「One month later.」
G?ttingen, Lower Saxony, Germany.
The Max Planck Institute for Solar System Research.
This was a place that anyone in Europe involved in solar physics had to take seriously.
The MDI magnetograph on the European Space Agency’s SOHO satellite, the PHI polarimeter on NASA’s Solar Orbiter—for the past twenty years, nearly every milestone in solar observation payloads was, in one way or another, connected to an office in this building.
And in one particular office within this building...
Professor Heinrich Richter.
Seventy years old this year.
Director of the Max Planck Institute.
The current president of Division X (Solar and Heliospheric Physics) of the International Astronomical Union (IAU).
A German National Academy of Sciences Leopoldina Member.
Winner of the American Astronomical Society’s 1998 Haier Prize, an award whose weight in the field of solar physics is roughly equivalent to a "lifetime achievement" award in other fields.
He had also authored a review article in the *Annual Review of Astronomy and Astrophysics* on the statistical laws of extreme solar particle events.
It had been sixteen years since that review was published.
To this day, it still held a firm spot in the top three most-cited papers in the field.
8:20 AM.
On Richter’s desk lay a freshly printed manuscript.
It was a manuscript pending review, forwarded to him last week by the editorial department of *Nature*.
From Huaxia. The Zijin Mountain Observatory. The Wukong Satellite collaboration.
"Direct Detection of a Break in the Cosmic-Ray Electron and Positron Spectrum at Tera-Electron-Volt Energies."
A directly detected break in the TeV electron spectrum.
Although Richter’s specialty was solar physics, he had been reading up on the cosmic-ray electron spectrum his entire life.
That TeV range was the "Holy Grail" that the high-energy astrophysics community had been chasing for over a decade.
Everyone knew there was likely something there.
But no group had been able to make the two-word claim: "direct detection."
And now... someone had.
Richter put on his reading glasses.
He had a habit of reading papers backward, starting from the methodology section at the end.
Because the beginning was always full of flashy results; if the methodology was flawed, it was all just for show.
So he first examined the full range from 25 GeV to 4.6 TeV.
The condition number evolution of the deconvolution operator at each step, the boundary settings for the anchor region, the merging method for every anomalous event, the comparison of Geant4’s hadronic models, the consistency check for P-side and N-side readouts, the absolute energy scale correction...
The more Richter read, the brighter his eyes grew. He couldn’t find a single flaw.
Every single place where he thought, ’There should be a problem here,’ the authors had not only anticipated it but had also run control experiments, which they included in the supplementary materials.
Boosted decision trees, principal component analysis, ζ-variables—three independent methods for electron/proton discrimination, and the results were all completely consistent within statistical error.
The heatmap for proton separation in Figure 1 was as clean as a textbook illustration.
Richter put down his pen and muttered to himself.
"The Huaxia people are truly rigorous."
He then flipped to the middle of the methodology, to the section on deconvolution.
When the authors wrote about the authenticity discrimination outside the anchor region, they cited a criterion.
Richter recognized it.
In the field, it was currently called the Li Criterion.
Anyone working on spectral deconvolution recently who hadn’t heard the two words "Li Criterion" was probably already retired.
Moreover, Richter had long ago come to a conclusion in his heart: in the future, anyone doing deconvolution would likely be unable to avoid this yardstick.
He was about to read on when he suddenly noticed a footnote, footnote 1, under this criterion.
He instinctively flipped to the footnote section of the page and glanced at the name.
Li Dong.
The very originator of the Li Criterion, a rising star in the world of mathematics.
The content of the footnote was not long.
[Author’s Note: The discrimination criterion cited in this section has been dubbed the "Li Criterion" in recent literature.]
