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Вспоминая физику. Правило Буравчика

Неожиданно вспомнилось Правило буравчика – это математический закон, который описывает направление действия силы на тело, вращающееся вокруг своей оси. Он был сформулирован в 17 веке французским физиком и математиком Пьером Буравчиком и является одним из основных принципов механики.

1
):\n df = pd.read_excel(filename)\n if df.empty: # если пустой файл то записываем в пустые\n empty.append(filename)\n continue\n df.dropna(how='all', inplace=True)\n df.reset_index(drop=True, inplace=True)\n cols = list(df.columns) #выделяем колонки из таблицы в файле\n cols = clean(cols)","lang":""}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Далее удаляем ненужные поля (для примера допустим, что в шаблоне dd_eirs_2 присутствует столбец 'Акт сдачи-приемки')

"}},{"type":"code","cover":false,"hidden":false,"anchor":"","data":{"text":"if 'Акт сдачи-приемки' in df.columns[0]:\n df.drop(df.columns[0], axis=1, inplace=True)\n df.columns = df.loc[0]\n df = df[1:]\n cols = list(df.columns)\n cols = clean(cols)\n if cols == dd_eirs_2: #смотрим подходят ли колонки каждому шаблону\n for i in df.index:\n if 'ИТОГО (' in str(df.loc[i, 'ИТ-услуга ТП']):\n df = df[:i]\n break\n df.columns = cols\n df['filename'] = os.path.basename(filename)\n df_eirs = pd.concat([df_eirs, df]) #если установили соответствие с шаблоном то записываем в общий файл\n find.append(filename)\n elif cols == dd_eirs_1: # если шаблону не подошло то сравниваем с другими\n for i in df.index:\n if 'ИТОГО (' in str(df.loc[i, 'ИТ-услуга ТП']):\n df = df[:i]\n break\n df.columns = cols\n df['filename'] = os.path.basename(filename)\n df_eirs = pd.concat([df_eirs, df])\n find.append(filename)\n else … #<обработка других шаблонов>","lang":""}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

В результате получили сводную таблицу для проведения дальнейшего анализа:

"}},{"type":"media","cover":false,"hidden":false,"anchor":"","data":{"items":[{"title":"","image":{"type":"image","data":{"uuid":"886df1d7-f645-5124-a5f3-089328b166e7","width":725,"height":175,"size":17789,"type":"png","color":"e2e3df","hash":"","external_service":[],"base64preview":"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"}}}]}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Второй способ - поиск паттернов в шаблонах.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Данный способ позволяет выделять общие паттерны в каждом документе. Главное отличие от предыдущего способа заключается в том, что не надо обрабатывать каждый шаблон отдельно, а можно использовать набор функций, который поможет извлечь нужную информацию из значительного объёма документов.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

О применении данного способа расскажем на примере обработки 2-х заказ-нарядов на ремонт автомобиля, оформленных по разным шаблонам. Задача: узнать у каких машин, когда были совершены ремонтные работы, а также детальную информацию по работам (детали, их количество, вид работ, стоимость и т.д.).

"}},{"type":"media","cover":false,"hidden":false,"anchor":"","data":{"items":[{"title":"","image":{"type":"image","data":{"uuid":"a828bf9d-2d5b-56fe-b5b2-3ed77b52ae3c","width":1045,"height":641,"size":306781,"type":"png","color":"d3d0d0","hash":"","external_service":[],"base64preview":"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"}}}]}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Можно заметить, что в документах есть вся нужная информация, но представлена она в разных форматах (столбцы называются по-разному, номер машины расположен в разных местах листа, в одном случае отсутствует номер договора и т.д.). Соответственно, нельзя просто извлечь и соединить таблицы из этих документов.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

При обработке данных вторым способом мы использовали другой алгоритм действий:

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

- из каждого документа извлекался весь текст, т.к. часть нужной информации находится вне таблицы. Для этого использовали регулярные выражения.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Отметим, что для таких данных, как номер автомобиля или номер заказа, написать общие регулярные выражения несложно.

"}},{"type":"code","cover":false,"hidden":false,"anchor":"","data":{"text":"def get_info_from_pdf(row):\n try:\n f = fitz.open(row['FilePath'])\n text = ''\n for page in f:\n text += page.get_text()\n text = text.lower()\n text = re.sub(r'\\n', ' ', text)\n#выделяем текст из файла, в тексте ищем интересующую нас информацию с помощью регулярных выражений\n zakaz = re.findall(r'(заказ-наряд)|(наряд-заказ)|(заказ-наряда)|(наряд-заказа)|(наряд-заказу)|(заказ-наряду)', text)\n if len(zakaz)==0:\n if len(re.findall(r'пробег\\D*\\d+', text))!= 0:\n row['Пробег'] = re.findall(r'пробег\\D*\\d+', text)[0]\n if len(re.findall(r'sd\\d+', text)) != 0: \n row['Номер SD'] = re.findall(r'sd\\d+', text)[0]\n return row\n except:\n return row","lang":""}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

- с помощью Python в документах были найдены и извлечены все таблицы;

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

- для идентификации данных по каждой колонке проводился поиск ключевого слова. Если слово найдено, то информация из столбца записывалась в соответствующий столбец сводной таблицы.

