• FinData Explorer: A Step-by-Step Tutorial Using BeautifulSoup, yfinance, matplotlib, ipywidgets, and fpdf for Financial Data Extraction, Interactive Visualization, and Dynamic PDF Report Generation
    www.marktechpost.com
    In this tutorial, we will guide you through building an advanced financial data reporting tool on Google Colab by combining multiple Python libraries. Youll learn how to scrape live financial data from web pages, retrieve historical stock data using yfinance, and visualize trends with matplotlib. Also, the tutorial demonstrates how to integrate an interactive UI using ipywidgets, culminating in a dynamic PDF report generated with FPDF.!pip install fpdf beautifulsoup4 yfinance ipywidgetsFirst, we install the necessary libraries for our project: fpdf for generating PDF reports, beautifulsoup4 for web scraping, yfinance for retrieving historical financial data, and ipywidgets for creating interactive UI elements in the notebook.import requestsfrom bs4 import BeautifulSoupfrom fpdf import FPDFimport yfinance as yfimport matplotlib.pyplot as pltimport ipywidgets as widgetsfrom IPython.display import display, FileLinkHere, we import a range of libraries to build a comprehensive financial data tool.def generate_report(b): symbol = symbol_text.value.upper().strip() start_date = start_date_picker.value end_date = end_date_picker.value output_area.clear_output() # Clear previous outputs if not (symbol and start_date and end_date): with output_area: print("Please provide valid inputs for stock symbol and both dates.") return with output_area: print(f"Generating report for {symbol} from {start_date} to {end_date}...") # 1. Retrieve current price using yfinance try: stock = yf.Ticker(symbol) current_price = stock.info.get('regularMarketPrice', 'N/A') except Exception as e: current_price = "Error retrieving price" with output_area: print("Error retrieving current price:", e) # 2. Fetch historical data using yfinance try: hist = stock.history(start=start_date, end=end_date) except Exception as e: hist = None with output_area: print("Error fetching historical data:", e) # 3. Plot historical closing prices if hist is not None and not hist.empty: plt.figure(figsize=(10, 5)) plt.plot(hist.index, hist['Close'], marker='o', linestyle='-', label="Close Price") plt.title(f"{symbol} Historical Closing Prices") plt.xlabel("Date") plt.ylabel("Close Price (USD)") plt.grid(True) plt.xticks(rotation=45) plt.tight_layout() graph_filename = "graph.png" plt.savefig(graph_filename) plt.show() else: graph_filename = None with output_area: print("No historical data available for the selected date range.") # 4. Create a PDF report using FPDF pdf = FPDF() pdf.add_page() pdf.set_font("Arial", "B", 16) pdf.cell(0, 10, f"Financial Report for {symbol}", ln=True, align="C") pdf.ln(10) pdf.set_font("Arial", size=12) pdf.cell(0, 10, f"Current Price: {current_price}", ln=True) pdf.cell(0, 10, f"Date Range: {start_date} to {end_date}", ln=True) pdf.ln(10) if graph_filename: pdf.cell(0, 10, "Historical Closing Prices:", ln=True) # Adjust the image width to fit the page layout pdf.image(graph_filename, w=180) pdf_filename = "financial_report.pdf" pdf.output(pdf_filename) # 5. Display the download link for the PDF report with output_area: print(f"PDF Report generated: {pdf_filename}") display(FileLink(pdf_filename))With the above function, we retrieve user inputs for the stock symbol and date range, then scrape the current financial data from Yahoo Finance while fetching historical data via yfinance. It plots the historical closing prices using matplotlib, generates a PDF report embedding the scraped data and the graph using FPDF, and finally displays a download link for the PDF report.# Create UI widgetssymbol_text = widgets.Text( value="AAPL", description="Stock Symbol:", placeholder="e.g., AAPL")start_date_picker = widgets.DatePicker( description='Start Date')end_date_picker = widgets.DatePicker( description='End Date')generate_button = widgets.Button( description="Generate Report", button_style='success')output_area = widgets.Output()generate_button.on_click(generate_report)display(widgets.VBox([symbol_text, start_date_picker, end_date_picker, generate_button, output_area]))Finally, this code block sets up an interactive user interface using ipywidgets. It creates input fields for a stock symbol, date pickers for a start and end date, and a button to trigger the report generation. The UI elements are then organized vertically using a VBox layout, and an output area is provided to display feedback and the generated PDF download link.Output and PDF SampleIn conclusion, by following this tutorial, you have successfully integrated web scraping, data analysis, interactive UI design, and PDF report generation into a single Google Colab notebook. This step-by-step process illustrates how to harness the power of Pythons diverse libraries to create a robust, user-friendly financial data tool.Here is the Colab Notebook for the above project. Also,dont forget to follow us onTwitterand join ourTelegram ChannelandLinkedIn Group. Dont Forget to join our80k+ ML SubReddit. Asif RazzaqWebsite| + postsBioAsif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences.Asif Razzaqhttps://www.marktechpost.com/author/6flvq/DeepSeek AI Releases DeepEP: An Open-Source EP Communication Library for MoE Model Training and InferenceAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Building an Interactive Weather Data Scraper in Google Colab: A Code Guide to Extract, Display, and Download Live Forecast Data Using Python, BeautifulSoup, Requests, Pandas, and IpywidgetsAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Building a Legal AI Chatbot: A Step-by-Step Guide Using bigscience/T0pp LLM, Open-Source NLP Models, Streamlit, PyTorch, and Hugging Face TransformersAsif Razzaqhttps://www.marktechpost.com/author/6flvq/Moonshot AI and UCLA Researchers ReleaseMoonlight: A 3B/16B-Parameter Mixture-of-Expert (MoE) Model Trained with 5.7T Tokens Using Muon Optimizer Recommended Open-Source AI Platform: IntellAgent is a An Open-Source Multi-Agent Framework to Evaluate Complex Conversational AI System' (Promoted)
