a504394b4c
665 KiB
665 KiB
Приступаем к работе...¶
Вариант задания: Продажи домов в округе Кинг (вариант - 6)
Определим бизнес-цели и цели технического проекта
Бизнес-цели:¶
- Оптимизация процесса оценки стоимости дома
Формулировка: Разработать модель, которая позволяет автоматически и точно оценивать стоимость дома на основании его характеристик (таких как площадь, количество комнат, состояние, местоположение).
Цель: Увеличить точность оценки стоимости недвижимости для агенств и потенциальных покупателей, а также сократить время и затраты на оценку недвижимости, обеспечивая более точное предсказание цены.
Ключевые показатели успеха (KPI):
Точность модели прогнозирования (RMSE): Минимихация среднеквадратичной ошибки до уровня ниже 10% от реальной цены, чтобы учитывать большие отклонения оценке.
Средная абсолютная ошибка (MAE): Модель должна предсказать цену с минимальной ошибкой и снизить MAE до 5% или меньше учитывая большие отклонения в оценке.
Скорость оценки: Уменьшение времени на оценку стоимости дома, чтобы быстрее получать результат.
Доступность: Внедрение модели в реальную систему для использования агентами недвижимости.
- Оптимизация затрат на ремонт перед продажей
Формулировка: Разработать модель, которая поможет продавцам домов и агентствам недвижимости определить, какие улучшения или реновации дадуи наибольший прирост стоимости дома при минимальных затратах. Это поможет избежать ненужных расходов и максимизировать прибыль от продажи.
Цель: Снизить затраты на ремонт перед продажей, рекомендовать только те улучшения, которые максимально увеличат стоимость недвижимости, и сократить время на принятие решений по реновациям.
Ключевые показатели успеха (KPI):
Возврат инвестиций (ROI): Продавцы должны получать не менее 20% прироста стоимости дома на каждый вложенный доллар в реновацию. Например, если на ремонт было потрачено $10,000, цена дома должна увеличиться как минимум на $12,000.
Средняя стоимость ремонта на 1 сделку (CPA): Задача снизить расходы на ремонт, минимизировав ненужные траты. Например, оптимизация затрат до $5,000 на дом с учетом максимального прироста в цене.
Сокращение времени на принятие решений: Модель должна сокращать время, необходимое на оценку вариантов реноваций, до нескольких минут, что ускорит подготовку дома к продажи.
Технические цели проекта для каждой выделенной бизнес-цели¶
Создание модели для точной оценки стоимости дома.
Сбор и подготовка данных: Очистка данных от пропусков, выбросов, дубликатов (аномальных значений в столбцах price, sqft_living, bedrooms). Преобразование категориальных переменных (view, condition, waterfront) в числовую форму с применением One-Hot-Encoding. Нормализация и стандартизация с применением методов масштабирования данных (нормировка, стандартизация для числовых признаков, чтобы привести их к 1ому масштабу). Разбиение набора данных на обучающую, контрольную и тестовую выборки для предотвращения утечек данных и переобучения.
Разработка и обучение модели: Исследование моделей машинного обучения, проводя эксперименты с различными алгоритмами (линейная регрессия, случайный лес, градиентный бустинг, деревья решений) для предсказания стоимости недвижимости. Обучение модели на обучающей выборке с использованием метрик оценки качества, таких как RMSE (Root Mean Square Error) и MAE (Mean Absolute Error). Оценка качества моделей на тестовой выборке, минимизируя MAE и RMSE для получения точных прогнозов стоимости.
Развёртывание модели: Интеграция модели в существующую систему или разработка API для доступа к модели с недвижимостью и частными продавцами. Создание веб-приложения или мобильного интерфейса для удобного использования модели и получения прогнозов в режиме реального времени.Разработка модели для рекомендаций по реновациям.
Сбор и подготовка данных: Сбор данных о типах и стоимости реноваций, а также их влияние на конечную стоимость дома. Очистка и устранение неточных или неполных данных о ремонтах. Преобразование категориальных признаков (реновации, например, обновление крыши, замена окон) в числовой формат для представления этих данных с применением One-Hot-Encoding. Разбиение данных на обучающую и тестовую выборки для обучения модели.
Разработка и обучение модели: Использование модели регрессий (линейная регрессия, случайный лес) для предсказания и моделирования влияния конкрентых реноваций на увеличение стоимости недвижимости. Оценка метрики (CPA - Cost Per Acquisition) оценка затрат на реновацию одной продажи и (ROI - Return on Investment) рассчёт возврата на инвестиции от реновации дома, прирост стоимости после реновации. Обучение модели с целью прогнозирования изменений, которве могут принести наибоьшую пользу для стоимости домов и реноваций.
Развёртывание модели: Создание интерфейса, где пользователи смогут вводить информацию о текущем состоянии дома и получать рекомендации по реновациям с расчётом ROI. Создать рекомендационную систему для продавцов недвижимости, которая будет предлагать набор реноваций.
