#accounting services statistics canada

[allthecanadianpolitics]

Ontario's health care spending was the lowest in Canada per capita and below the average of other provinces in the 2022-2023 fiscal year, according to a new report by a government watchdog.

The Financial Accountability Office (FAO) of Ontario report, released Wednesday, compares Ontario government spending, revenues, budget balance and net debt with other Canadian provinces using Statistics Canada's government finance statistics for that year. The FAO provides independent analysis on the state of the province's finances.

According to the report, health care spending per capita in Ontario was $4,889 in 2022-2023, the lowest in Canada, and $876, or 15.2 per cent, below the average of the other provinces. Health care spending includes spending on hospital and outpatient services, medical products and equipment, and public health services. You can read the report here.

"Since 2008, Ontario's health spending per capita has consistently ranked at or near the lowest in Canada," the report reads.

Education spending in Ontario, however, was $2,843 per capita in 2022, the fifth highest among the provinces and $71, or 2.6 per cent, above the average of the other provinces. Education spending includes spending on primary, secondary and post-secondary education programs. [...]

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Tagging: @newsfromstolenland, @vague-humanoid

[harmonyhealinghub]

Red Dress Day: Honouring Memories and Raising Awareness for Missing and Murdered Indigenous Women, Girls, and Two-Spirit People

May 6, 2024

Shaina Tranquilino

In Canada, Red Dress Day serves as a poignant reminder of the ongoing crisis surrounding missing and murdered Indigenous women, girls, and two-spirit people (MMIWG2S). This solemn occasion, marked by the hanging of red dresses in public spaces, symbolizes the lives lost and the urgent need for justice and systemic change. As we commemorate Red Dress Day, it's crucial to reflect on the profound impact of this crisis and renew our commitment to advocating for the rights and safety of Indigenous communities across the country.

The Significance of the Red Dress:

The red dress has become a powerful symbol in the movement to raise awareness about MMIWG2S. It represents the women, girls, and two-spirit individuals who have gone missing or been murdered, their spirits, and the bloodshed that continues to stain the fabric of Indigenous communities. Each red dress hung serves as a silent tribute, a visual reminder of lives cut short and families torn apart by violence and injustice.

Honouring the Memories:

Red Dress Day is a time for reflection and remembrance. It's an opportunity for communities to come together to honour the memories of those who are no longer with us. Through ceremonies, gatherings, and art installations, Indigenous and non-Indigenous people alike pay tribute to the lives lost and reaffirm their commitment to seeking justice and accountability. It's a solemn occasion but also a chance to celebrate the resilience and strength of Indigenous communities in the face of adversity.

Raising Awareness and Demanding Action:

Beyond remembrance, Red Dress Day serves as a call to action. It's a reminder that the crisis of missing and murdered Indigenous women, girls, and two-spirit people is not a thing of the past but a present-day reality. Indigenous women are disproportionately affected by violence and are more likely to experience homicide or disappearance compared to non-Indigenous women. This alarming statistic underscores the urgent need for systemic change to address the root causes of this crisis, including colonialism, systemic racism, poverty, and inadequate access to resources and support services.

Advocates and activists use Red Dress Day as an opportunity to raise awareness about MMIWG2S and to demand action from governments, law enforcement agencies, and society at large. They call for improved support services for victims and their families, culturally sensitive policing practices, and meaningful efforts to address the underlying factors that contribute to violence against Indigenous women and girls. By amplifying their voices and advocating for change, they strive to ensure that the lives lost are not forgotten and that future generations can live free from fear and harm.

Red Dress Day is a solemn yet empowering occasion that reminds us of the ongoing crisis of missing and murdered Indigenous women, girls, and two-spirit people in Canada. As we honour the memories of those who are no longer with us, we must also recommit ourselves to the fight for justice, equality, and respect for Indigenous rights. By standing in solidarity with Indigenous communities and demanding action from our leaders, we can work towards a future where every woman, girl, and two-spirit person is safe, valued, and able to live their lives free from violence and discrimination.

[religion-is-a-mental-illness]

‘Why don’t men set up their own refuges?’ I often hear. Well you should ask Earl Silverman that question.

Earl’s story started long ago; he began as one of countless Canadian men who were being abused, and who looked for help, only to find none. There were no services for Earl.

No listening ear, nor shoulder to lean on. And certainly no shelters.

He was on his own.

So Earl decided to do something – exactly what is suggested.

Yes, Earl set up the first and only refuge for abused men in Canada, ‘The Men’s Alternative Safe House’, which he would run from his own home, and using his own money.

For years Earl took men in – men like him – and he ran the refuge single handedly. He worked, and he worked, and received no funding whatsoever from the Canadian Government.

Soon he sold his belongings. And then emptied his bank accounts. Later he closed his refuge. And eventually lost his house.

The only thing left was his life, which Earl tragically took too, the day after his home was sold.

‘Maybe my death will create a need’, Earl tragically scribbled in his suicide note.

But it hasn’t. Nothing has changed. There are still no publicly funded shelters for abused men and their children in Canada.

Neither is any of the $734-million to build 1,500 new housing spaces for survivors, allocated to male victims.

Politicians have failed men.

And they have failed Earl.

Today, just last week, male politicians of Canada pranced around in pink high heels to reaffirm their commitment to violence against women, in an utterly meaningless demonstration of virtue signalling.

A commitment to women, but not men.

I wonder what Earl would say if he was alive and in that room?

The man who gave everything, and got nothing back.

Today, the 26th of April, marks the ten year anniversary of Earl Silverman’s tragic suicide. And no, nothing has changed.

RIP Earl Silverman 4 July 1948 – 26 April 2013.

--

Source:

https://vancouversun.com/opinion/columnists/douglas-todd-why-no-shelters-for-male-victims-of-partner-violence

==

That last display is sickening, not just in its endorsement of dishonesty, but how manipulative it is. Imagine being any of the politicians who knows better, who knows the statistics, and witnessing, or being socially pressured to participate. This wasn't just a show of support - it was a "fuck you" and a power move.

[raincitygirl76]

I’m looking for book recs for a 9 year old girl going into Grade 4 in September (Canadian system). My niece, who likes Harry Potter, Enid Blyton, mermaids and unicorns. She’s read all the Harry Potter books (I think my sister read her the later ones, as the vocabulary is more advanced). She’s torn through Blyton’s Malory Towers and St Clare’s boarding school books, which were out of date already when my sister and I first read them as kids.

My sister doesn’t want to get my niece started on the Famous Five and other Enid Blyton series because she doesn’t have the old paperbacks sitting around in the garage, would have to buy the books. I don’t want her to get started on Enid Blyton other than the boarding school books she’s already read, because of the truly astounding racism and sexism in the adventure books. Blyton’s penchant for Romany and black villains has aged…poorly since the 1930s when she was first published.

I would also be interested in finding something other than Harry Potter to entertain my niece, on account of JK Rowling being…herself. Niece’s Harry Potter obsession seems to be diminishing naturally now she’s read (or had read aloud to her) all 7 books and seen all 7 (8, possibly?) movies. But it has not yet been replaced by a new literary obsession, so she’s reading very little right now. Even though she’s supposed to practice reading over the summer. So I’d love to see if I can find books along similar lines to Harry Potter without putting more money in Ms Rowling’s pocket.

An offline friend of mine suggested Julie Sykes’s Unicorn Academy series. A boarding school where the students get their own unicorn when they enrol, which combines my niece’s boarding school fixation with her unicorn and mermaid fixations. But they’re listed as ages 6-9 reading level. My sister would prefer to get her into slightly more advanced books, if possible. Say an ages 8-11 or 9-12 reading level, since Niece is already 9.

Sister asked me, because she knows i read fantasy, but I don’t think anything I read would be suitable for a 9 year old. Nor do I think she would be remotely interested in anything I read. She has typical 9 year old girly girl interests. So I’ve decided to consult the wisdom of the mighty Tumblr. Any suggestions for books with a fantasy element which would be intriguing for a “tween” l, and are rather more challenging than the 6-9 age tranche will be gratefully accepted.

