![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\"){kind=icon}
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Okfr_uhwhS1X",
+ "colab_type": "text"
+ },
+ "source": [
+ "# Lambda School Data Science - A First Look at Data\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "9dtJETFRhnOG",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Lecture - let's explore Python DS libraries and examples!\n",
+ "\n",
+ "The Python Data Science ecosystem is huge. You've seen some of the big pieces - pandas, scikit-learn, matplotlib. What parts do you want to see more of?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "WiBkgmPJhmhE",
+ "colab_type": "code",
+ "outputId": "471fba89-aa50-426d-879f-31fab1fed4d8",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 34
+ }
+ },
+ "source": [
+ "2 + 2"
+ ],
+ "execution_count": 0,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "4"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 1
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "lOqaPds9huME",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Assignment - now it's your turn\n",
+ "\n",
+ "Pick at least one Python DS library, and using documentation/examples reproduce in this notebook something cool. It's OK if you don't fully understand it or get it 100% working, but do put in effort and look things up."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "TGUS79cOhPWj",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# TODO - your code here\n",
+ "# Use what we did live in lecture as an example"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "BT9gdS7viJZa",
+ "colab_type": "text"
+ },
+ "source": [
+ "### Assignment questions\n",
+ "\n",
+ "After you've worked on some code, answer the following questions in this text block:\n",
+ "\n",
+ "1. Describe in a paragraph of text what you did and why, as if you were writing an email to somebody interested but nontechnical.\n",
+ "\n",
+ "2. What was the most challenging part of what you did?\n",
+ "\n",
+ "3. What was the most interesting thing you learned?\n",
+ "\n",
+ "4. What area would you like to explore with more time?\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "_XXg2crAipwP",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Stretch goals and resources\n",
+ "\n",
+ "Following are *optional* things for you to take a look at. Focus on the above assignment first, and make sure to commit and push your changes to GitHub (and since this is the first assignment of the sprint, open a PR as well).\n",
+ "\n",
+ "- [pandas documentation](https://pandas.pydata.org/pandas-docs/stable/)\n",
+ "- [scikit-learn documentation](http://scikit-learn.org/stable/documentation.html)\n",
+ "- [matplotlib documentation](https://matplotlib.org/contents.html)\n",
+ "- [Awesome Data Science](https://github.com/bulutyazilim/awesome-datascience) - a list of many types of DS resources\n",
+ "\n",
+ "Stretch goals:\n",
+ "\n",
+ "- Find and read blogs, walkthroughs, and other examples of people working through cool things with data science - and share with your classmates!\n",
+ "- Write a blog post (Medium is a popular place to publish) introducing yourself as somebody learning data science, and talking about what you've learned already and what you're excited to learn more about."
+ ]
+ }
+ ]
+}
\ No newline at end of file
From ebc4870d9fbcb1d9d1e8cce932e3d77eb7ac22c7 Mon Sep 17 00:00:00 2001
From: Ahvi Blackwell <35614071+ahvblackwelltech@users.noreply.github.com>
Date: Tue, 3 Sep 2019 22:33:21 -0500
Subject: [PATCH 02/15] Created using Colaboratory
---
LS_DSPT3_111_A_First_Look_at_Data_0.ipynb | 155 ++++++++++++++++++++++
1 file changed, 155 insertions(+)
create mode 100644 LS_DSPT3_111_A_First_Look_at_Data_0.ipynb
diff --git a/LS_DSPT3_111_A_First_Look_at_Data_0.ipynb b/LS_DSPT3_111_A_First_Look_at_Data_0.ipynb
new file mode 100644
index 00000000..0d038fe3
--- /dev/null
+++ b/LS_DSPT3_111_A_First_Look_at_Data_0.ipynb
@@ -0,0 +1,155 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "LS_DSPT3_111_A_First_Look_at_Data.ipynb",
+ "version": "0.3.2",
+ "provenance": [],
+ "collapsed_sections": [],
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Okfr_uhwhS1X",
+ "colab_type": "text"
+ },
+ "source": [
+ "# Lambda School Data Science - A First Look at Data\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "9dtJETFRhnOG",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Lecture - let's explore Python DS libraries and examples!\n",
+ "\n",
+ "The Python Data Science ecosystem is huge. You've seen some of the big pieces - pandas, scikit-learn, matplotlib. What parts do you want to see more of?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "WiBkgmPJhmhE",
+ "colab_type": "code",
+ "outputId": "c80d466e-63d1-4802-cf6d-18c407f04761",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 34
+ }
+ },
+ "source": [
+ "2 + 2"
+ ],
+ "execution_count": 1,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "4"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 1
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "lOqaPds9huME",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Assignment - now it's your turn\n",
+ "\n",
+ "Pick at least one Python DS library, and using documentation/examples reproduce in this notebook something cool. It's OK if you don't fully understand it or get it 100% working, but do put in effort and look things up."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "TGUS79cOhPWj",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# TODO - your code here\n",
+ "# Use what we did live in lecture as an example\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "BT9gdS7viJZa",
+ "colab_type": "text"
+ },
+ "source": [
+ "### Assignment questions\n",
+ "\n",
+ "After you've worked on some code, answer the following questions in this text block:\n",
+ "\n",
+ "1. Describe in a paragraph of text what you did and why, as if you were writing an email to somebody interested but nontechnical.\n",
+ "\n",
+ "2. What was the most challenging part of what you did?\n",
+ "\n",
+ "3. What was the most interesting thing you learned?\n",
+ "\n",
+ "4. What area would you like to explore with more time?\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "_XXg2crAipwP",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Stretch goals and resources\n",
+ "\n",
+ "Following are *optional* things for you to take a look at. Focus on the above assignment first, and make sure to commit and push your changes to GitHub (and since this is the first assignment of the sprint, open a PR as well).\n",
+ "\n",
+ "- [pandas documentation](https://pandas.pydata.org/pandas-docs/stable/)\n",
+ "- [scikit-learn documentation](http://scikit-learn.org/stable/documentation.html)\n",
+ "- [matplotlib documentation](https://matplotlib.org/contents.html)\n",
+ "- [Awesome Data Science](https://github.com/bulutyazilim/awesome-datascience) - a list of many types of DS resources\n",
+ "\n",
+ "Stretch goals:\n",
+ "\n",
+ "- Find and read blogs, walkthroughs, and other examples of people working through cool things with data science - and share with your classmates!\n",
+ "- Write a blog post (Medium is a popular place to publish) introducing yourself as somebody learning data science, and talking about what you've learned already and what you're excited to learn more about."
+ ]
+ }
+ ]
+}
\ No newline at end of file
From 4540df7da4c9c1194dc6f5a5c13b51009bb28e3a Mon Sep 17 00:00:00 2001
From: Ahvi Blackwell <35614071+ahvblackwelltech@users.noreply.github.com>
Date: Tue, 3 Sep 2019 22:33:55 -0500
Subject: [PATCH 03/15] Delete LS_DSPT3_111_A_First_Look_at_Data.ipynb
---
LS_DSPT3_111_A_First_Look_at_Data.ipynb | 151 ------------------------
1 file changed, 151 deletions(-)
delete mode 100644 LS_DSPT3_111_A_First_Look_at_Data.ipynb
diff --git a/LS_DSPT3_111_A_First_Look_at_Data.ipynb b/LS_DSPT3_111_A_First_Look_at_Data.ipynb
deleted file mode 100644
index 5f8afac1..00000000
--- a/LS_DSPT3_111_A_First_Look_at_Data.ipynb
+++ /dev/null
@@ -1,151 +0,0 @@
-{
- "nbformat": 4,
- "nbformat_minor": 0,
- "metadata": {
- "colab": {
- "name": "LS_DSPT3_111_A_First_Look_at_Data.ipynb",
- "version": "0.3.2",
- "provenance": [],
- "include_colab_link": true
- },
- "kernelspec": {
- "name": "python3",
- "display_name": "Python 3"
- }
- },
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "view-in-github",
- "colab_type": "text"
- },
- "source": [
- ""
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "Okfr_uhwhS1X",
- "colab_type": "text"
- },
- "source": [
- "# Lambda School Data Science - A First Look at Data\n",
- "\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "9dtJETFRhnOG",
- "colab_type": "text"
- },
- "source": [
- "## Lecture - let's explore Python DS libraries and examples!\n",
- "\n",
- "The Python Data Science ecosystem is huge. You've seen some of the big pieces - pandas, scikit-learn, matplotlib. What parts do you want to see more of?"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "WiBkgmPJhmhE",
- "colab_type": "code",
- "outputId": "471fba89-aa50-426d-879f-31fab1fed4d8",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 34
- }
- },
- "source": [
- "2 + 2"
- ],
- "execution_count": 0,
- "outputs": [
- {
- "output_type": "execute_result",
- "data": {
- "text/plain": [
- "4"
- ]
- },
- "metadata": {
- "tags": []
- },
- "execution_count": 1
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "lOqaPds9huME",
- "colab_type": "text"
- },
- "source": [
- "## Assignment - now it's your turn\n",
- "\n",
- "Pick at least one Python DS library, and using documentation/examples reproduce in this notebook something cool. It's OK if you don't fully understand it or get it 100% working, but do put in effort and look things up."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "TGUS79cOhPWj",
- "colab_type": "code",
- "colab": {}
- },
- "source": [
- "# TODO - your code here\n",
- "# Use what we did live in lecture as an example"
- ],
- "execution_count": 0,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "BT9gdS7viJZa",
- "colab_type": "text"
- },
- "source": [
- "### Assignment questions\n",
- "\n",
- "After you've worked on some code, answer the following questions in this text block:\n",
- "\n",
- "1. Describe in a paragraph of text what you did and why, as if you were writing an email to somebody interested but nontechnical.\n",
- "\n",
- "2. What was the most challenging part of what you did?\n",
- "\n",
- "3. What was the most interesting thing you learned?\n",
- "\n",
- "4. What area would you like to explore with more time?\n",
- "\n",
- "\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "_XXg2crAipwP",
- "colab_type": "text"
- },
- "source": [
- "## Stretch goals and resources\n",
- "\n",
- "Following are *optional* things for you to take a look at. Focus on the above assignment first, and make sure to commit and push your changes to GitHub (and since this is the first assignment of the sprint, open a PR as well).\n",
- "\n",
- "- [pandas documentation](https://pandas.pydata.org/pandas-docs/stable/)\n",
- "- [scikit-learn documentation](http://scikit-learn.org/stable/documentation.html)\n",
- "- [matplotlib documentation](https://matplotlib.org/contents.html)\n",
- "- [Awesome Data Science](https://github.com/bulutyazilim/awesome-datascience) - a list of many types of DS resources\n",
- "\n",
- "Stretch goals:\n",
- "\n",
- "- Find and read blogs, walkthroughs, and other examples of people working through cool things with data science - and share with your classmates!\n",
- "- Write a blog post (Medium is a popular place to publish) introducing yourself as somebody learning data science, and talking about what you've learned already and what you're excited to learn more about."
- ]
- }
- ]
-}
\ No newline at end of file
From 22779774371c8a4c80aaf65e80c636b7435f6e8d Mon Sep 17 00:00:00 2001
From: Ahvi Blackwell <35614071+ahvblackwelltech@users.noreply.github.com>
Date: Wed, 4 Sep 2019 18:12:29 -0500
Subject: [PATCH 04/15] Delete LS_DSPT3_111_A_First_Look_at_Data_0.ipynb
---
LS_DSPT3_111_A_First_Look_at_Data_0.ipynb | 155 ----------------------
1 file changed, 155 deletions(-)
delete mode 100644 LS_DSPT3_111_A_First_Look_at_Data_0.ipynb
diff --git a/LS_DSPT3_111_A_First_Look_at_Data_0.ipynb b/LS_DSPT3_111_A_First_Look_at_Data_0.ipynb
deleted file mode 100644
index 0d038fe3..00000000
--- a/LS_DSPT3_111_A_First_Look_at_Data_0.ipynb
+++ /dev/null
@@ -1,155 +0,0 @@
-{
- "nbformat": 4,
- "nbformat_minor": 0,
- "metadata": {
- "colab": {
- "name": "LS_DSPT3_111_A_First_Look_at_Data.ipynb",
- "version": "0.3.2",
- "provenance": [],
- "collapsed_sections": [],
- "include_colab_link": true
- },
- "kernelspec": {
- "name": "python3",
- "display_name": "Python 3"
- }
- },
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "view-in-github",
- "colab_type": "text"
- },
- "source": [
- ""
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "Okfr_uhwhS1X",
- "colab_type": "text"
- },
- "source": [
- "# Lambda School Data Science - A First Look at Data\n",
- "\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "9dtJETFRhnOG",
- "colab_type": "text"
- },
- "source": [
- "## Lecture - let's explore Python DS libraries and examples!\n",
- "\n",
- "The Python Data Science ecosystem is huge. You've seen some of the big pieces - pandas, scikit-learn, matplotlib. What parts do you want to see more of?"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "WiBkgmPJhmhE",
- "colab_type": "code",
- "outputId": "c80d466e-63d1-4802-cf6d-18c407f04761",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 34
- }
- },
- "source": [
- "2 + 2"
- ],
- "execution_count": 1,
- "outputs": [
- {
- "output_type": "execute_result",
- "data": {
- "text/plain": [
- "4"
- ]
- },
- "metadata": {
- "tags": []
- },
- "execution_count": 1
- }
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "lOqaPds9huME",
- "colab_type": "text"
- },
- "source": [
- "## Assignment - now it's your turn\n",
- "\n",
- "Pick at least one Python DS library, and using documentation/examples reproduce in this notebook something cool. It's OK if you don't fully understand it or get it 100% working, but do put in effort and look things up."
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "TGUS79cOhPWj",
- "colab_type": "code",
- "colab": {}
- },
- "source": [
- "# TODO - your code here\n",
- "# Use what we did live in lecture as an example\n",
- "import pandas as pd\n",
- "import numpy as np\n",
- "import matplotlib.pyplot as plt"
- ],
- "execution_count": 0,
- "outputs": []
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "BT9gdS7viJZa",
- "colab_type": "text"
- },
- "source": [
- "### Assignment questions\n",
- "\n",
- "After you've worked on some code, answer the following questions in this text block:\n",
- "\n",
- "1. Describe in a paragraph of text what you did and why, as if you were writing an email to somebody interested but nontechnical.\n",
- "\n",
- "2. What was the most challenging part of what you did?\n",
- "\n",
- "3. What was the most interesting thing you learned?\n",
- "\n",
- "4. What area would you like to explore with more time?\n",
- "\n",
- "\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "_XXg2crAipwP",
- "colab_type": "text"
- },
- "source": [
- "## Stretch goals and resources\n",
- "\n",
- "Following are *optional* things for you to take a look at. Focus on the above assignment first, and make sure to commit and push your changes to GitHub (and since this is the first assignment of the sprint, open a PR as well).\n",
- "\n",
- "- [pandas documentation](https://pandas.pydata.org/pandas-docs/stable/)\n",
- "- [scikit-learn documentation](http://scikit-learn.org/stable/documentation.html)\n",
- "- [matplotlib documentation](https://matplotlib.org/contents.html)\n",
- "- [Awesome Data Science](https://github.com/bulutyazilim/awesome-datascience) - a list of many types of DS resources\n",
- "\n",
- "Stretch goals:\n",
- "\n",
- "- Find and read blogs, walkthroughs, and other examples of people working through cool things with data science - and share with your classmates!\n",
- "- Write a blog post (Medium is a popular place to publish) introducing yourself as somebody learning data science, and talking about what you've learned already and what you're excited to learn more about."
- ]
- }
- ]
-}
\ No newline at end of file
From aadec0b0950ac7eecaa2d81ee2dc324836430c9b Mon Sep 17 00:00:00 2001
From: Ahvi Blackwell <35614071+ahvblackwelltech@users.noreply.github.com>
Date: Wed, 4 Sep 2019 20:05:57 -0500
Subject: [PATCH 05/15] Add files via upload
---
module1-afirstlookatdata/LS_DSPT3_111_A_First_Look_at_Data.ipynb | 1 +
1 file changed, 1 insertion(+)
create mode 100644 module1-afirstlookatdata/LS_DSPT3_111_A_First_Look_at_Data.ipynb
diff --git a/module1-afirstlookatdata/LS_DSPT3_111_A_First_Look_at_Data.ipynb b/module1-afirstlookatdata/LS_DSPT3_111_A_First_Look_at_Data.ipynb
new file mode 100644
index 00000000..e02bc95a
--- /dev/null
+++ b/module1-afirstlookatdata/LS_DSPT3_111_A_First_Look_at_Data.ipynb
@@ -0,0 +1 @@
+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"LS_DSPT3_111_A_First_Look_at_Data.ipynb","version":"0.3.2","provenance":[{"file_id":"https://github.com/ahvblackwelltech/DS-Unit-1-Sprint-1-Dealing-With-Data/blob/master/module1-afirstlookatdata/LS_DS_111_A_First_Look_at_Data.ipynb","timestamp":1567639276609}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"Okfr_uhwhS1X","colab_type":"text"},"source":["# Lambda School Data Science - A First Look at Data\n","\n"]},{"cell_type":"markdown","metadata":{"id":"9dtJETFRhnOG","colab_type":"text"},"source":["## Lecture - let's explore Python DS libraries and examples!\n","\n","The Python Data Science ecosystem is huge. You've seen some of the big pieces - pandas, scikit-learn, matplotlib. What parts do you want to see more of?"]},{"cell_type":"code","metadata":{"id":"WiBkgmPJhmhE","colab_type":"code","outputId":"2646c37d-2419-412a-818f-a5b8e86f35d0","executionInfo":{"status":"ok","timestamp":1567639973284,"user_tz":300,"elapsed":515,"user":{"displayName":"Ahvi Blackwell","photoUrl":"","userId":"00379989573796369470"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["2 + 2"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["4"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"markdown","metadata":{"id":"lOqaPds9huME","colab_type":"text"},"source":["## Assignment - now it's your turn\n","\n","Pick at least one Python DS library, and using documentation/examples reproduce in this notebook something cool. It's OK if you don't fully understand it or get it 100% working, but do put in effort and look things up."]},{"cell_type":"code","metadata":{"id":"TGUS79cOhPWj","colab_type":"code","colab":{}},"source":["import pandas as pd"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"O0GjFECEyTSQ","colab_type":"code","colab":{"resources":{"http://localhost:8080/nbextensions/google.colab/files.js":{"data":"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","ok":true,"headers":[["content-type","application/javascript"]],"status":200,"status_text":""}},"base_uri":"https://localhost:8080/","height":108},"outputId":"c7d48e9d-6d4e-4c7c-b078-85bafe549a7b","executionInfo":{"status":"ok","timestamp":1567642930619,"user_tz":300,"elapsed":14150,"user":{"displayName":"Ahvi Blackwell","photoUrl":"","userId":"00379989573796369470"}}},"source":["from google.colab import files\n","uploaded = files.upload()"],"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/html":["\n"," \n"," \n"," "],"text/plain":[""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Okfr_uhwhS1X",
+ "colab_type": "text"
+ },
+ "source": [
+ "# Lambda School Data Science - A First Look at Data\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "9dtJETFRhnOG",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Lecture - let's explore Python DS libraries and examples!\n",
+ "\n",
+ "The Python Data Science ecosystem is huge. You've seen some of the big pieces - pandas, scikit-learn, matplotlib. What parts do you want to see more of?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "WiBkgmPJhmhE",
+ "colab_type": "code",
+ "outputId": "2646c37d-2419-412a-818f-a5b8e86f35d0",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 34
+ }
+ },
+ "source": [
+ "2 + 2"
+ ],
+ "execution_count": 0,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "4"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 1
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "lOqaPds9huME",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Assignment - now it's your turn\n",
+ "\n",
+ "Pick at least one Python DS library, and using documentation/examples reproduce in this notebook something cool. It's OK if you don't fully understand it or get it 100% working, but do put in effort and look things up."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "TGUS79cOhPWj",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# Import pandas package\n",
+ "import pandas as pd"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "O0GjFECEyTSQ",
+ "colab_type": "code",
+ "colab": {
+ "resources": {
+ "http://localhost:8080/nbextensions/google.colab/files.js": {
+ "data": 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+ "ok": true,
+ "headers": [
+ [
+ "content-type",
+ "application/javascript"
+ ]
+ ],
+ "status": 200,
+ "status_text": ""
+ }
+ },
+ "base_uri": "https://localhost:8080/",
+ "height": 72
+ },
+ "outputId": "c7d48e9d-6d4e-4c7c-b078-85bafe549a7b"
+ },
+ "source": [
+ "# Loaded the dataset .csv file , from my local drive\n",
+ "from google.colab import files\n",
+ "uploaded = files.upload()"
+ ],
+ "execution_count": 7,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "colab_type": "text",
+ "id": "MSnsTgZLKO72"
+ },
+ "source": [
+ "# Practice Loading Datasets\n",
+ "\n",
+ "This assignment is purposely semi-open-ended you will be asked to load datasets both from github and also from CSV files from the [UC Irvine Machine Learning Repository](https://archive.ics.uci.edu/ml/index.php). \n",
+ "\n",
+ "Remember that the UCI datasets may not have a file type of `.csv` so it's important that you learn as much as you can about the dataset before you try and load it. See if you can look at the raw text of the file either locally, on github, using the `!curl` shell command, or in some other way before you try and read it in as a dataframe, this will help you catch what would otherwise be unforseen problems.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "156P6ndeKojO",
+ "colab_type": "text"
+ },
+ "source": [
+ "## 1) Load a dataset from Github (via its *RAW* URL)\n",
+ "\n",
+ "Pick a dataset from the following repository and load it into Google Colab. Make sure that the headers are what you would expect and check to see if missing values have been encoded as NaN values:\n",
+ "\n",
+ "| \n", + " | 3 | \n", + "? | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "convertible | \n", + "rwd | \n", + "front | \n", + "88.60 | \n", + "168.80 | \n", + "64.10 | \n", + "48.80 | \n", + "2548 | \n", + "dohc | \n", + "four | \n", + "130 | \n", + "mpfi | \n", + "3.47 | \n", + "2.68 | \n", + "9.00 | \n", + "111 | \n", + "5000 | \n", + "21 | \n", + "27 | \n", + "13495 | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "3 | \n", + "? | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "convertible | \n", + "rwd | \n", + "front | \n", + "88.6 | \n", + "168.8 | \n", + "64.1 | \n", + "48.8 | \n", + "2548 | \n", + "dohc | \n", + "four | \n", + "130 | \n", + "mpfi | \n", + "3.47 | \n", + "2.68 | \n", + "9.0 | \n", + "111 | \n", + "5000 | \n", + "21 | \n", + "27 | \n", + "16500 | \n", + "
| 1 | \n", + "1 | \n", + "? | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "hatchback | \n", + "rwd | \n", + "front | \n", + "94.5 | \n", + "171.2 | \n", + "65.5 | \n", + "52.4 | \n", + "2823 | \n", + "ohcv | \n", + "six | \n", + "152 | \n", + "mpfi | \n", + "2.68 | \n", + "3.47 | \n", + "9.0 | \n", + "154 | \n", + "5000 | \n", + "19 | \n", + "26 | \n", + "16500 | \n", + "
| 2 | \n", + "2 | \n", + "164 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "99.8 | \n", + "176.6 | \n", + "66.2 | \n", + "54.3 | \n", + "2337 | \n", + "ohc | \n", + "four | \n", + "109 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "10.0 | \n", + "102 | \n", + "5500 | \n", + "24 | \n", + "30 | \n", + "13950 | \n", + "
| 3 | \n", + "2 | \n", + "164 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "4wd | \n", + "front | \n", + "99.4 | \n", + "176.6 | \n", + "66.4 | \n", + "54.3 | \n", + "2824 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.0 | \n", + "115 | \n", + "5500 | \n", + "18 | \n", + "22 | \n", + "17450 | \n", + "
| 4 | \n", + "2 | \n", + "? | \n", + "audi | \n", + "gas | \n", + "std | \n", + "two | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "99.8 | \n", + "177.3 | \n", + "66.3 | \n", + "53.1 | \n", + "2507 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110 | \n", + "5500 | \n", + "19 | \n", + "25 | \n", + "15250 | \n", + "
| 5 | \n", + "1 | \n", + "158 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.7 | \n", + "2844 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110 | \n", + "5500 | \n", + "19 | \n", + "25 | \n", + "17710 | \n", + "
| 6 | \n", + "1 | \n", + "? | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "wagon | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.7 | \n", + "2954 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110 | \n", + "5500 | \n", + "19 | \n", + "25 | \n", + "18920 | \n", + "
| 7 | \n", + "1 | \n", + "158 | \n", + "audi | \n", + "gas | \n", + "turbo | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.9 | \n", + "3086 | \n", + "ohc | \n", + "five | \n", + "131 | \n", + "mpfi | \n", + "3.13 | \n", + "3.40 | \n", + "8.3 | \n", + "140 | \n", + "5500 | \n", + "17 | \n", + "20 | \n", + "23875 | \n", + "
| 8 | \n", + "0 | \n", + "? | \n", + "audi | \n", + "gas | \n", + "turbo | \n", + "two | \n", + "hatchback | \n", + "4wd | \n", + "front | \n", + "99.5 | \n", + "178.2 | \n", + "67.9 | \n", + "52.0 | \n", + "3053 | \n", + "ohc | \n", + "five | \n", + "131 | \n", + "mpfi | \n", + "3.13 | \n", + "3.40 | \n", + "7.0 | \n", + "160 | \n", + "5500 | \n", + "16 | \n", + "22 | \n", + "? | \n", + "
| 9 | \n", + "2 | \n", + "192 | \n", + "bmw | \n", + "gas | \n", + "std | \n", + "two | \n", + "sedan | \n", + "rwd | \n", + "front | \n", + "101.2 | \n", + "176.8 | \n", + "64.8 | \n", + "54.3 | \n", + "2395 | \n", + "ohc | \n", + "four | \n", + "108 | \n", + "mpfi | \n", + "3.50 | \n", + "2.80 | \n", + "8.8 | \n", + "101 | \n", + "5800 | \n", + "23 | \n", + "29 | \n", + "16430 | \n", + "
| \n", + " | 3 | \n", + "? | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "convertible | \n", + "rwd | \n", + "front | \n", + "88.60 | \n", + "168.80 | \n", + "64.10 | \n", + "48.80 | \n", + "2548 | \n", + "dohc | \n", + "four | \n", + "130 | \n", + "mpfi | \n", + "3.47 | \n", + "2.68 | \n", + "9.00 | \n", + "111 | \n", + "5000 | \n", + "21 | \n", + "27 | \n", + "13495 | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 190 | \n", + "0 | \n", + "? | \n", + "volkswagen | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "100.4 | \n", + "180.2 | \n", + "66.9 | \n", + "55.1 | \n", + "2661 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110 | \n", + "5500 | \n", + "19 | \n", + "24 | \n", + "13295 | \n", + "
| 150 | \n", + "1 | \n", + "87 | \n", + "toyota | \n", + "gas | \n", + "std | \n", + "two | \n", + "hatchback | \n", + "fwd | \n", + "front | \n", + "95.7 | \n", + "158.7 | \n", + "63.6 | \n", + "54.5 | \n", + "2040 | \n", + "ohc | \n", + "four | \n", + "92 | \n", + "2bbl | \n", + "3.05 | \n", + "3.03 | \n", + "9.0 | \n", + "62 | \n", + "4800 | \n", + "31 | \n", + "38 | \n", + "6338 | \n", + "
| 179 | \n", + "-1 | \n", + "90 | \n", + "toyota | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "rwd | \n", + "front | \n", + "104.5 | \n", + "187.8 | \n", + "66.5 | \n", + "54.1 | \n", + "3131 | \n", + "dohc | \n", + "six | \n", + "171 | \n", + "mpfi | \n", + "3.27 | \n", + "3.35 | \n", + "9.2 | \n", + "156 | \n", + "5200 | \n", + "20 | \n", + "24 | \n", + "15690 | \n", + "
