's just such a shame it's literally so ugly.

You stumble to the bed and try to climb into it. One side of the nest immediately collapses into a flat puddle of fabric. You're laughing so hard you're worried you might vomit. Conner huffs and crosses his arms.

"C'mon, it was really hard!"

You lie down in the uncomfortable clothing pile and wipe your tears, beckoning for him to join you. After a moment's hesitation, he climbs in and cuddles you to his chest.

"....alright. This might be the most uncomfortable thing I've laid on," he mutters, which sets you off again. Conner can't pretend to be mad much longer, though. Instead, be smiles and nuzzles your cheek.

Your scent is sweet and tart again. His plan to cheer you up didn't pan out the way he'd expected, but he'd happily make a thousand more shitty nests to see you flushed and giggling like this.

#littlest a/b/o au #conner kent x reader #superboy x reader #⏳#edit: forgot to put a readmore

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stra-tek · 1 year ago

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1994: OMG the Enterprise computer is so powerful it can write new original stories in the style of Arther Conan Doyle!

2024: OMG the Enterprise computer is using AI trained on data scraped off the internet without permission, it's evil!

#star trek #the next generation #tng #ai generated #ai evolution

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mountmortar · 1 year ago

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hey, guys! i feel this post is kind of important to make given the sheer amount of people who use discord:

(and here's a link to the article that isn't paywalled, in an archive).

as per the first two paragraphs of the article:

An online service is scraping Discord servers en masse, archiving and tracking users’ messages and activity across servers including what voice channels they join, and then selling access to that data for as little as $5. Called Spy Pet, the service’s creator says it scrapes more than ten thousand Discord servers, and besides selling access to anyone with cryptocurrency, is also offering the data for training AI models or to assist law enforcement agencies, according to its website. The news is not only a brazen abuse of Discord’s platform, but also highlights that Discord messages may be more susceptible to monitoring than ordinary users assume. Typically, a Discord user’s activity is spread across disparate servers, with no one entity, except Discord itself, able to see what messages someone has sent across the platform more broadly. With Spy Pet, third-parties including stalkers or potentially police can look up specific users and see what messages they’ve posted on various servers at once.

here's another (brief) article about it:

news about this has just started reaching people en masse within the last couple days, but i didn't know if it had reached tumblr yet, so. yeah. here.

#discord

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thegildedbee · 1 year ago

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Blanket/Weather: May 17 & 18 Prompts by @calaisreno

Lhasa remains steeped in darkness, even though the stars at the roof of the world are beginning to fade as night closes its eyes. Sherlock carefully weaves in-and-out between the long-haul lorries in the crowded service area, moving towards the one that will clandestinely carry him to its destination in Shigatse, which will place him in the vicinity of a rogue copper mine. This improvised transport strategy allows him to slip surreptitiously from town, thwarting the restriction on international visitors that they be accompanied by guides anywhere they travel within the captive region. Careful to remain undetected, he slips through the back door of the attached freight container; once safely inside, he casts light from a pen-sized torch across the boxes, gauging how to arrange a space to conceal his presence.

The blend of noises outside the truck crowd in on his awareness, amplifying his sensation of confinement – snatches of conversation, mostly in Mandarin, random laughter and occasional shouts, the peremptory staccato of a horn, the groaning metallic scraping of engines downshifting, the crunching of gravel under moving vehicles. He sits down, pressing his back against the side wall, knees bent, his hands and fingers idly flipping and spinning the pen torch. After a few moments he stops, puzzled at feeling pulled off-kilter, unsure as to why. This moment, now, is just one more to get through, as are the moments to come over the next five hours, and then in however many days lie ahead. The waiting, the dark, the placelessness – these are all familiar companions; he’s practiced at tamping down his resentment, and meeting each of them with resignation. He allows his mind to drift, seeking to surface useful data . . . and when it comes, the result suggests an odd source -- the similarity of his physical position to that last day before he disappeared, sitting preoccupied on the floor at Bart’s laboratory, bouncing a small rubber ball, waiting for events to unfold. He rubs at his forehead, and exhales with an irritated huff, frowning, displeased that he’s let the memory intrude.