Also, any recs for books and series that have ethnically diverse characters and aren’t totally heteronormative would be nice. That’s my preoccupation, not my niece’s. She and her 6 year old sister are growing up in a pretty conservative exurb of a large Canadian city. Most of the other kids they know are also white with a cisgender mom and dad. There’s a sprinkling of East Asian families in their neighbourhood and school catchment area, but other than that it’s all very pale and monochrome.

Older Niece’s Grade 3 class last year did contain one black boy. But he and his older sister are transracial adoptees from Alabama. Yeah, apparently Alabama (and probably other similar states) exports healthy black infants to white Canadian and Western European adoptive parents. Presumably most white adoptive parents in Alabama do not want a healthy newborn unless it’s pale. I’m not saying all white adoptive parents in Alabama are racist. I’m sure there are some who aren’t. But statistically speaking, if social services in Alabama are adopting out healthy black newborns to white families in Canada, the UK, Norway, etc, it suggests there is very little demand for black babies locally, even the holy grail of healthy and newborn.

As for me hoping to find something she’ll like that isn’t heteronormative, my sister and her husband were cool with past girlfriends, I’m not trying to combat active discrimination by them or anything. But I’ve been single and not really looking for a few years now (major health issues, just don’t have the emotional bandwidth to consider actively dating). So Auntie not being straight hasn’t really come up often. And I’m much happier single at the moment, don’t want to enter into a new romantic relationship solely to remind my nieces that not all families look like theirs, LOL!

Also, Niece is a girly girl who likes mermaids and unicorns, and sometimes wears a dollar store tiara to school. However, she is also very athletic and physically active. And she likes strong, decisive heroines like Elena of Avalor (Disney TV series), Elsa and Anna from Frozen, Mirabel Madrigal from Encanto, and Raya from Raya and the Last Dragon (all Disney movies). Niece is a woman of action.

Many thanks in advance for any recommendations you might be able to provide.

[kamny]

Taiwan's October Unemployment Rate Hits 24-Year Low at 3.4%

Introduction: Taiwan's Unemployment Rate Continues Downward Trend Taiwan's unemployment rate reached a 24-year low in October, registering at 3.4 percent. This marks the lowest unemployment rate for the month of October since 2000, signaling a positive shift in Taiwan's labor market. According to the Directorate-General of Budget, Accounting, and Statistics (DGBAS), the decrease in the unemployment rate was driven by a combination of new graduates entering the job market and seasonal factors. Key Labor Market Trends: Unemployment Continues to Decline In a report released on Friday, the DGBAS noted that the unemployment rate fell by 0.03 percentage points compared to September, continuing the downward trend that began earlier in the year. Typically, Taiwan sees a rise in unemployment during the graduation period from June to August, as students enter the job market. However, the seasonal increase is followed by a reduction in the following months, a pattern that has been observed for years. Tan Wen-ling, the deputy director of DGBAS' Census Department, explained that Taiwan’s labor market is showing positive signs, with expectations that the approaching year-end consumption peak will further help decrease the unemployment rate in November and December. Seasonal Adjustments: Comparing Taiwan’s Unemployment Rate Globally After adjusting for seasonal variations, Taiwan’s unemployment rate in October remained steady at 3.38 percent, unchanged from September. This figure is relatively low when compared to other major economies. For instance, the seasonally adjusted unemployment rates in October were 4.1 percent in the United States, 6.5 percent in Canada, and 2.7 percent in South Korea, showcasing Taiwan’s relatively strong job market. Unemployment by Age Group: A Closer Look at Youth Unemployment The report also broke down the unemployment rate by age group, highlighting the challenges faced by younger job seekers. The unemployment rate for individuals aged 15-19 was 9.12 percent, while for those aged 20-24, it stood at 11.84 percent. In contrast, the unemployment rate for those aged 25-29 was 6.07 percent, and for those aged 30-34, it dropped to 3.44 percent. The DGBAS explained that unemployment is typically higher among younger workers, especially those entering the job market for the first time. As these individuals gain work experience, their employment prospects generally improve, contributing to a gradual decrease in the unemployment rate for this demographic. Taiwan’s Labor Market Outlook: Positive Trends Expected to Continue Looking ahead, Taiwan’s labor market is expected to remain strong, with further improvements in the coming months. The DGBAS forecasts that the year-end shopping season will boost consumer demand, which in turn should create more job opportunities, particularly in the retail and service sectors. These factors are expected to continue supporting Taiwan's job market recovery as the economy stabilizes. Table: Unemployment Rate Breakdown by Age Group in Taiwan (October 2024) Age GroupUnemployment Rate15-199.12%20-2411.84%25-296.07%30-343.44%Overall3.4% Frequently Asked Questions (FAQ) 1. How much did Taiwan’s unemployment rate decrease in October? Taiwan's unemployment rate in October fell to 3.4%, a decrease of 0.03 percentage points from September. 2. How does Taiwan's unemployment rate compare to other countries? Taiwan's unemployment rate of 3.4% is relatively low compared to other major countries. For example, the unemployment rate in the United States is 4.1%, in Canada it is 6.5%, and in South Korea, it is 2.7%. 3. What is contributing to Taiwan's improving unemployment rate? The decrease in unemployment is largely due to new graduates entering the job market and the seasonal decline in unemployment after the summer months. Additionally, the upcoming year-end consumption peak is expected to create more job opportunities. 4. Why is unemployment higher among younger age groups? The unemployment rate is higher among younger people, particularly those aged 15-24, because they are entering the job market for the first time. As they gain more work experience, their job prospects typically improve. 5. What are the expectations for Taiwan's job market in the coming months? Taiwan's labor market is expected to remain strong, with the year-end shopping season expected to create more job opportunities, particularly in retail and services. Read the full article

[metatechinsights]

Pet Airway Disease Treatment Market Size, Forecast 2025-2035

Industry Outlook

The Pet Airway Disease Treatment market accounted for USD 6.45 Billion in 2024 and is expected to reach USD 15.5 Billion by 2035, growing at a CAGR of around 8.3% between 2025 and 2035. The Pet Airway Disease Treatment Market encompasses Pets and services that address respiratory conditions that affect, especially, dogs and cats. These include chronic bronchitis, tracheal collapse, and other airway conditions that may indeed change many factors in the quality of life for a pet. Treatments can include pharmaceuticals, such as bronchodilators and anti-inflammatory medications, surgical repairs, or diagnostic aids like imaging techniques.

Growth in the market is linked to increased pet ownership, awareness of pet health, and veterinary medicine advancements. As pet owners seek efficient delivery solutions aimed at airway disease management and treatments in specialized veterinary care, this drives the demand for innovative therapies.

Report Scope:

2024

2035Market Size in 2024 & 203520.0015.0010.005.000.0020242035ParameterDetailsLargest MarketNorth AmericaFastest Growing MarketAsia PacificBase Year2024Market Size in 2024USD 6.45 BillionCAGR (2025-2035)8.3%Forecast Years2025-2035Historical Data2018-2024Market Size in 2035USD 15.5 BillionCountries CoveredU.S., Canada, Mexico, U.K., Germany, France, Italy, Spain, Switzerland, Sweden, Finland, Netherlands, Poland, Russia, China, India, Australia, Japan, South Korea, Singapore, Indonesia, Malaysia, Philippines, Brazil, Argentina, GCC Countries, and South AfricaWhat We CoverMarket growth drivers, restraints, opportunities, Porter’s five forces analysis, PESTLE analysis, value chain analysis, regulatory landscape, pricing analysis by segments and region, company market share analysis, and over 10 companiesSegments CoveredPet Type, Type of Treatment, Route of Administration, Disease Type, Distribution Channel, and Region

To explore in-depth analysis in this report - Request Free Sample Report

Market Dynamics

The rising prevalence of respiratory conditions due to environmental factors affects pets' health.

The prevalence of different respiratory diseases in pets, based on changing environmental conditions such as air pollution and allergenic substances, plays a relatively strong role in shaping the pet asthma disease treatment market. An estimated 13% of pets in urban communities have been diagnosed with respiratory ailments whose causative agent is pollution, according to the American Veterinary Medical Association (AVMA). These statistics show that there is an increasing need to use preventive care measures. There is also the construction of awareness campaigns for pet owners on how they can maintain clean air and ensure periodic visits to the veterinary clinics. There is an ever-increasing demand for therapeutic, diagnostic, and wellness Pets applicable to respiratory health due to the prevalence of these diseases.

