diff --git a/.github/workflows/continuous-integration.yml b/.github/workflows/continuous-integration.yml
index 08e449589b..f62355c76f 100644
--- a/.github/workflows/continuous-integration.yml
+++ b/.github/workflows/continuous-integration.yml
@@ -52,9 +52,12 @@ jobs:
         flag-name: run-${{ matrix.os }}-${{matrix.python-version}}
         parallel: true
         github-token : ${{ secrets.GITHUB_TOKEN}}
+
   finish:
     needs: test
     runs-on: ubuntu-latest
+    strategy:
+      max-parallel: 2
     steps:
     - name: Coveralls Finished
       env:
@@ -63,4 +66,6 @@ jobs:
       with:
         parallel-finished: true
         github-token : ${{ secrets.GITHUB_TOKEN }}
+  
+    
         
diff --git a/.github/workflows/release-drafter.yml b/.github/workflows/release-drafter.yml
index 5f37c5c2c3..918f16e851 100644
--- a/.github/workflows/release-drafter.yml
+++ b/.github/workflows/release-drafter.yml
@@ -5,6 +5,7 @@ on:
     # branches to consider in the event; optional, defaults to all
     branches:
       - mainline
+      - WHY-2304_notebook_tests
 
 jobs:
   update_release_draft:
@@ -13,4 +14,4 @@ jobs:
       # Drafts your next Release notes as Pull Requests are merged into "mainline"
       - uses: release-drafter/release-drafter@v5
         env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} 
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
\ No newline at end of file
diff --git a/.github/workflows/test-notebook.yml b/.github/workflows/test-notebook.yml
new file mode 100644
index 0000000000..e823bf37fa
--- /dev/null
+++ b/.github/workflows/test-notebook.yml
@@ -0,0 +1,46 @@
+name: notebook test
+
+on:
+  push:
+    branches: [ mainline, release]
+  pull_request:
+    branches: [ mainline, release]
+
+jobs:
+  test:
+    runs-on: ${{ matrix.os }}
+    
+    strategy:
+      fail-fast: false
+      max-parallel: 6
+      matrix:
+        python-version: [3.9]
+        os: [ubuntu-latest]
+
+    steps:
+    - uses: actions/checkout@v2
+      with:
+        submodules: true
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install Protoc
+      uses: arduino/setup-protoc@master
+      with:
+        repo-token: ${{ secrets.GITHUB_TOKEN }}
+    - name: Cache Python dependencies
+      uses: actions/cache@v2
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-pip-${{ hashFiles('**/requirements-test.txt') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install -r requirements-test.txt
+    - name: Run notebook test
+      run: |
+        pytest test_notebooks/notebook_tests.py
+    
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index a5000aa9c8..70c290f5da 100644
--- a/.gitignore
+++ b/.gitignore
@@ -50,6 +50,7 @@ coverage.xml
 .hypothesis/
 .pytest_cache/
 cover/
+mlruns/
 
 # Translations
 *.mo
diff --git a/.whylogs.yaml b/.whylogs.yaml
new file mode 100644
index 0000000000..420454e4b5
--- /dev/null
+++ b/.whylogs.yaml
@@ -0,0 +1,23 @@
+
+project: s3_example_project
+pipeline: latest_results
+verbose: false
+writers:
+- formats:
+  - protobuf
+  output_path: s3://super_awesome_bucket/
+  path_template: $name/dataset_summary
+  filename_template: dataset_summary
+  type: s3
+- formats:
+  - flat
+  output_path: s3://super_awesome_bucket/
+  path_template: $name/dataset_summary
+  filename_template: dataset_summary
+  type: s3
+- formats:
+  - json
+  output_path: s3://super_awesome_bucket/
+  path_template: $name/dataset_summary
+  filename_template: dataset_summary
+  type: s3
diff --git a/constraints.json b/constraints.json
new file mode 100644
index 0000000000..67d47f2ced
--- /dev/null
+++ b/constraints.json
@@ -0,0 +1,43 @@
+{
+  "valueConstraints": {
+    "fico_range_high": {
+      "constraints": [
+        {
+          "name": "value GT 4000",
+          "value": 4000.0,
+          "op": "GT",
+          "verbose": false
+        }
+      ]
+    },
+    "loan_amnt": {
+      "constraints": [
+        {
+          "name": "value LT 548250",
+          "value": 548250.0,
+          "op": "LT",
+          "verbose": false
+        },
+        {
+          "name": "value GT 2500.0",
+          "value": 2500.0,
+          "op": "GT",
+          "verbose": true
+        }
+      ]
+    }
+  },
+  "summaryConstraints": {
+    "annual_inc": {
+      "constraints": [
+        {
+          "name": "summary min GE 0/None",
+          "firstField": "min",
+          "value": 0.0,
+          "op": "GE",
+          "verbose": false
+        }
+      ]
+    }
+  }
+}
\ No newline at end of file
diff --git a/examples/MLFlow Integration Example.ipynb b/examples/MLFlow Integration Example.ipynb
new file mode 100644
index 0000000000..7293f40038
--- /dev/null
+++ b/examples/MLFlow Integration Example.ipynb	
@@ -0,0 +1,572 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# MLflow + whylogs Integration\n",
+    "\n",
+    "In this notebook, we will explore the [MLflow](https://mlflow.org/) integration in `whylogs`.\n",
+    "\n",
+    "This example uses the data from [MLflow's tutorial](https://mlflow.org/docs/latest/tutorials-and-examples/tutorial.html) for demonstration purposes.\n",
+    "\n",
+    "This tutorial showcases how you can use the whylogs integration to:\n",
+    "* Capture data quality metrics while training a linear regression model in `mlflow`\n",
+    "* Extract whylogs data back into an in-memory format from the MLflow backend\n",
+    "* Visualize this data\n",
+    "\n",
+    "# Getting Started\n",
+    "To run this tutorial:\n",
+    "* Install [conda](https://conda.io/projects/conda/en/latest/user-guide/install/index.html)\n",
+    "* Create a new environment with conda via `conda create --name whylogs-mlflow python=3.8`\n",
+    "    * You'll need to activate the environment with `conda activate whylogs-mlflow`\n",
+    "    * You'll need to install pip into the Conda environment `conda install pip`\n",
+    "    * To make the environment work with Jupyter notebooks, run `pip install ipykernel` to install the kernel module\n",
+    "    * Install the environment as a Jupyter notebook kernel via `python -m ipykernel install --user --name=whylogs-mlflow`\n",
+    "* Install MLflow with scikit-learn via `pip install mlflow[extras]`\n",
+    "* Install whylogs with matplotlib via `pip install whylogs[viz]`\n",
+    "* You can also install the necessary libraries separately:\n",
+    "    * MLflow: `pip install mlflow`\n",
+    "    * whylogs: `pip install whylogs`\n",
+    "    * scikit-learn: `pip install scikit-learn`\n",
+    "    * matplotlib: `pip install matplotlib`\n",
+    "* In your notebook, ensure you select `whylogs-mlflow` as your kernel\n",
+    "\n",
+    "# Setup\n",
+    "First, we want to filter out noisy warnings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "warnings.simplefilter('ignore')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import random\n",
+    "import time\n",
+    "\n",
+    "import pandas as pd\n",
+    "import mlflow\n",
+    "import whylogs\n",
+    "\n",
+    "from sklearn.metrics import mean_absolute_error\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import ElasticNet"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Enable whylogs Integration\n",
+    "\n",
+    "Enable whylogs in MLflow to allow storing whylogs statistical profiles with every run. This method returns `True` if whylogs is able to patch MLflow."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "True"
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "assert whylogs.__version__ >= \"0.1.13\" # we need 0.1.13 or later for MLflow integration\n",
+    "whylogs.enable_mlflow()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Dataset Preparation\n",
+    "\n",
+    "Download and prepare the UCI wine quality dataset. We sample the test dataset further to represent batches of data produced every second."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "      fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n0               7.4             0.700         0.00             1.9      0.076   \n1               7.8             0.880         0.00             2.6      0.098   \n2               7.8             0.760         0.04             2.3      0.092   \n3              11.2             0.280         0.56             1.9      0.075   \n4               7.4             0.700         0.00             1.9      0.076   \n...             ...               ...          ...             ...        ...   \n1594            6.2             0.600         0.08             2.0      0.090   \n1595            5.9             0.550         0.10             2.2      0.062   \n1596            6.3             0.510         0.13             2.3      0.076   \n1597            5.9             0.645         0.12             2.0      0.075   \n1598            6.0             0.310         0.47             3.6      0.067   \n\n      free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n0                    11.0                  34.0  0.99780  3.51       0.56   \n1                    25.0                  67.0  0.99680  3.20       0.68   \n2                    15.0                  54.0  0.99700  3.26       0.65   \n3                    17.0                  60.0  0.99800  3.16       0.58   \n4                    11.0                  34.0  0.99780  3.51       0.56   \n...                   ...                   ...      ...   ...        ...   \n1594                 32.0                  44.0  0.99490  3.45       0.58   \n1595                 39.0                  51.0  0.99512  3.52       0.76   \n1596                 29.0                  40.0  0.99574  3.42       0.75   \n1597                 32.0                  44.0  0.99547  3.57       0.71   \n1598                 18.0                  42.0  0.99549  3.39       0.66   \n\n      alcohol  quality  \n0         9.4        5  \n1         9.8        5  \n2         9.8        5  \n3         9.8        6  \n4         9.4        5  \n...       ...      ...  \n1594     10.5        5  \n1595     11.2        6  \n1596     11.0        6  \n1597     10.2        5  \n1598     11.0        6  \n\n[1599 rows x 12 columns]",
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>fixed acidity</th>\n      <th>volatile acidity</th>\n      <th>citric acid</th>\n      <th>residual sugar</th>\n      <th>chlorides</th>\n      <th>free sulfur dioxide</th>\n      <th>total sulfur dioxide</th>\n      <th>density</th>\n      <th>pH</th>\n      <th>sulphates</th>\n      <th>alcohol</th>\n      <th>quality</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>7.4</td>\n      <td>0.700</td>\n      <td>0.00</td>\n      <td>1.9</td>\n      <td>0.076</td>\n      <td>11.0</td>\n      <td>34.0</td>\n      <td>0.99780</td>\n      <td>3.51</td>\n      <td>0.56</td>\n      <td>9.4</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>7.8</td>\n      <td>0.880</td>\n      <td>0.00</td>\n      <td>2.6</td>\n      <td>0.098</td>\n      <td>25.0</td>\n      <td>67.0</td>\n      <td>0.99680</td>\n      <td>3.20</td>\n      <td>0.68</td>\n      <td>9.8</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>7.8</td>\n      <td>0.760</td>\n      <td>0.04</td>\n      <td>2.3</td>\n      <td>0.092</td>\n      <td>15.0</td>\n      <td>54.0</td>\n      <td>0.99700</td>\n      <td>3.26</td>\n      <td>0.65</td>\n      <td>9.8</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>11.2</td>\n      <td>0.280</td>\n      <td>0.56</td>\n      <td>1.9</td>\n      <td>0.075</td>\n      <td>17.0</td>\n      <td>60.0</td>\n      <td>0.99800</td>\n      <td>3.16</td>\n      <td>0.58</td>\n      <td>9.8</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>7.4</td>\n      <td>0.700</td>\n      <td>0.00</td>\n      <td>1.9</td>\n      <td>0.076</td>\n      <td>11.0</td>\n      <td>34.0</td>\n      <td>0.99780</td>\n      <td>3.51</td>\n      <td>0.56</td>\n      <td>9.4</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1594</th>\n      <td>6.2</td>\n      <td>0.600</td>\n      <td>0.08</td>\n      <td>2.0</td>\n      <td>0.090</td>\n      <td>32.0</td>\n      <td>44.0</td>\n      <td>0.99490</td>\n      <td>3.45</td>\n      <td>0.58</td>\n      <td>10.5</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>1595</th>\n      <td>5.9</td>\n      <td>0.550</td>\n      <td>0.10</td>\n      <td>2.2</td>\n      <td>0.062</td>\n      <td>39.0</td>\n      <td>51.0</td>\n      <td>0.99512</td>\n      <td>3.52</td>\n      <td>0.76</td>\n      <td>11.2</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>1596</th>\n      <td>6.3</td>\n      <td>0.510</td>\n      <td>0.13</td>\n      <td>2.3</td>\n      <td>0.076</td>\n      <td>29.0</td>\n      <td>40.0</td>\n      <td>0.99574</td>\n      <td>3.42</td>\n      <td>0.75</td>\n      <td>11.0</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>1597</th>\n      <td>5.9</td>\n      <td>0.645</td>\n      <td>0.12</td>\n      <td>2.0</td>\n      <td>0.075</td>\n      <td>32.0</td>\n      <td>44.0</td>\n      <td>0.99547</td>\n      <td>3.57</td>\n      <td>0.71</td>\n      <td>10.2</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>1598</th>\n      <td>6.0</td>\n      <td>0.310</td>\n      <td>0.47</td>\n      <td>3.6</td>\n      <td>0.067</td>\n      <td>18.0</td>\n      <td>42.0</td>\n      <td>0.99549</td>\n      <td>3.39</td>\n      <td>0.66</td>\n      <td>11.0</td>\n      <td>6</td>\n    </tr>\n  </tbody>\n</table>\n<p>1599 rows × 12 columns</p>\n</div>"
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_url = \"http://archive.ics.uci.edu/ml/machine-learning-databases/wine-quality/winequality-red.csv\"\n",
+    "data = pd.read_csv(data_url, sep=\";\")\n",
+    "data"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "outputs": [],
+   "source": [
+    "# Split the data into training and test sets\n",
+    "train, test = train_test_split(data)"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "We can quickly get a sense of the shape of the training dataset by profiling it with whylogs. Later, we can compare the baseline data metrics to the profiles of the batches as they flow through our model.\n",
+    "\n",
+    "If you'd like to learn more about whylogs, check out our [introductory notebook](https://github.com/whylabs/whylogs-examples/blob/mainline/python/GettingStarted.ipynb)."
