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@charliekirk11
Here are 50 MAJOR wins from Trump’s Big Beautiful Bill that the media is ignoring
1. No taxes on tips — servers, bartenders, and bellhops just got a raise Promises made, promises kept
2.Made Trump tax cuts permanent — Biden wanted them to expire.
3.Child tax credit raised to $2,500
4.Overtime pay tax-free — work hard, actually keep more.
5.$1.6 trillion in spending cuts — the largest rollback of government bloat in U.S. history.
http://6.Work requirement for welfare — able-bodied? Then get off the couch.
7.Deporting 1 million illegal immigrants per year — no more catch and release.
8. Builds the wall—finishes it — 701 miles of serious border protection. Massive!
9.10,000 new ICE agents — law and order at the border. Huge!
10.Eliminates Medicaid for illegal aliens — American benefits for Americans.
11.“Trump Savings Accounts” for kids — build generational wealth from birth. Game changer.
12.Slashes IRS funding — no more 87,000 new agents breathing down your neck.
http://13.Green New Deal defunded — no more money for solar BS.
http://14.Energy production unleashed — back to drilling, fracking, etc.
15.Tariffs on Chinese-built ships — protect American shipbuilders.
http://16.Buy American, build American — required on all infrastructure projects.
http://17.Estate tax protections expanded — family farms and businesses stay in the family.
18.Repeals DEI mandates — merit matters again. DEI is dying.
19.Bans taxpayer-funded gender ideology in federal agencies.
20.Military pay raise + benefits boost
21.National missile defense (“Golden Dome”)
22.HSA accounts expanded — use them for direct primary care.
http://23.School choice tax credits — parents, not unions, control education. Historic!
24.Feds barred from mandating pronoun usage.
25.Medicaid block grants to states — local control, not DC strings. Saves hundreds of billions.
26.Revives apprenticeship programs — college not required to succeed. The cartel hates this.
27.1% of exports must ship under U.S. flag
28.Mandates voter ID for federal elections.
29.Ends ESG mandates in retirement accounts
30.Cracks down on Big Pharma middlemen
31.Bans drag shows for kids at federally funded venues.
32.Fires the climate cult from federal boards
33.Veterans get priority housing access
34. Tax credit for buying American-made vehicles
35.Stops Chinese ownership of U.S. farmland — our soil is finally protected!.
36.Bans CRT from federal training programs.
37.Ends taxpayer-funded abortions abroad. And defunds planned parenthood!
38.Guts federal diversity czars — cuts the bloated bureaucracy.
39.Revives the Keystone XL pipeline
.
40. Eliminates federal COVID emergency powers
41.Enacts Social Security tax cuts for seniors.
42.Defends religious liberty in the workplace
43. Restores due process on college campuses.
44. Massively expands trade school funding
45. Outlaws federal funding for gender transitions for minors.
46. Creates nationwide “patriot curriculum” grant fund
47.Halts funding to the UN’s woke agenda arms.
48. Tax breaks for adoption and large families.
49. Increases penalties for fentanyl trafficking — life in prison for cartels.
50. Restores cash bail in federal jurisdictions — no more revolving-door criminals.
And this is just a taste.
Promises made, promises kept.
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This case is particularly wild because ALL maryland said is wait 48 hours after someone files a habeus corpus brief before you deport them to a third country with no possibility of return.
Supreme court already ruled, no deportations without habeus corpus (a chance to present public evidence contesting your deportation). Admin was not following the ruling, therefore the blanket injunction against deportations to third countries, that the supreme court struck down on the shadow docket. Individuals can still file their habeus complaints individually though, and judges can still block deportations individually. But it creates paperwork. Therefore the 48 hour pause, just to handle the paperwork.
It's so incredibly obvious that the playbook here is to send anyone who's politically inconvenient to a foreign prison with no recourse before there's time to organize a hearing.
Also reminder that since the government burned their bridges with El Salvador by sending non criminals to CECOT when Bukele's ONLY stipulation was to only send people with criminal convictions there, and all the non criminals they sent to Costa Rica were ordered released by a judge there, and most other countries including Libya which is where Europe sends their undocumented immigrants have refused to have any part in this blatantly criminal scheme that should be investigated by the international criminal court, the US government is now trying it's hardest to send people to........ SOUTH SUDAN.
Though funnily enough, the actual planeload of people sent to South Sudan, funnily enough, have to be returned since the supreme court when they wrote their UNSIGNED SHADOW DOCKET RULING WITH NO LEGAL JUSTIFICATION authorizing all this, neglected to include that particular planeload of people in their blanket permission to the Trump admin to keep trying to disappear people en masse.
As a further reminder of how all this is driven by politics and nonstop lying not public safety, Trump's DOJ is now saying they'll send Kilmar Abrego a Garcia to a third country regardless of the outcome of his trial (because he's going to win that trial because there's no evidence he did any of the things he's being accused of - a judge already ruled he's not a threat and should be released on bail before trial).
Sources available up on request, I'm tired.
Stand up for your neighbors, stand together. Go to mobilize.us and look for an indivisible chapter near you if you want to get involved in the nationwide legal peaceful protests, sign up at generalstrikeUS.org and join the discord server for your local metro area if you want to take more direct action.
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Charlie Kirk @ X
Here are 50 MAJOR wins from Trump’s Big Beautiful Bill that the media is ignoring 1. No taxes on tips — servers, bartenders, and bellhops just got a raise Promises made, promises kept 2.Made Trump tax cuts permanent — Biden wanted them to expire. 3.Child tax credit raised to $2,500 4.Overtime pay tax-free — work hard, actually keep more. 5.$1.6 trillion in spending cuts — the largest rollback of government bloat in U.S. history. http://6.Work requirement for welfare — able-bodied? Then get off the couch. 7.Deporting 1 million illegal immigrants per year — no more catch and release. 8. Builds the wall—finishes it — 701 miles of serious border protection. Massive! 9.10,000 new ICE agents — law and order at the border. Huge! 10.Eliminates Medicaid for illegal aliens — American benefits for Americans. 11.“Trump Savings Accounts” for kids — build generational wealth from birth. Game changer. 12.Slashes IRS funding — no more 87,000 new agents breathing down your neck. http://13.Green New Deal defunded — no more money for solar BS. http://14.Energy production unleashed — back to drilling, fracking, etc. 15.Tariffs on Chinese-built ships — protect American shipbuilders. http://16.Buy American, build American — required on all infrastructure projects. http://17.Estate tax protections expanded — family farms and businesses stay in the family. 18.Repeals DEI mandates — merit matters again. DEI is dying. 19.Bans taxpayer-funded gender ideology in federal agencies. 20.Military pay raise + benefits boost 21.National missile defense (“Golden Dome”) 22.HSA accounts expanded — use them for direct primary care. http://23.School choice tax credits — parents, not unions, control education. Historic! 24.Feds barred from mandating pronoun usage. 25.Medicaid block grants to states — local control, not DC strings. Saves hundreds of billions. 26.Revives apprenticeship programs — college not required to succeed. The cartel hates this. 27.1% of exports must ship under U.S. flag 28.Mandates voter ID for federal elections. 29.Ends ESG mandates in retirement accounts 30.Cracks down on Big Pharma middlemen 31.Bans drag shows for kids at federally funded venues. 32.Fires the climate cult from federal boards 33.Veterans get priority housing access 34. Tax credit for buying American-made vehicles 35.Stops Chinese ownership of U.S. farmland — our soil is finally protected!. 36.Bans CRT from federal training programs. 37.Ends taxpayer-funded abortions abroad. And defunds planned parenthood! 38.Guts federal diversity czars — cuts the bloated bureaucracy. 39.Revives the Keystone XL pipeline . 40. Eliminates federal COVID emergency powers 41.Enacts Social Security tax cuts for seniors. 42.Defends religious liberty in the workplace 43. Restores due process on college campuses. 44. Massively expands trade school funding 45. Outlaws federal funding for gender transitions for minors. 46. Creates nationwide “patriot curriculum” grant fund 47.Halts funding to the UN’s woke agenda arms. 48. Tax breaks for adoption and large families. 49. Increases penalties for fentanyl trafficking — life in prison for cartels. 50. Restores cash bail in federal jurisdictions — no more revolving-door criminals.