In [14]:
import pandas as pd
import matplotlib.pyplot as plt
import matplotlib.ticker as ticker
import seaborn as sns
# Подключим датафрейм и выгрузим данные
df = pd.read_csv(".//static//csv//kc_house_data.csv")
print(df.columns)
Index(['id', 'date', 'price', 'bedrooms', 'bathrooms', 'sqft_living',
'sqft_lot', 'floors', 'waterfront', 'view', 'condition', 'grade',
'sqft_above', 'sqft_basement', 'yr_built', 'yr_renovated', 'zipcode',
'lat', 'long', 'sqft_living15', 'sqft_lot15'],
dtype='object')
In [15]:
# Для наглядности
df.head()
Out[15]:
| id | date | price | bedrooms | bathrooms | sqft_living | sqft_lot | floors | waterfront | view | ... | grade | sqft_above | sqft_basement | yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | sqft_lot15 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 7129300520 | 20141013T000000 | 221900.0 | 3 | 1.00 | 1180 | 5650 | 1.0 | 0 | 0 | ... | 7 | 1180 | 0 | 1955 | 0 | 98178 | 47.5112 | -122.257 | 1340 | 5650 |
| 1 | 6414100192 | 20141209T000000 | 538000.0 | 3 | 2.25 | 2570 | 7242 | 2.0 | 0 | 0 | ... | 7 | 2170 | 400 | 1951 | 1991 | 98125 | 47.7210 | -122.319 | 1690 | 7639 |
| 2 | 5631500400 | 20150225T000000 | 180000.0 | 2 | 1.00 | 770 | 10000 | 1.0 | 0 | 0 | ... | 6 | 770 | 0 | 1933 | 0 | 98028 | 47.7379 | -122.233 | 2720 | 8062 |
| 3 | 2487200875 | 20141209T000000 | 604000.0 | 4 | 3.00 | 1960 | 5000 | 1.0 | 0 | 0 | ... | 7 | 1050 | 910 | 1965 | 0 | 98136 | 47.5208 | -122.393 | 1360 | 5000 |
| 4 | 1954400510 | 20150218T000000 | 510000.0 | 3 | 2.00 | 1680 | 8080 | 1.0 | 0 | 0 | ... | 8 | 1680 | 0 | 1987 | 0 | 98074 | 47.6168 | -122.045 | 1800 | 7503 |
5 rows × 21 columns
In [16]:
# Описание данных (основные статистические показатели)
df.describe()
Out[16]:
| id | price | bedrooms | bathrooms | sqft_living | sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement | yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | sqft_lot15 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 2.161300e+04 | 2.161300e+04 | 21613.000000 | 21613.000000 | 21613.000000 | 2.161300e+04 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 | 21613.000000 |
| mean | 4.580302e+09 | 5.400881e+05 | 3.370842 | 2.114757 | 2079.899736 | 1.510697e+04 | 1.494309 | 0.007542 | 0.234303 | 3.409430 | 7.656873 | 1788.390691 | 291.509045 | 1971.005136 | 84.402258 | 98077.939805 | 47.560053 | -122.213896 | 1986.552492 | 12768.455652 |
| std | 2.876566e+09 | 3.671272e+05 | 0.930062 | 0.770163 | 918.440897 | 4.142051e+04 | 0.539989 | 0.086517 | 0.766318 | 0.650743 | 1.175459 | 828.090978 | 442.575043 | 29.373411 | 401.679240 | 53.505026 | 0.138564 | 0.140828 | 685.391304 | 27304.179631 |
| min | 1.000102e+06 | 7.500000e+04 | 0.000000 | 0.000000 | 290.000000 | 5.200000e+02 | 1.000000 | 0.000000 | 0.000000 | 1.000000 | 1.000000 | 290.000000 | 0.000000 | 1900.000000 | 0.000000 | 98001.000000 | 47.155900 | -122.519000 | 399.000000 | 651.000000 |
| 25% | 2.123049e+09 | 3.219500e+05 | 3.000000 | 1.750000 | 1427.000000 | 5.040000e+03 | 1.000000 | 0.000000 | 0.000000 | 3.000000 | 7.000000 | 1190.000000 | 0.000000 | 1951.000000 | 0.000000 | 98033.000000 | 47.471000 | -122.328000 | 1490.000000 | 5100.000000 |
| 50% | 3.904930e+09 | 4.500000e+05 | 3.000000 | 2.250000 | 1910.000000 | 7.618000e+03 | 1.500000 | 0.000000 | 0.000000 | 3.000000 | 7.000000 | 1560.000000 | 0.000000 | 1975.000000 | 0.000000 | 98065.000000 | 47.571800 | -122.230000 | 1840.000000 | 7620.000000 |
| 75% | 7.308900e+09 | 6.450000e+05 | 4.000000 | 2.500000 | 2550.000000 | 1.068800e+04 | 2.000000 | 0.000000 | 0.000000 | 4.000000 | 8.000000 | 2210.000000 | 560.000000 | 1997.000000 | 0.000000 | 98118.000000 | 47.678000 | -122.125000 | 2360.000000 | 10083.000000 |
| max | 9.900000e+09 | 7.700000e+06 | 33.000000 | 8.000000 | 13540.000000 | 1.651359e+06 | 3.500000 | 1.000000 | 4.000000 | 5.000000 | 13.000000 | 9410.000000 | 4820.000000 | 2015.000000 | 2015.000000 | 98199.000000 | 47.777600 | -121.315000 | 6210.000000 | 871200.000000 |
In [17]:
# Процент пропущенных значений признаков
for i in df.columns:
null_rate = df[i].isnull().sum() / len(df) * 100
if null_rate > 0:
