5184 lines
177 KiB
Plaintext
5184 lines
177 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Работа с таблицами. Введение в библиотеку pandas"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Датафреймы (таблицы) в pandas"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"В этой и последующих лекциях мы будем работать с таблицами. В социальных науках термины *база данных* и *таблица* часто используются как синонимы. Вообще, между этими терминами есть существенная разница, так как база данных по сути ‒ это набор таблиц, связанных друг с другом (можно думать о ней как о файле Excel с разными листами). Но давайте для простоты считать эти термины эквивалентными, основы работы с «настоящими» базами данных (*SQL*, *PyMongo*) мы обсуждать не будем. Кроме того, в качестве синонима слова *таблица* мы будем использовать слово *датафрейм* как кальку с термина *data frame*."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Таблицы можно получить из стандартных структур данных в Python. Например, мы можем создать таблицу в таком виде:"
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]
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},
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"table = [[1, 2, 3], [4, 5, 6]]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"[[1, 2, 3], [4, 5, 6]]"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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"source": [
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"table "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Давайте превратим `table` в датафрейм из библиотеки `pandas`. Эта библиотека используется для удобной и более эффективной работы с таблицами. Ее функционал достаточно разнообразен, но давайте начнем с каких-то базовых функций и методов. \n",
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"\n",
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"Для начала импортируем саму библиотеку."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Здесь мы использовали такой прием: импортировали библиотеку и присвоили ей сокращенное имя, которое будет использоваться в пределах данного ноутбука. Чтобы не писать перед каждой библиотечной функцией длинное `pandas.` и не импортировать сразу все функции из этой библиотеки, мы сократим название до `pd` и в дальнейшем Python будет понимать, что мы имеем в виду. Можно было бы сократить и до `p`, но тогда есть риск забыть про это и создать переменную с таким же именем, что плохо. К тому же `pd` ‒ распространенное и устоявшееся сокращение.\n",
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"\n",
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"(И да, таким образом можно сокращать названия любых библиотек и модулей. Ничто бы не помешало нам на предыдущих занятиях писать, например, `import math as ma`, просто в этом не было необходимости).\n",
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"\n",
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"А теперь вернемся к таблице ‒ превратим список списков в объект `DataFrame`:"
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]
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},
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"<div>\n",
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"<style scoped>\n",
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" <td>2</td>\n",
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" <td>3</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>4</td>\n",
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" <td>5</td>\n",
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" <td>6</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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" 0 1 2\n",
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"0 1 2 3\n",
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"1 4 5 6"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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"source": [
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"pd.DataFrame(table) # выглядит посимпатичнее"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Сохраним результат в переменную `df`:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.DataFrame(table)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"outputs": [
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" <td>2</td>\n",
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" <td>3</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>4</td>\n",
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" <td>5</td>\n",
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" <td>6</td>\n",
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" </tr>\n",
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" 0 1 2\n",
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"0 1 2 3\n",
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"1 4 5 6"
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"df"
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Как можно заметить, по умолчанию Python создает датафрейм по строкам, то есть в качестве первой строки берет первый список, затем ‒ второй, и так далее. При желании это можно исправить ‒ транспонировать таблицу, то есть поменять местами строки и столбцы. Для этого существует метод `.transpose()`:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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" <tbody>\n",
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" <tr>\n",
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" <td>1</td>\n",
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" <td>4</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>2</td>\n",
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" <td>5</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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"text/plain": [
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" 0 1\n",
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"0 1 4\n",
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"1 2 5\n",
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"2 3 6"
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]
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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"source": [
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"df.transpose()"
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Другой нюанс: Python создал названия строк и столбцов по умолчанию ‒ просто пронумеровал их, начиная с нуля. Разумеется, это тоже можно настраивать, но давайте оставим это до более содержательного примера. А пока посмотрим, что из себя представляют столбцы нашего датафрема:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"0 1\n",
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"1 4\n",
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"Name: 0, dtype: int64"
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]
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},
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"execution_count": 8,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df[0] # столбец с индексом 1 - Series"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"pandas.core.series.Series"
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]
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},
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"type(df[0])"
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]
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},
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{
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"cell_type": "markdown",
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||
"metadata": {},
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"source": [
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"Столбец датафрейма `df` имеет особый тип *Series*. Внешне *Series* отличается от обычного списка значений, потому что, во-первых, при вызове столбца на экран выводятся не только сами элементы, но их номер (номер строки), а во-вторых, на экран выводится строка с названием столбца (`Name: 0`) и его тип (`dtype: int64`, целочисленный). Первая особенность роднит *Series* со словарями: он представляет собой пары *ключ-значение*, то есть *номер-значение*. Вторая особенность роднит *Series* с массивами `numpy`: элементы обычно должны быть одного типа.\n",
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"\n",
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"Библиотеку `numpy` мы еще не обсуждали, но обязательно обсудим позже, так как во многих задачах использовать массивы `numpy` гораздо удобнее, чем списки. "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Загрузка таблицы из файла и описание переменных\n",
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"\n",
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"А теперь давайте загрузим какую-нибудь реальную базу данных из файла. Библиотека `pandas` достаточно гибкая, она позволяет загружать данные из файлов разных форматов. Пока остановимся на самом простом ‒ файле *csv*, что расшифровывается как *comma separated values*. Столбцы в таком файле по умолчанию отделяются друг от друга запятой. Например, такая таблица"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {},
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"outputs": [
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" <th>0</th>\n",