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "                  column   count  null_count  bool_count  numeric_count  \\\n0              chlorides  1199.0         0.0         0.0         1199.0   \n1                quality  1199.0         0.0         0.0         1199.0   \n2   total sulfur dioxide  1199.0         0.0         0.0         1199.0   \n3                alcohol  1199.0         0.0         0.0         1199.0   \n4                density  1199.0         0.0         0.0         1199.0   \n5    free sulfur dioxide  1199.0         0.0         0.0         1199.0   \n6       volatile acidity  1199.0         0.0         0.0         1199.0   \n7              sulphates  1199.0         0.0         0.0         1199.0   \n8            citric acid  1199.0         0.0         0.0         1199.0   \n9                     pH  1199.0         0.0         0.0         1199.0   \n10        residual sugar  1199.0         0.0         0.0         1199.0   \n11         fixed acidity  1199.0         0.0         0.0         1199.0   \n\n          max       mean      min     stddev  nunique_numbers  ...  \\\n0     0.61100   0.086965  0.01200   0.044101            134.0  ...   \n1     8.00000   5.626355  3.00000   0.785196              6.0  ...   \n2   289.00000  46.488741  6.00000  33.239143            141.0  ...   \n3    14.90000  10.404393  8.40000   1.060160             65.0  ...   \n4     1.00369   0.996796  0.99007   0.001863            390.0  ...   \n5    72.00000  15.822769  1.00000  10.503918             57.0  ...   \n6     1.33000   0.530367  0.12000   0.178894            136.0  ...   \n7     1.98000   0.657131  0.33000   0.168270             89.0  ...   \n8     0.78000   0.269700  0.00000   0.193572             75.0  ...   \n9     4.01000   3.310234  2.89000   0.153440             82.0  ...   \n10   15.50000   2.575438  0.90000   1.459931             85.0  ...   \n11   15.90000   8.328774  4.60000   1.723000             90.0  ...   \n\n    nunique_str_upper  quantile_0.0000  quantile_0.0100  quantile_0.0500  \\\n0                 0.0          0.01200          0.04100          0.05400   \n1                 0.0          3.00000          4.00000          5.00000   \n2                 0.0          6.00000          8.00000         11.00000   \n3                 0.0          8.40000          9.00000          9.20000   \n4                 0.0          0.99007          0.99235          0.99362   \n5                 0.0          1.00000          3.00000          4.00000   \n6                 0.0          0.12000          0.18000          0.27000   \n7                 0.0          0.33000          0.43000          0.47000   \n8                 0.0          0.00000          0.00000          0.00000   \n9                 0.0          2.89000          2.93000          3.06000   \n10                0.0          0.90000          1.30000          1.60000   \n11                0.0          4.60000          5.20000          6.10000   \n\n    quantile_0.2500  quantile_0.5000  quantile_0.7500  quantile_0.9500  \\\n0           0.07000          0.07900           0.0900            0.123   \n1           5.00000          6.00000           6.0000            7.000   \n2          22.00000         37.00000          63.0000          115.000   \n3           9.50000         10.10000          11.0000           12.500   \n4           0.99566          0.99677           0.9979            1.000   \n5           7.00000         13.00000          21.0000           35.000   \n6           0.40000          0.53000           0.6400            0.855   \n7           0.55000          0.62000           0.7300            0.950   \n8           0.09000          0.26000           0.4200            0.600   \n9           3.21000          3.31000           3.4000            3.560   \n10          1.90000          2.20000           2.6000            5.200   \n11          7.10000          7.90000           9.3000           11.700   \n\n    quantile_0.9900  quantile_1.0000  \n0            0.3680          0.61100  \n1            8.0000          8.00000  \n2          148.0000        289.00000  \n3           13.4000         14.90000  \n4            1.0022          1.00369  \n5           48.0000         72.00000  \n6            1.0350          1.33000  \n7            1.3400          1.98000  \n8            0.6900          0.78000  \n9            3.6800          4.01000  \n10           8.3000         15.50000  \n11          13.0000         15.90000  \n\n[12 rows x 32 columns]",
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>column</th>\n      <th>count</th>\n      <th>null_count</th>\n      <th>bool_count</th>\n      <th>numeric_count</th>\n      <th>max</th>\n      <th>mean</th>\n      <th>min</th>\n      <th>stddev</th>\n      <th>nunique_numbers</th>\n      <th>...</th>\n      <th>nunique_str_upper</th>\n      <th>quantile_0.0000</th>\n      <th>quantile_0.0100</th>\n      <th>quantile_0.0500</th>\n      <th>quantile_0.2500</th>\n      <th>quantile_0.5000</th>\n      <th>quantile_0.7500</th>\n      <th>quantile_0.9500</th>\n      <th>quantile_0.9900</th>\n      <th>quantile_1.0000</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>chlorides</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>0.61100</td>\n      <td>0.086965</td>\n      <td>0.01200</td>\n      <td>0.044101</td>\n      <td>134.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.01200</td>\n      <td>0.04100</td>\n      <td>0.05400</td>\n      <td>0.07000</td>\n      <td>0.07900</td>\n      <td>0.0900</td>\n      <td>0.123</td>\n      <td>0.3680</td>\n      <td>0.61100</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>quality</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>8.00000</td>\n      <td>5.626355</td>\n      <td>3.00000</td>\n      <td>0.785196</td>\n      <td>6.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>3.00000</td>\n      <td>4.00000</td>\n      <td>5.00000</td>\n      <td>5.00000</td>\n      <td>6.00000</td>\n      <td>6.0000</td>\n      <td>7.000</td>\n      <td>8.0000</td>\n      <td>8.00000</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>total sulfur dioxide</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>289.00000</td>\n      <td>46.488741</td>\n      <td>6.00000</td>\n      <td>33.239143</td>\n      <td>141.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>6.00000</td>\n      <td>8.00000</td>\n      <td>11.00000</td>\n      <td>22.00000</td>\n      <td>37.00000</td>\n      <td>63.0000</td>\n      <td>115.000</td>\n      <td>148.0000</td>\n      <td>289.00000</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>alcohol</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>14.90000</td>\n      <td>10.404393</td>\n      <td>8.40000</td>\n      <td>1.060160</td>\n      <td>65.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>8.40000</td>\n      <td>9.00000</td>\n      <td>9.20000</td>\n      <td>9.50000</td>\n      <td>10.10000</td>\n      <td>11.0000</td>\n      <td>12.500</td>\n      <td>13.4000</td>\n      <td>14.90000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>density</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>1.00369</td>\n      <td>0.996796</td>\n      <td>0.99007</td>\n      <td>0.001863</td>\n      <td>390.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.99007</td>\n      <td>0.99235</td>\n      <td>0.99362</td>\n      <td>0.99566</td>\n      <td>0.99677</td>\n      <td>0.9979</td>\n      <td>1.000</td>\n      <td>1.0022</td>\n      <td>1.00369</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>free sulfur dioxide</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>72.00000</td>\n      <td>15.822769</td>\n      <td>1.00000</td>\n      <td>10.503918</td>\n      <td>57.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>1.00000</td>\n      <td>3.00000</td>\n      <td>4.00000</td>\n      <td>7.00000</td>\n      <td>13.00000</td>\n      <td>21.0000</td>\n      <td>35.000</td>\n      <td>48.0000</td>\n      <td>72.00000</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>volatile acidity</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>1.33000</td>\n      <td>0.530367</td>\n      <td>0.12000</td>\n      <td>0.178894</td>\n      <td>136.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.12000</td>\n      <td>0.18000</td>\n      <td>0.27000</td>\n      <td>0.40000</td>\n      <td>0.53000</td>\n      <td>0.6400</td>\n      <td>0.855</td>\n      <td>1.0350</td>\n      <td>1.33000</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>sulphates</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>1.98000</td>\n      <td>0.657131</td>\n      <td>0.33000</td>\n      <td>0.168270</td>\n      <td>89.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.33000</td>\n      <td>0.43000</td>\n      <td>0.47000</td>\n      <td>0.55000</td>\n      <td>0.62000</td>\n      <td>0.7300</td>\n      <td>0.950</td>\n      <td>1.3400</td>\n      <td>1.98000</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>citric acid</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>0.78000</td>\n      <td>0.269700</td>\n      <td>0.00000</td>\n      <td>0.193572</td>\n      <td>75.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.00000</td>\n      <td>0.00000</td>\n      <td>0.00000</td>\n      <td>0.09000</td>\n      <td>0.26000</td>\n      <td>0.4200</td>\n      <td>0.600</td>\n      <td>0.6900</td>\n      <td>0.78000</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>pH</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>4.01000</td>\n      <td>3.310234</td>\n      <td>2.89000</td>\n      <td>0.153440</td>\n      <td>82.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>2.89000</td>\n      <td>2.93000</td>\n      <td>3.06000</td>\n      <td>3.21000</td>\n      <td>3.31000</td>\n      <td>3.4000</td>\n      <td>3.560</td>\n      <td>3.6800</td>\n      <td>4.01000</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>residual sugar</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>15.50000</td>\n      <td>2.575438</td>\n      <td>0.90000</td>\n      <td>1.459931</td>\n      <td>85.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.90000</td>\n      <td>1.30000</td>\n      <td>1.60000</td>\n      <td>1.90000</td>\n      <td>2.20000</td>\n      <td>2.6000</td>\n      <td>5.200</td>\n      <td>8.3000</td>\n      <td>15.50000</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>fixed acidity</td>\n      <td>1199.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1199.0</td>\n      <td>15.90000</td>\n      <td>8.328774</td>\n      <td>4.60000</td>\n      <td>1.723000</td>\n      <td>90.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>4.60000</td>\n      <td>5.20000</td>\n      <td>6.10000</td>\n      <td>7.10000</td>\n      <td>7.90000</td>\n      <td>9.3000</td>\n      <td>11.700</td>\n      <td>13.0000</td>\n      <td>15.90000</td>\n    </tr>\n  </tbody>\n</table>\n<p>12 rows × 32 columns</p>\n</div>"
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from whylogs import get_or_create_session\n",
+    "\n",
+    "with get_or_create_session() as session:\n",
+    "    summary = session.profile_dataframe(train, \"training-data\").flat_summary()['summary']\n",
+    "\n",
+    "summary"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "Now that we've taken a peek at our training data metrics, there's one last item on our to-do list: split the test data into batches, so we can feed them through our model later on."
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Relocate predicted variable \"quality\" to y vectors\n",
+    "train_x = train.drop([\"quality\"], axis=1).reset_index(drop=True)\n",
+    "test_x = test.drop([\"quality\"], axis=1).reset_index(drop=True)\n",
+    "train_y = train[[\"quality\"]].reset_index(drop=True)\n",
+    "test_y = test[[\"quality\"]].reset_index(drop=True)\n",
+    "\n",
+    "subset_test_x = []\n",
+    "subset_test_y = []\n",
+    "num_batches = 20\n",
+    "for i in range(num_batches):\n",
+    "    indices = random.sample(range(len(test)), 5)\n",
+    "    subset_test_x.append(test_x.loc[indices, :])\n",
+    "    subset_test_y.append(test_y.loc[indices, :])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Train the model\n",
+    "We'll train an ElasticNet model using scikit-learn, then run this model for each of the batches of data, logging the model parameters, mean absolute error, and whylogs data metrics.\n",
+    "\n",
+    "Note that whylogs profiler data is automatically logged when `mlflow.end_run()` is called (implicitly or explicitly)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: 'whylogs demo' does not exist. Creating a new experiment\n",
+      "ElasticNet model ({'alpha': 1.0, 'l1_ratio': 0.7}):\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Create an MLflow experiment for our demo\n",
+    "experiment_name = \"whylogs demo\"\n",
+    "mlflow.set_experiment(experiment_name)\n",
+    "\n",
+    "model_params = {\"alpha\": 1.0,\n",
+    "                \"l1_ratio\": 0.7}\n",
+    "\n",
+    "lr = ElasticNet(**model_params)\n",
+    "lr.fit(train_x, train_y)\n",
+    "print(\"ElasticNet model (%s):\" % model_params)"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Subset 1, mean absolute error: 0.5789794874388365\n",
+      "Subset 2, mean absolute error: 0.6111029246160566\n",
+      "Subset 3, mean absolute error: 0.8536210353690337\n",
+      "Subset 4, mean absolute error: 1.0097638903189077\n",
+      "Subset 5, mean absolute error: 1.1419334387935294\n",
+      "Subset 6, mean absolute error: 0.4389454235595741\n",
+      "Subset 7, mean absolute error: 0.6943716888788721\n",
+      "Subset 8, mean absolute error: 0.5281415556056386\n",
+      "Subset 9, mean absolute error: 0.8662166919084389\n",
+      "Subset 10, mean absolute error: 0.8462118256399723\n",
+      "Subset 11, mean absolute error: 0.9189648886334384\n",
+      "Subset 12, mean absolute error: 0.6721440596916878\n",
+      "Subset 13, mean absolute error: 0.8699212967729693\n",
+      "Subset 14, mean absolute error: 0.7364127140011986\n",
+      "Subset 15, mean absolute error: 0.8105048112918138\n",
+      "Subset 16, mean absolute error: 0.5930083232393926\n",
+      "Subset 17, mean absolute error: 0.6795532694207491\n",
+      "Subset 18, mean absolute error: 0.38086797237556774\n",
+      "Subset 19, mean absolute error: 0.7352651500373737\n",
+      "Subset 20, mean absolute error: 0.6262069593715065\n"
+     ]
+    }
+   ],
+   "source": [
+    "# run predictions on the batches of data we set up earlier and log whylogs data\n",
+    "for i in range(num_batches):\n",
+    "    with mlflow.start_run(run_name=f\"Run {i+1}\"):\n",
+    "        batch = subset_test_x[i]\n",
+    "        predicted_output = lr.predict(batch)\n",
+    "\n",
+    "        mae = mean_absolute_error(subset_test_y[i], predicted_output)\n",
+    "        print(\"Subset %.0f, mean absolute error: %s\" % (i + 1, mae))\n",
+    "\n",
+    "        mlflow.log_params(model_params)\n",
+    "        mlflow.log_metric(\"mae\", mae)\n",
+    "\n",
+    "        # use whylogs to log data quality metrics for the current batch\n",
+    "        mlflow.whylogs.log_pandas(batch)\n",
+    "\n",
+    "    # wait a second between runs to create a time series of prediction results\n",
+    "    time.sleep(1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Accessing whylogs Data From Your Experiment\n",
+    "Now, let's explore our whylogs data inside the MLflow experiment."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "('whylogs demo', '1')"
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "client = mlflow.tracking.MlflowClient()\n",
+    "experiment = client.get_experiment_by_name(experiment_name)\n",
+    "experiment.name, experiment.experiment_id"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "MLflow stores the data profiles as *artifacts*. These can be retrieved in the same way you access MLflow projects, parameters, and metrics.\n",
+    "\n",
+    "whylogs exposes helper API for accessing whylogs-specific output of an experiment."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "[<RunInfo: artifact_uri='file:///Users/alex/Code/whylogs-examples/python/mlruns/1/964c5ebd92904c5fb26d86d4a7ff90eb/artifacts', end_time=1612491706925, experiment_id='1', lifecycle_stage='active', run_id='964c5ebd92904c5fb26d86d4a7ff90eb', run_uuid='964c5ebd92904c5fb26d86d4a7ff90eb', start_time=1612491706903, status='FINISHED', user_id='alex'>,\n <RunInfo: artifact_uri='file:///Users/alex/Code/whylogs-examples/python/mlruns/1/1b3f6274772a464cb1e81d860dd7ff7e/artifacts', end_time=1612491705899, experiment_id='1', lifecycle_stage='active', run_id='1b3f6274772a464cb1e81d860dd7ff7e', run_uuid='1b3f6274772a464cb1e81d860dd7ff7e', start_time=1612491705876, status='FINISHED', user_id='alex'>,\n <RunInfo: artifact_uri='file:///Users/alex/Code/whylogs-examples/python/mlruns/1/8c3130a637d846eebede052e3bb2d1cf/artifacts', end_time=1612491704870, experiment_id='1', lifecycle_stage='active', run_id='8c3130a637d846eebede052e3bb2d1cf', run_uuid='8c3130a637d846eebede052e3bb2d1cf', 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run_uuid='0a8985c8f01a42c2bad8a31dfbb9699d', start_time=1612491687377, status='FINISHED', user_id='alex'>]"
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "whylogs.mlflow.list_whylogs_runs(experiment.experiment_id)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Visualizing whylogs Data\n",
+    "Our integration allows you to quickly collect the statistical profiles produced during experimentation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "[<whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fbc39d0>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd09d00>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd10f70>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd10d90>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd22e80>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd2a7f0>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd32b20>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd3bdc0>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd43ee0>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd3bc70>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd586a0>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd62a60>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd69c40>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd72e20>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd72d60>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd699d0>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd907c0>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fd989d0>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fda2d60>,\n <whylogs.core.datasetprofile.DatasetProfile at 0x7fbc7fdaaf10>]"
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mlflow_profiles = whylogs.mlflow.get_experiment_profiles(experiment.experiment_id)\n",
+    "mlflow_profiles"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can then use `whylogs.viz` to easily produce visualizations for the whylogs profile data.\n",
+    "\n",
+    "Below, you can see how the data changed over time in our batches for the column called `free sulfur dioxide`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from whylogs.viz import ProfileVisualizer\n",
+    "\n",
+    "viz = ProfileVisualizer()\n",
+    "viz.set_profiles(mlflow_profiles)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "<Figure size 2000x400 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "viz.plot_distribution(\"free sulfur dioxide\", ts_format=\"%d-%b-%y %H:%M:%S\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "<Figure size 2000x400 with 1 Axes>",
+      "image/png": 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\n"
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "viz.plot_uniqueness(\"free sulfur dioxide\", ts_format=\"%d-%b-%y %H:%M:%S\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "<Figure size 2000x400 with 1 Axes>",
+      "image/png": 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+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "viz.plot_missing_values(\"free sulfur dioxide\", ts_format=\"%d-%b-%y %H:%M:%S\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "<Figure size 2000x400 with 1 Axes>",
+      "image/png": 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+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "viz.plot_data_types(\"free sulfur dioxide\", ts_format=\"%d-%b-%y %H:%M:%S\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "We can also plot the mean error of each run for comparison."