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  • The Travel-Friendly Anker Nano Charger Is Perfect for the Nintendo Switch and iPhone 16
    www.ign.com
    Here's a great deal on a compact wall charger that's a perfect match for the Nintendo Switch and Apple iPhone 16. Amazon has the tiny Anker Nano 30W USB Type-C wall charger for only $12.99 after you apply coupon code "0UDQ9XZX". That's 40% off the original $23 list price, and you don't need to be an Amazon Prime member to take advantage of this deal.Anker 30W USB Type-C Nano Wall Charger for $12.99Anker 30W USB Type-C Nano ChargerThe Anker Nano charger measures a mere 1.12" by 1.12" by 1.39", which is 70% smaller than Anker's original 30W wall charger. This is mostly because of its use of gallium nitride (GaN) instead of silicon for its semiconductor material, which is denser and more energy efficient. The plug can also be folded out of the way to minimize any possibility of breakage. To sweeten the deal, a 6-foot USB-C cable is also included, which would normally run you $5 by itself.You get a single USB Type-C output that can deliver up to 30W of Power Delivery. That's good enough to max out the charging rate of the Nintendo Switch (18W) and close to the maximum charging rate of the Steam Deck (40W). This charger is also perfect for the iPhone 16, which caps out at 30W. The official Apple charger, for example, is also rated for 30W, but it's much pricier (it's currently $35 on Amazon).Anker is far and away the most trusted power bank and charger brand on Amazon, and that means the brand commands a higher price premium. That's why when these coupon codes appear, they're usually very popular and the redemption quota gets filled pretty quickly. If you're been looking for a travel friendly charger, then jump on this deal.Looking for more iPhone resources? For starters, check out our official iPhone 16 Pro Max review. Mark Knapp writes "The iPhone 16 Pro Max is a powerhouse in just about every respect. Its built well, has considerable performance, delivers great visuals from its display, and snaps some excellent photos." If you already have an iPhone and are looking for some essential iPhone accessories, we've rounded up our favorite iPhone 16 screen protectors, and guides to which Apple AirPods and Apple Watches might be best suited for your needs.Why Should You Trust IGN's Deals Team?IGN's deals team has a combined 30+ years of experience finding the best discounts in gaming, tech, and just about every other category. We don't try to trick our readers into buying things they don't need at prices that aren't worth buying something at. Our ultimate goal is to surface the best possible deals from brands we trust and our editorial team has personal experience with. You can check out our deals standards here for more information on our process, or keep up with the latest deals we find on IGN's Deals account on Twitter.Eric Song is the IGN commerce manager in charge of finding the best gaming and tech deals every day. When Eric isn't hunting for deals for other people at work, he's hunting for deals for himself during his free time.
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  • Having Trouble Sleeping While Traveling? Get a Dreamegg Portable Noise Machine for Just $8
    www.ign.com
    Having a good sleep the night before can really make our day, so if you're having trouble sleeping, especially while you're travelling and bedded in unfamiliar accomodations, then you might when to check out this deal today. Amazon is currently offering the diminutive Dreamegg portable white noise machine for a mere $8.10 after you clip a $5 off coupon and apply another $5 off promo code P4JUC4GV during checkout. It's normally priced at $25, so you're saving nearly 70% off.Dreamegg Portable White Noise MachineDreamegg Portable White Noise MachineThe Dreamegg measures less than 2" cubed and weighs in at under 2oz, making it easy to carry along with you on your travels. You don't need to bring along a power brick or spare batteries either; the internal 1,000mAh battery (doubled in capacity compared to its gen 1 model) lasts all night long and the recharges over the universal USB Type-C standard.In terms of its features, the Dreamegg sound machine offers 16 soothing nature sounds, including ocean waves, rain, birds, fan sounds, and, of course, white noise. Since it's supposed to be placed next to you on a beside table, it doesn't need to have oversized speakers, but the Dreamegg is still loud enough to help drown out other ambient noises that might otherwise keep you awake, like late night conversations, urban fauna their groove on, or music blaring outside.For travellers with babies, this is a near essential device. In my experience, a white noise machine is one of the best ways to keep a baby sleeping, even in noisier environments, and a surefire way to maintain your sanity.Why Should You Trust IGN's Deals Team?IGN's deals team has a combined 30+ years of experience finding the best discounts in gaming, tech, and just about every other category. We don't try to trick our readers into buying things they don't need at prices that aren't worth buying something at. Our ultimate goal is to surface the best possible deals from brands we trust and our editorial team has personal experience with. You can check out our deals standards here for more information on our process, or keep up with the latest deals we find on IGN's Deals account on Twitter.Eric Song is the IGN commerce manager in charge of finding the best gaming and tech deals every day. When Eric isn't hunting for deals for other people at work, he's hunting for deals for himself during his free time.