Stricter regulations may slow the development and approval of new treatments available.

A major constraint on the pet airway disease treatment market is the stringent regulation that precedes the introduction of any medication. Higher costs and longer timeframes on the part of the developer may hinder investment within the sector. As a result, there will be fewer innovative therapies and treatment options available for affected pets and their owners.

This slowdown in the sector may prevent necessary progress in treating pets suffering from conditions related to their respiratory system. Stringent requirements for clinical trials and documentation may become challenging for small companies, leading to market consolidation.

Integration of technology enhances the monitoring of pets' respiratory health and conditions.

Technology integration into pet healthcare constitutes a significant opportunity for the Pet Airway Disease Treatment Market. The smart collars and wearable sensors will incorporate the ability to monitor breathing patterns, identify abnormalities, and send alerts to the owners of pets. Telemedicine tools enabled swift consultations via the Internet, paving the way for faster diagnosis and personalized care plans.

 Pet owners are now becoming even more aware of health priorities for their pets. This interest is anticipated to fuel demand in this niche market for new and stronger respiratory monitoring and therapeutic solutions. The combination of technology with veterinary care improves pets quality of life and offers significant financial prospects to industry participants.

Industry Experts Opinion

“We are seeing a significant rise in respiratory diseases, especially among brachycephalic breeds. This underscores the need for innovative surgical solutions and better owner education on preventive care.”

Dr. Sarah Thompson, DVM, Veterinary Surgeon and Brachycephalic Specialist.

Segment Analysis

Based on the Pet type, the market of Pet Airway Disease Treatment has been classified into body Dogs, Cats, and Others. Dogs are the most dominant segment among pet types in the Pet Airway Disease Treatment Market. This prominence arises from the prevalence of respiratory diseases among dogs. Several breeds, like Bulldogs and Pugs, suffer from brachycephalic obstructive airway syndrome and other hereditary diseases making them particularly susceptible.

You can also��buy individual sections of this report.

Would you like to review the price list for each section?

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[insightsresearch]

Cloud-based Contact Center Market : An Overview & In Dept Analysis

Analysis of Cloud-based Contact Center Market Size by Research Nester Reveals Market to Expand at a CAGR of 17.8% During 2025-2037, Reaching USD 295.5 billion by 2037

Research Nester’s latest market report on the “Global Cloud-based Contact Center Market: Supply & Demand Analysis, Growth Forecasts & Statistics Report 2025-2037,” provides an in-depth analysis of market trends, technological advancements, and growth opportunities. The report segments the market by component, organization size, deployment mode, and industry, offering comprehensive insights into the drivers, opportunities, and challenges influencing the industry.

Growing Demand for Remote Customer Support and Digital Transformation Initiatives to Propel Market Growth

The cloud-based contact center market is primarily driven due to the rising demand for seamless customer experience, cost-effectiveness, and scalability in communication infrastructure. Therefore, organizations across different sectors are abandoning the use of traditional contact centers in favor of a cloud-based center that offers flexibility, access to the platform remotely, and integration with AI and analytics. This aids companies to understand their customers holistically for better servicing, driving up the levels of satisfaction and promoting market growth.

Cloud-based contact centers offer a much more agile way for businesses to respond quickly to the changing needs of customers and market dynamics. The pervasive adoption of social media also leads to market growth, as it has emerged as one of the primary channels through which customers reach out to companies. This enables cloud-based contact centers to impose various channels like email, chat, and social media into one cohesive solution, making it desirable to companies doing modern customer engagement.

Key Drivers and Challenges Impacting the Cloud-based Contact Center Market

Growth Drivers:

Increased adoption of cloud technologies across enterprises

Surge in demand for remote and hybrid work solutions

Growing emphasis on customer experience and digital engagement

Challenges:

Data security concerns associated with cloud deployments

Complexity in integrating with legacy systems

Access our detailed report at: https://www.researchnester.com/reports/cloud-based-contact-center-market/6616

The service segment is likely to lead the cloud-based contact center market due to the huge share of 68.0% during the forecast period. This is attributed to the increasing demand for managed services since they have continuous technical support for the customers, with the added ability to use cloud infrastructure without the burden of managing such systems themselves. In essence, managed services free the companies from concentrating on core competencies as the maintenance, updating, and scaling would fall under the service provider. With organizations continuing to modernize their customer service operations, the trend is towards service models characterized by robust, scalable maintenance at reasonable costs. This drives the demand for professional and managed cloud services as firms seek solutions that are highly reliable, minimizing any instance of downtime to ensure continuity in business operations. 

North America will continue to dominate the cloud-based contact center market and thus account for about 46.5% of the total revenue share during the forecast period itself. This is primarily due to the early adoption and the presence of key players in the industry, like NICE, Genesys, and Cisco, who have played a critical role in shaping the landscape of the market. The U.S. dominates the market, as the players in the country invest heavily in digital infrastructure while placing greater emphasis on customer experience. On the other hand, Canada is also considered a lucrative market, backed by the increasing utilization of cloud services among enterprises to gain higher efficiency in business operations.   

Customized report@ https://www.researchnester.com/customized-reports-6616

The cloud-based contact center market is characterized by intense competition, with numerous players striving to capture market share through innovation, strategic partnerships, and enhanced service offerings. The leading companies in the market, including NICE, Genesys, Five9, Vonage, Talkdesk, Cisco, Serenova, Content Guru, Aspect Software, and RingCentral, are all actively investing in advanced AI technologies to deliver superior customer service solutions. They complement this by expanding further into service offerings with added features for omnichannel support, real-time analytics, and deeper integration capabilities, which address the demands of modern businesses. Strategic alliances and partnerships have also been crucial in firmly establishing their market position, thus allowing them to expand into new customers and create innovative solutions. 

Request Report Sample@ https://www.researchnester.com/sample-request-6616

Research Nester Analytics is a leading service provider for strategic market research and consulting. We provide unbiased, unparalleled market insights and industry analysis to help industries, conglomerates, and executives make informed decisions regarding future marketing strategy, expansion, and investments. We believe every business can expand its horizon with the right guidance at the right time. Our out-of-the-box thinking helps clients navigate future uncertainties and market dynamics.

Contact for more Info:

AJ Daniel

Email: info@researchnester.com

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[whatsissue]