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" <td>1</td>\n",
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" <td>4</td>\n",
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" <td>9</td>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>4</td>\n",
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" 0 1 2\n",
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"0 1 4 9\n",
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"1 4 8 6"
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|
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"pd.DataFrame([[1, 4, 9], [4, 8, 6]])"
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},
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{
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"cell_type": "markdown",
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||
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||
"source": [
|
||
"сохраненная в формате *csv* без названий строк и столбцов будет выглядеть так:"
|
||
]
|
||
},
|
||
{
|
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"cell_type": "raw",
|
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"metadata": {},
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"source": [
|
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"1, 4, 9\n",
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"4, 8, 6"
|
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]
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||
},
|
||
{
|
||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
|
||
"Но разделитель столбцов в таблице может быть и другим, например, точкой с запятой:"
|
||
]
|
||
},
|
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{
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"cell_type": "raw",
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"source": [
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"1; 4; 9\n",
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"4; 8; 6"
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"cell_type": "markdown",
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|
||
"В таких случаях нам потребуется дополнительно выставлять параметр `sep = \";\"`, чтобы Python понимал, как правильно отделять один столбец от другого. Но потренируемся открывать разные форматы файлов в следующий раз. Сейчас посмотрим, как загрузить файл с компьютера.\n",
|
||
"\n",
|
||
"По умолчанию Python видит только те файлы, которые хранятся в текущей рабочей папке ‒ папке, откуда запускается Python или, в нашем случае, Jupyter Notebook. Чтобы узнать, какая папка является рабочей, необходимо загрузить модуль `os` и вызвать функцию `getcwd()`:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import os"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'/Users/allat/Documents/github/CognTech/2-python-libraries'"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"os.getcwd() # от get current working directory"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Эта функция возвращает путь к рабочей папке. В моем случае это `'//Users/allat/Documents/github/CognTech/2-python-libraries`, на компьютере с Windows в классе ‒ `C:\\\\Users\\\\student`. Python подсказывает, что в моем случае рабочей папкой является *2-python-libraries*, которая лежит в папке *CognTech*, в *github* и так далее. Обратите внимание: в Mac OS и Linux слэши между названиями папок прямые и одинарные, в Windows ‒ обратные и двойные. Плюс, в Windows всегда в начале прописывается диск (`C:` или иные)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Иногда удобно положить файл, с которым мы будем работать, в рабочую папку. Можно явно переместить файл из папки в папку, но при работе в Jupyter можно сделать проще ‒ воспользоваться кнопкой *Upload* на странице *Home*. Кто пользуется командной строкой, есть альтернатива: запустить сам Jupyter Notebook из той папки, где хранятся файлы для работы.\n",
|
||
"\n",
|
||
"А так можно изменить рабочую папку, прописав новый путь:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"os.chdir(\"/Users/allat/Documents/github/CognTech/\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Теперь перейдем к загрузке самого файла. Воспользуемся функцией `read_csv()`. \n",
|
||
"\n",
|
||
"*Для тех, кто чаще работает в R:* следите за написанием этой функции, есть соблазн написать `read.csv()`."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df = pd.read_csv(\"scores2.csv\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"В файле `scores2.csv` сохранены оценки студентов-политологов по ряду курсов. Оценки реальные, взяты из кумулятивного рейтинга, но имена студентов зашифрованы ‒ вместо них задействованы номера студенческих билетов. Посмотрим на базу данных:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
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|
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|
||
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||
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||
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||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
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|
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||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
" <td>1</td>\n",
|
||
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||
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|
||
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||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
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|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>М141БПЛТЛ026</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
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|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>М141БПЛТЛ073</td>\n",
|
||
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|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
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|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
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|
||
" <td>7</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
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|
||
" <td>М141БПЛТЛ078</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
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|
||
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|
||
" <td>10</td>\n",
|
||
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|
||
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|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
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|
||
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|
||
" <td>8.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>М141БПЛТЛ060</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>М141БПЛТЛ040</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>М141БПЛТЛ065</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>М141БПЛТЛ053</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>М141БПЛТЛ015</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>М141БПЛТЛ021</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>М141БПЛТЛ018</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>М141БПЛТЛ039</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>М141БПЛТЛ036</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>М141БПЛТЛ049</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>06114043</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>М141БПЛТЛ048</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>М141БПЛТЛ034</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>М141БПЛТЛ045</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>М141БПЛТЛ033</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>М141БПЛТЛ083</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>М141БПЛТЛ008</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>М141БПЛТЛ001</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>М141БПЛТЛ038</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>М141БПЛТЛ052</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>М141БПЛТЛ011</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>М141БПЛТЛ004</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>М141БПЛТЛ010</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>М141БПЛТЛ071</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>М141БПЛТЛ035</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>М141БПЛТЛ030</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36</th>\n",
|
||
" <td>М141БПЛТЛ070</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37</th>\n",
|
||
" <td>М141БПЛТЛ051</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38</th>\n",
|
||
" <td>М141БПЛТЛ046</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39</th>\n",
|
||
" <td>М141БПЛТЛ047</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>40</th>\n",
|
||
" <td>М141БПЛТЛ063</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41</th>\n",
|
||
" <td>М141БПЛТЛ029</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>М141БПЛТЛ064</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>43</th>\n",
|
||
" <td>М141БПЛТЛ076</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44</th>\n",
|
||
" <td>М141БПЛТЛ062</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>45</th>\n",
|
||
" <td>М141БПЛТЛ074</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46</th>\n",