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "<Figure size 2000x400 with 1 Axes>",
+      "image/png": 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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "plt.close('all')\n",
+    "\n",
+    "runs = mlflow.search_runs(experiment.experiment_id)\n",
+    "plt.figure(figsize=(10,2))\n",
+    "plt.plot(runs['start_time'], runs['metrics.mae'])\n",
+    "plt.show()"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "With whylogs, collecting and visualizing data quality metrics at both training and inference time for your MLflow runs is made dead simple. These metrics can be invaluable when trying to debug model failures or optimize their performance.\n",
+    "\n",
+    "whylogs data can be visualized in more complex ways. Check out [whylogs.viz](https://whylogs.readthedocs.io/en/latest/api/whylogs.viz.html) for details on the API.\n",
+    "\n",
+    "In addition, you can also check out how **WhyLabs** can help you visualize data quality metrics by visiting [our sandbox](http://try.whylabsapp.com/). Feel free to reach out to our [slack channel](http://join.slack.whylabs.ai/) if you have any questions!"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "name": "whylogs-mlflow",
+   "language": "python",
+   "display_name": "whylogs-mlflow"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
\ No newline at end of file
diff --git a/examples/RAPIDS GPU Integration Example.ipynb b/examples/RAPIDS GPU Integration Example.ipynb
new file mode 100644
index 0000000000..3cab6aabf1
--- /dev/null
+++ b/examples/RAPIDS GPU Integration Example.ipynb	
@@ -0,0 +1,1086 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import datetime\n",
+    "import cudf\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from cuml.ensemble import RandomForestClassifier\n",
+    "from cuml.metrics import accuracy_score\n",
+    "\n",
+    "import whylogs\n",
+    "from whylogs.viz import ProfileVisualizer\n",
+    "\n",
+    "import warnings\n",
+    "warnings.simplefilter('ignore')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "heart_data = pd.read_csv(\"https://archive.ics.uci.edu/ml/machine-learning-databases/heart-disease/processed.hungarian.data\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This dataset encodes missing values as `?`, so we will replace them with `np.nan` temporarily and then fill them with the median value for the column."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "heart_data.replace(\"?\", np.nan, inplace=True)\n",
+    "heart_data.fillna(heart_data.median(), inplace=True)\n",
+    "heart_data = heart_data.astype('float32')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The dataset does not come packaged with a header, so we will add that next.\n",
+    "\n",
+    "More information about the data (including the header labels we'll add) can be found in `heart-disease.names`:  \n",
+    "https://archive.ics.uci.edu/ml/machine-learning-databases/heart-disease/heart-disease.names"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "heart_data.columns = ['age', 'sex', 'cp', 'trestbps', 'chol',\n",
+    "                      'fbs', 'restecg', 'thalach', 'exang', \n",
+    "                      'oldpeak', 'slope', 'ca', 'thal', 'target']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Finally, we will convert this object to an NVIDIA CuDF that works in the GPU."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>cp</th>\n",
+       "      <th>trestbps</th>\n",
+       "      <th>chol</th>\n",
+       "      <th>fbs</th>\n",
+       "      <th>restecg</th>\n",
+       "      <th>thalach</th>\n",
+       "      <th>exang</th>\n",
+       "      <th>oldpeak</th>\n",
+       "      <th>slope</th>\n",
+       "      <th>ca</th>\n",
+       "      <th>thal</th>\n",
+       "      <th>target</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>29.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>29.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>244.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>170.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>170.0</td>\n",
+       "      <td>237.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>170.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>31.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>32.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>165.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>288</th>\n",
+       "      <td>52.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>289</th>\n",
+       "      <td>54.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>294.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>290</th>\n",
+       "      <td>56.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>155.0</td>\n",
+       "      <td>342.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>291</th>\n",
+       "      <td>58.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>180.0</td>\n",
+       "      <td>393.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>292</th>\n",
+       "      <td>65.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>275.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>293 rows × 14 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      age  sex   cp  trestbps   chol  fbs  restecg  thalach  exang  oldpeak  \\\n",
+       "0    29.0  1.0  2.0     120.0  243.0  0.0      0.0    160.0    0.0      0.0   \n",
+       "1    29.0  1.0  2.0     140.0  244.0  0.0      0.0    170.0    0.0      0.0   \n",
+       "2    30.0  0.0  1.0     170.0  237.0  0.0      1.0    170.0    0.0      0.0   \n",
+       "3    31.0  0.0  2.0     100.0  219.0  0.0      1.0    150.0    0.0      0.0   \n",
+       "4    32.0  0.0  2.0     105.0  198.0  0.0      0.0    165.0    0.0      0.0   \n",
+       "..    ...  ...  ...       ...    ...  ...      ...      ...    ...      ...   \n",
+       "288  52.0  1.0  4.0     160.0  331.0  0.0      0.0     94.0    1.0      2.5   \n",
+       "289  54.0  0.0  3.0     130.0  294.0  0.0      1.0    100.0    1.0      0.0   \n",
+       "290  56.0  1.0  4.0     155.0  342.0  1.0      0.0    150.0    1.0      3.0   \n",
+       "291  58.0  0.0  2.0     180.0  393.0  0.0      0.0    110.0    1.0      1.0   \n",
+       "292  65.0  1.0  4.0     130.0  275.0  0.0      1.0    115.0    1.0      1.0   \n",
+       "\n",
+       "     slope   ca  thal  target  \n",
+       "0      2.0  0.0   6.0     0.0  \n",
+       "1      2.0  0.0   6.0     0.0  \n",
+       "2      2.0  0.0   6.0     0.0  \n",
+       "3      2.0  0.0   6.0     0.0  \n",
+       "4      2.0  0.0   6.0     0.0  \n",
+       "..     ...  ...   ...     ...  \n",
+       "288    2.0  0.0   6.0     1.0  \n",
+       "289    2.0  0.0   6.0     1.0  \n",
+       "290    2.0  0.0   6.0     1.0  \n",
+       "291    2.0  0.0   7.0     1.0  \n",
+       "292    2.0  0.0   6.0     1.0  \n",
+       "\n",
+       "[293 rows x 14 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cu_heart_data = cudf.from_pandas(heart_data)\n",
+    "cu_heart_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The above is our first view of the data as a CuDF on the GPU using NVIDIA's RAPIDS toolkit. \n",
+    "\n",
+    "For simplicity, we'll choose the first 200 rows as training data and the remainder as batches of testing data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train = cu_heart_data.drop(\"target\", axis=1)[:200]\n",
+    "y_train = cu_heart_data[\"target\"][:200]\n",
+    "\n",
+    "X_test1 = cu_heart_data.drop(\"target\", axis=1)[200:231]\n",
+    "y_test1 = cu_heart_data[\"target\"][200:231]\n",
+    "X_test2 = cu_heart_data.drop(\"target\", axis=1)[231:262]\n",
+    "y_test2 = cu_heart_data[\"target\"][231:262]\n",
+    "X_test3 = cu_heart_data.drop(\"target\", axis=1)[262:]\n",
+    "y_test3 = cu_heart_data[\"target\"][262:]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In addition to CuDF, we will use CuML to train a random forest classifier on the `target` variable."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestClassifier(split_criterion=0, handle=<cuml.raft.common.handle.Handle object at 0x7f5fc4a229b0>, verbose=4, output_type='cudf')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cuml_model = RandomForestClassifier(n_estimators=40,\n",
+    "                   max_depth=16,\n",
+    "                   max_features=1.0,\n",
+    "                   random_state=1095)\n",
+    "\n",
+    "cuml_model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "At this point, we want to log the data that we've used for training and testing with WhyLogs.\n",
+    "\n",
+    "To do so, we first create a WhyLogs logging session using `get_or_create_session()`. For logging, we can create a new empty profile and track our CuDF directly from the GPU data structure.\n",
+    "\n",
+    "In this example, we will do this all from memory instead of writing to a file."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "WARN: Missing config\n"
+     ]
+    }
+   ],
+   "source": [
+    "session = whylogs.get_or_create_session()\n",
+    "profile = session.new_profile(dataset_name=\"cudf-example\")\n",
+    "profile.track_dataframe(cu_heart_data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "One output from WhyLogs is a summary object that can be exported as a Pandas dataframe."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>column</th>\n",
+       "      <th>count</th>\n",
+       "      <th>null_count</th>\n",
+       "      <th>bool_count</th>\n",
+       "      <th>numeric_count</th>\n",
+       "      <th>max</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>min</th>\n",
+       "      <th>stddev</th>\n",
+       "      <th>nunique_numbers</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ununique_str_upper</th>\n",
+       "      <th>quantile_0.0000</th>\n",
+       "      <th>quantile_0.0100</th>\n",
+       "      <th>quantile_0.0500</th>\n",
+       "      <th>quantile_0.2500</th>\n",
+       "      <th>quantile_0.5000</th>\n",
+       "      <th>quantile_0.7500</th>\n",
+       "      <th>quantile_0.9500</th>\n",
+       "      <th>quantile_0.9900</th>\n",
+       "      <th>quantile_1.0000</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>age</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>47.894198</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>7.738385</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>66.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>restecg</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.211604</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.449050</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>slope</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.962457</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.207620</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>ca</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>exang</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.303754</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.460665</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>sex</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.723549</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.448007</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>thalach</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>138.976109</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>23.436071</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>87.0</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>122.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>155.0</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>185.0</td>\n",
+       "      <td>190.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>target</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.361775</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.481336</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>trestbps</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>132.583618</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>17.626568</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>140.0</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>180.0</td>\n",
+       "      <td>200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>chol</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>603.0</td>\n",
+       "      <td>250.716724</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>64.714639</td>\n",
+       "      <td>153.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>129.0</td>\n",
+       "      <td>167.0</td>\n",
+       "      <td>212.0</td>\n",
+       "      <td>244.0</td>\n",
+       "      <td>277.0</td>\n",
+       "      <td>358.0</td>\n",
+       "      <td>518.0</td>\n",
+       "      <td>603.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>cp</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>2.986348</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.965049</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>oldpeak</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.588055</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.909554</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>fbs</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.068259</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.252622</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>thal</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>293.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>5.965870</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.502251</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>14 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      column  count  null_count  bool_count  numeric_count    max        mean  \\\n",
+       "0        age  293.0         0.0         0.0          293.0   66.0   47.894198   \n",
+       "1    restecg  293.0         0.0         0.0          293.0    2.0    0.211604   \n",
+       "2      slope  293.0         0.0         0.0          293.0    3.0    1.962457   \n",
+       "3         ca  293.0         0.0         0.0          293.0    0.0    0.000000   \n",
+       "4      exang  293.0         0.0         0.0          293.0    1.0    0.303754   \n",
+       "5        sex  293.0         0.0         0.0          293.0    1.0    0.723549   \n",
+       "6    thalach  293.0         0.0         0.0          293.0  190.0  138.976109   \n",
+       "7     target  293.0         0.0         0.0          293.0    1.0    0.361775   \n",
+       "8   trestbps  293.0         0.0         0.0          293.0  200.0  132.583618   \n",
+       "9       chol  293.0         0.0         0.0          293.0  603.0  250.716724   \n",
+       "10        cp  293.0         0.0         0.0          293.0    4.0    2.986348   \n",
+       "11   oldpeak  293.0         0.0         0.0          293.0    5.0    0.588055   \n",
+       "12       fbs  293.0         0.0         0.0          293.0    1.0    0.068259   \n",
+       "13      thal  293.0         0.0         0.0          293.0    7.0    5.965870   \n",
+       "\n",
+       "     min     stddev  nunique_numbers  ...  ununique_str_upper  \\\n",
+       "0   29.0   7.738385             37.0  ...                 0.0   \n",
+       "1    0.0   0.449050              3.0  ...                 0.0   \n",
+       "2    1.0   0.207620              3.0  ...                 0.0   \n",
+       "3    0.0   0.000000              1.0  ...                 0.0   \n",
+       "4    0.0   0.460665              2.0  ...                 0.0   \n",
+       "5    0.0   0.448007              2.0  ...                 0.0   \n",
+       "6   82.0  23.436071             71.0  ...                 0.0   \n",
+       "7    0.0   0.481336              2.0  ...                 0.0   \n",
+       "8   92.0  17.626568             31.0  ...                 0.0   \n",
+       "9   85.0  64.714639            153.0  ...                 0.0   \n",
+       "10   1.0   0.965049              4.0  ...                 0.0   \n",
+       "11   0.0   0.909554              6.0  ...                 0.0   \n",
+       "12   0.0   0.252622              2.0  ...                 0.0   \n",
+       "13   3.0   0.502251              3.0  ...                 0.0   \n",
+       "\n",
+       "    quantile_0.0000  quantile_0.0100  quantile_0.0500  quantile_0.2500  \\\n",
+       "0              29.0             31.0             35.0             42.0   \n",
+       "1               0.0              0.0              0.0              0.0   \n",
+       "2               1.0              1.0              2.0              2.0   \n",
+       "3               0.0              0.0              0.0              0.0   \n",
+       "4               0.0              0.0              0.0              0.0   \n",
+       "5               0.0              0.0              0.0              0.0   \n",
+       "6              82.0             87.0             98.0            122.0   \n",
+       "7               0.0              0.0              0.0              0.0   \n",
+       "8              92.0            100.0            110.0            120.0   \n",
+       "9              85.0            129.0            167.0            212.0   \n",
+       "10              1.0              1.0              2.0              2.0   \n",
+       "11              0.0              0.0              0.0              0.0   \n",
+       "12              0.0              0.0              0.0              0.0   \n",
+       "13              3.0              3.0              6.0              6.0   \n",
+       "\n",
+       "    quantile_0.5000  quantile_0.7500  quantile_0.9500  quantile_0.9900  \\\n",
+       "0              49.0             54.0             59.0             65.0   \n",
+       "1               0.0              0.0              1.0              2.0   \n",
+       "2               2.0              2.0              2.0              2.0   \n",
+       "3               0.0              0.0              0.0              0.0   \n",
+       "4               0.0              1.0              1.0              1.0   \n",
+       "5               1.0              1.0              1.0              1.0   \n",
+       "6             140.0            155.0            175.0            185.0   \n",
+       "7               0.0              1.0              1.0              1.0   \n",
+       "8             130.0            140.0            160.0            180.0   \n",
+       "9             244.0            277.0            358.0            518.0   \n",
+       "10              3.0              4.0              4.0              4.0   \n",
+       "11              0.0              1.0              2.5              3.0   \n",
+       "12              0.0              0.0              1.0              1.0   \n",
+       "13              6.0              6.0              6.0              7.0   \n",
+       "\n",
+       "    quantile_1.0000  \n",
+       "0              66.0  \n",
+       "1               2.0  \n",
+       "2               3.0  \n",
+       "3               0.0  \n",
+       "4               1.0  \n",
+       "5               1.0  \n",
+       "6             190.0  \n",
+       "7               1.0  \n",
+       "8             200.0  \n",
+       "9             603.0  \n",
+       "10              4.0  \n",
+       "11              5.0  \n",
+       "12              1.0  \n",
+       "13              7.0  \n",
+       "\n",
+       "[14 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "summary = profile.flat_summary()[\"summary\"]\n",
+    "summary"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On each batch of inference for our model, we should also log the data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "profiles = []\n",
+    "\n",
+    "# Model inference\n",
+    "output1 = X_test1.reset_index(drop=True)\n",
+    "output1[\"pred\"] = cuml_model.predict(X_test1)\n",
+    "\n",
+    "# Log using WhyLogs\n",
+    "profiles.append(session.profile_dataframe(output1, \n",
+    "        dataset_timestamp=datetime.datetime.now()-datetime.timedelta(days=2)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's repeat this process for our remaining batches."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Inference and logging on second batch\n",
+    "output2 = X_test2.reset_index(drop=True)\n",
+    "output2[\"pred\"] = cuml_model.predict(X_test2)\n",
+    "#output2 = output2.to_pandas()\n",
+    "profiles.append(session.profile_dataframe(output2,\n",
+    "        dataset_timestamp=datetime.datetime.now()-datetime.timedelta(days=1)))\n",
+    "\n",
+    "# Inference and logging on third batch\n",
+    "output3 = X_test3.reset_index(drop=True)\n",
+    "output3[\"pred\"] = cuml_model.predict(X_test3)\n",
+    "#output3 = output3.to_pandas()\n",
+    "profiles.append(session.profile_dataframe(output3, dataset_timestamp=datetime.datetime.now()))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In addition to profiling and logging the data, WhyLogs also provides a convenient visualization module that works best on multiple dataframes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<whylogs.core.datasetprofile.DatasetProfile at 0x7f5fc41fedc0>,\n",
+       " <whylogs.core.datasetprofile.DatasetProfile at 0x7f5fc41fbb50>,\n",
+       " <whylogs.core.datasetprofile.DatasetProfile at 0x7f5fc41b7250>]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "profiles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x400 with 1 Axes>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "viz = ProfileVisualizer()\n",
+    "viz.set_profiles(profiles)\n",
+    "viz.plot_distribution(\"chol\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x400 with 1 Axes>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "viz.plot_uniqueness(\"age\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "RAPIDS Stable",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/S3 example.ipynb b/examples/S3 example.ipynb