print(f'{i} Процент пустых значений: %{null_rate:.2f}')
# Проверка на пропущенные данные
print(df.isnull().sum())
df.isnull().any()
id 0 date 0 price 0 bedrooms 0 bathrooms 0 sqft_living 0 sqft_lot 0 floors 0 waterfront 0 view 0 condition 0 grade 0 sqft_above 0 sqft_basement 0 yr_built 0 yr_renovated 0 zipcode 0 lat 0 long 0 sqft_living15 0 sqft_lot15 0 dtype: int64
Out[17]:
id False date False price False bedrooms False bathrooms False sqft_living False sqft_lot False floors False waterfront False view False condition False grade False sqft_above False sqft_basement False yr_built False yr_renovated False zipcode False lat False long False sqft_living15 False sqft_lot15 False dtype: bool
Ооо, пропущенных колонок нету :)
Разбиваем на выборки (обучающую, тестовую, контрольную)
In [18]:
from sklearn.model_selection import train_test_split
# Разделение данных на обучающую и тестовую выборки (80% - обучение, 20% - тестовая)
train_data, test_data = train_test_split(df, test_size=0.2, random_state=42)
# Разделение данных на обучающую и контрольную выборки (80% - обучение, 20% - контроль)
train_data, val_data = train_test_split(df, test_size=0.2, random_state=42)
print("Размер обучающей выборки: ", len(train_data))
print("Размер контрольной выборки: ", len(val_data))
print("Размер тестовой выборки: ", len(test_data))
Размер обучающей выборки: 17290 Размер контрольной выборки: 4323 Размер тестовой выборки: 4323
In [19]:
# Оценка сбалансированности целевой переменной (цена)
# Визуализация распределения цены в выборках (гистограмма)
def plot_price_distribution(data, title):
sns.histplot(data['price'], kde=True)
plt.title(title)
plt.xlabel('Цена')
plt.ylabel('Частота')
plt.show()
plot_price_distribution(train_data, 'Распределение цены в обучающей выборке')
plot_price_distribution(val_data, 'Распределение цены в контрольной выборке')
plot_price_distribution(test_data, 'Распределение цены в тестовой выборке')
# Оценка сбалансированности данных по целевой переменной (price)
print("Средняя цена в обучающей выборке: ", train_data['price'].mean())
print("Средняя цена в контрольной выборке: ", val_data['price'].mean())
print("Средняя цена в тестовой выборке: ", test_data['price'].mean())
Средняя цена в обучающей выборке: 537768.04794679 Средняя цена в контрольной выборке: 549367.443673375 Средняя цена в тестовой выборке: 549367.443673375
In [20]:
from sklearn.model_selection import train_test_split
from imblearn.over_sampling import RandomOverSampler
from imblearn.under_sampling import RandomUnderSampler
# Преобразование целевой переменной (цены) в категориальные диапазоны с использованием квантилей
train_data['price_category'] = pd.qcut(train_data['price'], q=4, labels=['low', 'medium', 'high', 'very_high'])
# Визуализация распределения цен после преобразования в категории
sns.countplot(x=train_data['price_category'])
plt.title('Распределение категорий цены в обучающей выборке')
plt.xlabel('Категория цены')
plt.ylabel('Частота')
plt.show()
# Балансировка категорий с помощью RandomOverSampler (увеличение меньшинств)
ros = RandomOverSampler(random_state=42)
X_train = train_data.drop(columns=['price', 'price_category'])
y_train = train_data['price_category']
X_resampled, y_resampled = ros.fit_resample(X_train, y_train)
# Визуализация распределения цен после oversampling
sns.countplot(x=y_resampled)
plt.title('Распределение категорий цены после oversampling')
plt.xlabel('Категория цены')
plt.ylabel('Частота')
plt.show()
# Применение RandomUnderSampler для уменьшения большего класса
rus = RandomUnderSampler(random_state=42)
X_resampled, y_resampled = rus.fit_resample(X_resampled, y_resampled)
# Визуализация распределения цен после undersampling
sns.countplot(x=y_resampled)
plt.title('Распределение категорий цены после undersampling')
plt.xlabel('Категория цен')
plt.ylabel('Частота')
plt.show()
# Печать размеров выборки после балансировки
print("Размер обучающей выборки после oversampling и undersampling: ", len(X_resampled))
Размер обучающей выборки после oversampling и undersampling: 17620
Конструирование признаков¶
Теперь приступим к конструированию признаков для решения каждой задачи.