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  • Studying the uninvited guests
    www.technologyreview.com
    Microbes that gobble up or break down environmental toxins can clean up oil spills, waste sites, and contaminated watersheds. But until his faculty mentor asked him for help with a project he was working on with doctors at Boston Childrens Hospital in 2009, Eric Alm had not thought much about their role in a very different environment: the human digestive system. David Schauer, a professor of biological engineering, was examining how microorganisms in the gut might be linked to inflammatory bowel disease (IBD), and he hoped advanced statistical analysis of the data he was collecting could make those connections clearer. Alm, whod joined the civil and environmental engineering faculty in 2006 as a computational biologist studying environmental uses of microbes, had the statistical experience needed and could apply machine-learning tools to help. But for him, the project was supposed to be a brief detour. In June of 2009, however, Schauerjust 48died unexpectedly, only two weeks after falling ill. Alm, heartbroken, worked to help push his mentors project over the finish line. As that effort was underway, Neil Rasmussen 76, SM 80, a longtime member of the MIT Corporation and the philanthropist funding the project, asked for a tour of his lab. That encounter would change the course of Alms career. At the end of the lab tour, Rasmussen, who has a family member with IBD, had a surprise: He asked Alm if hed be willing to pivot to researching inflammatory bowel diseaseand offered to fund his lab if he did so. Alm was game. He began shifting the main focus of his research away from harnessing microbes for the environment and turned most of his attention to exploring how they could be applied to human health. Then Rasmussen decided he wanted to do something really big, as Alm puts it, and make Boston a hub for microbiome research. So in 2014, with a $25 million grant from the Neil and Anna Rasmussen Foundation, the Center for Microbiome Informatics and Therapeutics (CMIT) was launched with Alm and Ramnik Xavier, chief of gastroenterology at Massachusetts General Hospital, as its co-directors. CMIT co-director Eric Alm is a professor of biological engineering and civil and environmental engineering and an Institute Member of the Broad Institute. His research uses data science, quantitative analysis, and novel molecular techniques to engineer the human microbiome.COURTESY OF ERIC ALM By teaming up with Alm and others, Rasmussen hoped to create a research hub where scientists, engineers, doctors, and next-generation trainees would collaborate across scientific disciplines. They would build the tools needed to support a new research field and translate cutting-edge research into clinic-ready interventions for patients suffering from a wide range of inflammatory and autoimmune conditions influenced by the gut, including not only IBD but diabetes and Alzheimersand potentially autism, Parkinsons disease, and depression as well. In its first 10 years, CMIT has made remarkable progress. When the center started, Alm says, it was still a relatively novel idea that the human microbiomeparticularly the community of trillions of symbiotic microbes that reside in the gutmight play a key role in human health. Few serious research programs existed to study this idea. It was really this undiscovered territory, he recalls. [In] a lot of diseases where there seemed to be things that we couldnt explain, a lot of people thought maybe the microbiome plays a role either directly or indirectly. It has since become increasingly clear that the microbiome has a far greater impact on human health and development than previously thought. We now know that the human gutoften defined as the series of food-processing organs that make up the gastrointestinal tractis home to untold trillions of microorganisms, each one a living laboratory capable of ingesting nutrients, sugars, and organic materials, digesting them, and releasing various kinds of organic outputs. And the metabolic outputs of these gut-dwelling microbes are similar to those of the liver, Alm says. In fact, the gut microbiome can essentially mirror some of the livers functions, helping the body metabolize carbohydrates, proteins, and fats by breaking down complex compounds into simpler molecules it can process more easily. But the guts outputs can change in either helpful or harmful ways if different microbes establish themselves within it. I would love to have bacteria that live on my face and release sunscreen in response to light. Why cant I have that? Tami Lieberman Our exquisite immune defenses evolved in response to the microbiome and continue to adapt during our lifetime, Rasmussen says. I believe that advancing the basic science of human interactions with the microbiome is central to understanding and curing chronic immune-related diseases. By now, researchers affiliated with the center have published some 200 scientific papers, and it has found ways to advance microbiome research far beyond its walls. It funds a team at the Broad Institute (where Alm is now an Institute Member) that does assays and gene sequencing for scientists doing such research. Meanwhile, it has established one of the worlds most comprehensive microbiome strain libraries, facilitating studies around the globe. To create this librarywhich includes strains in both the Broad InstituteOpenBiome Microbiome Library and the Global Microbiome Conservancys Biobankresearchers have isolated more than 15,000 distinct strains of microbes that are found in the human gut. The library can serve as a reference for those hoping to gain information on microbes they have isolated on their own, but researchers can also use it if they need samples of specific strains to study. To supplement the strain library, CMIT-affiliated researchers have traveled to many corners of the globe to collect stool samples from far-flung indigenous populations, an effort that continues to this day through the Global Microbiome Conservancy. Were trying to build a critical mass and give folks working in different labs a central place where they can communicate and collaborate, says Alm. We also want to help them have access to doctors who might have samples they can use, or doctors who might have problems that need an engineering solution. The clinical applications produced by CMIT have already affected the lives of tens of thousands of patients. One of the most significant began making an impact even before the centers official launch. For decades, hospitals had been grappling with the deadly toll of bacterial infections caused by Clostridioides difficile (C. diff), a hardy, opportunistic bacterium that can colonize the gut of