Nikolaj-K

skaucat7            , days survived: 43, streaks: [43]
quan_eth            , days survived: 42, streaks: [22, 20]
HumzyTrades         , days survived: 42, streaks: [30, 12]
lovaniceth          , days survived: 41, streaks: [22, 19]
rcethomas37         , days survived: 39, streaks: [21, 18]
choogio             , days survived: 39, streaks: [20, 2, 17]
0xHaileyy           , days survived: 39, streaks: [10, 7, 22]
defaeze             , days survived: 39, streaks: [27, 12]
BnvNaz65175         , days survived: 38, streaks: [38]
i_am_michaelson     , days survived: 37, streaks: [11, 7, 7, 12]

Nikolaj-K

KrenCrypto     	<=>	KearneyCrypto  		(overlap score = 0.9565)
Danvicotech    	<=>	lovaniceth     		(overlap score = 0.9048)
pedrocrypt1    	<=>	deecrrypt      		(overlap score = 0.9)
ironsidecrypto 	<=>	interestedboys 		(overlap score = 0.8929)
isnotberlin    	<=>	interestedboys 		(overlap score = 0.88)
blockgems_ib   	<=>	bobbie_smile   		(overlap score = 0.875)
tonychilla_eth 	<=>	lovaniceth     		(overlap score = 0.875)
systems_boi    	<=>	bobbie_smile   		(overlap score = 0.8696)
PranisRihards  	<=>	ParmisaRad     		(overlap score = 0.8696)
reynacrypto1   	<=>	pedrocrypt1    		(overlap score = 0.8696)

Nikolaj-K

39 days: Ravstar.plena ꧁IP꧂ (Ø,G)@Ravstar11     `
39 days: B. Balage@BodnrBalazs 
39 days: cho_cho ☁️@choogio 
39 days: vyre@0xvyre 
39 days: NazBNV@BnvNaz65175 
39 days: skaucat 🐙@skaucat7 
39 days: silverwave@silverwave1000 
39 days: Miss Flo@MissFlo_N 
39 days: Lovanic@lovaniceth 
39 days: rcethomas@rcethomas37 

Nikolaj-K

39 days: skaucat 🐙@skaucat7     `
38 days: HumzyTrades@HumzyTrades     `
38 days: NazBNV@BnvNaz65175 
38 days: Quan@quan_eth 
37 days: Lovanic@lovaniceth     `
37 days: rcethomas@rcethomas37 
35 days: 0xfae@defaeze     `
35 days: Haileyy!@0xHaileyy 
35 days: cho_cho ☁️@choogio 
33 days: PaulO@the1_PaulO     `

Nikolaj-K

rank 1 (2172 pts): skaucat 🐻@skaucat7
rank 2 (2046 pts): rcethomas@rcethomas37
rank 3 (1927 pts): NazBNV@BnvNaz65175
rank 4 (1875 pts): Datweb3guy | (Ø,G)@Datweb3guy
rank 5 (1868 pts): vyre@0xvyre
rank 6 (1863 pts): MICHAELSON Ⓜ️@i_am_michaelson
rank 7 (1792 pts): Quan@quan_eth
rank 8 (1674 pts): Ravstar.plena ꧁IP꧂ (Ø,G)@Ravstar11
rank 9 (1652 pts): HumzyTrades@HumzyTrades
rank 10 (1608 pts): Ahmed Haq@Ahmedhaq01

Nikolaj-K

{
    "aixbt@aixbt_agent": {
        "user_id": "1852674305517342720",
        "username": "aixbt_agent",
        "yaps_all": 24515.98,
        "yaps_l24h": 64.35,
        "yaps_l48h": 107.54,
        "yaps_l7d": 363.15,
        "yaps_l30d": 1701.74,
        "yaps_l3m": 8689.35,

Nikolaj-K

"""
Below you find the Somnia 7-day top-100 yappers rankings for a few months.
Ask me for an update at @ErnstKummer on X:
https://x.com/ErnstKummer/status/1909233792771936471

The last entry is currently from the 12th of June of 2025.
I started grabbing them on 22th of March, one or two per day.

The data here is written down in the form of a python dict which one can simply import.
This format is really almost the same as a JSON,

Nikolaj-K

"""
Code explained in 

https://youtu.be/tSyMnVd6DsY

* Theorem:
V := CDF_X^{-1}(U), with U from the uniform distirbution on [0,1], has same distribution as X.
Proof:
* Note: {r \in Q | sqrt{3} < r} = {r \in Q | 3 < r^2}
* Pr(V <= x) = Pr(CDF_X^{-1}(U) <= x) = Pr(U <= CDF_X(x)) = CDF_X(x)

Nikolaj-K

Denote the expectation by ${\mathbb E}[f(X)]:=\sum_x f(x)\cdot p(x)$, where $\sum_x$ is the sum (or integral) over all $x$ and $p(x)$ is the probability distribution in question.

Denote the variance by $\mathrm{Var}[X]:={\mathbb E}[(X-{\mathbb E}[X])^2]$

Further, define the standard deviation $\sigma[X]=\mathrm{Var}[X]^\frac{1}{2}$ (Which, if we use units, has the same units as $E[X]$ or $X$ itself.)

Nikolaj-K

import re
from selenium import webdriver
from webdriver_manager.chrome import ChromeDriverManager
from selenium.webdriver.chrome.service import Service
import time


class Config:
    URL = "https://testnet.somnia.network/memecoins"
    TMP_FILE_PATH = "/path/to/write/somnia_memecoin_page_tmp.html"