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1-800 Office Solutions
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Phone:
805-360-5123
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category:
Process server,Commercial printer,Copier repair service,Printer repair service,Computer networking service,Printing equipment supplier,Office equipment rental service,Office equipment repair service
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Here are 50 MAJOR wins from Trump’s Big Beautiful Bill that the media is ignoring
1. No taxes on tips — servers, bartenders, and bellhops just got a raise Promises made, promises kept
2.Made Trump tax cuts permanent — Biden wanted them to expire.
3.Child tax credit raised to $2,500
4.Overtime pay tax-free — work hard, actually keep more.
5.$1.6 trillion in spending cuts — the largest rollback of government bloat in U.S. history.
6.Work requirement for welfare — able-bodied? Then get off the couch.
7.Deporting 1 million illegal immigrants per year — no more catch and release.
8. Builds the wall—finishes it — 701 miles of serious border protection. Massive!
9.10,000 new ICE agents — law and order at the border. Huge!
10.Eliminates Medicaid for illegal aliens — American benefits for Americans.
11.“Trump Savings Accounts” for kids — build generational wealth from birth. Game changer.
12.Slashes IRS funding — no more 87,000 new agents breathing down your neck.
13.Green New Deal defunded — no more money for solar BS.
14.Energy production unleashed — back to drilling, fracking, etc.
15.Tariffs on Chinese-built ships — protect American shipbuilders.
16.Buy American, build American — required on all infrastructure projects.
17.Estate tax protections expanded — family farms and businesses stay in the family.
18.Repeals DEI mandates — merit matters again. DEI is dying.
19.Bans taxpayer-funded gender ideology in federal agencies.
20.Military pay raise + benefits boost
21.National missile defense (“Golden Dome”)
22.HSA accounts expanded — use them for direct primary care.
23.School choice tax credits — parents, not unions, control education. Historic!
24.Feds barred from mandating pronoun usage.
25.Medicaid block grants to states — local control, not DC strings. Saves hundreds of billions.
26.Revives apprenticeship programs — college not required to succeed. The cartel hates this.
27.1% of exports must ship under U.S. flag
28.Mandates voter ID for federal elections.
29.Ends ESG mandates in retirement accounts
30.Cracks down on Big Pharma middlemen
31.Bans drag shows for kids at federally funded venues.
32.Fires the climate cult from federal boards
33.Veterans get priority housing access
34. Tax credit for buying American-made vehicles
35.Stops Chinese ownership of U.S. farmland — our soil is finally protected!.
36.Bans CRT from federal training programs.
37.Ends taxpayer-funded abortions abroad. And defunds planned parenthood!
38.Guts federal diversity czars — cuts the bloated bureaucracy.
39.Revives the Keystone XL pipeline
.
40. Eliminates federal COVID emergency powers
41.Enacts Social Security tax cuts for seniors.
42.Defends religious liberty in the workplace
43. Restores due process on college campuses.
44. Massively expands trade school funding
45. Outlaws federal funding for gender transitions for minors.
46. Creates nationwide “patriot curriculum” grant fund
47.Halts funding to the UN’s woke agenda arms.
48. Tax breaks for adoption and large families.
49. Increases penalties for fentanyl trafficking — life in prison for cartels.
50. Restores cash bail in federal jurisdictions — no more revolving-door criminals.
And this is just a taste.
Promises made, promises kept.
🇺🇸

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Which is the Best ISP Billing Software in India?

In India’s fast-growing digital economy, Internet Service Providers (ISPs) play a vital role in delivering seamless connectivity to businesses and households. Whether you're running a regional broadband company or a nationwide ISP brand, managing customers, billing cycles, and data usage efficiently is crucial. That’s where choosing the Best ISP billing software becomes essential. In this guide, we’ll explore what features define a great ISP billing tool and highlight some of the top solutions available in India today.
Why ISP Billing Software Is Critical for Your Business
Manual billing is outdated, error-prone, and inefficient. A robust ISP billing software automates the process of: - Generating GST-compliant invoices - Tracking bandwidth usage and session logs - Managing prepaid/postpaid plans - Sending payment reminders and processing transactions - Integrating with CRM and network hardware The right solution helps ISPs reduce downtime, avoid revenue leakage, and offer a better experience to subscribers.
Key Features to Look for in the Best ISP Billing Software
Before choosing any billing system, consider these essential features: ✅ Automated Invoicing and Payments: Reduce manual workload and ensure timely billing ✅ Bandwidth and Data Monitoring: Track usage per user for fair billing ✅ User Management and Plan Customization: Support for tiered plans and policy control ✅ Integration: Connect with routers (like MikroTik), CRMs, SMS/email services ✅ Compliance: Ensure adherence to TRAI and GST regulations ✅ Cloud-based vs. On-Premise: Choose based on flexibility and IT capacity
Top 5 ISP Billing Software in India
NetAdmin by NetSoft Solutions
NetAdmin is a leading ISP billing software designed specifically for the Indian broadband market.
- 📌 Features: Online payments, GST billing, network integration, customer self-care portal - ✅ Pros: India-focused, strong support team, TRAI-compliant reporting - ❌ Cons: Slightly dated UI - 💰 Pricing: Custom plans based on user base Best for: Small to mid-sized Indian ISPs seeking local support
24Online by Elitecore (Sterlite Technologies)
24Online has been a trusted name for over a decade, offering a comprehensive AAA (Authentication, Authorization, Accounting) platform.
- 📌 Features: Prepaid/postpaid billing, hotspot management, franchisee billing, RADIUS support - ✅ Pros: Highly scalable, widely adopted by ISPs and hospitality providers - ❌ Cons: Premium pricing for advanced features - 💰 Pricing: Tiered enterprise pricing Best for: Large ISPs or WiFi hotspots needing scalable infrastructure
Splynx
While Splynx is developed in Europe, it’s increasingly popular among Indian ISPs due to its powerful integration capabilities.
