{ "cells": [ { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import pm4py\n", "from tqdm import tqdm\n", "import os\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "ename": "FileNotFoundError", "evalue": "[Errno 2] No such file or directory: '../data/test_test_data/'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn [2], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[39m# ALREADY RAN\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[39mfor\u001b[39;00m file \u001b[39min\u001b[39;00m os\u001b[39m.\u001b[39;49mlistdir(\u001b[39m'\u001b[39;49m\u001b[39m../data/test_test_data/\u001b[39;49m\u001b[39m'\u001b[39;49m):\n\u001b[1;32m 3\u001b[0m in_path \u001b[39m=\u001b[39m \u001b[39m'\u001b[39m\u001b[39m../data/train_test_data/\u001b[39m\u001b[39m'\u001b[39m \u001b[39m+\u001b[39m file\n\u001b[1;32m 4\u001b[0m out_path \u001b[39m=\u001b[39m \u001b[39m'\u001b[39m\u001b[39m../data/\u001b[39m\u001b[39m'\u001b[39m \u001b[39m+\u001b[39m file\u001b[39m.\u001b[39mreplace(\u001b[39m'\u001b[39m\u001b[39m.xes\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m'\u001b[39m\u001b[39m.csv\u001b[39m\u001b[39m'\u001b[39m)\n", "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../data/test_test_data/'" ] } ], "source": [ "# ALREADY RAN\n", "for file in os.listdir('../data/train_test_data/'):\n", " in_path = '../data/train_test_data/' + file\n", " out_path = '../data/' + file.replace('.xes', '.csv')\n", " log = pm4py.read_xes(in_path)\n", " df = pm4py.convert_to_dataframe(log)\n", " df.to_csv(out_path, index=False)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "751\n", "3001\n" ] } ], "source": [ "# declined_train = pd.read_csv('../data/declined_train.csv')\n", "declined_test = pd.read_csv('../data/declined_test.csv', index_col=0).reset_index(drop=True)\n", "print(len(declined_test['case:concept:name'].unique()))\n", "\n", "declined_train = pd.read_csv('../data/declined_train.csv', index_col=0).reset_index(drop=True)\n", "print(len(declined_train['case:concept:name'].unique()))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "approved_train = pd.read_csv('../data/approved_train.csv', index_col=0).reset_index(drop=True)\n", "approved_test = pd.read_csv('../data/approved_test.csv', index_col=0).reset_index(drop=True)\n", "\n", "\n", "\n", "cancelled_train = pd.read_csv('../data/cancelled_train.csv', index_col=0).reset_index(drop=True)\n", "cancelled_test = pd.read_csv('../data/cancelled_test.csv', index_col=0).reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
| \n", " | Action | \n", "org:resource | \n", "concept:name | \n", "EventOrigin | \n", "EventID | \n", "lifecycle:transition | \n", "time:timestamp | \n", "FirstWithdrawalAmount | \n", "NumberOfTerms | \n", "Accepted | \n", "MonthlyCost | \n", "Selected | \n", "CreditScore | \n", "OfferedAmount | \n", "OfferID | \n", "case:LoanGoal | \n", "case:ApplicationType | \n", "case:concept:name | \n", "case:RequestedAmount | \n", "event_w_lifecycle | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "Created | \n", "User_1 | \n", "A_Create Application | \n", "Application | \n", "Application_1691306052 | \n", "complete | \n", "2016-01-01 10:16:11.500000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "A_Create Application complete | \n", "
| 1 | \n", "statechange | \n", "User_1 | \n", "A_Submitted | \n", "Application | \n", "ApplState_284636842 | \n", "complete | \n", "2016-01-01 10:16:11.549000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "A_Submitted complete | \n", "
| 2 | \n", "Created | \n", "User_1 | \n", "W_Handle leads | \n", "Workflow | \n", "Workitem_831373279 | \n", "schedule | \n", "2016-01-01 10:16:11.740000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Handle leads schedule | \n", "
| 3 | \n", "Deleted | \n", "User_1 | \n", "W_Handle leads | \n", "Workflow | \n", "Workitem_1299098074 | \n", "withdraw | \n", "2016-01-01 10:17:31.573000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Handle leads withdraw | \n", "
| 4 | \n", "Created | \n", "User_1 | \n", "W_Complete application | \n", "Workflow | \n", "Workitem_1703931302 | \n", "schedule | \n", "2016-01-01 10:17:31.584000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Complete application schedule | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 219114 | \n", "Created | \n", "User_44 | \n", "O_Create Offer | \n", "Offer | \n", "Offer_1879818928 | \n", "complete | \n", "2016-11-11 15:07:05.804000+00:00 | \n", "25000.0 | \n", "120.0 | \n", "True | \n", "254.56 | \n", "False | \n", "0.0 | \n", "25000.0 | \n", "NaN | \n", "Existing loan takeover | \n", "New credit | \n", "Application_1354066062 | \n", "25000.0 | \n", "O_Create Offer complete | \n", "
| 219115 | \n", "statechange | \n", "User_44 | \n", "O_Created | \n", "Offer | \n", "OfferState_975946794 | \n", "complete | \n", "2016-11-11 15:07:06.388000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Offer_1879818928 | \n", "Existing loan takeover | \n", "New credit | \n", "Application_1354066062 | \n", "25000.0 | \n", "O_Created complete | \n", "