| 200 | \n", + "-1 | \n", + "95 | \n", + "volvo | \n", + "gas | \n", + "turbo | \n", + "four | \n", + "sedan | \n", + "rwd | \n", + "front | \n", + "109.1 | \n", + "188.8 | \n", + "68.8 | \n", + "55.5 | \n", + "3049 | \n", + "ohc | \n", + "four | \n", + "141 | \n", + "mpfi | \n", + "3.78 | \n", + "3.15 | \n", + "8.7 | \n", + "160 | \n", + "5300 | \n", + "19 | \n", + "25 | \n", + "19045 | \n", + "
| 21 | \n", + "1 | \n", + "118 | \n", + "dodge | \n", + "gas | \n", + "std | \n", + "two | \n", + "hatchback | \n", + "fwd | \n", + "front | \n", + "93.7 | \n", + "157.3 | \n", + "63.8 | \n", + "50.8 | \n", + "1876 | \n", + "ohc | \n", + "four | \n", + "90 | \n", + "2bbl | \n", + "2.97 | \n", + "3.23 | \n", + "9.4 | \n", + "68 | \n", + "5500 | \n", + "31 | \n", + "38 | \n", + "6377 | \n", + "
| 35 | \n", + "0 | \n", + "78 | \n", + "honda | \n", + "gas | \n", + "std | \n", + "four | \n", + "wagon | \n", + "fwd | \n", + "front | \n", + "96.5 | \n", + "157.1 | \n", + "63.9 | \n", + "58.3 | \n", + "2024 | \n", + "ohc | \n", + "four | \n", + "92 | \n", + "1bbl | \n", + "2.92 | \n", + "3.41 | \n", + "9.2 | \n", + "76 | \n", + "6000 | \n", + "30 | \n", + "34 | \n", + "7295 | \n", + "
| 49 | \n", + "1 | \n", + "104 | \n", + "mazda | \n", + "gas | \n", + "std | \n", + "two | \n", + "hatchback | \n", + "fwd | \n", + "front | \n", + "93.1 | \n", + "159.1 | \n", + "64.2 | \n", + "54.1 | \n", + "1890 | \n", + "ohc | \n", + "four | \n", + "91 | \n", + "2bbl | \n", + "3.03 | \n", + "3.15 | \n", + "9.0 | \n", + "68 | \n", + "5000 | \n", + "30 | \n", + "31 | \n", + "5195 | \n", + "
| 74 | \n", + "1 | \n", + "? | \n", + "mercury | \n", + "gas | \n", + "turbo | \n", + "two | \n", + "hatchback | \n", + "rwd | \n", + "front | \n", + "102.7 | \n", + "178.4 | \n", + "68.0 | \n", + "54.8 | \n", + "2910 | \n", + "ohc | \n", + "four | \n", + "140 | \n", + "mpfi | \n", + "3.78 | \n", + "3.12 | \n", + "8.0 | \n", + "175 | \n", + "5000 | \n", + "19 | \n", + "24 | \n", + "16503 | \n", + "
| 7 | \n", + "1 | \n", + "158 | \n", + "audi | \n", + "gas | \n", + "turbo | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.9 | \n", + "3086 | \n", + "ohc | \n", + "five | \n", + "131 | \n", + "mpfi | \n", + "3.13 | \n", + "3.40 | \n", + "8.3 | \n", + "140 | \n", + "5500 | \n", + "17 | \n", + "20 | \n", + "23875 | \n", + "
| 23 | \n", + "1 | \n", + "148 | \n", + "dodge | \n", + "gas | \n", + "std | \n", + "four | \n", + "hatchback | \n", + "fwd | \n", + "front | \n", + "93.7 | \n", + "157.3 | \n", + "63.8 | \n", + "50.6 | \n", + "1967 | \n", + "ohc | \n", + "four | \n", + "90 | \n", + "2bbl | \n", + "2.97 | \n", + "3.23 | \n", + "9.4 | \n", + "68 | \n", + "5500 | \n", + "31 | \n", + "38 | \n", + "6229 | \n", + "
| \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | Symboling | \n", + "Normalized-Losses | \n", + "Make | \n", + "Fuel-Type | \n", + "Aspiration | \n", + "Num-Of-Doors | \n", + "Body-Style | \n", + "Drive-Wheel | \n", + "Engine-Location | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | \n", + "? | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "convertible | \n", + "rwd | \n", + "front | \n", + "88.6 | \n", + "168.8 | \n", + "64.1 | \n", + "48.8 | \n", + "2548 | \n", + "dohc | \n", + "four | \n", + "130 | \n", + "mpfi | \n", + "3.47 | \n", + "2.68 | \n", + "9.0 | \n", + "111 | \n", + "5000 | \n", + "21 | \n", + "27 | \n", + "13495 | \n", + "
| 130 | \n", + "mpfi | \n", + "3.47 | \n", + "2.68 | \n", + "9.0 | \n", + "111 | \n", + "5000 | \n", + "21 | \n", + "27 | \n", + "16500 | \n", + "||||||||||||||||
| 1 | \n", + "? | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "hatchback | \n", + "rwd | \n", + "front | \n", + "94.5 | \n", + "171.2 | \n", + "65.5 | \n", + "52.4 | \n", + "2823 | \n", + "ohcv | \n", + "six | \n", + "152 | \n", + "mpfi | \n", + "2.68 | \n", + "3.47 | \n", + "9.0 | \n", + "154 | \n", + "5000 | \n", + "19 | \n", + "26 | \n", + "16500 | \n", + "
| 2 | \n", + "164 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "99.8 | \n", + "176.6 | \n", + "66.2 | \n", + "54.3 | \n", + "2337 | \n", + "ohc | \n", + "four | \n", + "109 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "10.0 | \n", + "102 | \n", + "5500 | \n", + "24 | \n", + "30 | \n", + "13950 | \n", + "
| 4wd | \n", + "front | \n", + "99.4 | \n", + "176.6 | \n", + "66.4 | \n", + "54.3 | \n", + "2824 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.0 | \n", + "115 | \n", + "5500 | \n", + "18 | \n", + "22 | \n", + "17450 | \n", + "|||||||
| ? | \n", + "audi | \n", + "gas | \n", + "std | \n", + "two | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "99.8 | \n", + "177.3 | \n", + "66.3 | \n", + "53.1 | \n", + "2507 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110 | \n", + "5500 | \n", + "19 | \n", + "25 | \n", + "15250 | \n", + "|
| 1 | \n", + "158 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.7 | \n", + "2844 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110 | \n", + "5500 | \n", + "19 | \n", + "25 | \n", + "17710 | \n", + "
| ? | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "wagon | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.7 | \n", + "2954 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110 | \n", + "5500 | \n", + "19 | \n", + "25 | \n", + "18920 | \n", + "|
| 158 | \n", + "audi | \n", + "gas | \n", + "turbo | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.9 | \n", + "3086 | \n", + "ohc | \n", + "five | \n", + "131 | \n", + "mpfi | \n", + "3.13 | \n", + "3.40 | \n", + "8.3 | \n", + "140 | \n", + "5500 | \n", + "17 | \n", + "20 | \n", + "23875 | \n", + "|
| 0 | \n", + "? | \n", + "audi | \n", + "gas | \n", + "turbo | \n", + "two | \n", + "hatchback | \n", + "4wd | \n", + "front | \n", + "99.5 | \n", + "178.2 | \n", + "67.9 | \n", + "52.0 | \n", + "3053 | \n", + "ohc | \n", + "five | \n", + "131 | \n", + "mpfi | \n", + "3.13 | \n", + "3.40 | \n", + "7.0 | \n", + "160 | \n", + "5500 | \n", + "16 | \n", + "22 | \n", + "? | \n", + "
| 2 | \n", + "192 | \n", + "bmw | \n", + "gas | \n", + "std | \n", + "two | \n", + "sedan | \n", + "rwd | \n", + "front | \n", + "101.2 | \n", + "176.8 | \n", + "64.8 | \n", + "54.3 | \n", + "2395 | \n", + "ohc | \n", + "four | \n", + "108 | \n", + "mpfi | \n", + "3.50 | \n", + "2.80 | \n", + "8.8 | \n", + "101 | \n", + "5800 | \n", + "23 | \n", + "29 | \n", + "16430 | \n", + "
| 0 | \n", + "192 | \n", + "bmw | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "rwd | \n", + "front | \n", + "101.2 | \n", + "176.8 | \n", + "64.8 | \n", + "54.3 | \n", + "2395 | \n", + "ohc | \n", + "four | \n", + "108 | \n", + "mpfi | \n", + "3.50 | \n", + "2.80 | \n", + "8.8 | \n", + "101 | \n", + "5800 | \n", + "23 | \n", + "29 | \n", + "16925 | \n", + "
| 188 | \n", + "bmw | \n", + "gas | \n", + "std | \n", + "two | \n", + "sedan | \n", + "rwd | \n", + "front | \n", + "101.2 | \n", + "176.8 | \n", + "64.8 | \n", + "54.3 | \n", + "2710 | \n", + "ohc | \n", + "six | \n", + "164 | \n", + "mpfi | \n", + "3.31 | \n", + "3.19 | \n", + "9.0 | \n", + "121 | \n", + "4250 | \n", + "21 | \n", + "28 | \n", + "20970 | \n", + "|
| four | \n", + "sedan | \n", + "rwd | \n", + "front | \n", + "101.2 | \n", + "176.8 | \n", + "64.8 | \n", + "54.3 | \n", + "2765 | \n", + "ohc | \n", + "six | \n", + "164 | \n", + "mpfi | \n", + "3.31 | \n", + "3.19 | \n", + "9.0 | \n", + "121 | \n", + "4250 | \n", + "21 | \n", + "28 | \n", + "21105 | \n", + "|||||
| 1 | \n", + "? | \n", + "bmw | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "rwd | \n", + "front | \n", + "103.5 | \n", + "189.0 | \n", + "66.9 | \n", + "55.7 | \n", + "3055 | \n", + "ohc | \n", + "six | \n", + "164 | \n", + "mpfi | \n", + "3.31 | \n", + "3.19 | \n", + "9.0 | \n", + "121 | \n", + "4250 | \n", + "20 | \n", + "25 | \n", + "24565 | \n", + "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Okfr_uhwhS1X",
+ "colab_type": "text"
+ },
+ "source": [
+ "# Lambda School Data Science - A First Look at Data\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "9dtJETFRhnOG",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Lecture - let's explore Python DS libraries and examples!\n",
+ "\n",
+ "The Python Data Science ecosystem is huge. You've seen some of the big pieces - pandas, scikit-learn, matplotlib. What parts do you want to see more of?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "WiBkgmPJhmhE",
+ "colab_type": "code",
+ "outputId": "2646c37d-2419-412a-818f-a5b8e86f35d0",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 34
+ }
+ },
+ "source": [
+ "2 + 2"
+ ],
+ "execution_count": 0,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "4"
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "execution_count": 1
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "lOqaPds9huME",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Assignment - now it's your turn\n",
+ "\n",
+ "Pick at least one Python DS library, and using documentation/examples reproduce in this notebook something cool. It's OK if you don't fully understand it or get it 100% working, but do put in effort and look things up."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "TGUS79cOhPWj",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# Import pandas package\n",
+ "import pandas as pd"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "O0GjFECEyTSQ",
+ "colab_type": "code",
+ "outputId": "df3aee95-03a1-4a17-97f5-6f1a468838df",
+ "colab": {
+ "resources": {
+ "http://localhost:8080/nbextensions/google.colab/files.js": {
+ "data": 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+ "ok": true,
+ "headers": [
+ [
+ "content-type",
+ "application/javascript"
+ ]
+ ],
+ "status": 200,
+ "status_text": ""
+ }
+ },
+ "base_uri": "https://localhost:8080/",
+ "height": 72
+ }
+ },
+ "source": [
+ "# Loaded the dataset .csv file , from my local drive\n",
+ "from google.colab import files\n",
+ "uploaded = files.upload()"
+ ],
+ "execution_count": 5,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ "| \n", + " | PLAYER_LAST_NAME | \n", + "PLAYER_TEAM | \n", + "PLAYER_POSITION | \n", + "PLAYER_AGE | \n", + "PLAYER_PPG | \n", + "PLAYER_RPG | \n", + "PLAYER_APG | \n", + "
|---|---|---|---|---|---|---|---|
| PLAYER_FIRST_NAME | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| Tobias | \n", + "Harris | \n", + "76ers | \n", + "Foward | \n", + "26 | \n", + "20.0 | \n", + "7.9 | \n", + "2.8 | \n", + "
| Blake | \n", + "Griffin | \n", + "Pistons | \n", + "Forward-Center | \n", + "30 | \n", + "24.5 | \n", + "7.5 | \n", + "5.4 | \n", + "
| Ben | \n", + "Simmons | \n", + "76ers | \n", + "Guard | \n", + "22 | \n", + "16.9 | \n", + "8.8 | \n", + "7.7 | \n", + "
| Kemba | \n", + "Walker | \n", + "Celtics | \n", + "Guard | \n", + "29 | \n", + "25.6 | \n", + "4.4 | \n", + "5.9 | \n", + "
| Jayson | \n", + "Tatum | \n", + "Celtics | \n", + "Forward | \n", + "21 | \n", + "15.7 | \n", + "6.0 | \n", + "2.1 | \n", + "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Okfr_uhwhS1X",
+ "colab_type": "text"
+ },
+ "source": [
+ "# Lambda School Data Science - Making Data-backed Assertions\n",
+ "\n",
+ "This is, for many, the main point of data science - to create and support reasoned arguments based on evidence. It's not a topic to master in a day, but it is worth some focused time thinking about and structuring your approach to it."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "lOqaPds9huME",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Assignment - what's going on here?\n",
+ "\n",
+ "Consider the data in `persons.csv` (already prepared for you, in the repo for the week). It has four columns - a unique id, followed by age (in years), weight (in lbs), and exercise time (in minutes/week) of 1200 (hypothetical) people.\n",
+ "\n",
+ "Try to figure out which variables are possibly related to each other, and which may be confounding relationships.\n",
+ "\n",
+ "Try and isolate the main relationships and then communicate them using crosstabs and graphs. Share any cool graphs that you make with the rest of the class in Slack!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "TGUS79cOhPWj",
+ "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 824
+ },
+ "outputId": "da7b4a98-1beb-4501-aa24-123791807814"
+ },
+ "source": [
+ "# TODO - your code here\n",
+ "# Use what we did live in lecture as an example\n",
+ "\n",
+ "# HINT - you can find the raw URL on GitHub and potentially use that\n",
+ "# to load the data with read_csv, or you can upload it yourself\n",
+ "\n",
+ "import pandas as pd\n",
+ "\n",
+ "fitness = pd.read_csv('https://raw.githubusercontent.com/ahvblackwelltech/DS-Unit-1-Sprint-1-Dealing-With-Data/master/module3-databackedassertions/persons.csv')\n",
+ "\n",
+ "fitness.head(25)"
+ ],
+ "execution_count": 14,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/html": [
+ "| \n", + " | Unnamed: 0 | \n", + "age | \n", + "weight | \n", + "exercise_time | \n", + "
|---|---|---|---|---|
| 0 | \n", + "0 | \n", + "44 | \n", + "118 | \n", + "192 | \n", + "
| 1 | \n", + "1 | \n", + "41 | \n", + "161 | \n", + "35 | \n", + "
| 2 | \n", + "2 | \n", + "46 | \n", + "128 | \n", + "220 | \n", + "
| 3 | \n", + "3 | \n", + "39 | \n", + "216 | \n", + "57 | \n", + "
| 4 | \n", + "4 | \n", + "28 | \n", + "116 | \n", + "182 | \n", + "
| 5 | \n", + "5 | \n", + "58 | \n", + "103 | \n", + "165 | \n", + "
| 6 | \n", + "6 | \n", + "55 | \n", + "161 | \n", + "107 | \n", + "
| 7 | \n", + "7 | \n", + "21 | \n", + "188 | \n", + "37 | \n", + "
| 8 | \n", + "8 | \n", + "55 | \n", + "216 | \n", + "79 | \n", + "
| 9 | \n", + "9 | \n", + "50 | \n", + "127 | \n", + "267 | \n", + "
| 10 | \n", + "10 | \n", + "21 | \n", + "160 | \n", + "228 | \n", + "
| 11 | \n", + "11 | \n", + "43 | \n", + "102 | \n", + "78 | \n", + "
| 12 | \n", + "12 | \n", + "73 | \n", + "209 | \n", + "44 | \n", + "
| 13 | \n", + "13 | \n", + "27 | \n", + "165 | \n", + "48 | \n", + "
| 14 | \n", + "14 | \n", + "21 | \n", + "169 | \n", + "171 | \n", + "
| 15 | \n", + "15 | \n", + "36 | \n", + "131 | \n", + "194 | \n", + "
| 16 | \n", + "16 | \n", + "49 | \n", + "171 | \n", + "191 | \n", + "
| 17 | \n", + "17 | \n", + "69 | \n", + "172 | \n", + "147 | \n", + "
| 18 | \n", + "18 | \n", + "18 | \n", + "122 | \n", + "271 | \n", + "
| 19 | \n", + "19 | \n", + "55 | \n", + "157 | \n", + "111 | \n", + "
| 20 | \n", + "20 | \n", + "19 | \n", + "218 | \n", + "28 | \n", + "
| 21 | \n", + "21 | \n", + "34 | \n", + "143 | \n", + "24 | \n", + "
| 22 | \n", + "22 | \n", + "20 | \n", + "116 | \n", + "267 | \n", + "
| 23 | \n", + "23 | \n", + "20 | \n", + "159 | \n", + "241 | \n", + "
| 24 | \n", + "24 | \n", + "32 | \n", + "117 | \n", + "181 | \n", + "
"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "Okfr_uhwhS1X",
- "colab_type": "text"
- },
- "source": [
- "# Lambda School Data Science - Making Data-backed Assertions\n",
- "\n",
- "This is, for many, the main point of data science - to create and support reasoned arguments based on evidence. It's not a topic to master in a day, but it is worth some focused time thinking about and structuring your approach to it."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "lOqaPds9huME",
- "colab_type": "text"
- },
- "source": [
- "## Assignment - what's going on here?\n",
- "\n",
- "Consider the data in `persons.csv` (already prepared for you, in the repo for the week). It has four columns - a unique id, followed by age (in years), weight (in lbs), and exercise time (in minutes/week) of 1200 (hypothetical) people.\n",
- "\n",
- "Try to figure out which variables are possibly related to each other, and which may be confounding relationships.\n",
- "\n",
- "Try and isolate the main relationships and then communicate them using crosstabs and graphs. Share any cool graphs that you make with the rest of the class in Slack!"
- ]
- },
- {
- "cell_type": "code",
- "metadata": {
- "id": "TGUS79cOhPWj",
- "colab_type": "code",
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 824
- },
- "outputId": "da7b4a98-1beb-4501-aa24-123791807814"
- },
- "source": [
- "# TODO - your code here\n",
- "# Use what we did live in lecture as an example\n",
- "\n",
- "# HINT - you can find the raw URL on GitHub and potentially use that\n",
- "# to load the data with read_csv, or you can upload it yourself\n",
- "\n",
- "import pandas as pd\n",
- "\n",
- "fitness = pd.read_csv('https://raw.githubusercontent.com/ahvblackwelltech/DS-Unit-1-Sprint-1-Dealing-With-Data/master/module3-databackedassertions/persons.csv')\n",
- "\n",
- "fitness.head(25)"
- ],
- "execution_count": 14,
- "outputs": [
- {
- "output_type": "execute_result",
- "data": {
- "text/html": [
- "| \n", - " | Unnamed: 0 | \n", - "age | \n", - "weight | \n", - "exercise_time | \n", - "
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"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Okfr_uhwhS1X",
+ "colab_type": "text"
+ },
+ "source": [
+ "# Lambda School Data Science - Making Data-backed Assertions\n",
+ "\n",
+ "This is, for many, the main point of data science - to create and support reasoned arguments based on evidence. It's not a topic to master in a day, but it is worth some focused time thinking about and structuring your approach to it."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "lOqaPds9huME",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Assignment - what's going on here?\n",
+ "\n",
+ "Consider the data in `persons.csv` (already prepared for you, in the repo for the week). It has four columns - a unique id, followed by age (in years), weight (in lbs), and exercise time (in minutes/week) of 1200 (hypothetical) people.\n",
+ "\n",
+ "Try to figure out which variables are possibly related to each other, and which may be confounding relationships.\n",
+ "\n",
+ "Try and isolate the main relationships and then communicate them using crosstabs and graphs. Share any cool graphs that you make with the rest of the class in Slack!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "TGUS79cOhPWj",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# TODO - your code here\n",
+ "# Use what we did live in lecture as an example\n",
+ "\n",
+ "# HINT - you can find the raw URL on GitHub and potentially use that\n",
+ "# to load the data with read_csv, or you can upload it yourself\n",
+ "\n"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "wPJBFUQ9BSD9",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# Imported needed packages\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "YvB2pomGBmmp",
+ "colab_type": "code",
+ "colab": {
+ "resources": {
+ "http://localhost:8080/nbextensions/google.colab/files.js": {
+ "data": 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+ "ok": true,
+ "headers": [
+ [
+ "content-type",
+ "application/javascript"
+ ]
+ ],
+ "status": 200,
+ "status_text": ""
+ }
+ },
+ "base_uri": "https://localhost:8080/",
+ "height": 71
+ },
+ "outputId": "3ea31fb8-6cd0-485f-d82a-cd60dbd0fb28"
+ },
+ "source": [
+ "# Loaded dataset via local drive\n",
+ "from google.colab import files\n",
+ "uploaded = files.upload()"
+ ],
+ "execution_count": 35,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " "
+ ],
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| 21 | \n", + "21 | \n", + "34 | \n", + "143 | \n", + "24 | \n", + "
| 22 | \n", + "22 | \n", + "20 | \n", + "116 | \n", + "267 | \n", + "
| 23 | \n", + "23 | \n", + "20 | \n", + "159 | \n", + "241 | \n", + "
| 24 | \n", + "24 | \n", + "32 | \n", + "117 | \n", + "181 | \n", + "
| 25 | \n", + "25 | \n", + "71 | \n", + "103 | \n", + "21 | \n", + "
| 26 | \n", + "26 | \n", + "21 | \n", + "164 | \n", + "229 | \n", + "
| 27 | \n", + "27 | \n", + "79 | \n", + "189 | \n", + "38 | \n", + "
| 28 | \n", + "28 | \n", + "72 | \n", + "149 | \n", + "110 | \n", + "
| 29 | \n", + "29 | \n", + "26 | \n", + "117 | \n", + "279 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 1170 | \n", + "1170 | \n", + "22 | \n", + "199 | \n", + "102 | \n", + "
| 1171 | \n", + "1171 | \n", + "56 | \n", + "139 | \n", + "158 | \n", + "
| 1172 | \n", + "1172 | \n", + "27 | \n", + "111 | \n", + "252 | \n", + "
| 1173 | \n", + "1173 | \n", + "74 | \n", + "161 | \n", + "142 | \n", + "
| 1174 | \n", + "1174 | \n", + "30 | \n", + "137 | \n", + "244 | \n", + "
| 1175 | \n", + "1175 | \n", + "61 | \n", + "164 | \n", + "86 | \n", + "
| 1176 | \n", + "1176 | \n", + "57 | \n", + "213 | \n", + "103 | \n", + "
| 1177 | \n", + "1177 | \n", + "38 | \n", + "174 | \n", + "103 | \n", + "
| 1178 | \n", + "1178 | \n", + "67 | \n", + "150 | \n", + "118 | \n", + "
| 1179 | \n", + "1179 | \n", + "69 | \n", + "140 | \n", + "184 | \n", + "
| 1180 | \n", + "1180 | \n", + "34 | \n", + "124 | \n", + "147 | \n", + "
| 1181 | \n", + "1181 | \n", + "41 | \n", + "142 | \n", + "18 | \n", + "
| 1182 | \n", + "1182 | \n", + "49 | \n", + "160 | \n", + "256 | \n", + "
| 1183 | \n", + "1183 | \n", + "70 | \n", + "133 | \n", + "198 | \n", + "
| 1184 | \n", + "1184 | \n", + "57 | \n", + "210 | \n", + "27 | \n", + "
| 1185 | \n", + "1185 | \n", + "35 | \n", + "124 | \n", + "48 | \n", + "
| 1186 | \n", + "1186 | \n", + "61 | \n", + "170 | \n", + "30 | \n", + "
| 1187 | \n", + "1187 | \n", + "48 | \n", + "160 | \n", + "125 | \n", + "
| 1188 | \n", + "1188 | \n", + "71 | \n", + "129 | \n", + "21 | \n", + "
| 1189 | \n", + "1189 | \n", + "35 | \n", + "126 | \n", + "201 | \n", + "
| 1190 | \n", + "1190 | \n", + "70 | \n", + "156 | \n", + "104 | \n", + "
| 1191 | \n", + "1191 | \n", + "29 | \n", + "105 | \n", + "174 | \n", + "
| 1192 | \n", + "1192 | \n", + "51 | \n", + "122 | \n", + "194 | \n", + "
| 1193 | \n", + "1193 | \n", + "33 | \n", + "106 | \n", + "112 | \n", + "
| 1194 | \n", + "1194 | \n", + "64 | \n", + "122 | \n", + "184 | \n", + "
| 1195 | \n", + "1195 | \n", + "47 | \n", + "195 | \n", + "1 | \n", + "
| 1196 | \n", + "1196 | \n", + "29 | \n", + "210 | \n", + "22 | \n", + "
| 1197 | \n", + "1197 | \n", + "29 | \n", + "147 | \n", + "15 | \n", + "
| 1198 | \n", + "1198 | \n", + "25 | \n", + "149 | \n", + "185 | \n", + "
| 1199 | \n", + "1199 | \n", + "67 | \n", + "154 | \n", + "84 | \n", + "
1200 rows × 4 columns
\n", + "| \n", + " | age | \n", + "weight | \n", + "exercise_time | \n", + "
|---|---|---|---|
| ID | \n", + "\n", + " | \n", + " | \n", + " |
| 0 | \n", + "44 | \n", + "118 | \n", + "192 | \n", + "
| 1 | \n", + "41 | \n", + "161 | \n", + "35 | \n", + "
| 2 | \n", + "46 | \n", + "128 | \n", + "220 | \n", + "
| 3 | \n", + "39 | \n", + "216 | \n", + "57 | \n", + "
| 4 | \n", + "28 | \n", + "116 | \n", + "182 | \n", + "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "colab_type": "text",
+ "id": "MSnsTgZLKO72"
+ },
+ "source": [
+ "# Practice Loading Datasets\n",
+ "\n",
+ "This assignment is purposely semi-open-ended you will be asked to load datasets both from github and also from CSV files from the [UC Irvine Machine Learning Repository](https://archive.ics.uci.edu/ml/index.php). \n",
+ "\n",
+ "Remember that the UCI datasets may not have a file type of `.csv` so it's important that you learn as much as you can about the dataset before you try and load it. See if you can look at the raw text of the file either locally, on github, using the `!curl` shell command, or in some other way before you try and read it in as a dataframe, this will help you catch what would otherwise be unforseen problems.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "156P6ndeKojO",
+ "colab_type": "text"
+ },
+ "source": [
+ "## 1) Load a dataset from Github (via its *RAW* URL)\n",
+ "\n",
+ "Pick a dataset from the following repository and load it into Google Colab. Make sure that the headers are what you would expect and check to see if missing values have been encoded as NaN values:\n",
+ "\n",
+ "| \n", + " | Date | \n", + "GameID | \n", + "Drive | \n", + "qtr | \n", + "down | \n", + "time | \n", + "TimeUnder | \n", + "TimeSecs | \n", + "PlayTimeDiff | \n", + "SideofField | \n", + "yrdln | \n", + "yrdline100 | \n", + "ydstogo | \n", + "ydsnet | \n", + "GoalToGo | \n", + "FirstDown | \n", + "posteam | \n", + "DefensiveTeam | \n", + "desc | \n", + "PlayAttempted | \n", + "Yards.Gained | \n", + "sp | \n", + "Touchdown | \n", + "ExPointResult | \n", + "TwoPointConv | \n", + "DefTwoPoint | \n", + "Safety | \n", + "Onsidekick | \n", + "PuntResult | \n", + "PlayType | \n", + "Passer | \n", + "Passer_ID | \n", + "PassAttempt | \n", + "PassOutcome | \n", + "PassLength | \n", + "AirYards | \n", + "YardsAfterCatch | \n", + "QBHit | \n", + "PassLocation | \n", + "InterceptionThrown | \n", + "... | \n", + "Accepted.Penalty | \n", + "PenalizedTeam | \n", + "PenaltyType | \n", + "PenalizedPlayer | \n", + "Penalty.Yards | \n", + "PosTeamScore | \n", + "DefTeamScore | \n", + "ScoreDiff | \n", + "AbsScoreDiff | \n", + "HomeTeam | \n", + "AwayTeam | \n", + "Timeout_Indicator | \n", + "Timeout_Team | \n", + "posteam_timeouts_pre | \n", + "HomeTimeouts_Remaining_Pre | \n", + "AwayTimeouts_Remaining_Pre | \n", + "HomeTimeouts_Remaining_Post | \n", + "AwayTimeouts_Remaining_Post | \n", + "No_Score_Prob | \n", + "Opp_Field_Goal_Prob | \n", + "Opp_Safety_Prob | \n", + "Opp_Touchdown_Prob | \n", + "Field_Goal_Prob | \n", + "Safety_Prob | \n", + "Touchdown_Prob | \n", + "ExPoint_Prob | \n", + "TwoPoint_Prob | \n", + "ExpPts | \n", + "EPA | \n", + "airEPA | \n", + "yacEPA | \n", + "Home_WP_pre | \n", + "Away_WP_pre | \n", + "Home_WP_post | \n", + "Away_WP_post | \n", + "Win_Prob | \n", + "WPA | \n", + "airWPA | \n", + "yacWPA | \n", + "Season | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2014-12-28 | \n", + "2014122806 | \n", + "9 | \n", + "3 | \n", + "1.0 | \n", + "14:57 | \n", + "15 | \n", + "1797.0 | \n", + "3.0 | \n", + "MIN | \n", + "35.0 | \n", + "65.0 | \n", + "10 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "MIN | \n", + "CHI | \n", + "(14:57) (Shotgun) T.Bridgewater pass incomplet... | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "Pass | \n", + "T.Bridgewater | \n", + "00-0031237 | \n", + "1 | \n", + "Incomplete Pass | \n", + "Short | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "middle | \n", + "0 | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "3.0 | \n", + "3.0 | \n", + "0.0 | \n", + "0.0 | \n", + "MIN | \n", + "CHI | \n", + "0 | \n", + "None | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "0.001126 | \n", + "0.129637 | \n", + "0.001935 | \n", + "0.202290 | \n", + "0.270048 | \n", + "0.003686 | \n", + "0.391278 | \n", + "0.0 | \n", + "0.0 | \n", + "1.747650 | \n", + "-0.722391 | \n", + "0.776087 | \n", + "-1.498478 | \n", + "0.546808 | \n", + "0.453192 | \n", + "0.523751 | \n", + "0.476249 | \n", + "0.546808 | \n", + "-0.023057 | \n", + "0.025291 | \n", + "-0.048348 | \n", + "2014 | \n", + "
| 1 | \n", + "2014-11-06 | \n", + "2014110600 | \n", + "15 | \n", + "3 | \n", + "1.0 | \n", + "15:00 | \n", + "15 | \n", + "1800.0 | \n", + "0.0 | \n", + "CLE | \n", + "20.0 | \n", + "80.0 | \n", + "10 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "CLE | \n", + "CIN | \n", + "(15:00) T.West left end to CLE 20 for no gain ... | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "Run | \n", + "NaN | \n", + "None | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "0 | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "17.0 | \n", + "3.0 | \n", + "14.0 | \n", + "14.0 | \n", + "CIN | \n", + "CLE | \n", + "0 | \n", + "None | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "0.001506 | \n", + "0.179749 | \n", + "0.006639 | \n", + "0.281138 | \n", + "0.213700 | \n", + "0.003592 | \n", + "0.313676 | \n", + "0.0 | \n", + "0.0 | \n", + "0.323526 | \n", + "-0.770770 | \n", + "NaN | \n", + "NaN | \n", + "0.106136 | \n", + "0.893864 | \n", + "0.117054 | \n", + "0.882946 | \n", + "0.893864 | \n", + "-0.010918 | \n", + "NaN | \n", + "NaN | \n", + "2014 | \n", + "
| 2 | \n", + "2013-09-15 | \n", + "2013091501 | \n", + "22 | \n", + "4 | \n", + "4.0 | \n", + "07:24 | \n", + "8 | \n", + "444.0 | \n", + "29.0 | \n", + "CLE | \n", + "49.0 | \n", + "51.0 | \n", + "6 | \n", + "29 | \n", + "0.0 | \n", + "1.0 | \n", + "CLE | \n", + "BAL | \n", + "(7:24) (Punt formation) S.Lanning punts 51 yar... | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "Clean | \n", + "Punt | \n", + "NaN | \n", + "None | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "0 | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "6.0 | \n", + "14.0 | \n", + "-8.0 | \n", + "8.0 | \n", + "BAL | \n", + "CLE | \n", + "0 | \n", + "None | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "0.221551 | \n", + "0.140926 | \n", + "0.001835 | \n", + "0.205436 | \n", + "0.240632 | \n", + "0.004841 | \n", + "0.184779 | \n", + "0.0 | \n", + "0.0 | \n", + "0.160533 | \n", + "-0.701393 | \n", + "NaN | \n", + "NaN | \n", + "0.829296 | \n", + "0.170704 | \n", + "0.840991 | \n", + "0.159009 | \n", + "0.170704 | \n", + "-0.011696 | \n", + "NaN | \n", + "NaN | \n", + "2013 | \n", + "