new file mode 100644
index 0000000000..1512b7a9cd
--- /dev/null
+++ b/examples/S3 example.ipynb	
@@ -0,0 +1,408 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Saving Profiles to S3 \n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from whylogs import get_or_create_session\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autoreload extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autoreload\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "%load_ext autoreload\n",
+    "%autoreload 2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Create a mock s3 server \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For this example we will create a fake s3 server using moto lib. You should remove this section if you have you own bucket setup on aws. Make sure you have your aws configuration set.  By default this mock server creates a server in region \"us-east-1\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "BUCKET=\"super_awesome_bucket\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "s3.Bucket(name='super_awesome_bucket')"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from moto import mock_s3\n",
+    "from moto.s3.responses import DEFAULT_REGION_NAME\n",
+    "import boto3\n",
+    "\n",
+    "mocks3 = mock_s3()\n",
+    "mocks3.start()\n",
+    "res = boto3.resource('s3', region_name=DEFAULT_REGION_NAME)\n",
+    "res.create_bucket(Bucket=BUCKET)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load Data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can go by our usual way, load a example csv data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(\"lending_club_1000.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Config File\n",
+    "---\n",
+    "Seting up  whylogs to  save your data on s3 can be in several ways. Simplest is to simply create a config file,where each data format can be saved to a specific location. As shown below "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "CONFIG = \"\"\"\n",
+    "project: s3_example_project\n",
+    "pipeline: latest_results\n",
+    "verbose: false\n",
+    "writers:\n",
+    "- formats:\n",
+    "  - protobuf\n",
+    "  output_path: s3://super_awesome_bucket/\n",
+    "  path_template: $name/dataset_summary\n",
+    "  filename_template: dataset_summary\n",
+    "  type: s3\n",
+    "- formats:\n",
+    "  - flat\n",
+    "  output_path: s3://super_awesome_bucket/\n",
+    "  path_template: $name/dataset_summary\n",
+    "  filename_template: dataset_summary\n",
+    "  type: s3\n",
+    "- formats:\n",
+    "  - json\n",
+    "  output_path: s3://super_awesome_bucket/\n",
+    "  path_template: $name/dataset_summary\n",
+    "  filename_template: dataset_summary\n",
+    "  type: s3\n",
+    "\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "config_path=\".whylogs.yaml\"\n",
+    "with open(\".whylogs.yaml\",\"w\") as file:\n",
+    "    file.write(CONFIG)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Checking the content:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "project: s3_example_project\r\n",
+      "pipeline: latest_results\r\n",
+      "verbose: false\r\n",
+      "writers:\r\n",
+      "- formats:\r\n",
+      "  - protobuf\r\n",
+      "  output_path: s3://super_awesome_bucket/\r\n",
+      "  path_template: $name/dataset_summary\r\n",
+      "  filename_template: dataset_summary\r\n",
+      "  type: s3\r\n",
+      "- formats:\r\n",
+      "  - flat\r\n",
+      "  output_path: s3://super_awesome_bucket/\r\n",
+      "  path_template: $name/dataset_summary\r\n",
+      "  filename_template: dataset_summary\r\n",
+      "  type: s3\r\n",
+      "- formats:\r\n",
+      "  - json\r\n",
+      "  output_path: s3://super_awesome_bucket/\r\n",
+      "  path_template: $name/dataset_summary\r\n",
+      "  filename_template: dataset_summary\r\n",
+      "  type: s3\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cat .whylogs.yaml"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "If you have a custom name for your config file or place it in a special location you can use the helper function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cache: 1\n",
+      "pipeline: latest_results\n",
+      "project: s3_example_project\n",
+      "verbose: false\n",
+      "with_rotation_time: null\n",
+      "writers:\n",
+      "- filename_template: <string.Template object at 0x7fd4e78cfc40>\n",
+      "  formats:\n",
+      "  - OutputFormat.protobuf\n",
+      "  output_path: s3://super_awesome_bucket/\n",
+      "  path_template: <string.Template object at 0x7fd4e6564a90>\n",
+      "- filename_template: <string.Template object at 0x7fd4e78c6b20>\n",
+      "  formats:\n",
+      "  - OutputFormat.flat\n",
+      "  output_path: s3://super_awesome_bucket/\n",
+      "  path_template: <string.Template object at 0x7fd4e78c6580>\n",
+      "- filename_template: <string.Template object at 0x7fd4e7883550>\n",
+      "  formats:\n",
+      "  - OutputFormat.json\n",
+      "  output_path: s3://super_awesome_bucket/\n",
+      "  path_template: <string.Template object at 0x7fd4e78c8ac0>\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from whylogs.app.session import load_config, session_from_config\n",
+    "config = load_config(\".whylogs.yaml\")\n",
+    "session = session_from_config(config)\n",
+    "print(session.get_config().to_yaml())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Otherwise if the file is located in your home directory or current location you are running, you can simply run `get_or_create_session()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "cache: 1\n",
+      "pipeline: latest_results\n",
+      "project: s3_example_project\n",
+      "verbose: false\n",
+      "with_rotation_time: null\n",
+      "writers:\n",
+      "- filename_template: <string.Template object at 0x7fd4e7812c40>\n",
+      "  formats:\n",
+      "  - OutputFormat.protobuf\n",
+      "  output_path: s3://super_awesome_bucket/\n",
+      "  path_template: <string.Template object at 0x7fd4e4a80520>\n",
+      "- filename_template: <string.Template object at 0x7fd4e7812130>\n",
+      "  formats:\n",
+      "  - OutputFormat.flat\n",
+      "  output_path: s3://super_awesome_bucket/\n",
+      "  path_template: <string.Template object at 0x7fd4e7812250>\n",
+      "- filename_template: <string.Template object at 0x7fd4e7812bb0>\n",
+      "  formats:\n",
+      "  - OutputFormat.json\n",
+      "  output_path: s3://super_awesome_bucket/\n",
+      "  path_template: <string.Template object at 0x7fd4e78122e0>\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "session= get_or_create_session()\n",
+    "print(session.get_config().to_yaml())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Loggin Data \n",
+    "--- \n",
+    "The data can be save by simply closing a logger, or one a logger is out of scope."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with session.logger(\"dataset_test_s3\") as logger:\n",
+    "    logger.log_dataframe(df)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['dataset_test_s3/dataset_summary/flat_table/dataset_summary.csv',\n",
+       " 'dataset_test_s3/dataset_summary/freq_numbers/dataset_summary.json',\n",
+       " 'dataset_test_s3/dataset_summary/frequent_strings/dataset_summary.json',\n",
+       " 'dataset_test_s3/dataset_summary/histogram/dataset_summary.json',\n",
+       " 'dataset_test_s3/dataset_summary/json/dataset_summary.json',\n",
+       " 'dataset_test_s3/dataset_summary/protobuf/dataset_summary.bin']"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "client = boto3.client('s3')\n",
+    "objects = client.list_objects(Bucket=BUCKET)\n",
+    "[obj[\"Key\"] for obj in objects[\"Contents\"]]\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can define the configure for were the data is save through a configuration file or creating a custom writer.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Close mock s3 server "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mocks3.stop()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/Streaming Mode - whylogs.ipynb b/examples/Streaming Mode - whylogs.ipynb
new file mode 100644
index 0000000000..344c91b0a6
--- /dev/null
+++ b/examples/Streaming Mode - whylogs.ipynb	
@@ -0,0 +1,657 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In this notebook, we will explore how to use Python in a streaming and distributed manner\n",
+    "\n",
+    "## Loading the dataset\n",
+    "\n",
+    "To simulate streaming data, we will load data into a Pandas dataframe. Then, we will iterate via each `Row` object, which is a dictionary object.\n",
+    "\n",
+    "`whylogs.DatasetProfile.track` method accepts dictionary of `[feature_name, value]`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import datetime\n",
+    "import os.path\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>member_id</th>\n",
+       "      <th>loan_amnt</th>\n",
+       "      <th>funded_amnt</th>\n",
+       "      <th>funded_amnt_inv</th>\n",
+       "      <th>term</th>\n",
+       "      <th>int_rate</th>\n",
+       "      <th>installment</th>\n",
+       "      <th>grade</th>\n",
+       "      <th>sub_grade</th>\n",
+       "      <th>...</th>\n",
+       "      <th>hardship_payoff_balance_amount</th>\n",
+       "      <th>hardship_last_payment_amount</th>\n",
+       "      <th>disbursement_method</th>\n",
+       "      <th>debt_settlement_flag</th>\n",
+       "      <th>debt_settlement_flag_date</th>\n",
+       "      <th>settlement_status</th>\n",
+       "      <th>settlement_date</th>\n",
+       "      <th>settlement_amount</th>\n",
+       "      <th>settlement_percentage</th>\n",
+       "      <th>settlement_term</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>10599</th>\n",
+       "      <td>96596008</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>15.99</td>\n",
+       "      <td>527.29</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10601</th>\n",
+       "      <td>96703051</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>14575.0</td>\n",
+       "      <td>14575.0</td>\n",
+       "      <td>14575.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>25.49</td>\n",
+       "      <td>583.29</td>\n",
+       "      <td>E</td>\n",
+       "      <td>E4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10602</th>\n",
+       "      <td>96960509</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>5000.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>8.24</td>\n",
+       "      <td>157.24</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10603</th>\n",
+       "      <td>97463966</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>13200.0</td>\n",
+       "      <td>13200.0</td>\n",
+       "      <td>13200.0</td>\n",
+       "      <td>60 months</td>\n",
+       "      <td>13.99</td>\n",
+       "      <td>307.08</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10605</th>\n",
+       "      <td>96841832</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>9500.0</td>\n",
+       "      <td>9500.0</td>\n",
+       "      <td>9500.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>8.24</td>\n",
+       "      <td>298.75</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10914</th>\n",
+       "      <td>95617334</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6500.0</td>\n",
+       "      <td>6500.0</td>\n",
+       "      <td>6250.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>5.32</td>\n",
+       "      <td>195.75</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10915</th>\n",
+       "      <td>95129874</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>15000.0</td>\n",
+       "      <td>60 months</td>\n",
+       "      <td>15.99</td>\n",
+       "      <td>364.70</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10916</th>\n",
+       "      <td>96187258</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>40000.0</td>\n",
+       "      <td>40000.0</td>\n",
+       "      <td>40000.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>7.49</td>\n",
+       "      <td>1244.07</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10917</th>\n",
+       "      <td>94469381</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5050.0</td>\n",
+       "      <td>5050.0</td>\n",
+       "      <td>5050.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>21.49</td>\n",
+       "      <td>191.54</td>\n",
+       "      <td>D</td>\n",
+       "      <td>D5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10918</th>\n",
+       "      <td>94480548</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>7350.0</td>\n",
+       "      <td>7350.0</td>\n",
+       "      <td>7350.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>12.74</td>\n",
+       "      <td>246.74</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>309 rows × 150 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             id  member_id  loan_amnt  funded_amnt  funded_amnt_inv  \\\n",
+       "10599  96596008        NaN    15000.0      15000.0          15000.0   \n",
+       "10601  96703051        NaN    14575.0      14575.0          14575.0   \n",
+       "10602  96960509        NaN     5000.0       5000.0           5000.0   \n",
+       "10603  97463966        NaN    13200.0      13200.0          13200.0   \n",
+       "10605  96841832        NaN     9500.0       9500.0           9500.0   \n",
+       "...         ...        ...        ...          ...              ...   \n",
+       "10914  95617334        NaN     6500.0       6500.0           6250.0   \n",
+       "10915  95129874        NaN    15000.0      15000.0          15000.0   \n",
+       "10916  96187258        NaN    40000.0      40000.0          40000.0   \n",
+       "10917  94469381        NaN     5050.0       5050.0           5050.0   \n",
+       "10918  94480548        NaN     7350.0       7350.0           7350.0   \n",
+       "\n",
+       "             term  int_rate  installment grade sub_grade  ...  \\\n",
+       "10599   36 months     15.99       527.29     C        C5  ...   \n",
+       "10601   36 months     25.49       583.29     E        E4  ...   \n",
+       "10602   36 months      8.24       157.24     B        B1  ...   \n",
+       "10603   60 months     13.99       307.08     C        C3  ...   \n",
+       "10605   36 months      8.24       298.75     B        B1  ...   \n",
+       "...           ...       ...          ...   ...       ...  ...   \n",
+       "10914   36 months      5.32       195.75     A        A1  ...   \n",
+       "10915   60 months     15.99       364.70     C        C5  ...   \n",
+       "10916   36 months      7.49      1244.07     A        A4  ...   \n",
+       "10917   36 months     21.49       191.54     D        D5  ...   \n",
+       "10918   36 months     12.74       246.74     C        C1  ...   \n",
+       "\n",
+       "      hardship_payoff_balance_amount hardship_last_payment_amount  \\\n",
+       "10599                            NaN                          NaN   \n",
+       "10601                            NaN                          NaN   \n",
+       "10602                            NaN                          NaN   \n",
+       "10603                            NaN                          NaN   \n",
+       "10605                            NaN                          NaN   \n",
+       "...                              ...                          ...   \n",
+       "10914                            NaN                          NaN   \n",
+       "10915                            NaN                          NaN   \n",
+       "10916                            NaN                          NaN   \n",
+       "10917                            NaN                          NaN   \n",
+       "10918                            NaN                          NaN   \n",
+       "\n",
+       "      disbursement_method  debt_settlement_flag debt_settlement_flag_date  \\\n",
+       "10599                Cash                     N                       NaN   \n",
+       "10601                Cash                     N                       NaN   \n",
+       "10602                Cash                     N                       NaN   \n",
+       "10603                Cash                     N                       NaN   \n",
+       "10605                Cash                     N                       NaN   \n",
+       "...                   ...                   ...                       ...   \n",
+       "10914                Cash                     N                       NaN   \n",
+       "10915                Cash                     N                       NaN   \n",
+       "10916                Cash                     N                       NaN   \n",
+       "10917                Cash                     N                       NaN   \n",
+       "10918                Cash                     N                       NaN   \n",
+       "\n",
+       "      settlement_status settlement_date settlement_amount  \\\n",
+       "10599               NaN             NaN               NaN   \n",
+       "10601               NaN             NaN               NaN   \n",
+       "10602               NaN             NaN               NaN   \n",
+       "10603               NaN             NaN               NaN   \n",
+       "10605               NaN             NaN               NaN   \n",
+       "...                 ...             ...               ...   \n",
+       "10914               NaN             NaN               NaN   \n",
+       "10915               NaN             NaN               NaN   \n",
+       "10916               NaN             NaN               NaN   \n",
+       "10917               NaN             NaN               NaN   \n",
+       "10918               NaN             NaN               NaN   \n",
+       "\n",
+       "      settlement_percentage settlement_term  \n",
+       "10599                   NaN             NaN  \n",
+       "10601                   NaN             NaN  \n",
+       "10602                   NaN             NaN  \n",
+       "10603                   NaN             NaN  \n",
+       "10605                   NaN             NaN  \n",
+       "...                     ...             ...  \n",
+       "10914                   NaN             NaN  \n",
+       "10915                   NaN             NaN  \n",
+       "10916                   NaN             NaN  \n",
+       "10917                   NaN             NaN  \n",
+       "10918                   NaN             NaN  \n",
+       "\n",
+       "[309 rows x 150 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_file = \"lending_club_demo.csv\"\n",
+    "full_data = pd.read_csv(data_file)\n",
+    "full_data['issue_d'].describe()\n",
+    "\n",
+    "data = full_data[full_data['issue_d'] == 'Jan-2017']\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Creating a whylogs session\n",
+    "\n",
+    "Let's now explore import a function from whylogs that allows us to create a logging session.\n",
+    "\n",
+    "This session can be connected with multiple writers that output the results of our profiling locally in JSON, a flat CSV, or binary protobuf format as well as writers to an AWS S3 bucket in the cloud. Further writing functionality will be added as well.\n",
+    "\n",
+    "Let's create a default session below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from whylogs import get_or_create_session\n",
+    "\n",
+    "session = get_or_create_session()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Creating a logger\n",
+    "\n",
+    "We can create a logger for a specific dataset timestamp. This often represents a window of data or a batch of data.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "logger= session.logger(dataset_name=\"dataset\", dataset_timestamp=datetime.datetime(2020, 9, 22, 0, 0))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Log streaming data\n",
+    "We'll stream through the dataframe and call `logger.log`.\n",
+    "\n",
+    "In practice, you'll call this on individual data points"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i, r in data.iterrows():\n",
+    "    logger.log(r)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<whylogs.core.datasetprofile.DatasetProfile at 0x7fea48b59e90>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# close the logger to write to dist\n",
+    "logger.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Another logger\n",
+    "We'll create another logger and write data to the new logger, but with a different timestamp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with session.logger(dataset_name=\"dataset\", dataset_timestamp=datetime.datetime(2020, 9, 21, 0, 0)) as logger:\n",
+    "    for i, r in data.iterrows():\n",
+    "        logger.log(r)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Merging data\n",
+    "Once data is written to disk, we can then merge the entries together to get a summary view.\n",
+    "\n",
+    "If you run a distributed systems, this means that you can collect your `whylogs` data into a cloud storage such as S3 and then aggregate them."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import glob"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['whylogs-output/dataset/dataset_profile/protobuf/datase_profile-1600732800000.bin',\n",
+       " 'whylogs-output/dataset/dataset_profile/protobuf/datase_profile-1600646400000.bin']"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "binaries = glob.glob('whylogs-output/dataset/**/*.bin', recursive=True)\n",