| 219116 | \n", "statechange | \n", "User_44 | \n", "A_Cancelled | \n", "Application | \n", "ApplState_1775629292 | \n", "complete | \n", "2016-11-11 15:09:00.488000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Existing loan takeover | \n", "New credit | \n", "Application_1354066062 | \n", "25000.0 | \n", "A_Cancelled complete | \n", "
| 219117 | \n", "statechange | \n", "User_44 | \n", "O_Cancelled | \n", "Offer | \n", "OfferState_2048261328 | \n", "complete | \n", "2016-11-11 15:09:00.507000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Offer_1879818928 | \n", "Existing loan takeover | \n", "New credit | \n", "Application_1354066062 | \n", "25000.0 | \n", "O_Cancelled complete | \n", "
| 219118 | \n", "Deleted | \n", "User_44 | \n", "W_Complete application | \n", "Workflow | \n", "Workitem_1420117128 | \n", "ate_abort | \n", "2016-11-11 15:09:00.515000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Existing loan takeover | \n", "New credit | \n", "Application_1354066062 | \n", "25000.0 | \n", "W_Complete application ate_abort | \n", "
328915 rows × 20 columns
\n", "| \n", " | Action | \n", "org:resource | \n", "concept:name | \n", "EventOrigin | \n", "EventID | \n", "lifecycle:transition | \n", "time:timestamp | \n", "FirstWithdrawalAmount | \n", "NumberOfTerms | \n", "Accepted | \n", "MonthlyCost | \n", "Selected | \n", "CreditScore | \n", "OfferedAmount | \n", "OfferID | \n", "case:LoanGoal | \n", "case:ApplicationType | \n", "case:concept:name | \n", "case:RequestedAmount | \n", "event_w_lifecycle | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "Created | \n", "User_1 | \n", "A_Create Application | \n", "Application | \n", "Application_1691306052 | \n", "complete | \n", "2016-01-01 10:16:11.500000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "A_Create Application complete | \n", "
| 1 | \n", "statechange | \n", "User_1 | \n", "A_Submitted | \n", "Application | \n", "ApplState_284636842 | \n", "complete | \n", "2016-01-01 10:16:11.549000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "A_Submitted complete | \n", "
| 2 | \n", "Created | \n", "User_1 | \n", "W_Handle leads | \n", "Workflow | \n", "Workitem_831373279 | \n", "schedule | \n", "2016-01-01 10:16:11.740000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Handle leads schedule | \n", "
| 3 | \n", "Deleted | \n", "User_1 | \n", "W_Handle leads | \n", "Workflow | \n", "Workitem_1299098074 | \n", "withdraw | \n", "2016-01-01 10:17:31.573000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Handle leads withdraw | \n", "
| 4 | \n", "Created | \n", "User_1 | \n", "W_Complete application | \n", "Workflow | \n", "Workitem_1703931302 | \n", "schedule | \n", "2016-01-01 10:17:31.584000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Complete application schedule | \n", "
| 5 | \n", "statechange | \n", "User_1 | \n", "A_Concept | \n", "Application | \n", "ApplState_421204851 | \n", "complete | \n", "2016-01-01 10:17:31.594000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "A_Concept complete | \n", "
| 6 | \n", "Obtained | \n", "User_17 | \n", "W_Complete application | \n", "Workflow | \n", "Workitem_1746553641 | \n", "start | \n", "2016-01-02 10:50:42.796000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Complete application start | \n", "
| 7 | \n", "Released | \n", "User_17 | \n", "W_Complete application | \n", "Workflow | \n", "Workitem_1713535355 | \n", "suspend | \n", "2016-01-02 10:51:27.582000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Complete application suspend | \n", "
| 8 | \n", "Obtained | \n", "User_38 | \n", "W_Complete application | \n", "Workflow | \n", "Workitem_1495694398 | \n", "resume | \n", "2016-01-02 10:53:34.108000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Complete application resume | \n", "
| 9 | \n", "statechange | \n", "User_38 | \n", "A_Accepted | \n", "Application | \n", "ApplState_525970231 | \n", "complete | \n", "2016-01-02 10:59:44.735000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "A_Accepted complete | \n", "
| 10 | \n", "Created | \n", "User_38 | \n", "O_Create Offer | \n", "Offer | \n", "Offer_1669071500 | \n", "complete | \n", "2016-01-02 11:02:38.994000+00:00 | \n", "500.0 | \n", "33.0 | \n", "False | \n", "200.0 | \n", "False | \n", "0.0 | \n", "6000.0 | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "O_Create Offer complete | \n", "
| 11 | \n", "statechange | \n", "User_38 | \n", "O_Created | \n", "Offer | \n", "OfferState_680973097 | \n", "complete | \n", "2016-01-02 11:02:40.442000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Offer_1669071500 | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "O_Created complete | \n", "