|
||
" <td>130232038</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47</th>\n",
|
||
" <td>М141БПЛТЛ023</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48</th>\n",
|
||
" <td>М141БПЛТЛ054</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>49</th>\n",
|
||
" <td>М141БПЛТЛ012</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50</th>\n",
|
||
" <td>М141БПЛТЛ006</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51</th>\n",
|
||
" <td>М141БПЛТЛ055</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>52</th>\n",
|
||
" <td>М141БПЛТЛ007</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>53</th>\n",
|
||
" <td>М141БПЛТЛ050</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>54</th>\n",
|
||
" <td>М141БПЛТЛ066</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>55</th>\n",
|
||
" <td>М141БПЛТЛ043</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>56</th>\n",
|
||
" <td>М141БПЛТЛ084</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>57</th>\n",
|
||
" <td>М141БПЛТЛ005</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>58</th>\n",
|
||
" <td>М141БПЛТЛ044</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>59</th>\n",
|
||
" <td>13051038</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" id catps mstat soc econ eng polth mstat2 phist law \\\n",
|
||
"0 М141БПЛТЛ024 7 9 8 8 9 8 10 8.0 7 \n",
|
||
"1 М141БПЛТЛ031 8 10 10 10 10 10 10 9.0 9 \n",
|
||
"2 М141БПЛТЛ075 9 9 9 10 9 10 9 8.0 9 \n",
|
||
"3 М141БПЛТЛ017 9 9 8 8 9 9 10 6.0 9 \n",
|
||
"4 М141БПЛТЛ069 10 10 10 10 10 10 9 8.0 8 \n",
|
||
"5 М141БПЛТЛ072 10 9 8 10 9 8 9 8.0 8 \n",
|
||
"6 М141БПЛТЛ020 8 7 7 6 9 10 8 8.0 7 \n",
|
||
"7 М141БПЛТЛ026 7 10 8 7 10 7 9 8.0 8 \n",
|
||
"8 М141БПЛТЛ073 7 9 8 8 9 8 9 8.0 8 \n",
|
||
"9 М141БПЛТЛ078 6 6 9 5 6 10 7 6.0 8 \n",
|
||
"10 М141БПЛТЛ060 7 8 7 7 9 8 8 5.0 7 \n",
|
||
"11 М141БПЛТЛ040 6 9 8 6 9 7 8 6.0 9 \n",
|
||
"12 М141БПЛТЛ065 9 9 8 4 8 8 7 9.0 8 \n",
|
||
"13 М141БПЛТЛ053 6 7 7 5 9 8 7 8.0 8 \n",
|
||
"14 М141БПЛТЛ015 6 9 7 6 9 7 9 4.0 7 \n",
|
||
"15 М141БПЛТЛ021 8 9 8 8 9 8 8 7.0 7 \n",
|
||
"16 М141БПЛТЛ018 7 7 9 7 9 7 8 6.0 6 \n",
|
||
"17 М141БПЛТЛ039 9 8 9 8 8 8 6 8.0 7 \n",
|
||
"18 М141БПЛТЛ036 8 10 7 8 8 6 9 4.0 8 \n",
|
||
"19 М141БПЛТЛ049 6 7 6 6 8 6 8 4.0 8 \n",
|
||
"20 06114043 8 8 10 5 8 8 8 10.0 7 \n",
|
||
"21 М141БПЛТЛ048 8 6 8 6 9 6 4 4.0 6 \n",
|
||
"22 М141БПЛТЛ034 6 9 7 6 9 6 8 6.0 7 \n",
|
||
"23 М141БПЛТЛ045 5 8 8 7 8 6 7 6.0 7 \n",
|
||
"24 М141БПЛТЛ033 5 9 8 7 9 7 9 7.0 7 \n",
|
||
"25 М141БПЛТЛ083 5 5 6 5 8 7 6 5.0 7 \n",
|
||
"26 М141БПЛТЛ008 10 8 8 9 8 10 9 8.0 9 \n",
|
||
"27 М141БПЛТЛ001 6 7 7 4 10 7 7 6.0 8 \n",
|
||
"28 М141БПЛТЛ038 7 9 6 4 9 6 7 6.0 7 \n",
|
||
"29 М141БПЛТЛ052 7 7 7 7 8 6 6 6.0 8 \n",
|
||
"30 М141БПЛТЛ011 7 6 8 6 9 6 6 5.0 6 \n",
|
||
"31 М141БПЛТЛ004 7 7 6 6 8 6 6 5.0 5 \n",
|
||
"32 М141БПЛТЛ010 6 6 7 6 9 7 7 6.0 7 \n",
|
||
"33 М141БПЛТЛ071 6 9 7 7 9 6 8 4.0 6 \n",
|
||
"34 М141БПЛТЛ035 5 6 7 6 8 5 5 4.0 6 \n",
|
||
"35 М141БПЛТЛ030 7 6 6 6 7 6 6 4.0 8 \n",
|
||
"36 М141БПЛТЛ070 5 5 6 4 8 6 5 5.0 6 \n",
|
||
"37 М141БПЛТЛ051 8 9 8 6 8 7 6 7.0 6 \n",
|
||
"38 М141БПЛТЛ046 5 7 7 4 7 5 8 5.0 7 \n",
|
||
"39 М141БПЛТЛ047 5 8 6 4 7 5 9 5.0 6 \n",
|
||
"40 М141БПЛТЛ063 5 5 6 4 8 4 4 4.0 5 \n",
|
||
"41 М141БПЛТЛ029 6 8 8 7 9 5 6 7.0 6 \n",
|
||
"42 М141БПЛТЛ064 7 8 6 7 6 6 8 4.0 6 \n",
|
||
"43 М141БПЛТЛ076 7 7 8 6 8 6 6 6.0 8 \n",
|
||
"44 М141БПЛТЛ062 7 7 7 6 9 6 6 5.0 6 \n",
|
||
"45 М141БПЛТЛ074 5 6 7 4 7 6 5 6.0 6 \n",
|
||
"46 130232038 6 7 6 5 8 4 8 4.0 8 \n",
|
||
"47 М141БПЛТЛ023 7 9 6 8 9 6 9 4.0 7 \n",
|
||
"48 М141БПЛТЛ054 7 8 6 4 8 6 4 4.0 6 \n",
|
||
"49 М141БПЛТЛ012 6 6 7 4 10 6 5 4.0 7 \n",
|
||
"50 М141БПЛТЛ006 6 5 6 5 8 5 5 5.0 6 \n",
|
||
"51 М141БПЛТЛ055 6 5 6 4 7 7 4 8.0 5 \n",
|
||
"52 М141БПЛТЛ007 6 7 7 6 7 6 7 4.0 5 \n",
|
||
"53 М141БПЛТЛ050 8 6 6 6 8 4 5 4.0 5 \n",
|
||
"54 М141БПЛТЛ066 7 10 7 7 9 5 8 4.0 6 \n",
|
||
"55 М141БПЛТЛ043 5 5 6 5 8 5 6 5.0 6 \n",
|
||
"56 М141БПЛТЛ084 6 7 8 4 8 5 5 NaN 8 \n",
|
||
"57 М141БПЛТЛ005 5 7 5 5 7 4 7 4.0 5 \n",
|
||
"58 М141БПЛТЛ044 4 5 7 4 6 4 4 5.0 4 \n",
|
||
"59 13051038 5 4 4 4 9 5 5 5.0 5 \n",
|
||
"\n",
|
||
" phil polsoc ptheo preg compp game wpol male \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"14 7 7 6.0 7 7.0 10 7 0 \n",
|
||
"15 7 6 6.0 8 6.0 7 8 0 \n",
|
||
"16 7 8 7.0 7 7.0 7 8 0 \n",
|
||
"17 6 9 6.0 7 8.0 4 9 1 \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"47 7 7 6.0 4 4.0 7 5 1 \n",
|
||
"48 4 8 4.0 4 4.0 4 8 1 \n",
|
||
"49 5 7 4.0 5 4.0 4 8 1 \n",
|
||
"50 4 7 5.0 7 5.0 6 8 0 \n",
|
||
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|
||
"52 5 6 5.0 4 5.0 4 7 1 \n",
|
||
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|
||
"54 5 6 4.0 6 4.0 5 6 0 \n",
|
||
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|
||
"56 4 4 4.0 4 4.0 6 7 1 \n",
|
||
"57 4 5 5.0 4 4.0 4 8 1 \n",
|
||
"58 4 4 4.0 6 NaN 5 5 1 \n",
|
||
"59 4 4 NaN 7 4.0 4 4 1 "
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
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|
||
}
|
||
],
|
||
"source": [
|
||
"df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Так как в нашем случае таблица не очень большая, Python вывел ее на экран полностью. Если строк или столбцов было бы слишком много, Python вывел бы несколько первых и последних, а в середине бы поставил многоточие."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Кроме того, можно вывести первые или последние строки таблицы, используя методы `.head()` и `.tail()`."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <th>polsoc</th>\n",
|
||
" <th>ptheo</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>М141БПЛТЛ024</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
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|
||
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|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>М141БПЛТЛ031</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>М141БПЛТЛ075</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>М141БПЛТЛ017</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>М141БПЛТЛ069</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" id catps mstat soc econ eng polth mstat2 phist law \\\n",
|
||
"0 М141БПЛТЛ024 7 9 8 8 9 8 10 8.0 7 \n",
|
||
"1 М141БПЛТЛ031 8 10 10 10 10 10 10 9.0 9 \n",
|
||
"2 М141БПЛТЛ075 9 9 9 10 9 10 9 8.0 9 \n",
|
||
"3 М141БПЛТЛ017 9 9 8 8 9 9 10 6.0 9 \n",
|
||
"4 М141БПЛТЛ069 10 10 10 10 10 10 9 8.0 8 \n",
|
||
"\n",
|
||
" phil polsoc ptheo preg compp game wpol male \n",
|
||
"0 9 9 7.0 8 8.0 6 10 1 \n",
|
||
"1 10 10 9.0 8 8.0 9 10 1 \n",
|
||
"2 10 9 9.0 8 8.0 7 9 1 \n",
|
||
"3 9 9 8.0 8 8.0 8 9 0 \n",
|
||
"4 10 9 7.0 6 5.0 8 10 1 "
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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||
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||
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|
||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>М141БПЛТЛ084</td>\n",
|
||
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|
||
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|
||
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||
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||
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|
||
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|
||
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|
||
" <td>М141БПЛТЛ005</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
" <th>58</th>\n",
|
||
" <td>М141БПЛТЛ044</td>\n",
|
||
" <td>4</td>\n",
|
||
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|
||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
" <th>59</th>\n",
|
||
" <td>13051038</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
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||
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||
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||
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||
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|
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|
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|
||
" id catps mstat soc econ eng polth mstat2 phist law \\\n",
|
||
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|
||
"56 М141БПЛТЛ084 6 7 8 4 8 5 5 NaN 8 \n",
|
||
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|
||
"58 М141БПЛТЛ044 4 5 7 4 6 4 4 5.0 4 \n",
|
||
"59 13051038 5 4 4 4 9 5 5 5.0 5 \n",
|
||
"\n",
|
||
" phil polsoc ptheo preg compp game wpol male \n",
|
||
"55 4 5 4.0 5 NaN 4 6 0 \n",
|
||
"56 4 4 4.0 4 4.0 6 7 1 \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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|
||
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|
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|
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|
||
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|
||
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|
||
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|
||
},
|
||
{
|
||
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|
||
"metadata": {},
|
||
"source": [
|
||
"**Внимание:** это просто первые и последние строки таблицы «как есть». Никакой сортировки не происходит! \n",
|
||
"\n",
|
||
"По умолчанию эти методы выводят пять строк, но при желании это легко изменить. Достаточно в скобках указать желаемое число строк."