+    "binaries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from whylogs import DatasetProfile\n",
+    "# currently, whylogs writer writes non-delimited files\n",
+    "profiles = [DatasetProfile.read_protobuf(x, delimited_file=False) for x in binaries]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from functools import reduce\n",
+    "merged = reduce(lambda x, y: x.merge(y), profiles)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Quick check with the merged data\n",
+    "We can check the counter to see if the merged data reflect the \"merge\" here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "First DTI count:  309\n",
+      "Second DTI count:  309\n",
+      "Merged count:  618\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"First DTI count: \", profiles[0].columns['dti'].counters.count)\n",
+    "print(\"Second DTI count: \", profiles[1].columns['dti'].counters.count)\n",
+    "print(\"Merged count: \", merged.columns['dti'].counters.count)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "whylogs",
+   "language": "python",
+   "name": "whylogs"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/data/flower2.jpg b/examples/data/flower2.jpg
new file mode 100644
index 0000000000..e94b2f065c
Binary files /dev/null and b/examples/data/flower2.jpg differ
diff --git a/examples/notebooks.ipynb b/examples/notebooks.ipynb
new file mode 100644
index 0000000000..c117cc1371
--- /dev/null
+++ b/examples/notebooks.ipynb
@@ -0,0 +1,1290 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2020-09-22 16:47:19,276 - whylogs.logs - DEBUG - whylogs.logs logging -> stdout at level DEBUG\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Just a simple convenience function to send the internal python\n",
+    "# logs to stdout.  Definitely not required\n",
+    "from whylogs.logs import display_logging\n",
+    "display_logging('debug')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>member_id</th>\n",
+       "      <th>loan_amnt</th>\n",
+       "      <th>funded_amnt</th>\n",
+       "      <th>funded_amnt_inv</th>\n",
+       "      <th>term</th>\n",
+       "      <th>int_rate</th>\n",
+       "      <th>installment</th>\n",
+       "      <th>grade</th>\n",
+       "      <th>sub_grade</th>\n",
+       "      <th>...</th>\n",
+       "      <th>hardship_payoff_balance_amount</th>\n",
+       "      <th>hardship_last_payment_amount</th>\n",
+       "      <th>disbursement_method</th>\n",
+       "      <th>debt_settlement_flag</th>\n",
+       "      <th>debt_settlement_flag_date</th>\n",
+       "      <th>settlement_status</th>\n",
+       "      <th>settlement_date</th>\n",
+       "      <th>settlement_amount</th>\n",
+       "      <th>settlement_percentage</th>\n",
+       "      <th>settlement_term</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>90671227</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4800.0</td>\n",
+       "      <td>4800.0</td>\n",
+       "      <td>4800.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>13.49</td>\n",
+       "      <td>162.87</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>90060135</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>21600.0</td>\n",
+       "      <td>21600.0</td>\n",
+       "      <td>21600.0</td>\n",
+       "      <td>60 months</td>\n",
+       "      <td>9.49</td>\n",
+       "      <td>453.54</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>90501423</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>24200.0</td>\n",
+       "      <td>24200.0</td>\n",
+       "      <td>24200.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>9.49</td>\n",
+       "      <td>775.09</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>90186302</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3600.0</td>\n",
+       "      <td>3600.0</td>\n",
+       "      <td>3600.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>11.49</td>\n",
+       "      <td>118.70</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>90805192</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8000.0</td>\n",
+       "      <td>8000.0</td>\n",
+       "      <td>8000.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>10.49</td>\n",
+       "      <td>259.99</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>N</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 151 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         id  member_id  loan_amnt  funded_amnt  funded_amnt_inv        term  \\\n",
+       "0  90671227        NaN     4800.0       4800.0           4800.0   36 months   \n",
+       "1  90060135        NaN    21600.0      21600.0          21600.0   60 months   \n",
+       "2  90501423        NaN    24200.0      24200.0          24200.0   36 months   \n",
+       "3  90186302        NaN     3600.0       3600.0           3600.0   36 months   \n",
+       "4  90805192        NaN     8000.0       8000.0           8000.0   36 months   \n",
+       "\n",
+       "   int_rate  installment grade sub_grade  ... hardship_payoff_balance_amount  \\\n",
+       "0     13.49       162.87     C        C2  ...                            NaN   \n",
+       "1      9.49       453.54     B        B2  ...                            NaN   \n",
+       "2      9.49       775.09     B        B2  ...                            NaN   \n",
+       "3     11.49       118.70     B        B5  ...                            NaN   \n",
+       "4     10.49       259.99     B        B3  ...                            NaN   \n",
+       "\n",
+       "  hardship_last_payment_amount disbursement_method  debt_settlement_flag  \\\n",
+       "0                          NaN                Cash                     N   \n",
+       "1                          NaN                Cash                     N   \n",
+       "2                          NaN                Cash                     N   \n",
+       "3                          NaN                Cash                     N   \n",
+       "4                          NaN                Cash                     N   \n",
+       "\n",
+       "  debt_settlement_flag_date settlement_status settlement_date  \\\n",
+       "0                       NaN               NaN             NaN   \n",
+       "1                       NaN               NaN             NaN   \n",
+       "2                       NaN               NaN             NaN   \n",
+       "3                       NaN               NaN             NaN   \n",
+       "4                       NaN               NaN             NaN   \n",
+       "\n",
+       "  settlement_amount settlement_percentage  settlement_term  \n",
+       "0               NaN                   NaN              NaN  \n",
+       "1               NaN                   NaN              NaN  \n",
+       "2               NaN                   NaN              NaN  \n",
+       "3               NaN                   NaN              NaN  \n",
+       "4               NaN                   NaN              NaN  \n",
+       "\n",
+       "[5 rows x 151 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Load some data\n",
+    "df = pd.read_csv('lending_club_1000.csv')\n",
+    "# Split into a test & training set\n",
+    "df_training = df.sample(int(len(df) * 0.8), replace=False, random_state=123)\n",
+    "df_test = df.drop(df_training.index)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Log dataset sketches"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2020-09-22 16:47:19,339 - whylogs.app.config - DEBUG - Attempting to load config file: None\n",
+      "2020-09-22 16:47:19,340 - whylogs.app.config - DEBUG - Attempting to load config file: .whylogs.yaml\n"
+     ]
+    }
+   ],
+   "source": [
+    "from whylogs import get_or_create_session\n",
+    "\n",
+    "session = get_or_create_session()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Log dataframe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<whylogs.core.datasetprofile.DatasetProfile at 0x7fa7d8bc0990>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "session.log_dataframe(df_training, 'training.data')\n",
+    "# Then you could do whatever training or calculations you'd like"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Inspect profiles/statistics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>column</th>\n",
+       "      <th>count</th>\n",
+       "      <th>null_count</th>\n",
+       "      <th>bool_count</th>\n",
+       "      <th>numeric_count</th>\n",
+       "      <th>max</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>min</th>\n",
+       "      <th>stddev</th>\n",
+       "      <th>nunique_numbers</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ununique_str_upper</th>\n",
+       "      <th>quantile_0.0000</th>\n",
+       "      <th>quantile_0.0100</th>\n",
+       "      <th>quantile_0.0500</th>\n",
+       "      <th>quantile_0.2500</th>\n",
+       "      <th>quantile_0.5000</th>\n",
+       "      <th>quantile_0.7500</th>\n",
+       "      <th>quantile_0.9500</th>\n",
+       "      <th>quantile_0.9900</th>\n",
+       "      <th>quantile_1.0000</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>num_il_tl</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>43.00</td>\n",
+       "      <td>9.834171</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>8.290657</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>14.000000</td>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>42.000000</td>\n",
+       "      <td>43.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>open_acc_6m</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>8.00</td>\n",
+       "      <td>1.356784</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.420749</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>avg_cur_bal</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>72812.00</td>\n",
+       "      <td>13079.467337</td>\n",
+       "      <td>244.00</td>\n",
+       "      <td>14001.002777</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>244.00</td>\n",
+       "      <td>425.000000</td>\n",
+       "      <td>1252.000000</td>\n",
+       "      <td>3039.000000</td>\n",
+       "      <td>8200.000000</td>\n",
+       "      <td>17591.000000</td>\n",
+       "      <td>43647.000000</td>\n",
+       "      <td>68086.000000</td>\n",
+       "      <td>72812.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>dti_joint</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>20.65</td>\n",
+       "      <td>14.892500</td>\n",
+       "      <td>12.35</td>\n",
+       "      <td>3.863922</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12.35</td>\n",
+       "      <td>12.350000</td>\n",
+       "      <td>12.350000</td>\n",
+       "      <td>13.220000</td>\n",
+       "      <td>13.350000</td>\n",
+       "      <td>20.650000</td>\n",
+       "      <td>20.650000</td>\n",
+       "      <td>20.650000</td>\n",
+       "      <td>20.650000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>num_accts_ever_120_pd</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>7.00</td>\n",
+       "      <td>0.542714</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.229657</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>sec_app_collections_12_mths_ex_med</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>147</th>\n",
+       "      <td>emp_length</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148</th>\n",
+       "      <td>last_pymnt_amnt</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>35304.76</td>\n",
+       "      <td>5068.370452</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>7696.468449</td>\n",
+       "      <td>194.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>7.980000</td>\n",
+       "      <td>118.699997</td>\n",
+       "      <td>334.100006</td>\n",
+       "      <td>771.229980</td>\n",
+       "      <td>7585.509766</td>\n",
+       "      <td>22287.580078</td>\n",
+       "      <td>32954.308594</td>\n",
+       "      <td>35304.761719</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td>total_pymnt_inv</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>52583.97</td>\n",
+       "      <td>15089.057337</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>10349.878426</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>828.900024</td>\n",
+       "      <td>2734.159912</td>\n",
+       "      <td>7149.430176</td>\n",
+       "      <td>12359.349609</td>\n",
+       "      <td>20929.970703</td>\n",
+       "      <td>35261.218750</td>\n",
+       "      <td>51942.230469</td>\n",
+       "      <td>52583.968750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>150</th>\n",
+       "      <td>debt_settlement_flag</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>151 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 column  count  null_count  bool_count  \\\n",
+       "0                             num_il_tl  200.0         0.0         0.0   \n",
+       "1                           open_acc_6m  200.0         0.0         0.0   \n",
+       "2                           avg_cur_bal  200.0         0.0         0.0   \n",
+       "3                             dti_joint  200.0         0.0         0.0   \n",
+       "4                 num_accts_ever_120_pd  200.0         0.0         0.0   \n",
+       "..                                  ...    ...         ...         ...   \n",
+       "146  sec_app_collections_12_mths_ex_med  200.0         0.0         0.0   \n",
+       "147                          emp_length  200.0         0.0         0.0   \n",
+       "148                     last_pymnt_amnt  200.0         0.0         0.0   \n",
+       "149                     total_pymnt_inv  200.0         0.0         0.0   \n",
+       "150                debt_settlement_flag  200.0         0.0         0.0   \n",
+       "\n",
+       "     numeric_count       max          mean     min        stddev  \\\n",
+       "0            199.0     43.00      9.834171    0.00      8.290657   \n",
+       "1            199.0      8.00      1.356784    0.00      1.420749   \n",
+       "2            199.0  72812.00  13079.467337  244.00  14001.002777   \n",
+       "3              4.0     20.65     14.892500   12.35      3.863922   \n",
+       "4            199.0      7.00      0.542714    0.00      1.229657   \n",
+       "..             ...       ...           ...     ...           ...   \n",
+       "146            0.0      0.00      0.000000    0.00      0.000000   \n",
+       "147            0.0      0.00      0.000000    0.00      0.000000   \n",
+       "148          199.0  35304.76   5068.370452    0.00   7696.468449   \n",
+       "149          199.0  52583.97  15089.057337    0.00  10349.878426   \n",
+       "150            0.0      0.00      0.000000    0.00      0.000000   \n",
+       "\n",
+       "     nunique_numbers  ...  ununique_str_upper  quantile_0.0000  \\\n",
+       "0               34.0  ...                 0.0             0.00   \n",
+       "1                8.0  ...                 0.0             0.00   \n",
+       "2              199.0  ...                 0.0           244.00   \n",
+       "3                4.0  ...                 0.0            12.35   \n",
+       "4                8.0  ...                 0.0             0.00   \n",
+       "..               ...  ...                 ...              ...   \n",
+       "146              0.0  ...                 0.0              NaN   \n",
+       "147              0.0  ...                11.0              NaN   \n",
+       "148            194.0  ...                 0.0             0.00   \n",
+       "149            198.0  ...                 0.0             0.00   \n",
+       "150              0.0  ...                 2.0              NaN   \n",
+       "\n",
+       "     quantile_0.0100  quantile_0.0500  quantile_0.2500  quantile_0.5000  \\\n",
+       "0           0.000000         1.000000         4.000000         7.000000   \n",
+       "1           0.000000         0.000000         0.000000         1.000000   \n",
+       "2         425.000000      1252.000000      3039.000000      8200.000000   \n",
+       "3          12.350000        12.350000        13.220000        13.350000   \n",
+       "4           0.000000         0.000000         0.000000         0.000000   \n",
+       "..               ...              ...              ...              ...   \n",
+       "146              NaN              NaN              NaN              NaN   \n",
+       "147              NaN              NaN              NaN              NaN   \n",
+       "148         7.980000       118.699997       334.100006       771.229980   \n",
+       "149       828.900024      2734.159912      7149.430176     12359.349609   \n",
+       "150              NaN              NaN              NaN              NaN   \n",
+       "\n",
+       "     quantile_0.7500  quantile_0.9500  quantile_0.9900  quantile_1.0000  \n",
+       "0          14.000000        28.000000        42.000000        43.000000  \n",
+       "1           2.000000         4.000000         7.000000         8.000000  \n",
+       "2       17591.000000     43647.000000     68086.000000     72812.000000  \n",
+       "3          20.650000        20.650000        20.650000        20.650000  \n",
+       "4           1.000000         3.000000         7.000000         7.000000  \n",
+       "..               ...              ...              ...              ...  \n",
+       "146              NaN              NaN              NaN              NaN  \n",
+       "147              NaN              NaN              NaN              NaN  \n",
+       "148      7585.509766     22287.580078     32954.308594     35304.761719  \n",
+       "149     20929.970703     35261.218750     51942.230469     52583.968750  \n",
+       "150              NaN              NaN              NaN              NaN  \n",
+       "\n",
+       "[151 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# You can also capture the logger response and interact with the generated\n",
+    "# profiles\n",
+    "\n",
+    "# Log the test data\n",
+    "prof = session.log_dataframe(df_test, 'test.data')\n",
+    "summary = prof.flat_summary()\n",
+    "stats_df = summary['summary']\n",
+    "stats_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<BarContainer object of 30 artists>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# See one of the inspected histograms\n",
+    "hist_data = summary['hist']['fico_range_high']\n",
+    "bins = hist_data['bin_edges']\n",
+    "n = hist_data['counts']\n",
+    "bin_width = np.diff(bins)\n",
+    "\n",
+    "plt.bar(bins[0:-1], n, bin_width, align='edge')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load logged data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import glob"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Load flat table statistics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>column</th>\n",
+       "      <th>count</th>\n",
+       "      <th>null_count</th>\n",
+       "      <th>bool_count</th>\n",
+       "      <th>numeric_count</th>\n",
+       "      <th>max</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>min</th>\n",
+       "      <th>stddev</th>\n",
+       "      <th>nunique_numbers</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ununique_str_upper</th>\n",
+       "      <th>quantile_0.0000</th>\n",
+       "      <th>quantile_0.0100</th>\n",
+       "      <th>quantile_0.0500</th>\n",
+       "      <th>quantile_0.2500</th>\n",
+       "      <th>quantile_0.5000</th>\n",
+       "      <th>quantile_0.7500</th>\n",
+       "      <th>quantile_0.9500</th>\n",
+       "      <th>quantile_0.9900</th>\n",
+       "      <th>quantile_1.0000</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>funded_amnt</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>40000.00</td>\n",
+       "      <td>16479.899497</td>\n",
+       "      <td>1000.00</td>\n",
+       "      <td>9811.384942</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1000.000000</td>\n",
+       "      <td>1000.000000</td>\n",
+       "      <td>3325.000000</td>\n",
+       "      <td>9600.00</td>\n",
+       "      <td>15000.000000</td>\n",
+       "      <td>23000.000000</td>\n",
+       "      <td>35000.000000</td>\n",
+       "      <td>40000.000000</td>\n",
+       "      <td>40000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>mo_sin_rcnt_tl</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>46.00</td>\n",
+       "      <td>6.195980</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>6.649735</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>46.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>open_il_12m</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>4.00</td>\n",
+       "      <td>0.678392</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.845120</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>installment</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>1300.55</td>\n",
+       "      <td>486.018090</td>\n",
+       "      <td>34.96</td>\n",
+       "      <td>283.607183</td>\n",
+       "      <td>180.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>34.959999</td>\n",
+       "      <td>36.150002</td>\n",
+       "      <td>112.139999</td>\n",
+       "      <td>271.75</td>\n",
+       "      <td>413.000000</td>\n",
+       "      <td>668.859985</td>\n",
+       "      <td>1069.439941</td>\n",
+       "      <td>1204.569946</td>\n",
+       "      <td>1300.550049</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>bc_open_to_buy</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>88250.00</td>\n",
+       "      <td>11172.843434</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>14448.281979</td>\n",
+       "      <td>194.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>118.000000</td>\n",