Canada’s Immigration Cuts Could Halve Housing Gap by 2030

Canada’s Immigration Cuts Could Halve Housing Gap by 2030 A new report from the Parliamentary Budget Officer (PBO) suggests that the Liberal government's recent reduction in immigration levels will significantly alleviate Canada’s housing shortage, potentially cutting the need for new housing units by nearly 45% by 2030. Key Findings of the Report The PBO's report, published on Friday, estimates that the government's immigration plan for 2025-2027 will reduce the housing gap in Canada by approximately 534,000 units, resulting in a projected shortfall of 658,000 units by 2030. This figure accounts for the anticipated construction of new housing units over the coming years. The federal government announced last month that it would decrease the number of new permanent residents from 485,000 this year to 395,000 in 2025, with further reductions to 380,000 in 2026 and 365,000 in 2027. Under the previous immigration plan, Canada was expected to admit around 500,000 new residents annually in 2025 and 2026. Minister's Statement on Immigration and Housing Immigration Minister Marc Miller stated that these cuts would lead to a 0.2% decline in the population over the next two years and are projected to reduce the housing supply gap by approximately 670,000 units in the coming years. Miller emphasized that the adjustments to immigration levels are intended to relieve pressure on housing, infrastructure, and social services. He asserted, “These changes will make immigration work for our country so that everyone has access to the quality jobs, homes, and supports they need to thrive.” Population Growth and Housing Needs Statistics Canada reported a population increase of about 1.3 million from January 1, 2023, to January 1, 2024, with 97.6% of this growth attributed to immigration. This influx has contributed to a heightened demand for housing, exacerbating the existing crisis in many urban areas. The PBO report warns, however, that there is a “significant risk” associated with the federal government's immigration forecasts, particularly concerning the potential outflow of non-permanent residents. This uncertainty means the estimated reduction in the housing gap may represent an upper-bound estimate rather than a definitive outcome. To achieve the target housing gap of 658,000 units by 2030, Canada will need to construct approximately 2.3 million homes, averaging around 390,000 units per year between 2025 and 2030. This ambitious target will require coordinated efforts from various levels of government and the private sector to ensure that sufficient housing is available to meet the needs of the growing population. Political Reactions and Future Considerations The connection between immigration levels and the housing crisis has sparked significant political debate. Conservative Leader Pierre Poilievre has argued that a Conservative government would align immigration numbers with housing availability, stating, “If you have more families coming than you have housing for them, it’s going to inflate housing prices.” His comments highlight the concern that rapid population growth, driven by immigration, could outpace the construction of new homes. While Poilievre has not fully detailed how a future Conservative government would manage immigration, he has indicated that factors such as job availability and the number of healthcare professionals would also be taken into account when determining immigration levels. This suggests a more holistic approach to immigration policy, considering not only housing but also the capacity of the labor market and social services. Economic Implications The report's findings have broader implications for Canada's economy. A reduction in immigration could ease pressure on the housing market, potentially stabilizing prices and making homes more affordable for existing residents. However, critics argue that lower immigration levels could also slow economic growth, particularly in sectors that rely on a steady influx of workers. The construction industry, for instance, may face labor shortages if immigration is curtailed, complicating efforts to meet housing demands. Balancing immigration levels with housing availability will be crucial for maintaining economic stability while addressing the pressing need for affordable housing. Conclusion The Liberal government's immigration adjustments and their potential impact on Canada’s housing crisis highlight a critical intersection between immigration policy and housing availability. As the country grapples with significant population growth largely driven by immigration, the effectiveness of these strategies in addressing the housing shortage remains to be seen. The ongoing dialogue among political leaders, stakeholders, and the public will be essential in shaping future immigration and housing policies to ensure that all Canadians have access to safe and affordable housing. Thank you for taking the time to read this article! Your thoughts and feedback are incredibly valuable to me. What do you think about the topics discussed? Please share your insights in the comments section below, as your input helps me create even better content. I’m also eager to hear your stories! If you have a special experience, a unique story, or interesting anecdotes from your life or surroundings, please send them to me at whatsissue@gmail.com. Your stories could inspire others and add depth to our discussions. If you enjoyed this post and want to stay updated with more informative and engaging articles, don’t forget to hit the subscribe button! I’m committed to bringing you the latest insights and trends, so stay tuned for upcoming posts. Wishing you a wonderful day ahead, and I look forward to connecting with you in the comments and reading your stories! Read the full article

[sudheervanguri]

ClinChoice Bangalore is looking for an Intern - Statistical Programming to join its team. This opportunity is ideal for candidates interested in SAS/R programming and clinical data analysis within a dynamic and supportive global healthcare organization. Internship - Statistical Programming About ClinChoice ClinChoice is a global leader providing specialized services in clinical operations, biometrics, regulatory affairs, pharmacovigilance, and medical affairs for some of the world’s top pharmaceutical and healthcare companies. Founded in 1995, ClinChoice operates in several countries, including the United States, Canada, the United Kingdom, China, and India. The company is committed to advancing healthcare with data-driven insights and ensuring the highest standards in clinical trials, patient safety, and compliance. Internship Overview Location: Bengaluru, India Job Type: Internship Position: Intern - Statistical Programming As a Statistical Programming Intern at ClinChoice, you’ll work alongside experienced clinical programming professionals to build skills in statistical analysis, SAS programming, and clinical data standards. This internship is designed to equip you with the necessary tools and experience to advance in the field of biostatistics and clinical data management. Primary Responsibilities:  This role reports to the Associate Manager, Statistical Programming, and above Successfully complete the clinical programming training program within the agreed time and successfully complete the test conducted after the training program. Also, demonstrate a good understanding in the new project assignments. Effectively ask questions during the training program. Complete all training assignments on time with high quality. Proactively communicate to seniors and seek help to complete the tasks with the first time right (FTR) approach. Produces statistical analysis using SAS/R according to relevant standard operating procedures. Ensuring compliance to SOPs • Programming according to specifications Delivers the assigned tasks and projects within agreed timelines and quality standards. Developing SAS Programs for the statistical analysis of study data (low complexity studies), including tables, listings, and figures Program according to CDISC SDTM Communicating effectively with the internal project team. Collaborate closely with the study/working group. Reporting issues to the Project or Study leads or Supervisors in an appropriate time frame. Responsible for continuous development of own skills according to Individual development plan. Actively participate in knowledge-sharing meetings, ask questions, and share feedback to continuously improve the programming's process or standards. Conduct other administrative and departmental activities as required. Secondary Responsibilities: Behavioral Competencies and Skills Professional Trustworthy Ability to effectively prioritize. Quality focused Personable Attitude Willingness to learn. Team Player Committed, persistent, and accountable. Result Drive [caption id="attachment_110916" align="aligncenter" width="1200"] Internship - Statistical Programming | ClinChoice[/caption] Qualifications To qualify for the Internship - Statistical Programming role, candidates should possess: Basic proficiency in SAS/R programming: Familiarity with statistical software is essential. Educational Background: A background in Statistics, Biostatistics, Computer Science, or a related field. How to Apply If you’re interested in applying for the Internship in Statistical Programming at ClinChoice Bangalore, please complete the online application by clicking here

[quotesfrommyreading]

IN JULY 1980, just outside Bakersfield, California, the body of a woman who had been stabbed 27 times was found dumped in an almond orchard. She carried no identification, and Kern County detectives could not match her fingerprints with anyone, though they thought she might be Native American. The autopsy showed she had previously given birth and that she’d been sexually assaulted before her death. She had two tattoos: a rose surrounded by the words “Mother I love you,” and a heart with the words “Seattle” and “Shirley.” This particular “Jane Doe” was part of a horrific pattern: Throughout North America, Indigenous women, girls, and two-spirit, trans and queer people are being murdered and disappearing altogether. According to a 2016 study funded by the National Institute of Justice, four in five American Indian and Alaska Native women in the U.S. have experienced violence. In Canada, Indigenous women and girls are 12 times more likely to experience violence than non-Indigenous women.

Canada held a three-year federally mandated investigation, the National Inquiry into Missing and Murdered Indigenous Women and Girls (MMIWG). The final report, from 2019, acknowledged that “there is not an empirically reliable estimate of the number of missing and murdered Indigenous women and girls in Canada” but concluded that it constituted a “genocide”. Advocates estimate that the number of cases is on the order of 4,000; meanwhile, a count in 2014 by the Royal Canadian Mounted Police (RCMP) — one of Canada’s largest policing agencies — tallied only 1,181 cases during a 32-year span.

Even with the RCMP’s lower estimate, Indigenous people account for 25% of Canada’s homicide victims between 2015-2020, despite comprising only about 5% of the country’s population. These statistics, already a decade old, appear to be the most recent of their kind reported by RCMP.

The National Inquiry was clear about the root causes of the epidemic: colonial structures, including the Indian Act; the removal of Indigenous children from their homes; forced attendance at residential schools and breaches of Indigenous rights, all of which directly resulted in increased rates of violence, death and suicide in Indigenous communities.

Of the 1,181 cases that the RCMP acknowledged, 225 remained unsolved as of 2013. For family members, the response is slow and disappointing. In Canada, 91% of homicides involving non-Indigenous women are likely to be solved, compared to just 77% for Indigenous women. The crisis is similar in the U.S. According to the FBI’s National Crime Information Center, more than 5,700 American Indian and Alaska Native women and girls were reported missing in 2016, and advocates believe the number could be even higher, given that authorities sometimes think victims are Latina or white.

A 2008 study funded by the U.S. Department of Justice found that women on some reservations are killed at a rate more than 10 times the national average. The U.S Department of the Interior told HCN that they did not have any additional information about the percentage of cases solved relating to Indigenous women and girls.