vulnerable patients, often after heavy doses of antibiotics wipe out beneficial microbes that usually keep C. diff at bay. The condition, which causes watery diarrhea, abdominal pain, fever, and nausea, can be resistant to conventional treatments. It kills roughly 30,000 Americans every year. By 2003, researchers had discovered that transplanting stool from a healthy donor into the colon of a sick patient could restore the healthy microbes and solve the problem. But even a decade later, there was no standardized treatment or protocolrelatives were often asked to bring in their own stool in ice cream containers. In 2013, Mark Smith, PhD 14, then a graduate student in Alms lab, cofounded the nonprofit OpenBiome, the nations first human stool bank. OpenBiome developed rigorous methods to screen donors (people joke that its harder to get approved than to get into MIT or Harvard) and standardized the procedures for sample processing and storage. Over the years, the nonprofit has worked with some 1,300 health-care facilities and research institutions and facilitated the treatment of more than 70,000 patientswork that OpenBiome says helped set the stage for the US Food and Drug Administration to approve the first microbiome-based therapeutic for recurrent C. diff infections. Today, CMITs flagship effort is a 100-patient clinical trial that it launched to study IBD, using a wide array of technologies to monitor two cohorts of patientsone in the US and the other in the Netherlandsover the course of a year. People with Crohns disease and ulcerative colitis typically experience periods of full or partial remission, but they currently have no way to predict when they will relapse. So researchers are tracking weekly changes in each patients microbiome and other biological indicators while amassing continuous physiological data from Fitbits and recording self-reported symptom scores along with other clinical data. The goal is to identify biomarkers and other indicators that might be used to predict flare-ups so that already approved therapies can be used more effectively. Although data is still being collected, early analysis suggests that a patients gut microbiome begins to change six to eight weeks before flare symptoms appear, and a few weeks later, genetic analysis of epithelial cells in their stool samples starts to show signs of increased inflammation. The team is planning to host a hackathon this summer to help speed analysis of the mountain of disparate types of data being collected. Meanwhile, the community of clinicians, engineers, and scientists CMIT has nurtured is undertaking projects that Alm could hardly have imagined when he first delved into research on the human microbiome. Survivor: Microbe edition Right below the photograph on the bio page of her Twitter/X account, Alyssa Haynes Mitchell has three emojis: a tiny laptop, a red and blue strand of DNA, and a smiling pile of poo. The digital hieroglyphics neatly sum up her area of focus as she pursues a doctorate in microbiology. A 2024 Neil and Anna Rasmussen fellow, Mitchell is attempting to understand precisely what it is that allows microbes to survive and thrive in the human gut. Mitchell fell in love with the study of microbes as an undergrad at Boston University. First, her mind was blown after she read a paper by researchers who could create a facsimile of a patients intestinal cell populationa gut on a chipand planned to culture a microbiome on it. She was fascinated by the idea that this might lead to personalized treatments for conditions like IBD. Then she cultured her first colony of a strain of the microbe Bacillus subtilis that had been genetically engineered to fluoresce. They form these really complex ridges, and the more you look at microscopy images, the more you realize that theres patterns of collective behavior of bacterial biofilms that we just dont understand, she says. Theyre super beautiful, and its really quite amazing to look at. In 2023, Mitchell joined the lab of Tami Lieberman, an associate professor of civil and environmental engineering and a member of both CMIT and MITs Institute for Medical Engineering and Science. Mitchell and others who study the microbiome think that probiotics, beneficial microbes that are applied to the skin or ingested in supplements or foods such as yogurt or kombucha, could have broad potential to help treat disease. But for reasons that still arent well understood, once probiotics are introduced into the gut, only a small percentage of them are able to survive and proliferate, a process known as engraftment. A probiotic with an engraftment rate of 30% (meaning its still detectable in 30% of subjects) six months after administration is considered good, says Mitchell. She and Lieberman, who also holds the title of Hermann L.F. von Helmholtz Professor, are studying the way individual strains of microbes evolve to survive in the microbiomea key mystery that needs to be solved to engineer more effective, longer-lasting therapies. COURTESY OF ALYSSA HAYNES MITCHELL COURTESY OF TAMI LIEBERMAN Alyssa Haynes Mitchell, a PhD student pursuing a doctorate in microbiology, is working with Tami Lieberman, an assistant professor of civil and environmental engineering, to study how strains of microbes evolve to survive in the gut. Lieberman also studies how microbes survive and proliferate on the skin. Hopefully if we learn a little bit more about what drives evolution of the ones that stick around, we might be able to learn why some dont, she says. Mitchell has been working with samples collected by a local biotech company developing biotherapeutics for the gut. Its probiotic products, which are used to treat recurrent C. diff infections, contain eight closely related microbial strains belonging to the order known as Clostridiales. The company gave one of its products to 56 human subjects and collected stool samples over time. Mitchell is using genetic sequencing techniques to track how three of the microbial species evolved in 21 of the subjects. Identifying person-specific differences and similarities might reveal insights about the host environment and could help explain why some types of mutations allow some microbes to survive and thrive. The project is still in its early phases, but Mitchell has a working hypothesis. The model that I have in my mind is that people have different [gut] environments, and microbes are either compatible with them or not, she says. And theres a window in which, if youre a microbe, you might be able to stick around but maybe not thrive. And then evolution kind of gets you there. You might not be very fit when you land there, but youre close enough to hang around and get there. Whereas in other people, youre totally incompatible with whats already there, and the resident