- 📌 Features: RADIUS server, CRM, billing automation, API access, VoIP integration - ✅ Pros: Highly customizable, supports MikroTik, Ubiquiti, and other routers - ❌ Cons: Requires technical setup - 💰 Pricing: Starts at ~$49/month Best for: Tech-savvy ISPs who want flexibility and control
Antamedia ISP Billing
This Windows-based solution supports internet cafes, hotspots, and small broadband providers.
- 📌 Features: Bandwidth control, captive portal, pre-paid billing - ✅ Pros: One-time license pricing, ideal for smaller operators - ❌ Cons: Limited scalability, desktop-based (no cloud) - 💰 Pricing: One-time license fee (varies by user/device count) Best for: Café-style networks and local WiFi operators
MikroTik + Third-Party Billing Add-ons
If you’re using MikroTik routers, pairing them with open-source or commercial billing tools (like Radius Manager or Splynx) can create a cost-effective solution.
- 📌 Features: Custom network policies, RADIUS authentication, usage billing - ✅ Pros: Flexible, hardware-level control - ❌ Cons: Technical learning curve - 💰 Pricing: Varies based on software/plugin Best for: ISPs with in-house tech teams who prefer open/custom setups
How to Choose the Right ISP Billing Software
Here are a few questions to guide your decision: - How large is your subscriber base? - Do you need cloud access or prefer local deployment? - Do you require integration with specific hardware like MikroTik or Cisco? - Is your team technically equipped to handle a custom or open-source solution? - Are compliance and tax (GST) reporting features included? If you're a small or mid-sized Indian ISP, NetAdmin and 24Online provide reliable, region-specific support. For advanced customization and integrations, Splynx offers a great balance of features and scalability.
Final Thoughts
Finding the best ISP billing software in India depends on your specific needs, budget, and technical capacity. Whether you’re just starting or scaling nationwide, investing in the right platform can streamline your operations and improve subscriber satisfaction. If you’re an Indian ISP evaluating software, make sure to request demos, explore integrations, and ask for local support options before deciding. 📝 Have you used any of these tools, or do you recommend another one? Let us know in the comments!
FAQs
🔹 What is ISP billing software?
It’s a platform used by Internet Service Providers to manage customer accounts, billings, bandwidth tracking, and plan management.
🔹 Is GST billing supported by Indian ISP software?
Yes, most India-focused platforms like NetAdmin and 24Online offer GST-compliant invoicing.
🔹 Can I use free or open-source tools?
Yes, but they often require technical expertise. Pairing MikroTik with open-source billing platforms can be budget-friendly but complex to manage.
#isp billing software in delhi#aaa solution for isp#best isp billing software#billing software for isp#isp billing software#isp billing solution#isp crm software#isp erp#isp management software#isp radius solution
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India Data Center Market
India Data Center Market Seen Soaring 18.5% Growth to Reach USD XX billion by 2032, Projects Univdatos Market Insights
Key Highlights of the Report:
In November 2023, Adani Enterprises, led by billionaire Gautam Adani, planned to invest approximately $1.5 billion in its emerging data center venture over the next three years. This renewed investment focus marks a shift back to growth initiatives for the Indian conglomerate, following a period of damage control prompted by a short seller attack.
In October 2022, Uttar Pradesh Chief Minister Yogi Adityanath announced that the state is poised to become India’s leading hub for data centers. He highlighted that Uttar Pradesh has successfully achieved its goal of attracting investments totaling Rs 20,000 crore and receiving proposals for 600 megawatts of data center capacity within a year of unveiling the state’s policy.
India's massive population, coupled with widespread smartphone penetration and internet connectivity, fuels the exponential growth in data consumption. This trend necessitates investments in advanced data center infrastructure to handle the daily burgeoning volume of data.
The Indian government's initiatives, such as Digital India and Smart Cities Mission, drive investments in digital infrastructure, including data centers. These initiatives aim to enhance digital connectivity and accessibility nationwide, boosting demand for data center services.
International tech giants and data center operators are increasingly investing in India. Companies like Amazon Web Services (AWS), Google Cloud, and Microsoft Azure are expanding their data center footprints to cater to the growing regional demand and comply with data localization requirements.
According to a new report by Univdatos Market Insights, the India Data Center Market is expected to reach USD xx Billion in 2032 by growing at a CAGR of 18.5%. A data center is a centralized physical facility where organizations store, manage, and distribute their data, applications, and IT infrastructure. It typically houses numerous servers, storage systems, networking equipment, and other components necessary for managing and processing large amounts of data. Data centers ensure high availability, scalability, security, and efficient operation of IT systems. They are used by various entities, including businesses, educational institutions, government agencies, and cloud service providers, to support their computing needs and store critical digital assets.
The Indian market is analyzed based on its presence in regions such as North India, South India, West India, and East India. North India's data center market is rapidly growing and diversifying, driven by increasing digitalization and demand for cloud services. For instance, major cities like Delhi NCR (National Capital Region) have seen significant investments in state-of-the-art data center facilities by global tech giants such as Microsoft and Google. These investments cater to businesses' rising data storage needs and enhance the region's infrastructure capabilities, positioning North India as a hub for data-intensive industries and digital innovation.
Increasing Internet and Smartphone Penetration
Over the past decade, India has witnessed a remarkable surge in internet connectivity, driven largely by increasing smartphone penetration and affordable data plans. This proliferation has democratized access to information and services, empowering individuals and businesses alike to participate in the digital economy. As more Indians come online, the landscape of commerce has undergone a seismic shift, with e-commerce platforms becoming integral to everyday life. From buying groceries to booking travel tickets and conducting financial transactions, digital platforms have simplified and expanded consumer choices.
Unlock The Insights of This Strategic Report- https://univdatos.com/report/india-data-center-market/get-a-free-sample-form.php?product_id=62112
Furthermore, the government's Digital India initiative has played a pivotal role in leveraging technology to enhance governance and public service delivery. Digital platforms enable citizens to access government services, pay taxes, and participate in civic engagement from the comfort of their homes, fostering transparency and efficiency in administration.
In the realm of entertainment, streaming services and digital content platforms have flourished, offering a diverse array of movies, music, and television shows on demand. This has revolutionized how people consume entertainment, providing unparalleled convenience and choice.
Financial technology, or fintech, has also seen rapid growth with the advent of digital payment systems and mobile banking. From mobile wallets to Unified Payments Interface (UPI), fintech innovations have facilitated seamless and secure transactions, driving financial inclusion and empowering individuals in remote areas to participate in the formal economy.
Looking ahead, India's continued investment in digital infrastructure and innovation promises to further accelerate its digital transformation journey. As technology continues to evolve, the internet and smartphone revolution will continue to redefine the socio-economic landscape, creating new avenues for growth, innovation, and inclusivity across the country.
Regulatory Framework and Policy Landscape
India's regulatory framework plays a critical role in shaping the growth and operations of the data center sector:
Data Localization Policies: The Reserve Bank of India (RBI) mandates that specific categories of sensitive personal data must be stored and processed locally, driving the need for localized data centers.