| 3 | \n", + "2017-01-01 | \n", + "2017010108 | \n", + "19 | \n", + "3 | \n", + "2.0 | \n", + "01:41 | \n", + "2 | \n", + "1001.0 | \n", + "43.0 | \n", + "PIT | \n", + "50.0 | \n", + "50.0 | \n", + "2 | \n", + "39 | \n", + "0.0 | \n", + "1.0 | \n", + "PIT | \n", + "CLE | \n", + "(1:41) (Shotgun) L.Jones pass short left to F.... | \n", + "1 | \n", + "9 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "Pass | \n", + "L.Jones | \n", + "00-0030524 | \n", + "1 | \n", + "Complete | \n", + "Short | \n", + "-1 | \n", + "10 | \n", + "0 | \n", + "left | \n", + "0 | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "7.0 | \n", + "14.0 | \n", + "-7.0 | \n", + "7.0 | \n", + "PIT | \n", + "CLE | \n", + "0 | \n", + "None | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "0.019427 | \n", + "0.081927 | \n", + "0.000562 | \n", + "0.120943 | \n", + "0.295360 | \n", + "0.003372 | \n", + "0.478410 | \n", + "0.0 | \n", + "0.0 | \n", + "3.148186 | \n", + "0.435683 | \n", + "-0.990895 | \n", + "1.426577 | \n", + "0.338670 | \n", + "0.661330 | \n", + "0.353219 | \n", + "0.646781 | \n", + "0.338670 | \n", + "0.014549 | \n", + "-0.036296 | \n", + "0.050845 | \n", + "2016 | \n", + "
| 4 | \n", + "2017-10-15 | \n", + "2017101504 | \n", + "29 | \n", + "4 | \n", + "1.0 | \n", + "04:58 | \n", + "5 | \n", + "298.0 | \n", + "6.0 | \n", + "DET | \n", + "31.0 | \n", + "69.0 | \n", + "10 | \n", + "34 | \n", + "0.0 | \n", + "1.0 | \n", + "DET | \n", + "NO | \n", + "(4:58) (Shotgun) M.Stafford pass incomplete de... | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "No Play | \n", + "M.Stafford | \n", + "None | \n", + "1 | \n", + "Incomplete Pass | \n", + "Deep | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "right | \n", + "0 | \n", + "... | \n", + "1 | \n", + "NO | \n", + "NaN | \n", + "K.Crawley | \n", + "34 | \n", + "36.0 | \n", + "43.0 | \n", + "-7.0 | \n", + "7.0 | \n", + "NO | \n", + "DET | \n", + "0 | \n", + "None | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "0.336850 | \n", + "0.088586 | \n", + "0.001647 | \n", + "0.130682 | \n", + "0.174823 | \n", + "0.002275 | \n", + "0.265138 | \n", + "0.0 | \n", + "0.0 | \n", + "1.201159 | \n", + "2.144800 | \n", + "NaN | \n", + "NaN | \n", + "0.791363 | \n", + "0.208637 | \n", + "0.696340 | \n", + "0.303660 | \n", + "0.208637 | \n", + "0.095023 | \n", + "NaN | \n", + "NaN | \n", + "2017 | \n", + "
5 rows × 102 columns
\n", + "| \n", + " | Date | \n", + "GameID | \n", + "Drive | \n", + "qtr | \n", + "down | \n", + "time | \n", + "TimeUnder | \n", + "TimeSecs | \n", + "PlayTimeDiff | \n", + "SideofField | \n", + "yrdln | \n", + "yrdline100 | \n", + "ydstogo | \n", + "ydsnet | \n", + "GoalToGo | \n", + "FirstDown | \n", + "posteam | \n", + "DefensiveTeam | \n", + "desc | \n", + "PlayAttempted | \n", + "Yards.Gained | \n", + "sp | \n", + "Touchdown | \n", + "ExPointResult | \n", + "TwoPointConv | \n", + "DefTwoPoint | \n", + "Safety | \n", + "Onsidekick | \n", + "PuntResult | \n", + "PlayType | \n", + "Passer | \n", + "Passer_ID | \n", + "PassAttempt | \n", + "PassOutcome | \n", + "PassLength | \n", + "AirYards | \n", + "YardsAfterCatch | \n", + "QBHit | \n", + "PassLocation | \n", + "InterceptionThrown | \n", + "... | \n", + "Accepted.Penalty | \n", + "PenalizedTeam | \n", + "PenaltyType | \n", + "PenalizedPlayer | \n", + "Penalty.Yards | \n", + "PosTeamScore | \n", + "DefTeamScore | \n", + "ScoreDiff | \n", + "AbsScoreDiff | \n", + "HomeTeam | \n", + "AwayTeam | \n", + "Timeout_Indicator | \n", + "Timeout_Team | \n", + "posteam_timeouts_pre | \n", + "HomeTimeouts_Remaining_Pre | \n", + "AwayTimeouts_Remaining_Pre | \n", + "HomeTimeouts_Remaining_Post | \n", + "AwayTimeouts_Remaining_Post | \n", + "No_Score_Prob | \n", + "Opp_Field_Goal_Prob | \n", + "Opp_Safety_Prob | \n", + "Opp_Touchdown_Prob | \n", + "Field_Goal_Prob | \n", + "Safety_Prob | \n", + "Touchdown_Prob | \n", + "ExPoint_Prob | \n", + "TwoPoint_Prob | \n", + "ExpPts | \n", + "EPA | \n", + "airEPA | \n", + "yacEPA | \n", + "Home_WP_pre | \n", + "Away_WP_pre | \n", + "Home_WP_post | \n", + "Away_WP_post | \n", + "Win_Prob | \n", + "WPA | \n", + "airWPA | \n", + "yacWPA | \n", + "Season | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2014-12-28 | \n", + "2014122806 | \n", + "9 | \n", + "3 | \n", + "1.0 | \n", + "14:57 | \n", + "15 | \n", + "1797.0 | \n", + "3.0 | \n", + "MIN | \n", + "35.0 | \n", + "65.0 | \n", + "10 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "MIN | \n", + "CHI | \n", + "(14:57) (Shotgun) T.Bridgewater pass incomplet... | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "Pass | \n", + "T.Bridgewater | \n", + "00-0031237 | \n", + "1 | \n", + "Incomplete Pass | \n", + "Short | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "middle | \n", + "0 | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "3.0 | \n", + "3.0 | \n", + "0.0 | \n", + "0.0 | \n", + "MIN | \n", + "CHI | \n", + "0 | \n", + "None | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "0.001126 | \n", + "0.129637 | \n", + "0.001935 | \n", + "0.202290 | \n", + "0.270048 | \n", + "0.003686 | \n", + "0.391278 | \n", + "0.0 | \n", + "0.0 | \n", + "1.747650 | \n", + "-0.722391 | \n", + "0.776087 | \n", + "-1.498478 | \n", + "0.546808 | \n", + "0.453192 | \n", + "0.523751 | \n", + "0.476249 | \n", + "0.546808 | \n", + "-0.023057 | \n", + "0.025291 | \n", + "-0.048348 | \n", + "2014 | \n", + "
| 1 | \n", + "2014-11-06 | \n", + "2014110600 | \n", + "15 | \n", + "3 | \n", + "1.0 | \n", + "15:00 | \n", + "15 | \n", + "1800.0 | \n", + "0.0 | \n", + "CLE | \n", + "20.0 | \n", + "80.0 | \n", + "10 | \n", + "0 | \n", + "0.0 | \n", + "0.0 | \n", + "CLE | \n", + "CIN | \n", + "(15:00) T.West left end to CLE 20 for no gain ... | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "Run | \n", + "NaN | \n", + "None | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "0 | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "17.0 | \n", + "3.0 | \n", + "14.0 | \n", + "14.0 | \n", + "CIN | \n", + "CLE | \n", + "0 | \n", + "None | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "0.001506 | \n", + "0.179749 | \n", + "0.006639 | \n", + "0.281138 | \n", + "0.213700 | \n", + "0.003592 | \n", + "0.313676 | \n", + "0.0 | \n", + "0.0 | \n", + "0.323526 | \n", + "-0.770770 | \n", + "NaN | \n", + "NaN | \n", + "0.106136 | \n", + "0.893864 | \n", + "0.117054 | \n", + "0.882946 | \n", + "0.893864 | \n", + "-0.010918 | \n", + "NaN | \n", + "NaN | \n", + "2014 | \n", + "
| 2 | \n", + "2013-09-15 | \n", + "2013091501 | \n", + "22 | \n", + "4 | \n", + "4.0 | \n", + "07:24 | \n", + "8 | \n", + "444.0 | \n", + "29.0 | \n", + "CLE | \n", + "49.0 | \n", + "51.0 | \n", + "6 | \n", + "29 | \n", + "0.0 | \n", + "1.0 | \n", + "CLE | \n", + "BAL | \n", + "(7:24) (Punt formation) S.Lanning punts 51 yar... | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "Clean | \n", + "Punt | \n", + "NaN | \n", + "None | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "0 | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "6.0 | \n", + "14.0 | \n", + "-8.0 | \n", + "8.0 | \n", + "BAL | \n", + "CLE | \n", + "0 | \n", + "None | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "2 | \n", + "0.221551 | \n", + "0.140926 | \n", + "0.001835 | \n", + "0.205436 | \n", + "0.240632 | \n", + "0.004841 | \n", + "0.184779 | \n", + "0.0 | \n", + "0.0 | \n", + "0.160533 | \n", + "-0.701393 | \n", + "NaN | \n", + "NaN | \n", + "0.829296 | \n", + "0.170704 | \n", + "0.840991 | \n", + "0.159009 | \n", + "0.170704 | \n", + "-0.011696 | \n", + "NaN | \n", + "NaN | \n", + "2013 | \n", + "
| 3 | \n", + "2017-01-01 | \n", + "2017010108 | \n", + "19 | \n", + "3 | \n", + "2.0 | \n", + "01:41 | \n", + "2 | \n", + "1001.0 | \n", + "43.0 | \n", + "PIT | \n", + "50.0 | \n", + "50.0 | \n", + "2 | \n", + "39 | \n", + "0.0 | \n", + "1.0 | \n", + "PIT | \n", + "CLE | \n", + "(1:41) (Shotgun) L.Jones pass short left to F.... | \n", + "1 | \n", + "9 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "Pass | \n", + "L.Jones | \n", + "00-0030524 | \n", + "1 | \n", + "Complete | \n", + "Short | \n", + "-1 | \n", + "10 | \n", + "0 | \n", + "left | \n", + "0 | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "7.0 | \n", + "14.0 | \n", + "-7.0 | \n", + "7.0 | \n", + "PIT | \n", + "CLE | \n", + "0 | \n", + "None | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "0.019427 | \n", + "0.081927 | \n", + "0.000562 | \n", + "0.120943 | \n", + "0.295360 | \n", + "0.003372 | \n", + "0.478410 | \n", + "0.0 | \n", + "0.0 | \n", + "3.148186 | \n", + "0.435683 | \n", + "-0.990895 | \n", + "1.426577 | \n", + "0.338670 | \n", + "0.661330 | \n", + "0.353219 | \n", + "0.646781 | \n", + "0.338670 | \n", + "0.014549 | \n", + "-0.036296 | \n", + "0.050845 | \n", + "2016 | \n", + "
| 4 | \n", + "2017-10-15 | \n", + "2017101504 | \n", + "29 | \n", + "4 | \n", + "1.0 | \n", + "04:58 | \n", + "5 | \n", + "298.0 | \n", + "6.0 | \n", + "DET | \n", + "31.0 | \n", + "69.0 | \n", + "10 | \n", + "34 | \n", + "0.0 | \n", + "1.0 | \n", + "DET | \n", + "NO | \n", + "(4:58) (Shotgun) M.Stafford pass incomplete de... | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "No Play | \n", + "M.Stafford | \n", + "None | \n", + "1 | \n", + "Incomplete Pass | \n", + "Deep | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "right | \n", + "0 | \n", + "... | \n", + "1 | \n", + "NO | \n", + "NaN | \n", + "K.Crawley | \n", + "34 | \n", + "36.0 | \n", + "43.0 | \n", + "-7.0 | \n", + "7.0 | \n", + "NO | \n", + "DET | \n", + "0 | \n", + "None | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "0.336850 | \n", + "0.088586 | \n", + "0.001647 | \n", + "0.130682 | \n", + "0.174823 | \n", + "0.002275 | \n", + "0.265138 | \n", + "0.0 | \n", + "0.0 | \n", + "1.201159 | \n", + "2.144800 | \n", + "NaN | \n", + "NaN | \n", + "0.791363 | \n", + "0.208637 | \n", + "0.696340 | \n", + "0.303660 | \n", + "0.208637 | \n", + "0.095023 | \n", + "NaN | \n", + "NaN | \n", + "2017 | \n", + "
5 rows × 102 columns
\n", + "| \n", + " | symboling | \n", + "normalized-losses | \n", + "make | \n", + "fuel-type | \n", + "aspiration | \n", + "num-of-doors | \n", + "body-style: | \n", + "drive-wheels | \n", + "engine-location | \n", + "wheel-base | \n", + "length | \n", + "width | \n", + "height | \n", + "curb-weight | \n", + "engine-type | \n", + "num-of-cylinders | \n", + "engine-size | \n", + "fuel-system | \n", + "bore | \n", + "stroke | \n", + "compression-ratio | \n", + "horsepower | \n", + "peak-rpm | \n", + "city-mpg | \n", + "highway-mpg | \n", + "price | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "3 | \n", + "NaN | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "convertible | \n", + "rwd | \n", + "front | \n", + "88.6 | \n", + "168.8 | \n", + "64.1 | \n", + "48.8 | \n", + "2548 | \n", + "dohc | \n", + "four | \n", + "130 | \n", + "mpfi | \n", + "3.47 | \n", + "2.68 | \n", + "9.0 | \n", + "111.0 | \n", + "5000.0 | \n", + "21 | \n", + "27 | \n", + "13495.0 | \n", + "
| 1 | \n", + "3 | \n", + "NaN | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "convertible | \n", + "rwd | \n", + "front | \n", + "88.6 | \n", + "168.8 | \n", + "64.1 | \n", + "48.8 | \n", + "2548 | \n", + "dohc | \n", + "four | \n", + "130 | \n", + "mpfi | \n", + "3.47 | \n", + "2.68 | \n", + "9.0 | \n", + "111.0 | \n", + "5000.0 | \n", + "21 | \n", + "27 | \n", + "16500.0 | \n", + "
| 2 | \n", + "1 | \n", + "NaN | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "hatchback | \n", + "rwd | \n", + "front | \n", + "94.5 | \n", + "171.2 | \n", + "65.5 | \n", + "52.4 | \n", + "2823 | \n", + "ohcv | \n", + "six | \n", + "152 | \n", + "mpfi | \n", + "2.68 | \n", + "3.47 | \n", + "9.0 | \n", + "154.0 | \n", + "5000.0 | \n", + "19 | \n", + "26 | \n", + "16500.0 | \n", + "
| 3 | \n", + "2 | \n", + "164.0 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "99.8 | \n", + "176.6 | \n", + "66.2 | \n", + "54.3 | \n", + "2337 | \n", + "ohc | \n", + "four | \n", + "109 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "10.0 | \n", + "102.0 | \n", + "5500.0 | \n", + "24 | \n", + "30 | \n", + "13950.0 | \n", + "
| 4 | \n", + "2 | \n", + "164.0 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "4wd | \n", + "front | \n", + "99.4 | \n", + "176.6 | \n", + "66.4 | \n", + "54.3 | \n", + "2824 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.0 | \n", + "115.0 | \n", + "5500.0 | \n", + "18 | \n", + "22 | \n", + "17450.0 | \n", + "
| 5 | \n", + "2 | \n", + "NaN | \n", + "audi | \n", + "gas | \n", + "std | \n", + "two | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "99.8 | \n", + "177.3 | \n", + "66.3 | \n", + "53.1 | \n", + "2507 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110.0 | \n", + "5500.0 | \n", + "19 | \n", + "25 | \n", + "15250.0 | \n", + "
| 6 | \n", + "1 | \n", + "158.0 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.7 | \n", + "2844 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110.0 | \n", + "5500.0 | \n", + "19 | \n", + "25 | \n", + "17710.0 | \n", + "
| 7 | \n", + "1 | \n", + "NaN | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "wagon | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.7 | \n", + "2954 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110.0 | \n", + "5500.0 | \n", + "19 | \n", + "25 | \n", + "18920.0 | \n", + "
| 8 | \n", + "1 | \n", + "158.0 | \n", + "audi | \n", + "gas | \n", + "turbo | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.9 | \n", + "3086 | \n", + "ohc | \n", + "five | \n", + "131 | \n", + "mpfi | \n", + "3.13 | \n", + "3.40 | \n", + "8.3 | \n", + "140.0 | \n", + "5500.0 | \n", + "17 | \n", + "20 | \n", + "23875.0 | \n", + "
| 9 | \n", + "0 | \n", + "NaN | \n", + "audi | \n", + "gas | \n", + "turbo | \n", + "two | \n", + "hatchback | \n", + "4wd | \n", + "front | \n", + "99.5 | \n", + "178.2 | \n", + "67.9 | \n", + "52.0 | \n", + "3053 | \n", + "ohc | \n", + "five | \n", + "131 | \n", + "mpfi | \n", + "3.13 | \n", + "3.40 | \n", + "7.0 | \n", + "160.0 | \n", + "5500.0 | \n", + "16 | \n", + "22 | \n", + "NaN | \n", + "
| \n", + " | symboling | \n", + "normalized-losses | \n", + "make | \n", + "fuel-type | \n", + "aspiration | \n", + "num-of-doors | \n", + "body-style: | \n", + "drive-wheels | \n", + "engine-location | \n", + "wheel-base | \n", + "length | \n", + "width | \n", + "height | \n", + "curb-weight | \n", + "engine-type | \n", + "num-of-cylinders | \n", + "engine-size | \n", + "fuel-system | \n", + "bore | \n", + "stroke | \n", + "compression-ratio | \n", + "horsepower | \n", + "peak-rpm | \n", + "city-mpg | \n", + "highway-mpg | \n", + "price | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "3 | \n", + "NaN | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "convertible | \n", + "rwd | \n", + "front | \n", + "88.6 | \n", + "168.8 | \n", + "64.1 | \n", + "48.8 | \n", + "2548 | \n", + "dohc | \n", + "four | \n", + "130 | \n", + "mpfi | \n", + "3.47 | \n", + "2.68 | \n", + "9.0 | \n", + "111 | \n", + "5000 | \n", + "21 | \n", + "27 | \n", + "13495 | \n", + "
| 1 | \n", + "3 | \n", + "NaN | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "convertible | \n", + "rwd | \n", + "front | \n", + "88.6 | \n", + "168.8 | \n", + "64.1 | \n", + "48.8 | \n", + "2548 | \n", + "dohc | \n", + "four | \n", + "130 | \n", + "mpfi | \n", + "3.47 | \n", + "2.68 | \n", + "9.0 | \n", + "111 | \n", + "5000 | \n", + "21 | \n", + "27 | \n", + "16500 | \n", + "
| 2 | \n", + "1 | \n", + "NaN | \n", + "alfa-romero | \n", + "gas | \n", + "std | \n", + "two | \n", + "hatchback | \n", + "rwd | \n", + "front | \n", + "94.5 | \n", + "171.2 | \n", + "65.5 | \n", + "52.4 | \n", + "2823 | \n", + "ohcv | \n", + "six | \n", + "152 | \n", + "mpfi | \n", + "2.68 | \n", + "3.47 | \n", + "9.0 | \n", + "154 | \n", + "5000 | \n", + "19 | \n", + "26 | \n", + "16500 | \n", + "
| 3 | \n", + "2 | \n", + "164 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "99.8 | \n", + "176.6 | \n", + "66.2 | \n", + "54.3 | \n", + "2337 | \n", + "ohc | \n", + "four | \n", + "109 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "10.0 | \n", + "102 | \n", + "5500 | \n", + "24 | \n", + "30 | \n", + "13950 | \n", + "
| 4 | \n", + "2 | \n", + "164 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "4wd | \n", + "front | \n", + "99.4 | \n", + "176.6 | \n", + "66.4 | \n", + "54.3 | \n", + "2824 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.0 | \n", + "115 | \n", + "5500 | \n", + "18 | \n", + "22 | \n", + "17450 | \n", + "
| 5 | \n", + "2 | \n", + "NaN | \n", + "audi | \n", + "gas | \n", + "std | \n", + "two | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "99.8 | \n", + "177.3 | \n", + "66.3 | \n", + "53.1 | \n", + "2507 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110 | \n", + "5500 | \n", + "19 | \n", + "25 | \n", + "15250 | \n", + "
| 6 | \n", + "1 | \n", + "158 | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.7 | \n", + "2844 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110 | \n", + "5500 | \n", + "19 | \n", + "25 | \n", + "17710 | \n", + "
| 7 | \n", + "1 | \n", + "NaN | \n", + "audi | \n", + "gas | \n", + "std | \n", + "four | \n", + "wagon | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.7 | \n", + "2954 | \n", + "ohc | \n", + "five | \n", + "136 | \n", + "mpfi | \n", + "3.19 | \n", + "3.40 | \n", + "8.5 | \n", + "110 | \n", + "5500 | \n", + "19 | \n", + "25 | \n", + "18920 | \n", + "
| 8 | \n", + "1 | \n", + "158 | \n", + "audi | \n", + "gas | \n", + "turbo | \n", + "four | \n", + "sedan | \n", + "fwd | \n", + "front | \n", + "105.8 | \n", + "192.7 | \n", + "71.4 | \n", + "55.9 | \n", + "3086 | \n", + "ohc | \n", + "five | \n", + "131 | \n", + "mpfi | \n", + "3.13 | \n", + "3.40 | \n", + "8.3 | \n", + "140 | \n", + "5500 | \n", + "17 | \n", + "20 | \n", + "23875 | \n", + "
| 9 | \n", + "0 | \n", + "NaN | \n", + "audi | \n", + "gas | \n", + "turbo | \n", + "two | \n", + "hatchback | \n", + "4wd | \n", + "front | \n", + "99.5 | \n", + "178.2 | \n", + "67.9 | \n", + "52.0 | \n", + "3053 | \n", + "ohc | \n", + "five | \n", + "131 | \n", + "mpfi | \n", + "3.13 | \n", + "3.40 | \n", + "7.0 | \n", + "160 | \n", + "5500 | \n", + "16 | \n", + "22 | \n", + "NaN | \n", + "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Okfr_uhwhS1X",
+ "colab_type": "text"
+ },
+ "source": [
+ "# Lambda School Data Science - Making Data-backed Assertions\n",
+ "\n",
+ "This is, for many, the main point of data science - to create and support reasoned arguments based on evidence. It's not a topic to master in a day, but it is worth some focused time thinking about and structuring your approach to it."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "lOqaPds9huME",
+ "colab_type": "text"
+ },
+ "source": [
+ "## Assignment - what's going on here?\n",
+ "\n",
+ "Consider the data in `persons.csv` (already prepared for you, in the repo for the week). It has four columns - a unique id, followed by age (in years), weight (in lbs), and exercise time (in minutes/week) of 1200 (hypothetical) people.\n",
+ "\n",
+ "Try to figure out which variables are possibly related to each other, and which may be confounding relationships.\n",
+ "\n",
+ "Try and isolate the main relationships and then communicate them using crosstabs and graphs. Share any cool graphs that you make with the rest of the class in Slack!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "TGUS79cOhPWj",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# TODO - your code here\n",
+ "# Use what we did live in lecture as an example\n",
+ "\n",
+ "# HINT - you can find the raw URL on GitHub and potentially use that\n",
+ "# to load the data with read_csv, or you can upload it yourself\n",
+ "\n"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "wPJBFUQ9BSD9",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "# Imported needed packages\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "YvB2pomGBmmp",
+ "colab_type": "code",
+ "outputId": "e18f0fdb-c9be-445d-c08a-f64cb3063f17",
+ "colab": {
+ "resources": {
+ "http://localhost:8080/nbextensions/google.colab/files.js": {
+ "data": 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",
+ "ok": true,
+ "headers": [
+ [
+ "content-type",
+ "application/javascript"
+ ]
+ ],
+ "status": 200,
+ "status_text": ""
+ }
+ },
+ "base_uri": "https://localhost:8080/",
+ "height": 71
+ }
+ },
+ "source": [
+ "# Loaded dataset via local drive\n",
+ "from google.colab import files\n",
+ "uploaded = files.upload()"
+ ],
+ "execution_count": 3,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ "| \n", + " | Unnamed: 0 | \n", + "age | \n", + "weight | \n", + "exercise_time | \n", + "
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| 29 | \n", + "29 | \n", + "26 | \n", + "117 | \n", + "279 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 1170 | \n", + "1170 | \n", + "22 | \n", + "199 | \n", + "102 | \n", + "
| 1171 | \n", + "1171 | \n", + "56 | \n", + "139 | \n", + "158 | \n", + "
| 1172 | \n", + "1172 | \n", + "27 | \n", + "111 | \n", + "252 | \n", + "
| 1173 | \n", + "1173 | \n", + "74 | \n", + "161 | \n", + "142 | \n", + "
| 1174 | \n", + "1174 | \n", + "30 | \n", + "137 | \n", + "244 | \n", + "
| 1175 | \n", + "1175 | \n", + "61 | \n", + "164 | \n", + "86 | \n", + "
| 1176 | \n", + "1176 | \n", + "57 | \n", + "213 | \n", + "103 | \n", + "
| 1177 | \n", + "1177 | \n", + "38 | \n", + "174 | \n", + "103 | \n", + "
| 1178 | \n", + "1178 | \n", + "67 | \n", + "150 | \n", + "118 | \n", + "
| 1179 | \n", + "1179 | \n", + "69 | \n", + "140 | \n", + "184 | \n", + "
| 1180 | \n", + "1180 | \n", + "34 | \n", + "124 | \n", + "147 | \n", + "
| 1181 | \n", + "1181 | \n", + "41 | \n", + "142 | \n", + "18 | \n", + "
| 1182 | \n", + "1182 | \n", + "49 | \n", + "160 | \n", + "256 | \n", + "
| 1183 | \n", + "1183 | \n", + "70 | \n", + "133 | \n", + "198 | \n", + "
| 1184 | \n", + "1184 | \n", + "57 | \n", + "210 | \n", + "27 | \n", + "
| 1185 | \n", + "1185 | \n", + "35 | \n", + "124 | \n", + "48 | \n", + "
| 1186 | \n", + "1186 | \n", + "61 | \n", + "170 | \n", + "30 | \n", + "
| 1187 | \n", + "1187 | \n", + "48 | \n", + "160 | \n", + "125 | \n", + "
| 1188 | \n", + "1188 | \n", + "71 | \n", + "129 | \n", + "21 | \n", + "
| 1189 | \n", + "1189 | \n", + "35 | \n", + "126 | \n", + "201 | \n", + "
| 1190 | \n", + "1190 | \n", + "70 | \n", + "156 | \n", + "104 | \n", + "
| 1191 | \n", + "1191 | \n", + "29 | \n", + "105 | \n", + "174 | \n", + "
| 1192 | \n", + "1192 | \n", + "51 | \n", + "122 | \n", + "194 | \n", + "
| 1193 | \n", + "1193 | \n", + "33 | \n", + "106 | \n", + "112 | \n", + "
| 1194 | \n", + "1194 | \n", + "64 | \n", + "122 | \n", + "184 | \n", + "
| 1195 | \n", + "1195 | \n", + "47 | \n", + "195 | \n", + "1 | \n", + "
| 1196 | \n", + "1196 | \n", + "29 | \n", + "210 | \n", + "22 | \n", + "
| 1197 | \n", + "1197 | \n", + "29 | \n", + "147 | \n", + "15 | \n", + "
| 1198 | \n", + "1198 | \n", + "25 | \n", + "149 | \n", + "185 | \n", + "
| 1199 | \n", + "1199 | \n", + "67 | \n", + "154 | \n", + "84 | \n", + "
1200 rows × 4 columns
\n", + "| \n", + " | age | \n", + "weight | \n", + "exercise_time | \n", + "
|---|---|---|---|
| ID | \n", + "\n", + " | \n", + " | \n", + " |
| 0 | \n", + "44 | \n", + "118 | \n", + "192 | \n", + "
| 1 | \n", + "41 | \n", + "161 | \n", + "35 | \n", + "
| 2 | \n", + "46 | \n", + "128 | \n", + "220 | \n", + "
| 3 | \n", + "39 | \n", + "216 | \n", + "57 | \n", + "
| 4 | \n", + "28 | \n", + "116 | \n", + "182 | \n", + "
| col_0 | \n", + "5 | \n", + "
|---|---|
| weight | \n", + "\n", + " |
| 100 | \n", + "15 | \n", + "
| 101 | \n", + "10 | \n", + "
| 102 | \n", + "13 | \n", + "
| 103 | \n", + "8 | \n", + "
| 104 | \n", + "9 | \n", + "
| 105 | \n", + "10 | \n", + "
| 106 | \n", + "8 | \n", + "
| 107 | \n", + "11 | \n", + "
| 108 | \n", + "19 | \n", + "
| 109 | \n", + "13 | \n", + "
| 110 | \n", + "14 | \n", + "
| 111 | \n", + "10 | \n", + "
| 112 | \n", + "8 | \n", + "
| 113 | \n", + "20 | \n", + "
| 114 | \n", + "11 | \n", + "
| 115 | \n", + "8 | \n", + "
| 116 | \n", + "15 | \n", + "
| 117 | \n", + "14 | \n", + "
| 118 | \n", + "6 | \n", + "
| 119 | \n", + "11 | \n", + "
| 120 | \n", + "13 | \n", + "
| 121 | \n", + "9 | \n", + "
| 122 | \n", + "13 | \n", + "
| 123 | \n", + "9 | \n", + "
| 124 | \n", + "17 | \n", + "
| 125 | \n", + "18 | \n", + "
| 126 | \n", + "17 | \n", + "
| 127 | \n", + "15 | \n", + "
| 128 | \n", + "17 | \n", + "
| 129 | \n", + "14 | \n", + "
| ... | \n", + "... | \n", + "
| 213 | \n", + "4 | \n", + "
| 214 | \n", + "9 | \n", + "
| 215 | \n", + "2 | \n", + "
| 216 | \n", + "9 | \n", + "
| 217 | \n", + "3 | \n", + "
| 218 | \n", + "6 | \n", + "
| 219 | \n", + "3 | \n", + "
| 220 | \n", + "1 | \n", + "
| 221 | \n", + "1 | \n", + "
| 222 | \n", + "3 | \n", + "
| 223 | \n", + "1 | \n", + "
| 224 | \n", + "1 | \n", + "
| 225 | \n", + "2 | \n", + "
| 226 | \n", + "3 | \n", + "
| 227 | \n", + "1 | \n", + "
| 228 | \n", + "1 | \n", + "
| 229 | \n", + "5 | \n", + "
| 230 | \n", + "3 | \n", + "
| 231 | \n", + "3 | \n", + "
| 233 | \n", + "1 | \n", + "
| 234 | \n", + "2 | \n", + "
| 236 | \n", + "3 | \n", + "
| 237 | \n", + "2 | \n", + "
| 238 | \n", + "1 | \n", + "
| 239 | \n", + "1 | \n", + "
| 240 | \n", + "1 | \n", + "
| 241 | \n", + "2 | \n", + "
| 242 | \n", + "1 | \n", + "
| 244 | \n", + "1 | \n", + "
| 246 | \n", + "1 | \n", + "
143 rows × 1 columns
\n", + "| age | \n", + "18 | \n", + "19 | \n", + "20 | \n", + "... | \n", + "78 | \n", + "79 | \n", + "80 | \n", + "||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| weight | \n", + "102 | \n", + "114 | \n", + "115 | \n", + "116 | \n", + "120 | \n", + "122 | \n", + "126 | \n", + "135 | \n", + "138 | \n", + "140 | \n", + "141 | \n", + "148 | \n", + "150 | \n", + "161 | \n", + "171 | \n", + "184 | \n", + "188 | \n", + "191 | \n", + "108 | \n", + "119 | \n", + "121 | \n", + "123 | \n", + "136 | \n", + "140 | \n", + "152 | \n", + "157 | \n", + "158 | \n", + "163 | \n", + "166 | \n", + "172 | \n", + "177 | \n", + "182 | \n", + "183 | \n", + "197 | \n", + "200 | \n", + "204 | \n", + "205 | \n", + "218 | \n", + "101 | \n", + "106 | \n", + "... | \n", + "165 | \n", + "184 | \n", + "187 | \n", + "195 | \n", + "202 | \n", + "205 | \n", + "208 | \n", + "223 | \n", + "100 | \n", + "113 | \n", + "117 | \n", + "126 | \n", + "135 | \n", + "142 | \n", + "147 | \n", + "160 | \n", + "165 | \n", + "166 | \n", + "189 | \n", + "203 | \n", + "218 | \n", + "230 | \n", + "127 | \n", + "130 | \n", + "136 | \n", + "153 | \n", + "168 | \n", + "170 | \n", + "180 | \n", + "182 | \n", + "186 | \n", + "197 | \n", + "206 | \n", + "212 | \n", + "216 | \n", + "221 | \n", + "225 | \n", + "229 | \n", + "238 | \n", + "239 | \n", + "
| age | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 18 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "2 | \n", + "2 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 19 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "2 | \n", + "2 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "2 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 20 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 21 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 22 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
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63 rows × 1105 columns
\n", + ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "SnDJqBLi0FYW",
+ "colab_type": "text"
+ },
+ "source": [
+ "![](\"https://lever-client-logos.s3.amazonaws.com/864372b1-534c-480e-acd5-9711f850815c-1524247202159.png\")
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "W5GjI1z5yNG4",
+ "colab_type": "text"
+ },
+ "source": [
+ "# ASSIGNMENT\n",
+ "\n",
+ "- Replicate the lesson code.\n",
+ "\n",
+ " - This means that if you haven't followed along already, type out the things that we did in class. Forcing your fingers to hit each key will help you internalize the syntax of what we're doing.\n",