|
||
]
|
||
},
|
||
{
|
||
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|
||
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|
||
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|
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|
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|
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
||
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|
||
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|
||
" <td>М141БПЛТЛ024</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
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|
||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
" <td>8.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>М141БПЛТЛ031</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
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|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
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|
||
" <td>8</td>\n",
|
||
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|
||
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|
||
" <td>10</td>\n",
|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>М141БПЛТЛ075</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
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|
||
" <td>9.0</td>\n",
|
||
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|
||
" <td>8.0</td>\n",
|
||
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|
||
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|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>М141БПЛТЛ017</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>М141БПЛТЛ069</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>М141БПЛТЛ072</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>М141БПЛТЛ020</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>М141БПЛТЛ026</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
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|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>М141БПЛТЛ073</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
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|
||
" <td>9</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>М141БПЛТЛ078</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" id catps mstat soc econ eng polth mstat2 phist law \\\n",
|
||
"0 М141БПЛТЛ024 7 9 8 8 9 8 10 8.0 7 \n",
|
||
"1 М141БПЛТЛ031 8 10 10 10 10 10 10 9.0 9 \n",
|
||
"2 М141БПЛТЛ075 9 9 9 10 9 10 9 8.0 9 \n",
|
||
"3 М141БПЛТЛ017 9 9 8 8 9 9 10 6.0 9 \n",
|
||
"4 М141БПЛТЛ069 10 10 10 10 10 10 9 8.0 8 \n",
|
||
"5 М141БПЛТЛ072 10 9 8 10 9 8 9 8.0 8 \n",
|
||
"6 М141БПЛТЛ020 8 7 7 6 9 10 8 8.0 7 \n",
|
||
"7 М141БПЛТЛ026 7 10 8 7 10 7 9 8.0 8 \n",
|
||
"8 М141БПЛТЛ073 7 9 8 8 9 8 9 8.0 8 \n",
|
||
"9 М141БПЛТЛ078 6 6 9 5 6 10 7 6.0 8 \n",
|
||
"\n",
|
||
" phil polsoc ptheo preg compp game wpol male \n",
|
||
"0 9 9 7.0 8 8.0 6 10 1 \n",
|
||
"1 10 10 9.0 8 8.0 9 10 1 \n",
|
||
"2 10 9 9.0 8 8.0 7 9 1 \n",
|
||
"3 9 9 8.0 8 8.0 8 9 0 \n",
|
||
"4 10 9 7.0 6 5.0 8 10 1 \n",
|
||
"5 10 9 7.0 8 8.0 9 9 0 \n",
|
||
"6 7 9 7.0 8 6.0 8 9 1 \n",
|
||
"7 8 8 8.0 8 7.0 7 8 0 \n",
|
||
"8 9 9 7.0 7 6.0 10 9 1 \n",
|
||
"9 6 9 6.0 8 8.0 6 7 0 "
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.head(10) # первые 10 строк"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Описание показателей (переменных):**\n",
|
||
" \n",
|
||
"* id ‒ номер студенческого билета\n",
|
||
"* catps\t‒ оценка по курсу *Категории политической науки*\n",
|
||
"* mstat\t‒ оценка по курсу *Математика и статистика*\n",
|
||
"* soc ‒\tоценка по курсу *Социология*\n",
|
||
"* econ\t‒ оценка по курсу *Экономика*\n",
|
||
"* eng\t‒ оценка по курсу *Английский язык*\n",
|
||
"* polth\t‒ оценка по курсу *История политических учений*\n",
|
||
"* mstat2\t‒ оценка по курсу *Математика и статистика (часть 2)*\n",
|
||
"* phist\t‒ оценка по курсу *Политическая история*\n",
|
||
"* law\t‒ оценка по курсу *Право*\n",
|
||
"* phil\t‒ оценка по курсу *Философия*\n",
|
||
"* polsoc\t‒ оценка по курсу *Политическая социология*\n",
|
||
"* ptheo\t‒ оценка по курсу *Политическая теория*\n",
|
||
"* preg\t‒ оценка по курсу *Политическая регионалистика*\n",
|
||
"* compp\t‒ оценка по курсу *Сравнительная политика*\n",
|
||
"* game\t‒ оценка по курсу *Теория игр*\n",
|
||
"* wpol\t‒ оценка по курсу *Мировая политика и международные отношения*\n",
|
||
"* male ‒ пол (1 ‒ мужской, 0 ‒ женский)\n",
|
||
"\n",
|
||
"Давайте кое-что подкорректруем. Сделаем так, чтобы строки в таблице назывались в соответствии с `id`. Другими словами, сделаем так, чтобы первый столбец считался индексом строки:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df = pd.read_csv(\"scores2.csv\", index_col = 0)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>catps</th>\n",
|
||
" <th>mstat</th>\n",
|
||
" <th>soc</th>\n",
|
||
" <th>econ</th>\n",
|
||
" <th>eng</th>\n",
|
||
" <th>polth</th>\n",
|
||
" <th>mstat2</th>\n",
|
||
" <th>phist</th>\n",
|
||
" <th>law</th>\n",
|
||
" <th>phil</th>\n",
|
||
" <th>polsoc</th>\n",
|
||
" <th>ptheo</th>\n",
|
||
" <th>preg</th>\n",
|
||
" <th>compp</th>\n",
|
||
" <th>game</th>\n",
|
||
" <th>wpol</th>\n",
|
||
" <th>male</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>id</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ024</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ031</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ075</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ017</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ069</th>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ072</th>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ020</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ026</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ073</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ078</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ060</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ040</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ065</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ053</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ015</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ021</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ018</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ039</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ036</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ049</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>06114043</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ048</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ034</