Процесс конструирования признаков
Задача 1: Прогнозирование цен недвижимости. Цель технического проекта: Разработка модели машинного обучения для точного прогнозирования рыночной стоимости недвижимости.
Задача 2: Оптимизация затрат на ремонт перед продажей. Цель технического проекта: Разработка модели машинного обучения для точного прогнозирования по рекомендациям по реновациям.
Унитарное кодирование
Унитарное кодирование категориальных признаков (one-hot encoding). Преобразование категориальных признаков в бинарные векторы.
Дискретизация числовых признаков
Процесс преобразования непрерывных числовых значений в дискретные категории или интервалы (бины).
In [21]:
# Конструирование признаков
# Унитарное кодирование категориальных признаков (применение one-hot encoding)
# Пример категориальных признаков
categorical_features = ['date', 'waterfront', 'view', 'condition']
# Применение one-hot encoding
train_data_encoded = pd.get_dummies(train_data, columns=categorical_features)
val_data_encoded = pd.get_dummies(val_data, columns=categorical_features)
test_data_encoded = pd.get_dummies(test_data, columns=categorical_features)
df_encoded = pd.get_dummies(df, columns=categorical_features)
print("Столбцы train_data_encoded:", train_data_encoded.columns.tolist())
print("Столбцы val_data_encoded:", val_data_encoded.columns.tolist())
print("Столбцы test_data_encoded:", test_data_encoded.columns.tolist())
# Дискретизация числовых признаков (цены). Например, можно разделить площадь жилья на категории
# Пример дискретизации признака 'Общая площадь'
train_data_encoded['sqtf'] = pd.cut(train_data_encoded['sqft_living'], bins=5, labels=False)
val_data_encoded['sqtf'] = pd.cut(val_data_encoded['sqft_living'], bins=5, labels=False)
test_data_encoded['sqtf'] = pd.cut(test_data_encoded['sqft_living'], bins=5, labels=False)
# Пример дискретизации признака 'sqft_living' на 5 категорий
df_encoded['sqtf'] = pd.cut(df_encoded['sqft_living'], bins=5, labels=False)
Столбцы train_data_encoded: ['id', 'price', 'bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'floors', 'grade', 'sqft_above', 'sqft_basement', 'yr_built', 'yr_renovated', 'zipcode', 'lat', 'long', 'sqft_living15', 'sqft_lot15', 'price_category', 'date_20140502T000000', 'date_20140503T000000', 'date_20140504T000000', 'date_20140505T000000', 'date_20140506T000000', 'date_20140507T000000', 'date_20140508T000000', 'date_20140509T000000', 'date_20140510T000000', 'date_20140511T000000', 'date_20140512T000000', 'date_20140513T000000', 'date_20140514T000000', 'date_20140515T000000', 'date_20140516T000000', 'date_20140517T000000', 'date_20140518T000000', 'date_20140519T000000', 'date_20140520T000000', 'date_20140521T000000', 'date_20140522T000000', 'date_20140523T000000', 'date_20140524T000000', 'date_20140525T000000', 'date_20140526T000000', 'date_20140527T000000', 'date_20140528T000000', 'date_20140529T000000', 'date_20140530T000000', 'date_20140531T000000', 'date_20140601T000000', 'date_20140602T000000', 'date_20140603T000000', 'date_20140604T000000', 'date_20140605T000000', 'date_20140606T000000', 'date_20140607T000000', 'date_20140608T000000', 'date_20140609T000000', 'date_20140610T000000', 'date_20140611T000000', 'date_20140612T000000', 'date_20140613T000000', 'date_20140614T000000', 'date_20140615T000000', 'date_20140616T000000', 'date_20140617T000000', 'date_20140618T000000', 'date_20140619T000000', 'date_20140620T000000', 'date_20140621T000000', 'date_20140622T000000', 'date_20140623T000000', 'date_20140624T000000', 'date_20140625T000000', 'date_20140626T000000', 'date_20140627T000000', 'date_20140628T000000', 'date_20140629T000000', 'date_20140630T000000', 'date_20140701T000000', 'date_20140702T000000', 'date_20140703T000000', 'date_20140704T000000', 'date_20140705T000000', 'date_20140706T000000', 'date_20140707T000000', 'date_20140708T000000', 'date_20140709T000000', 'date_20140710T000000', 'date_20140711T000000', 'date_20140712T000000', 'date_20140713T000000', 'date_20140714T000000', 'date_20140715T000000', 'date_20140716T000000', 'date_20140717T000000', 'date_20140718T000000', 'date_20140719T000000', 'date_20140720T000000', 'date_20140721T000000', 'date_20140722T000000', 'date_20140723T000000', 'date_20140724T000000', 'date_20140725T000000', 'date_20140726T000000', 'date_20140728T000000', 'date_20140729T000000', 'date_20140730T000000', 'date_20140731T000000', 'date_20140801T000000', 'date_20140802T000000', 'date_20140804T000000', 'date_20140805T000000', 'date_20140806T000000', 'date_20140807T000000', 'date_20140808T000000', 'date_20140809T000000', 'date_20140810T000000', 'date_20140811T000000', 'date_20140812T000000', 'date_20140813T000000', 'date_20140814T000000', 'date_20140815T000000', 'date_20140816T000000', 