+ " - [Lambda Learning Method for DS - By Ryan Herr](https://docs.google.com/document/d/1ubOw9B3Hfip27hF2ZFnW3a3z9xAgrUDRReOEo-FHCVs/edit?usp=sharing)\n",
+ "- Convert the `term` column from string to integer.\n",
+ "- Make a column named `loan_status_is_great`. It should contain the integer 1 if `loan_status` is \"Current\" or \"Fully Paid.\" Else it should contain the integer 0.\n",
+ "\n",
+ "- Make `last_pymnt_d_month` and `last_pymnt_d_year` columns."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "AazB4eFwym2p",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "##### Begin Working Here #####\n",
+ "import pandas as pd\n",
+ "import numpy as np"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "h2wOFSlMx11o",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "url = \"https://raw.githubusercontent.com/jvns/pandas-cookbook/master/data/weather_2012.csv\""
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "STkHBQnKx4TM",
+ "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 331
+ },
+ "outputId": "b3410d2b-4e5b-40f8-f3ad-ec0ad5445b7e"
+ },
+ "source": [
+ "df_weather = pd.read_csv(url)\n",
+ "df_weather.head()"
+ ],
+ "execution_count": 28,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "
| \n", + " | Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "
|---|---|---|---|---|---|---|---|
| Date/Time | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "
| 2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "
| 2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "
| 2012-01-01 05:00:00 | \n", + "-1.4 | \n", + "-3.3 | \n", + "87 | \n", + "9 | \n", + "6.4 | \n", + "101.27 | \n", + "Fog | \n", + "
| 2012-01-01 06:00:00 | \n", + "-1.5 | \n", + "-3.1 | \n", + "89 | \n", + "7 | \n", + "6.4 | \n", + "101.29 | \n", + "Fog | \n", + "
| 2012-01-01 07:00:00 | \n", + "-1.4 | \n", + "-3.6 | \n", + "85 | \n", + "7 | \n", + "8.0 | \n", + "101.26 | \n", + "Fog | \n", + "
| 2012-01-01 08:00:00 | \n", + "-1.4 | \n", + "-3.6 | \n", + "85 | \n", + "9 | \n", + "8.0 | \n", + "101.23 | \n", + "Fog | \n", + "
| 2012-01-01 09:00:00 | \n", + "-1.3 | \n", + "-3.1 | \n", + "88 | \n", + "15 | \n", + "4.0 | \n", + "101.20 | \n", + "Fog | \n", + "
| 2012-01-01 10:00:00 | \n", + "-1.0 | \n", + "-2.3 | \n", + "91 | \n", + "9 | \n", + "1.2 | \n", + "101.15 | \n", + "Fog | \n", + "
| 2012-01-01 11:00:00 | \n", + "-0.5 | \n", + "-2.1 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "100.98 | \n", + "Fog | \n", + "
| 2012-01-01 12:00:00 | \n", + "-0.2 | \n", + "-2.0 | \n", + "88 | \n", + "9 | \n", + "4.8 | \n", + "100.79 | \n", + "Fog | \n", + "
| 2012-01-01 13:00:00 | \n", + "0.2 | \n", + "-1.7 | \n", + "87 | \n", + "13 | \n", + "4.8 | \n", + "100.58 | \n", + "Fog | \n", + "
| 2012-01-01 14:00:00 | \n", + "0.8 | \n", + "-1.1 | \n", + "87 | \n", + "20 | \n", + "4.8 | \n", + "100.31 | \n", + "Fog | \n", + "
| 2012-01-01 15:00:00 | \n", + "1.8 | \n", + "-0.4 | \n", + "85 | \n", + "22 | \n", + "6.4 | \n", + "100.07 | \n", + "Fog | \n", + "
| 2012-01-01 16:00:00 | \n", + "2.6 | \n", + "-0.2 | \n", + "82 | \n", + "13 | \n", + "12.9 | \n", + "99.93 | \n", + "Mostly Cloudy | \n", + "
| 2012-01-01 17:00:00 | \n", + "3.0 | \n", + "0.0 | \n", + "81 | \n", + "13 | \n", + "16.1 | \n", + "99.81 | \n", + "Cloudy | \n", + "
| 2012-01-01 18:00:00 | \n", + "3.8 | \n", + "1.0 | \n", + "82 | \n", + "15 | \n", + "12.9 | \n", + "99.74 | \n", + "Rain | \n", + "
| 2012-01-01 19:00:00 | \n", + "3.1 | \n", + "1.3 | \n", + "88 | \n", + "15 | \n", + "12.9 | \n", + "99.68 | \n", + "Rain | \n", + "
| 2012-01-01 20:00:00 | \n", + "3.2 | \n", + "1.3 | \n", + "87 | \n", + "19 | \n", + "25.0 | \n", + "99.50 | \n", + "Cloudy | \n", + "
| 2012-01-01 21:00:00 | \n", + "4.0 | \n", + "1.7 | \n", + "85 | \n", + "20 | \n", + "25.0 | \n", + "99.39 | \n", + "Cloudy | \n", + "
| 2012-01-01 22:00:00 | \n", + "4.4 | \n", + "1.9 | \n", + "84 | \n", + "24 | \n", + "19.3 | \n", + "99.32 | \n", + "Rain Showers | \n", + "
| 2012-01-01 23:00:00 | \n", + "5.3 | \n", + "2.0 | \n", + "79 | \n", + "30 | \n", + "25.0 | \n", + "99.31 | \n", + "Cloudy | \n", + "
| 2012-01-02 00:00:00 | \n", + "5.2 | \n", + "1.5 | \n", + "77 | \n", + "35 | \n", + "25.0 | \n", + "99.26 | \n", + "Rain Showers | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2012-12-30 23:00:00 | \n", + "-12.1 | \n", + "-15.1 | \n", + "78 | \n", + "28 | \n", + "25.0 | \n", + "101.52 | \n", + "Mostly Cloudy | \n", + "
| 2012-12-31 00:00:00 | \n", + "-11.1 | \n", + "-14.4 | \n", + "77 | \n", + "26 | \n", + "25.0 | \n", + "101.51 | \n", + "Cloudy | \n", + "
| 2012-12-31 01:00:00 | \n", + "-10.7 | \n", + "-14.0 | \n", + "77 | \n", + "15 | \n", + "25.0 | \n", + "101.50 | \n", + "Cloudy | \n", + "
| 2012-12-31 02:00:00 | \n", + "-10.1 | \n", + "-13.4 | \n", + "77 | \n", + "9 | \n", + "25.0 | \n", + "101.45 | \n", + "Cloudy | \n", + "
| 2012-12-31 03:00:00 | \n", + "-11.8 | \n", + "-14.4 | \n", + "81 | \n", + "6 | \n", + "25.0 | \n", + "101.42 | \n", + "Mostly Cloudy | \n", + "
| 2012-12-31 04:00:00 | \n", + "-10.5 | \n", + "-12.8 | \n", + "83 | \n", + "11 | \n", + "25.0 | \n", + "101.34 | \n", + "Cloudy | \n", + "
| 2012-12-31 05:00:00 | \n", + "-10.2 | \n", + "-12.4 | \n", + "84 | \n", + "6 | \n", + "25.0 | \n", + "101.28 | \n", + "Cloudy | \n", + "
| 2012-12-31 06:00:00 | \n", + "-9.7 | \n", + "-11.7 | \n", + "85 | \n", + "4 | \n", + "25.0 | \n", + "101.23 | \n", + "Cloudy | \n", + "
| 2012-12-31 07:00:00 | \n", + "-9.3 | \n", + "-11.3 | \n", + "85 | \n", + "0 | \n", + "19.3 | \n", + "101.19 | \n", + "Snow Showers | \n", + "
| 2012-12-31 08:00:00 | \n", + "-8.6 | \n", + "-10.3 | \n", + "87 | \n", + "4 | \n", + "3.2 | \n", + "101.14 | \n", + "Snow Showers | \n", + "
| 2012-12-31 09:00:00 | \n", + "-8.1 | \n", + "-9.6 | \n", + "89 | \n", + "4 | \n", + "2.4 | \n", + "101.09 | \n", + "Snow | \n", + "
| 2012-12-31 10:00:00 | \n", + "-7.4 | \n", + "-8.9 | \n", + "89 | \n", + "4 | \n", + "6.4 | \n", + "101.05 | \n", + "Snow,Fog | \n", + "
| 2012-12-31 11:00:00 | \n", + "-6.7 | \n", + "-7.9 | \n", + "91 | \n", + "9 | \n", + "9.7 | \n", + "100.93 | \n", + "Snow | \n", + "
| 2012-12-31 12:00:00 | \n", + "-5.8 | \n", + "-7.5 | \n", + "88 | \n", + "4 | \n", + "12.9 | \n", + "100.78 | \n", + "Snow | \n", + "
| 2012-12-31 13:00:00 | \n", + "-4.6 | \n", + "-6.6 | \n", + "86 | \n", + "4 | \n", + "12.9 | \n", + "100.63 | \n", + "Snow | \n", + "
| 2012-12-31 14:00:00 | \n", + "-3.4 | \n", + "-5.7 | \n", + "84 | \n", + "6 | \n", + "11.3 | \n", + "100.57 | \n", + "Snow | \n", + "
| 2012-12-31 15:00:00 | \n", + "-2.3 | \n", + "-4.6 | \n", + "84 | \n", + "9 | \n", + "9.7 | \n", + "100.47 | \n", + "Snow | \n", + "
| 2012-12-31 16:00:00 | \n", + "-1.4 | \n", + "-4.0 | \n", + "82 | \n", + "13 | \n", + "12.9 | \n", + "100.40 | \n", + "Snow | \n", + "
| 2012-12-31 17:00:00 | \n", + "-1.1 | \n", + "-3.3 | \n", + "85 | \n", + "19 | \n", + "9.7 | \n", + "100.30 | \n", + "Snow | \n", + "
| 2012-12-31 18:00:00 | \n", + "-1.3 | \n", + "-3.1 | \n", + "88 | \n", + "17 | \n", + "9.7 | \n", + "100.19 | \n", + "Snow | \n", + "
| 2012-12-31 19:00:00 | \n", + "0.1 | \n", + "-2.7 | \n", + "81 | \n", + "30 | \n", + "9.7 | \n", + "100.13 | \n", + "Snow | \n", + "
| 2012-12-31 20:00:00 | \n", + "0.2 | \n", + "-2.4 | \n", + "83 | \n", + "24 | \n", + "9.7 | \n", + "100.03 | \n", + "Snow | \n", + "
| 2012-12-31 21:00:00 | \n", + "-0.5 | \n", + "-1.5 | \n", + "93 | \n", + "28 | \n", + "4.8 | \n", + "99.95 | \n", + "Snow | \n", + "
| 2012-12-31 22:00:00 | \n", + "-0.2 | \n", + "-1.8 | \n", + "89 | \n", + "28 | \n", + "9.7 | \n", + "99.91 | \n", + "Snow | \n", + "
| 2012-12-31 23:00:00 | \n", + "0.0 | \n", + "-2.1 | \n", + "86 | \n", + "30 | \n", + "11.3 | \n", + "99.89 | \n", + "Snow | \n", + "
8784 rows × 7 columns
\n", + "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "is_percipitation | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "False | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "False | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "False | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "False | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "False | \n", + "
| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "is_percipitation | \n", + "Visibility (mi) | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "False | \n", + "4.9680 | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "False | \n", + "4.9680 | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "False | \n", + "2.4840 | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "False | \n", + "2.4840 | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "False | \n", + "2.9808 | \n", + "
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | \n", + "member_id | \n", + "loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "url | \n", + "desc | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "mths_since_last_record | \n", + "open_acc | \n", + "pub_rec | \n", + "revol_bal | \n", + "revol_util | \n", + "total_acc | \n", + "initial_list_status | \n", + "out_prncp | \n", + "out_prncp_inv | \n", + "total_pymnt | \n", + "total_pymnt_inv | \n", + "total_rec_prncp | \n", + "total_rec_int | \n", + "total_rec_late_fee | \n", + "recoveries | \n", + "collection_recovery_fee | \n", + "last_pymnt_d | \n", + "last_pymnt_amnt | \n", + "next_pymnt_d | \n", + "last_credit_pull_d | \n", + "collections_12_mths_ex_med | \n", + "mths_since_last_major_derog | \n", + "policy_code | \n", + "application_type | \n", + "annual_inc_joint | \n", + "dti_joint | \n", + "verification_status_joint | \n", + "acc_now_delinq | \n", + "tot_coll_amt | \n", + "tot_cur_bal | \n", + "open_acc_6m | \n", + "open_act_il | \n", + "open_il_12m | \n", + "open_il_24m | \n", + "mths_since_rcnt_il | \n", + "total_bal_il | \n", + "il_util | \n", + "open_rv_12m | \n", + "open_rv_24m | \n", + "max_bal_bc | \n", + "all_util | \n", + "total_rev_hi_lim | \n", + "inq_fi | \n", + "total_cu_tl | \n", + "inq_last_12m | \n", + "acc_open_past_24mths | \n", + "avg_cur_bal | \n", + "bc_open_to_buy | \n", + "bc_util | \n", + "chargeoff_within_12_mths | \n", + "delinq_amnt | \n", + "mo_sin_old_il_acct | \n", + "mo_sin_old_rev_tl_op | \n", + "mo_sin_rcnt_rev_tl_op | \n", + "mo_sin_rcnt_tl | \n", + "mort_acc | \n", + "mths_since_recent_bc | \n", + "mths_since_recent_bc_dlq | \n", + "mths_since_recent_inq | \n", + "mths_since_recent_revol_delinq | \n", + "num_accts_ever_120_pd | \n", + "num_actv_bc_tl | \n", + "num_actv_rev_tl | \n", + "num_bc_sats | \n", + "num_bc_tl | \n", + "num_il_tl | \n", + "num_op_rev_tl | \n", + "num_rev_accts | \n", + "num_rev_tl_bal_gt_0 | \n", + "num_sats | \n", + "num_tl_120dpd_2m | \n", + "num_tl_30dpd | \n", + "num_tl_90g_dpd_24m | \n", + "num_tl_op_past_12m | \n", + "pct_tl_nvr_dlq | \n", + "percent_bc_gt_75 | \n", + "pub_rec_bankruptcies | \n", + "tax_liens | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
| NaN | \n", + "NaN | \n", + "10000 | \n", + "10000 | \n", + "10000 | \n", + "36 months | \n", + "10.33% | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18 | \n", + "NaN | \n", + "14 | \n", + "0 | \n", + "9082 | \n", + "38% | \n", + "23 | \n", + "w | \n", + "8289.30 | \n", + "8289.30 | \n", + "2261.0 | \n", + "2261.00 | \n", + "1710.70 | \n", + "550.30 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "Jul-2019 | \n", + "324.23 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "0 | \n", + "NaN | \n", + "1 | \n", + "Individual | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "671 | \n", + "246828 | \n", + "1 | \n", + "3 | \n", + "2 | \n", + "3 | \n", + "1 | \n", + "48552 | \n", + "62 | \n", + "1 | \n", + "3 | \n", + "4923 | \n", + "46 | \n", + "23900 | \n", + "2 | \n", + "7 | \n", + "1 | \n", + "7 | \n", + "17631 | \n", + "11897 | \n", + "43.1 | \n", + "0 | \n", + "0 | \n", + "158 | \n", + "275 | \n", + "11 | \n", + "1 | \n", + "1 | \n", + "11 | \n", + "NaN | \n", + "11 | \n", + "NaN | \n", + "0 | \n", + "3 | \n", + "4 | \n", + "7 | \n", + "7 | \n", + "10 | \n", + "9 | \n", + "11 | \n", + "4 | \n", + "14 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "4 | \n", + "91.3 | \n", + "28.6 | \n", + "0 | \n", + "0 | \n", + "367828 | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4000 | \n", + "4000 | \n", + "4000 | \n", + "36 months | \n", + "23.40% | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59 | \n", + "NaN | \n", + "15 | \n", + "0 | \n", + "5199 | \n", + "19.2% | \n", + "20 | \n", + "w | \n", + "3423.38 | \n", + "3423.38 | \n", + "1081.96 | \n", + "1081.96 | \n", + "576.62 | \n", + "505.34 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "Jul-2019 | \n", + "155.68 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "0 | \n", + "NaN | \n", + "1 | \n", + "Individual | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "66926 | \n", + "5 | \n", + "4 | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "61727 | \n", + "86 | \n", + "6 | \n", + "11 | \n", + "1353 | \n", + "68 | \n", + "27100 | \n", + "4 | \n", + "0 | \n", + "4 | \n", + "15 | \n", + "4462 | \n", + "20174 | \n", + "7.9 | \n", + "0 | \n", + "0 | \n", + "147 | \n", + "118 | \n", + "2 | \n", + "2 | \n", + "0 | \n", + "2 | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "0 | \n", + "5 | \n", + "7 | \n", + "9 | \n", + "9 | \n", + "8 | \n", + "11 | \n", + "12 | \n", + "7 | \n", + "15 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "9 | \n", + "95 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "98655 | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "||
| 5000 | \n", + "5000 | \n", + "5000 | \n", + "36 months | \n", + "17.97% | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "8 | \n", + "0 | \n", + "4599 | \n", + "19.1% | \n", + "13 | \n", + "w | \n", + "4456.17 | \n", + "4456.17 | \n", + "895.96 | \n", + "895.96 | \n", + "543.83 | \n", + "352.13 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "Jun-2019 | \n", + "180.69 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "0 | \n", + "NaN | \n", + "1 | \n", + "Individual | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "110299 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "14 | \n", + "7150 | \n", + "72 | \n", + "0 | \n", + "2 | \n", + "0 | \n", + "35 | \n", + "24100 | \n", + "1 | \n", + "5 | \n", + "0 | \n", + "4 | \n", + "18383 | \n", + "13800 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "87 | \n", + "92 | \n", + "15 | \n", + "14 | \n", + "2 | \n", + "77 | \n", + "NaN | \n", + "14 | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "4 | \n", + "6 | \n", + "7 | \n", + "3 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "100 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "136927 | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "||
| 23000 | \n", + "23000 | \n", + "23000 | \n", + "60 months | \n", + "20.89% | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "5 | \n", + "0 | \n", + "976 | \n", + "13% | \n", + "10 | \n", + "w | \n", + "21353.16 | \n", + "21353.16 | \n", + "4307.45 | \n", + "4307.45 | \n", + "1646.84 | \n", + "2660.61 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "Jul-2019 | \n", + "620.81 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "1 | \n", + "NaN | \n", + "1 | \n", + "Individual | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "2693 | \n", + "976 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "36 | \n", + "0 | \n", + "NaN | \n", + "3 | \n", + "4 | \n", + "0 | \n", + "13 | \n", + "7500 | \n", + "2 | \n", + "2 | \n", + "4 | \n", + "4 | \n", + "195 | \n", + "3300 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "237 | \n", + "262 | \n", + "10 | \n", + "10 | \n", + "0 | \n", + "10 | \n", + "NaN | \n", + "9 | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "5 | \n", + "7 | \n", + "1 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "3 | \n", + "100 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "7500 | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| \n", + " | id | \n", + "member_id | \n", + "loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "url | \n", + "desc | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "mths_since_last_record | \n", + "open_acc | \n", + "pub_rec | \n", + "revol_bal | \n", + "revol_util | \n", + "total_acc | \n", + "initial_list_status | \n", + "out_prncp | \n", + "out_prncp_inv | \n", + "total_pymnt | \n", + "total_pymnt_inv | \n", + "... | \n", + "percent_bc_gt_75 | \n", + "pub_rec_bankruptcies | \n", + "tax_liens | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "NaN | \n", + "NaN | \n", + "10000.0 | \n", + "10000.0 | \n", + "10000.0 | \n", + "36 months | \n", + "10.33% | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2.0 | \n", + "Jan-1996 | \n", + "0.0 | \n", + "18.0 | \n", + "NaN | \n", + "14.0 | \n", + "0.0 | \n", + "9082.0 | \n", + "38% | \n", + "23.0 | \n", + "w | \n", + "8289.30 | \n", + "8289.30 | \n", + "2261.00 | \n", + "2261.00 | \n", + "... | \n", + "28.6 | \n", + "0.0 | \n", + "0.0 | \n", + "367828.0 | \n", + "61364.0 | \n", + "20900.0 | \n", + "54912.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "NaN | \n", + "NaN | \n", + "4000.0 | \n", + "4000.0 | \n", + "4000.0 | \n", + "36 months | \n", + "23.40% | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0.0 | \n", + "Sep-2006 | \n", + "4.0 | \n", + "59.0 | \n", + "NaN | \n", + "15.0 | \n", + "0.0 | \n", + "5199.0 | \n", + "19.2% | \n", + "20.0 | \n", + "w | \n", + "3423.38 | \n", + "3423.38 | \n", + "1081.96 | \n", + "1081.96 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "98655.0 | \n", + "66926.0 | \n", + "21900.0 | \n", + "71555.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "NaN | \n", + "NaN | \n", + "5000.0 | \n", + "5000.0 | \n", + "5000.0 | \n", + "36 months | \n", + "17.97% | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0.0 | \n", + "Apr-2011 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "8.0 | \n", + "0.0 | \n", + "4599.0 | \n", + "19.1% | \n", + "13.0 | \n", + "w | \n", + "4456.17 | \n", + "4456.17 | \n", + "895.96 | \n", + "895.96 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "136927.0 | \n", + "11749.0 | \n", + "13800.0 | \n", + "10000.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "NaN | \n", + "NaN | \n", + "23000.0 | \n", + "23000.0 | \n", + "23000.0 | \n", + "60 months | \n", + "20.89% | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0.0 | \n", + "Feb-1997 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "5.0 | \n", + "0.0 | \n", + "976.0 | \n", + "13% | \n", + "10.0 | \n", + "w | \n", + "21353.16 | \n", + "21353.16 | \n", + "4307.45 | \n", + "4307.45 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "7500.0 | \n", + "976.0 | \n", + "3300.0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "NaN | \n", + "NaN | \n", + "8000.0 | \n", + "8000.0 | \n", + "8000.0 | \n", + "36 months | \n", + "23.40% | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0.0 | \n", + "Jan-1995 | \n", + "0.0 | \n", + "NaN | \n", + "107.0 | \n", + "8.0 | \n", + "1.0 | \n", + "9019.0 | \n", + "81.3% | \n", + "16.0 | \n", + "w | \n", + "6846.83 | \n", + "6846.83 | \n", + "2163.85 | \n", + "2163.85 | \n", + "... | \n", + "100.0 | \n", + "1.0 | \n", + "0.0 | \n", + "199744.0 | \n", + "31078.0 | \n", + "2300.0 | \n", + "32206.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 144 columns
\n", + "| \n", + " | id | \n", + "member_id | \n", + "loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "url | \n", + "desc | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "mths_since_last_record | \n", + "open_acc | \n", + "pub_rec | \n", + "revol_bal | \n", + "revol_util | \n", + "total_acc | \n", + "initial_list_status | \n", + "out_prncp | \n", + "out_prncp_inv | \n", + "total_pymnt | \n", + "total_pymnt_inv | \n", + "... | \n", + "percent_bc_gt_75 | \n", + "pub_rec_bankruptcies | \n", + "tax_liens | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 128409 | \n", + "NaN | \n", + "NaN | \n", + "5000.0 | \n", + "5000.0 | \n", + "5000.0 | \n", + "36 months | \n", + "13.56% | \n", + "169.83 | \n", + "C | \n", + "C1 | \n", + "Payoff Clerk | \n", + "10+ years | \n", + "MORTGAGE | \n", + "35360.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "381xx | \n", + "TN | \n", + "11.30 | \n", + "1.0 | \n", + "Jun-2006 | \n", + "0.0 | \n", + "21.0 | \n", + "NaN | \n", + "9.0 | \n", + "0.0 | \n", + "2597.0 | \n", + "27.3% | \n", + "15.0 | \n", + "f | \n", + "3807.30 | \n", + "3807.30 | \n", + "1694.53 | \n", + "1694.53 | \n", + "... | \n", + "50.0 | \n", + "0.0 | \n", + "0.0 | \n", + "93908.0 | \n", + "4976.0 | \n", + "3000.0 | \n", + "6028.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128410 | \n", + "NaN | \n", + "NaN | \n", + "10000.0 | \n", + "10000.0 | \n", + "9750.0 | \n", + "36 months | \n", + "11.06% | \n", + "327.68 | \n", + "B | \n", + "B3 | \n", + "NaN | \n", + "NaN | \n", + "RENT | \n", + "44400.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "980xx | \n", + "WA | \n", + "11.78 | \n", + "0.0 | \n", + "Oct-2008 | \n", + "2.0 | \n", + "40.0 | \n", + "NaN | \n", + "15.0 | \n", + "0.0 | \n", + "6269.0 | \n", + "13.1% | \n", + "25.0 | \n", + "f | \n", + "7544.75 | \n", + "7356.13 | \n", + "3261.44 | \n", + "3179.90 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "57871.0 | \n", + "16440.0 | \n", + "20500.0 | \n", + "10171.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128411 | \n", + "NaN | \n", + "NaN | \n", + "10000.0 | \n", + "10000.0 | \n", + "10000.0 | \n", + "36 months | \n", + "16.91% | \n", + "356.08 | \n", + "C | \n", + "C5 | \n", + "Key Accounts Manager | \n", + "2 years | \n", + "RENT | \n", + "80000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "other | \n", + "Other | \n", + "021xx | \n", + "MA | \n", + "17.72 | \n", + "1.0 | \n", + "Sep-2006 | \n", + "0.0 | \n", + "14.0 | \n", + "NaN | \n", + "17.0 | \n", + "0.0 | \n", + "1942.0 | \n", + "30.8% | \n", + "31.0 | \n", + "w | \n", + "7706.67 | \n", + "7706.67 | \n", + "3551.41 | \n", + "3551.41 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "73669.0 | \n", + "59194.0 | \n", + "4000.0 | \n", + "67369.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128412 | \n", + "Total amount funded in policy code 1: 2050909275 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128413 | \n", + "Total amount funded in policy code 2: 820109297 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 144 columns
\n", + "| \n", + " | id | \n", + "member_id | \n", + "loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "url | \n", + "desc | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "mths_since_last_record | \n", + "open_acc | \n", + "pub_rec | \n", + "revol_bal | \n", + "revol_util | \n", + "total_acc | \n", + "initial_list_status | \n", + "out_prncp | \n", + "out_prncp_inv | \n", + "total_pymnt | \n", + "total_pymnt_inv | \n", + "... | \n", + "percent_bc_gt_75 | \n", + "pub_rec_bankruptcies | \n", + "tax_liens | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "NaN | \n", + "NaN | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "10.33% | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "NaN | \n", + "14 | \n", + "0 | \n", + "9082 | \n", + "38% | \n", + "23 | \n", + "w | \n", + "8289.30 | \n", + "8289.30 | \n", + "2261.00 | \n", + "2261.00 | \n", + "... | \n", + "28.6 | \n", + "0 | \n", + "0 | \n", + "367828 | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "NaN | \n", + "NaN | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 months | \n", + "23.40% | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "NaN | \n", + "15 | \n", + "0 | \n", + "5199 | \n", + "19.2% | \n", + "20 | \n", + "w | \n", + "3423.38 | \n", + "3423.38 | \n", + "1081.96 | \n", + "1081.96 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "0 | \n", + "98655 | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "NaN | \n", + "NaN | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "17.97% | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "8 | \n", + "0 | \n", + "4599 | \n", + "19.1% | \n", + "13 | \n", + "w | \n", + "4456.17 | \n", + "4456.17 | \n", + "895.96 | \n", + "895.96 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "0 | \n", + "136927 | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "NaN | \n", + "NaN | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 months | \n", + "20.89% | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "5 | \n", + "0 | \n", + "976 | \n", + "13% | \n", + "10 | \n", + "w | \n", + "21353.16 | \n", + "21353.16 | \n", + "4307.45 | \n", + "4307.45 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "0 | \n", + "7500 | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "NaN | \n", + "NaN | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 months | \n", + "23.40% | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "107.0 | \n", + "8 | \n", + "1 | \n", + "9019 | \n", + "81.3% | \n", + "16 | \n", + "w | \n", + "6846.83 | \n", + "6846.83 | \n", + "2163.85 | \n", + "2163.85 | \n", + "... | \n", + "100.0 | \n", + "1 | \n", + "0 | \n", + "199744 | \n", + "31078 | \n", + "2300 | \n", + "32206 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 144 columns
\n", + "| \n", + " | id | \n", + "member_id | \n", + "loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "url | \n", + "desc | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "mths_since_last_record | \n", + "open_acc | \n", + "pub_rec | \n", + "revol_bal | \n", + "revol_util | \n", + "total_acc | \n", + "initial_list_status | \n", + "out_prncp | \n", + "out_prncp_inv | \n", + "total_pymnt | \n", + "total_pymnt_inv | \n", + "... | \n", + "percent_bc_gt_75 | \n", + "pub_rec_bankruptcies | \n", + "tax_liens | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 128407 | \n", + "NaN | \n", + "NaN | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "36 months | \n", + "15.02% | \n", + "797.53 | \n", + "C | \n", + "C3 | \n", + "Tax Consultant | \n", + "10+ years | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Charged Off | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "352xx | \n", + "AL | \n", + "20.95 | \n", + "1 | \n", + "Aug-1985 | \n", + "2 | \n", + "22.0 | \n", + "NaN | \n", + "12 | \n", + "0 | \n", + "22465 | \n", + "43.6% | \n", + "28 | \n", + "w | \n", + "0.00 | \n", + "0.00 | \n", + "1547.08 | \n", + "1547.08 | \n", + "... | \n", + "14.3 | \n", + "0 | \n", + "0 | \n", + "296500 | \n", + "40614 | \n", + "47100 | \n", + "21000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128408 | \n", + "NaN | \n", + "NaN | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "15.02% | \n", + "346.76 | \n", + "C | \n", + "C3 | \n", + "security guard | \n", + "5 years | \n", + "MORTGAGE | \n", + "38000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "443xx | \n", + "OH | \n", + "13.16 | \n", + "3 | \n", + "Jul-1982 | \n", + "0 | \n", + "6.0 | \n", + "NaN | \n", + "11 | \n", + "0 | \n", + "5634 | \n", + "37.1% | \n", + "16 | \n", + "w | \n", + "7655.00 | \n", + "7655.00 | \n", + "3459.26 | \n", + "3459.26 | \n", + "... | \n", + "40.0 | \n", + "0 | \n", + "0 | \n", + "91403 | \n", + "9323 | \n", + "9100 | \n", + "2000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128409 | \n", + "NaN | \n", + "NaN | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "13.56% | \n", + "169.83 | \n", + "C | \n", + "C1 | \n", + "Payoff Clerk | \n", + "10+ years | \n", + "MORTGAGE | \n", + "35360.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "381xx | \n", + "TN | \n", + "11.30 | \n", + "1 | \n", + "Jun-2006 | \n", + "0 | \n", + "21.0 | \n", + "NaN | \n", + "9 | \n", + "0 | \n", + "2597 | \n", + "27.3% | \n", + "15 | \n", + "f | \n", + "3807.30 | \n", + "3807.30 | \n", + "1694.53 | \n", + "1694.53 | \n", + "... | \n", + "50.0 | \n", + "0 | \n", + "0 | \n", + "93908 | \n", + "4976 | \n", + "3000 | \n", + "6028 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128410 | \n", + "NaN | \n", + "NaN | \n", + "10000 | \n", + "10000 | \n", + "9750.0 | \n", + "36 months | \n", + "11.06% | \n", + "327.68 | \n", + "B | \n", + "B3 | \n", + "NaN | \n", + "NaN | \n", + "RENT | \n", + "44400.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "980xx | \n", + "WA | \n", + "11.78 | \n", + "0 | \n", + "Oct-2008 | \n", + "2 | \n", + "40.0 | \n", + "NaN | \n", + "15 | \n", + "0 | \n", + "6269 | \n", + "13.1% | \n", + "25 | \n", + "f | \n", + "7544.75 | \n", + "7356.13 | \n", + "3261.44 | \n", + "3179.90 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "0 | \n", + "57871 | \n", + "16440 | \n", + "20500 | \n", + "10171 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128411 | \n", + "NaN | \n", + "NaN | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "16.91% | \n", + "356.08 | \n", + "C | \n", + "C5 | \n", + "Key Accounts Manager | \n", + "2 years | \n", + "RENT | \n", + "80000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "other | \n", + "Other | \n", + "021xx | \n", + "MA | \n", + "17.72 | \n", + "1 | \n", + "Sep-2006 | \n", + "0 | \n", + "14.0 | \n", + "NaN | \n", + "17 | \n", + "0 | \n", + "1942 | \n", + "30.8% | \n", + "31 | \n", + "w | \n", + "7706.67 | \n", + "7706.67 | \n", + "3551.41 | \n", + "3551.41 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "0 | \n", + "73669 | \n", + "59194 | \n", + "4000 | \n", + "67369 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 144 columns
