Tang Ji was a calm old man as early as 30 years old.

He looked at the data given to Yang Rui by the computer system, and listened to Xu Zhengping's inquiry in his ears. He was as calm as a mackerel lying on ice - only his eyes were clear and transparent to prove his freshness.

Xu Zhengping was not so calm. Even if Tang Ji didn't say anything, he also commented in a low voice: "The data is very perfect. If it is drawn into a curve, there are basically no abnormal points."

He doesn't have to draw curves on the spot, just look at the data and simulate the corresponding curves in his mind. Most of this comes from experience.

Tang Ji nodded slightly and said, "The abnormal points are very few, and they are even, and they can be almost ignored."

As the name suggests, an exception point is a point that is abnormal than an abnormal one. It is usually expressed through curves.

For example, "Xiao Ming eats one chestnut in an hour", draw it into a curve. If the horizontal coordinate is unit time and the vertical coordinate is the total number of chestnuts eaten, the drawn line will be a standard forty-five-degree gray upward line. Gray is the color of the pencil.

However, if Xiao Ming ate two chestnuts at a certain hour, the point describing this hour will not appear on the line composed of other points, and it will be higher than the standard forty-five-degree gray upward line.

This line is the exception point.

In scientific research, it is normal to have abnormal points, and it is often a breakthrough in research.

For example, the curve of "Xiao Ming eats one chestnut per hour" is normal most of the time, and the abnormal point may represent an abnormal situation. For example, Han Meimei went to Xiao Ming to play at noon that day and ate a chestnut by the way - finding this result is enough for ordinary sociologists to publish papers in domestic journals.

If Han Meimei went to play with Xiao Ming at noon that day, Xiao Ming did not give Han Meimei's chestnuts, but instead used two chestnuts to exchange for a condom - this result would be enough for ordinary economists to publish a paper in SCI.

Of course, most of the abnormal points are difficult to explain. Maybe it is an instrument failure, maybe it is a sampling failure, maybe it is a sample deterioration, or maybe it is someone sitting on the instrument that is shaking desperately./p>

In short, the abnormality is something that makes researchers hate and love.

And the perfect curve is a surprising and unpredictable thing.

Because there are exception points, it is normal, and there are no exception points, it is abnormal.

The more complicated the situation is, the more this is.

After all, experiments cannot perfectly simulate reality.

"What's going on now? Has the experiment been done?" Zhao Lei held up the microphone and started an interview.

"The experiment has been completed, and the data still needs to be analyzed." Yang Rui's expression also changed a little.

Such data is quite new to him. The plasma surface resonance used by Yang Rui during his postgraduate study is already the same as PCR, which is a valuable mass technology.

The reason why it becomes Volkswagen technology is that biotechnology companies have simplified it multiple times. Like cars, biotechnology companies wrap complex cores in numerous shells, so that ordinary biotechnologists only need to input materials at one end and obtain results at the other end.

It is the first time for Yang Rui to use the original components to splice and conduct plasma surface resonance experiments.

Therefore, Yang Rui didn't know whether this primary data was correct or wrong.

There was no frustration or excitement in the scene that made Zhao Lei confused. She turned the microphone to Xu Zhengping and Tang Ji, and asked, "What are your evaluations of the experiment?"

"We cannot evaluate the experiment because we have not seen the experiment. What we are seeing now are the experimental results." Tang concentrated on correcting Zhao Lei.

"What is your evaluation of the experimental results?" Zhao Lei smiled and changed his words and faced Xu Zhengping.

Xu Zhengping would not lie in the interview. He thought for a while and said, "It's the data that looks beautiful."

"Very beautiful data?" Zhao Lei thought for a moment and asked, "Do you think the data is correct?"

"I haven't done this experiment, so I can't say whether the data is correct or not." Xu Zhengping shook his head and couldn't help but add another sentence: "But it looks perfect."

"It's not necessarily correct, but it looks perfect. Is this what it means?" Zhao Lei repeated Xu Zhengping's words, and the meaning seemed to be much clearer.

Xu Zheng coughed in a pretentious manner and said, "I can't say it well, either."

Zhao Lei felt that she had found the news point and asked quickly: "What do you think there may be problems with the data?"