"}},{"type":"code","cover":false,"hidden":false,"anchor":"","data":{"text":"def extract_table(o):\n table = tables[o].df\n table.columns = [ str(x).lower().translate(str.maketrans('','',string.punctuation)) for x in table.columns] # выделяем названия колонок в таблице\n df = pd.DataFrame()\n for i in table.columns: #итерируемся по каждой колонке\n for j in range(len(table)):\n data = str(table[i][j]).lower().translate(str.maketrans('','',string.punctuation))\n data = [i] + data.split()\n for d in data:\n\t\t#смотрим встречается ли в данных колонки слова маркеры нужных нам данных\n if d in ['код']:\n df[\"Код\"] = table[i] # если нужный маркер найден, то данные из колонки записываются в соответствующую колонку общего файла\n if d in ['наименованиие', 'работ', 'работы', 'услуги', 'услуг', 'услуга']:\n df[\"Работы\"] = table[i]\n if d in ['время']:\n df[\"Время\"] = table[i]\n if d in ['нч']:\n df[\"Н/ч\"] = table[i]\n if d in ['колво','кол']:\n df[\"Кол-во\"] = table[i]\n if d in ['цена']:\n df[\"Цена\"] = table[i]\n if d in ['сумма']:\n df[\"Сумма\"] = table[i].drop([j])\n return df.dropna(how='any')","lang":""}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

В результате была получена следующая таблица для проведения дальнейшего анализа:

"}},{"type":"media","cover":false,"hidden":false,"anchor":"","data":{"items":[{"title":"","image":{"type":"image","data":{"uuid":"3ac57b62-0654-5e1b-be3d-2b287db3cc70","width":868,"height":157,"size":49970,"type":"png","color":"d7d7d4","hash":"","external_service":[],"base64preview":"/9j/4AAQSkZJRgABAQIAJQAlAAD/2wBDAAMCAgICAgMCAgIDAwMDBAYEBAQEBAgGBgUGCQgKCgkICQkKDA8MCgsOCwkJDRENDg8QEBEQCgwSExIQEw8QEBD/2wBDAQMDAwQDBAgEBAgQCwkLEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBD/wAARCAAKAAoDAREAAhEBAxEB/8QAFwAAAwEAAAAAAAAAAAAAAAAAAgUHCf/EACIQAAEDBAICAwAAAAAAAAAAAAECAxEABAUSBiETMVGRwf/EABUBAQEAAAAAAAAAAAAAAAAAAAAB/8QAFBEBAAAAAAAAAAAAAAAAAAAAAP/aAAwDAQACEQMRAD8A0ZxuYzPIH/E9fPY/xIK5t9Rt3EK3CgfnqPygSXnI+TJu30t5K5SkOKCQnWAJ9CRUVQYEzHdVAFtskktp+qD/2Q=="}}}]}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Оба способа имеют свои плюсы и минусы.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Для первого способа характерна бОльшая точность выходных данных. Однако, он требует проведения ручного анализа.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Для второго способа использование регулярных выражений позволяет снизить трудозатраты. Поиск подходящего выражения или ключевого слова занимает не так много времени, является более универсальным и не требует доработки при добавлении новых вариантов документов. Однако, при применении данного инструмента, могут встречаться некоторые артефакты выходных данных (например, номер машины: ъ000уъ00, дата договора 20.07.2024 и т.д.), которые могут усложнить дальнейший анализ.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

При анализе 100 пакетов документов, содержащих разнородные таблицы, я получил следующую статистику:

"}},{"type":"media","cover":false,"hidden":false,"anchor":"","data":{"items":[{"title":"","image":{"type":"image","data":{"uuid":"c5f71589-f1e4-5193-8932-acbfc957d450","width":983,"height":215,"size":16403,"type":"png","color":"0e0e0e","hash":"","external_service":[],"base64preview":"/9j/4AAQSkZJRgABAQIAJQAlAAD/2wBDAAMCAgICAgMCAgIDAwMDBAYEBAQEBAgGBgUGCQgKCgkICQkKDA8MCgsOCwkJDRENDg8QEBEQCgwSExIQEw8QEBD/wAALCAAKAAoBAREA/8QAFgABAQEAAAAAAAAAAAAAAAAABQQJ/8QAJRAAAgEDAwIHAAAAAAAAAAAAAQIDAAQRBQYhEzEUIjIzQVFh/9oACAEBAAA/ANJLTburxW8oudw3rSzAxIXn9vv5sA4J7fNRHb25VJUazqjAcZ8SnP766VtFVIFVFCjqMcAY5yaLmtLUzOTbREliSSg+6//Z"}}}]}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Как видно из сравнительной таблицы, ручная обработка даёт высокую точность обработки данных, но требует большего количества времени, чем поиск паттернов. Очевидно, чем более однородные таблицы приводятся к единому виду, тем выше точность данных и скорость обработки.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

В дальнейшем данные подходы хотим применить для создания более сильного инструмента, который позволит пользователю автоматически группировать всю нужную информацию, задавая лишь путь до документов и вид таблиц, который ему нужен.