\n", + "| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "... | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "10.33% | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 months | \n", + "23.40% | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "17.97% | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 months | \n", + "20.89% | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 months | \n", + "23.40% | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 5 | \n", + "32075 | \n", + "32075 | \n", + "32075.0 | \n", + "60 months | \n", + "11.80% | \n", + "710.26 | \n", + "B | \n", + "B4 | \n", + "Nursing Supervisor | \n", + "10+ years | \n", + "MORTGAGE | \n", + "150000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "231xx | \n", + "VA | \n", + "22.21 | \n", + "0 | \n", + "Aug-2005 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 6 | \n", + "9600 | \n", + "9600 | \n", + "9600.0 | \n", + "36 months | \n", + "12.98% | \n", + "323.37 | \n", + "B | \n", + "B5 | \n", + "NaN | \n", + "NaN | \n", + "MORTGAGE | \n", + "35704.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "home_improvement | \n", + "Home improvement | \n", + "401xx | \n", + "KY | \n", + "0.84 | \n", + "0 | \n", + "Nov-2003 | \n", + "0 | \n", + "69.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 7 | \n", + "30000 | \n", + "30000 | \n", + "30000.0 | \n", + "60 months | \n", + "18.94% | \n", + "777.23 | \n", + "D | \n", + "D2 | \n", + "Postmaster | \n", + "10+ years | \n", + "MORTGAGE | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "713xx | \n", + "LA | \n", + "26.52 | \n", + "0 | \n", + "Jun-1987 | \n", + "0 | \n", + "71.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 8 | \n", + "2500 | \n", + "2500 | \n", + "2500.0 | \n", + "36 months | \n", + "13.56% | \n", + "84.92 | \n", + "C | \n", + "C1 | \n", + "Chef | \n", + "10+ years | \n", + "RENT | \n", + "55000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "109xx | \n", + "NY | \n", + "18.24 | \n", + "0 | \n", + "Apr-2001 | \n", + "1 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 9 | \n", + "12000 | \n", + "12000 | \n", + "12000.0 | \n", + "60 months | \n", + "13.56% | \n", + "276.49 | \n", + "C | \n", + "C1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "40000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "180xx | \n", + "PA | \n", + "19.23 | \n", + "0 | \n", + "Aug-2005 | \n", + "2 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 10 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "60 months | \n", + "19.92% | \n", + "264.50 | \n", + "D | \n", + "D3 | \n", + "Material Handler | \n", + "10+ years | \n", + "MORTGAGE | \n", + "80000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "648xx | \n", + "MO | \n", + "20.67 | \n", + "0 | \n", + "Apr-2005 | \n", + "0 | \n", + "37.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 11 | \n", + "16000 | \n", + "16000 | \n", + "16000.0 | \n", + "60 months | \n", + "17.97% | \n", + "406.04 | \n", + "D | \n", + "D1 | \n", + "Instructional Coordinator | \n", + "5 years | \n", + "MORTGAGE | \n", + "51000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "284xx | \n", + "NC | \n", + "21.91 | \n", + "0 | \n", + "Oct-2005 | \n", + "1 | \n", + "52.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 12 | \n", + "16000 | \n", + "16000 | \n", + "16000.0 | \n", + "60 months | \n", + "26.31% | \n", + "481.99 | \n", + "E | \n", + "E4 | \n", + "Financial Relationship Associate | \n", + "< 1 year | \n", + "RENT | \n", + "33000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "290xx | \n", + "SC | \n", + "33.62 | \n", + "0 | \n", + "Sep-2010 | \n", + "1 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 13 | \n", + "15000 | \n", + "15000 | \n", + "14975.0 | \n", + "60 months | \n", + "14.47% | \n", + "352.69 | \n", + "C | \n", + "C2 | \n", + "NaN | \n", + "NaN | \n", + "MORTGAGE | \n", + "30000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "756xx | \n", + "TX | \n", + "41.60 | \n", + "0 | \n", + "Oct-1999 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 14 | \n", + "13000 | \n", + "13000 | \n", + "13000.0 | \n", + "36 months | \n", + "23.40% | \n", + "505.95 | \n", + "E | \n", + "E1 | \n", + "Sale Representative | \n", + "2 years | \n", + "MORTGAGE | \n", + "90000.0 | \n", + "Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "191xx | \n", + "PA | \n", + "39.73 | \n", + "0 | \n", + "May-2007 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 15 | \n", + "9600 | \n", + "9600 | \n", + "9600.0 | \n", + "36 months | \n", + "23.40% | \n", + "373.62 | \n", + "E | \n", + "E1 | \n", + "driver coordinator | \n", + "9 years | \n", + "RENT | \n", + "65000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "265xx | \n", + "WV | \n", + "23.01 | \n", + "1 | \n", + "Sep-2003 | \n", + "0 | \n", + "16.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 16 | \n", + "3500 | \n", + "3500 | \n", + "3500.0 | \n", + "36 months | \n", + "20.89% | \n", + "131.67 | \n", + "D | \n", + "D4 | \n", + "gas attendant | \n", + "10+ years | \n", + "MORTGAGE | \n", + "40000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "car | \n", + "Car financing | \n", + "078xx | \n", + "NJ | \n", + "9.09 | \n", + "0 | \n", + "Oct-2004 | \n", + "1 | \n", + "24.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "46.0 | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 17 | \n", + "25000 | \n", + "25000 | \n", + "25000.0 | \n", + "60 months | \n", + "16.91% | \n", + "620.11 | \n", + "C | \n", + "C5 | \n", + "Processor | \n", + "10+ years | \n", + "MORTGAGE | \n", + "23878.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "453xx | \n", + "OH | \n", + "6.26 | \n", + "0 | \n", + "Oct-2010 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 18 | \n", + "16000 | \n", + "16000 | \n", + "16000.0 | \n", + "60 months | \n", + "20.89% | \n", + "431.87 | \n", + "D | \n", + "D4 | \n", + "Neonatal Nurse Practitioner | \n", + "4 years | \n", + "MORTGAGE | \n", + "120000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "720xx | \n", + "AR | \n", + "27.57 | \n", + "1 | \n", + "Jul-2005 | \n", + "0 | \n", + "8.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 19 | \n", + "13000 | \n", + "13000 | \n", + "13000.0 | \n", + "60 months | \n", + "14.47% | \n", + "305.67 | \n", + "C | \n", + "C2 | \n", + "Stationary Engineer | \n", + "10+ years | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "741xx | \n", + "OK | \n", + "26.16 | \n", + "0 | \n", + "Feb-2001 | \n", + "1 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 20 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "13.56% | \n", + "339.65 | \n", + "C | \n", + "C1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "65000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "937xx | \n", + "CA | \n", + "10.62 | \n", + "0 | \n", + "Dec-2004 | \n", + "1 | \n", + "30.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 21 | \n", + "13000 | \n", + "13000 | \n", + "13000.0 | \n", + "36 months | \n", + "14.47% | \n", + "447.29 | \n", + "C | \n", + "C2 | \n", + "Exhibits director | \n", + "10+ years | \n", + "MORTGAGE | \n", + "55000.0 | \n", + "Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "611xx | \n", + "IL | \n", + "10.58 | \n", + "0 | \n", + "Oct-2001 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 22 | \n", + "7000 | \n", + "7000 | \n", + "7000.0 | \n", + "36 months | \n", + "12.98% | \n", + "235.80 | \n", + "B | \n", + "B5 | \n", + "Worship Director | \n", + "4 years | \n", + "MORTGAGE | \n", + "102500.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "house | \n", + "Home buying | \n", + "436xx | \n", + "OH | \n", + "15.20 | \n", + "0 | \n", + "Dec-2002 | \n", + "0 | \n", + "38.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 23 | \n", + "3300 | \n", + "3300 | \n", + "3300.0 | \n", + "36 months | \n", + "23.40% | \n", + "128.44 | \n", + "E | \n", + "E1 | \n", + "Program Manager | \n", + "3 years | \n", + "RENT | \n", + "49700.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "vacation | \n", + "Vacation | \n", + "310xx | \n", + "GA | \n", + "14.32 | \n", + "0 | \n", + "Nov-2006 | \n", + "1 | \n", + "43.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 24 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "60 months | \n", + "11.80% | \n", + "442.88 | \n", + "B | \n", + "B4 | \n", + "NaN | \n", + "NaN | \n", + "MORTGAGE | \n", + "47590.0 | \n", + "Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "156xx | \n", + "PA | \n", + "9.53 | \n", + "0 | \n", + "Sep-1999 | \n", + "0 | \n", + "62.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 128387 | \n", + "6000 | \n", + "6000 | \n", + "6000.0 | \n", + "36 months | \n", + "11.55% | \n", + "198.00 | \n", + "B | \n", + "B4 | \n", + "ENGINEER | \n", + "2 years | \n", + "RENT | \n", + "90000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "076xx | \n", + "NJ | \n", + "1.64 | \n", + "0 | \n", + "Sep-2010 | \n", + "1 | \n", + "53.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128388 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "36 months | \n", + "8.46% | \n", + "630.99 | \n", + "A | \n", + "A5 | \n", + "Welder/Blacksmith | \n", + "10+ years | \n", + "MORTGAGE | \n", + "97000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "604xx | \n", + "IL | \n", + "15.59 | \n", + "0 | \n", + "Jul-1999 | \n", + "1 | \n", + "64.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128389 | \n", + "6000 | \n", + "6000 | \n", + "5750.0 | \n", + "36 months | \n", + "11.55% | \n", + "198.00 | \n", + "B | \n", + "B4 | \n", + "RN Supervisor | \n", + "6 years | \n", + "RENT | \n", + "70000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Charged Off | \n", + "n | \n", + "medical | \n", + "Medical expenses | \n", + "912xx | \n", + "CA | \n", + "11.52 | \n", + "4 | \n", + "Dec-1993 | \n", + "0 | \n", + "17.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128390 | \n", + "24000 | \n", + "24000 | \n", + "24000.0 | \n", + "36 months | \n", + "19.92% | \n", + "890.95 | \n", + "D | \n", + "D3 | \n", + "Corrections officer | \n", + "10+ years | \n", + "RENT | \n", + "34000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "344xx | \n", + "FL | \n", + "74.09 | \n", + "0 | \n", + "Jun-2006 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "0.0 | \n", + "1.0 | \n", + "75.0 | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128391 | \n", + "35000 | \n", + "35000 | \n", + "34975.0 | \n", + "36 months | \n", + "6.67% | \n", + "1075.43 | \n", + "A | \n", + "A2 | \n", + "NaN | \n", + "NaN | \n", + "MORTGAGE | \n", + "85000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "301xx | \n", + "GA | \n", + "22.15 | \n", + "0 | \n", + "Apr-1997 | \n", + "2 | \n", + "54.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128392 | \n", + "6500 | \n", + "6500 | \n", + "6500.0 | \n", + "36 months | \n", + "26.31% | \n", + "262.97 | \n", + "E | \n", + "E4 | \n", + "Merchandise Team Captain | \n", + "10+ years | \n", + "MORTGAGE | \n", + "35000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "home_improvement | \n", + "Home improvement | \n", + "328xx | \n", + "FL | \n", + "39.51 | \n", + "0 | \n", + "Mar-2004 | \n", + "0 | \n", + "70.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128393 | \n", + "6500 | \n", + "6500 | \n", + "6500.0 | \n", + "36 months | \n", + "16.91% | \n", + "231.46 | \n", + "C | \n", + "C5 | \n", + "Senior Accountant, Fixed Assets Acctg | \n", + "7 years | \n", + "RENT | \n", + "74160.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "600xx | \n", + "IL | \n", + "27.79 | \n", + "0 | \n", + "Jun-2006 | \n", + "0 | \n", + "38.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "58.0 | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128394 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "6.11% | \n", + "152.36 | \n", + "A | \n", + "A1 | \n", + "Implementation Manager | \n", + "9 years | \n", + "MORTGAGE | \n", + "82000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "750xx | \n", + "TX | \n", + "1.35 | \n", + "0 | \n", + "Feb-2005 | \n", + "0 | \n", + "33.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "13.0 | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128395 | \n", + "22000 | \n", + "22000 | \n", + "22000.0 | \n", + "36 months | \n", + "11.55% | \n", + "726.00 | \n", + "B | \n", + "B4 | \n", + "Sr. application analyst | \n", + "10+ years | \n", + "MORTGAGE | \n", + "72000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "481xx | \n", + "MI | \n", + "46.98 | \n", + "0 | \n", + "Jun-1999 | \n", + "0 | \n", + "26.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128396 | \n", + "24000 | \n", + "24000 | \n", + "24000.0 | \n", + "60 months | \n", + "15.02% | \n", + "571.22 | \n", + "C | \n", + "C3 | \n", + "Instructional Technology Specialist | \n", + "10+ years | \n", + "MORTGAGE | \n", + "60000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "750xx | \n", + "TX | \n", + "9.72 | \n", + "0 | \n", + "Apr-1999 | \n", + "1 | \n", + "43.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128397 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "60 months | \n", + "15.02% | \n", + "476.01 | \n", + "C | \n", + "C3 | \n", + "Technical Supvervisor | \n", + "10+ years | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Fully Paid | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "786xx | \n", + "TX | \n", + "24.82 | \n", + "0 | \n", + "Apr-1991 | \n", + "2 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128398 | \n", + "12000 | \n", + "12000 | \n", + "12000.0 | \n", + "60 months | \n", + "18.94% | \n", + "310.90 | \n", + "D | \n", + "D2 | \n", + "Senior Business Account Executive | \n", + "6 years | \n", + "RENT | \n", + "128000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "937xx | \n", + "CA | \n", + "13.32 | \n", + "0 | \n", + "Nov-2007 | \n", + "1 | \n", + "46.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128399 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "15.02% | \n", + "173.38 | \n", + "C | \n", + "C3 | \n", + "Tech | \n", + "10+ years | \n", + "MORTGAGE | \n", + "35000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "324xx | \n", + "FL | \n", + "31.76 | \n", + "2 | \n", + "Jun-2003 | \n", + "0 | \n", + "15.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128400 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "60 months | \n", + "15.02% | \n", + "476.01 | \n", + "C | \n", + "C3 | \n", + "production supervisor | \n", + "10+ years | \n", + "MORTGAGE | \n", + "80000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "117xx | \n", + "NY | \n", + "16.94 | \n", + "0 | \n", + "Oct-2005 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128401 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "36 months | \n", + "11.55% | \n", + "660.00 | \n", + "B | \n", + "B4 | \n", + "secondary opps/lead coater | \n", + "10+ years | \n", + "OWN | \n", + "45000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "home_improvement | \n", + "Home improvement | \n", + "015xx | \n", + "MA | \n", + "22.13 | \n", + "0 | \n", + "Dec-2003 | \n", + "0 | \n", + "41.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128402 | \n", + "17500 | \n", + "17500 | \n", + "17500.0 | \n", + "60 months | \n", + "22.35% | \n", + "486.82 | \n", + "D | \n", + "D5 | \n", + "NaN | \n", + "NaN | \n", + "RENT | \n", + "25000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "640xx | \n", + "MO | \n", + "27.75 | \n", + "0 | \n", + "Oct-2001 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128403 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "16.14% | \n", + "176.14 | \n", + "C | \n", + "C4 | \n", + "NaN | \n", + "NaN | \n", + "OWN | \n", + "9200.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "365xx | \n", + "AL | \n", + "23.50 | \n", + "0 | \n", + "Apr-2015 | \n", + "1 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128404 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "16.14% | \n", + "176.14 | \n", + "C | \n", + "C4 | \n", + "Oncology Medical Assistant | \n", + "3 years | \n", + "MORTGAGE | \n", + "46400.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "338xx | \n", + "FL | \n", + "16.85 | \n", + "0 | \n", + "Nov-2003 | \n", + "0 | \n", + "29.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128405 | \n", + "22000 | \n", + "22000 | \n", + "22000.0 | \n", + "60 months | \n", + "7.84% | \n", + "444.40 | \n", + "A | \n", + "A4 | \n", + "Owner | \n", + "10+ years | \n", + "MORTGAGE | \n", + "55000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "982xx | \n", + "WA | \n", + "2.18 | \n", + "0 | \n", + "Apr-1987 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128406 | \n", + "5600 | \n", + "5600 | \n", + "5600.0 | \n", + "36 months | \n", + "13.56% | \n", + "190.21 | \n", + "C | \n", + "C1 | \n", + "NaN | \n", + "NaN | \n", + "RENT | \n", + "15600.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "836xx | \n", + "ID | \n", + "15.31 | \n", + "0 | \n", + "Aug-2012 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128407 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "36 months | \n", + "15.02% | \n", + "797.53 | \n", + "C | \n", + "C3 | \n", + "Tax Consultant | \n", + "10+ years | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Charged Off | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "352xx | \n", + "AL | \n", + "20.95 | \n", + "1 | \n", + "Aug-1985 | \n", + "2 | \n", + "22.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128408 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "15.02% | \n", + "346.76 | \n", + "C | \n", + "C3 | \n", + "security guard | \n", + "5 years | \n", + "MORTGAGE | \n", + "38000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "443xx | \n", + "OH | \n", + "13.16 | \n", + "3 | \n", + "Jul-1982 | \n", + "0 | \n", + "6.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128409 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "13.56% | \n", + "169.83 | \n", + "C | \n", + "C1 | \n", + "Payoff Clerk | \n", + "10+ years | \n", + "MORTGAGE | \n", + "35360.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "381xx | \n", + "TN | \n", + "11.30 | \n", + "1 | \n", + "Jun-2006 | \n", + "0 | \n", + "21.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128410 | \n", + "10000 | \n", + "10000 | \n", + "9750.0 | \n", + "36 months | \n", + "11.06% | \n", + "327.68 | \n", + "B | \n", + "B3 | \n", + "NaN | \n", + "NaN | \n", + "RENT | \n", + "44400.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "980xx | \n", + "WA | \n", + "11.78 | \n", + "0 | \n", + "Oct-2008 | \n", + "2 | \n", + "40.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128411 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "16.91% | \n", + "356.08 | \n", + "C | \n", + "C5 | \n", + "Key Accounts Manager | \n", + "2 years | \n", + "RENT | \n", + "80000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "021xx | \n", + "MA | \n", + "17.72 | \n", + "1 | \n", + "Sep-2006 | \n", + "0 | \n", + "14.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
128412 rows × 140 columns
\n", + "| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "... | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "10.33% | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 months | \n", + "23.40% | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "17.97% | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 months | \n", + "20.89% | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 months | \n", + "23.40% | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 140 columns
\n", + "| \n", + " | term | \n", + "int_rate | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "earliest_cr_line | \n", + "revol_util | \n", + "initial_list_status | \n", + "last_pymnt_d | \n", + "next_pymnt_d | \n", + "last_credit_pull_d | \n", + "application_type | \n", + "verification_status_joint | \n", + "sec_app_earliest_cr_line | \n", + "payment_plan_start_date | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "107465 | \n", + "116708 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128256 | \n", + "128412 | \n", + "128253 | \n", + "112289 | \n", + "128411 | \n", + "128412 | \n", + "14848 | \n", + "16782 | \n", + "27 | \n", + "128412 | \n", + "111 | \n", + "111 | \n", + "111 | \n", + "
| unique | \n", + "2 | \n", + "46 | \n", + "7 | \n", + "35 | \n", + "43892 | \n", + "11 | \n", + "4 | \n", + "3 | \n", + "3 | \n", + "7 | \n", + "2 | \n", + "12 | \n", + "12 | \n", + "880 | \n", + "50 | \n", + "644 | \n", + "1074 | \n", + "2 | \n", + "12 | \n", + "3 | \n", + "12 | \n", + "2 | \n", + "3 | \n", + "573 | \n", + "3 | \n", + "2 | \n", + "6 | \n", + "3 | \n", + "7 | \n", + "
| top | \n", + "36 months | \n", + "13.56% | \n", + "A | \n", + "A4 | \n", + "Teacher | \n", + "10+ years | \n", + "MORTGAGE | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "112xx | \n", + "CA | \n", + "Aug-2006 | \n", + "0% | \n", + "w | \n", + "Aug-2019 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "Individual | \n", + "Not Verified | \n", + "Aug-2006 | \n", + "Aug-2019 | \n", + "N | \n", + "Aug-2019 | \n", + "ACTIVE | \n", + "Jul-2019 | \n", + "
| freq | \n", + "88179 | \n", + "6974 | \n", + "38011 | \n", + "9770 | \n", + "2090 | \n", + "38826 | \n", + "63490 | \n", + "58350 | \n", + "46305 | \n", + "108584 | \n", + "128398 | \n", + "70603 | \n", + "70603 | \n", + "1370 | \n", + "17879 | \n", + "1130 | \n", + "1132 | \n", + "114498 | \n", + "105424 | \n", + "112228 | \n", + "117910 | \n", + "111630 | \n", + "6360 | \n", + "155 | \n", + "15 | \n", + "128301 | \n", + "48 | \n", + "99 | \n", + "43 | \n", + "
| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "... | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "deferral_term | \n", + "payment_plan_start_date | \n", + "orig_projected_additional_accrued_interest | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "10.33 | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "... | \n", + "367828 | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 months | \n", + "23.40 | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "... | \n", + "98655 | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "17.97 | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "136927 | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 months | \n", + "20.89 | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "7500 | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 months | \n", + "23.40 | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "199744 | \n", + "31078 | \n", + "2300 | \n", + "32206 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 128 columns
\n", + "| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "... | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "deferral_term | \n", + "payment_plan_start_date | \n", + "orig_projected_additional_accrued_interest | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 | \n", + "10.33 | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "... | \n", + "367828 | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 | \n", + "23.40 | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "... | \n", + "98655 | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 | \n", + "17.97 | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "136927 | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 | \n", + "20.89 | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "7500 | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 | \n", + "23.40 | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "199744 | \n", + "31078 | \n", + "2300 | \n", + "32206 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 128 columns
\n", + "| \n", + " | grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "earliest_cr_line | \n", + "revol_util | \n", + "initial_list_status | \n", + "last_pymnt_d | \n", + "next_pymnt_d | \n", + "last_credit_pull_d | \n", + "application_type | \n", + "verification_status_joint | \n", + "sec_app_earliest_cr_line | \n", + "payment_plan_start_date | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "128412 | \n", + "128412 | \n", + "107465 | \n", + "116708 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128256 | \n", + "128412 | \n", + "128253 | \n", + "112289 | \n", + "128411 | \n", + "128412 | \n", + "14848 | \n", + "16782 | \n", + "27 | \n", + "128412 | \n", + "111 | \n", + "111 | \n", + "111 | \n", + "
| unique | \n", + "7 | \n", + "35 | \n", + "43892 | \n", + "11 | \n", + "4 | \n", + "3 | \n", + "3 | \n", + "7 | \n", + "2 | \n", + "12 | \n", + "12 | \n", + "880 | \n", + "50 | \n", + "644 | \n", + "1074 | \n", + "2 | \n", + "12 | \n", + "3 | \n", + "12 | \n", + "2 | \n", + "3 | \n", + "573 | \n", + "3 | \n", + "2 | \n", + "6 | \n", + "3 | \n", + "7 | \n", + "
| top | \n", + "A | \n", + "A4 | \n", + "Teacher | \n", + "10+ years | \n", + "MORTGAGE | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "112xx | \n", + "CA | \n", + "Aug-2006 | \n", + "0% | \n", + "w | \n", + "Aug-2019 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "Individual | \n", + "Not Verified | \n", + "Aug-2006 | \n", + "Aug-2019 | \n", + "N | \n", + "Aug-2019 | \n", + "ACTIVE | \n", + "Jul-2019 | \n", + "
| freq | \n", + "38011 | \n", + "9770 | \n", + "2090 | \n", + "38826 | \n", + "63490 | \n", + "58350 | \n", + "46305 | \n", + "108584 | \n", + "128398 | \n", + "70603 | \n", + "70603 | \n", + "1370 | \n", + "17879 | \n", + "1130 | \n", + "1132 | \n", + "114498 | \n", + "105424 | \n", + "112228 | \n", + "117910 | \n", + "111630 | \n", + "6360 | \n", + "155 | \n", + "15 | \n", + "128301 | \n", + "48 | \n", + "99 | \n", + "43 | \n", + "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "SnDJqBLi0FYW",
+ "colab_type": "text"
+ },
+ "source": [
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "W5GjI1z5yNG4",
+ "colab_type": "text"
+ },
+ "source": [
+ "# ASSIGNMENT\n",
+ "\n",
+ "- Replicate the lesson code.\n",
+ "\n",
+ " - This means that if you haven't followed along already, type out the things that we did in class. Forcing your fingers to hit each key will help you internalize the syntax of what we're doing.\n",
+ " - [Lambda Learning Method for DS - By Ryan Herr](https://docs.google.com/document/d/1ubOw9B3Hfip27hF2ZFnW3a3z9xAgrUDRReOEo-FHCVs/edit?usp=sharing)\n",
+ "- Convert the `term` column from string to integer.\n",
+ "- Make a column named `loan_status_is_great`. It should contain the integer 1 if `loan_status` is \"Current\" or \"Fully Paid.\" Else it should contain the integer 0.\n",
+ "\n",
+ "- Make `last_pymnt_d_month` and `last_pymnt_d_year` columns."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "AazB4eFwym2p",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "##### Begin Working Here #####\n",
+ "import pandas as pd\n",
+ "import numpy as np"
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "h2wOFSlMx11o",
+ "colab_type": "code",
+ "colab": {}
+ },
+ "source": [
+ "url = \"https://raw.githubusercontent.com/jvns/pandas-cookbook/master/data/weather_2012.csv\""
+ ],
+ "execution_count": 0,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "STkHBQnKx4TM",
+ "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 331
+ },
+ "outputId": "b3410d2b-4e5b-40f8-f3ad-ec0ad5445b7e"
+ },
+ "source": [
+ "df_weather = pd.read_csv(url)\n",
+ "df_weather.head()"
+ ],