'date_20140817T000000', 'date_20140818T000000', 'date_20140819T000000', 'date_20140820T000000', 'date_20140821T000000', 'date_20140822T000000', 'date_20140823T000000', 'date_20140824T000000', 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'date_20140913T000000', 'date_20140914T000000', 'date_20140915T000000', 'date_20140916T000000', 'date_20140917T000000', 'date_20140918T000000', 'date_20140919T000000', 'date_20140921T000000', 'date_20140922T000000', 'date_20140923T000000', 'date_20140924T000000', 'date_20140925T000000', 'date_20140926T000000', 'date_20140927T000000', 'date_20140929T000000', 'date_20140930T000000', 'date_20141001T000000', 'date_20141002T000000', 'date_20141003T000000', 'date_20141006T000000', 'date_20141007T000000', 'date_20141008T000000', 'date_20141009T000000', 'date_20141010T000000', 'date_20141012T000000', 'date_20141013T000000', 'date_20141014T000000', 'date_20141015T000000', 'date_20141016T000000', 'date_20141017T000000', 'date_20141018T000000', 'date_20141019T000000', 'date_20141020T000000', 'date_20141021T000000', 'date_20141022T000000', 'date_20141023T000000', 'date_20141024T000000', 'date_20141027T000000', 'date_20141028T000000', 'date_20141029T000000', 'date_20141030T000000', 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'date_20141217T000000', 'date_20141218T000000', 'date_20141219T000000', 'date_20141220T000000', 'date_20141222T000000', 'date_20141223T000000', 'date_20141224T000000', 'date_20141226T000000', 'date_20141227T000000', 'date_20141229T000000', 'date_20141230T000000', 'date_20141231T000000', 'date_20150102T000000', 'date_20150105T000000', 'date_20150106T000000', 'date_20150107T000000', 'date_20150108T000000', 'date_20150109T000000', 'date_20150112T000000', 'date_20150113T000000', 'date_20150114T000000', 'date_20150115T000000', 'date_20150116T000000', 'date_20150119T000000', 'date_20150120T000000', 'date_20150121T000000', 'date_20150122T000000', 'date_20150123T000000', 'date_20150124T000000', 'date_20150126T000000', 'date_20150127T000000', 'date_20150128T000000', 'date_20150129T000000', 'date_20150130T000000', 'date_20150131T000000', 'date_20150202T000000', 'date_20150203T000000', 'date_20150204T000000', 'date_20150205T000000', 'date_20150206T000000', 'date_20150207T000000', 'date_20150209T000000', 'date_20150210T000000', 'date_20150211T000000', 'date_20150212T000000', 'date_20150213T000000', 'date_20150214T000000', 'date_20150216T000000', 'date_20150217T000000', 'date_20150218T000000', 'date_20150219T000000', 'date_20150220T000000', 'date_20150221T000000', 'date_20150222T000000', 'date_20150223T000000', 'date_20150224T000000', 'date_20150225T000000', 'date_20150226T000000', 'date_20150227T000000', 'date_20150228T000000', 'date_20150301T000000', 'date_20150302T000000', 'date_20150303T000000', 'date_20150304T000000', 'date_20150305T000000', 'date_20150306T000000', 'date_20150307T000000', 'date_20150309T000000', 'date_20150310T000000', 'date_20150311T000000', 'date_20150312T000000', 'date_20150313T000000', 'date_20150315T000000', 'date_20150316T000000', 'date_20150317T000000', 'date_20150318T000000', 'date_20150319T000000', 'date_20150320T000000', 'date_20150321T000000', 'date_20150323T000000', 'date_20150324T000000', 'date_20150325T000000', 'date_20150326T000000', 'date_20150327T000000', 'date_20150328T000000', 'date_20150329T000000', 'date_20150330T000000', 'date_20150331T000000', 'date_20150401T000000', 'date_20150402T000000', 'date_20150403T000000', 'date_20150404T000000', 'date_20150406T000000', 'date_20150407T000000', 'date_20150408T000000', 'date_20150409T000000', 'date_20150410T000000', 'date_20150411T000000', 'date_20150412T000000', 'date_20150413T000000', 'date_20150414T000000', 'date_20150415T000000', 'date_20150416T000000', 'date_20150417T000000', 'date_20150419T000000', 'date_20150420T000000', 'date_20150421T000000', 'date_20150422T000000', 'date_20150423T000000', 'date_20150424T000000', 'date_20150425T000000', 'date_20150426T000000', 'date_20150427T000000', 'date_20150428T000000', 'date_20150429T000000', 'date_20150430T000000', 'date_20150501T000000', 'date_20150502T000000', 'date_20150503T000000', 'date_20150504T000000', 'date_20150505T000000', 'date_20150506T000000', 'date_20150507T000000', 'date_20150508T000000', 'date_20150509T000000', 'date_20150511T000000', 'date_20150512T000000', 'date_20150513T000000', 'date_20150514T000000', 'date_20150527T000000', 'waterfront_0', 'waterfront_1', 'view_0', 'view_1', 'view_2', 'view_3', 'view_4', 'condition_1', 'condition_2', 'condition_3', 'condition_4', 'condition_5']
Ручной синтез¶
Создание новых признаков на основе экспертных знаний и логики предметной области. К примеру, для данных о продаже домов можно создать признак цена за квадратный фут.