[The author wishes to state that this naming is a misattribution. The method is, in its mathematical structure, a natural extension of the regularization framework established by Mr. A. N. Gikhmanov in 1963 (Gikhmanov, "Solution of Ill-Posed Problems and the Regularization Method," *Soviet Mathematics Reports*, Vol. 4, pp. 1035–1038, 1963). The author himself did not introduce any new insights at its fundamental level that go beyond the spirit of Mr. Gikhmanov’s original work.]
[The author solemnly recommends that this criterion henceforth be named after its true origin: the "Gikhmanov Criterion."]
Richter stared at the footnote for a full minute.
The Li Criterion.
Recently, was there any lab in Europe or the United States working on inverse problems that didn’t mention those two words during a meeting?
Those two words were practically synonymous with "youthful fame."
To have earned those two words meant that, at a young age, you had already embedded your surname into the textbooks of this field for the next fifty years.
How many people would fight tooth and nail for something like that?
How many people, just to attach an inch or two of credit to their own names, would insist on tacking on a "-Smith" to a minor correction in a paper that wasn’t even theirs?
He had seen far too much of it in his lifetime.
What he despised most were these kinds of people who fished for fame and reputation.
But Li Dong...
A young man who hadn’t even finished his doctorate, yet was already being watched by the entire international mathematics community.
Everyone was already getting used to calling it the Li Criterion.
And now, he himself was taking down this golden signboard.
And not in private, but publicly, in a paper that was about to shake the world, gently detaching the two words "Li Criterion" from his own surname.
And returning them to that Soviet scientist from sixty years ago.
An idea suddenly popped into Richter’s mind—
’I want to fly to Huaxia right now.’
’I want to see what this young man is like.’
’I want to have a cup of coffee with him, to become friends despite our age gap.’
His favorable impression of this paper, this group, and of Huaxia instantly rose a notch in his heart.
He flipped back to the main text and finished reading the last few pages.
The further he read, the more satisfied he felt.
Figures, tables, data, explanations.
Every connection was seamless.
He couldn’t even find a single point to question or send back for revision.
In the final column of the review form, he wrote a single line.
[Recommend for acceptance, no revisions.]
After writing it, he even let out a small laugh.
Just then, there were two knocks on his office door, and then it was pushed open.
The person who came in was his postdoctoral fellow.
Reinhard Meier.
Thirty-one years old, with a Ph.D. from Humboldt University of Berlin, he had just joined the Max Planck Institute for Solar System Research last year.
Meier was holding a piece of thermal paper, a sense of urgency on his face.
"Professor, about those few small precursor peaks from GOES-18 last time—you asked me to cross-validate with another dataset to see if it was an instrument issue."
"The results from ERNE on SOHO are in, too."
Richter’s hand, holding his coffee cup, paused.
SOHO is a solar satellite from a joint European Space Agency and NASA mission, permanently stationed at the L1 Lagrange point between the Sun and Earth.
ERNE is its high-energy particle detector, and it’s in a completely separate orbit from GOES-18.
"Put it down."
Meier placed the paper on the desk, took half a step back, but didn’t leave.
Richter pulled the ERNE plot in front of him.
He scanned the axes and the background counts, confirmed the channel gain hadn’t expired, and only then did he look at the curve.
ERNE’s high-energy proton channel also showed a few small peaks in the same time window.
Their positions were identical to the ones from GOES.
Richter glanced at the somewhat excited Meier, then began drawing red circles on both plots. With each circle, he mentally ran through a checklist of possibilities.
’Instrument drift? The last calibrations for the two instruments were two weeks apart; their drift directions wouldn’t simultaneously skew the same way... Ruled out.’
’Cosmic ray background? I checked the neutron monitor records for the same period. They’re flat. Ruled out.’
’Solar activity itself, channel crosstalk...’
’All ruled out.’
Finally, he put down his red pen. On the two plots, the red circles connected to form a clear upward trend.
"It’s the same old story."
Meier had expected his professor to discuss it with him, but Richter just took a sip of his black coffee.
"Professor?"
Meier asked cautiously.