He disciplines himself to shift focus, to stay in the present, by mentally rehearsing the two major tasks he needs to complete today, barring any unfortunate developments that would require starting over. He’s here to neutralize two confederates of Moriarty's syndicate who work for a multinational energy corporation – the first is an enterprising engineer overseeing the digging of an illegal mining pit, the second an executive at the corporate headquarters in Lhasa, who is diverting impressive amounts of monies to the both of them. (Sherlock has no desire to know the whys of their circumstances – whether, in addition to greed, their actions are due to incentives, or blackmail, or outright threats; all he needs to know is that they’re beholden to the dictates of his enemy's network and any bounties they dangle, and are therefore a potential threat to himself if he returns, and to his friends.)

He arrived in the Tibetan Himalayas three days previous, but he’s had to wait impatiently to implement his objectives, betrayed by his body, waiting to gradually shed the debilitating effects of altitude sickness, in his muscles, his stomach, his lungs. He grudgingly admits to himself that the downtime, however, was probably necessary, allowing him to catch his breath in more ways than just the one that's so currently urgent.

The last fortnight had seen him – as Gabriel Vernet, a director at a French biopharmaceuticals start-up – in an unrelentingly tense journey in which he’d conducted business, fake as well as real, in Singapore, Hanoi, Hong Kong, Macau, and then through Sichuan to Chengdu for the flight to Lhasa. He’s been traveling on papers and an operative legend courtesy of the British government for this leg of his odyssey; while he prefers to chart his own course, unencumbered by the high-handed and condescending auditing of his brother, he had conceded to his better wisdom of seeking aid from London while being shadowed by ever-present governmental representatives of the People’s Republic of China -- as well as floating in and out of view of particularly vicious groups of gangsters operating in Southeast Asia.

His knowledge of Mandarin has been essential in keeping his forward movement going; it helped Vernet to facilitate cooperation from the sources he sought out, high and low. It also allowed him to expand his reconnaissance, especially when those on whom he was eavesdropping assumed that the sharply-dressed businessman within earshot was unable to understand their conversation. As a result, he’s obtained a wide-angle view of activities that he might not have been aware of otherwise, beyond his immediate remit. He’s learned, for example, from ancillary figures, of Chinese mobsters from Fujian, who have been tearing through various states in the U.S., muscling their way into the astonishingly lucrative illicit cannabis market that has accompanied legalization.

He’d crossed cyber-paths again with the Mexican cartel he’d come across digging through the dark internet in Tallinn – the one funding Nigerian meth labs to supply Asian buyers. Here, it’s reversed: Fujian gangsters are using the cartel to smuggle thousands of Chinese workers into the United States to produce illicit drugs – trafficked in to do agricultural labor at burgeoning marijuana grow sites. Trapped by fences, surveillance cameras, and guards with guns and machetes, the captive immigrants create tens of billions of dollars alone in states such as Oklahoma – a location that's an attractive target due to the abundance of cheap land, the lack of regulations on the size of cannabis farms, and a scarcity of police personnel with the language capabilities needed to translate communications and infiltrate networks. For what it might be worth, Sherlock had passed along what he’d learned to the CIA’s Crime and Narcotics Center.

He’ll be on a tight schedule in Shigatse today, needing to collect photographic evidence of the illegal mine, and still leave time enough to make it to the railroad station platform, and mingle inconspicuously amongst the groups boarding the local train bound for Lhasa. Once he's settled aboard, he’ll add the pictures to the files of documentary evidence he’s carrying on his mobile, and, as they near the city, he’ll press send and deliver the folder to one of the corporation’s higher-ups who is eager to rise even higher. Once the recipient verifies the information contained in the anonymous gift, he’ll be thrilled to gain credit as the conduit for the revelations it contains to his superiors in Beijing.

They’ve made good time on the road, and Sherlock stands up and stretches, releasing the kinks in his back, and jogging in place to get his adrenaline running. In his worn camping gear, he’s dressed completely different from Vernet, in his bespoke suits, with his expensive leather briefcase, and the expected Rolex watch.

The fact that copper mines require supplies of water will lend him the needed cover afforded by yet another identity – there are wetlands in the area, and it is unsurprising that a Canadian wildlife biologist on an international team will be there on foot, surveying the habitat of the black-necked crane. If anyone questions him, he’ll indicate that each of the members of the team have temporarily spread out to cover a greater area. There has been a great deal of anger, within Tibet and worldwide, at the damage done to the plateau’s environment due to China’s resource extraction agenda and its urbanization policies– the protections that the PRC is extending to the vulnerable black-necked crane population have been a public relations plus for them. The birds are currently in the vicinity, completing their breeding cycle, and as long as he can get in and out quickly, Dr. William Scott’s presence is likely to pass with little scrutiny, as long as his papers are in order.

