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+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Data Inspector \n",
+ "## This module brings different functions to make EDA, data cleaning easier. \n",
+ "### Author: Kazi Amit Hasan\n",
+ "\n",
+ "## Project Description: \n",
+ "\n",
+ "Data Inspector brings a total of 15 essential exploratory data analysis, data cleaning automations to make a dataset understandable. This is a perfect tool to get started with you data.\n",
+ "\n",
+ "\n",
+ "\n",
+ "I tried to show few of the features in this notebook. Hope you will find it helpful\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Installation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Defaulting to user installation because normal site-packages is not writeable\n",
+ "Requirement already satisfied: data-inspector in /home/aci/.local/lib/python3.8/site-packages (0.0.8)\n",
+ "Requirement already satisfied: seaborn==0.11.1 in /home/aci/.local/lib/python3.8/site-packages (from data-inspector) (0.11.1)\n",
+ "Requirement already satisfied: pandas==1.1.2 in /home/aci/.local/lib/python3.8/site-packages (from data-inspector) (1.1.2)\n",
+ "Requirement already satisfied: numpy==1.18.5 in /home/aci/.local/lib/python3.8/site-packages (from data-inspector) (1.18.5)\n",
+ "Requirement already satisfied: scipy==1.6.2 in /usr/local/lib/python3.8/dist-packages (from data-inspector) (1.6.2)\n",
+ "Requirement already satisfied: matplotlib==3.1.2 in /usr/lib/python3/dist-packages (from data-inspector) (3.1.2)\n",
+ "Requirement already satisfied: python-dateutil>=2.7.3 in /home/aci/.local/lib/python3.8/site-packages (from pandas==1.1.2->data-inspector) (2.8.1)\n",
+ "Requirement already satisfied: pytz>=2017.2 in /usr/lib/python3/dist-packages (from pandas==1.1.2->data-inspector) (2019.3)\n",
+ "Requirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.7.3->pandas==1.1.2->data-inspector) (1.14.0)\n",
+ "\u001b[33mWARNING: You are using pip version 21.0.1; however, version 21.2.4 is available.\n",
+ "You should consider upgrading via the '/usr/bin/python3.8 -m pip install --upgrade pip' command.\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install data-inspector"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Importing data inspector "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import data_inspector as di\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data = pd.read_csv('train.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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