+ "execution_count": 28,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/html": [
+ "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "
| \n", + " | Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "
|---|---|---|---|---|---|---|---|
| Date/Time | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "
| 2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "
| 2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "
| 2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "
| 2012-01-01 05:00:00 | \n", + "-1.4 | \n", + "-3.3 | \n", + "87 | \n", + "9 | \n", + "6.4 | \n", + "101.27 | \n", + "Fog | \n", + "
| 2012-01-01 06:00:00 | \n", + "-1.5 | \n", + "-3.1 | \n", + "89 | \n", + "7 | \n", + "6.4 | \n", + "101.29 | \n", + "Fog | \n", + "
| 2012-01-01 07:00:00 | \n", + "-1.4 | \n", + "-3.6 | \n", + "85 | \n", + "7 | \n", + "8.0 | \n", + "101.26 | \n", + "Fog | \n", + "
| 2012-01-01 08:00:00 | \n", + "-1.4 | \n", + "-3.6 | \n", + "85 | \n", + "9 | \n", + "8.0 | \n", + "101.23 | \n", + "Fog | \n", + "
| 2012-01-01 09:00:00 | \n", + "-1.3 | \n", + "-3.1 | \n", + "88 | \n", + "15 | \n", + "4.0 | \n", + "101.20 | \n", + "Fog | \n", + "
| 2012-01-01 10:00:00 | \n", + "-1.0 | \n", + "-2.3 | \n", + "91 | \n", + "9 | \n", + "1.2 | \n", + "101.15 | \n", + "Fog | \n", + "
| 2012-01-01 11:00:00 | \n", + "-0.5 | \n", + "-2.1 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "100.98 | \n", + "Fog | \n", + "
| 2012-01-01 12:00:00 | \n", + "-0.2 | \n", + "-2.0 | \n", + "88 | \n", + "9 | \n", + "4.8 | \n", + "100.79 | \n", + "Fog | \n", + "
| 2012-01-01 13:00:00 | \n", + "0.2 | \n", + "-1.7 | \n", + "87 | \n", + "13 | \n", + "4.8 | \n", + "100.58 | \n", + "Fog | \n", + "
| 2012-01-01 14:00:00 | \n", + "0.8 | \n", + "-1.1 | \n", + "87 | \n", + "20 | \n", + "4.8 | \n", + "100.31 | \n", + "Fog | \n", + "
| 2012-01-01 15:00:00 | \n", + "1.8 | \n", + "-0.4 | \n", + "85 | \n", + "22 | \n", + "6.4 | \n", + "100.07 | \n", + "Fog | \n", + "
| 2012-01-01 16:00:00 | \n", + "2.6 | \n", + "-0.2 | \n", + "82 | \n", + "13 | \n", + "12.9 | \n", + "99.93 | \n", + "Mostly Cloudy | \n", + "
| 2012-01-01 17:00:00 | \n", + "3.0 | \n", + "0.0 | \n", + "81 | \n", + "13 | \n", + "16.1 | \n", + "99.81 | \n", + "Cloudy | \n", + "
| 2012-01-01 18:00:00 | \n", + "3.8 | \n", + "1.0 | \n", + "82 | \n", + "15 | \n", + "12.9 | \n", + "99.74 | \n", + "Rain | \n", + "
| 2012-01-01 19:00:00 | \n", + "3.1 | \n", + "1.3 | \n", + "88 | \n", + "15 | \n", + "12.9 | \n", + "99.68 | \n", + "Rain | \n", + "
| 2012-01-01 20:00:00 | \n", + "3.2 | \n", + "1.3 | \n", + "87 | \n", + "19 | \n", + "25.0 | \n", + "99.50 | \n", + "Cloudy | \n", + "
| 2012-01-01 21:00:00 | \n", + "4.0 | \n", + "1.7 | \n", + "85 | \n", + "20 | \n", + "25.0 | \n", + "99.39 | \n", + "Cloudy | \n", + "
| 2012-01-01 22:00:00 | \n", + "4.4 | \n", + "1.9 | \n", + "84 | \n", + "24 | \n", + "19.3 | \n", + "99.32 | \n", + "Rain Showers | \n", + "
| 2012-01-01 23:00:00 | \n", + "5.3 | \n", + "2.0 | \n", + "79 | \n", + "30 | \n", + "25.0 | \n", + "99.31 | \n", + "Cloudy | \n", + "
| 2012-01-02 00:00:00 | \n", + "5.2 | \n", + "1.5 | \n", + "77 | \n", + "35 | \n", + "25.0 | \n", + "99.26 | \n", + "Rain Showers | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2012-12-30 23:00:00 | \n", + "-12.1 | \n", + "-15.1 | \n", + "78 | \n", + "28 | \n", + "25.0 | \n", + "101.52 | \n", + "Mostly Cloudy | \n", + "
| 2012-12-31 00:00:00 | \n", + "-11.1 | \n", + "-14.4 | \n", + "77 | \n", + "26 | \n", + "25.0 | \n", + "101.51 | \n", + "Cloudy | \n", + "
| 2012-12-31 01:00:00 | \n", + "-10.7 | \n", + "-14.0 | \n", + "77 | \n", + "15 | \n", + "25.0 | \n", + "101.50 | \n", + "Cloudy | \n", + "
| 2012-12-31 02:00:00 | \n", + "-10.1 | \n", + "-13.4 | \n", + "77 | \n", + "9 | \n", + "25.0 | \n", + "101.45 | \n", + "Cloudy | \n", + "
| 2012-12-31 03:00:00 | \n", + "-11.8 | \n", + "-14.4 | \n", + "81 | \n", + "6 | \n", + "25.0 | \n", + "101.42 | \n", + "Mostly Cloudy | \n", + "
| 2012-12-31 04:00:00 | \n", + "-10.5 | \n", + "-12.8 | \n", + "83 | \n", + "11 | \n", + "25.0 | \n", + "101.34 | \n", + "Cloudy | \n", + "
| 2012-12-31 05:00:00 | \n", + "-10.2 | \n", + "-12.4 | \n", + "84 | \n", + "6 | \n", + "25.0 | \n", + "101.28 | \n", + "Cloudy | \n", + "
| 2012-12-31 06:00:00 | \n", + "-9.7 | \n", + "-11.7 | \n", + "85 | \n", + "4 | \n", + "25.0 | \n", + "101.23 | \n", + "Cloudy | \n", + "
| 2012-12-31 07:00:00 | \n", + "-9.3 | \n", + "-11.3 | \n", + "85 | \n", + "0 | \n", + "19.3 | \n", + "101.19 | \n", + "Snow Showers | \n", + "
| 2012-12-31 08:00:00 | \n", + "-8.6 | \n", + "-10.3 | \n", + "87 | \n", + "4 | \n", + "3.2 | \n", + "101.14 | \n", + "Snow Showers | \n", + "
| 2012-12-31 09:00:00 | \n", + "-8.1 | \n", + "-9.6 | \n", + "89 | \n", + "4 | \n", + "2.4 | \n", + "101.09 | \n", + "Snow | \n", + "
| 2012-12-31 10:00:00 | \n", + "-7.4 | \n", + "-8.9 | \n", + "89 | \n", + "4 | \n", + "6.4 | \n", + "101.05 | \n", + "Snow,Fog | \n", + "
| 2012-12-31 11:00:00 | \n", + "-6.7 | \n", + "-7.9 | \n", + "91 | \n", + "9 | \n", + "9.7 | \n", + "100.93 | \n", + "Snow | \n", + "
| 2012-12-31 12:00:00 | \n", + "-5.8 | \n", + "-7.5 | \n", + "88 | \n", + "4 | \n", + "12.9 | \n", + "100.78 | \n", + "Snow | \n", + "
| 2012-12-31 13:00:00 | \n", + "-4.6 | \n", + "-6.6 | \n", + "86 | \n", + "4 | \n", + "12.9 | \n", + "100.63 | \n", + "Snow | \n", + "
| 2012-12-31 14:00:00 | \n", + "-3.4 | \n", + "-5.7 | \n", + "84 | \n", + "6 | \n", + "11.3 | \n", + "100.57 | \n", + "Snow | \n", + "
| 2012-12-31 15:00:00 | \n", + "-2.3 | \n", + "-4.6 | \n", + "84 | \n", + "9 | \n", + "9.7 | \n", + "100.47 | \n", + "Snow | \n", + "
| 2012-12-31 16:00:00 | \n", + "-1.4 | \n", + "-4.0 | \n", + "82 | \n", + "13 | \n", + "12.9 | \n", + "100.40 | \n", + "Snow | \n", + "
| 2012-12-31 17:00:00 | \n", + "-1.1 | \n", + "-3.3 | \n", + "85 | \n", + "19 | \n", + "9.7 | \n", + "100.30 | \n", + "Snow | \n", + "
| 2012-12-31 18:00:00 | \n", + "-1.3 | \n", + "-3.1 | \n", + "88 | \n", + "17 | \n", + "9.7 | \n", + "100.19 | \n", + "Snow | \n", + "
| 2012-12-31 19:00:00 | \n", + "0.1 | \n", + "-2.7 | \n", + "81 | \n", + "30 | \n", + "9.7 | \n", + "100.13 | \n", + "Snow | \n", + "
| 2012-12-31 20:00:00 | \n", + "0.2 | \n", + "-2.4 | \n", + "83 | \n", + "24 | \n", + "9.7 | \n", + "100.03 | \n", + "Snow | \n", + "
| 2012-12-31 21:00:00 | \n", + "-0.5 | \n", + "-1.5 | \n", + "93 | \n", + "28 | \n", + "4.8 | \n", + "99.95 | \n", + "Snow | \n", + "
| 2012-12-31 22:00:00 | \n", + "-0.2 | \n", + "-1.8 | \n", + "89 | \n", + "28 | \n", + "9.7 | \n", + "99.91 | \n", + "Snow | \n", + "
| 2012-12-31 23:00:00 | \n", + "0.0 | \n", + "-2.1 | \n", + "86 | \n", + "30 | \n", + "11.3 | \n", + "99.89 | \n", + "Snow | \n", + "
8784 rows × 7 columns
\n", + "| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "is_percipitation | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "False | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "False | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "False | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "False | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "False | \n", + "
| \n", + " | Date/Time | \n", + "Temp (C) | \n", + "Dew Point Temp (C) | \n", + "Rel Hum (%) | \n", + "Wind Spd (km/h) | \n", + "Visibility (km) | \n", + "Stn Press (kPa) | \n", + "Weather | \n", + "is_percipitation | \n", + "Visibility (mi) | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "2012-01-01 00:00:00 | \n", + "-1.8 | \n", + "-3.9 | \n", + "86 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "False | \n", + "4.9680 | \n", + "
| 1 | \n", + "2012-01-01 01:00:00 | \n", + "-1.8 | \n", + "-3.7 | \n", + "87 | \n", + "4 | \n", + "8.0 | \n", + "101.24 | \n", + "Fog | \n", + "False | \n", + "4.9680 | \n", + "
| 2 | \n", + "2012-01-01 02:00:00 | \n", + "-1.8 | \n", + "-3.4 | \n", + "89 | \n", + "7 | \n", + "4.0 | \n", + "101.26 | \n", + "Freezing Drizzle,Fog | \n", + "False | \n", + "2.4840 | \n", + "
| 3 | \n", + "2012-01-01 03:00:00 | \n", + "-1.5 | \n", + "-3.2 | \n", + "88 | \n", + "6 | \n", + "4.0 | \n", + "101.27 | \n", + "Freezing Drizzle,Fog | \n", + "False | \n", + "2.4840 | \n", + "
| 4 | \n", + "2012-01-01 04:00:00 | \n", + "-1.5 | \n", + "-3.3 | \n", + "88 | \n", + "7 | \n", + "4.8 | \n", + "101.23 | \n", + "Fog | \n", + "False | \n", + "2.9808 | \n", + "
| \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | Notes offered by Prospectus (https://www.lendingclub.com/info/prospectus.action) | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | \n", + "member_id | \n", + "loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "url | \n", + "desc | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "mths_since_last_record | \n", + "open_acc | \n", + "pub_rec | \n", + "revol_bal | \n", + "revol_util | \n", + "total_acc | \n", + "initial_list_status | \n", + "out_prncp | \n", + "out_prncp_inv | \n", + "total_pymnt | \n", + "total_pymnt_inv | \n", + "total_rec_prncp | \n", + "total_rec_int | \n", + "total_rec_late_fee | \n", + "recoveries | \n", + "collection_recovery_fee | \n", + "last_pymnt_d | \n", + "last_pymnt_amnt | \n", + "next_pymnt_d | \n", + "last_credit_pull_d | \n", + "collections_12_mths_ex_med | \n", + "mths_since_last_major_derog | \n", + "policy_code | \n", + "application_type | \n", + "annual_inc_joint | \n", + "dti_joint | \n", + "verification_status_joint | \n", + "acc_now_delinq | \n", + "tot_coll_amt | \n", + "tot_cur_bal | \n", + "open_acc_6m | \n", + "open_act_il | \n", + "open_il_12m | \n", + "open_il_24m | \n", + "mths_since_rcnt_il | \n", + "total_bal_il | \n", + "il_util | \n", + "open_rv_12m | \n", + "open_rv_24m | \n", + "max_bal_bc | \n", + "all_util | \n", + "total_rev_hi_lim | \n", + "inq_fi | \n", + "total_cu_tl | \n", + "inq_last_12m | \n", + "acc_open_past_24mths | \n", + "avg_cur_bal | \n", + "bc_open_to_buy | \n", + "bc_util | \n", + "chargeoff_within_12_mths | \n", + "delinq_amnt | \n", + "mo_sin_old_il_acct | \n", + "mo_sin_old_rev_tl_op | \n", + "mo_sin_rcnt_rev_tl_op | \n", + "mo_sin_rcnt_tl | \n", + "mort_acc | \n", + "mths_since_recent_bc | \n", + "mths_since_recent_bc_dlq | \n", + "mths_since_recent_inq | \n", + "mths_since_recent_revol_delinq | \n", + "num_accts_ever_120_pd | \n", + "num_actv_bc_tl | \n", + "num_actv_rev_tl | \n", + "num_bc_sats | \n", + "num_bc_tl | \n", + "num_il_tl | \n", + "num_op_rev_tl | \n", + "num_rev_accts | \n", + "num_rev_tl_bal_gt_0 | \n", + "num_sats | \n", + "num_tl_120dpd_2m | \n", + "num_tl_30dpd | \n", + "num_tl_90g_dpd_24m | \n", + "num_tl_op_past_12m | \n", + "pct_tl_nvr_dlq | \n", + "percent_bc_gt_75 | \n", + "pub_rec_bankruptcies | \n", + "tax_liens | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
| NaN | \n", + "NaN | \n", + "10000 | \n", + "10000 | \n", + "10000 | \n", + "36 months | \n", + "10.33% | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18 | \n", + "NaN | \n", + "14 | \n", + "0 | \n", + "9082 | \n", + "38% | \n", + "23 | \n", + "w | \n", + "8289.30 | \n", + "8289.30 | \n", + "2261.0 | \n", + "2261.00 | \n", + "1710.70 | \n", + "550.30 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "Jul-2019 | \n", + "324.23 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "0 | \n", + "NaN | \n", + "1 | \n", + "Individual | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "671 | \n", + "246828 | \n", + "1 | \n", + "3 | \n", + "2 | \n", + "3 | \n", + "1 | \n", + "48552 | \n", + "62 | \n", + "1 | \n", + "3 | \n", + "4923 | \n", + "46 | \n", + "23900 | \n", + "2 | \n", + "7 | \n", + "1 | \n", + "7 | \n", + "17631 | \n", + "11897 | \n", + "43.1 | \n", + "0 | \n", + "0 | \n", + "158 | \n", + "275 | \n", + "11 | \n", + "1 | \n", + "1 | \n", + "11 | \n", + "NaN | \n", + "11 | \n", + "NaN | \n", + "0 | \n", + "3 | \n", + "4 | \n", + "7 | \n", + "7 | \n", + "10 | \n", + "9 | \n", + "11 | \n", + "4 | \n", + "14 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "4 | \n", + "91.3 | \n", + "28.6 | \n", + "0 | \n", + "0 | \n", + "367828 | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4000 | \n", + "4000 | \n", + "4000 | \n", + "36 months | \n", + "23.40% | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59 | \n", + "NaN | \n", + "15 | \n", + "0 | \n", + "5199 | \n", + "19.2% | \n", + "20 | \n", + "w | \n", + "3423.38 | \n", + "3423.38 | \n", + "1081.96 | \n", + "1081.96 | \n", + "576.62 | \n", + "505.34 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "Jul-2019 | \n", + "155.68 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "0 | \n", + "NaN | \n", + "1 | \n", + "Individual | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "66926 | \n", + "5 | \n", + "4 | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "61727 | \n", + "86 | \n", + "6 | \n", + "11 | \n", + "1353 | \n", + "68 | \n", + "27100 | \n", + "4 | \n", + "0 | \n", + "4 | \n", + "15 | \n", + "4462 | \n", + "20174 | \n", + "7.9 | \n", + "0 | \n", + "0 | \n", + "147 | \n", + "118 | \n", + "2 | \n", + "2 | \n", + "0 | \n", + "2 | \n", + "NaN | \n", + "0 | \n", + "NaN | \n", + "0 | \n", + "5 | \n", + "7 | \n", + "9 | \n", + "9 | \n", + "8 | \n", + "11 | \n", + "12 | \n", + "7 | \n", + "15 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "9 | \n", + "95 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "98655 | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "||
| 5000 | \n", + "5000 | \n", + "5000 | \n", + "36 months | \n", + "17.97% | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "8 | \n", + "0 | \n", + "4599 | \n", + "19.1% | \n", + "13 | \n", + "w | \n", + "4456.17 | \n", + "4456.17 | \n", + "895.96 | \n", + "895.96 | \n", + "543.83 | \n", + "352.13 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "Jun-2019 | \n", + "180.69 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "0 | \n", + "NaN | \n", + "1 | \n", + "Individual | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "110299 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "2 | \n", + "14 | \n", + "7150 | \n", + "72 | \n", + "0 | \n", + "2 | \n", + "0 | \n", + "35 | \n", + "24100 | \n", + "1 | \n", + "5 | \n", + "0 | \n", + "4 | \n", + "18383 | \n", + "13800 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "87 | \n", + "92 | \n", + "15 | \n", + "14 | \n", + "2 | \n", + "77 | \n", + "NaN | \n", + "14 | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "3 | \n", + "3 | \n", + "3 | \n", + "4 | \n", + "6 | \n", + "7 | \n", + "3 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "100 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "136927 | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "||
| 23000 | \n", + "23000 | \n", + "23000 | \n", + "60 months | \n", + "20.89% | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "5 | \n", + "0 | \n", + "976 | \n", + "13% | \n", + "10 | \n", + "w | \n", + "21353.16 | \n", + "21353.16 | \n", + "4307.45 | \n", + "4307.45 | \n", + "1646.84 | \n", + "2660.61 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "Jul-2019 | \n", + "620.81 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "1 | \n", + "NaN | \n", + "1 | \n", + "Individual | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "2693 | \n", + "976 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "36 | \n", + "0 | \n", + "NaN | \n", + "3 | \n", + "4 | \n", + "0 | \n", + "13 | \n", + "7500 | \n", + "2 | \n", + "2 | \n", + "4 | \n", + "4 | \n", + "195 | \n", + "3300 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "237 | \n", + "262 | \n", + "10 | \n", + "10 | \n", + "0 | \n", + "10 | \n", + "NaN | \n", + "9 | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "3 | \n", + "4 | \n", + "3 | \n", + "5 | \n", + "7 | \n", + "1 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "3 | \n", + "100 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "7500 | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| \n", + " | id | \n", + "member_id | \n", + "loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "url | \n", + "desc | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "mths_since_last_record | \n", + "open_acc | \n", + "pub_rec | \n", + "revol_bal | \n", + "revol_util | \n", + "total_acc | \n", + "initial_list_status | \n", + "out_prncp | \n", + "out_prncp_inv | \n", + "total_pymnt | \n", + "total_pymnt_inv | \n", + "... | \n", + "percent_bc_gt_75 | \n", + "pub_rec_bankruptcies | \n", + "tax_liens | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "NaN | \n", + "NaN | \n", + "10000.0 | \n", + "10000.0 | \n", + "10000.0 | \n", + "36 months | \n", + "10.33% | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2.0 | \n", + "Jan-1996 | \n", + "0.0 | \n", + "18.0 | \n", + "NaN | \n", + "14.0 | \n", + "0.0 | \n", + "9082.0 | \n", + "38% | \n", + "23.0 | \n", + "w | \n", + "8289.30 | \n", + "8289.30 | \n", + "2261.00 | \n", + "2261.00 | \n", + "... | \n", + "28.6 | \n", + "0.0 | \n", + "0.0 | \n", + "367828.0 | \n", + "61364.0 | \n", + "20900.0 | \n", + "54912.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "NaN | \n", + "NaN | \n", + "4000.0 | \n", + "4000.0 | \n", + "4000.0 | \n", + "36 months | \n", + "23.40% | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0.0 | \n", + "Sep-2006 | \n", + "4.0 | \n", + "59.0 | \n", + "NaN | \n", + "15.0 | \n", + "0.0 | \n", + "5199.0 | \n", + "19.2% | \n", + "20.0 | \n", + "w | \n", + "3423.38 | \n", + "3423.38 | \n", + "1081.96 | \n", + "1081.96 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "98655.0 | \n", + "66926.0 | \n", + "21900.0 | \n", + "71555.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "NaN | \n", + "NaN | \n", + "5000.0 | \n", + "5000.0 | \n", + "5000.0 | \n", + "36 months | \n", + "17.97% | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0.0 | \n", + "Apr-2011 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "8.0 | \n", + "0.0 | \n", + "4599.0 | \n", + "19.1% | \n", + "13.0 | \n", + "w | \n", + "4456.17 | \n", + "4456.17 | \n", + "895.96 | \n", + "895.96 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "136927.0 | \n", + "11749.0 | \n", + "13800.0 | \n", + "10000.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "NaN | \n", + "NaN | \n", + "23000.0 | \n", + "23000.0 | \n", + "23000.0 | \n", + "60 months | \n", + "20.89% | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0.0 | \n", + "Feb-1997 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "5.0 | \n", + "0.0 | \n", + "976.0 | \n", + "13% | \n", + "10.0 | \n", + "w | \n", + "21353.16 | \n", + "21353.16 | \n", + "4307.45 | \n", + "4307.45 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "7500.0 | \n", + "976.0 | \n", + "3300.0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "NaN | \n", + "NaN | \n", + "8000.0 | \n", + "8000.0 | \n", + "8000.0 | \n", + "36 months | \n", + "23.40% | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0.0 | \n", + "Jan-1995 | \n", + "0.0 | \n", + "NaN | \n", + "107.0 | \n", + "8.0 | \n", + "1.0 | \n", + "9019.0 | \n", + "81.3% | \n", + "16.0 | \n", + "w | \n", + "6846.83 | \n", + "6846.83 | \n", + "2163.85 | \n", + "2163.85 | \n", + "... | \n", + "100.0 | \n", + "1.0 | \n", + "0.0 | \n", + "199744.0 | \n", + "31078.0 | \n", + "2300.0 | \n", + "32206.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 144 columns
\n", + "| \n", + " | id | \n", + "member_id | \n", + "loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "url | \n", + "desc | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "mths_since_last_record | \n", + "open_acc | \n", + "pub_rec | \n", + "revol_bal | \n", + "revol_util | \n", + "total_acc | \n", + "initial_list_status | \n", + "out_prncp | \n", + "out_prncp_inv | \n", + "total_pymnt | \n", + "total_pymnt_inv | \n", + "... | \n", + "percent_bc_gt_75 | \n", + "pub_rec_bankruptcies | \n", + "tax_liens | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 128409 | \n", + "NaN | \n", + "NaN | \n", + "5000.0 | \n", + "5000.0 | \n", + "5000.0 | \n", + "36 months | \n", + "13.56% | \n", + "169.83 | \n", + "C | \n", + "C1 | \n", + "Payoff Clerk | \n", + "10+ years | \n", + "MORTGAGE | \n", + "35360.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "381xx | \n", + "TN | \n", + "11.30 | \n", + "1.0 | \n", + "Jun-2006 | \n", + "0.0 | \n", + "21.0 | \n", + "NaN | \n", + "9.0 | \n", + "0.0 | \n", + "2597.0 | \n", + "27.3% | \n", + "15.0 | \n", + "f | \n", + "3807.30 | \n", + "3807.30 | \n", + "1694.53 | \n", + "1694.53 | \n", + "... | \n", + "50.0 | \n", + "0.0 | \n", + "0.0 | \n", + "93908.0 | \n", + "4976.0 | \n", + "3000.0 | \n", + "6028.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128410 | \n", + "NaN | \n", + "NaN | \n", + "10000.0 | \n", + "10000.0 | \n", + "9750.0 | \n", + "36 months | \n", + "11.06% | \n", + "327.68 | \n", + "B | \n", + "B3 | \n", + "NaN | \n", + "NaN | \n", + "RENT | \n", + "44400.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "980xx | \n", + "WA | \n", + "11.78 | \n", + "0.0 | \n", + "Oct-2008 | \n", + "2.0 | \n", + "40.0 | \n", + "NaN | \n", + "15.0 | \n", + "0.0 | \n", + "6269.0 | \n", + "13.1% | \n", + "25.0 | \n", + "f | \n", + "7544.75 | \n", + "7356.13 | \n", + "3261.44 | \n", + "3179.90 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "57871.0 | \n", + "16440.0 | \n", + "20500.0 | \n", + "10171.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128411 | \n", + "NaN | \n", + "NaN | \n", + "10000.0 | \n", + "10000.0 | \n", + "10000.0 | \n", + "36 months | \n", + "16.91% | \n", + "356.08 | \n", + "C | \n", + "C5 | \n", + "Key Accounts Manager | \n", + "2 years | \n", + "RENT | \n", + "80000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "other | \n", + "Other | \n", + "021xx | \n", + "MA | \n", + "17.72 | \n", + "1.0 | \n", + "Sep-2006 | \n", + "0.0 | \n", + "14.0 | \n", + "NaN | \n", + "17.0 | \n", + "0.0 | \n", + "1942.0 | \n", + "30.8% | \n", + "31.0 | \n", + "w | \n", + "7706.67 | \n", + "7706.67 | \n", + "3551.41 | \n", + "3551.41 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "73669.0 | \n", + "59194.0 | \n", + "4000.0 | \n", + "67369.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128412 | \n", + "Total amount funded in policy code 1: 2050909275 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128413 | \n", + "Total amount funded in policy code 2: 820109297 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 144 columns
\n", + "| \n", + " | id | \n", + "member_id | \n", + "loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "url | \n", + "desc | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "mths_since_last_record | \n", + "open_acc | \n", + "pub_rec | \n", + "revol_bal | \n", + "revol_util | \n", + "total_acc | \n", + "initial_list_status | \n", + "out_prncp | \n", + "out_prncp_inv | \n", + "total_pymnt | \n", + "total_pymnt_inv | \n", + "... | \n", + "percent_bc_gt_75 | \n", + "pub_rec_bankruptcies | \n", + "tax_liens | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "NaN | \n", + "NaN | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "10.33% | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "NaN | \n", + "14 | \n", + "0 | \n", + "9082 | \n", + "38% | \n", + "23 | \n", + "w | \n", + "8289.30 | \n", + "8289.30 | \n", + "2261.00 | \n", + "2261.00 | \n", + "... | \n", + "28.6 | \n", + "0 | \n", + "0 | \n", + "367828 | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "NaN | \n", + "NaN | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 months | \n", + "23.40% | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "NaN | \n", + "15 | \n", + "0 | \n", + "5199 | \n", + "19.2% | \n", + "20 | \n", + "w | \n", + "3423.38 | \n", + "3423.38 | \n", + "1081.96 | \n", + "1081.96 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "0 | \n", + "98655 | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "NaN | \n", + "NaN | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "17.97% | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "8 | \n", + "0 | \n", + "4599 | \n", + "19.1% | \n", + "13 | \n", + "w | \n", + "4456.17 | \n", + "4456.17 | \n", + "895.96 | \n", + "895.96 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "0 | \n", + "136927 | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "NaN | \n", + "NaN | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 months | \n", + "20.89% | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "5 | \n", + "0 | \n", + "976 | \n", + "13% | \n", + "10 | \n", + "w | \n", + "21353.16 | \n", + "21353.16 | \n", + "4307.45 | \n", + "4307.45 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "0 | \n", + "7500 | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "NaN | \n", + "NaN | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 months | \n", + "23.40% | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "107.0 | \n", + "8 | \n", + "1 | \n", + "9019 | \n", + "81.3% | \n", + "16 | \n", + "w | \n", + "6846.83 | \n", + "6846.83 | \n", + "2163.85 | \n", + "2163.85 | \n", + "... | \n", + "100.0 | \n", + "1 | \n", + "0 | \n", + "199744 | \n", + "31078 | \n", + "2300 | \n", + "32206 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 144 columns
\n", + "| \n", + " | id | \n", + "member_id | \n", + "loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "url | \n", + "desc | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "mths_since_last_record | \n", + "open_acc | \n", + "pub_rec | \n", + "revol_bal | \n", + "revol_util | \n", + "total_acc | \n", + "initial_list_status | \n", + "out_prncp | \n", + "out_prncp_inv | \n", + "total_pymnt | \n", + "total_pymnt_inv | \n", + "... | \n", + "percent_bc_gt_75 | \n", + "pub_rec_bankruptcies | \n", + "tax_liens | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 128407 | \n", + "NaN | \n", + "NaN | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "36 months | \n", + "15.02% | \n", + "797.53 | \n", + "C | \n", + "C3 | \n", + "Tax Consultant | \n", + "10+ years | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Charged Off | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "352xx | \n", + "AL | \n", + "20.95 | \n", + "1 | \n", + "Aug-1985 | \n", + "2 | \n", + "22.0 | \n", + "NaN | \n", + "12 | \n", + "0 | \n", + "22465 | \n", + "43.6% | \n", + "28 | \n", + "w | \n", + "0.00 | \n", + "0.00 | \n", + "1547.08 | \n", + "1547.08 | \n", + "... | \n", + "14.3 | \n", + "0 | \n", + "0 | \n", + "296500 | \n", + "40614 | \n", + "47100 | \n", + "21000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128408 | \n", + "NaN | \n", + "NaN | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "15.02% | \n", + "346.76 | \n", + "C | \n", + "C3 | \n", + "security guard | \n", + "5 years | \n", + "MORTGAGE | \n", + "38000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "443xx | \n", + "OH | \n", + "13.16 | \n", + "3 | \n", + "Jul-1982 | \n", + "0 | \n", + "6.0 | \n", + "NaN | \n", + "11 | \n", + "0 | \n", + "5634 | \n", + "37.1% | \n", + "16 | \n", + "w | \n", + "7655.00 | \n", + "7655.00 | \n", + "3459.26 | \n", + "3459.26 | \n", + "... | \n", + "40.0 | \n", + "0 | \n", + "0 | \n", + "91403 | \n", + "9323 | \n", + "9100 | \n", + "2000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128409 | \n", + "NaN | \n", + "NaN | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "13.56% | \n", + "169.83 | \n", + "C | \n", + "C1 | \n", + "Payoff Clerk | \n", + "10+ years | \n", + "MORTGAGE | \n", + "35360.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "381xx | \n", + "TN | \n", + "11.30 | \n", + "1 | \n", + "Jun-2006 | \n", + "0 | \n", + "21.0 | \n", + "NaN | \n", + "9 | \n", + "0 | \n", + "2597 | \n", + "27.3% | \n", + "15 | \n", + "f | \n", + "3807.30 | \n", + "3807.30 | \n", + "1694.53 | \n", + "1694.53 | \n", + "... | \n", + "50.0 | \n", + "0 | \n", + "0 | \n", + "93908 | \n", + "4976 | \n", + "3000 | \n", + "6028 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128410 | \n", + "NaN | \n", + "NaN | \n", + "10000 | \n", + "10000 | \n", + "9750.0 | \n", + "36 months | \n", + "11.06% | \n", + "327.68 | \n", + "B | \n", + "B3 | \n", + "NaN | \n", + "NaN | \n", + "RENT | \n", + "44400.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "980xx | \n", + "WA | \n", + "11.78 | \n", + "0 | \n", + "Oct-2008 | \n", + "2 | \n", + "40.0 | \n", + "NaN | \n", + "15 | \n", + "0 | \n", + "6269 | \n", + "13.1% | \n", + "25 | \n", + "f | \n", + "7544.75 | \n", + "7356.13 | \n", + "3261.44 | \n", + "3179.90 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "0 | \n", + "57871 | \n", + "16440 | \n", + "20500 | \n", + "10171 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128411 | \n", + "NaN | \n", + "NaN | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "16.91% | \n", + "356.08 | \n", + "C | \n", + "C5 | \n", + "Key Accounts Manager | \n", + "2 years | \n", + "RENT | \n", + "80000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "NaN | \n", + "NaN | \n", + "other | \n", + "Other | \n", + "021xx | \n", + "MA | \n", + "17.72 | \n", + "1 | \n", + "Sep-2006 | \n", + "0 | \n", + "14.0 | \n", + "NaN | \n", + "17 | \n", + "0 | \n", + "1942 | \n", + "30.8% | \n", + "31 | \n", + "w | \n", + "7706.67 | \n", + "7706.67 | \n", + "3551.41 | \n", + "3551.41 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "0 | \n", + "73669 | \n", + "59194 | \n", + "4000 | \n", + "67369 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 144 columns