Several hours later, Sherlock is relieved that his tracking efforts have paid off with actionable evidence – meaning that there will be no need to scramble for a new plan. After verifying that his file has been successfully delivered, he slumps in his seat, stubbornly indifferent to releasing himself from being on high alert. He knows that letting down his guard is when sloppiness can creep in and mistakes made, but having been awake for more than 24 hours and in action all day long at an altitude that still leaves him easily winded, relentlessly reminding him that breathing is problematic, is taking its toll. One last detail – dropping his mobile so that it lands on the train tracks when he exits – and then, in less than an hour, he can be seated in the hotel's oxygen lounge and restore his body and mind.

As they near the station, he shoulders his rucksack, ready to act out the fiction that he’s attached to one of the groups he’s sat nearby, and pulls out his mobile in order to remove the sim card. But when the screen lights up after he turns it over in his hand, he’s startled to find a text message notification -- receiving messages is not supposed to happen, ever, on this unit. No one has the number, save one person. This is not good. This is very much not good.

He takes in and releases several breaths to try and lower his pulse rate, hoping that when he clicks on the icon that he’ll find nothing more dramatic than someone misdirecting their text. At first glance, the message does appear to be irrelevant; at second glance, however, it is evident that the innocuous platitude it contains is negated by the fact that it is written in code.

His anxiety spikes at deciphering the communique: emergency action needed, abandon the hotel -- which means he'll not be returning to the inviting bed, the soft pillows, the warm blanket. There is no indication of why, or of what comes next, other than that he’ll be met at the station by a man who will identify himself as a tour leader from the Council for the Preservation of Sacred Alpine Cranes, and that he is to reply in Mandarin that he was honored to have seen four pairs of the noble birds nesting safely when he inspected the field site.

Other than this terse instruction, he has no idea what he’ll find once he leaves the train, and whether or not he is walking into a trap. And as he gazes out the window at the dark clouds beginning to gather in the east, he sees that the weather may be turning against him as well.

........................................................

@calaisreno @totallysilvergirl @friday411 @peanitbear @original-welovethebeekeeper

@helloliriels @a-victorian-girl @keirgreeneyes @starrla89 @naefelldaurk

@topsyturvy-turtely @lisbeth-kk @raina-at @jobooksncoffee @meetinginsamarra

@solarmama-plantsareneat @bluebellofbakerstreet @dragonnan @safedistancefrombeingsmart @jolieblack

@msladysmith @ninasnakie @riversong912 @dapetty

.............................................................................

#mayprompts2024 #calaisreno #sherlock bits and bobs #may prompts 2024 #johnlock

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krnetwork · 8 months ago

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Unlock the Power of Python Programming: A Complete Guide

Python programming has become one of the most sought-after skills in the world of technology. Its simplicity, flexibility, and vast ecosystem of libraries make it a top choice for both beginners and experienced developers. In this guide, we will explore various aspects of Python programming, from basic concepts to advanced applications like machine learning and web development.

Python Programming: A Beginner-Friendly Language

Python programming is renowned for its readability and straightforward syntax, making it ideal for beginners. Whether you are just starting to code or transitioning from another language, Python offers a smooth learning curve. Key Python programming concepts include variables, data types, and control structures, which are essential for writing functional code.

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Python Data Structures: Organizing Data Efficiently

One of the core strengths of Python programming is its rich set of data structures. Lists, dictionaries, tuples, and sets help you store and manage data effectively. Understanding Python data structures allows you to create more efficient programs by organizing and manipulating data effortlessly.

Functions in Python Programming: Building Reusable Code

Functions are a fundamental part of Python programming. They allow you to break down complex problems into smaller, reusable chunks of code. Python functions not only promote code reusability but also make your programs more organized and easier to maintain.

Loops in Python Programming: Automating Repeated Tasks

Loops are an essential feature in Python programming, allowing you to perform repeated operations efficiently. With Python loops such as for and while, you can iterate over sequences or perform tasks until a specific condition is met. Mastering loops is a key part of becoming proficient in Python.

Object-Oriented Programming in Python: Structured Development

Python programming supports object-oriented programming (OOP), a paradigm that helps you build structured and scalable software. OOP in Python allows you to work with classes and objects, making it easier to model real-world scenarios and design complex systems in a manageable way.

Python Automation Scripts: Simplify Everyday Tasks

Python programming can be used to automate repetitive tasks, saving you time and effort. Python automation scripts can help with file management, web scraping, and even interacting with APIs. With Python libraries like os and shutil, automation becomes a breeze.

