{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import math\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from wordcloud import WordCloud" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | SK_ID_CURR | \n", "TARGET | \n", "NAME_CONTRACT_TYPE | \n", "CODE_GENDER | \n", "FLAG_OWN_CAR | \n", "FLAG_OWN_REALTY | \n", "CNT_CHILDREN | \n", "AMT_INCOME_TOTAL | \n", "AMT_CREDIT | \n", "AMT_ANNUITY | \n", "... | \n", "FLAG_DOCUMENT_18 | \n", "FLAG_DOCUMENT_19 | \n", "FLAG_DOCUMENT_20 | \n", "FLAG_DOCUMENT_21 | \n", "AMT_REQ_CREDIT_BUREAU_HOUR | \n", "AMT_REQ_CREDIT_BUREAU_DAY | \n", "AMT_REQ_CREDIT_BUREAU_WEEK | \n", "AMT_REQ_CREDIT_BUREAU_MON | \n", "AMT_REQ_CREDIT_BUREAU_QRT | \n", "AMT_REQ_CREDIT_BUREAU_YEAR | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "100002 | \n", "1 | \n", "Cash loans | \n", "M | \n", "N | \n", "Y | \n", "0 | \n", "202500.0 | \n", "406597.5 | \n", "24700.5 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "1.0 | \n", "
1 | \n", "100003 | \n", "0 | \n", "Cash loans | \n", "F | \n", "N | \n", "N | \n", "0 | \n", "270000.0 | \n", "1293502.5 | \n", "35698.5 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
2 | \n", "100004 | \n", "0 | \n", "Revolving loans | \n", "M | \n", "Y | \n", "Y | \n", "0 | \n", "67500.0 | \n", "135000.0 | \n", "6750.0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
3 | \n", "100006 | \n", "0 | \n", "Cash loans | \n", "F | \n", "N | \n", "Y | \n", "0 | \n", "135000.0 | \n", "312682.5 | \n", "29686.5 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
4 | \n", "100007 | \n", "0 | \n", "Cash loans | \n", "M | \n", "N | \n", "Y | \n", "0 | \n", "121500.0 | \n", "513000.0 | \n", "21865.5 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "0.0 | \n", "
5 rows × 122 columns
\n", "TARGET | \n", "0 | \n", "1 | \n", "
---|---|---|
CODE_GENDER | \n", "\n", " | \n", " |
F | \n", "188278 | \n", "14170 | \n", "
M | \n", "94404 | \n", "10655 | \n", "