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# https://www.wolframalpha.com/input?i=minimize+%28y%5E3%2B17y%5E2+-%2818%2B2c%29y%29+where+y+%3E%3D+1%2C+2c+%3E%3D+y%5E2%2B17y-18

import numpy as np
import matplotlib.pyplot as plt
plt.rcParams["figure.figsize"] = (10,8)

# c -> y -> x -> f -> g

def y(c):
    v = ((6*c+343)**0.5-17) / 3

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# analysis
# board, trial
# 2000, 25

algos = ["rand ", "elem ", "sumsq", "area "]

stats = []

for i in range(len(algos)):
    filename = f"{algos[i]}_raw.csv"

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import glob
import numpy as np
from PIL import Image
from einops import rearrange


def img_concatenator(images, row_batch=0):
    # concatenate n images to 1 image
    # rearrange to ceil(n/row_batch) x row_batch
    np_imgs = [np.array(image) for image in images]

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import random
cons='bcdfghjklmnpqrstvwxyz_'
vowel='aeiou'

def f(l):
    if l<=0:
        return ""
    c=random.choice(cons)
    v=random.choice(vowel)
    if c=='_':

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def uniformsample_dball(npoint, nd=2):
    # https://extremelearning.com.au/how-to-generate-uniformly-random-points-on-n-spheres-and-n-balls/
    # # method 20
    eps = 1e-12
    u = np.random.normal(0,1, (npoint,nd))
    norm = np.sum(u ** 2, axis=1) ** 0.5
    r = np.random.random(npoint)**(1.0/nd)
    x = (r / (norm+eps)).reshape((-1,1)) * u
    return x

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# https://gist.github.com/Bilka2/5dd2ca2b6e9f3573e0c2defe5d3031b2
# https://www.reddit.com/r/Discord_Bots/comments/iirmzy/how_to_send_files_using_discord_webhooks_python/

import requests

webhook_url = "Insert Webhook URL"  # discord webhook url

# test?
# result = requests.get(webhook_url)

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# Import smtplib for the actual sending function
import smtplib
import getpass

# Import the email modules we'll need
from email.message import EmailMessage

# Create a text/plain message
msg = EmailMessage()
msg.set_content('Testing email notification with python!')

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# request analysis with selenium, without fiddler

# references:
# https://stackoverflow.com/a/63732179
# https://stackoverflow.com/a/27644635
# https://stackoverflow.com/a/69931030

from selenium import webdriver
from selenium.webdriver.common.desired_capabilities import DesiredCapabilities
import json

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def generate_shortname(s):
    """generate all the possible short name of s
    where the output should be a subsequence of s containing the first letter of s.
    s : original name (string)
    """
    assert len(s)>=2, "The length of the string should be at least 2."
    t0, *t = s
    len_t = len(t)
    
    oo = []

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call "C:/Program Files/Microsoft Visual Studio/2022/Community/Common7/Tools/VsDevCmd.bat"
"%LocalAppData%/Programs/Microsoft VS Code/Code.exe"