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ045</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ033</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ083</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ008</th>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ001</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ038</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ052</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ011</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ004</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ010</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ071</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ035</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ030</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ070</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ051</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ046</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ047</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ063</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ029</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ064</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ076</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ062</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ074</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>130232038</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ023</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ054</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ012</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ006</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ055</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ007</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ050</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ066</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ043</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ084</th>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ005</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ044</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13051038</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>4.0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" catps mstat soc econ eng polth mstat2 phist law phil \\\n",
|
||
"id \n",
|
||
"М141БПЛТЛ024 7 9 8 8 9 8 10 8.0 7 9 \n",
|
||
"М141БПЛТЛ031 8 10 10 10 10 10 10 9.0 9 10 \n",
|
||
"М141БПЛТЛ075 9 9 9 10 9 10 9 8.0 9 10 \n",
|
||
"М141БПЛТЛ017 9 9 8 8 9 9 10 6.0 9 9 \n",
|
||
"М141БПЛТЛ069 10 10 10 10 10 10 9 8.0 8 10 \n",
|
||
"М141БПЛТЛ072 10 9 8 10 9 8 9 8.0 8 10 \n",
|
||
"М141БПЛТЛ020 8 7 7 6 9 10 8 8.0 7 7 \n",
|
||
"М141БПЛТЛ026 7 10 8 7 10 7 9 8.0 8 8 \n",
|
||
"М141БПЛТЛ073 7 9 8 8 9 8 9 8.0 8 9 \n",
|
||
"М141БПЛТЛ078 6 6 9 5 6 10 7 6.0 8 6 \n",
|
||
"М141БПЛТЛ060 7 8 7 7 9 8 8 5.0 7 5 \n",
|
||
"М141БПЛТЛ040 6 9 8 6 9 7 8 6.0 9 5 \n",
|
||
"М141БПЛТЛ065 9 9 8 4 8 8 7 9.0 8 5 \n",
|
||
"М141БПЛТЛ053 6 7 7 5 9 8 7 8.0 8 6 \n",
|
||
"М141БПЛТЛ015 6 9 7 6 9 7 9 4.0 7 7 \n",
|
||
"М141БПЛТЛ021 8 9 8 8 9 8 8 7.0 7 7 \n",
|
||
"М141БПЛТЛ018 7 7 9 7 9 7 8 6.0 6 7 \n",
|
||
"М141БПЛТЛ039 9 8 9 8 8 8 6 8.0 7 6 \n",
|
||
"М141БПЛТЛ036 8 10 7 8 8 6 9 4.0 8 8 \n",
|
||
"М141БПЛТЛ049 6 7 6 6 8 6 8 4.0 8 5 \n",
|
||
"06114043 8 8 10 5 8 8 8 10.0 7 7 \n",
|
||
"М141БПЛТЛ048 8 6 8 6 9 6 4 4.0 6 4 \n",
|
||
"М141БПЛТЛ034 6 9 7 6 9 6 8 6.0 7 6 \n",
|
||
"М141БПЛТЛ045 5 8 8 7 8 6 7 6.0 7 7 \n",
|
||
"М141БПЛТЛ033 5 9 8 7 9 7 9 7.0 7 8 \n",
|
||
"М141БПЛТЛ083 5 5 6 5 8 7 6 5.0 7 5 \n",
|
||
"М141БПЛТЛ008 10 8 8 9 8 10 9 8.0 9 10 \n",
|
||
"М141БПЛТЛ001 6 7 7 4 10 7 7 6.0 8 6 \n",
|
||
"М141БПЛТЛ038 7 9 6 4 9 6 7 6.0 7 4 \n",
|
||
"М141БПЛТЛ052 7 7 7 7 8 6 6 6.0 8 6 \n",
|
||
"М141БПЛТЛ011 7 6 8 6 9 6 6 5.0 6 6 \n",
|
||
"М141БПЛТЛ004 7 7 6 6 8 6 6 5.0 5 5 \n",
|
||
"М141БПЛТЛ010 6 6 7 6 9 7 7 6.0 7 5 \n",
|
||
"М141БПЛТЛ071 6 9 7 7 9 6 8 4.0 6 7 \n",
|
||
"М141БПЛТЛ035 5 6 7 6 8 5 5 4.0 6 6 \n",
|
||
"М141БПЛТЛ030 7 6 6 6 7 6 6 4.0 8 5 \n",
|
||
"М141БПЛТЛ070 5 5 6 4 8 6 5 5.0 6 4 \n",
|
||
"М141БПЛТЛ051 8 9 8 6 8 7 6 7.0 6 6 \n",
|
||
"М141БПЛТЛ046 5 7 7 4 7 5 8 5.0 7 5 \n",
|
||
"М141БПЛТЛ047 5 8 6 4 7 5 9 5.0 6 4 \n",
|
||
"М141БПЛТЛ063 5 5 6 4 8 4 4 4.0 5 4 \n",
|
||
"М141БПЛТЛ029 6 8 8 7 9 5 6 7.0 6 5 \n",
|
||
"М141БПЛТЛ064 7 8 6 7 6 6 8 4.0 6 4 \n",
|
||
"М141БПЛТЛ076 7 7 8 6 8 6 6 6.0 8 6 \n",
|
||
"М141БПЛТЛ062 7 7 7 6 9 6 6 5.0 6 5 \n",
|
||
"М141БПЛТЛ074 5 6 7 4 7 6 5 6.0 6 6 \n",
|
||
"130232038 6 7 6 5 8 4 8 4.0 8 4 \n",
|
||
"М141БПЛТЛ023 7 9 6 8 9 6 9 4.0 7 7 \n",
|
||
"М141БПЛТЛ054 7 8 6 4 8 6 4 4.0 6 4 \n",
|
||
"М141БПЛТЛ012 6 6 7 4 10 6 5 4.0 7 5 \n",
|
||
"М141БПЛТЛ006 6 5 6 5 8 5 5 5.0 6 4 \n",
|
||
"М141БПЛТЛ055 6 5 6 4 7 7 4 8.0 5 4 \n",
|
||
"М141БПЛТЛ007 6 7 7 6 7 6 7 4.0 5 5 \n",
|
||
"М141БПЛТЛ050 8 6 6 6 8 4 5 4.0 5 5 \n",
|
||
"М141БПЛТЛ066 7 10 7 7 9 5 8 4.0 6 5 \n",
|
||
"М141БПЛТЛ043 5 5 6 5 8 5 6 5.0 6 4 \n",
|
||
"М141БПЛТЛ084 6 7 8 4 8 5 5 NaN 8 4 \n",
|
||
"М141БПЛТЛ005 5 7 5 5 7 4 7 4.0 5 4 \n",
|
||
"М141БПЛТЛ044 4 5 7 4 6 4 4 5.0 4 4 \n",
|
||
"13051038 5 4 4 4 9 5 5 5.0 5 4 \n",
|
||
"\n",
|
||
" polsoc ptheo preg compp game wpol male \n",
|
||
"id \n",
|
||
"М141БПЛТЛ024 9 7.0 8 8.0 6 10 1 \n",
|
||
"М141БПЛТЛ031 10 9.0 8 8.0 9 10 1 \n",
|
||
"М141БПЛТЛ075 9 9.0 8 8.0 7 9 1 \n",
|
||
"М141БПЛТЛ017 9 8.0 8 8.0 8 9 0 \n",
|
||
"М141БПЛТЛ069 9 7.0 6 5.0 8 10 1 \n",
|
||
"М141БПЛТЛ072 9 7.0 8 8.0 9 9 0 \n",
|
||
"М141БПЛТЛ020 9 7.0 8 6.0 8 9 1 \n",
|
||
"М141БПЛТЛ026 8 8.0 8 7.0 7 8 0 \n",
|
||
"М141БПЛТЛ073 9 7.0 7 6.0 10 9 1 \n",
|
||
"М141БПЛТЛ078 9 6.0 8 8.0 6 7 0 \n",
|
||
"М141БПЛТЛ060 8 5.0 7 8.0 7 9 1 \n",
|
||
"М141БПЛТЛ040 8 5.0 8 5.0 7 10 0 \n",
|
||
"М141БПЛТЛ065 10 9.0 8 8.0 6 9 1 \n",
|
||
"М141БПЛТЛ053 8 7.0 8 6.0 9 9 0 \n",
|
||
"М141БПЛТЛ015 7 6.0 7 7.0 10 7 0 \n",
|
||
"М141БПЛТЛ021 6 6.0 8 6.0 7 8 0 \n",
|
||
"М141БПЛТЛ018 8 7.0 7 7.0 7 8 0 \n",
|
||
"М141БПЛТЛ039 9 6.0 7 8.0 4 9 1 \n",
|
||
"М141БПЛТЛ036 7 6.0 7 6.0 7 8 1 \n",
|
||
"М141БПЛТЛ049 9 6.0 8 5.0 6 8 0 \n",
|
||
"06114043 9 NaN 7 8.0 7 8 1 \n",
|
||
"М141БПЛТЛ048 8 4.0 6 7.0 7 8 0 \n",
|
||
"М141БПЛТЛ034 6 5.0 8 5.0 8 9 0 \n",
|
||
"М141БПЛТЛ045 8 6.0 8 6.0 5 8 0 \n",
|
||
"М141БПЛТЛ033 8 7.0 8 5.0 7 8 0 \n",
|
||
"М141БПЛТЛ083 7 5.0 7 5.0 4 7 0 \n",
|
||
"М141БПЛТЛ008 9 8.0 5 5.0 10 4 1 \n",
|
||
"М141БПЛТЛ001 8 4.0 6 6.0 4 8 0 \n",
|
||
"М141БПЛТЛ038 8 4.0 5 4.0 9 7 1 \n",
|
||
"М141БПЛТЛ052 7 5.0 8 6.0 5 7 1 \n",
|
||
"М141БПЛТЛ011 7 6.0 8 6.0 5 8 0 \n",
|
||
"М141БПЛТЛ004 6 5.0 7 5.0 8 8 0 \n",
|
||
"М141БПЛТЛ010 8 6.0 8 6.0 5 8 1 \n",
|
||
"М141БПЛТЛ071 7 6.0 5 NaN 5 7 0 \n",
|
||
"М141БПЛТЛ035 7 5.0 8 7.0 6 7 0 \n",