Richter waved his hand dismissively.
"Reinhard, you’re thirty-one. I’ve been in this field longer than you’ve been alive."
"I’ve seen small peaks like these no fewer than fifty times, and every single time, it’s the same script."
"Young Ph.D.s take data they can’t yet explain, pair it with a flashy theoretical framework, give it a fancy name, and throw it on arXiv. Then the media hypes it up for a while."
"Six months later, when data with a longer baseline comes out, these small peaks either get swallowed by the new background noise or turn out to be nothing more than normal bumps in cosmic ray statistical fluctuations."
Richter looked at his student seriously and said.
"I hope you won’t be like them."
A conflicted look appeared on Meier’s face.
"...Professor, but the energy band matches this time."
"Matches what?"
"It matches the shape predicted by the precursor hypothesis."
Richter looked up at him, a hint of resignation in his voice.
"Which precursor hypothesis are you talking about?"
"Mekaridi’s 2015 paper."
"That paper reported on the isotopic signal left by the ancient event in 774–775 AD," Richter said. "What it tells you is the energy magnitude of the event itself—roughly one to two orders of magnitude higher than the 1859 Carrington Event. It doesn’t tell you what the precursor energy band looks like."
"The precursor energy band was an extrapolation hypothesis proposed by Kleiver and Dietrich in 2013."
"The parent distribution for that hypothesis was based on only two real samples: the one in 774–775 AD and the one in 993–994 AD."
"Two samples, extrapolated to the TeV energy band... the error bars would be large enough to cover the entire Milky Way."
Meier lowered his head.
Richter’s voice wasn’t loud, but his words dismantled the burst of enthusiasm Meier had brought in with him.
Richter picked up his fountain pen and wrote a short line in the bottom-right corner of the ERNE plot—
[To be filed, not for publication.]
After writing, he looked up at Meier.
"Meier."
"When you look at these small peaks, what you see is a flashy paper."
"What I see are all those precursor-identification papers from the past few years on arXiv that you can’t even avoid if you tried."
"Every single one of them takes data of this quality to push for some high-profile prediction window."
"Every single one leaves a headline-worthy keyword for the media."
"This kind of thing..."
Richter paused.
"A true scholar doesn’t do it."
Finally, Richter looked at the somewhat dejected Meier and said.
"If, after six months, these small peaks actually hold up, then we will write a rigorous Letter."
Meier looked up, the light that had vanished from his eyes now rekindled.
Richter glanced at the manuscript on the right side of his desk and said.
"Meier, you should learn from Li Dong."
Meier froze for a moment, not immediately registering who this "Li Dong" his professor was talking about was.
Richter paid him no mind, simply muttering to himself.
"I have never seen someone so pure."
"A person like that... if you asked him to chase the hype and write a paper on precursor identification..."
"He absolutely wouldn’t do it."
「Meanwhile.」
Jinling, Huaxia. A certain apartment.
The "pure" Li Dong was staring at a new posterior distribution on his computer screen.