In response to families’ demand for justice and attention to the crisis, Canada and the U.S. have developed initiatives both within and across their own borders. In the U.S. in 2021, Interior Secretary Deb Haaland (Laguna Pueblo) announced the creation of the Missing and Murdered Unit (MMU) inside the Bureau of Indian Affairs Office of Justice Services to address MMIWG cases and strengthen law enforcement’s resources. According to the Department of the Interior, the initiative’s funding level has grown from $5.5 million to $16.5 million over fiscal year 2020 through 2022. The fiscal year 2023 Omnibus Appropriations bill maintained Bureau of Indian Affairs MMIP funding at $16.5 million.

In Canada, the response to MMIWG cases has been fragmented. The Tyee reported in 2021 that the RCMP, Canada’s national police force, lacked a coordinated strategy, while the regular police force does not separately track MMIWG cases. A few months later, Canada launched a national action plan to address MMIWG cases.

Throughout North America, families have waited decades for information. “Every family that we heard from was waiting, waiting for an answer,” said Marion Buller, who is Cree and a member of Mistawasis First Nation as well as the chief commissioner of Canada's National Inquiry. “They were prepared for bad news and good news.

“A loved one was murdered or went missing 20, 30 or 40 years ago, and they were still waiting for something,” she continued. “They have not given up hope.”

According to Buller, people are not generally concerned with issues of privacy when they have been waiting so long; at this point, they're simply desperate to find their loved ones. “Some families would very willingly provide samples of their own DNA if that would somehow identify a lost loved one’s remains or provide a lead to locating their lost loved one,” Buller said, adding that she had heard from families who had made this offer to law enforcement and been turned down.

  —  New DNA technique could bring closure for families of missing and murdered Indigenous people

[deshpandeisha]

Introduction to Food Allergen Testing: Importance and Impact on Public Health

The global food allergen testing market size reached USD 760.7 Million in 2022 and is expected to register a rapid revenue CAGR of 6.9% during the forecast period. Rising allergic reactions among consumers is a key factor driving market revenue growth. Food allergies develop when the immune system overreacts to normally harmless foods and can cause stomachache, diarrhea, dizziness, asthma, rashes, and stinging or tingling in the mouth. Food allergy testing helps to determine whether the individual is allergic to a particular food. According to research, every year around 200,000 people in the U.S. require emergency medical care for allergic reactions to food.

The report digs into the key segments and sub-segments of the industry and offers a thorough study of the industry’s leading regional markets, competitive scenario, product and application segments, technology landscape, sales & distribution networks, and key industry statistics. Market insights included in the report have been compiled through extensive research, detailed market surveys, and expert interviews.

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The leading market contenders listed in the report are: Intertek Group plc, SGS Société Générale de Surveillance SA, Bureau Veritas, Eurofins Scientific, Neogen Corporation, AsureQuality, Charm Sciences, Premier Analytics Servies, AES Laboratories Pvt. Ltd., and EnviroLogix

The research study examines historic data from 2018 and 2020 to draw forecasts until 2030. The timeline makes the report an invaluable resource for readers, investors, and stakeholders looking for key insights in readily accessible documents with the information presented in the form of tables, charts, and graphs. To Visit Full Report & Table of Contents Food Allergen Testing Market: https://www.emergenresearch.com/industry-report/food-allergen-testing-market

Market Overview: The report bifurcates the Food Allergen Testing market on the basis of different product types, applications, end-user industries, and key regions of the world where the market has already established its presence. The report accurately offers insights into the supply-demand ratio and production and consumption volume of each segment. Segments Covered in this report are:

Source Outlook (Revenue, USD Million; 2019–2032)

Peanut & Soy

Wheat

Gluten

Milk

Egg

Fish

Shellfish

Tree nut

Seafood

Others

Technology Outlook (Revenue, USD Million; 2019–2032)

Polymerase Chain Reaction (PCR)-Based

Immunoassay Based

Others

Food Tested Outlook (Revenue, USD Million; 2019–2032)

Bakery & Confectionery

Packaged Food

Dairy Products & Alternatives

Seafood & Meat Products

Beverages

Others

The research report offers a comprehensive regional analysis of the market with regards to production and consumption patterns, import/export, market size and share in terms of volume and value, supply and demand dynamics, and presence of prominent players in each market. Get An Impressive Discount On This Report@ https://www.emergenresearch.com/request-discount/2350

Regional Analysis Covers: North America (U.S., Canada) Europe (U.K., Italy, Germany, France, Rest of EU) Asia Pacific (India, Japan, China, South Korea, Australia, Rest of APAC) Latin America (Chile, Brazil, Argentina, Rest of Latin America) Middle East & Africa (Saudi Arabia, U.A.E., South Africa, Rest of MEA)

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The report holistically covers the latest developments taking place in this industry. Therefore, it lists the most effective business strategies implemented by the market rivals for ideal business expansion.

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About Us:

Emergen Research is a market research and consulting company that provides syndicated research reports, customized research reports, and consulting services. Our solutions purely focus on your purpose to locate, target, and analyse consumer behavior shifts across demographics, across industries, and help clients make smarter business decisions. We offer market intelligence studies ensuring relevant and fact-based research across multiple industries, including Healthcare, Touch Points, Chemicals, Types, and Energy. We consistently update our research offerings to ensure our clients are aware of the latest trends existent in the market. Emergen Research has a strong base of experienced analysts from varied areas of expertise. Our industry experience and ability to develop a concrete solution to any research problems provides our clients with the ability to secure an edge over their respective competitors.

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[jayanthitbrc]

ESG Finance Market Expansion 2024-2033: Growth Drivers and Dynamics

The esg finance global market report 2024 from The Business Research Company provides comprehensive market statistics, including global market size, regional shares, competitor market share, detailed segments, trends, and opportunities. This report offers an in-depth analysis of current and future industry scenarios, delivering a complete perspective for thriving in the industrial automation software market.

ESG Finance Market, 2024 report by The Business Research Company offers comprehensive insights into the current state of the market and highlights future growth opportunities.

Market Size - The ESG finance market size has grown rapidly in recent years. It will grow from $5,716.79 billion in 2023 to $6,347.59 billion in 2024 at a compound annual growth rate (CAGR) of 11%. The growth in the historic period can be attributed to increased awareness of climate change, regulatory developments, the growth of green bonds, corporate sustainability initiatives, and growing consumer preferences. The ESG finance market size is expected to see rapid growth in the next few years. It will grow to $9690.94 billion in 2028 at a compound annual growth rate (CAGR) of 11.2%. The growth in the forecast period can be attributed to strengthening regulatory frameworks, increased focus on climate risk management, rising corporate sustainability goals, growing institutional investment, and global climate initiatives. Major trends in the forecast period include enhanced ESG data and analytics, advancements in ESG technology, enhanced analytics tools, the integration of AI, and the and the integration of blockchain.

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Scope Of ESG Finance Market The Business Research Company's reports encompass a wide range of information, including:

Market Size (Historic and Forecast): Analysis of the market's historical performance and projections for future growth.

Drivers: Examination of the key factors propelling market growth.

Trends: Identification of emerging trends and patterns shaping the market landscape.

Key Segments: Breakdown of the market into its primary segments and their respective performance.

Focus Regions and Geographies: Insight into the most critical regions and geographical areas influencing the market.

Macro Economic Factors: Assessment of broader economic elements impacting the market.

Market Drivers - Rising investment in green bonds is driving the ESG (Environmental, Social, Governance) finance market. Green bonds, which raise capital for environmentally sustainable projects, are gaining popularity as awareness of climate change and demand for socially responsible investments increase. Institutional investors are seeking ESG criteria in their portfolios, and ESG insurance plays a key role in mitigating risks for green projects. According to the International Finance Corporation, green bond issuance is expected to grow at 7.5% annually, reaching $156 billion by 2025, up from $135 billion in 2023. This growth in green bonds will continue to drive the expansion of the ESG finance market.