|
||
"М141БПЛТЛ030 5 5.0 8 5.0 7 9 1 \n",
|
||
"М141БПЛТЛ070 5 6.0 8 5.0 6 7 0 \n",
|
||
"М141БПЛТЛ051 6 5.0 4 4.0 5 5 1 \n",
|
||
"М141БПЛТЛ046 7 5.0 8 4.0 5 7 0 \n",
|
||
"М141БПЛТЛ047 6 4.0 7 4.0 8 8 0 \n",
|
||
"М141БПЛТЛ063 5 4.0 7 5.0 8 8 0 \n",
|
||
"М141БПЛТЛ029 8 5.0 7 4.0 5 7 0 \n",
|
||
"М141БПЛТЛ064 4 4.0 6 5.0 4 7 0 \n",
|
||
"М141БПЛТЛ076 8 5.0 7 4.0 4 6 0 \n",
|
||
"М141БПЛТЛ062 6 4.0 5 5.0 4 6 0 \n",
|
||
"М141БПЛТЛ074 8 6.0 6 6.0 8 8 1 \n",
|
||
"130232038 5 5.0 6 4.0 5 6 0 \n",
|
||
"М141БПЛТЛ023 7 6.0 4 4.0 7 5 1 \n",
|
||
"М141БПЛТЛ054 8 4.0 4 4.0 4 8 1 \n",
|
||
"М141БПЛТЛ012 7 4.0 5 4.0 4 8 1 \n",
|
||
"М141БПЛТЛ006 7 5.0 7 5.0 6 8 0 \n",
|
||
"М141БПЛТЛ055 6 4.0 6 5.0 4 5 1 \n",
|
||
"М141БПЛТЛ007 6 5.0 4 5.0 4 7 1 \n",
|
||
"М141БПЛТЛ050 6 4.0 5 4.0 6 6 0 \n",
|
||
"М141БПЛТЛ066 6 4.0 6 4.0 5 6 0 \n",
|
||
"М141БПЛТЛ043 5 4.0 5 NaN 4 6 0 \n",
|
||
"М141БПЛТЛ084 4 4.0 4 4.0 6 7 1 \n",
|
||
"М141БПЛТЛ005 5 5.0 4 4.0 4 8 1 \n",
|
||
"М141БПЛТЛ044 4 4.0 6 NaN 5 5 1 \n",
|
||
"13051038 4 NaN 7 4.0 4 4 1 "
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df # теперь так"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Иногда такой подход может быть полезен. Представьте, что все переменные в таблице, кроме *id*, измерены в количественной шкале, и мы планируем реализовать на них статистический метод, который работает исключительно с числовыми данными. Если мы просто выкинем столбец с *id*, мы потеряем информацию о наблюдении, если мы его оставим, нам придется собирать в отдельную таблицу показатели, к которым будем применять метод, так как сохраненный в исходной таблице текст будет мешать. Если же мы назовем строки в соответствии с *id*, мы убьем сразу двух зайцев: избавимся от столбца с текстом и не потеряем информацию о наблюдении (код, имя респондента, название страны и прочее)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Какую сводную информацию по таблице можно получить? Например, число переменных (столбцов) и наблюдений (строк), а также число заполненных значений. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"Index: 60 entries, М141БПЛТЛ024 to 13051038\n",
|
||
"Data columns (total 17 columns):\n",
|
||
"catps 60 non-null int64\n",
|
||
"mstat 60 non-null int64\n",
|
||
"soc 60 non-null int64\n",
|
||
"econ 60 non-null int64\n",
|
||
"eng 60 non-null int64\n",
|
||
"polth 60 non-null int64\n",
|
||
"mstat2 60 non-null int64\n",
|
||
"phist 59 non-null float64\n",
|
||
"law 60 non-null int64\n",
|
||
"phil 60 non-null int64\n",
|
||
"polsoc 60 non-null int64\n",
|
||
"ptheo 58 non-null float64\n",
|
||
"preg 60 non-null int64\n",
|
||
"compp 57 non-null float64\n",
|
||
"game 60 non-null int64\n",
|
||
"wpol 60 non-null int64\n",
|
||
"male 60 non-null int64\n",
|
||
"dtypes: float64(3), int64(14)\n",
|
||
"memory usage: 8.4+ KB\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"df.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Какую информацию выдал метод `.info()`? Во-первых, он сообщил нам, что `df` является объектом *DataFrame*. Во-вторых, он вывел число строк (`60 entries`) и показал их индексы (`М141БПЛТЛ024 to 13051038`). В-третьих, он вывел число столбцов (`total 17 columns`). Наконец, он выдал информацию по каждому столбцу. Остановимся на этом поподробнее.\n",
|
||
"\n",
|
||
"В выдаче выше представлено, сколько непустых элементов содержится в каждом столбце. Непустые элементы `non-null` ‒ это всё, кроме пропущенных значений, которые кодируются особым образом (`NaN` ‒ от * **n**ot **a** **n**umber*). В нашей таблице почти все столбцы заполнены полностью: 60 ненулевых элементов из 60. Но есть столбцы с пропущенными значениями: *phist*, *ptheo*, *compp*.\n",
|
||
"\n",
|
||
"Далее указан тип каждого столбца, целочисленный `int64` и с плавающей точкой`float64`. Что означают числа в конце? Это объем памяти, который требуется для хранения."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Сводную статистическую информацию можно получить с помощью метода `.describe()`."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
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|
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>catps</th>\n",
|
||
" <th>mstat</th>\n",
|
||
" <th>soc</th>\n",
|
||
" <th>econ</th>\n",
|
||
" <th>eng</th>\n",
|
||
" <th>polth</th>\n",
|
||
" <th>mstat2</th>\n",
|
||
" <th>phist</th>\n",
|
||
" <th>law</th>\n",
|
||
" <th>phil</th>\n",
|
||
" <th>polsoc</th>\n",
|
||
" <th>ptheo</th>\n",
|
||
" <th>preg</th>\n",
|
||
" <th>compp</th>\n",
|
||
" <th>game</th>\n",
|
||
" <th>wpol</th>\n",
|
||
" <th>male</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>59.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>58.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>57.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>6.700000</td>\n",
|
||
" <td>7.466667</td>\n",
|
||
" <td>7.216667</td>\n",
|
||
" <td>6.116667</td>\n",
|
||
" <td>8.350000</td>\n",
|
||
" <td>6.600000</td>\n",
|
||
" <td>7.033333</td>\n",
|
||
" <td>5.830508</td>\n",
|
||
" <td>6.866667</td>\n",
|
||
" <td>5.966667</td>\n",
|
||
" <td>7.183333</td>\n",
|
||
" <td>5.603448</td>\n",
|
||
" <td>6.700000</td>\n",
|
||
" <td>5.631579</td>\n",
|
||
" <td>6.250000</td>\n",
|
||
" <td>7.566667</td>\n",
|
||
" <td>0.450000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>1.417804</td>\n",
|
||
" <td>1.578099</td>\n",
|
||
" <td>1.208608</td>\n",
|
||
" <td>1.718214</td>\n",
|
||
" <td>0.971195</td>\n",
|
||
" <td>1.638519</td>\n",
|
||
" <td>1.707081</td>\n",
|
||
" <td>1.662492</td>\n",
|
||
" <td>1.213856</td>\n",
|
||
" <td>1.850027</td>\n",
|
||
" <td>1.589069</td>\n",
|
||
" <td>1.413465</td>\n",
|
||
" <td>1.356716</td>\n",
|
||
" <td>1.422166</td>\n",
|
||
" <td>1.781496</td>\n",
|
||
" <td>1.430499</td>\n",
|
||
" <td>0.501692</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>5.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>4.750000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>4.250000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>5.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>5.500000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>5.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>5.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>7.250000</td>\n",
|
||
" <td>9.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>9.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>7.250000</td>\n",
|
||
" <td>8.250000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>9.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>9.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>10.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" catps mstat soc econ eng polth \\\n",