Python Web Development: Creating Dynamic Websites

Python programming is also a popular choice for web development. Frameworks like Django and Flask make it easy to build robust, scalable web applications. Whether you're developing a personal blog or an enterprise-level platform, Python web development empowers you to create dynamic and responsive websites.

APIs and Python Programming: Connecting Services

Python programming allows seamless integration with external services through APIs. Using libraries like requests, you can easily interact with third-party services, retrieve data, or send requests. This makes Python an excellent choice for building applications that rely on external data or services.

Error Handling in Python Programming: Writing Resilient Code

Python programming ensures that your code can handle unexpected issues using error handling mechanisms. With try-except blocks, you can manage errors gracefully and prevent your programs from crashing. Error handling is a critical aspect of writing robust and reliable Python code.

Python for Machine Learning: Leading the AI Revolution

Python programming plays a pivotal role in machine learning, thanks to powerful libraries like scikit-learn, TensorFlow, and PyTorch. With Python, you can build predictive models, analyze data, and develop intelligent systems. Machine learning with Python opens doors to exciting opportunities in artificial intelligence and data-driven decision-making.

Python Data Science: Turning Data Into Insights

Python programming is widely used in data science for tasks such as data analysis, visualization, and statistical modeling. Libraries like pandas, NumPy, and Matplotlib provide Python programmers with powerful tools to manipulate data and extract meaningful insights. Python data science skills are highly in demand across industries.

Python Libraries Overview: Tools for Every Task

One of the greatest advantages of Python programming is its extensive library support. Whether you're working on web development, automation, data science, or machine learning, Python has a library for almost every need. Exploring Python libraries like BeautifulSoup, NumPy, and Flask can significantly boost your productivity.

Python GUI Development: Building User Interfaces

Python programming isn't just limited to back-end or web development. With tools like Tkinter and PyQt, Python programmers can develop graphical user interfaces (GUIs) for desktop applications. Python GUI development allows you to create user-friendly software with visual elements like buttons, text fields, and images.

Conclusion: Python Programming for Every Developer

Python programming is a versatile and powerful language that can be applied in various domains, from web development and automation to machine learning and data science. Its simplicity, combined with its extensive libraries, makes it a must-learn language for developers at all levels. Whether you're new to programming or looking to advance your skills, Python offers endless possibilities.

At KR Network Cloud, we provide expert-led training to help you master Python programming and unlock your potential. Start your Python programming journey today and take the first step toward a successful career in tech!

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endeavvor · 11 months ago

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[ 𝐒𝐂𝐄𝐍𝐓 ] ― sender inhales receiver’s scent

🌙 ― 𝐓𝐇𝐄 𝐅𝐈𝐕𝐄 𝐒𝐄𝐍𝐒𝐄𝐒

The captain in the face of adversity, is not quick to admit when he has made a mistake. Not even when that miscalculation is widely visible and almost at the extent of great personal loss.

Send one. Send them alone.

Jim's no longer leaning in his seat, but painfully straight and stock still. The Enterprise was currently being held in place by technology that outmatched their own. They'd responded to a distress beacon and made contact with the cause. The species is not humanoid by any means, but spherical, almost like a rockface. No obvious eyes, ears, or nostrils. Just black canvass covered in craigs and valleys. It had made it difficult to read a body language. Harder to find inflection in a tone that consisted of scraping musical notes and high pitched screeches.

Now they wanted to parlay.

Often, his gaze had cut to Uhura who had done the best she could to piece the language together. Her fingers were still flying over her own console to document everything the universal translator had picked up, and attempted to improve their data before whoever embarked required it.

Spock was the obvious choice. It was too risky for Jim to go himself; and yet, when the time came to make the decision, to give the order, when they had locked eyes and the Vulcan could no doubt read him like the pages of a favorite story, he had faltered.

His lips parted slightly but no words came out. Just before his gaze cut downwards he caught the flash of anger - red hot beneath deep brown, almost black. The tightly formed line of lips pressed together and the slight raise of a left brow. His own read as the shades of grey coalescing in shame. The question was silently posed, but never outright voiced. Spock would never openly question him in front of the others, just as Jim had never openly held him back from fulfilling his duty.

The captain couldn't explain why he was doing so now, just that his throat closed around a premonitive sense of foreboding. Had he not failed to show the same restraint to Pike when facing the same request from Nero.