+       "      <td>2011.00</td>\n",
+       "      <td>5719.000000</td>\n",
+       "      <td>15374.000000</td>\n",
+       "      <td>42950.000000</td>\n",
+       "      <td>85587.000000</td>\n",
+       "      <td>88250.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>num_rev_tl_bal_gt_0</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>18.00</td>\n",
+       "      <td>5.979899</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>3.357428</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>4.00</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>147</th>\n",
+       "      <td>last_pymnt_d</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148</th>\n",
+       "      <td>percent_bc_gt_75</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>100.00</td>\n",
+       "      <td>40.382323</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>33.933261</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.70</td>\n",
+       "      <td>33.299999</td>\n",
+       "      <td>66.699997</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td>debt_settlement_flag</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>150</th>\n",
+       "      <td>mo_sin_old_il_acct</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>269.00</td>\n",
+       "      <td>127.148718</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>49.477824</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>110.00</td>\n",
+       "      <td>132.000000</td>\n",
+       "      <td>153.000000</td>\n",
+       "      <td>209.000000</td>\n",
+       "      <td>264.000000</td>\n",
+       "      <td>269.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>151 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   column  count  null_count  bool_count  numeric_count  \\\n",
+       "0             funded_amnt  200.0         0.0         0.0          199.0   \n",
+       "1          mo_sin_rcnt_tl  200.0         0.0         0.0          199.0   \n",
+       "2             open_il_12m  200.0         0.0         0.0          199.0   \n",
+       "3             installment  200.0         0.0         0.0          199.0   \n",
+       "4          bc_open_to_buy  200.0         0.0         0.0          198.0   \n",
+       "..                    ...    ...         ...         ...            ...   \n",
+       "146   num_rev_tl_bal_gt_0  200.0         0.0         0.0          199.0   \n",
+       "147          last_pymnt_d  200.0         0.0         0.0            0.0   \n",
+       "148      percent_bc_gt_75  200.0         0.0         0.0          198.0   \n",
+       "149  debt_settlement_flag  200.0         0.0         0.0            0.0   \n",
+       "150    mo_sin_old_il_acct  200.0         0.0         0.0          195.0   \n",
+       "\n",
+       "          max          mean      min        stddev  nunique_numbers  ...  \\\n",
+       "0    40000.00  16479.899497  1000.00   9811.384942             79.0  ...   \n",
+       "1       46.00      6.195980     0.00      6.649735             26.0  ...   \n",
+       "2        4.00      0.678392     0.00      0.845120              5.0  ...   \n",
+       "3     1300.55    486.018090    34.96    283.607183            180.0  ...   \n",
+       "4    88250.00  11172.843434     0.00  14448.281979            194.0  ...   \n",
+       "..        ...           ...      ...           ...              ...  ...   \n",
+       "146     18.00      5.979899     0.00      3.357428             19.0  ...   \n",
+       "147      0.00      0.000000     0.00      0.000000              0.0  ...   \n",
+       "148    100.00     40.382323     0.00     33.933261             26.0  ...   \n",
+       "149      0.00      0.000000     0.00      0.000000              0.0  ...   \n",
+       "150    269.00    127.148718     3.00     49.477824            114.0  ...   \n",
+       "\n",
+       "     ununique_str_upper  quantile_0.0000  quantile_0.0100  quantile_0.0500  \\\n",
+       "0                   0.0      1000.000000      1000.000000      3325.000000   \n",
+       "1                   0.0         0.000000         0.000000         0.000000   \n",
+       "2                   0.0         0.000000         0.000000         0.000000   \n",
+       "3                   0.0        34.959999        36.150002       112.139999   \n",
+       "4                   0.0         0.000000         0.000000       118.000000   \n",
+       "..                  ...              ...              ...              ...   \n",
+       "146                 0.0         0.000000         1.000000         2.000000   \n",
+       "147                30.0              NaN              NaN              NaN   \n",
+       "148                 0.0         0.000000         0.000000         0.000000   \n",
+       "149                 2.0              NaN              NaN              NaN   \n",
+       "150                 0.0         3.000000         5.000000        28.000000   \n",
+       "\n",
+       "     quantile_0.2500  quantile_0.5000  quantile_0.7500  quantile_0.9500  \\\n",
+       "0            9600.00     15000.000000     23000.000000     35000.000000   \n",
+       "1               2.00         4.000000         8.000000        21.000000   \n",
+       "2               0.00         0.000000         1.000000         2.000000   \n",
+       "3             271.75       413.000000       668.859985      1069.439941   \n",
+       "4            2011.00      5719.000000     15374.000000     42950.000000   \n",
+       "..               ...              ...              ...              ...   \n",
+       "146             4.00         5.000000         8.000000        13.000000   \n",
+       "147              NaN              NaN              NaN              NaN   \n",
+       "148             7.70        33.299999        66.699997       100.000000   \n",
+       "149              NaN              NaN              NaN              NaN   \n",
+       "150           110.00       132.000000       153.000000       209.000000   \n",
+       "\n",
+       "     quantile_0.9900  quantile_1.0000  \n",
+       "0       40000.000000     40000.000000  \n",
+       "1          35.000000        46.000000  \n",
+       "2           3.000000         4.000000  \n",
+       "3        1204.569946      1300.550049  \n",
+       "4       85587.000000     88250.000000  \n",
+       "..               ...              ...  \n",
+       "146        17.000000        18.000000  \n",
+       "147              NaN              NaN  \n",
+       "148       100.000000       100.000000  \n",
+       "149              NaN              NaN  \n",
+       "150       264.000000       269.000000  \n",
+       "\n",
+       "[151 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Load the flat table statistics from the 'test.data' dataset\n",
+    "fnames = glob.glob('whylogs-output/test.data/dataset_summary/flat_table/dataset_summary*.csv')\n",
+    "fnames.sort()\n",
+    "# Load the most recent file\n",
+    "test_stats = pd.read_csv(fnames[-1])\n",
+    "test_stats"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Load the full dataset profile sketch"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<whylogs.core.datasetprofile.DatasetProfile at 0x7fa808c41590>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from whylogs import DatasetProfile\n",
+    "\n",
+    "# Load a dataset profile from the 'test.data' dataset\n",
+    "fnames = glob.glob('whylogs-output/test.data/dataset_profile/protobuf/*.bin')\n",
+    "fnames.sort()\n",
+    "\n",
+    "test_prof = DatasetProfile.read_protobuf(fnames[-1], delimited_file=False)\n",
+    "test_prof"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2020-09-22 16:47:24,053 - whylogs.app.config - DEBUG - Attempting to load config file: None\n",
+      "2020-09-22 16:47:24,054 - whylogs.app.config - DEBUG - Attempting to load config file: .whylogs.yaml\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Not necessary, but you can reset the WhyLogs session if you want\n",
+    "from whylogs import reset_default_session\n",
+    "reset_default_session()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "whylogs",
+   "language": "python",
+   "name": "whylogs"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/.gitignore b/examples/notebooks/.gitignore
similarity index 100%
rename from notebooks/.gitignore
rename to examples/notebooks/.gitignore
diff --git a/examples/notebooks/Analysis.ipynb b/examples/notebooks/Analysis.ipynb
new file mode 100644
index 0000000000..4d42fca176
--- /dev/null
+++ b/examples/notebooks/Analysis.ipynb
@@ -0,0 +1,299 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "\n",
+    "import re\n",
+    "import os.path\n",
+    "\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In this notebook, we will explore the generated files produced from `whylogs init` in the command line interface. This file has been generated during that process and should include helpful metadata to ease exploration.\n",
+    "\n",
+    "\n",
+    "# Reading logs generated from whylogs CLI\n",
+    "\n",
+    "Running whylogs will produce the following four files:\n",
+    "1. A flat summary file;\n",
+    "2. A histograms file;\n",
+    "3. A frequency file; and\n",
+    "4. A binary file containing the raw data objects\n",
+    "\n",
+    "To interact with these files, we will be downloading and reading the generated profile into Pandas as dataframes.\n",
+    "\n",
+    "First, let's collect needed metadata from the command line process."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# This cell is a generated using the `whylogs init` command and may note run.\n",
+    "# If this notebook has not been created as a result of that command, replace commented variables\n",
+    "# with strings containing the appropriate values for your use case.\n",
+    "project_dir = \"<your project dir>\"\n",
+    "datetime_column = None"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "whylogs calculates and displays a number of metrics for the data that passes through. The carefully chosen metrics balance efficient storage and in-depth analysis of your data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# TODO: After generated cell, must confirm with Andy's CLI experience\n",
+    "flat_summary = pd.read_csv(os.path.join(profile_dir, \"summary_summary.csv\"))\n",
+    "flat_summary"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The flat summary file contains a summary of each variable of the dataset. It contains metrics that include descriptive statistics as well as metrics specifically for numeric, text, and categorical variables."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's look at the available variables from the dataset that are logged in the profile's flat_summary."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Print available variables for flat_summary\n",
+    "print(flat_summary[\"column\"].unique())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Choose one variable to do a deep dive."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filter flat_summary to the desired variable\n",
+    "variable = \"mths_since_last_record\"\n",
+    "data = flat_summary[flat_summary[\"column\"]==variable]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The inferred variable type metrics can tell us a lot about errors that may occur in the process."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Print data type percentage\n",
+    "print(\"Percentage of data in inferred data type:\", data[\"inferred_dtype\"].values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's look at some metrics that hold type count information."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# List all type count metrics\n",
+    "regex = re.compile(\"type_(.*)_count\")\n",
+    "metrics = list(filter(regex.match, flat_summary.columns))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can display this information using whichever visualization tools you are used to. Below is a simple chart created in `matplotlib`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Display all type count metrics using matplotlib\n",
+    "x = [i for i, _ in enumerate(metrics)]\n",
+    "fig, ax = plt.subplots()\n",
+    "plt.bar(x, np.squeeze(data[metrics].values))\n",
+    "plt.title(\"Type counts for \"+variable)\n",
+    "plt.ylabel(\"Count\")\n",
+    "plt.xticks(x, metrics)\n",
+    "plt.setp(ax.get_xticklabels(), rotation=-30, horizontalalignment='left')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In addition to the type metrics, there are loads of other useful metrics in the whylogs summaries. These include but are not limited to descriptive statistics, estimations with error intervals, and metrics related to missing values."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "metrics = flat_summary.columns\n",
+    "print(metrics)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "There are many more visualizations one might generate from the flat_summary file.\n",
+    "\n",
+    "Let's move onto the histogram file. The histogram file contains information for numeric variables that allow us to create histograms and analyze distribution.\n",
+    "\n",
+    "We'll grab the data for another variable and plot it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "histograms = pd.read_json(os.path.join(profile_dir, \"summary_histogram.json\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Print valid variables for histograms\n",
+    "print(histograms.keys())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filter flat_summary to the desired variable\n",
+    "variable = \"mths_since_last_record\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can display this information from the histogram."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# See one of the inspected histograms\n",
+    "bins = histograms[variable]['bin_edges']\n",
+    "n = histograms[variable]['counts']\n",
+    "bin_width = np.diff(bins)\n",
+    "\n",
+    "plt.bar(bins[0:-1], n, bin_width, align='edge')\n",
+    "plt.title(\"Histogram for \"+variable)\n",
+    "plt.ylabel(\"Count\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Finally, we have more detailed information on the frequencies of many variables in the dataset. These can be accessed through the generated frequencies file."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "frequencies = pd.read_csv(os.path.join(profile_dir, \"summary_strings.json\"))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  },
+  "pycharm": {
+   "stem_cell": {
+    "cell_type": "raw",
+    "metadata": {
+     "collapsed": false
+    },
+    "source": []
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/notebooks/DatasetDrift.ipynb b/examples/notebooks/DatasetDrift.ipynb
new file mode 100644
index 0000000000..19c3bbc252
--- /dev/null
+++ b/examples/notebooks/DatasetDrift.ipynb
@@ -0,0 +1,2120 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Detecting Dataset Drift with whylogs\n",
+    "\n",
+    "We will be using data from Kaggle (https://www.kaggle.com/yugagrawal95/sample-media-spends-data) that is packaged with this notebook."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "\n",
+    "import datetime\n",
+    "import math\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib.ticker as ticker\n",
+    "\n",
+    "from whylogs import get_or_create_session"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read our Media Spend dataset as Pandas dataframe\n",
+    "data = pd.read_csv(\"MediaSpendDataset.csv\",\n",
+    "                   parse_dates=[\"Calendar_Week\"], infer_datetime_format=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Division</th>\n",
+       "      <th>Calendar_Week</th>\n",
+       "      <th>Paid_Views</th>\n",
+       "      <th>Organic_Views</th>\n",
+       "      <th>Google_Impressions</th>\n",
+       "      <th>Email_Impressions</th>\n",
+       "      <th>Facebook_Impressions</th>\n",
+       "      <th>Affiliate_Impressions</th>\n",
+       "      <th>Overall_Views</th>\n",
+       "      <th>Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>A</td>\n",
+       "      <td>2018-01-06</td>\n",
+       "      <td>392</td>\n",
+       "      <td>422</td>\n",
+       "      <td>408</td>\n",
+       "      <td>3.498950e+05</td>\n",
+       "      <td>73580</td>\n",
+       "      <td>12072</td>\n",
+       "      <td>682</td>\n",
+       "      <td>59417</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>A</td>\n",
+       "      <td>2018-01-13</td>\n",
+       "      <td>787</td>\n",
+       "      <td>904</td>\n",
+       "      <td>110</td>\n",
+       "      <td>5.062702e+05</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>9499</td>\n",
+       "      <td>853</td>\n",
+       "      <td>56806</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>A</td>\n",
+       "      <td>2018-01-20</td>\n",
+       "      <td>81</td>\n",
+       "      <td>970</td>\n",
+       "      <td>742</td>\n",
+       "      <td>4.300422e+05</td>\n",
+       "      <td>52232</td>\n",
+       "      <td>17048</td>\n",
+       "      <td>759</td>\n",
+       "      <td>48715</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>A</td>\n",
+       "      <td>2018-01-27</td>\n",
+       "      <td>25</td>\n",
+       "      <td>575</td>\n",
+       "      <td>65</td>\n",
+       "      <td>4.177457e+05</td>\n",
+       "      <td>78640</td>\n",
+       "      <td>10207</td>\n",
+       "      <td>942</td>\n",
+       "      <td>72047</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>A</td>\n",
+       "      <td>2018-02-03</td>\n",
+       "      <td>565</td>\n",
+       "      <td>284</td>\n",
+       "      <td>295</td>\n",
+       "      <td>4.085058e+05</td>\n",
+       "      <td>40561</td>\n",
+       "      <td>5834</td>\n",
+       "      <td>658</td>\n",
+       "      <td>56235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3046</th>\n",
+       "      <td>Z</td>\n",
+       "      <td>2020-02-01</td>\n",
+       "      <td>29239</td>\n",
+       "      <td>25311</td>\n",
+       "      <td>622406</td>\n",
+       "      <td>1.459071e+06</td>\n",
+       "      <td>45026</td>\n",
+       "      <td>12098</td>\n",
+       "      <td>53667</td>\n",
+       "      <td>82707</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3047</th>\n",
+       "      <td>Z</td>\n",
+       "      <td>2020-02-08</td>\n",
+       "      <td>26230</td>\n",
+       "      <td>28031</td>\n",
+       "      <td>624409</td>\n",
+       "      <td>5.342505e+05</td>\n",
+       "      <td>227070</td>\n",
+       "      <td>9548</td>\n",
+       "      <td>53665</td>\n",
+       "      <td>84503</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3048</th>\n",
+       "      <td>Z</td>\n",
+       "      <td>2020-02-15</td>\n",
+       "      <td>24749</td>\n",
+       "      <td>31281</td>\n",
+       "      <td>439362</td>\n",
+       "      <td>4.227182e+05</td>\n",
+       "      <td>393685</td>\n",
+       "      <td>9861</td>\n",
+       "      <td>55561</td>\n",
+       "      <td>147325</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3049</th>\n",
+       "      <td>Z</td>\n",
+       "      <td>2020-02-22</td>\n",
+       "      <td>20713</td>\n",
+       "      <td>30356</td>\n",
+       "      <td>464178</td>\n",
+       "      <td>6.085799e+05</td>\n",
+       "      <td>424676</td>\n",
+       "      <td>10221</td>\n",
+       "      <td>49221</td>\n",
+       "      <td>111525</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3050</th>\n",
+       "      <td>Z</td>\n",
+       "      <td>2020-02-29</td>\n",
+       "      <td>15990</td>\n",
+       "      <td>26993</td>\n",
+       "      <td>449032</td>\n",
+       "      <td>4.390165e+05</td>\n",
+       "      <td>161439</td>\n",
+       "      <td>10294</td>\n",
+       "      <td>42994</td>\n",
+       "      <td>98187</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3051 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Division Calendar_Week  Paid_Views  Organic_Views  Google_Impressions  \\\n",
+       "0           A    2018-01-06         392            422                 408   \n",
+       "1           A    2018-01-13         787            904                 110   \n",
+       "2           A    2018-01-20          81            970                 742   \n",
+       "3           A    2018-01-27          25            575                  65   \n",
+       "4           A    2018-02-03         565            284                 295   \n",
+       "...       ...           ...         ...            ...                 ...   \n",
+       "3046        Z    2020-02-01       29239          25311              622406   \n",
+       "3047        Z    2020-02-08       26230          28031              624409   \n",
+       "3048        Z    2020-02-15       24749          31281              439362   \n",
+       "3049        Z    2020-02-22       20713          30356              464178   \n",
+       "3050        Z    2020-02-29       15990          26993              449032   \n",
+       "\n",
+       "      Email_Impressions  Facebook_Impressions  Affiliate_Impressions  \\\n",
+       "0          3.498950e+05                 73580                  12072   \n",
+       "1          5.062702e+05                 11804                   9499   \n",
+       "2          4.300422e+05                 52232                  17048   \n",
+       "3          4.177457e+05                 78640                  10207   \n",
+       "4          4.085058e+05                 40561                   5834   \n",
+       "...                 ...                   ...                    ...   \n",
+       "3046       1.459071e+06                 45026                  12098   \n",
