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from collections import defaultdict

def frequent_rec(patt, mdb):
    results.append((len(mdb), patt))

    occurs = defaultdict(list)
    for (i, startpos) in mdb:
        seq = db[i]
        for j in range(startpos + 1, len(seq)):
            l = occurs[seq[j]]

Sandy4321

import numpy as np


def xgb_quantile_eval(preds, dmatrix, quantile=0.2):
    """
    Customized evaluational metric that equals
    to quantile regression loss (also known as
    pinball loss).

    Quantile regression is regression that

Sandy4321

Sandy4321

from nltk.stem import PorterStemmer
from nltk.tokenize import word_tokenize
import re

ps = PorterStemmer()

collection_file = './collectionandqueries/collection.tsv'
categories_file = './categories.tsv'
with open(categories_file) as categories:
  categories_dict = dict()

Sandy4321

from sklearn.datasets import load_iris
from matplotlib import pyplot as plt
from sklearn.svm import SVC
from sklearn.model_selection import GridSearchCV, cross_val_score, KFold
from sklearn.model_selection import StratifiedShuffleSplit
from sklearn.model_selection import ShuffleSplit

import numpy as np
from scipy.stats import sem

Sandy4321

def create_experiment(experiment_name, base_campaign_id, draft_id, split_percent=50, split_type='COOKIE'):
    adwords_client = connect_to_adwords_api()
    trial_service = adwords_client.GetService('TrialService', version='v201809')
    trial = {
        'draftId': draft_id,
        'baseCampaignId': base_campaign_id,
        'name': experiment_name,
        'trafficSplitPercent': split_percent,
        'trafficSplitType': split_type
    }

Sandy4321

import pandas as pd


def get_all_ad_groups_from_campaign(campaign_id):
    adwords_client = connect_to_adwords_api()
    ad_group_service = adwords_client.GetService('AdGroupService', version='v201809')
    selector = {
        'fields': ['Id', 'Name', 'Status','TargetCpa'],
        'paging': {
            'startIndex': str(0),

Sandy4321

import pandas as pd


def get_all_ad_groups_from_campaign(campaign_id):
    adwords_client = connect_to_adwords_api()
    ad_group_service = adwords_client.GetService('AdGroupService', version='v201809')
    selector = {
        'fields': ['Id', 'Name', 'Status','TargetCpa'],
        'paging': {
            'startIndex': str(0),