Tax Incentives and Benefits: The government offers various incentives, such as tax holidays and subsidies, to promote investments in data center infrastructure. These incentives aim to attract both domestic and foreign investments into the sector.
Environmental and Sustainability Standards: Data centers are subject to environmental regulations and sustainability standards to mitigate their carbon footprint. Compliance with energy-efficient practices and green building certifications is increasingly emphasized.
Cybersecurity and Data Protection: Stringent cybersecurity measures and data protection laws are enforced to safeguard sensitive information stored and processed within data centers. Compliance with regulations such as the Personal Data Protection Bill is crucial for data center operators.
Unlock The Insights of This Strategic Report- https://univdatos.com/report/india-data-center-market/get-a-free-sample-form.php?product_id=62112
Conclusion:
Rapid internet and smartphone penetration have democratized digital access, transforming sectors from commerce to governance. Initiatives like Digital India bolster connectivity and transparency in public services. However, regulatory hurdles in data localization, cybersecurity, and sustainability require careful navigation. Adhering to these standards will be crucial for sustainable expansion. Continued investment in digital infrastructure will propel India's journey as a digital leader, fostering innovation, economic development, and societal progress nationwide.
Key Offerings of the Report
Market Size, Trends, & Forecast by Revenue | 2024−2032
Market Dynamics – Leading Trends, Growth Drivers, Restraints, and Investment Opportunities
Market Segmentation – A detailed analysis by type and end-use industry
Competitive Landscape – Top Key Vendors and Other Prominent Vendors
Contact:
UnivDatos Market Insights
+91 7838604911
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Key Factors to Consider When Choosing an Election Service Provider
In the modern world, conducting elections has become a complex task that requires utmost precision, security, and efficiency. Election service providers play a crucial role in ensuring the integrity and fairness of the electoral process. Whether it's a national election, a local government poll, or an organizational ballot, selecting the right election service provider is paramount to guaranteeing a smooth and transparent voting experience. In this blog, we will discuss the key factors that should be considered when choosing an election service provider.

Key Factors to Consider When Choosing an Election Service Provider
Experience and Reputation:
One of the first things to evaluate is the election service provider's experience and reputation. Look for providers with a proven track record of successfully conducting various types of elections. Research their history, client testimonials, and case studies to gauge their performance and reliability. A reputable provider is more likely to have the necessary expertise and resources to handle your election with precision.
Security Measures:
Ensuring the security of the electoral process is of utmost importance. The election service provider should have robust security measures in place to protect against any potential cyber threats, data breaches, or unauthorized access. Ask about their encryption protocols, access controls, and auditing practices to safeguard the integrity of the votes and maintain voter confidentiality.
Customization and Flexibility:
Each election is unique, and the election service provider should be able to adapt to your specific requirements. Consider whether the provider offers customization options for the voting platform, ballot design, and result reporting. A flexible provider will be better equipped to meet your organization's distinct needs.
Accessibility and User-Friendliness:
A user-friendly voting platform is essential for a successful election. Ensure that the provider offers an accessible and intuitive interface for all voters, including those with disabilities. Test the platform yourself and seek feedback from potential voters to ensure it is easy to use and understand.
Scalability and Capacity:
Whether your election involves a small group of voters or a nationwide electorate, the service provider should have the scalability and capacity to handle the voting load without any hiccups. Inquire about their infrastructure, server capabilities, and technical support to ensure they can handle the expected voter turnout.
Customer Support:
Timely and responsive customer support is crucial during the election period. Check the provider's support hours, response time, and available channels of communication. A reliable support team can address any issues that may arise promptly and efficiently.
Compliance and Legal Considerations:
Elections often come with legal and regulatory obligations. Ensure that the election service provider complies with all relevant laws and regulations. They should be able to assist with compliance requirements and provide transparency throughout the process.
Voter Authentication and Verification:
To maintain the integrity of the election, the service provider should implement robust voter authentication and verification methods. This may include multi-factor authentication, identity verification, or biometric measures to prevent fraudulent voting.
Choosing the right election service provider is a critical decision that can significantly impact the outcome and credibility of your election. By considering factors such as experience, security measures, flexibility, accessibility, scalability, customer support, legal compliance, and voter authentication, you can make an informed choice that ensures a transparent and successful electoral process. Remember, a reliable election service provider is an investment in the democratic principles of fairness and accuracy.
#onlineelection#voting#vote#voting poll#onlinevotingsystem#onlinevotingplatform#onlinevoting#election
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Happy Holidays from ARMENHYL GROUP LLC!
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Wednesday, June 2, 2021
Meat Is Latest Cyber Victim as Hackers Hit Top Supplier JBS (Bloomberg) The world’s biggest meat supplier has become the latest casualty of a cybersecurity attack. JBS SA shut its North American and Australian computer networks after an organized assault on Sunday on some of its servers, the company said by email. The attack sidelined two shifts and halted processing at one of Canada’s largest meatpacking plants, while the company canceled all beef and lamb kills across Australia, industry website Beef Central said. Some kill and fabrication shifts have also been canceled in the U.S. Hackers now have the commodities industry in their crosshairs with the JBS attack coming just three weeks after the operator of the biggest U.S. gasoline pipeline was targeted. It’s also happened as the global meat industry battles lingering Covid-19 absenteeism after recovering from mass outbreaks last year that saw plants shut and supplies disrupted.
China’s future gateway to Latin America is a mega-port in Peru (America Economia) Despite local opposition, Chinese investors are pumping billions into the Chancay project, a massive port complex north of Lima that will boost trade between China and Latin America as a whole, reports Gonzalo Torrico in business magazine America Economia. The Chancay port complex, with an initial investment of $1.3 billion, will turn this fishing and farming town into a regional hub that could redefine shipping lines in the entire southern Pacific. Since 2019, the project’s main stakeholder is the Chinese state firm Cosco Shipping Ports (60%). Cosco is a partner in 52 port projects worldwide. But in the Americas, Chancay is the first being built with Chinese capital. The complex is expected to be fully functional by 2024, helping consolidate China’s influence in South America, and in Peru especially. In the last decade, this country has become the regional crux of China’s economic and geopolitical interests. So far, Chinese firms have invested more than $30 billion in Peru, a figure exceeded only by money spent in Brazil. The principal sector is mining, which has absorbed more than half all these investments and has proven to be an excellent source for the mineral materials China needs to keep its industrial sector humming. One of those materials is copper, which Peru produces in great quantity.
More boats on canals and rivers than in 18th century as thousands opt for life afloat (Guardian) Little more than six months ago, Paul and Anthony Smith-Storey were still living in a three-bedroom semi-detached house near St Helens in Merseyside. But now the couple—and their dog, Dexter—have traded it all in for a life afloat in a two-metre-wide narrowboat on Peak Forest Canal in Derbyshire. “We took the equity out of the house, bought the boat and thought we’d enjoy it while we were still alive,” said Anthony, 48, an NHS sonographer. They are not the only ones. Record numbers are spending time on Britain’s rivers and canals, according to the Canal and River Trust. Such is their popularity that the charity, which manages 2,000 miles of waterways across England and Wales, says: “There are more boats on our canals now than at the height of the industrial revolution.” The Inland Waterways Association (IWA) said there are about 80,000 powered boats across the waterways of England, Scotland and Wales. Boat builders and sellers put the surge in interest down to the pandemic.