|
||
"count 60.000000 60.000000 60.000000 60.000000 60.000000 60.000000 \n",
|
||
"mean 6.700000 7.466667 7.216667 6.116667 8.350000 6.600000 \n",
|
||
"std 1.417804 1.578099 1.208608 1.718214 0.971195 1.638519 \n",
|
||
"min 4.000000 4.000000 4.000000 4.000000 6.000000 4.000000 \n",
|
||
"25% 6.000000 6.000000 6.000000 5.000000 8.000000 6.000000 \n",
|
||
"50% 7.000000 7.000000 7.000000 6.000000 8.000000 6.000000 \n",
|
||
"75% 7.250000 9.000000 8.000000 7.000000 9.000000 8.000000 \n",
|
||
"max 10.000000 10.000000 10.000000 10.000000 10.000000 10.000000 \n",
|
||
"\n",
|
||
" mstat2 phist law phil polsoc ptheo \\\n",
|
||
"count 60.000000 59.000000 60.000000 60.000000 60.000000 58.000000 \n",
|
||
"mean 7.033333 5.830508 6.866667 5.966667 7.183333 5.603448 \n",
|
||
"std 1.707081 1.662492 1.213856 1.850027 1.589069 1.413465 \n",
|
||
"min 4.000000 4.000000 4.000000 4.000000 4.000000 4.000000 \n",
|
||
"25% 6.000000 4.000000 6.000000 4.750000 6.000000 4.250000 \n",
|
||
"50% 7.000000 6.000000 7.000000 5.500000 7.000000 5.000000 \n",
|
||
"75% 8.000000 7.000000 8.000000 7.000000 8.000000 6.000000 \n",
|
||
"max 10.000000 10.000000 9.000000 10.000000 10.000000 9.000000 \n",
|
||
"\n",
|
||
" preg compp game wpol male \n",
|
||
"count 60.000000 57.000000 60.000000 60.000000 60.000000 \n",
|
||
"mean 6.700000 5.631579 6.250000 7.566667 0.450000 \n",
|
||
"std 1.356716 1.422166 1.781496 1.430499 0.501692 \n",
|
||
"min 4.000000 4.000000 4.000000 4.000000 0.000000 \n",
|
||
"25% 6.000000 4.000000 5.000000 7.000000 0.000000 \n",
|
||
"50% 7.000000 5.000000 6.000000 8.000000 0.000000 \n",
|
||
"75% 8.000000 7.000000 7.250000 8.250000 1.000000 \n",
|
||
"max 8.000000 8.000000 10.000000 10.000000 1.000000 "
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"В случае количественных показателей этот метод возвращает таблицу с основными описательными статистиками: \n",
|
||
"\n",
|
||
"* count ‒ число непустых (заполненных) значений\n",
|
||
"* mean ‒ среднее арифметическое\n",
|
||
"* std ‒ стандартное отклонение (показатель разброса данных относительно среднего значения)\n",
|
||
"* min ‒ миниммальное значение\n",
|
||
"* max ‒ максимальное значение\n",
|
||
"* 25% ‒ нижний квартиль (значение, которое 25% значений не превышают)\n",
|
||
"* 50% ‒ медиана (значение, которое 50% значений не превышают)\n",
|
||
"* 75% ‒ верхний квартиль (значение, которое 75% значений не превышают)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Когда таблица большая, увидеть все столбцы разом не получится. Поэтому полезно знать, как получить список названий столбцов."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['catps', 'mstat', 'soc', 'econ', 'eng', 'polth', 'mstat2', 'phist',\n",
|
||
" 'law', 'phil', 'polsoc', 'ptheo', 'preg', 'compp', 'game', 'wpol',\n",
|
||
" 'male'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Обратите внимание: полученный объект не является обычным списком:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"pandas.core.indexes.base.Index"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"type(df.columns) # это Index из pandas"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Чтобы получить список названий, достаточно сконвертировать тип с помощью привычного `list()`: "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"['catps', 'mstat', 'soc', 'econ', 'eng', 'polth', 'mstat2', 'phist', 'law', 'phil', 'polsoc', 'ptheo', 'preg', 'compp', 'game', 'wpol', 'male']\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"l = list(df.columns)\n",
|
||
"print(l)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Аналогичная история со строками: "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['М141БПЛТЛ024', 'М141БПЛТЛ031', 'М141БПЛТЛ075', 'М141БПЛТЛ017',\n",
|
||
" 'М141БПЛТЛ069', 'М141БПЛТЛ072', 'М141БПЛТЛ020', 'М141БПЛТЛ026',\n",
|
||
" 'М141БПЛТЛ073', 'М141БПЛТЛ078', 'М141БПЛТЛ060', 'М141БПЛТЛ040',\n",
|
||
" 'М141БПЛТЛ065', 'М141БПЛТЛ053', 'М141БПЛТЛ015', 'М141БПЛТЛ021',\n",
|
||
" 'М141БПЛТЛ018', 'М141БПЛТЛ039', 'М141БПЛТЛ036', 'М141БПЛТЛ049',\n",
|
||
" '06114043', 'М141БПЛТЛ048', 'М141БПЛТЛ034', 'М141БПЛТЛ045',\n",
|
||
" 'М141БПЛТЛ033', 'М141БПЛТЛ083', 'М141БПЛТЛ008', 'М141БПЛТЛ001',\n",
|
||
" 'М141БПЛТЛ038', 'М141БПЛТЛ052', 'М141БПЛТЛ011', 'М141БПЛТЛ004',\n",
|
||
" 'М141БПЛТЛ010', 'М141БПЛТЛ071', 'М141БПЛТЛ035', 'М141БПЛТЛ030',\n",
|
||
" 'М141БПЛТЛ070', 'М141БПЛТЛ051', 'М141БПЛТЛ046', 'М141БПЛТЛ047',\n",
|
||
" 'М141БПЛТЛ063', 'М141БПЛТЛ029', 'М141БПЛТЛ064', 'М141БПЛТЛ076',\n",
|
||
" 'М141БПЛТЛ062', 'М141БПЛТЛ074', '130232038', 'М141БПЛТЛ023',\n",
|
||
" 'М141БПЛТЛ054', 'М141БПЛТЛ012', 'М141БПЛТЛ006', 'М141БПЛТЛ055',\n",
|
||
" 'М141БПЛТЛ007', 'М141БПЛТЛ050', 'М141БПЛТЛ066', 'М141БПЛТЛ043',\n",
|
||
" 'М141БПЛТЛ084', 'М141БПЛТЛ005', 'М141БПЛТЛ044', '13051038'],\n",
|
||
" dtype='object', name='id')"
|
||
]
|
||
},
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.index"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Переименование столбцов и строк"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Раз названия столбцов можно вывести в виде некоторого перечня, то этот перечень можно редактировать. Посмотрим на названия столбцов еще раз."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['catps', 'mstat', 'soc', 'econ', 'eng', 'polth', 'mstat2', 'phist',\n",
|
||
" 'law', 'phil', 'polsoc', 'ptheo', 'preg', 'compp', 'game', 'wpol',\n",
|
||
" 'male'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Давайте переименуем переменную `catps` в `cps`, чтобы думать о политической науке, а не о котах :) Для этого сохраним названия в список `my_cols` и изменим в списке первый элемент:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"my_cols = list(df.columns)\n",
|
||
"my_cols[0] = \"cps\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['cps', 'mstat', 'soc', 'econ', 'eng', 'polth', 'mstat2', 'phist', 'law',\n",
|
||
" 'phil', 'polsoc', 'ptheo', 'preg', 'compp', 'game', 'wpol', 'male'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.columns = my_cols # сохраним изменения в самой базе df\n",
|
||
"df.columns # все обновилось!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Обратите внимание: для того, чтобы изменить одно или несколько названий, совсем необязательно создавать новый список «с нуля». Достаточно определить индексы нужных элементов и поправить только необходимые названия. \n",
|
||
"\n",
|
||
"Точно так же можно было поступить со строками. Но давайте лучше напишем функцию, которая будет делать все начальные буквы в названиях столбцов заглавными."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def rename_cols(df):\n",