Xu Zhengping glanced at Yang Rui inadvertently and found that he didn't seem to care about his conversation with the reporter. For a moment, Xu Zhengping suddenly had the urge to speak. Fortunately, he suppressed it and said in a gentle tone: "The data itself is not good or bad. You can't say that 1 is slim longer than 0. 1 is better than 0. The key is whether the data can show the results desired by the experiment."

This circle is quite wide, and Zhao Lei was a little dizzy. She thought for a while and said, "You don't seem to be willing to talk about the quality of the data, but now the experiment has just been completed, isn't it the happiest time? You don't seem to be happy?"

"There are also data processing steps, which is also a relatively troublesome part." Tang Ji snatched the words.

Zhao Lei was not interested in this old man who was a mature man. He turned the microphone and stuffed it to Yang Rui's mouth and asked, "Student Yang, how are you going to deal with this data."

"I might hire a professional data team." Yang Rui's answer was beyond the expectations of several people.

Zhao Lei widened her eyes and asked, "Don't you deal with it yourself?"

"It's a waste of time to process so much data myself. I'm a biological person, not a digital person." Yang Rui shook his head and said: "For a professional data processing team, it doesn't take long to process such data. If we do it ourselves, it's a waste of time."

In fact, Yang Rui will not process data of this level. Not to mention a few pages, it will cost life.

When Yang Rui was a graduate student, such things were either processed with existing software on the computer, or packaged and handed over to a data company for trouble.

Of course, the asking price of data companies will be higher, but professional computer software is not cheap either. This is also the difference between high-level laboratories and low-level laboratories.

Find everything in advanced laboratories, and you have to complete everything in low-level laboratories by yourself.

Zhao Lei looked at Tang Ji and Xu Zhengping as if inquiry, and asked, "Is this OK?"

Xu Zhengping didn't say anything, Tang hesitated for a moment and said, "In foreign research teams, there are often members or teams who specialize in processing data, and there are fewer such cooperation in our country."

"In other words, the method Yang Rui took is also quite special?"

"It doesn't matter whether it's special or not. The way to get results is a good way." Yang Rui finished speaking, "Reporter Zhao, how about our interview today? We have to be busy again."

"You are busy with yours, so I try not to disturb you." Zhao Lei felt that there was news, so she retreated to the back and was unwilling to leave.

President Liu laughed and said, "Xiao Yang, you are busy with your business, don't worry about us. Beijing TV is very good. You have to apply for a national-level fund in the future. Being famous is better than not being famous, right?"

This is the so-called influence. The influence of Chinese media was the most prosperous in the 1980s and 1990s, especially the strength of the official media, which is completely worthy of the title of the uncrowned king.

At this time, a reporter with a media certificate walks across China, and his work permit can be used as a meal ticket. In the future, a reporter in the organization will even appear, and a story of a fraud and fraud with dozens of fake reporters outside the organization will be seen.

TV stations are the most influential journalists in society. Even if it is just Beijing, because of its special area, Peking University cannot ignore it. Although they cannot decide the ownership of national funds, trouble will always be effective.

Yang Rui could not insist on driving the other party away, so he nodded and went back silently to sort out the information.

Half an hour later, Yang Rui began to make cross-border calls one by one.

The advantage of attending an international conference is that it can obtain communication methods from many domestic and foreign colleagues, contact each other again, help a little, or talk about cooperation, at least solve the initial trust problem.

Yang Rui didn't know how far the foreign biological industry developed, but with the virtue of capitalism, as long as you give money, you won't be able to find someone to work.

Tang watched it in a concentrated manner and felt a lot of pain.

International telephone costs are expensive and never affordable for normal people. The cross-border telephones in the 1980s were even more terrible, and they were often more than ten yuan or dozens of yuan per minute. Although Yang Rui had enough funds, he was unable to adapt to such squandering.

Finally, no one interrupted Yang Rui.

Zhao Lei was listening to the scene. She was a person who returned from studying in the United States. She heard Yang Rui use inexplicably but very casual English to contact people of all kinds, and she felt inexplicably intimate.

After another half an hour, Tang Ji finally couldn't stand it anymore, so he left the laboratory and made two secret calls.
Chapter completed!