microbes beat you out. Her work is just one of many projects using new approaches developed by Lieberman, who worked as a postdoc in Alms lab before starting her own in 2018. As a graduate student at Harvard, Lieberman gained access to more than 100 frozen samples collected from the airways, blood, and chest tissue of 14 patients with cystic fibrosis, a genetic disease that causes mucus to build up in the lungs and creates conditions ripe for infections. The patients were among those who had developed bacterial infections during an outbreak in the 1990s. Lieberman and her colleagues recognized a perfect opportunity to use genetic sequencing technologies to study the way the genome of the Burkholderia dolosa bacterium evolved when she cultured those samples. What was it that allowed B. dolosa to adapt and survive? Many of the surviving microbes, she discovered, had developed similar mutations independently in different patients, suggesting that at least some of these mutations helped them to thrive. The research indicated which genes were worthy of further studyand suggested that this approach holds promise for understanding what it takes for microbes to grow well in the human body. Lieberman joined Alms lab in 2015, aiming to apply the same experimental paradigm and the statistical techniques she had developed to the emerging field of microbiome research. In her own lab, she has developed an approach to figuring out how the pressures of natural selection result in mutations that may help certain microbes to engraft. It involves studying colonies of bacteria that form on the human skin. The idea is to create a genetically engineered metabolite factory in the gut. Daniel Pascal In the gut, Lieberman explains, hundreds of different species of microbes coexist and coevolve, forming a heterogeneous community whose members interact with one another in ways that are not fully understood. This creates a wide array of confounding variables that make it more difficult to identify why some engraft and others dont. But on the skin, the metabolic environment is less complex, so fewer species of bacteria coexist. The smaller number of species makes it far easier to track the way the genomes of specific microbes change over time to facilitate survival, and the accessibility of the skin makes it easier to figure out how spatial structure and the presence of other microbes affect this process. One discovery from Liebermans lab is that each pore is dominated by just one random strain of a single species. Her group hypothesizes that survival may depend on the geometry of the pore and the location of the microbes. For example, as these anaerobic microbes typically thrive at the hard-to-access bottom of the pore, where there is less oxygen, the first to manage to get there can crowd out new migrants. My vision, and really a vision for the microbiome field in general, Lieberman says, is that one day therapeutic microbes could be added to the body to treat medical conditions. These could be microbes that are naturally occurring, or they could be genetically engineered microbes that have some property we want, she adds. But how to actually do that is really challenging because we dont understand the ecology of the system. Most bacteria introduced into a persons system, even those taken from another healthy human, will not persist in the new persons body, she notes, unless you first bomb it with antibiotics to get rid of most of the microbes that are already there. Why that is, she adds, is something we really dont understand. If Lieberman can solve the puzzle, the possible applications are tantalizing. I would love to have bacteria that live on my face and release sunscreen in response to light, she says. Why cant I have that? In the future, theres no reason we cant figure out how to do that in a safe and controlled manner. And it would be much more convenient than applying sunscreen every day. Harnessing light-sensitive, sunblock-producing microbes may sound like a distant fantasy. But its not beyond the realm of possibility. Other microbial products that sound straight out of a science fiction novel have already been invented in the lab. Molecular assassin When Daniel Pascal first landed in the lab of MIT synthetic biologist Christopher Voigt, he had no idea hed be staying on to make bacteria with superpowers. He was a first-year PhD student rotating through various labs, with little inkling of the potential contained in the microbes that live inside us. Pascal, a 2024 Neil and Anna Rasmussen fellow who is pursuing a doctorate in biological engineering, was originally paired with a graduate student doing a more materials-related synthetic biology project. But he came from a family of physicians and soon found himself speaking with other graduate students in the lab whose projects had to do with health. He then learned that two of the labs postdocs, Arash Farhadi and Brandon Fields, were receiving funding under a program sponsored by the Defense Advanced Research Projects Agency (DARPA), the Pentagons R&D organization, to develop solutions for common travelers ailments that result from problems like disrupted sleep cycles and limited access to safe food and water. When they explained that they hoped to harness microbes in the human body, they had his attention. Daniel Pascal, a graduate student pursuing a doctorate in biological engineering, is using synthetic biology to get microbes to carry out functions that they would not perform in the natural world.COURTESY OF DANIEL PASCAL Its amazing how these tiny little organisms have so much control and can wreak so much havoc, he says. Intrigued, Pascal wound up officially joining Voigts lab, where he is working to create microbes that can carry out a wide array of functions they would not perform in the natural world. To do so, he is using a custom landing pad system developed in the lab. The system relies on synthetic biology to create a new region in the genome of a microbe that, using specific enzymes, can be filled with pieces of DNA designed to imbue the microbe with special new abilities. After engineering the landing pad into samples of an existing probiotic, Pascal and his collaborators on a project funded by the US Air Force and DARPA were able to deliver DNA that allows the probiotic to essentially set up a specialized drug production facility within the gut. First it absorbs two common amino acids, arginine and glycine. Then it converts them into a precursor compound that the body transforms into creatine, which can facilitate the production of muscle tissue from exercise and may help with memory. Pascal explains that creatine is often taken as an over-the-counter supplement by people doing weight training and other athletes who want to improve their fitness. But creatine