Market Trends - Major companies operating in the ESG finance market are focusing on the integration of AI, such as AI-powered data analytics and research platforms, to drive informed investment decisions and meet the growing demand for transparency and accountability in sustainable finance. AI-powered data analytics and research platforms use artificial intelligence to analyze and interpret vast amounts of environmental, social, and governance data, providing investors and companies with actionable insights and enhanced decision-making capabilities in sustainable finance. For instance, in March 2022, ESG Data Services Inc. (ESG Analytics), a Canada-based provider of advanced data solutions and insights, launched ESG Analytics, an advanced AI-powered platform for ESG data, analytics, and research. This web-based solution and API leverage extensive alternative data sources and artificial intelligence to identify risks and opportunities in the ESG practices of countries, companies, and ETFs. ESG Analytics’ dynamic big data platform provides researchers, analysts, funds, and corporations with real-time insights, facilitating the integration of ESG factors into investment management and corporate decision-making processes.

The ESG finance market covered in this report is segmented –

1) By Investment Type: Equity, Fixed Income, Mixed Allocation, Other Investment Types 2) By Investor Type: Institutional Investors, Retail Investors 3) By Transaction Type: Green Bond, Social Bond, Mixed Sustainability Bond, ESG Integrated Investment Funds, Other Transaction Types 4) By Industry Vertical: Utilities, Transport And Logistics, Chemicals, Food And Beverage, Government, Other Industry Verticals

Get an inside scoop of the esg finance market, Request now for Sample Report @ https://www.thebusinessresearchcompany.com/sample.aspx?id=18601&type=smp

Regional Insights - Europe was the largest region in the ESG finance market in 2023. North America is expected to be the fastest-growing region in the forecast period. The regions covered in the ESG finance market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

Key Companies - Major companies in the market are JPMorgan Chase & Co., HSBC Holdings plc, Morgan Stanley, BNP Paribas Asset Management S.A., The Goldman Sachs Group Inc., UBS Group AG, Deutsche Bank Aktiengesellschaft, Fidelity Investments Inc., The Bank of New York Mellon Corporation, BlackRock Inc., State Street Corporation, The Vanguard Group Inc., Franklin Templeton Holdings Ltd., Northern Trust Asset Management, T. Rowe Price Group Inc., Amundi Asset Management Inc., Invesco Ltd., Schroders plc, Pacific Investment Management Company LLC, Allianz Global Investors GmbH, Columbia Threadneedle Investments Inc., AXA Investment Managers S.A., Wellington Management Company LLP, Natixis Investment Managers International, Legal & General Investment Management Limited

Table of Contents

Executive Summary

ESG Finance Market Report Structure

ESG Finance Market Trends And Strategies

ESG Finance Market – Macro Economic Scenario

ESG Finance Market Size And Growth …..

ESG Finance Market Competitor Landscape And Company Profiles

Key Mergers And Acquisitions

Future Outlook and Potential Analysis

Appendix

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[realdataapi1]

Twitter Scraper - Twitter Profile Extractor

RealdataAPI / twitter-data-scraper

Scrape Twitter Data about users, including user profiles, follower count, followings, hashtags, tweets, retweets, threads, images, statistics, videos, history, replies, and other data fields using Twitter Data Scraper. Our scraper to extract Twitter data is accessible in multiple countries, including Canada, France, Australia, Germany, the USA, the UK, Spain, etc.

 Customize me!  Report an issue Social Media

Readme

API

Input

Related actors

Which Twitter Data Can This Twitter Scraper Extract?

Twitter Scraper loads mentioned Twitter URLs and profiles to scrape the below data.

User data like Twitter username, follower count, following count, location, images, username, banner, etc.

Retweets, list of tweets, profile replies.

Latest, video tweets, people, search hashtags, pictures, or get top.

Insights for every tweet, including replies, favorites, retweets, etc.

Twitter Scraper on our platform allows you to scrape Twitter data at scale. It also allows scraping data more than the official Twitter API because you don't need a registered application, Twitter account, or API key, and it has no restrictions.

You can load the source platform for the Twitter handles list or use Twitter links like trending topics, searches, or hashtags.

Why Use Real Data API Twitter Scraper?

Crawling the Twitter platform will give you access to over five hundred million tweets daily. You can collect any required data in multiple ways.

Monitor discussions about your city, country, products, or brand.

Observe attitudes, new trends, and fashions as they enter the market.

Track your competitors to check their popularity and how to beat them.

Monitor market and investor sentiments to ensure the safety of your Investments.

Use Twitter information to train your artificial intelligence and machine learning prototypes for academic research.

Study customer habits, target underdeveloped fields, or develop new products depending on customer pain points.

Spot fake news by learning patterns of how people spread fake information.

Discover discussions about services and travel destinations, and use local knowledge best.

How to Use Twitter Scraper?

To learn more about using this Twitter Scraper, check out our stepwise tutorial or watch the video.

Can I Scrape Twitter Data Legally?

Yes, you can extract publicly available data from Twitter. But you must note that you may get private data in your output. GDPR and other regulations worldwide protect personal data, respectively. They don't allow you to extract personal information without genuine reason or prior permission. You can consult your lawyers if you are confused or unsure whether your reason is genuine.

Do You Want More Options to Scrape Twitter Data?

If you wish to extract specific Twitter data quickly, try the targeted Twitter data scraper options below.

Twitter URL Scraper

Twitter Image Scraper

Twitter History Scraper

Easy Twitter Search Scraper

Twitter Info Scraper

Twitter Profile Scraper

Twitter History Hashtag Scraper

Twitter Explore Scraper

Twitter Latest Scraper

Twitter Explore Scraper

Twitter Video Scraper

Tips & Tricks

item-6

The scraper has the default option to extract using search queries, but you can also try Twitter URLs or Twitter handles. If you plan to use the URL option, check the below allowable URL types.

Searches:https://twitter.com/search?q=tesla&src=typed_query

Profiles: https://twitter.com/elonmusk

Topics: https://twitter.com/i/topics/933033311844286464

Retweets with quotes: https://twitter.com/elonmusk/status/1356524205374918659/retweets/with_comments

Explore: https://twitter.com/explore

Trending topics: https://twitter.com/search?q=%23FESTABBB21&src=trend_click&vertical=trends

Hashtag: https://twitter.com/hashtag/WandaVision

Statuses: https://twitter.com/elonmusk/status/1356381230925635591

Events: https://twitter.com/i/events/1354736314923372544

List: https://twitter.com/i/lists/1611381299687694336

Logging In Using Cookies

The option to log in using cookies allows you to use the already initialized cookies of the existing user. If you try this option, the scraper will try to avoid the block from the source platform. For example, the scraper will reduce the running speed and introduce a random delay between two actions.

We highly recommend you don't use a private account to run the scraper unless there is no other option. Instead, you can create a new Twitter account so that Twitter won't ban your personal account.

Use Chrome browser extensions like EditThisCookie to log in using existing cookies. Once you install it, open the source platform in your browser, login into Twitter using credentials, and export cookies using a browser extension. It will give you a cookie array to use as an input value login cookie while logging in.

If you try to log out from the Twitter account with the submitted cookies, the scraper will invalidate them, and the scraper will stop its execution.

Check out the below video tutorial to sort it out.