NSA spying row: US and Denmark pressed over allegations (BBC) European powers have pressed the US and Denmark over reports the two worked together to spy on top European politicians, including German Chancellor Angela Merkel. Danish broadcaster DR said Denmark’s Defence Intelligence Service (FE) collaborated with the US National Security Agency (NSA) to gather information from 2012 to 2014. Mrs Merkel is among those demanding answers. “This is not acceptable between allies, and even less between allies and European partners,” said French President Emmanuel Macron, after speaking with Mrs Merkel.
The Taliban Say They’ve Changed. On the Ground, They’re Just as Brutal. (WSJ) During a recent trip, Kamaluddin visited a barbershop to obtain the illicit pleasures of clean-shaven cheeks and a fashionable mustache. But the shopkeeper, 25 years old, planned to let it regrow before heading home, wary of incurring the Taliban’s wrath. His father and brother were caught last month using smartphones in their home district of Arghistan, an area effectively ruled by the movement. The insurgents confiscated the devices, which could be used for supposedly un-Islamic behavior such as playing music and videos, and forced the men to swallow their SIM cards. Kamaluddin recounted the incident as he waited to return from Kandahar, the government-controlled provincial capital. “They will put me in prison if they see me like this,” he said. “If the Taliban come back, they will bring darkness.” The Taliban, ousted from power by a U.S.-led invasion 20 years ago, are poised to expand their influence as American forces leave the country. The group has sought in recent months to present themselves as a responsible state actor to regional powers and the West. Indeed, some of their most-violent punishments, such as amputations for accused thieves, are used less frequently than in the 1990s as they seek to avoid alienating Afghans. Yet accounts from Kamaluddin and others living under Taliban rule, as well as insurgents themselves, suggest that the group’s governance is as ruthless as ever.
Delhi Reopens a Crack (NYT) The Indian capital, which just weeks ago suffered the devastating force of the coronavirus, with tens of thousands of new infections daily and funeral pyres that burned day and night, is taking its first steps back toward normalcy. Officials on Monday reopened manufacturing and construction activity, allowing workers in those industries to return to their jobs after six weeks of staying at home to avoid infection. The move came after a sharp drop in new infections, at least by the official numbers, and as hospital wards emptied and the strain on medicine and supplies has eased. Life on the streets of Delhi is not expected to return to normal immediately. Schools and most businesses are still closed. The Delhi Metro system, which reopened after last year’s nationwide lockdown, has suspended service again. But the city government’s easing of restrictions will allow people to begin returning to work—and, more broadly, to start to repair India’s ailing, pandemic-struck economy.
Myanmar carries out air strikes after militia attacks (Reuters) Myanmar’s military used artillery and helicopters on Monday against anti-junta militias in the country’s east, witnesses and rebels said, forcing residents to flee and join thousands of others displaced by recent fighting in the region. Residents of Kayah state bordering Thailand said the military was firing artillery from positions inside the state capital Loikaw into Demoso, about 14.5 km (9 miles) away, where a People’s Defence Force said it had attacked troops and was coming under heavy fire. Myanmar’s military is fighting on multiple fronts and struggling to impose order since its Feb. 1 coup against Aung San Suu Kyi and her elected government, sparking nationwide protests and paralysing strikes. Decades-old conflicts between the military and ethnic minority armies have also reignited, while militias allied with a shadow government have stepped up attacks on the army, which has responded with heavy weapons and air strikes, forcing thousands to flee.
North Korea’s missile warning (Foreign Policy) North Korea warned the United States on Monday that relaxing South Korea’s missile limits could lead to an “acute and instable situation” in the region. “The termination step is a stark reminder of the U.S. hostile policy toward (North Korea) and its shameful double-dealing,” said Kim Myong Chol, an unofficial mouthpiece for Pyongyang, in a statement issued by North Korea’s official Korean Central News Agency. The United States recently lifted a 500-mile range restriction on South Korea’s missile program, in place since 1979. South Korea’s industrial ability to ramp up new missile production “could lead to an arms race with devastating implications,” Donald Kirk wrote last week in Foreign Policy.
Australian court upholds ban on most international travel (AP) An Australian court on Tuesday rejected a challenge to the federal government’s draconian power to prevent most citizens from leaving the country so that they don’t bring COVID-19 home. Australia is alone among developed democracies in preventing its citizens and permanent residents from leaving the country except in “exceptional circumstances” where they can demonstrate a “compelling reason.” Most Australians have been stranded in their island nation since March 2020 under a government emergency order made under the powerful Biosecurity Act. Surveys suggest most Australians applaud their government’s drastic border controls. The Australian newspaper published a survey last month that found 73% of respondents said the international border should remain closed until at least the middle of next year.
Lebanon’s economic crisis (Foreign Policy) Lebanon’s economic collapse could rank within the top 3 “most severe crises episodes globally since the mid-nineteenth century,” according to a new report issued by the World Bank. The report cites the “brutal and rapid” contraction of Lebanon’s GDP, which dropped from $55 billion in 2018 to $33 billion in 2020. “The social impact of the crisis, which is already dire, could rapidly become catastrophic,” the report notes, as more than half of Lebanon’s population is already living below the poverty line.
Congo killings (Foreign Policy) At least 55 people were killed in overnight attacks near two villages in eastern Congo, close to the border with Uganda. Congolese officials blamed the attack on the Allied Democratic Forces, an Islamist insurgent group that in March was deemed a foreign terrorist organization by the United States. The group killed more than 850 people in 2020, according to the United Nations. At the beginning of May, President Félix Tshisekedi declared a state of siege across the affected regions, surging troops in a bid to quell violence.
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Here are 50 MAJOR wins from Trump’s Big Beautiful Bill that the media is ignoring
1. No taxes on tips — servers, bartenders, and bellhops just got a raise Promises made, promises kept
2.Made Trump tax cuts permanent — Biden wanted them to expire.
3.Child tax credit raised to $2,500
4.Overtime pay tax-free — work hard, actually keep more.
5.$1.6 trillion in spending cuts — the largest rollback of government bloat in U.S. history.
6.Work requirement for welfare — able-bodied? Then get off the couch.
7.Deporting 1 million illegal immigrants per year — no more catch and release.
8. Builds the wall—finishes it — 701 miles of serious border protection. Massive!
9.10,000 new ICE agents — law and order at the border. Huge!
10.Eliminates Medicaid for illegal aliens — American benefits for Americans.
11.“Trump Savings Accounts” for kids — build generational wealth from birth. Game changer.
12.Slashes IRS funding — no more 87,000 new agents breathing down your neck.
13.Green New Deal defunded — no more money for solar BS.
14.Energy production unleashed — back to drilling, fracking, etc.
15.Tariffs on Chinese-built ships — protect American shipbuilders.
16.Buy American, build American — required on all infrastructure projects.