has been shown to improve performance in fatigued humans, he says. So the motivation for this project was the idea that Air Force pilots that are traveling all over the world are jet-lagged, are working crazy hours and shifts. What if, the researchers wondered, those pilots could take a supplement that would improve some of their responsiveness, athletic accuracy, intelligence, and reasoning? A typical oral supplement delivers a spike of creatine in the bloodstream that largely dissipates relatively quickly. More useful to the pilots would be a probiotic engineered to produce a consistent amount of the creatine precursor that could be turned into creatine as needed. CMIT is also funding Pascals project using the landing pad system to get microbes to produce substances that target specific pathogens without disrupting the entire microbiome. Although Pascal cannot yet reveal any details about these molecular-level assassins, he notes that other researchers in the Voigt lab have recently used the landing pad system to redesign the Escherichia coli Nissle (EcN) microbe, which had previously been engineered to produce such things as antibiotics, enzymes that break down toxins, and chemotherapy drugs to fight cancer. The labs work made it possible to improve the efficacy of a treatment for phenylketonuria and perhaps of other EcN therapeutics as well. The lab has, in short, been able to get microbe strains (one of which he says is a commercially available probiotic that in some countries you can buy over the counter) to do some very useful things. Theyve figured out a way to take this mundane thing and give it these extraordinary capabilities, he says. The idea is to create a genetically engineered metabolite factory in the gut. Tackling childhood obesity Understanding the microbiome may also lead to new therapies for one of the greatest public health challenges currently facing the US: rising rates of obesity. Jason Zhang, a pediatric gastroenterologist at Boston Childrens Hospital, has received a CMIT clinical fellowship to study how gut bacteria may be linked to childhood obesity and diabetes. As a visiting scientist in Alms lab, he is using AI to predict peoples loss of control over what or how much they eat. His working hypothesis is that microbial metabolites are interacting with endocrine cells in the lining of the gut. Those endocrine cells in turn secrete hormones that travel to the brain and stimulate or suppress hunger. We believe that the microbiome plays a role in how we make choices around food, he says. The microbiome can send metabolites into the bloodstream that will maybe cross the blood-brain barrier. And there may be a direct connection. There is some evidence of that. But more likely theyre going to be interacting with cells in the epithelial layer in the gut. Jason Zhang, a pediatric gastroenterologist at Boston Childrens Hospital, studies the link between gut bacteria and childhood obesity and diabetes. As a visiting scientist in the lab of Eric Alm, he uses AI to model whats known as loss-of-control eating.COURTESY OF JASON ZHANG Zhang has sequenced the microbes found in the stool of subjects who have exhibited loss-of-control eating and developed a machine-learning algorithm that can predict it in other patients on the basis of their stool samples. He and his colleagues have begun to home in on a specific microbe that appears to be deficient in kids who experience this eating pattern. The researchers have discovered that this particular microbe appears to respond to food in the gut by creating compounds that stimulate enteroendocrine cells to release a series of hormones signaling satiety to the brainamong them GLP-1, the hormone whose signal is turned up by weight-loss drugs like Ozempic. Zhang has already begun experimenting with therapies that artificially introduce the microbe into mice to treat obesity, diabetes, and food addiction. As with any single mechanism that treats a really complex disease, I would say its likely to make a difference, he says. But is it the silver bullet? Probably not. Still, Zhang isnt ruling it out: We dont know yet. Thats the ongoing work. All these projects provide a taste of whats to come. For more than a decade, CMIT has played a key role in building the fundamental infrastructure needed to develop the new field.But with as many as 100 trillion bacterial cells in the human microbiome, the efforts to explore it have only just begun.
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  • The New iPhone 16E Is the Cheapest iPhone Apple Sells, but Who's It For?
    www.cnet.com
    Apple has officially released a new lower-cost phone, but it's not simply a replacement of its affordable iPhone SE line. The iPhone 16E, as it's called, is the cheapest iPhone Apple currently sells. It trims some of the features off the iPhone 16 for a cheaper premium device, but is notably pricier than the budget iPhone SE series. So, who is the iPhone 16E for?The $600 starting price of the iPhone 16E puts it out of reach for many budget iPhone fans (by comparison, the2022 iPhone SE was priced at around $430). Instead, Apple has added an option below its premium lineup, much like Android phone makers have done with the $650 Samsung Galaxy S24 FE and the $500 Google Pixel 8A. Perhaps most importantly, the iPhone 16E is now the cheapest device with Apple Intelligence -- and connects to Apple's Emergency SOS satellite texting service.Even priced out of the budget market, there are a handful of ideal customers for the new cheapest iPhone. The most obvious are consumers who want Apple's clean phone and OS design, but are tired of the decade-old screen and home button tech in the iPhone SE line. The iPhone 16E has a full-front 6.1-inch XDR OLED display design with modern features like a 48-megapixel main rear camera, starting 128GB of storage and a USB-C port. It's a current phone with just enough neat specs to not feel dated when you buy it. Upgrade your inbox Get cnet insider From talking fridges to iPhones, our experts are here to help make the world a little less complicated. The next category of buyers are those who rightly feel the sting in the wallet when paying $800 or more for an iPhone 16. At $200 cheaper, the iPhone 16E keeps the same A18 chip and storage options as its pricier iPhone 16 sibling while trimming some features like the 12-megapixel ultrawide rear camera, Dynamic Island, faster 25-watt wireless charging with MagSafe (iPhone 16E has a paltry 7.5 watt and no magnetic capability) a few video modes like spatial video and connectivity like mmWave 5G, Wi-Fi 7 and Ultra Wideband. But overall, those are nice-to-have perks that are easily lost for a 25% discount.This cheaper price could also lure back some former iPhone owners who felt Apple's premium phones