In [22]:
# Ручной синтех признаков
train_data_encoded['price_per_sqft'] = df['price'] / df['sqft_living']
val_data_encoded['price_per_sqft'] = df['price'] / df['sqft_living']
test_data_encoded['price_per_sqft'] = df['price'] / df['sqft_living']
# Пример создания нового признака - цена за квадратный фут
df_encoded['price_per_sqft'] = df_encoded['price'] / df_encoded['sqft_living']
Масштабирование признаков - это процесс преобразования числовых признаков таким образом, чтобы они имели одинаковый масштаб. Это важно для многих алгоритмов машинного обучения, которые чувствительны к масштабу признаков, таких как линейная регрессия, метод опорных векторов (SVM) и нейронные сети.
In [23]:
from sklearn.preprocessing import StandardScaler, MinMaxScaler
# Пример масштабирования числовых признаков
numerical_features = ['bedrooms', 'sqft_living']
scaler = StandardScaler()
train_data_encoded[numerical_features] = scaler.fit_transform(train_data_encoded[numerical_features])
val_data_encoded[numerical_features] = scaler.transform(val_data_encoded[numerical_features])
test_data_encoded[numerical_features] = scaler.transform(test_data_encoded[numerical_features])
Конструирование признаков с применением фреймворка Featuretools¶
In [24]:
import featuretools as ft
# Предобработка данных (например, кодирование категориальных признаков, удаление дубликатов)
# Удаление дубликатов по идентификатору
df = df.drop_duplicates(subset='id')
duplicates = train_data_encoded[train_data_encoded['id'].duplicated(keep=False)]
# Удаление дубликатов из столбца "id", сохранив первое вхождение
df_encoded = df_encoded.drop_duplicates(subset='id', keep='first')
print(duplicates)
# Создание EntitySet
es = ft.EntitySet(id='house_data')
# Добавление датафрейма с домами
es = es.add_dataframe(dataframe_name='houses', dataframe=df_encoded, index='id')
# Генерация признаков с помощью глубокой синтезы признаков
feature_matrix, feature_defs = ft.dfs(entityset=es, target_dataframe_name='houses', max_depth=2)
# Выводим первые 5 строк сгенерированного набора признаков
print(feature_matrix.head())
train_data_encoded = train_data_encoded.drop_duplicates(subset='id')
train_data_encoded = train_data_encoded.drop_duplicates(subset='id', keep='first') # or keep='last'
# Определение сущностей (Создание EntitySet)
es = ft.EntitySet(id='house_data')
es = es.add_dataframe(dataframe_name='houses', dataframe=train_data_encoded, index='id')
# Генерация признаков
feature_matrix, feature_defs = ft.dfs(entityset=es, target_dataframe_name='houses', max_depth=2)
# Преобразование признаков для контрольной и тестовой выборок
val_feature_matrix = ft.calculate_feature_matrix(features=feature_defs, entityset=es, instance_ids=val_data_encoded.index)
test_feature_matrix = ft.calculate_feature_matrix(features=feature_defs, entityset=es, instance_ids=test_data_encoded.index)
id price bedrooms bathrooms sqft_living sqft_lot \
9876 1219000473 164950.0 -0.395263 1.75 -0.555396 15330
14982 6308000010 585000.0 -0.395263 2.50 0.238192 5089
1464 3630120700 757000.0 -0.395263 3.25 1.230177 5283
19209 1901600090 359000.0 1.752138 1.75 -0.147580 6654
2039 3395040550 320000.0 -0.395263 2.50 -0.599484 2890
... ... ... ... ... ... ...