Anger had been an assumption because it was easier to bear than the truth. That it could have been mirrored concern. That grey was suddenly shot through and broken apart by the deep gold of determination.

It is no surprise then that Jim rises instead, straightening the cuff of his sleeve as he does. "I'm going. Spock, you have the conn." His tone is clipped, full of authority, leaving no room to be questioned. It is one he uses so infrequently, he feels the weighted stare of each member present settle between his shoulder blades as he exits the bridge.

No one attempts to talk him out of it as he makes his way to the shuttle bay. Perhaps they know it will be useless to try, but there is a collective tension as he goes through preflight checks and gives mundane orders. He does not say that if this goes south, the ship is to be evacuated, trusts Spock implicitly to put the needs of the crew above all else.

Jim knows they are watching the scene play out from the large view finder. Likely have his vitals displayed off to the right. Are listening intently to the open line he's left.

Until one by one, they all cut out.

The comms were the first to go. It started as static and light interference. Cutting out every other word. There is a startling shift in the captain's own tone, an undercurrent of panic, settling in to rage. The last transmission from the captain was a broken string of statements later pieced together over the loud background noise. "Do not follow...hear me?...Do not leave the ship....an order."

The silence that ensued was deafening.

Made worse only when there was a spike in the captain's heart rate just before that connection was lost too. Not flatlined, not a confirmed death, just ceased to exist. It could not be reestablished despite the best efforts, and all attempts to hail the enemy ship failed.

Then, it explodes. The Enterprise rocks with the force of it, but takes only minor damage due to her shields being raised.

In moments of true crisis time has a tendencies to do one of two things. It slows significantly, drawing out to the point of each passing second being felt. Or zips by like a rapidly beating heart. Blink, and it's been an hour. Inhale, another. Exhale, a day. No one moves. No one blinks. No one dares breathe as every set of eyes look to Spock in the command chair. Whether they are waiting for a command or a reaction is unclear, but the Enterprise is now free of the death grip that had previously been on it.

They are safe, but at what cost?

"Lieutenant Kyle to the Bridge." The silence is broken. The voice surprisingly calm as it waits then prompts again. "Commander Spock, we have the captain in the transporter room. We're, uh, sending him to medbay."

Sending being a misnomer for the sounds emanating from the background. Curses of the strong southern type, and the sound of protests and dragging. At a large crash, the communication is cut.

It is there Spock finds him. Tucked away in the corner, cordoned off by white curtains and away from prying eyes. It is the only semblance of privacy they will get until he is released.

Jim's hands haven't stopped shaking from fear, the rush of adrenaline, and the burns that start at the tips of his left fingers and snake upwards towards his shoulder, across his chest, and down his left side. The skin is dark, and angry, having already undergone one treatment. McCoy has told him it's going to be a process to heal the skin, likely needing heavy regeneration. Along with something like a damn barbeque. The rest of him is littered with cuts and bruises, there might also be some internal bleeding, it was all up in air at the moment until further tests were completed.

Jim watches Spock take stock of every single injury, but refuses to shy away from the scrutinizing gaze. The Vulcan's hands are laced and seated in the small of his back as he neither moves closer nor retreats.

"It could have been you." Jim says in the space between them.

"It should have been."

"No. Well. Maybe." Jim concedes, but sighs. "But if it had been you - " The statement drops off and he shakes his head. Refuses to complete the thought. His eyes roll shut as the possibility spills out across them anyways. If it had been him, if roles had been reversed, leaving Jim sitting in the seat witnessing what he'd just put the others through, he would not have stayed. He'd have been reckless and chasing. He'd have made things worse. In a way, he already had. "It doesn't matter."

Then softer. "I killed them all."

He feels Spock move, come towards him, but does not open his eyes as he continues to ramble. "It was us or them. I chose us."

Jim feels the press of him on his right side, the gentle caress of the tips of Spock's fingers at the back of his neck. Shivers against the coolness as he drops his forehead against the solid plane of his chest. Feels the nuzzle against his scalp. Feels the inhale of a scent warring between what he was and who he is now. Of the mint of his toothpaste that always seems to linger beneath the earthy ozone. Of fresh water springs cutting through mountain air. Of the warm sun as it shines across of field of grass. Marred only by the stench of smoke and sulfur. Of charred dead things and perspiration.

"You're mad, aren't you?"

"Anger would be an illogical response."

"And yet, I still feel like there's a lecture brewing. You'll have to get in line behind Bones, but I might have an opening this evening."

