dormeir999

assert df.isna().sum().sum() == 0
total_sales_5_days_rolling_window = df.groupby(['product','date']).sales.sum().rolling(5, min_periods=0).agg(['min','max','mean','sum']).add_prefix('country_sales_rolling_5_')
df = df.merge(total_sales_5_days_rolling_window, on=['product','date'], how='left')

dormeir999

{
	"instances": [
	{
		"start": "2011-11-01 00:00:00",
		"target": [5.0, 9.0, "NaN", 100.0, 113.0],
		"cat": [0, 1],
		"dynamic_feat": [[1.0, 1.1, 2.1, 0.5, 3.1, 4.1, 1.2, 5.0]]
	},
	{
		"start": "2022-01-30",

dormeir999

import imghdr
import sys
from io import BytesIO
import yaml
from flask import Flask, send_file
from flask_restful import reqparse, Api, Resource
import werkzeug
import os
from utils import last_changed_file
from zipfile import ZipFile

dormeir999

# Helper functions

def get_jupyter_configs(file_name=None):
    if file_name == None:
        file_name = os.path.expanduser(os.path.join(("~"), ".jupyter", "jupyter_notebook_config.py"))
    with open(file_name) as f:
        lines = f.readlines()
    relevant_lines = [line.replace("\n", "") for line in lines if
                      not line.lstrip().startswith("#") and not line == '\n']

dormeir999

# Helper functions

def last_changed_file(dir_path=None, ends_with="", report_error=True):
    try:
        if dir_path is None:
            dir_path = os.getcwd()
        list_of_files = glob.glob(dir_path + '/*')
        if len(ends_with) > 0:
            list_of_files = [file for file in list_of_files if file.endswith(ends_with)]
        try:

dormeir999

# Helper functions

def now_string(seconds=False, microsec=False, only_date=False, log_timestamp=False):
    now = datetime.datetime.now()
    if log_timestamp:
        return str(now.day) + "-" + str(now.month) + "-" + str(now.year) + ' ' + str(now.hour) + ":" + str(
            now.minute) + ":" + str(now.second) + "." + str(now.microsecond)[:2] + " ~~ "
    if only_date:
        return str(now.day) + "_" + str(now.month) + "_" + str(now.year)
    now_str = str(now.day) + "_" + str(now.month) + "_" + str(now.year) + '_' + str(now.hour) + "_" + str(now.minute)

dormeir999

# Helper functions

def get_proc_name(proc):
    try:
        if "jupyter lab --allow-root" in proc.cmdline():
            return "coding_bench"
        return os.path.basename([line for line in proc.cmdline() if ".py" in line][0]).split(".py")[0]
    except IndexError:
        return ""
    except psutil.NoSuchProcess:

dormeir999

# Helper functions
def data_preprocess(state, process_table_sidebar):
    autosave_session(state)
    st.title("Data Preprocess")
    ...
def training(state, process_table_sidebar):
    autosave_session(state)
    st.title("Train Model")
    ...
... # evaluation, prediction, save_and_load, free_coding, deployment

dormeir999

# Helper fucntions

def is_authenticated(user, password):
    if (user == 'Admin' and password == "12345678"):
        return True
    else:
        return False
def linespace_generator(n_spaces=1):
    for i in range(n_spaces):
        st.write("")

dormeir999

# Helper functions

def tree(dir_path: Path, prefix: str = ''):
    """A recursive generator, given a directory Path object
    will yield a visual tree structure line by line
    with each line prefixed by the same characters
    """
    contents = list(dir_path.iterdir())
    # contents each get pointers that are ├── with a final └── :
    pointers = [tee] * (len(contents) - 1) + [last]