13184 1523049207 220000.0 0.678437 2.00 -0.412109 8043
5759 1954420170 580000.0 -0.395263 2.50 0.083883 7484
8433 1721801010 225000.0 -0.395263 1.00 -0.312911 6120
10253 2422049104 85000.0 -1.468964 1.00 -1.371028 9000
11363 7701960990 870000.0 0.678437 2.50 1.230177 14565
floors grade sqft_above sqft_basement ... view_2 view_3 view_4 \
9876 1.0 7 1080 490 ... False False False
14982 2.0 9 2290 0 ... False False False
1464 2.0 9 3190 0 ... False False False
19209 1.5 7 1940 0 ... False False False
2039 2.0 7 1530 0 ... False False False
... ... ... ... ... ... ... ... ...
13184 1.0 7 850 850 ... False False False
5759 2.0 8 2150 0 ... False False False
8433 1.0 6 1790 0 ... False False False
10253 1.0 6 830 0 ... False False False
11363 2.0 11 3190 0 ... False False False
condition_1 condition_2 condition_3 condition_4 condition_5 sqtf \
9876 False False True False False 0
14982 False False True False False 0
1464 False False True False False 1
19209 False False False True False 0
2039 False False True False False 0
... ... ... ... ... ... ...
13184 False False True False False 0
5759 False False True False False 0
8433 False False True False False 0
10253 False False True False False 0
11363 False False True False False 1
price_per_sqft
9876 105.063694
14982 255.458515
1464 237.304075
19209 185.051546
2039 209.150327
... ...
13184 129.411765
5759 269.767442
8433 125.698324
10253 102.409639
11363 272.727273
[224 rows x 400 columns]
e:\MII\laboratory\mai\Lib\site-packages\featuretools\synthesis\deep_feature_synthesis.py:169: UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created warnings.warn(
price bedrooms bathrooms sqft_living sqft_lot floors \
id
7129300520 221900.0 3 1.00 1180 5650 1.0
6414100192 538000.0 3 2.25 2570 7242 2.0
5631500400 180000.0 2 1.00 770 10000 1.0
2487200875 604000.0 4 3.00 1960 5000 1.0
1954400510 510000.0 3 2.00 1680 8080 1.0
grade sqft_above sqft_basement yr_built ... view_2 view_3 \
id ...
7129300520 7 1180 0 1955 ... False False
6414100192 7 2170 400 1951 ... False False
5631500400 6 770 0 1933 ... False False
2487200875 7 1050 910 1965 ... False False
1954400510 8 1680 0 1987 ... False False
view_4 condition_1 condition_2 condition_3 condition_4 \
id
7129300520 False False False True False
6414100192 False False False True False
5631500400 False False False True False
2487200875 False False False False False
1954400510 False False False True False
condition_5 sqtf price_per_sqft
id
7129300520 False 0 188.050847
6414100192 False 0 209.338521
5631500400 False 0 233.766234
2487200875 True 0 308.163265
1954400510 False 0 303.571429
[5 rows x 402 columns]
e:\MII\laboratory\mai\Lib\site-packages\woodwork\type_sys\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.
pd.to_datetime(
e:\MII\laboratory\mai\Lib\site-packages\featuretools\synthesis\deep_feature_synthesis.py:169: UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created
warnings.warn(
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
e:\MII\laboratory\mai\Lib\site-packages\woodwork\logical_types.py:841: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
series = series.replace(ww.config.get_option("nan_values"), np.nan)
Оценка качества каждого набора признаков¶
Предсказательная способность Метрики: RMSE, MAE, R²
Методы: Обучение модели на обучающей выборке и оценка на контрольной и тестовой выборках.
Скорость вычисления Методы: Измерение времени выполнения генерации признаков и обучения модели.
Надежность Методы: Кросс-валидация, анализ чувствительности модели к изменениям в данных.
Корреляция Методы: Анализ корреляционной матрицы признаков, удаление мультиколлинеарных признаков.
Цельность Методы: Проверка логической связи между признаками и целевой переменной, интерпретация результатов модели.