17.Estate tax protections expanded — family farms and businesses stay in the family.
18.Repeals DEI mandates — merit matters again. DEI is dying.
19.Bans taxpayer-funded gender ideology in federal agencies.
20.Military pay raise + benefits boost
21.National missile defense (“Golden Dome”)
22.HSA accounts expanded — use them for direct primary care.
23.School choice tax credits — parents, not unions, control education. Historic!
24.Feds barred from mandating pronoun usage.
25.Medicaid block grants to states — local control, not DC strings. Saves hundreds of billions.
26.Revives apprenticeship programs — college not required to succeed. The cartel hates this.
27.1% of exports must ship under U.S. flag
28.Mandates voter ID for federal elections.
29.Ends ESG mandates in retirement accounts
30.Cracks down on Big Pharma middlemen
31.Bans drag shows for kids at federally funded venues.
32.Fires the climate cult from federal boards
33.Veterans get priority housing access
34. Tax credit for buying American-made vehicles
35.Stops Chinese ownership of U.S. farmland — our soil is finally protected!.
36.Bans CRT from federal training programs.
37.Ends taxpayer-funded abortions abroad. And defunds planned parenthood!
38.Guts federal diversity czars — cuts the bloated bureaucracy.
39.Revives the Keystone XL pipeline
.
40. Eliminates federal COVID emergency powers
41.Enacts Social Security tax cuts for seniors.
42.Defends religious liberty in the workplace
43. Restores due process on college campuses.
44. Massively expands trade school funding
45. Outlaws federal funding for gender transitions for minors.
46. Creates nationwide “patriot curriculum” grant fund
47.Halts funding to the UN’s woke agenda arms.
48. Tax breaks for adoption and large families.
49. Increases penalties for fentanyl trafficking — life in prison for cartels.
50. Restores cash bail in federal jurisdictions — no more revolving-door criminals.
And this is just a taste.
Promises made, promises kept.
🇺🇸

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How to establish taxi reserving application
Practically each and every smartphone person provides a taxi scheduling application downloaded on their own gadget. The market for on-demand companies apps has actually been proliferating and now represents an incredible selection of options and designs.
We chose to compose this post to get rid of some gentle on what it's going to take to construct a clone of Among the most famous As well as in some ways controversial apps of recent occasions. Looking to contend with Uber’s world dominance is a daunting problem, but launching an identical company at the nationwide or regional levels looks really promising.
At Japanese Peak Now we have effectively implemented various identical tasks together with Gett, a world taxi provider, #1 for on-demand from customers corporate transportation driving 50 percent the Fortune five hundred.
To create a taxi scheduling application like Uber we must know how it really works and define its basic building blocks.
Common overview
On-need experience companies (also referred to as journey-hailing or ridesourcing products and services) like Uber are marketplaces where individuals (riders) and service companies (drivers) can link with one another.
Drivers for these providers are usually not necessarily certified professionals but are personal people who use their own autos and need to make some more money. This simplistic approach which captures a standard consumer desire is exactly what tends to make these expert services accessible Just about all over the place – something not achievable by regular taxi corporations.
A person who calls for transportation solutions simply just needs to create a request to the application. Once the ask for has been created, a notification with all the mandatory information, like The placement and level of vacation spot, is distributed to the closest driver. The driving force both accepts or rejects it.
In the case that a rejection is built, the request is allocated to the nearest driver etc. If the driver accepts the request, they travel to The client’s place to choose them up. Later on, the two the passenger and the driver get an option to level each other.
How it works underneath the hood
Launching applications of this sort of complexity entail equally consumer and server-aspect growth. They need a central server to handle interactions involving a number of people (in our circumstance passengers and drivers), to execute advanced computations (matching, cost calculation, ETA, Fee subtraction, and so forth), and organization logic and information storage capabilities. Uber maintains various geographically dispersed servers to enhance response occasions, remove failures and supply continual support availability.
Uber’s backend program is prepared making use of these types of systems as Node.js, Python, Go, Redis, MongoDB and MySQL. Moreover, it takes advantage of its possess facts center community even though also relying on third-party PaaS/IaaS vendors for example Amazon Web Solutions for many functions.
Trip-hailing products and services of this kind of magnitude as Uber are unable to do without having its individual massive computing infrastructure. Nonetheless, It will likely be sufficient to guidance your complete backend in the Preliminary levels within your undertaking working with cloud support suppliers like Amazon Website Services, Microsoft Azure, Google App Motor or Parse.
On-demand experience companies also depend seriously on diverse frameworks and APIs for navigation, on the internet payment and conversation. Uber employs Google Maps to point out the surrounding place, Core Place and Google Spot Expert services API to ascertain the user’s spot, MapKit and Google Maps Instructions API for route configuration, Braintree for payments, Twilio for SMS notifications, Apple Force Notifications Services and Firebase Cloud Messaging for drive notifications, and SendGrid for sending transactional e-mails.
The client-side of a taxi booking application like Uber consists of two interactive cellular applications – a single for demand from customers (travellers) and one particular for supply (drivers), Every with its possess list of features. There’s also will need for the online-based mostly admin dashboard which will provide the function of centralized backend-Workplace, to observe all the process and also to complete administrative steps. Shopper aspect cell apps may be developed as native applications making use of platform-unique programming languages (Java for Android or Goal-C/Swift/C++ for iOS) or cross-platform/hybrid apps applying HTML5,CSS & JavaScript. While in the context of taxi reserving application development, utilizing a local strategy is considered much more preferable.
Let’s now discover shopper-facet apps in better element, outline The essential attributes they ought to have and how to implement them.
Needs to have features for the two Driver and Passenger apps:
1. Registration and Authentication
Uber like applications must present social websites and electronic mail/password signup and login performance. Creating a profile, past increasing buyer retention, is required for companies that entail mobile payments. As yet another necessity for drivers, profiles must be verified and accredited via the support administration.
2. Profile modifying
Travellers and motorists should be capable of effortlessly edit their own profiles: identify, Image, cell phone number, email, etcetera. The motive force app must also include the driving force’s license and information about the vehicle (manufacturer and calendar year of creation, car or truck class, shade, license plate amount) and its Image. Both of those the driving force and also the passenger need to have the ability to view each other’s profile. With this data, they might understand one another within the pickup site. This will help minimize anxiety and offers a sense of security.
three. Matching
Matching permits a passenger to routinely connect with the closest out there driver. It’s a fancy algorithm which will take into account a number of components: places of your passenger and nearby drivers (Uber displays approximately eight motorists), motorists’ standing and their rating, vehicle versions, and so on. The driver has a couple of seconds to just accept the request (Uber offers fifteen seconds) just before it goes to the following driver.
Some taxi scheduling providers allow for travellers to choose the driver manually. At present Uber doesn’t make it possible for this selection.
You could also include an option to customise the matching algorithm. One example is, a driver could set a spot filter and be matched only with Those people riders who are interested in traveling in precisely the same route.
four. Navigation
At the center of a place-primarily based application like Uber is the technology of GPS tracking, all over which all the things else is built on. It makes it possible for to discover latest spots of passengers and motorists, draw paths between them, established pickup and drop-off destinations, track the motion of autos and in some cases compute the cost of the ride along with the ETA (estimated time of arrival). These details sets are sent to the server for even more processing and broadcasting to other customers in that exact place.