|
||
" oldnames = list(df.columns) # список старых названий \n",
|
||
" newnames = [i.capitalize() for i in oldnames] # список новых названий\n",
|
||
" df.columns = newnames # сохранение изменений\n",
|
||
" return df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Теперь применим нашу функцию `rename_cols()` к базе `df`:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
||
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|
||
" <th></th>\n",
|
||
" <th>Cps</th>\n",
|
||
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|
||
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|
||
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|
||
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|
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||
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||
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|
||
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|
||
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|
||
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|
||
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||
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|
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|
||
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|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ024</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ031</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ075</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ017</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ069</th>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
],
|
||
"text/plain": [
|
||
" Cps Mstat Soc Econ Eng Polth Mstat2 Phist Law Phil \\\n",
|
||
"id \n",
|
||
"М141БПЛТЛ024 7 9 8 8 9 8 10 8.0 7 9 \n",
|
||
"М141БПЛТЛ031 8 10 10 10 10 10 10 9.0 9 10 \n",
|
||
"М141БПЛТЛ075 9 9 9 10 9 10 9 8.0 9 10 \n",
|
||
"М141БПЛТЛ017 9 9 8 8 9 9 10 6.0 9 9 \n",
|
||
"М141БПЛТЛ069 10 10 10 10 10 10 9 8.0 8 10 \n",
|
||
"\n",
|
||
" Polsoc Ptheo Preg Compp Game Wpol Male \n",
|
||
"id \n",
|
||
"М141БПЛТЛ024 9 7.0 8 8.0 6 10 1 \n",
|
||
"М141БПЛТЛ031 10 9.0 8 8.0 9 10 1 \n",
|
||
"М141БПЛТЛ075 9 9.0 8 8.0 7 9 1 \n",
|
||
"М141БПЛТЛ017 9 8.0 8 8.0 8 9 0 \n",
|
||
"М141БПЛТЛ069 9 7.0 6 5.0 8 10 1 "
|
||
]
|
||
},
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df2 = rename_cols(df)\n",
|
||
"df2.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Кажется, что таким способом мы сохранили изменения в новой базе `df2`, а старую базу `df` не тронули. Однако, если мы посмотрим на базу `df`, мы увидим, что она тоже изменилась!"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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"<style scoped>\n",
|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
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|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Cps</th>\n",
|
||
" <th>Mstat</th>\n",
|
||
" <th>Soc</th>\n",
|
||
" <th>Econ</th>\n",
|
||
" <th>Eng</th>\n",
|
||
" <th>Polth</th>\n",
|
||
" <th>Mstat2</th>\n",
|
||
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|
||
" <th>Law</th>\n",
|
||
" <th>Phil</th>\n",
|
||
" <th>Polsoc</th>\n",
|
||
" <th>Ptheo</th>\n",
|
||
" <th>Preg</th>\n",
|
||
" <th>Compp</th>\n",
|
||
" <th>Game</th>\n",
|
||
" <th>Wpol</th>\n",
|
||
" <th>Male</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>id</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ024</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ031</th>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ075</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ017</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>6.0</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>М141БПЛТЛ069</th>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>8.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>7.0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Cps Mstat Soc Econ Eng Polth Mstat2 Phist Law Phil \\\n",
|
||
"id \n",
|
||
"М141БПЛТЛ024 7 9 8 8 9 8 10 8.0 7 9 \n",
|
||
"М141БПЛТЛ031 8 10 10 10 10 10 10 9.0 9 10 \n",
|
||
"М141БПЛТЛ075 9 9 9 10 9 10 9 8.0 9 10 \n",
|
||
"М141БПЛТЛ017 9 9 8 8 9 9 10 6.0 9 9 \n",
|
||
"М141БПЛТЛ069 10 10 10 10 10 10 9 8.0 8 10 \n",
|
||
"\n",
|
||
" Polsoc Ptheo Preg Compp Game Wpol Male \n",
|
||
"id \n",
|
||
"М141БПЛТЛ024 9 7.0 8 8.0 6 10 1 \n",
|
||
"М141БПЛТЛ031 10 9.0 8 8.0 9 10 1 \n",
|
||
"М141БПЛТЛ075 9 9.0 8 8.0 7 9 1 \n",
|
||
"М141БПЛТЛ017 9 8.0 8 8.0 8 9 0 \n",
|
||
"М141БПЛТЛ069 9 7.0 6 5.0 8 10 1 "
|
||
]
|
||
},
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Почему это произошло? Потому что датафреймы являются изменяемой структурой данных (да-да, как списки). Поэтому, применяя методы к объекту типа `DataFrame`, мы меняем исходный датафрейм, и к этому надо быть готовым. Если вы не планируете вносить изменения в исходную базу, имеет смысл сделать ее копию и работать с ней. Например, вот так:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# метод copy\n",
|
||
"df_new = df.copy()\n",
|
||
"\n",
|
||
"# вносим изменения в df_new - переименовываем один столбец\n",
|
||
"new_cols = list(df_new.columns)\n",
|
||
"new_cols[1] = \"Matstat\"\n",
|
||
"df_new.columns = new_cols"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" Cps Mstat Soc Econ Eng Polth Mstat2 Phist Law Phil \\\n",
|
||
"id \n",
|
||
"М141БПЛТЛ024 7 9 8 8 9 8 10 8.0 7 9 \n",
|
||
"М141БПЛТЛ031 8 10 10 10 10 10 10 9.0 9 10 \n",
|
||
"\n",
|
||
" Polsoc Ptheo Preg Compp Game Wpol Male \n",
|
||
"id \n",
|
||
"М141БПЛТЛ024 9 7.0 8 8.0 6 10 1 \n",
|
||
"М141БПЛТЛ031 10 9.0 8 8.0 9 10 1 \n",
|
||
"\n",
|
||
"\n",
|
||
" Cps Matstat Soc Econ Eng Polth Mstat2 Phist Law Phil \\\n",
|
||
"id \n",
|
||
"М141БПЛТЛ024 7 9 8 8 9 8 10 8.0 7 9 \n",
|
||
"М141БПЛТЛ031 8 10 10 10 10 10 10 9.0 9 10 \n",
|
||
"\n",
|
||
" Polsoc Ptheo Preg Compp Game Wpol Male \n",
|
||
"id \n",
|
||
"М141БПЛТЛ024 9 7.0 8 8.0 6 10 1 \n",
|
||
"М141БПЛТЛ031 10 9.0 8 8.0 9 10 1 \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# сравниваем\n",
|
||
"\n",
|
||
"print(df.head(2))\n",
|
||
"print(\"\\n\") # для пустой строчки между df и df_new\n",
|
||
"print(df_new.head(2))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Обратите внимание:** создать копию обычным присваиванием не получится, код вида `df_new = df`создаст новую ссылку на датафрейм, но не новый датафрейм. Поэтому при изменении `df_new` база `df` также изменится (вспомните историю о коварстве списков)."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.12.4"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|