"Indeed."

@fasciinating

#fasciinating #v. who caught and sang the sun in flight | main #okay BYE :D #long post #q. you have the conn

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avnnetwork · 1 year ago

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Which Are the BEST 4 Proxy Providers in 2024?

Choosing the best proxy provider can significantly impact your online privacy, web scraping efficiency, and overall internet experience. In this review, we examine the top four proxy providers in 2024, focusing on their unique features, strengths, and tools to help you make an informed decision.

Oneproxy.pro: Premium Performance and Security

Oneproxy.pro offers top-tier proxy services with a focus on performance and security. Here’s an in-depth look at Oneproxy.pro:

Key Features:

High-Performance Proxies: Ensures high-speed and low-latency connections, perfect for data-intensive tasks like streaming and web scraping.

Security: Provides strong encryption to protect user data and ensure anonymity.

Comprehensive Support: Offers extensive customer support, including detailed setup guides and troubleshooting.

Flexible Plans: Provides flexible pricing plans to suit different user needs, from individuals to large enterprises.

Pros and Cons:

Pros

High-speed and secure

Excellent customer support

Cons

Premium pricing

Might be overkill for casual users

Oneproxy.pro is ideal for users requiring premium performance and high security.

Proxy5.net: Cost-Effective and Versatile

Proxy5.net is a favorite for its affordability and wide range of proxy options. Here’s a closer look at Proxy5.net:

Key Features:

Affordable Pricing: Known for some of the most cost-effective proxy packages available.

Multiple Proxy Types: Offers shared, private, and rotating proxies to meet various needs.

Global Coverage: Provides a wide range of IP addresses from numerous locations worldwide.

Customer Support: Includes reliable customer support for setup and troubleshooting.

Pros and Cons:

Pros

Budget-friendly

Extensive proxy options

Cons

Shared proxies may be slower

Limited advanced features support

Proxy5.net is an excellent choice for budget-conscious users needing versatile proxy options.

FineProxy.org: High-Speed, Reliable, and Affordable

FineProxy.org is well-regarded for delivering high-quality proxy services since 2011. Here’s why FineProxy.org remains a top pick:

Key Features:

Diverse Proxy Packages: Offers various proxy packages, including US, Europe, and World mix, with high-anonymous IP addresses.

High Speed and Minimal Latency: Provides high-speed data transfer with minimal latency, suitable for fast and stable connections.

Reliability: Guarantees a network uptime of 99.9%, ensuring continuous service availability.

Customer Support: Offers 24/7 technical support to address any issues or queries.

Free Trial: Allows users to test the service with a free trial period before purchasing.

Pricing:

Shared Proxies: 1000 proxies for $50

Private Proxies: $5 per proxy

Pros and Cons:

Pros

Affordable shared proxies

Excellent customer support

Cons

Expensive private proxies

Shared proxies may have fluctuating performance

FineProxy.org provides a balanced mix of affordability and performance, making it a strong contender for shared proxies.

ProxyElite.Info: Secure and User-Friendly

ProxyElite.Info is known for its high-security proxies and user-friendly interface. Here’s what you need to know about ProxyElite.Info:

Key Features:

High Security: Offers high levels of anonymity and security, suitable for bypassing geo-restrictions and protecting user privacy.

Variety of Proxies: Provides HTTP, HTTPS, and SOCKS proxies.

User-Friendly Interface: Known for its easy setup process and intuitive user dashboard.

Reliable Support: Maintains high service uptime and offers reliable customer support.

Pros and Cons:

Pros

High security

Easy to use

Cons

Can be more expensive

Limited free trial options

ProxyElite.Info is ideal for users who prioritize security and ease of use.

Comparison Table

To help you compare these providers at a glance, here’s a summary table:

Conclusion

Selecting the right proxy provider depends on your specific needs, whether it's speed, security, pricing, or customer support. Oneproxy.pro offers premium performance and security, making it ideal for high-demand users. Proxy5.net is perfect for those looking for cost-effective and versatile proxy solutions. FineProxy.org provides a balanced mix of affordability and performance, especially for shared proxies. ProxyElite.Info excels in security and user-friendliness, making it a great choice for those who prioritize privacy.

These top four proxy services in 2024 have proven to be reliable and effective, catering to a wide range of online requirements.

#top four proxy service

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iwebscrapingblogs · 1 year ago

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How Web Scraping Helps In Extracting Government And Public Sector Data?