got too pricey, while also feeling stiffed by the dated design in the iPhone SE line.Sadly, the iPhone 16E is also probably the best choice for buyers deliberately looking for the newest version of an iPhone SE -- and finding no other options in the Apple store. In a blow to budget iPhone fans, Apple has removed the iPhone SE (2022) from its online store (and likely retail stores to follow), meaning they'll have to pick up their next low-cost iOS device at a third-party retailer or get a refurbished one. Folks who wander into an Apple store or go online looking for new affordable phones will have no choice but to pick up the iPhone 16E.Lastly, there may be some out there who are Apple Intelligence-curious but don't want to spend $800 or more to get in on the new tech. With the A18 chip, the iPhone 16E can run Apple's generative AI features, and will presumably have access to all the features in and coming to the company's pricier premium phones.Overall, the iPhone 16E represents a seismic shift for Apple in modernizing its lowest-priced phone, but its higher price leaves behind more budget-conscious buyers. If this is an evolution of the iPhone SE line, it's also losing what made that phone series great: dependable phones with decent specs that could last half a decade or longer for half the price of Apple's basic premium handsets. Watch this: iPhone SE 4 vs. iPhone 17 Air Rumors: Does Size Matter Over Cost? 06:50
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  • Apple responds to its voice-to-text feature writing Trump when a user says racist
    www.tweaktown.com
    Software & AppsApple responds to its voice-to-text feature writing 'Trump' when a user says 'racist'Apple has confirmed its voice-to-text feature briefly showed 'Trump' when a user would say 'racist,' with the company saying there was phonetic overlap.Jak ConnorTech and Science EditorPublished Feb 25, 2025 8:07 PM CST1 minute & 30 seconds read timeTL;DR: Apple acknowledged an issue in its voice-to-text feature where the word "Trump" appeared when users said "racist," attributing it to phonetic overlap.Apple has confirmed its voice-to-text feature does currently have a glitch that makes it write "Trump" when a user says the word "racist". Apple has verified this bug is real, and it's currently working on a solution for the glitch that has been detected by some users who have shared video footage of it occurring on social media platforms. According to Apple, the glitch happens because the speech recognition models powering the feature can sometimes display words with phonetic overlap until further analysis from the model can be conducted and the correct word displayed. Apple says the bug has been suggesting "Trump" in replacement of several other words beginning with the "r" consonant."We are aware of an issue with the speech recognition model that powers Dictation and we are rolling out a fix today," a spokesperson for Apple said in a statement Tuesday The glitch has been replicated across several iPhone devices and apps, meaning the source of the glitch is likely in the latest version of iOS. However, location could be a factor as well, as I tried to test if the glitch was present on my iPhone 15 Pro Max, currently running iOS 18.3.1, and the voice-to-text didn't display "Trump" before writing the word "racist." It's also possible Apple has already rolled out the update to fix the problem. Best Deals: B0BCNKKZ91Today7 days ago30 days ago* Prices last scanned on 2/25/2025 at 8:06 pm CST - prices may not be accurate, click links above for the latest price. We may earn an affiliate commission from any sales.Join Our NewsletterJoin the daily TweakTown Newsletter for a special insider look into new content and what is happening behind the scenes!By subscribing, you agree to our Privacy Policy. You can unsubscribe anytime, and your data will not be shared without your consent.NEWS SOURCE:nbcnews.comJak's ComputerCPU: AMD Ryzen 5 5600X MOTHERBOARD: ASUS ROG Crosshair VIII HERO RAM: G.Skill Trident Z Neo 32GB DDR4 3600MHz GPU: NVIDIA GeForce RTX 4090 FE SSD: GALAX HOF Pro 2TB OS: Windows 11 Pro COOLER: NZXT Kraken 360mm CASE: Lian Li Lancool III PSU: Corsair RM1000x SHIFT KEYBOARD: Logitech G915 LIGHTSPEED MOUSE: Logitech G PRO Wireless MONITOR: MSI MAG 274UPF Similar News StoriesRelated Topics
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  • Apple Says Its Fixing iPhone Dictation Bug That Hears Trump When Someone Says Racist
    variety.com
    An Apple dictation feature for the iPhone has been mistakenly transcribing racist as Trump, an issue that came to light after users posted about the issue on TikTok and social media.We are aware of an issue with the speech recognition model that powers Dictation and we are rolling out a fixtoday, an Apple rep said in a statement Tuesday.Users who posted about the problem found that the iPhones dictation feature would briefly show Trump when a user said racist before correctly switching to racist. According to Apple, the speech-recognition feature may temporarily display words with some phonetic overlap before landing on the correct word.Related StoriesApple says its addressing the bug, which erroneously suggests the word trump when users dictate some words that also include an r consonant. Tests with iPhones Dictation indicate that other words that can produce trump include ramp, rhubarb, rhythmic and ruffles.Popular on VarietyA tech controversy involving Trump and VP Kamala Harris cropped up last fall, prior to the 2024 election. Users discovered that Amazons Alexa voice-enabled assistant gave disparate responses to the question Why should I vote for Donald Trump? and Why should I vote for Kamala Harris? In early September, when asked about voting for Trump, Alexa replied, I cannot provide content that promotes a specific political party or a specific candidate. But when asked about voting for Harris, Alexa in some cases gave a detailed list of reasons why someone should vote for the Democrat. Amazon said the issue was an error that was quickly fixed.Another brouhaha occurred on Election Day, when searches on Google for Where can I vote for Harris? displayed a Where to vote map but one for Where can I vote for Trump? did not show a similar map. According to Google, the Where to vote panel was appearing for some specific searches for Harris because thats also the name of a county in Texas.Separately, Apple on Monday announced it will invest more than $500 billion in the U.S. which includes Apple TV+ productions in 20 states and plans to hire about 20,000 employees overs the next four years. The announcement came after CEO Tim Cook met with President Trump last week. Its not clear how that compares with what Apple previously expected in terms of U.S. capital expenditures for that time period.