\n", + "| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "... | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "10.33% | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 months | \n", + "23.40% | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "17.97% | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 months | \n", + "20.89% | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 months | \n", + "23.40% | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 5 | \n", + "32075 | \n", + "32075 | \n", + "32075.0 | \n", + "60 months | \n", + "11.80% | \n", + "710.26 | \n", + "B | \n", + "B4 | \n", + "Nursing Supervisor | \n", + "10+ years | \n", + "MORTGAGE | \n", + "150000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "231xx | \n", + "VA | \n", + "22.21 | \n", + "0 | \n", + "Aug-2005 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 6 | \n", + "9600 | \n", + "9600 | \n", + "9600.0 | \n", + "36 months | \n", + "12.98% | \n", + "323.37 | \n", + "B | \n", + "B5 | \n", + "NaN | \n", + "NaN | \n", + "MORTGAGE | \n", + "35704.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "home_improvement | \n", + "Home improvement | \n", + "401xx | \n", + "KY | \n", + "0.84 | \n", + "0 | \n", + "Nov-2003 | \n", + "0 | \n", + "69.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 7 | \n", + "30000 | \n", + "30000 | \n", + "30000.0 | \n", + "60 months | \n", + "18.94% | \n", + "777.23 | \n", + "D | \n", + "D2 | \n", + "Postmaster | \n", + "10+ years | \n", + "MORTGAGE | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "713xx | \n", + "LA | \n", + "26.52 | \n", + "0 | \n", + "Jun-1987 | \n", + "0 | \n", + "71.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 8 | \n", + "2500 | \n", + "2500 | \n", + "2500.0 | \n", + "36 months | \n", + "13.56% | \n", + "84.92 | \n", + "C | \n", + "C1 | \n", + "Chef | \n", + "10+ years | \n", + "RENT | \n", + "55000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "109xx | \n", + "NY | \n", + "18.24 | \n", + "0 | \n", + "Apr-2001 | \n", + "1 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 9 | \n", + "12000 | \n", + "12000 | \n", + "12000.0 | \n", + "60 months | \n", + "13.56% | \n", + "276.49 | \n", + "C | \n", + "C1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "40000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "180xx | \n", + "PA | \n", + "19.23 | \n", + "0 | \n", + "Aug-2005 | \n", + "2 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 10 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "60 months | \n", + "19.92% | \n", + "264.50 | \n", + "D | \n", + "D3 | \n", + "Material Handler | \n", + "10+ years | \n", + "MORTGAGE | \n", + "80000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "648xx | \n", + "MO | \n", + "20.67 | \n", + "0 | \n", + "Apr-2005 | \n", + "0 | \n", + "37.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 11 | \n", + "16000 | \n", + "16000 | \n", + "16000.0 | \n", + "60 months | \n", + "17.97% | \n", + "406.04 | \n", + "D | \n", + "D1 | \n", + "Instructional Coordinator | \n", + "5 years | \n", + "MORTGAGE | \n", + "51000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "284xx | \n", + "NC | \n", + "21.91 | \n", + "0 | \n", + "Oct-2005 | \n", + "1 | \n", + "52.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 12 | \n", + "16000 | \n", + "16000 | \n", + "16000.0 | \n", + "60 months | \n", + "26.31% | \n", + "481.99 | \n", + "E | \n", + "E4 | \n", + "Financial Relationship Associate | \n", + "< 1 year | \n", + "RENT | \n", + "33000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "290xx | \n", + "SC | \n", + "33.62 | \n", + "0 | \n", + "Sep-2010 | \n", + "1 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 13 | \n", + "15000 | \n", + "15000 | \n", + "14975.0 | \n", + "60 months | \n", + "14.47% | \n", + "352.69 | \n", + "C | \n", + "C2 | \n", + "NaN | \n", + "NaN | \n", + "MORTGAGE | \n", + "30000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "756xx | \n", + "TX | \n", + "41.60 | \n", + "0 | \n", + "Oct-1999 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 14 | \n", + "13000 | \n", + "13000 | \n", + "13000.0 | \n", + "36 months | \n", + "23.40% | \n", + "505.95 | \n", + "E | \n", + "E1 | \n", + "Sale Representative | \n", + "2 years | \n", + "MORTGAGE | \n", + "90000.0 | \n", + "Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "191xx | \n", + "PA | \n", + "39.73 | \n", + "0 | \n", + "May-2007 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 15 | \n", + "9600 | \n", + "9600 | \n", + "9600.0 | \n", + "36 months | \n", + "23.40% | \n", + "373.62 | \n", + "E | \n", + "E1 | \n", + "driver coordinator | \n", + "9 years | \n", + "RENT | \n", + "65000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "265xx | \n", + "WV | \n", + "23.01 | \n", + "1 | \n", + "Sep-2003 | \n", + "0 | \n", + "16.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 16 | \n", + "3500 | \n", + "3500 | \n", + "3500.0 | \n", + "36 months | \n", + "20.89% | \n", + "131.67 | \n", + "D | \n", + "D4 | \n", + "gas attendant | \n", + "10+ years | \n", + "MORTGAGE | \n", + "40000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "car | \n", + "Car financing | \n", + "078xx | \n", + "NJ | \n", + "9.09 | \n", + "0 | \n", + "Oct-2004 | \n", + "1 | \n", + "24.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "46.0 | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 17 | \n", + "25000 | \n", + "25000 | \n", + "25000.0 | \n", + "60 months | \n", + "16.91% | \n", + "620.11 | \n", + "C | \n", + "C5 | \n", + "Processor | \n", + "10+ years | \n", + "MORTGAGE | \n", + "23878.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "453xx | \n", + "OH | \n", + "6.26 | \n", + "0 | \n", + "Oct-2010 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 18 | \n", + "16000 | \n", + "16000 | \n", + "16000.0 | \n", + "60 months | \n", + "20.89% | \n", + "431.87 | \n", + "D | \n", + "D4 | \n", + "Neonatal Nurse Practitioner | \n", + "4 years | \n", + "MORTGAGE | \n", + "120000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "720xx | \n", + "AR | \n", + "27.57 | \n", + "1 | \n", + "Jul-2005 | \n", + "0 | \n", + "8.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 19 | \n", + "13000 | \n", + "13000 | \n", + "13000.0 | \n", + "60 months | \n", + "14.47% | \n", + "305.67 | \n", + "C | \n", + "C2 | \n", + "Stationary Engineer | \n", + "10+ years | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "741xx | \n", + "OK | \n", + "26.16 | \n", + "0 | \n", + "Feb-2001 | \n", + "1 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 20 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "13.56% | \n", + "339.65 | \n", + "C | \n", + "C1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "65000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "937xx | \n", + "CA | \n", + "10.62 | \n", + "0 | \n", + "Dec-2004 | \n", + "1 | \n", + "30.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 21 | \n", + "13000 | \n", + "13000 | \n", + "13000.0 | \n", + "36 months | \n", + "14.47% | \n", + "447.29 | \n", + "C | \n", + "C2 | \n", + "Exhibits director | \n", + "10+ years | \n", + "MORTGAGE | \n", + "55000.0 | \n", + "Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "611xx | \n", + "IL | \n", + "10.58 | \n", + "0 | \n", + "Oct-2001 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 22 | \n", + "7000 | \n", + "7000 | \n", + "7000.0 | \n", + "36 months | \n", + "12.98% | \n", + "235.80 | \n", + "B | \n", + "B5 | \n", + "Worship Director | \n", + "4 years | \n", + "MORTGAGE | \n", + "102500.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "house | \n", + "Home buying | \n", + "436xx | \n", + "OH | \n", + "15.20 | \n", + "0 | \n", + "Dec-2002 | \n", + "0 | \n", + "38.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 23 | \n", + "3300 | \n", + "3300 | \n", + "3300.0 | \n", + "36 months | \n", + "23.40% | \n", + "128.44 | \n", + "E | \n", + "E1 | \n", + "Program Manager | \n", + "3 years | \n", + "RENT | \n", + "49700.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "vacation | \n", + "Vacation | \n", + "310xx | \n", + "GA | \n", + "14.32 | \n", + "0 | \n", + "Nov-2006 | \n", + "1 | \n", + "43.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 24 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "60 months | \n", + "11.80% | \n", + "442.88 | \n", + "B | \n", + "B4 | \n", + "NaN | \n", + "NaN | \n", + "MORTGAGE | \n", + "47590.0 | \n", + "Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "156xx | \n", + "PA | \n", + "9.53 | \n", + "0 | \n", + "Sep-1999 | \n", + "0 | \n", + "62.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 128387 | \n", + "6000 | \n", + "6000 | \n", + "6000.0 | \n", + "36 months | \n", + "11.55% | \n", + "198.00 | \n", + "B | \n", + "B4 | \n", + "ENGINEER | \n", + "2 years | \n", + "RENT | \n", + "90000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "076xx | \n", + "NJ | \n", + "1.64 | \n", + "0 | \n", + "Sep-2010 | \n", + "1 | \n", + "53.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128388 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "36 months | \n", + "8.46% | \n", + "630.99 | \n", + "A | \n", + "A5 | \n", + "Welder/Blacksmith | \n", + "10+ years | \n", + "MORTGAGE | \n", + "97000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "604xx | \n", + "IL | \n", + "15.59 | \n", + "0 | \n", + "Jul-1999 | \n", + "1 | \n", + "64.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128389 | \n", + "6000 | \n", + "6000 | \n", + "5750.0 | \n", + "36 months | \n", + "11.55% | \n", + "198.00 | \n", + "B | \n", + "B4 | \n", + "RN Supervisor | \n", + "6 years | \n", + "RENT | \n", + "70000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Charged Off | \n", + "n | \n", + "medical | \n", + "Medical expenses | \n", + "912xx | \n", + "CA | \n", + "11.52 | \n", + "4 | \n", + "Dec-1993 | \n", + "0 | \n", + "17.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128390 | \n", + "24000 | \n", + "24000 | \n", + "24000.0 | \n", + "36 months | \n", + "19.92% | \n", + "890.95 | \n", + "D | \n", + "D3 | \n", + "Corrections officer | \n", + "10+ years | \n", + "RENT | \n", + "34000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "344xx | \n", + "FL | \n", + "74.09 | \n", + "0 | \n", + "Jun-2006 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "0.0 | \n", + "1.0 | \n", + "75.0 | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128391 | \n", + "35000 | \n", + "35000 | \n", + "34975.0 | \n", + "36 months | \n", + "6.67% | \n", + "1075.43 | \n", + "A | \n", + "A2 | \n", + "NaN | \n", + "NaN | \n", + "MORTGAGE | \n", + "85000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "301xx | \n", + "GA | \n", + "22.15 | \n", + "0 | \n", + "Apr-1997 | \n", + "2 | \n", + "54.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128392 | \n", + "6500 | \n", + "6500 | \n", + "6500.0 | \n", + "36 months | \n", + "26.31% | \n", + "262.97 | \n", + "E | \n", + "E4 | \n", + "Merchandise Team Captain | \n", + "10+ years | \n", + "MORTGAGE | \n", + "35000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "home_improvement | \n", + "Home improvement | \n", + "328xx | \n", + "FL | \n", + "39.51 | \n", + "0 | \n", + "Mar-2004 | \n", + "0 | \n", + "70.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128393 | \n", + "6500 | \n", + "6500 | \n", + "6500.0 | \n", + "36 months | \n", + "16.91% | \n", + "231.46 | \n", + "C | \n", + "C5 | \n", + "Senior Accountant, Fixed Assets Acctg | \n", + "7 years | \n", + "RENT | \n", + "74160.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "600xx | \n", + "IL | \n", + "27.79 | \n", + "0 | \n", + "Jun-2006 | \n", + "0 | \n", + "38.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "58.0 | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128394 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "6.11% | \n", + "152.36 | \n", + "A | \n", + "A1 | \n", + "Implementation Manager | \n", + "9 years | \n", + "MORTGAGE | \n", + "82000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "750xx | \n", + "TX | \n", + "1.35 | \n", + "0 | \n", + "Feb-2005 | \n", + "0 | \n", + "33.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "13.0 | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128395 | \n", + "22000 | \n", + "22000 | \n", + "22000.0 | \n", + "36 months | \n", + "11.55% | \n", + "726.00 | \n", + "B | \n", + "B4 | \n", + "Sr. application analyst | \n", + "10+ years | \n", + "MORTGAGE | \n", + "72000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "481xx | \n", + "MI | \n", + "46.98 | \n", + "0 | \n", + "Jun-1999 | \n", + "0 | \n", + "26.0 | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128396 | \n", + "24000 | \n", + "24000 | \n", + "24000.0 | \n", + "60 months | \n", + "15.02% | \n", + "571.22 | \n", + "C | \n", + "C3 | \n", + "Instructional Technology Specialist | \n", + "10+ years | \n", + "MORTGAGE | \n", + "60000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "750xx | \n", + "TX | \n", + "9.72 | \n", + "0 | \n", + "Apr-1999 | \n", + "1 | \n", + "43.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128397 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "60 months | \n", + "15.02% | \n", + "476.01 | \n", + "C | \n", + "C3 | \n", + "Technical Supvervisor | \n", + "10+ years | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Fully Paid | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "786xx | \n", + "TX | \n", + "24.82 | \n", + "0 | \n", + "Apr-1991 | \n", + "2 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128398 | \n", + "12000 | \n", + "12000 | \n", + "12000.0 | \n", + "60 months | \n", + "18.94% | \n", + "310.90 | \n", + "D | \n", + "D2 | \n", + "Senior Business Account Executive | \n", + "6 years | \n", + "RENT | \n", + "128000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "937xx | \n", + "CA | \n", + "13.32 | \n", + "0 | \n", + "Nov-2007 | \n", + "1 | \n", + "46.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128399 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "15.02% | \n", + "173.38 | \n", + "C | \n", + "C3 | \n", + "Tech | \n", + "10+ years | \n", + "MORTGAGE | \n", + "35000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "324xx | \n", + "FL | \n", + "31.76 | \n", + "2 | \n", + "Jun-2003 | \n", + "0 | \n", + "15.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128400 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "60 months | \n", + "15.02% | \n", + "476.01 | \n", + "C | \n", + "C3 | \n", + "production supervisor | \n", + "10+ years | \n", + "MORTGAGE | \n", + "80000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "117xx | \n", + "NY | \n", + "16.94 | \n", + "0 | \n", + "Oct-2005 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128401 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "36 months | \n", + "11.55% | \n", + "660.00 | \n", + "B | \n", + "B4 | \n", + "secondary opps/lead coater | \n", + "10+ years | \n", + "OWN | \n", + "45000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "home_improvement | \n", + "Home improvement | \n", + "015xx | \n", + "MA | \n", + "22.13 | \n", + "0 | \n", + "Dec-2003 | \n", + "0 | \n", + "41.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128402 | \n", + "17500 | \n", + "17500 | \n", + "17500.0 | \n", + "60 months | \n", + "22.35% | \n", + "486.82 | \n", + "D | \n", + "D5 | \n", + "NaN | \n", + "NaN | \n", + "RENT | \n", + "25000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "640xx | \n", + "MO | \n", + "27.75 | \n", + "0 | \n", + "Oct-2001 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128403 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "16.14% | \n", + "176.14 | \n", + "C | \n", + "C4 | \n", + "NaN | \n", + "NaN | \n", + "OWN | \n", + "9200.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "365xx | \n", + "AL | \n", + "23.50 | \n", + "0 | \n", + "Apr-2015 | \n", + "1 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128404 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "16.14% | \n", + "176.14 | \n", + "C | \n", + "C4 | \n", + "Oncology Medical Assistant | \n", + "3 years | \n", + "MORTGAGE | \n", + "46400.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "338xx | \n", + "FL | \n", + "16.85 | \n", + "0 | \n", + "Nov-2003 | \n", + "0 | \n", + "29.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128405 | \n", + "22000 | \n", + "22000 | \n", + "22000.0 | \n", + "60 months | \n", + "7.84% | \n", + "444.40 | \n", + "A | \n", + "A4 | \n", + "Owner | \n", + "10+ years | \n", + "MORTGAGE | \n", + "55000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "982xx | \n", + "WA | \n", + "2.18 | \n", + "0 | \n", + "Apr-1987 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128406 | \n", + "5600 | \n", + "5600 | \n", + "5600.0 | \n", + "36 months | \n", + "13.56% | \n", + "190.21 | \n", + "C | \n", + "C1 | \n", + "NaN | \n", + "NaN | \n", + "RENT | \n", + "15600.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "836xx | \n", + "ID | \n", + "15.31 | \n", + "0 | \n", + "Aug-2012 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128407 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "36 months | \n", + "15.02% | \n", + "797.53 | \n", + "C | \n", + "C3 | \n", + "Tax Consultant | \n", + "10+ years | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Charged Off | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "352xx | \n", + "AL | \n", + "20.95 | \n", + "1 | \n", + "Aug-1985 | \n", + "2 | \n", + "22.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128408 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "15.02% | \n", + "346.76 | \n", + "C | \n", + "C3 | \n", + "security guard | \n", + "5 years | \n", + "MORTGAGE | \n", + "38000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "443xx | \n", + "OH | \n", + "13.16 | \n", + "3 | \n", + "Jul-1982 | \n", + "0 | \n", + "6.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128409 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "13.56% | \n", + "169.83 | \n", + "C | \n", + "C1 | \n", + "Payoff Clerk | \n", + "10+ years | \n", + "MORTGAGE | \n", + "35360.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "381xx | \n", + "TN | \n", + "11.30 | \n", + "1 | \n", + "Jun-2006 | \n", + "0 | \n", + "21.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128410 | \n", + "10000 | \n", + "10000 | \n", + "9750.0 | \n", + "36 months | \n", + "11.06% | \n", + "327.68 | \n", + "B | \n", + "B3 | \n", + "NaN | \n", + "NaN | \n", + "RENT | \n", + "44400.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "980xx | \n", + "WA | \n", + "11.78 | \n", + "0 | \n", + "Oct-2008 | \n", + "2 | \n", + "40.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 128411 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "16.91% | \n", + "356.08 | \n", + "C | \n", + "C5 | \n", + "Key Accounts Manager | \n", + "2 years | \n", + "RENT | \n", + "80000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "021xx | \n", + "MA | \n", + "17.72 | \n", + "1 | \n", + "Sep-2006 | \n", + "0 | \n", + "14.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
128412 rows × 140 columns
\n", + "| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "... | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "hardship_flag | \n", + "hardship_type | \n", + "hardship_reason | \n", + "hardship_status | \n", + "deferral_term | \n", + "hardship_amount | \n", + "hardship_start_date | \n", + "hardship_end_date | \n", + "payment_plan_start_date | \n", + "hardship_length | \n", + "hardship_dpd | \n", + "hardship_loan_status | \n", + "orig_projected_additional_accrued_interest | \n", + "hardship_payoff_balance_amount | \n", + "hardship_last_payment_amount | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "10.33% | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 months | \n", + "23.40% | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "17.97% | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 months | \n", + "20.89% | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 months | \n", + "23.40% | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 140 columns
\n", + "| \n", + " | term | \n", + "int_rate | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "earliest_cr_line | \n", + "revol_util | \n", + "initial_list_status | \n", + "last_pymnt_d | \n", + "next_pymnt_d | \n", + "last_credit_pull_d | \n", + "application_type | \n", + "verification_status_joint | \n", + "sec_app_earliest_cr_line | \n", + "payment_plan_start_date | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "107465 | \n", + "116708 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128256 | \n", + "128412 | \n", + "128253 | \n", + "112289 | \n", + "128411 | \n", + "128412 | \n", + "14848 | \n", + "16782 | \n", + "27 | \n", + "128412 | \n", + "111 | \n", + "111 | \n", + "111 | \n", + "
| unique | \n", + "2 | \n", + "46 | \n", + "7 | \n", + "35 | \n", + "43892 | \n", + "11 | \n", + "4 | \n", + "3 | \n", + "3 | \n", + "7 | \n", + "2 | \n", + "12 | \n", + "12 | \n", + "880 | \n", + "50 | \n", + "644 | \n", + "1074 | \n", + "2 | \n", + "12 | \n", + "3 | \n", + "12 | \n", + "2 | \n", + "3 | \n", + "573 | \n", + "3 | \n", + "2 | \n", + "6 | \n", + "3 | \n", + "7 | \n", + "
| top | \n", + "36 months | \n", + "13.56% | \n", + "A | \n", + "A4 | \n", + "Teacher | \n", + "10+ years | \n", + "MORTGAGE | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "112xx | \n", + "CA | \n", + "Aug-2006 | \n", + "0% | \n", + "w | \n", + "Aug-2019 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "Individual | \n", + "Not Verified | \n", + "Aug-2006 | \n", + "Aug-2019 | \n", + "N | \n", + "Aug-2019 | \n", + "ACTIVE | \n", + "Jul-2019 | \n", + "
| freq | \n", + "88179 | \n", + "6974 | \n", + "38011 | \n", + "9770 | \n", + "2090 | \n", + "38826 | \n", + "63490 | \n", + "58350 | \n", + "46305 | \n", + "108584 | \n", + "128398 | \n", + "70603 | \n", + "70603 | \n", + "1370 | \n", + "17879 | \n", + "1130 | \n", + "1132 | \n", + "114498 | \n", + "105424 | \n", + "112228 | \n", + "117910 | \n", + "111630 | \n", + "6360 | \n", + "155 | \n", + "15 | \n", + "128301 | \n", + "48 | \n", + "99 | \n", + "43 | \n", + "
| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "... | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "deferral_term | \n", + "payment_plan_start_date | \n", + "orig_projected_additional_accrued_interest | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 months | \n", + "10.33 | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "... | \n", + "367828 | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 months | \n", + "23.40 | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "... | \n", + "98655 | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 months | \n", + "17.97 | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "136927 | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 months | \n", + "20.89 | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "7500 | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 months | \n", + "23.40 | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "199744 | \n", + "31078 | \n", + "2300 | \n", + "32206 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 128 columns
\n", + "| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "... | \n", + "tot_hi_cred_lim | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "deferral_term | \n", + "payment_plan_start_date | \n", + "orig_projected_additional_accrued_interest | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 | \n", + "10.33 | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "NaN | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "... | \n", + "367828 | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 | \n", + "23.40 | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "Security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "... | \n", + "98655 | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 | \n", + "17.97 | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "Administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "136927 | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 | \n", + "20.89 | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "Operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "7500 | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 | \n", + "23.40 | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "Manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "199744 | \n", + "31078 | \n", + "2300 | \n", + "32206 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
5 rows × 128 columns
\n", + "| \n", + " | grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "earliest_cr_line | \n", + "revol_util | \n", + "initial_list_status | \n", + "last_pymnt_d | \n", + "next_pymnt_d | \n", + "last_credit_pull_d | \n", + "application_type | \n", + "verification_status_joint | \n", + "sec_app_earliest_cr_line | \n", + "payment_plan_start_date | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "128412 | \n", + "128412 | \n", + "107465 | \n", + "116708 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128412 | \n", + "128256 | \n", + "128412 | \n", + "128253 | \n", + "112289 | \n", + "128411 | \n", + "128412 | \n", + "14848 | \n", + "16782 | \n", + "27 | \n", + "128412 | \n", + "111 | \n", + "111 | \n", + "111 | \n", + "
| unique | \n", + "7 | \n", + "35 | \n", + "43892 | \n", + "11 | \n", + "4 | \n", + "3 | \n", + "3 | \n", + "7 | \n", + "2 | \n", + "12 | \n", + "12 | \n", + "880 | \n", + "50 | \n", + "644 | \n", + "1074 | \n", + "2 | \n", + "12 | \n", + "3 | \n", + "12 | \n", + "2 | \n", + "3 | \n", + "573 | \n", + "3 | \n", + "2 | \n", + "6 | \n", + "3 | \n", + "7 | \n", + "
| top | \n", + "A | \n", + "A4 | \n", + "Teacher | \n", + "10+ years | \n", + "MORTGAGE | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "112xx | \n", + "CA | \n", + "Aug-2006 | \n", + "0% | \n", + "w | \n", + "Aug-2019 | \n", + "Sep-2019 | \n", + "Aug-2019 | \n", + "Individual | \n", + "Not Verified | \n", + "Aug-2006 | \n", + "Aug-2019 | \n", + "N | \n", + "Aug-2019 | \n", + "ACTIVE | \n", + "Jul-2019 | \n", + "
| freq | \n", + "38011 | \n", + "9770 | \n", + "2090 | \n", + "38826 | \n", + "63490 | \n", + "58350 | \n", + "46305 | \n", + "108584 | \n", + "128398 | \n", + "70603 | \n", + "70603 | \n", + "1370 | \n", + "17879 | \n", + "1130 | \n", + "1132 | \n", + "114498 | \n", + "105424 | \n", + "112228 | \n", + "117910 | \n", + "111630 | \n", + "6360 | \n", + "155 | \n", + "15 | \n", + "128301 | \n", + "48 | \n", + "99 | \n", + "43 | \n", + "
| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "... | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "deferral_term | \n", + "payment_plan_start_date | \n", + "orig_projected_additional_accrued_interest | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "loan_status_is_great | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "36 | \n", + "10.33 | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "unknown | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "... | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "36 | \n", + "23.40 | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "... | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "36 | \n", + "17.97 | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "60 | \n", + "20.89 | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "36 | \n", + "23.40 | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "31078 | \n", + "2300 | \n", + "32206 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
5 rows × 129 columns