Input Parameters

Twitter Data Output

You can export the scraped dataset in multiple digestible formats like CSV, JSON, Excel, or HTML. Every item in the scraped data set contains a different tweet in the following format. [{ "user": { "protected": false, "created_at": "2009-06-02T20:12:29.000Z", "default_profile_image": false, "description": "", "fast_followers_count": 0, "favourites_count": 19158, "followers_count": 130769125, "friends_count": 183, "has_custom_timelines": true, "is_translator": false, "listed_count": 117751, "location": "", "media_count": 1435, "name": "Elon Musk", "normal_followers_count": 130769125, "possibly_sensitive": false, "profile_banner_url": "https://pbs.twimg.com/profile_banners/44196397/1576183471", "profile_image_url_https": "https://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg", "screen_name": "elonmusk", "statuses_count": 23422, "translator_type": "none", "verified": true, "withheld_in_countries": [], "id_str": "44196397" }, "id": "1633026246937546752", "conversation_id": "1632363525405392896", "full_text": "@MarkChangizi Sweden’s steadfastness was incredible!", "reply_count": 243, "retweet_count": 170, "favorite_count": 1828, "hashtags": [], "symbols": [], "user_mentions": [ { "id_str": "49445813", "name": "Mark Changizi", "screen_name": "MarkChangizi" } ], "urls": [], "media": [], "url": "https://twitter.com/elonmusk/status/1633026246937546752", "created_at": "2023-03-07T08:46:12.000Z", "is_quote_tweet": false, "replying_to_tweet": "https://twitter.com/MarkChangizi/status/1632363525405392896", "startUrl": "https://twitter.com/elonmusk/with_replies" }, { "user": { "protected": false, "created_at": "2009-06-02T20:12:29.000Z", "default_profile_image": false, "description": "", "fast_followers_count": 0, "favourites_count": 19158, "followers_count": 130769125, "friends_count": 183, "has_custom_timelines": true, "is_translator": false, "listed_count": 117751, "location": "", "media_count": 1435, "name": "Elon Musk", "normal_followers_count": 130769125, "possibly_sensitive": false, "profile_banner_url": "https://pbs.twimg.com/profile_banners/44196397/1576183471", "profile_image_url_https": "https://pbs.twimg.com/profile_images/1590968738358079488/IY9Gx6Ok_normal.jpg", "screen_name": "elonmusk", "statuses_count": 23422, "translator_type": "none", "verified": true, "withheld_in_countries": [], "id_str": "44196397" }, "id": "1633021151197954048", "conversation_id": "1632930485281120256", "full_text": "@greg_price11 @Liz_Cheney @AdamKinzinger @RepAdamSchiff Besides misleading the public, they withheld evidence for partisan political reasons that sent people to prison for far more serious crimes than they committed./n/nThat is deeply wrong, legally and morally.", "reply_count": 727, "retweet_count": 2458, "favorite_count": 10780, "hashtags": [], "symbols": [], "user_mentions": [ { "id_str": "896466491587080194", "name": "Greg Price", "screen_name": "greg_price11" }, { "id_str": "98471035", "name": "Liz Cheney", "screen_name": "Liz_Cheney" }, { "id_str": "18004222", "name": "Adam Kinzinger #fella", "screen_name": "AdamKinzinger" }, { "id_str": "29501253", "name": "Adam Schiff", "screen_name": "RepAdamSchiff" } ], "urls": [], "media": [], "url": "https://twitter.com/elonmusk/status/1633021151197954048", "created_at": "2023-03-07T08:25:57.000Z", "is_quote_tweet": false, "replying_to_tweet": "https://twitter.com/greg_price11/status/1632930485281120256", "startUrl": "https://twitter.com/elonmusk/with_replies" }] ...

Search Using Advanced Feature

Use this type of pre-designed search with Advanced Search as a starting link, like https://twitter.com/search?q=cool%20until%3A2021-01-01&src=typed_query

Workaround to Get Maximum Tweets Limit

Twitter returns only 3200 tweet posts per search or profile by default. If you require more tweets than the maximum limit, you can split your starting links using time slices as the below URL samples.

https://twitter.com/search?q=(from%3Aelonmusk)%20since%3A2020-03-01%20until%3A2020-04-01&src=typed_query&f=live

https://twitter.com/search?q=(from%3Aelonmusk)%20since%3A2020-02-01%20until%3A2020-03-01&src=typed_query&f=live

https://twitter.com/search?q=(from%3Aelonmusk)%20since%3A2020-01-01%20until%3A2020-02-01&src=typed_query&f=live

Each link is from the same account - Elon Musk, but we separated them by a 30-day monthly timeframe, like January > February > March 2020. You can create it using the advanced search option on Twitter. https://twitter.com/search If you want, you can use larger time intervals for a few accounts that don't post regularly.

Other restrictions contain-

You can cap live tweets by max one day in the past.

Flying can cap most search results at about hundred and fifty tweets like Top, Pictures, and Videos.

Extend Output Function

This output parameter function allows you to change your dataset output shape, split data arrays into different items, or categorize the output. async ({ data, item, request }) => { item.user = undefined; // removes this field from the output delete item.user; // this works as well const raw = data.tweets[item['#sort_index']]; // allows you to access the raw data item.source = raw.source; // adds "Twitter for ..." to the output if (request.userData.search) { item.search = request.userData.search; // add the search term to the output item.searchUrl = request.loadedUrl; // add the raw search URL to the output } return item; }

Item filtering: async ({ item }) => { if (!item.full_text.includes('lovely')) { return null; // omit the output if the tweet body doesn't contain the text } return item; }

Separating into multiple data items and changing the entire result: async ({ item }) => { // dataset will be full of items like { hashtag: '#somehashtag' } // returning an array here will split in multiple dataset items return item.hashtags.map((hashtag) => { return { hashtag: `#${hashtag}` }; }); }

Extend Scraper Function

This factor permits you to extend scraper working and can simplify extending the default scraper function without owning a custom version. For instance, you can contain a trending topic search for every page visit. async ({ page, request, addSearch, addProfile, addThread, customData }) => { await page.waitForSelector('[aria-label="Timeline: Trending now"] [data-testid="trend"]'); const trending = await page.evaluate(() => { const trendingEls = $('[aria-label="Timeline: Trending now"] [data-testid="trend"]'); return trendingEls.map((_, el) => { return { term: $(el).find('> div > div:nth-child(2)').text().trim(), profiles: $(el).find('> div > div:nth-child(3) [role="link"]').map((_, el) => $(el).text()).get() } }).get(); }); for (const { search, profiles } of trending) { await addSearch(search); // add a search using text for (const profile of profiles) { await addProfile(profile); // adds a profile using link } } // adds a thread and get replies. can accept an id, like from conversation_id or an URL // you can call this multiple times but will be added only once await addThread("1351044768030142464"); }

extendScraperFunction contains additional data variables. async ({ label, response, url }) => { if (label === 'response' && response) { // inside the page.on('response') callback if (url.includes('live_pipeline')) { // deal with plain text content const blob = await (await response.blob()).text(); } } else if (label === 'before') { // executes before the page.on('response'), can be used for intercept request/response } else if (label === 'after') { // executes after the scraping process has finished, even on crash } }

Twitter Scraper with Real Data API Integrations

Lastly, using Real Data API Integrations, you can connect Twitter Scraper with almost any web application or cloud service. You can connect with Google Drive, Google Sheets, Airbyte, Make, Slack, GitHub, Zapier, etc. Further, you can use Webhooks to carry out an activity once an event occurs, like an alert when Twitter Scraper completes its execution.

Using Twitter Scraper with Real Data API Platform

The Real Data API platform gives you programmatic permission to use scrapers. We have organized the Twitter Scraper API around RESTful HTTP endpoints to allow you to schedule, manage, and run Real Data API Scrapers. The actor also lets you track actor performance, create and update versions, access datasets, retrieve results, and more.

To use the scraper using Python, try our client PyPl package, and to use it using Node.js, try our client NPM package.

Check out the API tab for code examples or explore Real Data API reference documents for details.

[finlaure13]

CTV News

Why it's 'very hard' to find work in Canada

Published Sept. 17, 2024 2:53 p.m. ADT

For every vacant job in Canada, there are 2.4 unemployed people.

That was the picture recorded from April to June in Canada, according to Statistics Canada’s second-quarter report on job vacancies.

Vacancies have steadily fallen since the glut of nearly one million open posts in 2022. At the time, one in three businesses had trouble hiring staff due to a labour shortage. Two in five had issues finding skilled staff, and one in four would have to fight to keep them.

The agency says available wages, which may have been lower than what prospective employees were willing to accept at the time, could have limited hiring. Some businesses also said they were weathering a spike in retirements among boomer-aged workers.

Since then, vacancies have dropped. Unemployment has gained steadily to 6.6 per cent from the 4.8 recorded in the summer of 2022. Last quarter, there were just 580,000 available jobs in Canada -- a far cry from one million.

The drop in vacancies can be attributed in large part to few openings for jobs requiring high school education or less, according to StatCan. There were 30 per cent fewer vacancies than last year in those fields, accounting for 70 per cent of the overall decline.