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Правило Буравчика","date":1691039474,"dateModified":1691039474,"blocks":[{"type":"media","cover":true,"hidden":false,"anchor":"","data":{"items":[{"title":"","image":{"type":"image","data":{"uuid":"a0fa042c-7ab0-5f58-9666-b7eb4f066a0b","width":833,"height":854,"size":38109,"type":"jpg","color":"f3efec","hash":"","external_service":[],"base64preview":"/9j/4AAQSkZJRgABAQEAeAB4AAD/2wBDAAcFBQYFBAcGBQYIBwcIChELCgkJChUPEAwRGBUaGRgVGBcbHichGx0lHRcYIi4iJSgpKywrGiAvMy8qMicqKyr/2wBDAQcICAoJChQLCxQqHBgcKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKir/wAARCAAKAAoDASIAAhEBAxEB/8QAFwAAAwEAAAAAAAAAAAAAAAAAAQIGB//EACMQAAIBAgYCAwAAAAAAAAAAAAECAwAFBBESIUFRIzIzUnH/xAAUAQEAAAAAAAAAAAAAAAAAAAAB/8QAFhEBAQEAAAAAAAAAAAAAAAAAAQAR/9oADAMBAAIRAxEAPwDaZbjjbJenGNaaS1zSeOTTqMLE+hP1PB4O3VVAOYB7pZEV42V1DKRuCMwaKfGv4KAyV2//2Q=="}}}]}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Неожиданно вспомнилось Правило буравчика – это математический закон, который описывает направление действия силы на тело, вращающееся вокруг своей оси. Он был сформулирован в 17 веке французским физиком и математиком Пьером Буравчиком и является одним из основных принципов механики.

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Закон буравчика утверждает, что если мы вращаем буравчик вокруг оси тела, то его направление указывает на направление действия силы. Если вращать винт (буравчик) в том направлении, в котором вращается тело, он будет завинчиваться (или вывинчиваться) в ту сторону, куда направлена угловая скорость.

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Где в производстве можно увидеть Правило буравчика?

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Правило буравчика можно применить на производстве, например, при выборе направления движения конвейера или при установке оборудования.

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· При установке станков и другого оборудования на производстве необходимо учитывать направление вращения двигателя. Если двигатель вращается по часовой стрелке, то направление движения оборудования должно быть направлено вправо.

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· При проектировании производственных помещений необходимо учитывать размещение оборудования и рабочих мест. Например, при установке станков необходимо учитывать направление движения конвейеров и других производственных линий, чтобы минимизировать пересечение маршрутов и обеспечить безопасность работы персонала.

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· В процессе производства многих объектов требуется учесть взаимосвязь между силой, с которой действует инструмент, и скоростью его движения. Это правило играет важную роль при определении оптимальных параметров работы механизмов и инструментов, обеспечивая их эффективность и безопасность.

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Таким образом, правило буравчика является важным инструментом для оптимизации производственных процессов и обеспечения безопасности на производстве. Его применение позволяет минимизировать пересечения маршрутов движения грузов и оборудования, а также обеспечить удобство работы персонала.

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А на складе?

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

При перемещении товаров и грузов требуется учесть связь между приложенной силой и скоростью перемещения, чтобы гарантировать безопасное и эффективное перемещение грузов. На складах подобные принципы используются при выборе подходящих грузоподъемных механизмов, определении оптимального режима работы и в случаях, когда требуется минимизировать потери времени и энергии при перемещении грузов.

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· При размещении товаров на полках на складе также важно учитывать направление движения, чтобы обеспечить удобный доступ к товарам и минимизировать задержки при их перемещении.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

· При проектировании складских помещений также следует учитывать направление движения товаров и персонала. Например, при размещении погрузочно-разгрузочных зон необходимо учитывать маршруты движения товаров, чтобы минимизировать пересечения и обеспечить безопасность персонала.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Все это, помогает инженерам и специалистам по производству и складу решать задачи, связанные с изготовлением / перемещением изделий и материалов. Таким образом, Правило буравчика является важным инструментом помогающим оптимизировать процессы и избежать ошибок при перемещении материалов и изделий в различных системах и механизмах. Пусть даже мы используем его не специально, а по наитию.

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

Еще больше можно почитать на странице компании Logicon https://dzen.ru/logicon

"}},{"type":"text","cover":false,"hidden":false,"anchor":"","data":{"text":"

#физика #правилобуравчика #правилоправойруки #магнитныеволны #процессы #склад #производство #пример #автоматизация #вспоминаем #Physics #Righthandrule #Magneticwaves #Processes #Warehouse #Production #Example #Automation #Remember #ruleofthumb

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