1. a reproducible workflow. https://www.youtube.com/watch?v=s3JldKoA0zw This two minute video will change your mind on reproducible research
2. Parallel sequencing lives, or what makes large sequencing projects successful https://academic.oup.com/gigascience/article/6/11/gix100/4557140?login=false
3. Common-sense approaches to sharing tabular data alongside publication https://www.sciencedirect.com/science/article/pii/S2666389921002300
4. A Reproducible Data Analysis Workflow with R Markdown, Git, Make, and Docker https://psyarxiv.com/8xzqy/
5. Practical Computational Reproducibility in the Life Sciences https://www.cell.com/cell-systems/fulltext/S2405-4712(18)30140-6
6. A video by Dr.Keith A. Baggerly from MD Anderson [The Importance of Reproducible Research in High-Throughput Biology](https://www.youtube.com/watch?v=7gYIs7uYbMo) highly recommended.
7. Ten Simple Rules for Reproducible Computational Research http://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1003285)
8. Good Enough Practices in Scientific Computing http://arxiv.org/abs/1609.00037
9. Best Practices for Scientific Computing https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.1001745
10. A Quick Guide to Organizing Computational Biology Projects http://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.100042 A must read for computational biologists!
11. Reproducibility of computational workflows is automated using continuous analysis https://www.nature.com/articles/nbt.3780
12. Five selfish reasons to work reproducibly https://genomebiology.biomedcentral.com/articles/10.1186/s13059-015-0850-7
<<<<<Investment is one of the best ways to achieve financial freedom. For a beginner there are so many challenges you face. It’s hard to know how to get started. Trading the Crypto market has really been a life changer for me. I almost gave up on crypto currency at some point not until I got a proficient trader Bernie Doran, he gave me all the information required to succeed in trading. I made more profit than I could ever imagine. I’m not here to converse much but to share my testimony, I invested $2000.00 and got back $21,500.00 within 5 days of investment. His strategies and signals are the best and I have gained more knowledge.
ReplyDeleteIf you are new to cryptocurrency. You can reach to him on Telegram: @BERNIE_FX
Or through Email : Bernie.doranfx01@gmail.com
My words of advice to everyone out there, please have a proper insight before investing in these online cryptocurrency trading platforms and binary options. My co worker introduced me to one such platform where he had invested $300,000 which would generate $500,000 in 2 weeks. After much convincing from my work partner, I saw it as a lucrative opportunity and so I jumped on it and invested my $215,500 to earn $430,000 within the same period. I started noticing red flags when they asked my colleague to pay for such charges to facilitate the withdrawal process which was never successful. The same happened to me when my 2 weeks was due, By the time we realized it was a scam, they had already robbed us a total of $850,000. We opted to hire an investigator and a top hacking syndicate who took our case, and in three days, they had tracked the scammers and refunded our money. Contact them on spyhost@cyberdude .com
ReplyDeleteBe careful of crypto platforms promising huge returns. They are luring people into fake programs. There is no shame in speaking out, most of us have been there too. We just have to be more careful. I was scammed of 180,450 USD in April. I realized it was all scam after i made the forth payment. A person from Bitcoin Abuse Forum recommended SPYHOST CYBER SERVICE and they were very helpful especially in recovering my lost funds, you can contact them via email on Spyhost@cyberdude.com. They can help you track and recover your lost funds as they are highly experienced and legitimate.
ReplyDeleteIt was a quiet Tuesday morning. I logged into my Bitcoin wallet like I had a hundred times before, expecting to check balances and plan trades. But instead of numbers, I saw a void — a zero balance staring back at me like a cruel joke.
ReplyDeleteI blinked. Refreshed. Checked again. Still empty. Over $3,000,000…gone. Just like that. The air seemed to thicken around me. My heart raced. For a moment, I thought it was a glitch. But the harsh truth set in quickly: I had been hacked.
The realization was crushing. This wasn’t just money. It was years of savings, strategic investments, and early adoption that I had poured my soul into. And now it had vanished in the blink of an eye, swept away like dust in the wind.
I contacted my wallet provider. No help. Filed reports. Got silence. Every road led to a dead end. The blockchain — as transparent as it is — offers little mercy when it comes to reversing a malicious transaction.
Days passed in a haze. Sleep eluded me. The thought that I had lost everything was like a weight I couldn’t shake.
But just when despair threatened to become permanent, I stumbled on an article — a digital forensics firm had helped a tech entrepreneur recover his stolen crypto. At first, I was skeptical. There are too many scams promising hope only to exploit vulnerability. But something about the way they operated, their transparency and technical insights, gave me pause.
They were called SPYHOST — a digital assets recovery group that specialized in crypto theft investigation and blockchain tracing. I sent a cautious email to: Spyhost@cyberdude.com.
Within hours, I got a response. What followed was nothing short of extraordinary.
They assigned a recovery specialist to my case. The team dissected the movement of my stolen BTC across the blockchain, mapping the laundering patterns through mixers, identifying exchange addresses, and even liaising with enforcement and security contacts when necessary.
It felt like watching digital detectives at work — forensic, methodical, relentless.
And then, ten days later, came the email that brought me to tears:
“We’ve traced the stolen funds to cold wallets linked to a known laundering syndicate. Action has been taken. Check your wallet.”
I logged in, my hands trembling. The familiar figure was back. My $3 million was restored.
To this day, I still can’t quite put into words the mix of disbelief, gratitude, and awe I felt. I had prepared to move on with my life with nothing. Instead, I got everything back.
So if you're reading this and facing a similar nightmare, know this: there is hope. Blockchain may be unforgiving, but the right expertise can turn the tide.
Reach out to the team that helped me. You can contact them via email: Spyhost@cyberdude.com. They didn’t just recover my assets — they helped me reclaim my peace of mind.