A lot of geolocation, https://androiddevelopers.co/united-states/california/sandiego orientation, and mapping APIs will also be used when constructing apps with navigation options.
5. Notifications
Now most experience-hailing apps use a few options to notify consumers about critical occasions: SMS, press notifications and e-mail. Thrust notifications is often implemented making use of absolutely free utilities furnished by platform suppliers: Apple Push Notification Provider for iOS and Firebase Cloud Messaging for Android, or third-occasion cross-platform utilities like OneSignal.
To put into practice SMS notifications Uber utilizes Twilio but there’re a number of other equivalent services companies: Plivo, Nexmo or Sinch.
For sending advertising and transactional e-mails Uber employs SendGrid.
six. Analyzing and exhibiting the expense of a trip
The two the driver as well as the passenger must know the estimated fare beforehand. As we talked about previously, calculating the actual fare with the trip will likely be performed within the server-facet. It could entail the subsequent parameters and elements: the distance between pickup and fall-off areas, cost of fuel, probable reductions, auto class, traffic and weather conditions, peak several hours and many others.
Uber makes use of the so-named ‘surge pricing’ approach and improves its regular fares when demand from customers for rides exceeds supply, which happens to be currently a really controversial aspect and Lots of people have already been complaining about it due to the fact its introduction. We don’t recommend implementing this feature, no less than originally, mainly because it could repel buyers.
seven. Creating payments
This really is how it works inside of Uber’s application:
Uber has partnered with Braintree to securely acknowledge payments throughout the app. All payments are cashless, so once the ride has done, payment is withdrawn mechanically with the payment gateway. There are plenty of other on-line payment providers like Stripe, Worldpay or Adyen. They provide sturdy APIs, that can certainly be built-in into cellular applications. All of these are optimized for World-wide-web, cellular and in-app purchases. They assist significant bank cards like Visa, MasterCard, American Categorical and digital wallets like Apple Shell out, Walmart Shell out, Android Pay back and plenty of Some others.
Uber makes income by charging drivers a twenty% Fee on all rides booked by means of it. Payments are transferred to the driver’s account every week.
Regular cash payments really should not be fully eradicated. Paying out in income continue to remains the dominant payment technique in a few international locations, in rural spots or for some classes with the inhabitants like senior citizens and teenagers.
8. Ranking and responses
Travellers and drivers ought to have the capacity to price each other after the journey is around. This feature aids keep a large standard of service. Drivers with small scores will at some point not be capable to use the support. If a passenger features a lower ranking, it might be more durable for him to get a journey. Travellers must also have the ability to offer suggestions on their own working experience through the vacation. This suggestions will probably be shown in the motive force’s profile for Other people to view.
Analyzing the ranking of equally the need (passengers) and the provision (motorists) can help you discover strengths and weaknesses in the assistance and make enhancements where by wanted.
nine. Reserving and payments historical past
Both motorists and passengers need to be able to check out comprehensive data about previous visits from their profiles: date, time, Value, driver/passenger name, automobile design, pickup and drop-off locations, score etcetera.
10. Reserving cancellation
Motorists and passengers should have the ability to terminate a experience. In the situation of the cancellation, a rate can be charged.
Ought to-have capabilities for the Passenger App:
Tracking close by motorists
Capacity to set the pickup site around the map without having typing an tackle
Capacity to see pertinent facts about the driver: name, Image, contact facts, rating, car kind, and ETA (approximated time of arrival)
Notification upon taxi arrival
Choosing automobile typeRiders needs to be ready to choose between different classes of motor vehicles (In the situation of Uber you'll find UberX, UberXL, UberSelect and Uber BLACK). Needless to say, the fares will differ depending on the form of motor vehicle
Sharing rides with other passengersA rider must manage to share a reserving with One more rider who’s heading in a similar path and break up the price
Most loved addresses for handy long term bookings
Should-have characteristics for the Driver Application:
Finding passenger on map
Power to see appropriate facts regarding the passenger: title, photo (optional), Get hold of data, rating, number of travellers;
Power to settle for or deny requests
Placing position (Go Online / Go offline)The “Log on” standing permits passengers to find out motorists about the map and have interaction them. The “Go offline” standing will temporarily cover the driving force from remaining tracked.
Admin panel
The admin panel will likely be an internet-based mostly interface that can help take care of your entire assistance: handle back-end settings, handle drivers, passengers, requests, transactions, look at passengers and motorists’ routines, figures, and produce reports.
Website-based buying portal
As an extra choice for passengers you could Establish an on-line Net portal that can duplicate the features of the Passenger cellular app and permit them to create requests ideal in the browser without the require for any mobile app.
MVP
You don’t have to fill the product with all the above mentioned-described Innovative features when releasing it to the market. We suggest getting started with a Least Practical Product (MVP) – the initial Edition with the item that will include things like both equally Passenger and Driver applications along with the Admin Panel Using the most basic and indispensable features simply to ‘check the waters’ of the marketplace.
How long will it take to acquire an MVP for an application like Uber
Below’s an approximate list of features for a taxi booking app MVP and our rough estimate of the amount advancement time it will acquire:
Functional technical specs and layout
Making a in-depth useful specification to the conclusion product and UI/UX style and design – one hundred twenty-150+ several hours
Superior-amount design and style: Database schema, third party integrations, know-how stack, etc. – fifty+ hrs
Acquiring an application for only one platform
Making an application for iOS and Android can take 2 times as while.
Registration (in-app or by means of social networking sites) – 32-40 hours
Consumer profile – 16-24 hours
Driver profile – sixteen-24 hrs
Putting an buy (customer) – 80-ninety six hrs
Booking (driver) – 48-fifty six hours
Pickup area and route – 32-forty hours
Booking heritage (shopper)- sixteen-24 hrs
Reserving background (driver)- sixteen-24 several hours
Payment (include a card, integrating payment API, computerized payment after the purchase is entire) – forty-forty eight hours
Backend development
Database schema – 24 hours
Organization logic – 240 hrs
Admin dashboard – a hundred and sixty several hours
Technique general performance report – a hundred and sixty hours
Top quality Assurance
QA commonly provides about 30% additional to the event time.
You should Notice, that this is really an approximate estimate based upon our preceding undertaking in taxi scheduling app development. The development time of similar task may possibly vary with regards to the UI/UX complexity, challenge specifics and enterprise logic complexity.
Increasing the performance
One example is, there’s no have to have to include rating and opinions functionalities, Price tag splitting or preferred addresses to the MVP or develop the world wide web-primarily based purchasing portal. These capabilities offer added worth, but you can save Preliminary fees and depart it for afterwards date. Working with only thrust notifications to establish a link in between motorists and travellers will likely be adequate. Here’s a list of other attributes which could be extra later:
scheduled rides
discount rates and free rides
power to choose drivers (presently Uber doesn’t provide this selection)
desired destination filter for motorists
paid waiting around time for drivers
dynamic pricing (surge pricing)
in-application chat
voice-pushed Guidance
in-app suggestion element
insurance coverage
multi-language aid
promo codes
gamification
In addition to the most simple and indispensable characteristics we’ve protected in this post, an MVP could also contain Unique advertising functions to aid get initial shoppers (each motorists and riders) and market your application in these techniques
signup bonuses
tipping motorists to stay on the web even if there’s no demand
free of charge rides for new travellers in the expense on the services
no commission For brand spanking new motorists for the first three months
The way to get going?