[Main Peak Arrival Window: T?+ 17.1 months (± 1.3 months)]
[Magnitude: Carrington Level]
[Posterior Confidence: 88.4%]
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My Study Chat Group Is Full of Real Big Shots — Chapters
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Chapter 1
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Chapter 2
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Chapter 3
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Chapter 4
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Chapter 5
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Chapter 6
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Chapter 7
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Chapter 8
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Chapter 9
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Chapter 10
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Chapter 11
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Chapter 12
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Chapter 13
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Chapter 14
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Chapter 15
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Chapter 16
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Chapter 17
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Chapter 18
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Chapter 19
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Chapter 20
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Chapter 21
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Chapter 22
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Chapter 23
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Chapter 24
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Chapter 25
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Chapter 26
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Chapter 27
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Chapter 28
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Chapter 29
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Chapter 30
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Chapter 31
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Chapter 32
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Chapter 33
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Chapter 34
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Chapter 35
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Chapter 36
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Chapter 37
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Chapter 38
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Chapter 39
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Chapter 40
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Chapter 41
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Chapter 42
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Chapter 43
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Chapter 44
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Chapter 45
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Chapter 46
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Chapter 47
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Chapter 48
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Chapter 49
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Chapter 50
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Chapter 51
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Chapter 52
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Chapter 53
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Chapter 54
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Chapter 55
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Chapter 56
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Chapter 57
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Chapter 58
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Chapter 59
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Chapter 60
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Chapter 61
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Chapter 62
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Chapter 63
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Chapter 64
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Chapter 65
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Chapter 66
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Chapter 67
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Chapter 68
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Chapter 69
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Chapter 70
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Chapter 71
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Chapter 72
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Chapter 73
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Chapter 74
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Chapter 75
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Chapter 76
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Chapter 77
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Chapter 78
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Chapter 79
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Chapter 80
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Chapter 81
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Chapter 82
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Chapter 83
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Chapter 84
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Chapter 85
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Chapter 86
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Chapter 87
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Chapter 88
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Chapter 89
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Chapter 90
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Chapter 91
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Chapter 92
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Chapter 93
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Chapter 94
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Chapter 95
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Chapter 96
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Chapter 97
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Chapter 98
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Chapter 99