\n", + "| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "mths_since_last_delinq | \n", + "... | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "deferral_term | \n", + "payment_plan_start_date | \n", + "orig_projected_additional_accrued_interest | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "loan_status_is_great | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "1 | \n", + "10.33 | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "unknown | \n", + "< 1 year | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "18.0 | \n", + "... | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "1 | \n", + "23.40 | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "security | \n", + "3 years | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "59.0 | \n", + "... | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "1 | \n", + "17.97 | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "administrative | \n", + "6 years | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "1 | \n", + "20.89 | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "operator | \n", + "5 years | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "1 | \n", + "23.40 | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "manager | \n", + "10+ years | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "NaN | \n", + "... | \n", + "31078 | \n", + "2300 | \n", + "32206 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
5 rows × 129 columns
\n", + "| \n", + " | loan_amnt | \n", + "funded_amnt | \n", + "funded_amnt_inv | \n", + "term | \n", + "int_rate | \n", + "installment | \n", + "grade | \n", + "sub_grade | \n", + "emp_title | \n", + "emp_length | \n", + "last_pymnt_d_month | \n", + "home_ownership | \n", + "annual_inc | \n", + "verification_status | \n", + "issue_d | \n", + "loan_status | \n", + "pymnt_plan | \n", + "purpose | \n", + "title | \n", + "zip_code | \n", + "addr_state | \n", + "dti | \n", + "delinq_2yrs | \n", + "earliest_cr_line | \n", + "inq_last_6mths | \n", + "... | \n", + "total_bal_ex_mort | \n", + "total_bc_limit | \n", + "total_il_high_credit_limit | \n", + "revol_bal_joint | \n", + "sec_app_earliest_cr_line | \n", + "sec_app_inq_last_6mths | \n", + "sec_app_mort_acc | \n", + "sec_app_open_acc | \n", + "sec_app_revol_util | \n", + "sec_app_open_act_il | \n", + "sec_app_num_rev_accts | \n", + "sec_app_chargeoff_within_12_mths | \n", + "sec_app_collections_12_mths_ex_med | \n", + "sec_app_mths_since_last_major_derog | \n", + "deferral_term | \n", + "payment_plan_start_date | \n", + "orig_projected_additional_accrued_interest | \n", + "debt_settlement_flag | \n", + "debt_settlement_flag_date | \n", + "settlement_status | \n", + "settlement_date | \n", + "settlement_amount | \n", + "settlement_percentage | \n", + "settlement_term | \n", + "loan_status_is_great | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "1 | \n", + "10.33 | \n", + "324.23 | \n", + "B | \n", + "B1 | \n", + "unknown | \n", + "< 1 year | \n", + "True | \n", + "MORTGAGE | \n", + "280000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "974xx | \n", + "OR | \n", + "6.15 | \n", + "2 | \n", + "Jan-1996 | \n", + "0 | \n", + "... | \n", + "61364 | \n", + "20900 | \n", + "54912 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 1 | \n", + "4000 | \n", + "4000 | \n", + "4000.0 | \n", + "1 | \n", + "23.40 | \n", + "155.68 | \n", + "E | \n", + "E1 | \n", + "security | \n", + "3 years | \n", + "True | \n", + "RENT | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "070xx | \n", + "NJ | \n", + "26.33 | \n", + "0 | \n", + "Sep-2006 | \n", + "4 | \n", + "... | \n", + "66926 | \n", + "21900 | \n", + "71555 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 2 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "1 | \n", + "17.97 | \n", + "180.69 | \n", + "D | \n", + "D1 | \n", + "administrative | \n", + "6 years | \n", + "True | \n", + "MORTGAGE | \n", + "59280.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "490xx | \n", + "MI | \n", + "10.51 | \n", + "0 | \n", + "Apr-2011 | \n", + "0 | \n", + "... | \n", + "11749 | \n", + "13800 | \n", + "10000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 3 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "1 | \n", + "20.89 | \n", + "620.81 | \n", + "D | \n", + "D4 | \n", + "operator | \n", + "5 years | \n", + "True | \n", + "RENT | \n", + "68107.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "672xx | \n", + "KS | \n", + "0.52 | \n", + "0 | \n", + "Feb-1997 | \n", + "0 | \n", + "... | \n", + "976 | \n", + "3300 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 4 | \n", + "8000 | \n", + "8000 | \n", + "8000.0 | \n", + "1 | \n", + "23.40 | \n", + "311.35 | \n", + "E | \n", + "E1 | \n", + "manager | \n", + "10+ years | \n", + "True | \n", + "OWN | \n", + "43000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "357xx | \n", + "AL | \n", + "33.24 | \n", + "0 | \n", + "Jan-1995 | \n", + "0 | \n", + "... | \n", + "31078 | \n", + "2300 | \n", + "32206 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 5 | \n", + "32075 | \n", + "32075 | \n", + "32075.0 | \n", + "1 | \n", + "11.80 | \n", + "710.26 | \n", + "B | \n", + "B4 | \n", + "nursing supervisor | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "150000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "231xx | \n", + "VA | \n", + "22.21 | \n", + "0 | \n", + "Aug-2005 | \n", + "0 | \n", + "... | \n", + "56635 | \n", + "20000 | \n", + "80125 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 6 | \n", + "9600 | \n", + "9600 | \n", + "9600.0 | \n", + "1 | \n", + "12.98 | \n", + "323.37 | \n", + "B | \n", + "B5 | \n", + "unknown | \n", + "NaN | \n", + "True | \n", + "MORTGAGE | \n", + "35704.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "home_improvement | \n", + "Home improvement | \n", + "401xx | \n", + "KY | \n", + "0.84 | \n", + "0 | \n", + "Nov-2003 | \n", + "0 | \n", + "... | \n", + "748 | \n", + "4200 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 7 | \n", + "30000 | \n", + "30000 | \n", + "30000.0 | \n", + "1 | \n", + "18.94 | \n", + "777.23 | \n", + "D | \n", + "D2 | \n", + "postmaster | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "90000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "713xx | \n", + "LA | \n", + "26.52 | \n", + "0 | \n", + "Jun-1987 | \n", + "0 | \n", + "... | \n", + "99468 | \n", + "15000 | \n", + "94072 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 8 | \n", + "2500 | \n", + "2500 | \n", + "2500.0 | \n", + "1 | \n", + "13.56 | \n", + "84.92 | \n", + "C | \n", + "C1 | \n", + "chef | \n", + "10+ years | \n", + "True | \n", + "RENT | \n", + "55000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "109xx | \n", + "NY | \n", + "18.24 | \n", + "0 | \n", + "Apr-2001 | \n", + "1 | \n", + "... | \n", + "16901 | \n", + "36500 | \n", + "18124 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 9 | \n", + "12000 | \n", + "12000 | \n", + "12000.0 | \n", + "1 | \n", + "13.56 | \n", + "276.49 | \n", + "C | \n", + "C1 | \n", + "unknown | \n", + "< 1 year | \n", + "True | \n", + "MORTGAGE | \n", + "40000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "180xx | \n", + "PA | \n", + "19.23 | \n", + "0 | \n", + "Aug-2005 | \n", + "2 | \n", + "... | \n", + "32462 | \n", + "36800 | \n", + "9000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 10 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "1 | \n", + "19.92 | \n", + "264.50 | \n", + "D | \n", + "D3 | \n", + "material handler | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "80000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "648xx | \n", + "MO | \n", + "20.67 | \n", + "0 | \n", + "Apr-2005 | \n", + "0 | \n", + "... | \n", + "37606 | \n", + "8000 | \n", + "55030 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 11 | \n", + "16000 | \n", + "16000 | \n", + "16000.0 | \n", + "1 | \n", + "17.97 | \n", + "406.04 | \n", + "D | \n", + "D1 | \n", + "instructional coordinator | \n", + "5 years | \n", + "True | \n", + "MORTGAGE | \n", + "51000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "284xx | \n", + "NC | \n", + "21.91 | \n", + "0 | \n", + "Oct-2005 | \n", + "1 | \n", + "... | \n", + "39339 | \n", + "29500 | \n", + "38424 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 12 | \n", + "16000 | \n", + "16000 | \n", + "16000.0 | \n", + "1 | \n", + "26.31 | \n", + "481.99 | \n", + "E | \n", + "E4 | \n", + "financial relationship associate | \n", + "< 1 year | \n", + "True | \n", + "RENT | \n", + "33000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "290xx | \n", + "SC | \n", + "33.62 | \n", + "0 | \n", + "Sep-2010 | \n", + "1 | \n", + "... | \n", + "29869 | \n", + "13900 | \n", + "10809 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 13 | \n", + "15000 | \n", + "15000 | \n", + "14975.0 | \n", + "1 | \n", + "14.47 | \n", + "352.69 | \n", + "C | \n", + "C2 | \n", + "unknown | \n", + "NaN | \n", + "True | \n", + "MORTGAGE | \n", + "30000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "756xx | \n", + "TX | \n", + "41.60 | \n", + "0 | \n", + "Oct-1999 | \n", + "0 | \n", + "... | \n", + "24507 | \n", + "9900 | \n", + "14490 | \n", + "29704.0 | \n", + "Oct-1999 | \n", + "0.0 | \n", + "0.0 | \n", + "16.0 | \n", + "48.8 | \n", + "0.0 | \n", + "15.0 | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 14 | \n", + "13000 | \n", + "13000 | \n", + "13000.0 | \n", + "1 | \n", + "23.40 | \n", + "505.95 | \n", + "E | \n", + "E1 | \n", + "sale representative | \n", + "2 years | \n", + "True | \n", + "MORTGAGE | \n", + "90000.0 | \n", + "Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "191xx | \n", + "PA | \n", + "39.73 | \n", + "0 | \n", + "May-2007 | \n", + "0 | \n", + "... | \n", + "87876 | \n", + "58600 | \n", + "74676 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 15 | \n", + "9600 | \n", + "9600 | \n", + "9600.0 | \n", + "1 | \n", + "23.40 | \n", + "373.62 | \n", + "E | \n", + "E1 | \n", + "driver coordinator | \n", + "9 years | \n", + "True | \n", + "RENT | \n", + "65000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "265xx | \n", + "WV | \n", + "23.01 | \n", + "1 | \n", + "Sep-2003 | \n", + "0 | \n", + "... | \n", + "24165 | \n", + "7600 | \n", + "40402 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 16 | \n", + "3500 | \n", + "3500 | \n", + "3500.0 | \n", + "1 | \n", + "20.89 | \n", + "131.67 | \n", + "D | \n", + "D4 | \n", + "gas attendant | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "40000.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "car | \n", + "Car financing | \n", + "078xx | \n", + "NJ | \n", + "9.09 | \n", + "0 | \n", + "Oct-2004 | \n", + "1 | \n", + "... | \n", + "26902 | \n", + "5000 | \n", + "25000 | \n", + "6902.0 | \n", + "May-2003 | \n", + "0.0 | \n", + "3.0 | \n", + "6.0 | \n", + "47.9 | \n", + "0.0 | \n", + "21.0 | \n", + "0.0 | \n", + "0.0 | \n", + "46.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 17 | \n", + "25000 | \n", + "25000 | \n", + "25000.0 | \n", + "1 | \n", + "16.91 | \n", + "620.11 | \n", + "C | \n", + "C5 | \n", + "processor | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "23878.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "453xx | \n", + "OH | \n", + "6.26 | \n", + "0 | \n", + "Oct-2010 | \n", + "0 | \n", + "... | \n", + "3044 | \n", + "1000 | \n", + "0 | \n", + "24654.0 | \n", + "Aug-2003 | \n", + "0.0 | \n", + "2.0 | \n", + "9.0 | \n", + "78.9 | \n", + "1.0 | \n", + "12.0 | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 18 | \n", + "16000 | \n", + "16000 | \n", + "16000.0 | \n", + "1 | \n", + "20.89 | \n", + "431.87 | \n", + "D | \n", + "D4 | \n", + "neonatal nurse practitioner | \n", + "4 years | \n", + "True | \n", + "MORTGAGE | \n", + "120000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "720xx | \n", + "AR | \n", + "27.57 | \n", + "1 | \n", + "Jul-2005 | \n", + "0 | \n", + "... | \n", + "266754 | \n", + "13500 | \n", + "239338 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 19 | \n", + "13000 | \n", + "13000 | \n", + "13000.0 | \n", + "1 | \n", + "14.47 | \n", + "305.67 | \n", + "C | \n", + "C2 | \n", + "stationary engineer | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "741xx | \n", + "OK | \n", + "26.16 | \n", + "0 | \n", + "Feb-2001 | \n", + "1 | \n", + "... | \n", + "50920 | \n", + "26700 | \n", + "50898 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 20 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "1 | \n", + "13.56 | \n", + "339.65 | \n", + "C | \n", + "C1 | \n", + "unknown | \n", + "< 1 year | \n", + "True | \n", + "MORTGAGE | \n", + "65000.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "937xx | \n", + "CA | \n", + "10.62 | \n", + "0 | \n", + "Dec-2004 | \n", + "1 | \n", + "... | \n", + "45972 | \n", + "11500 | \n", + "34852 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 21 | \n", + "13000 | \n", + "13000 | \n", + "13000.0 | \n", + "1 | \n", + "14.47 | \n", + "447.29 | \n", + "C | \n", + "C2 | \n", + "exhibits director | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "55000.0 | \n", + "Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "611xx | \n", + "IL | \n", + "10.58 | \n", + "0 | \n", + "Oct-2001 | \n", + "0 | \n", + "... | \n", + "13878 | \n", + "13900 | \n", + "1000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 22 | \n", + "7000 | \n", + "7000 | \n", + "7000.0 | \n", + "1 | \n", + "12.98 | \n", + "235.80 | \n", + "B | \n", + "B5 | \n", + "worship director | \n", + "4 years | \n", + "True | \n", + "MORTGAGE | \n", + "102500.0 | \n", + "Not Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "house | \n", + "Home buying | \n", + "436xx | \n", + "OH | \n", + "15.20 | \n", + "0 | \n", + "Dec-2002 | \n", + "0 | \n", + "... | \n", + "76709 | \n", + "7200 | \n", + "96826 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 23 | \n", + "3300 | \n", + "3300 | \n", + "3300.0 | \n", + "1 | \n", + "23.40 | \n", + "128.44 | \n", + "E | \n", + "E1 | \n", + "program manager | \n", + "3 years | \n", + "True | \n", + "RENT | \n", + "49700.0 | \n", + "Source Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "vacation | \n", + "Vacation | \n", + "310xx | \n", + "GA | \n", + "14.32 | \n", + "0 | \n", + "Nov-2006 | \n", + "1 | \n", + "... | \n", + "166884 | \n", + "2800 | \n", + "162085 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 24 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "1 | \n", + "11.80 | \n", + "442.88 | \n", + "B | \n", + "B4 | \n", + "unknown | \n", + "NaN | \n", + "True | \n", + "MORTGAGE | \n", + "47590.0 | \n", + "Verified | \n", + "Dec-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "156xx | \n", + "PA | \n", + "9.53 | \n", + "0 | \n", + "Sep-1999 | \n", + "0 | \n", + "... | \n", + "14134 | \n", + "14800 | \n", + "0 | \n", + "32918.0 | \n", + "Dec-1996 | \n", + "0.0 | \n", + "0.0 | \n", + "17.0 | \n", + "92.0 | \n", + "6.0 | \n", + "11.0 | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
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| 128387 | \n", + "6000 | \n", + "6000 | \n", + "6000.0 | \n", + "1 | \n", + "11.55 | \n", + "198.00 | \n", + "B | \n", + "B4 | \n", + "engineer | \n", + "2 years | \n", + "True | \n", + "RENT | \n", + "90000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "076xx | \n", + "NJ | \n", + "1.64 | \n", + "0 | \n", + "Sep-2010 | \n", + "1 | \n", + "... | \n", + "4026 | \n", + "52600 | \n", + "0 | \n", + "11033.0 | \n", + "Jun-2014 | \n", + "1.0 | \n", + "0.0 | \n", + "9.0 | \n", + "72.2 | \n", + "1.0 | \n", + "8.0 | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128388 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "1 | \n", + "8.46 | \n", + "630.99 | \n", + "A | \n", + "A5 | \n", + "welder/blacksmith | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "97000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "604xx | \n", + "IL | \n", + "15.59 | \n", + "0 | \n", + "Jul-1999 | \n", + "1 | \n", + "... | \n", + "57565 | \n", + "51400 | \n", + "33240 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128389 | \n", + "6000 | \n", + "6000 | \n", + "5750.0 | \n", + "1 | \n", + "11.55 | \n", + "198.00 | \n", + "B | \n", + "B4 | \n", + "rn supervisor | \n", + "6 years | \n", + "True | \n", + "RENT | \n", + "70000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Charged Off | \n", + "n | \n", + "medical | \n", + "Medical expenses | \n", + "912xx | \n", + "CA | \n", + "11.52 | \n", + "4 | \n", + "Dec-1993 | \n", + "0 | \n", + "... | \n", + "10622 | \n", + "13400 | \n", + "20000 | \n", + "10861.0 | \n", + "Jun-2002 | \n", + "0.0 | \n", + "0.0 | \n", + "10.0 | \n", + "0.6 | \n", + "1.0 | \n", + "11.0 | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128390 | \n", + "24000 | \n", + "24000 | \n", + "24000.0 | \n", + "1 | \n", + "19.92 | \n", + "890.95 | \n", + "D | \n", + "D3 | \n", + "corrections officer | \n", + "10+ years | \n", + "True | \n", + "RENT | \n", + "34000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Late (31-120 days) | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "344xx | \n", + "FL | \n", + "74.09 | \n", + "0 | \n", + "Jun-2006 | \n", + "0 | \n", + "... | \n", + "96797 | \n", + "7500 | \n", + "110725 | \n", + "29530.0 | \n", + "Jun-2006 | \n", + "0.0 | \n", + "1.0 | \n", + "16.0 | \n", + "56.9 | \n", + "4.0 | \n", + "13.0 | \n", + "0.0 | \n", + "1.0 | \n", + "75.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128391 | \n", + "35000 | \n", + "35000 | \n", + "34975.0 | \n", + "1 | \n", + "6.67 | \n", + "1075.43 | \n", + "A | \n", + "A2 | \n", + "unknown | \n", + "NaN | \n", + "True | \n", + "MORTGAGE | \n", + "85000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "301xx | \n", + "GA | \n", + "22.15 | \n", + "0 | \n", + "Apr-1997 | \n", + "2 | \n", + "... | \n", + "171452 | \n", + "107600 | \n", + "141739 | \n", + "33492.0 | \n", + "Apr-1997 | \n", + "2.0 | \n", + "4.0 | \n", + "17.0 | \n", + "30.2 | \n", + "2.0 | \n", + "28.0 | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128392 | \n", + "6500 | \n", + "6500 | \n", + "6500.0 | \n", + "1 | \n", + "26.31 | \n", + "262.97 | \n", + "E | \n", + "E4 | \n", + "merchandise team captain | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "35000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "home_improvement | \n", + "Home improvement | \n", + "328xx | \n", + "FL | \n", + "39.51 | \n", + "0 | \n", + "Mar-2004 | \n", + "0 | \n", + "... | \n", + "118096 | \n", + "13000 | \n", + "100615 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128393 | \n", + "6500 | \n", + "6500 | \n", + "6500.0 | \n", + "1 | \n", + "16.91 | \n", + "231.46 | \n", + "C | \n", + "C5 | \n", + "senior accountant, fixed assets acctg | \n", + "7 years | \n", + "True | \n", + "RENT | \n", + "74160.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "600xx | \n", + "IL | \n", + "27.79 | \n", + "0 | \n", + "Jun-2006 | \n", + "0 | \n", + "... | \n", + "48344 | \n", + "5100 | \n", + "61156 | \n", + "27445.0 | \n", + "Feb-2002 | \n", + "0.0 | \n", + "0.0 | \n", + "12.0 | \n", + "43.4 | \n", + "2.0 | \n", + "28.0 | \n", + "0.0 | \n", + "0.0 | \n", + "58.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128394 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "1 | \n", + "6.11 | \n", + "152.36 | \n", + "A | \n", + "A1 | \n", + "implementation manager | \n", + "9 years | \n", + "True | \n", + "MORTGAGE | \n", + "82000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "750xx | \n", + "TX | \n", + "1.35 | \n", + "0 | \n", + "Feb-2005 | \n", + "0 | \n", + "... | \n", + "2442 | \n", + "79600 | \n", + "0 | \n", + "3185.0 | \n", + "Jun-2011 | \n", + "1.0 | \n", + "0.0 | \n", + "2.0 | \n", + "1.5 | \n", + "1.0 | \n", + "3.0 | \n", + "0.0 | \n", + "0.0 | \n", + "13.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128395 | \n", + "22000 | \n", + "22000 | \n", + "22000.0 | \n", + "1 | \n", + "11.55 | \n", + "726.00 | \n", + "B | \n", + "B4 | \n", + "sr. application analyst | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "72000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "481xx | \n", + "MI | \n", + "46.98 | \n", + "0 | \n", + "Jun-1999 | \n", + "0 | \n", + "... | \n", + "87347 | \n", + "25400 | \n", + "102901 | \n", + "57408.0 | \n", + "Jun-1999 | \n", + "1.0 | \n", + "3.0 | \n", + "10.0 | \n", + "42.0 | \n", + "4.0 | \n", + "12.0 | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128396 | \n", + "24000 | \n", + "24000 | \n", + "24000.0 | \n", + "1 | \n", + "15.02 | \n", + "571.22 | \n", + "C | \n", + "C3 | \n", + "instructional technology specialist | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "60000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "750xx | \n", + "TX | \n", + "9.72 | \n", + "0 | \n", + "Apr-1999 | \n", + "1 | \n", + "... | \n", + "18975 | \n", + "35400 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128397 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "1 | \n", + "15.02 | \n", + "476.01 | \n", + "C | \n", + "C3 | \n", + "technical supvervisor | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Fully Paid | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "786xx | \n", + "TX | \n", + "24.82 | \n", + "0 | \n", + "Apr-1991 | \n", + "2 | \n", + "... | \n", + "100523 | \n", + "25750 | \n", + "74222 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128398 | \n", + "12000 | \n", + "12000 | \n", + "12000.0 | \n", + "1 | \n", + "18.94 | \n", + "310.90 | \n", + "D | \n", + "D2 | \n", + "senior business account executive | \n", + "6 years | \n", + "True | \n", + "RENT | \n", + "128000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "937xx | \n", + "CA | \n", + "13.32 | \n", + "0 | \n", + "Nov-2007 | \n", + "1 | \n", + "... | \n", + "46808 | \n", + "16500 | \n", + "56437 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128399 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "1 | \n", + "15.02 | \n", + "173.38 | \n", + "C | \n", + "C3 | \n", + "tech | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "35000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "324xx | \n", + "FL | \n", + "31.76 | \n", + "2 | \n", + "Jun-2003 | \n", + "0 | \n", + "... | \n", + "15445 | \n", + "0 | \n", + "62973 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128400 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "1 | \n", + "15.02 | \n", + "476.01 | \n", + "C | \n", + "C3 | \n", + "production supervisor | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "80000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "117xx | \n", + "NY | \n", + "16.94 | \n", + "0 | \n", + "Oct-2005 | \n", + "0 | \n", + "... | \n", + "33987 | \n", + "15300 | \n", + "37866 | \n", + "23185.0 | \n", + "Jun-1992 | \n", + "0.0 | \n", + "0.0 | \n", + "6.0 | \n", + "88.7 | \n", + "0.0 | \n", + "8.0 | \n", + "0.0 | \n", + "0.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128401 | \n", + "20000 | \n", + "20000 | \n", + "20000.0 | \n", + "1 | \n", + "11.55 | \n", + "660.00 | \n", + "B | \n", + "B4 | \n", + "secondary opps/lead coater | \n", + "10+ years | \n", + "True | \n", + "OWN | \n", + "45000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "home_improvement | \n", + "Home improvement | \n", + "015xx | \n", + "MA | \n", + "22.13 | \n", + "0 | \n", + "Dec-2003 | \n", + "0 | \n", + "... | \n", + "31855 | \n", + "7500 | \n", + "9000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128402 | \n", + "17500 | \n", + "17500 | \n", + "17500.0 | \n", + "1 | \n", + "22.35 | \n", + "486.82 | \n", + "D | \n", + "D5 | \n", + "unknown | \n", + "NaN | \n", + "True | \n", + "RENT | \n", + "25000.0 | \n", + "Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "640xx | \n", + "MO | \n", + "27.75 | \n", + "0 | \n", + "Oct-2001 | \n", + "0 | \n", + "... | \n", + "14299 | \n", + "7300 | \n", + "15000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128403 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "1 | \n", + "16.14 | \n", + "176.14 | \n", + "C | \n", + "C4 | \n", + "unknown | \n", + "NaN | \n", + "True | \n", + "OWN | \n", + "9200.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "365xx | \n", + "AL | \n", + "23.50 | \n", + "0 | \n", + "Apr-2015 | \n", + "1 | \n", + "... | \n", + "3258 | \n", + "3200 | \n", + "3094 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128404 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "1 | \n", + "16.14 | \n", + "176.14 | \n", + "C | \n", + "C4 | \n", + "oncology medical assistant | \n", + "3 years | \n", + "True | \n", + "MORTGAGE | \n", + "46400.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Fully Paid | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "338xx | \n", + "FL | \n", + "16.85 | \n", + "0 | \n", + "Nov-2003 | \n", + "0 | \n", + "... | \n", + "19979 | \n", + "3000 | \n", + "14875 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128405 | \n", + "22000 | \n", + "22000 | \n", + "22000.0 | \n", + "1 | \n", + "7.84 | \n", + "444.40 | \n", + "A | \n", + "A4 | \n", + "owner | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "55000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "982xx | \n", + "WA | \n", + "2.18 | \n", + "0 | \n", + "Apr-1987 | \n", + "0 | \n", + "... | \n", + "6310 | \n", + "37400 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128406 | \n", + "5600 | \n", + "5600 | \n", + "5600.0 | \n", + "1 | \n", + "13.56 | \n", + "190.21 | \n", + "C | \n", + "C1 | \n", + "unknown | \n", + "NaN | \n", + "True | \n", + "RENT | \n", + "15600.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "836xx | \n", + "ID | \n", + "15.31 | \n", + "0 | \n", + "Aug-2012 | \n", + "0 | \n", + "... | \n", + "5996 | \n", + "8600 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128407 | \n", + "23000 | \n", + "23000 | \n", + "23000.0 | \n", + "1 | \n", + "15.02 | \n", + "797.53 | \n", + "C | \n", + "C3 | \n", + "tax consultant | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "75000.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Charged Off | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "352xx | \n", + "AL | \n", + "20.95 | \n", + "1 | \n", + "Aug-1985 | \n", + "2 | \n", + "... | \n", + "40614 | \n", + "47100 | \n", + "21000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128408 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "1 | \n", + "15.02 | \n", + "346.76 | \n", + "C | \n", + "C3 | \n", + "security guard | \n", + "5 years | \n", + "True | \n", + "MORTGAGE | \n", + "38000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "443xx | \n", + "OH | \n", + "13.16 | \n", + "3 | \n", + "Jul-1982 | \n", + "0 | \n", + "... | \n", + "9323 | \n", + "9100 | \n", + "2000 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128409 | \n", + "5000 | \n", + "5000 | \n", + "5000.0 | \n", + "1 | \n", + "13.56 | \n", + "169.83 | \n", + "C | \n", + "C1 | \n", + "payoff clerk | \n", + "10+ years | \n", + "True | \n", + "MORTGAGE | \n", + "35360.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "debt_consolidation | \n", + "Debt consolidation | \n", + "381xx | \n", + "TN | \n", + "11.30 | \n", + "1 | \n", + "Jun-2006 | \n", + "0 | \n", + "... | \n", + "4976 | \n", + "3000 | \n", + "6028 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128410 | \n", + "10000 | \n", + "10000 | \n", + "9750.0 | \n", + "1 | \n", + "11.06 | \n", + "327.68 | \n", + "B | \n", + "B3 | \n", + "unknown | \n", + "NaN | \n", + "True | \n", + "RENT | \n", + "44400.0 | \n", + "Source Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "credit_card | \n", + "Credit card refinancing | \n", + "980xx | \n", + "WA | \n", + "11.78 | \n", + "0 | \n", + "Oct-2008 | \n", + "2 | \n", + "... | \n", + "16440 | \n", + "20500 | \n", + "10171 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
| 128411 | \n", + "10000 | \n", + "10000 | \n", + "10000.0 | \n", + "1 | \n", + "16.91 | \n", + "356.08 | \n", + "C | \n", + "C5 | \n", + "key accounts manager | \n", + "2 years | \n", + "True | \n", + "RENT | \n", + "80000.0 | \n", + "Not Verified | \n", + "Oct-2018 | \n", + "Current | \n", + "n | \n", + "other | \n", + "Other | \n", + "021xx | \n", + "MA | \n", + "17.72 | \n", + "1 | \n", + "Sep-2006 | \n", + "0 | \n", + "... | \n", + "59194 | \n", + "4000 | \n", + "67369 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "N | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "False | \n", + "
128412 rows × 130 columns
\n", + "