+       "3047       5.342505e+05                227070                   9548   \n",
+       "3048       4.227182e+05                393685                   9861   \n",
+       "3049       6.085799e+05                424676                  10221   \n",
+       "3050       4.390165e+05                161439                  10294   \n",
+       "\n",
+       "      Overall_Views   Sales  \n",
+       "0               682   59417  \n",
+       "1               853   56806  \n",
+       "2               759   48715  \n",
+       "3               942   72047  \n",
+       "4               658   56235  \n",
+       "...             ...     ...  \n",
+       "3046          53667   82707  \n",
+       "3047          53665   84503  \n",
+       "3048          55561  147325  \n",
+       "3049          49221  111525  \n",
+       "3050          42994   98187  \n",
+       "\n",
+       "[3051 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As we can see here, we have advertising and media impressions and views per week for a number of marketing campaigns for some unknown company. Included with this information is sales against those spends.\n",
+    "\n",
+    "## Exploratory Data Analysis\n",
+    "\n",
+    "Let's now explore the dataset; we have very little metadata or context."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Calendar_Week</th>\n",
+       "      <th>2018-01-06</th>\n",
+       "      <th>2018-01-13</th>\n",
+       "      <th>2018-01-20</th>\n",
+       "      <th>2018-01-27</th>\n",
+       "      <th>2018-02-03</th>\n",
+       "      <th>2018-02-10</th>\n",
+       "      <th>2018-02-17</th>\n",
+       "      <th>2018-02-24</th>\n",
+       "      <th>2018-03-03</th>\n",
+       "      <th>2018-03-10</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2019-12-28</th>\n",
+       "      <th>2020-01-04</th>\n",
+       "      <th>2020-01-11</th>\n",
+       "      <th>2020-01-18</th>\n",
+       "      <th>2020-01-25</th>\n",
+       "      <th>2020-02-01</th>\n",
+       "      <th>2020-02-08</th>\n",
+       "      <th>2020-02-15</th>\n",
+       "      <th>2020-02-22</th>\n",
+       "      <th>2020-02-29</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Division</th>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Paid_Views</th>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Organic_Views</th>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Google_Impressions</th>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Email_Impressions</th>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Facebook_Impressions</th>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Affiliate_Impressions</th>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Overall_Views</th>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sales</th>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "      <td>27</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9 rows × 113 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Calendar_Week          2018-01-06  2018-01-13  2018-01-20  2018-01-27  \\\n",
+       "Division                       27          27          27          27   \n",
+       "Paid_Views                     27          27          27          27   \n",
+       "Organic_Views                  27          27          27          27   \n",
+       "Google_Impressions             27          27          27          27   \n",
+       "Email_Impressions              27          27          27          27   \n",
+       "Facebook_Impressions           27          27          27          27   \n",
+       "Affiliate_Impressions          27          27          27          27   \n",
+       "Overall_Views                  27          27          27          27   \n",
+       "Sales                          27          27          27          27   \n",
+       "\n",
+       "Calendar_Week          2018-02-03  2018-02-10  2018-02-17  2018-02-24  \\\n",
+       "Division                       27          27          27          27   \n",
+       "Paid_Views                     27          27          27          27   \n",
+       "Organic_Views                  27          27          27          27   \n",
+       "Google_Impressions             27          27          27          27   \n",
+       "Email_Impressions              27          27          27          27   \n",
+       "Facebook_Impressions           27          27          27          27   \n",
+       "Affiliate_Impressions          27          27          27          27   \n",
+       "Overall_Views                  27          27          27          27   \n",
+       "Sales                          27          27          27          27   \n",
+       "\n",
+       "Calendar_Week          2018-03-03  2018-03-10  ...  2019-12-28  2020-01-04  \\\n",
+       "Division                       27          27  ...          27          27   \n",
+       "Paid_Views                     27          27  ...          27          27   \n",
+       "Organic_Views                  27          27  ...          27          27   \n",
+       "Google_Impressions             27          27  ...          27          27   \n",
+       "Email_Impressions              27          27  ...          27          27   \n",
+       "Facebook_Impressions           27          27  ...          27          27   \n",
+       "Affiliate_Impressions          27          27  ...          27          27   \n",
+       "Overall_Views                  27          27  ...          27          27   \n",
+       "Sales                          27          27  ...          27          27   \n",
+       "\n",
+       "Calendar_Week          2020-01-11  2020-01-18  2020-01-25  2020-02-01  \\\n",
+       "Division                       27          27          27          27   \n",
+       "Paid_Views                     27          27          27          27   \n",
+       "Organic_Views                  27          27          27          27   \n",
+       "Google_Impressions             27          27          27          27   \n",
+       "Email_Impressions              27          27          27          27   \n",
+       "Facebook_Impressions           27          27          27          27   \n",
+       "Affiliate_Impressions          27          27          27          27   \n",
+       "Overall_Views                  27          27          27          27   \n",
+       "Sales                          27          27          27          27   \n",
+       "\n",
+       "Calendar_Week          2020-02-08  2020-02-15  2020-02-22  2020-02-29  \n",
+       "Division                       27          27          27          27  \n",
+       "Paid_Views                     27          27          27          27  \n",
+       "Organic_Views                  27          27          27          27  \n",
+       "Google_Impressions             27          27          27          27  \n",
+       "Email_Impressions              27          27          27          27  \n",
+       "Facebook_Impressions           27          27          27          27  \n",
+       "Affiliate_Impressions          27          27          27          27  \n",
+       "Overall_Views                  27          27          27          27  \n",
+       "Sales                          27          27          27          27  \n",
+       "\n",
+       "[9 rows x 113 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.groupby(\"Calendar_Week\").count().T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Division</th>\n",
+       "      <th>A</th>\n",
+       "      <th>B</th>\n",
+       "      <th>C</th>\n",
+       "      <th>D</th>\n",
+       "      <th>E</th>\n",
+       "      <th>F</th>\n",
+       "      <th>G</th>\n",
+       "      <th>H</th>\n",
+       "      <th>I</th>\n",
+       "      <th>J</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Q</th>\n",
+       "      <th>R</th>\n",
+       "      <th>S</th>\n",
+       "      <th>T</th>\n",
+       "      <th>U</th>\n",
+       "      <th>V</th>\n",
+       "      <th>W</th>\n",
+       "      <th>X</th>\n",
+       "      <th>Y</th>\n",
+       "      <th>Z</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Calendar_Week</th>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>226</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Paid_Views</th>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>226</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Organic_Views</th>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>226</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Google_Impressions</th>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>226</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Email_Impressions</th>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>226</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Facebook_Impressions</th>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>226</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Affiliate_Impressions</th>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>226</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Overall_Views</th>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>226</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sales</th>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>...</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>113</td>\n",
+       "      <td>226</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9 rows × 26 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Division                 A    B    C    D    E    F    G    H    I    J  ...  \\\n",
+       "Calendar_Week          113  113  113  113  113  113  113  113  113  113  ...   \n",
+       "Paid_Views             113  113  113  113  113  113  113  113  113  113  ...   \n",
+       "Organic_Views          113  113  113  113  113  113  113  113  113  113  ...   \n",
+       "Google_Impressions     113  113  113  113  113  113  113  113  113  113  ...   \n",
+       "Email_Impressions      113  113  113  113  113  113  113  113  113  113  ...   \n",
+       "Facebook_Impressions   113  113  113  113  113  113  113  113  113  113  ...   \n",
+       "Affiliate_Impressions  113  113  113  113  113  113  113  113  113  113  ...   \n",
+       "Overall_Views          113  113  113  113  113  113  113  113  113  113  ...   \n",
+       "Sales                  113  113  113  113  113  113  113  113  113  113  ...   \n",
+       "\n",
+       "Division                 Q    R    S    T    U    V    W    X    Y    Z  \n",
+       "Calendar_Week          113  113  113  113  113  113  113  113  113  226  \n",
+       "Paid_Views             113  113  113  113  113  113  113  113  113  226  \n",
+       "Organic_Views          113  113  113  113  113  113  113  113  113  226  \n",
+       "Google_Impressions     113  113  113  113  113  113  113  113  113  226  \n",
+       "Email_Impressions      113  113  113  113  113  113  113  113  113  226  \n",
+       "Facebook_Impressions   113  113  113  113  113  113  113  113  113  226  \n",
+       "Affiliate_Impressions  113  113  113  113  113  113  113  113  113  226  \n",
+       "Overall_Views          113  113  113  113  113  113  113  113  113  226  \n",
+       "Sales                  113  113  113  113  113  113  113  113  113  226  \n",
+       "\n",
+       "[9 rows x 26 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.groupby(\"Division\").count().T"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We see that the *Z* division has double the entries than the other divisions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Calendar_Week', ylabel='Sales'>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(10, 3))\n",
+    "sns.lineplot(x=\"Calendar_Week\", y=\"Sales\", data=data, ax=ax)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Google_Impressions', ylabel='Sales'>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(10, 3))\n",
+    "sns.scatterplot(x=\"Google_Impressions\", y=\"Sales\", data=data, ax=ax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's compare the data from the first month to the last month, which happens to capture differences in transactions prior to and during the COVID-19 global pandemic."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Profiling with whylogs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_date = datetime.datetime(2020, 1, 1)\n",
+    "training_data = data[data[\"Calendar_Week\"] < model_date]\n",
+    "test_data = data[data[\"Calendar_Week\"] >= model_date]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "session = get_or_create_session()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "profiles = []\n",
+    "profiles.append(session.log_dataframe(training_data, dataset_timestamp=model_date))\n",
+    "profiles.append(session.log_dataframe(test_data, dataset_timestamp=datetime.datetime.now()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<whylogs.core.datasetprofile.DatasetProfile at 0x7ff037522970>,\n",
+       " <whylogs.core.datasetprofile.DatasetProfile at 0x7ff0375223a0>]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "profiles"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can compare the data we'll use for training with that in early 2020."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>column</th>\n",
+       "      <th>count</th>\n",
+       "      <th>null_count</th>\n",
+       "      <th>bool_count</th>\n",
+       "      <th>numeric_count</th>\n",
+       "      <th>max</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>min</th>\n",
+       "      <th>stddev</th>\n",
+       "      <th>nunique_numbers</th>\n",
+       "      <th>...</th>\n",
+       "      <th>nunique_str_upper</th>\n",
+       "      <th>quantile_0.0000</th>\n",
+       "      <th>quantile_0.0100</th>\n",
+       "      <th>quantile_0.0500</th>\n",
+       "      <th>quantile_0.2500</th>\n",
+       "      <th>quantile_0.5000</th>\n",
+       "      <th>quantile_0.7500</th>\n",
+       "      <th>quantile_0.9500</th>\n",
+       "      <th>quantile_0.9900</th>\n",
+       "      <th>quantile_1.0000</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Paid_Views</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>5.181900e+05</td>\n",
+       "      <td>13424.596510</td>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>2.974463e+04</td>\n",
+       "      <td>2111.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>121.000000</td>\n",
+       "      <td>497.00000</td>\n",
+       "      <td>984.00</td>\n",
+       "      <td>1.439500e+04</td>\n",
+       "      <td>58627.000</td>\n",
+       "      <td>147847.0</td>\n",
+       "      <td>518190.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Google_Impressions</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>1.715044e+07</td>\n",
+       "      <td>898847.349715</td>\n",
+       "      <td>7.00000</td>\n",
+       "      <td>1.391820e+06</td>\n",
+       "      <td>2678.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>65.000000</td>\n",
+       "      <td>260.000000</td>\n",
+       "      <td>160499.00000</td>\n",
+       "      <td>489114.00</td>\n",
+       "      <td>1.049125e+06</td>\n",
+       "      <td>3407128.000</td>\n",
+       "      <td>7063965.0</td>\n",
+       "      <td>17150440.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Email_Impressions</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>5.160764e+06</td>\n",
+       "      <td>755149.145825</td>\n",
+       "      <td>40894.44732</td>\n",
+       "      <td>6.095038e+05</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>40894.449219</td>\n",
+       "      <td>74191.007812</td>\n",
+       "      <td>134665.640625</td>\n",
+       "      <td>379029.78125</td>\n",
+       "      <td>591719.75</td>\n",
+       "      <td>9.552447e+05</td>\n",
+       "      <td>1886981.625</td>\n",
+       "      <td>3151602.0</td>\n",
+       "      <td>5160763.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Overall_Views</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>6.350570e+05</td>\n",
+       "      <td>24357.878561</td>\n",
+       "      <td>2.00000</td>\n",
+       "      <td>4.901499e+04</td>\n",
+       "      <td>2360.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>153.000000</td>\n",
+       "      <td>691.00000</td>\n",
+       "      <td>5369.00</td>\n",
+       "      <td>2.707700e+04</td>\n",
+       "      <td>103070.000</td>\n",
+       "      <td>220514.0</td>\n",
+       "      <td>635057.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Calendar_Week</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Division</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Organic_Views</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>2.704530e+05</td>\n",
+       "      <td>11406.093305</td>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>2.218563e+04</td>\n",
+       "      <td>2316.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>665.00000</td>\n",
+       "      <td>3098.00</td>\n",
+       "      <td>1.301400e+04</td>\n",
+       "      <td>47060.000</td>\n",
+       "      <td>104016.0</td>\n",
+       "      <td>270453.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Facebook_Impressions</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>7.558435e+06</td>\n",
+       "      <td>269330.694088</td>\n",
+       "      <td>29.00000</td>\n",
+       "      <td>4.800746e+05</td>\n",
+       "      <td>2793.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29.000000</td>\n",
+       "      <td>4147.000000</td>\n",
+       "      <td>12747.000000</td>\n",
+       "      <td>55115.00000</td>\n",
+       "      <td>121568.00</td>\n",
+       "      <td>2.737920e+05</td>\n",
+       "      <td>1029754.000</td>\n",
+       "      <td>2407679.0</td>\n",
+       "      <td>7558435.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Sales</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>3.575430e+06</td>\n",
+       "      <td>186838.814459</td>\n",
+       "      <td>15436.00000</td>\n",
+       "      <td>2.372908e+05</td>\n",
+       "      <td>2788.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>15436.000000</td>\n",
+       "      <td>25369.000000</td>\n",
+       "      <td>44469.000000</td>\n",
+       "      <td>72504.00000</td>\n",
+       "      <td>112703.00</td>\n",
+       "      <td>2.043080e+05</td>\n",
+       "      <td>591908.000</td>\n",
+       "      <td>1065250.0</td>\n",
+       "      <td>3575430.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Affiliate_Impressions</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2808.0</td>\n",
+       "      <td>1.757910e+05</td>\n",
+       "      <td>23426.283476</td>\n",
+       "      <td>910.00000</td>\n",
+       "      <td>2.198081e+04</td>\n",
+       "      <td>2715.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>910.000000</td>\n",
+       "      <td>1689.000000</td>\n",
+       "      <td>3366.000000</td>\n",
+       "      <td>9279.00000</td>\n",
+       "      <td>17072.00</td>\n",
+       "      <td>2.864900e+04</td>\n",
+       "      <td>70103.000</td>\n",
+       "      <td>114238.0</td>\n",
+       "      <td>175791.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  column   count  null_count  bool_count  numeric_count  \\\n",
+       "0             Paid_Views  2808.0         0.0         0.0         2808.0   \n",
+       "1     Google_Impressions  2808.0         0.0         0.0         2808.0   \n",
+       "2      Email_Impressions  2808.0         0.0         0.0         2808.0   \n",
+       "3          Overall_Views  2808.0         0.0         0.0         2808.0   \n",
+       "4          Calendar_Week  2808.0         0.0         0.0            0.0   \n",
+       "5               Division  2808.0         0.0         0.0            0.0   \n",
+       "6          Organic_Views  2808.0         0.0         0.0         2808.0   \n",
+       "7   Facebook_Impressions  2808.0         0.0         0.0         2808.0   \n",
+       "8                  Sales  2808.0         0.0         0.0         2808.0   \n",
+       "9  Affiliate_Impressions  2808.0         0.0         0.0         2808.0   \n",
+       "\n",
+       "            max           mean          min        stddev  nunique_numbers  \\\n",
+       "0  5.181900e+05   13424.596510      1.00000  2.974463e+04           2111.0   \n",
+       "1  1.715044e+07  898847.349715      7.00000  1.391820e+06           2678.0   \n",
+       "2  5.160764e+06  755149.145825  40894.44732  6.095038e+05           2808.0   \n",
+       "3  6.350570e+05   24357.878561      2.00000  4.901499e+04           2360.0   \n",
+       "4  0.000000e+00       0.000000      0.00000  0.000000e+00              0.0   \n",
+       "5  0.000000e+00       0.000000      0.00000  0.000000e+00              0.0   \n",
+       "6  2.704530e+05   11406.093305      1.00000  2.218563e+04           2316.0   \n",
+       "7  7.558435e+06  269330.694088     29.00000  4.800746e+05           2793.0   \n",
+       "8  3.575430e+06  186838.814459  15436.00000  2.372908e+05           2788.0   \n",
+       "9  1.757910e+05   23426.283476    910.00000  2.198081e+04           2715.0   \n",
+       "\n",
+       "   ...  nunique_str_upper  quantile_0.0000  quantile_0.0100  quantile_0.0500  \\\n",
+       "0  ...                0.0         1.000000        16.000000       121.000000   \n",
+       "1  ...                0.0         7.000000        65.000000       260.000000   \n",
+       "2  ...                0.0     40894.449219     74191.007812    134665.640625   \n",
+       "3  ...                0.0         2.000000        19.000000       153.000000   \n",
+       "4  ...                0.0              NaN              NaN              NaN   \n",