The trades, transport and equipment operators and related occupations saw the largest losses in vacancies over the last year. By the end of the second quarter, open jobs in those fields were 30 per cent fewer than the year before.

The deepest losses were among transport trucking jobs, construction helpers and labourers, material handlers, and residential commercial installers and servicers.

How did we get here? Low wages and 'lousy' jobs

“It’s very hard to find a job in Canada today,” said Jim Stanford, economist and director for the Centre for Future Work, a non-partisan policy think tank.

He called Canada’s job market “unacceptably weak,” arguing the government and the central bank overreacted to pandemic “shock.”

During the early pandemic years, Stanford recalled, the Canadian government largely halted immigration and the regular operations of several industries.

Vacancies skyrocketed once the government ended lockdowns and lifted restrictions, he said. However, Canada’s workforce changed.

“Canadians did not give up on work,” Stanford told CTVNews.ca. “When those jobs disappeared, they figured out what to do. … They went and got more training.”

And when the jobs reappeared, many expected better wages, he says.

Source: Statistics Canada

“Employers in those industries cried, saying people ‘don’t want to work,’” and demanded the government take measures to remedy the worker shortage, he continued. In response, the Liberal government eased rules on temporary foreign workers, among other measures.

The Temporary Foreign Workers Program allows businesses to hire foreign staff in the absence of Canadian labour.

Since then, the program has drawn the ire of international spectators. Notably, the United Nations called it a “breeding ground for contemporary slavery.”

To remedy the influx of foreign workers, the Liberals have since announced cuts to the program. Stanford said the Bank of Canada should continue to lower interest rates to reduce costs on Canadians and ease the strains of post-pandemic economic recovery.

And if the government is capable of reducing unemployment and increasing job vacancies, “employers will cry again,” he said.

“Next time we hear that cry, we should ignore it.”

With files from The Canadian Press

[colinwilson11]

Soft Tissue Sarcoma Market To Grow Significantly Due To Increasing R&D Investment By Key Players

The soft tissue sarcoma market is a rapidly emerging field owing to increasing R&D investment by key players. Soft tissue sarcomas are rare cancers that develop in supporting or connective tissues like fat, muscle, blood vessels, deep skin tissues, and nerves. Some of the common types include gastrointestinal stromal tumors, uterine sarcomas, and rhabdomyosarcoma.

Soft tissue sarcomas account for about 1% of all adult cancers. While surgery is the mainstay for treatment of localized disease, advanced cases often require chemotherapy and targeted drug therapy.

The Soft Tissue Sarcoma Market is estimated to be valued at US$ 315 Mn in 2024 and is expected to exhibit a CAGR of 4.2% over the forecast period 2024-2031.

Key Takeaways

Key players operating in the soft tissue sarcoma market are Pfizer, Eli Lilly, Johnson & Johnson, GSK (GlaxoSmithKline), and Roche.

The growing incidence of soft tissue sarcoma cases globally is a major factor driving market growth. Soft tissue sarcomas affected over 13,000 individuals in the United States in 2020 according to statistics.

Technological advancements like targeted drug therapy and development of biomarker assays are expanding treatment options and improving clinical outcomes for soft tissue sarcoma patients.

Market Trends

Increased focus on personalized medicine - Researchers are investigating molecular diagnostic tests and targeted therapies customized to a patient's tumor genetics which may improve response rates.

Combination therapy gaining traction - Combining drugs that work through different mechanisms is a promising approach and ongoing studies are evaluating combinations of chemotherapy with immunotherapies.

Market Opportunities

Immunotherapy emerging as a viable treatment option - Drugs that activate the immune system like checkpoint inhibitors have shown survival benefits in certain sarcoma subtypes creating new opportunities.

Companion diagnostics can guide therapy selection - Development of reliable biomarkers can help identify patients likely to respond to specific therapies and avoid treatment toxicity.

Impact Of COVID-19 On Soft Tissue Sarcoma Market Growth

The COVID-19 pandemic has significantly impacted the soft tissue sarcoma market. During the initial phases of the pandemic in 2020, most hospitals and clinics shifted their focus towards COVID care, which led to postponement of non-emergency surgeries and treatments. This impacted the diagnosis and treatment rates of soft tissue sarcomas. Patients also delayed their appointments and screenings fearing exposure to the virus in healthcare settings. This interrupted the continuity of care and follow-ups, posing challenges to sarcoma management. However, with increased availability of COVID vaccines and resumption of healthcare services from 2021, the market is slowly recovering. There is pent-up demand for diagnostic tests and treatments that were delayed during the peak pandemic phases. Hospitals have implemented strict safety protocols to reassure patients and ensure continuity of sarcoma management. Telehealth and home care services also aided in reducing disruption during lockdowns. Still, workforce shortages in the healthcare sector continue to pose operational difficulties. The long-term impact of delayed diagnoses and treatments remains to be seen. Market players are focusing on improving access to therapies through innovative drug delivery mechanisms and digital solutions.

Geographical Regions With Highest Soft Tissue Sarcoma Market Value

In terms of value, North America dominated the soft tissue sarcoma market as of 2021, owing to established healthcare infrastructure, high adoption of advanced diagnostic tools and therapies, and presence of key market players in the US and Canada. Within the region, the United States accounted for the major share. Europe is another prominent regional market, led by countries like Germany, United Kingdom, France, and others. Growing research on targeted therapies and partnerships between drug makers and cancer institutes are driving market growth across Europe. The Asia Pacific region is poised to be the fastest growing soft tissue sarcoma market over the forecast period due to rising healthcare expenditure, large patient population, and increasing awareness.

Fastest Growing Region For The Soft Tissue Sarcoma Market

The Asia Pacific region holds immense growth potential for the soft tissue sarcoma market and is expected to be the fastest growing region between 2024- 2031. This is attributed to factors like increasing healthcare access and spending in populous countries like China and India, rising incidence of sarcomas accompanying aging demographics, and improving diagnostic infrastructure. Furthermore, growing collaborations between global pharmaceutical companies and regional market players are boosting availability of advanced treatment options. Initiatives to spread awareness about rare cancers are also propelling regional growth. With economic expansion and growing focus on non-communicable diseases, the soft tissue sarcoma market is poised for strong growth across Asia Pacific.

Get more insights on this topic:  https://www.trendingwebwire.com/soft-tissue-sarcoma-market-is-estimated-to-witness-high-growth-owing-to-rising-rd-investments-in-immunotherapy/

About Author:

Ravina Pandya, Content Writer, has a strong foothold in the market research industry. She specializes in writing well-researched articles from different industries, including food and beverages, information and technology, healthcare, chemical and materials, etc. (https://www.linkedin.com/in/ravina-pandya-1a3984191)

What Are The Key Data Covered In This Soft Tissue Sarcoma Market Report?

:- Market CAGR throughout the predicted period

:- Comprehensive information on the aspects that will drive the Soft Tissue Sarcoma's growth between 2024 and 2031.

:- Accurate calculation of the size of the Soft Tissue Sarcoma and its contribution to the market, with emphasis on the parent market

:- Realistic forecasts of future trends and changes in consumer behaviour

:- Soft Tissue Sarcoma Industry Growth in North America, APAC, Europe, South America, the Middle East, and Africa

:- A complete examination of the market's competitive landscape, as well as extensive information on vendors

:- Detailed examination of the factors that will impede the expansion of Soft Tissue Sarcoma vendors

FAQ’s

Q.1 What are the main factors influencing the Soft Tissue Sarcoma?

Q.2 Which companies are the major sources in this industry?

Q.3 What are the market’s opportunities, risks, and general structure?

Q.4 Which of the top Soft Tissue Sarcoma companies compare in terms of sales, revenue, and prices?

Q.5 Which businesses serve as the Soft Tissue Sarcoma’s distributors, traders, and dealers?

Q.6 How are market types and applications and deals, revenue, and value explored?

Q.7 What does a business area’s assessment of agreements, income, and value implicate?

*Note: 1. Source: Coherent Market Insights, Public sources, Desk research 2. We have leveraged AI tools to mine information and compile it