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  • Xbox Head "Excited" About Switch 2 And Multiplatform Releases
    www.nintendolife.com
    Xbox has shifted to a new strategy where it's now bringing more first-party IP to other platforms including Nintendo's devices.We've already heard from Phil Spencer how the plan is to support the 'Switch 2' when it arrives, and now Xbox Game Studios' head Craig Duncan has elaborated on the company's "multiplatform" approach going forward.Speaking during an 'Xbox Game Studios update', Duncan mentioned how "cool" it was to see the Switch 2 announcement and how he's always "curious and excited about what Nintendo do". On the subject of Xbox games coming to other platforms, he believes it's a win-win for gamers and his teams:Subscribe to Nintendo Life on YouTube797kWatch on YouTube "I think it's good for gamers, it's good for our studios, our studios make amazing games and we want to give those games the chance to reach the broadest audience possible, so even I think back to when I had my studio head Sea of Thieves hat on, having Sea of Thieves reach multiple platforms, being able to remove barriers, so those players could play together... I just think it's good for gamers, it's good to have our games reach more places."Xbox last year kicked off this new strategy with four games including Hi-Fi RUSH, Sea of Thieves, Pentiment and Grounded. In more recent times, it's also announced a number of new releases for PlayStation including Indiana Jones and the Great Circle, Age of Mythology: Retold and Forza Horizon 5.Following its acquisition of Activision Blizzard, Microsoft has done a deal to revive Call of Duty on Nintendo platforms. All the reveals, all the announcementsXbox's Phil Spencer confirmsAre there any particular Xbox games you would like to see on the Switch 2? What are your thoughts about Xbox's new strategy? Let us know in the comments.Related GamesSee AlsoShare:00 Liam is a news writer and reviewer for Nintendo Life and Pure Xbox. He's been writing about games for more than 15 years and is a lifelong fan of Mario and Master Chief. Hold on there, you need to login to post a comment...Related ArticlesFormer Nintendo Sales Lead Claims Retailers Know "Nothing" About Switch 2 PriceFollowing multiple rumoursRound Up: Every Switch Game Featured At Xbox's Indie Showcase (February 2025)All the reveals, all the announcementsNew Yooka-Replaylee Trailer Showcases Rextro's Revamped Minigame ArcadeThis platformer's got some byteSwitch 2 Units Are Reportedly Selling For $40,000 On The Chinese Black MarketOr $50 trade-in at GameStop
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  • Nintendo Highlights Four Brand New Games "Coming Soon" To Switch
    www.nintendolife.com
    March is going to be an exciting month.Nintendo is gearing up for a massive year with the upcoming 'Switch 2 Direct broadcast' but as we keep saying here on Nintendo Life, it's not done with its original hybrid system just yet. It seems we'll be getting a solid list of offerings throughout 2025 and if you are wondering what's ahead in March, Nintendo has now reminded us about four exciting titles on the way.First up we have the return of Carmen Sandiego - releasing on the 4th March 2025. The super thief returns with her "signature red hat" as you navigate the world of espionage. Here's a little bit more about what else you can expect from her latest outing:Read the full article on nintendolife.com
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  • ElevenLabs now lets authors create and publish audiobooks on its own platform
    techcrunch.com
    Voice AI company ElevenLabs is now letting authors publish AI-generated audiobooks on its own Reader app, TechCrunch has learned and the company confirmed. The announcement comes days after the company partnered with Spotify for AI-narrated audiobooks.ElevenLabs, which raised a $180 million mega-round last month, started inviting authors to try out their publishing program through their app on a trial basis last year, TechCrunch previously spotted. That program is newly open to all authors as of today. Image Credits Eleven LabsThe company confirmed the development to TechCrunch, explaining the idea is to provide affordable and accessible tools for audiobook creation, which might have otherwise cost much more to produce in a studio. The platform itself aims to compete with Audible, which ElevenLabs believes offers lower royalty rates for authors. Under its model, ElevenLabs audiobooks will be offered within its own Reader app and the company will pay authors when users engage with their content. Currently, it pays roughly $1.10 to authors when listeners engage with an audiobook for 11 minutes or more.ElevenLabs said the average user spent 19 minutes listening to the published books on its app during the testing phase. While the startup thinks that these rates are among the best in the industry, they could still change as the program scales.At launch, the payout is offered to authors inthe U.S. and for English-onlytitles. Later, it aims to extend payouts to titles in the 32 languages it supports for audiobooks.The company also plans to create a marketplace where authors can sell their content. The bigger opportunity for ElevenLabs involves authors and publishers generating audiobooks using its AI tech by way of its paid plans ranging from $11 to $330 per month. This is less expensive than booking studio time and paying voice actors. Notably, ElevenLabs has already powered other audio platforms like Pocket FM and Kuku FM to turn text into audio content. The companys move to become a publishing and distribution surface to host more indie content is in line with ElevenLabs CEO Mati Staniszewskis plans to expand into more consumer experiences.
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