The products discovery section is the greatest initial step you might take to put a good foundation for the event of the app. It features a functional specification, UX/UI structure, and a visible prototype that provides you with a clear eyesight of the tip merchandise. On typical, this phase can take 4-6 months.
The item discovery phase will help you:
define a full scope of work and acquire a roadmap for the challenge set a realistic spending plan for the MVP and strategy your sources, examination the waters together with your audience applying a visual prototype, craft a convincing expenditure pitch, get to learn your workforce
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DD&E Process Servers operate within Missoula And Ravalli …
DD&E Process Servers is a resident process service group that predominantly conducts service in Missoula and Ravalli County. When it comes to finding someone to help you out with all your document serving needs, don’t look any further than the best process server in Hamilton. We at DD&E Process Servers pride ourselves on being able to offer every client who puts their faith in our team with the highest possible standard of Hamilton Montana Process Server.
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We at DD&E put as much care and attention to detail into every client’s needs as we would expect for our own documents. Period. And it is this determination that makes us the best Hamilton Montana Process Server to help you.
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Towards Stratified Healthcare and Precision Medicine for Developing Economies during the Covid-19 pandemic through Network Modelling and Natural Language Processing
Nowadays, the ever-increasing volume of information recorded every second has brought significant opportunities and challenges to both life and science. For instance, during the current Covid-19 situation, several medical records are being registered in large databases, and this data brings up two essential, yet straightforward, questions: How to identify and warn possible patients at risk from current patients data? And is there a way to identify successful procedures to threat Covid-19? In this work, we discuss how Network Modelling and Natural Language Processing, which are valuable tools from Data Science, can deliver an answer to these questions in a Stratified Healthcare and Precision Medicine context. Furthermore, we also provide an ethical discussion of to what extent these methods may impact the public.
Let us present one example which is currently happening in clinics and hospitals worldwide: In a third-world country, there are numerous medical facilities currently overwhelmed with Covid-19 patients. As the World Health Organization has not identified a standard procedure to tackle the virus, many doctors and nurses are dazzled trying to treat patients effectively and develop a prognosis. This process is affected by several factors: limited medical resources, lack of a standard procedure nationwide, patients from different medical backgrounds, and a pressing need for quick medical response. However, every step of treatment gets its digital footprint in a local database. This example is an open door for Stratified Healthcare and Precision Medicine. The first is the ability to identify essential differences across populations and to act accordingly in healthcare provision; whereas, the second focuses on establishing a prognosis for each patient based on genetic, environmental, and lifestyle factors. To see how to implement these, we now introduce Network Modelling and Natural Language Processing.
Network Modelling (NM) is the study of the interaction between objects or entities. It uses graphs to represent relationships. Here we present two uses of NM for our example above. Firstly, Systems Biology approach to the study of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has effectively revealed the life span of the virus in different surfaces, and determined the structure of its proteins, explaining its transmission rate and effect on human cells. With this information, hospitals can take measures which could prevent community spread of the virus. Also, labs can research on proteins reaction to assist the production of new therapies and drugs, complemented by hospital records on patient-specific datasets during trials, ultimately reaching Precision Medicine. Secondly, by using a communication network, it is possible to identify and prevent future cases of people with risk of dying of Covid-19. Through the Resource Description Framework (RDF), we can trace a path between a current Covid-19 patient and their household. Hence, if a patient is certainly in touch with someone of a population of high risk, additional measures can be taken to prevent contagion or to do a preventive intervention, thus accomplishing stratified healthcare.
Natural Language Processing (NLP) is an area of Data Science focused on processing, analyzing, and interpreting human languages. Focusing on Precision Medicine, NLP is useful when analyzing pathology reports to relate records to an individual's health. However, it is essential to identify a standard set of procedures that have, historically from a data point of view, been successful in treating the virus; hence, allowing for a more informed decision to be made when considering treatment options. There are several ways to do this, like using rule-based techniques or machine learning. For instance, university hospitals, in partnership with IBM, can use Watson to determine the best method to perform this analysis quickly. Laterwards, this knowledge could be applied nationwide with the use of open-source packages like NLTK. However, if there is no access to this kind of tools, engineers, mathematicians, and statisticians can collaborate with health professionals to provide an NLTK-based nationwide tool. Whatever the method, we would focus on accurately classifying a patient and find the steps that the medical team took to treat it. This way, we can use this technique of Precision Medicine to develop Stratified Healthcare.
At this point, we have seen how combining NM and NLP are useful tools to develop Precision Medicine and Stratified Healthcare for our example above. Moreover, they have been essential in answering the questions proposed at the beginning of this piece of work. Notwithstanding, we have not considered the difficulties related to both approaches, which are of technical and ethical nature.
Not surprisingly, to apply any of the tools previously described for the example discussed, we need a stable internet connection, a server to store data, and computation capability. In third-world economies, this is sometimes too much to ask. Furthermore, if we could overcome these issues, then the lacking of a systematic medical terminology, like SNOMED-CT, would limit processing. Without medical supervision, the output of the analysis would be limited, yet guaranteeing medical assistance for research during the pandemic is not practical, even less if professionals do not know how to use a computer. Without a doubt, if the country overcomes these challenges, then a great opportunity would be ahead. We could not only tackle the pandemic efficiently, we could, more importantly, develop a Data Science-based Health System, and we would have the tools for future disease control.
From the ethical point of view, what pops up pretty quickly are privacy concerns. Consent is essential to apply NM in identifying risky cases, as patients may not want to disclose their personal information nor identify the participants of their households. Information breaches, hacking, discrimination by neighbours, and personal motives are among the fears of compliance. Likewise, the proposed use of NLP includes these drawbacks alongside a possible misuse of information from organizations and researchers. Even though these tools may bring a benefit, they can also affect the wellbeing of the public. Thus, the state and research facilities should guarantee an ethical treatment of data, similar to the General Data Protection Regulation, always assuring consent accurately and adequately. This way, an equilibrium can be reached to both, benefit the nation and ensure people's rights.
Some references:
Cryo-EM structure of the 2019-nCoV spike in the prefusion conformation. https://www.ncbi.nlm.nih.gov/pubmed/32075877
Aerosol and Surface Stability of SARS-CoV-2 as Compared with SARS-CoV-1. https://www.ncbi.nlm.nih.gov/pubmed/32182409
These open-access articles are available at:
https://science.sciencemag.org/content/367/6483/1260.long
https://www.nejm.org/doi/pdf/10.1056/NEJMc2004973
#Covid-19#data science#precision medicine#stratified healthcare#operations research#something I wrote
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