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Chapter 100
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Chapter 101
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Chapter 102
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Chapter 103
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Chapter 104
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Chapter 105
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Chapter 106
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Chapter 107
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Chapter 108
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Chapter 109
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Chapter 110
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Chapter 111
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Chapter 112
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Chapter 113
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Chapter 114
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Chapter 115
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Chapter 116
117
Chapter 117
118
Chapter 118
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Chapter 119
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Chapter 120
121
Chapter 121
122
Chapter 122
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Chapter 123
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Chapter 124
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Chapter 125
126
Chapter 126
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Chapter 127
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Chapter 128
129
Chapter 129
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Chapter 130
131
Chapter 131
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Chapter 132
133
Chapter 133
134
Chapter 134
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Chapter 135
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Chapter 136
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Chapter 137
138
Chapter 138
139
Chapter 139
140
Chapter 140
141
Chapter 141
142
Chapter 142
143
Chapter 143
144
Chapter 144
145
Chapter 145
146
Chapter 146
147
Chapter 147
148
Chapter 148
149
Chapter 149
150
Chapter 150
151
Chapter 151
152
Chapter 152
153
Chapter 153
154
Chapter 154
155
Chapter 155
156
Chapter 156
157
Chapter 157
158
Chapter 158
159
Chapter 159
160
Chapter 160
161
Chapter 161
162
Chapter 162
163
Chapter 163
164
Chapter 164
165
Chapter 165
166
Chapter 166
167
Chapter 167
168
Chapter 168
169
Chapter 169
170
Chapter 170
171
Chapter 171
172
Chapter 172
173
Chapter 173
174
Chapter 174
175
Chapter 175
176
Chapter 176
177
Chapter 177
178
Chapter 178
179
Chapter 179
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Chapter 180
181
Chapter 181
182
Chapter 182
183
Chapter 183
184
Chapter 184
185
Chapter 185
186
Chapter 186
187
Chapter 187
188
Chapter 188
189
Chapter 189
190
Chapter 190
191
Chapter 191
192
Chapter 192
193
Chapter 193
194
Chapter 194
195
Chapter 195
196
Chapter 196
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Chapter 197
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Chapter 198
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Chapter 199
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Chapter 200
201
Chapter 201
202
Chapter 202
203
Chapter 203
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Chapter 204
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Chapter 205
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Chapter 206
207
Chapter 207
208
Chapter 208
209
Chapter 209
210
Chapter 210
211
Chapter 211
212
Chapter 212
213
Chapter 213
214
Chapter 214
215
Chapter 215
216
Chapter 216
220
Chapter 220
222
Chapter 222
223
Chapter 223
224
Chapter 224
225
Chapter 225
226
Chapter 226
227
Chapter 227
228
Chapter 228
229
Chapter 229
230
Chapter 230
231
Chapter 231
232
Chapter 232
233
Chapter 233
234
Chapter 234
235
Chapter 235
236
Chapter 236
237
Chapter 237
238
Chapter 238
239
Chapter 239
240
Chapter 240
241
Chapter 241
242
Chapter 242
243
Chapter 243
244
Chapter 244
245
Chapter 245
246
Chapter 246
247
Chapter 247
248
Chapter 248
249
Chapter 249
250
Chapter 250
251
Chapter 251
252
Chapter 252
253
Chapter 253
254
Chapter 254
255
Chapter 255
256
Chapter 256
257
Chapter 257
258
Chapter 258
259
Chapter 259
260
Chapter 260
261
Chapter 261
262
Chapter 262
263
Chapter 263
264
Chapter 264
265
Chapter 265
266
Chapter 266
267
Chapter 267
268
Chapter 268
269
Chapter 269
270
Chapter 270
271
Chapter 271
272
Chapter 272
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Chapter 273
274
Chapter 274
275
Chapter 275
276
Chapter 276
277
Chapter 277
278
Chapter 278
279
Chapter 279
280
Chapter 280
281
Chapter 281
282
Chapter 282
283
Chapter 283
284
Chapter 284
285
Chapter 285
286
Chapter 286
287
Chapter 287
288
Chapter 288
289
Chapter 289
290
Chapter 290
291
Chapter 291
292
Chapter 292
293
Chapter 293
294
Chapter 294
295
Chapter 295
296
Chapter 296
297
Chapter 297
298
Chapter 298
299
Chapter 299
300
Chapter 300
301
Chapter 301
302
Chapter 302
303
Chapter 303
304
Chapter 304
305
Chapter 305
306
Chapter 306
307
Chapter 307
308
Chapter 308
309
Chapter 309
310
Chapter 310
311
Chapter 311
312
Chapter 312
313
Chapter 313
314
Chapter 314
315
Chapter 315
316
Chapter 316
317
Chapter 317
318
Chapter 318
319
Chapter 319
320
Chapter 320
321
Chapter 321
322
Chapter 322
323
Chapter 323
324
Chapter 324
325
Chapter 325
326
Chapter 326
327
Chapter 327
328
Chapter 328
329
Chapter 329
330
Chapter 330
331
Chapter 331
332
Chapter 332
333
Chapter 333
334
Chapter 334
335
Chapter 335
336
Chapter 336
337
Chapter 337
338
Chapter 338
339
Chapter 339
340
Chapter 340
341
Chapter 341
342
Chapter 342
343
Chapter 343
344
Chapter 344
345
Chapter 345
346
Chapter 346
347
Chapter 347
348
Chapter 348
349
Chapter 349
350
Chapter 350
351
Chapter 351
352
Chapter 352
353
Chapter 353
354
Chapter 354
355
Chapter 355
356
Chapter 356
357
Chapter 357
358
Chapter 358
359
Chapter 359
360
Chapter 360
361
Chapter 361
362
Chapter 362
363
Chapter 363
364
Chapter 364
365
Chapter 365
366
Chapter 366
367
Chapter 367
368
Chapter 368
369
Chapter 369
370
Chapter 370
371
Chapter 371
372
Chapter 372
373
Chapter 373
374
Chapter 374
375
Chapter 375
376
Chapter 376
377
Chapter 377
378
Chapter 378
379
Chapter 379
380
Chapter 380
381
Chapter 381
382
Chapter 382
383
Chapter 383
384
Chapter 384
385
Chapter 385
386
Chapter 386
387
Chapter 387
388
Chapter 388
389
Chapter 389
390
Chapter 390
391
Chapter 391
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