aglove2189

import hashlib
import time


class Block:
    def __init__(self, data, previous_hash=None):
        self.data = data
        self.previous_hash = previous_hash
        self.nonce = 0
        self.hash = self.calculate_hash()

aglove2189

from collections import defaultdict, deque


class Model:
    def __init__(self):
        self.counts = defaultdict(lambda: {"f": 0, "d": 0})
        self.last_six = deque(maxlen=6)
        self.num_correct = 0
        self.num_predictions = 0

aglove2189

How to Build Resilient Data Products

Every aspect of your product should contribute to one of these 5 principles:

1. Small
2. Fast
3. Reproducible
4. Transparent
5. Frictionless

---

aglove2189

import math


def numerize(num, precision=1):
    if num == 0:
        return "0"
    num = float(f"{num:.3g}")
    m = int(math.log10(abs(num)) // 3)
    numf = f"{num / 1000.0**m:.{precision}f}".rstrip("0").rstrip(".")
    return f"{numf}{['', 'K', 'M', 'B', 'T', 'G'][m]}"

aglove2189

# data / ml
numpy
pandas
scikit-learn
shap
sqlalchemy
lightgbm

# inspection
tqdm

aglove2189

import string
import collections
from typing import List


# https://leetcode.com/problems/rotate-array/
def rotate(nums: List[int], k: int) -> None:
    k = k % len(nums)
    nums[:] = nums[-k:] + nums[:-k]
    return nums

aglove2189

# -*- coding: utf-8 -*-
import os
import hashlib
import pandas as pd


def read_sql_cache(sql, con, ttl=None, dirname="_cache", **kwargs):
    """
    pd.read_sql but with a time to live (ttl) cache.

aglove2189

Keybase proof

I hereby claim:

• I am aglove2189 on github.
• I am aglove2189 (https://keybase.io/aglove2189) on keybase.
• I have a public key ASATX83xHP59rWWRENkl2UKrcDjWeViiLIqlqPQM3QLuugo

To claim this, I am signing this object:

aglove2189

Set-ExecutionPolicy Bypass -Scope Process -Force; iex ((New-Object System.Net.WebClient).DownloadString('https://chocolatey.org/install.ps1'))
choco install chrome
choco install git
choco install cmder
choco install vscode
choco install anaconda3
conda config --add channels conda-forge
conda install black hyperopt lightgbm loguru mlxtend pandas-profiling pyarrow shap tokei
Start-Process "chrome.exe" "https://www.lfd.uci.edu/~gohlke/pythonlibs/#xgboost"

aglove2189

# -*- coding: utf-8 -*-

import os
import re


pat = '\w*(?=\.git$)'

with open('git.sh', mode='w') as f:
    f.write('#!/usr/bin/env bash\n')