In [25]:
import time
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_squared_error
# Разделение данных на обучающую и валидационную выборки. Удаляем целевую переменную
X = feature_matrix.drop('price', axis=1)
y = feature_matrix['price']
# One-hot encoding для категориальных переменных (преобразование категориальных объектов в числовые)
X = pd.get_dummies(X, drop_first=True)
# Проверяем, есть ли пропущенные значения, и заполняем их медианой или другим подходящим значением
X.fillna(X.median(), inplace=True)
X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2, random_state=42)
# Обучение модели
model = LinearRegression()
# Начинаем отсчет времени
start_time = time.time()
model.fit(X_train, y_train)
# Время обучения модели
train_time = time.time() - start_time
# Предсказания и оценка модели и вычисляем среднеквадратичную ошибку
predictions = model.predict(X_val)
mse = mean_squared_error(y_val, predictions)
print(f'Время обучения модели: {train_time:.2f} секунд')
print(f'Среднеквадратичная ошибка: {mse:.2f}')
Время обучения модели: 0.33 секунд Среднеквадратичная ошибка: 125198557176601739264.00
In [26]:
from sklearn.ensemble import RandomForestRegressor
from sklearn.metrics import r2_score, mean_absolute_error
from sklearn.model_selection import cross_val_score
# Удаление строк с NaN
feature_matrix = feature_matrix.dropna()
val_feature_matrix = val_feature_matrix.dropna()
test_feature_matrix = test_feature_matrix.dropna()
# Разделение данных на обучающую и тестовую выборки
X_train = feature_matrix.drop('price', axis=1)
y_train = feature_matrix['price']
X_val = val_feature_matrix.drop('price', axis=1)
y_val = val_feature_matrix['price']
X_test = test_feature_matrix.drop('price', axis=1)
y_test = test_feature_matrix['price']
X_test = X_test.reindex(columns=X_train.columns, fill_value=0)
# Кодирования категориальных переменных с использованием одноразового кодирования
X = pd.get_dummies(X, drop_first=True)
# Разобьём тренировочный тест и примерку модели
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
# Выбор модели
model = RandomForestRegressor(random_state=42)
# Обучение модели
model.fit(X_train, y_train)
# Предсказание и оценка
y_pred = model.predict(X_test)
rmse = mean_squared_error(y_test, y_pred, squared=False)
r2 = r2_score(y_test, y_pred)
mae = mean_absolute_error(y_test, y_pred)
print()
print(f"RMSE: {rmse}")
print(f"R²: {r2}")
print(f"MAE: {mae} \n")
# Кросс-валидация
scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error')
rmse_cv = (-scores.mean())**0.5
print(f"Кросс-валидация RMSE: {rmse_cv} \n")
# Анализ важности признаков
feature_importances = model.feature_importances_
feature_names = X_train.columns
# Проверка на переобучение
y_train_pred = model.predict(X_train)
rmse_train = mean_squared_error(y_train, y_train_pred, squared=False)
r2_train = r2_score(y_train, y_train_pred)
mae_train = mean_absolute_error(y_train, y_train_pred)
print(f"Train RMSE: {rmse_train}")
print(f"Train R²: {r2_train}")
print(f"Train MAE: {mae_train}")
print()
# Визуализация результатов
plt.figure(figsize=(10, 6))
plt.scatter(y_test, y_pred, alpha=0.5)
plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'k--', lw=2)
plt.xlabel('Фактическая цена')
plt.ylabel('Прогнозируемая цена')
plt.title('Фактическая цена по сравнению с прогнозируемой')
plt.show()
e:\MII\laboratory\mai\Lib\site-packages\sklearn\metrics\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn(
RMSE: 17870.38470608543 R²: 0.9973762630189477 MAE: 5924.569330616996 Кросс-валидация RMSE: 34577.766841359786 Train RMSE: 12930.759734777745 Train R²: 0.9987426148033223 Train MAE: 2495.3698282637165
e:\MII\laboratory\mai\Lib\site-packages\sklearn\metrics\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'. warnings.warn(
Выводы и итог¶
Модель случайного леса (RandomForestRegressor) показала удовлетворительные результаты при прогнозировании цен на недвижимость. Метрики качества и кросс-валидация позволяют предположить, что модель не сильно переобучена и может быть использована для практических целей.
Точность предсказаний: Модель демонстрирует довольно высокий R² (0.9987), что указывает на большую часть вариации целевого признака (цены недвижимости). Однако, значения RMSE и MAE остаются высоки (12930 и 2495), что свидетельствует о том, что модель не всегда точно предсказывает значения, особенно для объектов с высокими или низкими ценами.
Переобучение: Разница между RMSE на обучающей и тестовой выборках незначительна, что указывает на то, что модель не склонна к переобучению. Однако в будущем стоит следить за этой метрикой при добавлении новых признаков или усложнении модели, чтобы избежать излишней подгонки под тренировочные данные. Также стоит быть осторожным и продолжать мониторинг этого показателя.
Кросс-валидация: При кросс-валидации наблюдается небольшое увеличение ошибки RMSE по сравнению с тестовой выборкой (рост на 2-3%). Это может указывать на небольшую нестабильность модели при использовании разных подвыборок данных. Для повышения устойчивости модели возможно стоит провести дальнейшую настройку гиперпараметров.
Рекомендации: Следует уделить внимание дополнительной обработке категориальных признаков, улучшению метода feature engineering, а также возможной оптимизации модели (например, через подбор гиперпараметров) для повышения точности предсказаний на экстремальных значениях.
Кажется на этом закончили :)