| 12 | \n", "statechange | \n", "User_38 | \n", "O_Sent (mail and online) | \n", "Offer | \n", "OfferState_618588716 | \n", "complete | \n", "2016-01-02 11:03:05.300000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Offer_1669071500 | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "O_Sent (mail and online) complete | \n", "
| 13 | \n", "Deleted | \n", "User_38 | \n", "W_Complete application | \n", "Workflow | \n", "Workitem_28216352 | \n", "complete | \n", "2016-01-02 11:03:05.324000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Complete application complete | \n", "
| 14 | \n", "Created | \n", "User_38 | \n", "W_Call after offers | \n", "Workflow | \n", "Workitem_81733400 | \n", "schedule | \n", "2016-01-02 11:03:05.337000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Call after offers schedule | \n", "
| 15 | \n", "Obtained | \n", "User_38 | \n", "W_Call after offers | \n", "Workflow | \n", "Workitem_107760987 | \n", "start | \n", "2016-01-02 11:03:05.343000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Call after offers start | \n", "
| 16 | \n", "statechange | \n", "User_38 | \n", "A_Complete | \n", "Application | \n", "ApplState_173433077 | \n", "complete | \n", "2016-01-02 11:03:05.346000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "A_Complete complete | \n", "
| 17 | \n", "Released | \n", "User_38 | \n", "W_Call after offers | \n", "Workflow | \n", "Workitem_635624695 | \n", "suspend | \n", "2016-01-02 11:09:15.653000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Call after offers suspend | \n", "
| 18 | \n", "Obtained | \n", "User_11 | \n", "W_Call after offers | \n", "Workflow | \n", "Workitem_1059415130 | \n", "resume | \n", "2016-01-06 09:03:54.964000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Call after offers resume | \n", "
| 19 | \n", "Released | \n", "User_11 | \n", "W_Call after offers | \n", "Workflow | \n", "Workitem_47243651 | \n", "suspend | \n", "2016-01-06 09:04:21.232000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Call after offers suspend | \n", "
| 20 | \n", "Deleted | \n", "User_119 | \n", "W_Call after offers | \n", "Workflow | \n", "Workitem_1908827665 | \n", "ate_abort | \n", "2016-01-07 09:40:08.551000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Call after offers ate_abort | \n", "
| 21 | \n", "Created | \n", "User_119 | \n", "W_Validate application | \n", "Workflow | \n", "Workitem_960318560 | \n", "schedule | \n", "2016-01-07 09:40:08.558000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Validate application schedule | \n", "
| 22 | \n", "Obtained | \n", "User_119 | \n", "W_Validate application | \n", "Workflow | \n", "Workitem_736976847 | \n", "start | \n", "2016-01-07 09:40:08.560000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Validate application start | \n", "
| 23 | \n", "statechange | \n", "User_119 | \n", "A_Validating | \n", "Application | \n", "ApplState_2031628358 | \n", "complete | \n", "2016-01-07 09:40:09.412000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "A_Validating complete | \n", "
| 24 | \n", "Released | \n", "User_119 | \n", "W_Validate application | \n", "Workflow | \n", "Workitem_338353106 | \n", "suspend | \n", "2016-01-07 09:49:11.840000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Validate application suspend | \n", "
| 25 | \n", "Obtained | \n", "User_30 | \n", "W_Validate application | \n", "Workflow | \n", "Workitem_1522720538 | \n", "resume | \n", "2016-01-07 11:34:12.366000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Validate application resume | \n", "
| 26 | \n", "Released | \n", "User_30 | \n", "W_Validate application | \n", "Workflow | \n", "Workitem_313764426 | \n", "suspend | \n", "2016-01-07 11:34:27.025000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Validate application suspend | \n", "
| 27 | \n", "Obtained | \n", "User_68 | \n", "W_Validate application | \n", "Workflow | \n", "Workitem_1377364007 | \n", "resume | \n", "2016-01-07 13:17:02.426000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Validate application resume | \n", "
| 28 | \n", "statechange | \n", "User_68 | \n", "A_Denied | \n", "Application | \n", "ApplState_1181660825 | \n", "complete | \n", "2016-01-07 13:29:49.671000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "A_Denied complete | \n", "
| 29 | \n", "statechange | \n", "User_68 | \n", "O_Refused | \n", "Offer | \n", "OfferState_1494429296 | \n", "complete | \n", "2016-01-07 13:29:49.710000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Offer_1669071500 | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "O_Refused complete | \n", "
| 30 | \n", "Deleted | \n", "User_68 | \n", "W_Validate application | \n", "Workflow | \n", "Workitem_72878931 | \n", "complete | \n", "2016-01-07 13:29:49.725000+00:00 | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Home improvement | \n", "New credit | \n", "Application_1691306052 | \n", "10000.0 | \n", "W_Validate application complete | \n", "