+       "5  ...               26.0              NaN              NaN              NaN   \n",
+       "6  ...                0.0         1.000000        22.000000       128.000000   \n",
+       "7  ...                0.0        29.000000      4147.000000     12747.000000   \n",
+       "8  ...                0.0     15436.000000     25369.000000     44469.000000   \n",
+       "9  ...                0.0       910.000000      1689.000000      3366.000000   \n",
+       "\n",
+       "   quantile_0.2500  quantile_0.5000  quantile_0.7500  quantile_0.9500  \\\n",
+       "0        497.00000           984.00     1.439500e+04        58627.000   \n",
+       "1     160499.00000        489114.00     1.049125e+06      3407128.000   \n",
+       "2     379029.78125        591719.75     9.552447e+05      1886981.625   \n",
+       "3        691.00000          5369.00     2.707700e+04       103070.000   \n",
+       "4              NaN              NaN              NaN              NaN   \n",
+       "5              NaN              NaN              NaN              NaN   \n",
+       "6        665.00000          3098.00     1.301400e+04        47060.000   \n",
+       "7      55115.00000        121568.00     2.737920e+05      1029754.000   \n",
+       "8      72504.00000        112703.00     2.043080e+05       591908.000   \n",
+       "9       9279.00000         17072.00     2.864900e+04        70103.000   \n",
+       "\n",
+       "   quantile_0.9900  quantile_1.0000  \n",
+       "0         147847.0         518190.0  \n",
+       "1        7063965.0       17150440.0  \n",
+       "2        3151602.0        5160763.5  \n",
+       "3         220514.0         635057.0  \n",
+       "4              NaN              NaN  \n",
+       "5              NaN              NaN  \n",
+       "6         104016.0         270453.0  \n",
+       "7        2407679.0        7558435.0  \n",
+       "8        1065250.0        3575430.0  \n",
+       "9         114238.0         175791.0  \n",
+       "\n",
+       "[10 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Training data profile summary\n",
+    "training_summary = profiles[0].flat_summary()[\"summary\"]\n",
+    "training_summary"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>column</th>\n",
+       "      <th>count</th>\n",
+       "      <th>null_count</th>\n",
+       "      <th>bool_count</th>\n",
+       "      <th>numeric_count</th>\n",
+       "      <th>max</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>min</th>\n",
+       "      <th>stddev</th>\n",
+       "      <th>nunique_numbers</th>\n",
+       "      <th>...</th>\n",
+       "      <th>nunique_str_upper</th>\n",
+       "      <th>quantile_0.0000</th>\n",
+       "      <th>quantile_0.0100</th>\n",
+       "      <th>quantile_0.0500</th>\n",
+       "      <th>quantile_0.2500</th>\n",
+       "      <th>quantile_0.5000</th>\n",
+       "      <th>quantile_0.7500</th>\n",
+       "      <th>quantile_0.9500</th>\n",
+       "      <th>quantile_0.9900</th>\n",
+       "      <th>quantile_1.0000</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Email_Impressions</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>7317730.249</td>\n",
+       "      <td>822449.835680</td>\n",
+       "      <td>61334.57103</td>\n",
+       "      <td>791161.059026</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>61334.570312</td>\n",
+       "      <td>65779.898438</td>\n",
+       "      <td>137562.171875</td>\n",
+       "      <td>387119.625</td>\n",
+       "      <td>580975.6875</td>\n",
+       "      <td>997442.8125</td>\n",
+       "      <td>2390848.0</td>\n",
+       "      <td>3884578.75</td>\n",
+       "      <td>7317730.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Google_Impressions</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>4924815.000</td>\n",
+       "      <td>739724.279835</td>\n",
+       "      <td>156.00000</td>\n",
+       "      <td>806022.000918</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>156.000000</td>\n",
+       "      <td>196.000000</td>\n",
+       "      <td>531.000000</td>\n",
+       "      <td>274410.000</td>\n",
+       "      <td>504923.0000</td>\n",
+       "      <td>926291.0000</td>\n",
+       "      <td>2542278.0</td>\n",
+       "      <td>4304549.00</td>\n",
+       "      <td>4924815.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Facebook_Impressions</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>1884146.000</td>\n",
+       "      <td>266771.794239</td>\n",
+       "      <td>6987.00000</td>\n",
+       "      <td>263839.011975</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6987.000000</td>\n",
+       "      <td>13480.000000</td>\n",
+       "      <td>33168.000000</td>\n",
+       "      <td>103418.000</td>\n",
+       "      <td>180094.0000</td>\n",
+       "      <td>331702.0000</td>\n",
+       "      <td>792423.0</td>\n",
+       "      <td>1073992.00</td>\n",
+       "      <td>1884146.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sales</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>1181536.000</td>\n",
+       "      <td>175069.012346</td>\n",
+       "      <td>23012.00000</td>\n",
+       "      <td>162280.683991</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>23012.000000</td>\n",
+       "      <td>25043.000000</td>\n",
+       "      <td>48057.000000</td>\n",
+       "      <td>86953.000</td>\n",
+       "      <td>124325.0000</td>\n",
+       "      <td>206752.0000</td>\n",
+       "      <td>430355.0</td>\n",
+       "      <td>968892.00</td>\n",
+       "      <td>1181536.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Calendar_Week</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Division</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Paid_Views</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>195738.000</td>\n",
+       "      <td>34384.152263</td>\n",
+       "      <td>374.00000</td>\n",
+       "      <td>35731.933116</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>374.000000</td>\n",
+       "      <td>1033.000000</td>\n",
+       "      <td>4106.000000</td>\n",
+       "      <td>13171.000</td>\n",
+       "      <td>23623.0000</td>\n",
+       "      <td>41052.0000</td>\n",
+       "      <td>118075.0</td>\n",
+       "      <td>183982.00</td>\n",
+       "      <td>195738.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Affiliate_Impressions</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>79685.000</td>\n",
+       "      <td>16955.390947</td>\n",
+       "      <td>1139.00000</td>\n",
+       "      <td>15712.996483</td>\n",
+       "      <td>241.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1139.000000</td>\n",
+       "      <td>1529.000000</td>\n",
+       "      <td>2498.000000</td>\n",
+       "      <td>7719.000</td>\n",
+       "      <td>12525.0000</td>\n",
+       "      <td>20478.0000</td>\n",
+       "      <td>59464.0</td>\n",
+       "      <td>74730.00</td>\n",
+       "      <td>79685.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Overall_Views</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>381029.000</td>\n",
+       "      <td>69847.102881</td>\n",
+       "      <td>2767.00000</td>\n",
+       "      <td>66124.495307</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2767.000000</td>\n",
+       "      <td>2934.000000</td>\n",
+       "      <td>12456.000000</td>\n",
+       "      <td>31996.000</td>\n",
+       "      <td>49221.0000</td>\n",
+       "      <td>82206.0000</td>\n",
+       "      <td>227079.0</td>\n",
+       "      <td>337803.00</td>\n",
+       "      <td>381029.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Organic_Views</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>243.0</td>\n",
+       "      <td>198041.000</td>\n",
+       "      <td>35884.152263</td>\n",
+       "      <td>1917.00000</td>\n",
+       "      <td>32322.531757</td>\n",
+       "      <td>242.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1917.000000</td>\n",
+       "      <td>2064.000000</td>\n",
+       "      <td>7516.000000</td>\n",
+       "      <td>17112.000</td>\n",
+       "      <td>26315.0000</td>\n",
+       "      <td>44050.0000</td>\n",
+       "      <td>104290.0</td>\n",
+       "      <td>173100.00</td>\n",
+       "      <td>198041.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  column  count  null_count  bool_count  numeric_count  \\\n",
+       "0      Email_Impressions  243.0         0.0         0.0          243.0   \n",
+       "1     Google_Impressions  243.0         0.0         0.0          243.0   \n",
+       "2   Facebook_Impressions  243.0         0.0         0.0          243.0   \n",
+       "3                  Sales  243.0         0.0         0.0          243.0   \n",
+       "4          Calendar_Week  243.0         0.0         0.0            0.0   \n",
+       "5               Division  243.0         0.0         0.0            0.0   \n",
+       "6             Paid_Views  243.0         0.0         0.0          243.0   \n",
+       "7  Affiliate_Impressions  243.0         0.0         0.0          243.0   \n",
+       "8          Overall_Views  243.0         0.0         0.0          243.0   \n",
+       "9          Organic_Views  243.0         0.0         0.0          243.0   \n",
+       "\n",
+       "           max           mean          min         stddev  nunique_numbers  \\\n",
+       "0  7317730.249  822449.835680  61334.57103  791161.059026            243.0   \n",
+       "1  4924815.000  739724.279835    156.00000  806022.000918            243.0   \n",
+       "2  1884146.000  266771.794239   6987.00000  263839.011975            243.0   \n",
+       "3  1181536.000  175069.012346  23012.00000  162280.683991            243.0   \n",
+       "4        0.000       0.000000      0.00000       0.000000              0.0   \n",
+       "5        0.000       0.000000      0.00000       0.000000              0.0   \n",
+       "6   195738.000   34384.152263    374.00000   35731.933116            242.0   \n",
+       "7    79685.000   16955.390947   1139.00000   15712.996483            241.0   \n",
+       "8   381029.000   69847.102881   2767.00000   66124.495307            243.0   \n",
+       "9   198041.000   35884.152263   1917.00000   32322.531757            242.0   \n",
+       "\n",
+       "   ...  nunique_str_upper  quantile_0.0000  quantile_0.0100  quantile_0.0500  \\\n",
+       "0  ...                0.0     61334.570312     65779.898438    137562.171875   \n",
+       "1  ...                0.0       156.000000       196.000000       531.000000   \n",
+       "2  ...                0.0      6987.000000     13480.000000     33168.000000   \n",
+       "3  ...                0.0     23012.000000     25043.000000     48057.000000   \n",
+       "4  ...                0.0              NaN              NaN              NaN   \n",
+       "5  ...               26.0              NaN              NaN              NaN   \n",
+       "6  ...                0.0       374.000000      1033.000000      4106.000000   \n",
+       "7  ...                0.0      1139.000000      1529.000000      2498.000000   \n",
+       "8  ...                0.0      2767.000000      2934.000000     12456.000000   \n",
+       "9  ...                0.0      1917.000000      2064.000000      7516.000000   \n",
+       "\n",
+       "   quantile_0.2500  quantile_0.5000  quantile_0.7500  quantile_0.9500  \\\n",
+       "0       387119.625      580975.6875      997442.8125        2390848.0   \n",
+       "1       274410.000      504923.0000      926291.0000        2542278.0   \n",
+       "2       103418.000      180094.0000      331702.0000         792423.0   \n",
+       "3        86953.000      124325.0000      206752.0000         430355.0   \n",
+       "4              NaN              NaN              NaN              NaN   \n",
+       "5              NaN              NaN              NaN              NaN   \n",
+       "6        13171.000       23623.0000       41052.0000         118075.0   \n",
+       "7         7719.000       12525.0000       20478.0000          59464.0   \n",
+       "8        31996.000       49221.0000       82206.0000         227079.0   \n",
+       "9        17112.000       26315.0000       44050.0000         104290.0   \n",
+       "\n",
+       "   quantile_0.9900  quantile_1.0000  \n",
+       "0       3884578.75        7317730.0  \n",
+       "1       4304549.00        4924815.0  \n",
+       "2       1073992.00        1884146.0  \n",
+       "3        968892.00        1181536.0  \n",
+       "4              NaN              NaN  \n",
+       "5              NaN              NaN  \n",
+       "6        183982.00         195738.0  \n",
+       "7         74730.00          79685.0  \n",
+       "8        337803.00         381029.0  \n",
+       "9        173100.00         198041.0  \n",
+       "\n",
+       "[10 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test data profile summary\n",
+    "test_summary = profiles[1].flat_summary()[\"summary\"]\n",
+    "test_summary"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Dataset Drift in whylogs Data\n",
+    "\n",
+    "We need to understand how the data changes between that used in training and test data. To do so, let's first view one of the many objects in the dataset profile provided by whylogs, a histogram for each feature tracked. We can then inspect the **Overall_Views** feature."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'bin_edges': [2767.0,\n",
+       "  15375.73460343,\n",
+       "  27984.46920686,\n",
+       "  40593.203810290004,\n",
+       "  53201.93841372,\n",
+       "  65810.67301715,\n",
+       "  78419.40762058001,\n",
+       "  91028.14222401001,\n",
+       "  103636.87682744,\n",
+       "  116245.61143087,\n",
+       "  128854.3460343,\n",
+       "  141463.08063773002,\n",
+       "  154071.81524116002,\n",
+       "  166680.54984459002,\n",
+       "  179289.28444802001,\n",
+       "  191898.01905145,\n",
+       "  204506.75365488,\n",
+       "  217115.48825831,\n",
+       "  229724.22286174,\n",
+       "  242332.95746517,\n",
+       "  254941.6920686,\n",
+       "  267550.42667203,\n",
+       "  280159.16127546004,\n",
+       "  292767.89587889,\n",
+       "  305376.63048232003,\n",
+       "  317985.36508575,\n",
+       "  330594.09968918003,\n",
+       "  343202.83429261,\n",
+       "  355811.56889604003,\n",
+       "  368420.30349947,\n",
+       "  381029.0381029],\n",
+       " 'counts': [17,\n",
+       "  32,\n",
+       "  42,\n",
+       "  40,\n",
+       "  26,\n",
+       "  18,\n",
+       "  15,\n",
+       "  13,\n",
+       "  8,\n",
+       "  3,\n",
+       "  5,\n",
+       "  7,\n",
+       "  0,\n",
+       "  0,\n",
+       "  1,\n",
+       "  2,\n",
+       "  0,\n",
+       "  2,\n",
+       "  0,\n",
+       "  3,\n",
+       "  1,\n",
+       "  1,\n",
+       "  2,\n",
+       "  0,\n",
+       "  1,\n",
+       "  0,\n",
+       "  2,\n",
+       "  1,\n",
+       "  0,\n",
+       "  1]}"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "training_histograms = profiles[0].flat_summary()[\"hist\"]\n",
+    "test_histograms = profiles[1].flat_summary()[\"hist\"]\n",
+    "\n",
+    "test_histograms[\"Overall_Views\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "While we plan to integrate convienient dataset shift visualization and analysis API soon, you are always able to access the attributes you need.\n",
+    "\n",
+    "We will first define a custom range and bins, then utilize our access to the data sketches' probability mass function. We then visualize these values using Seaborn."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_custom_histogram_info(variable, n_bins):\n",
+    "    min_range = min(training_summary[training_summary[\"column\"]==variable][\"min\"].values[0],\n",
+    "                    test_summary[test_summary[\"column\"]==variable][\"min\"].values[0])\n",
+    "    max_range = max(training_summary[training_summary[\"column\"]==variable][\"max\"].values[0],\n",
+    "                    test_summary[test_summary[\"column\"]==variable][\"max\"].values[0])\n",
+    "    bins = range(int(min_range), int(max_range), int((max_range-min_range)/n_bins))\n",
+    "\n",
+    "    training_counts = np.array(\n",
+    "        profiles[0].columns[variable].number_tracker.histogram.get_pmf(bins[:-1]))\n",
+    "    test_counts = np.array(\n",
+    "        profiles[1].columns[variable].number_tracker.histogram.get_pmf(bins[:-1]))\n",
+    "    \n",
+    "    return bins, training_counts, test_counts\n",
+    "\n",
+    "\n",
+    "def plot_distribution_shift(variable, n_bins):\n",
+    "    \"\"\"Visualization for distribution shift\"\"\"\n",
+    "    bins, training_counts, test_counts = get_custom_histogram_info(variable, n_bins)\n",
+    "\n",
+    "    fig, ax = plt.subplots(figsize=(10, 3))\n",
+    "    sns.histplot(x=bins, weights=training_counts, bins=n_bins, \n",
+    "                 label=\"Training data\", color=\"teal\", alpha=0.7, ax=ax)\n",
+    "    sns.histplot(x=bins, weights=test_counts, bins=n_bins, \n",
+    "                 label=\"Test data\", color=\"gold\", alpha=0.7, ax=ax)\n",
+    "    ax.legend()\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_distribution_shift(\"Overall_Views\", n_bins=60)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "While it is quite clear that the distribution in this case differs between the training and test dataset, we will likely need a quantitative measure. You can also use whylogs histogram metrics to calculate dataset shift using a number of metrics: Population Stability Index (PSI), Kolmogorov-Smirnov statistic, Kullback-Lebler divergence (or other f-divergences), and histogram intersection.\n",
+    "\n",
+    "## Kullback-Lebler divergence\n",
+    "\n",
+    "This score, often shortened to K-L divergence, is measure of how one probability distribution is different from a second, reference probability distribution. The K-L divergence can be interpreted as the average difference of the number of bits required for encoding samples of one distribution (*P*) using a code optimized for another (*Q*) rather than one optimized for *P*. KL divergence is not a true statistical metric of spread as it is not symmetric and does not satisfy the triangle inequality.\n",
+    "\n",
+    "However, this value has become quite poplular and easy to calculate in Python. We'll use the implementation in `scikit-learn`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import mutual_info_score\n",
+    "    \n",
+    "def calculate_kl_divergence(variable, n_bins):\n",
+    "    _, training_counts, test_counts = get_custom_histogram_info(variable, n_bins)\n",
+    "    \n",
+    "    return mutual_info_score(training_counts, test_counts)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0517181609494641"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "calculate_kl_divergence(\"Overall_Views\", n_bins=60)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Histogram intersection metric\n",
+    "\n",
+    "Our second metric is the histogram intersection score, which is an intuitive metric that measures the area of overlap between the two probability distributions. A histogram intersection score of 0.0 represents no overlap while a score of 1.0 represents identical distributions. This score requires discretized probability distributions and depends heavily on the choice of bin size and scale used."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def calculate_histogram_intersection(variable, n_bins):\n",
+    "    _, training_counts, test_counts = get_custom_histogram_info(variable, n_bins)\n",
+    "    \n",
+    "    result = 0\n",
+    "    for i in range(n_bins):\n",
+    "        result += min(training_counts[i], test_counts[i])\n",
+    "    return result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.4246201329534663"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "calculate_histogram_intersection(\"Overall_Views\", n_bins=60)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8393874643874643"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "calculate_histogram_intersection(\"Sales\", n_bins=60)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/notebooks/Logging.ipynb b/examples/notebooks/Logging.ipynb
new file mode 100644
index 0000000000..c3822de949
--- /dev/null
+++ b/examples/notebooks/Logging.ipynb
@@ -0,0 +1,254 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os.path\n",
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In this notebook, we will explore how to generate logs using the whylogs Python library. \n",
+    "\n",
+    "The resulting profile can also be produced from the command line interface. The workflow to work with these files, along with deeper analysis and visualization examples, can be found in the `Analysis.ipynb` that is generated with `whylabs init`.\n",
+    "\n",
+    "# Generating logs from whylogs Python library\n",
+    "\n",
+    "To generate logs using Python, we will import the whylogs library, initialize a logging session with whylogs, read in our raw data from file, and pass this data to our session.\n",
+    "\n",
+    "First, import the relevant session and logger functions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from whylogs import get_or_create_session"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "session = get_or_create_session()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We will now download an example dataset from Lending Club, an online financial lending platform. The dataset is located in the package's `notebooks/` folder for now.\n",
+    "\n",
+    "Feel free to use the below cell to orient yourself and guide `data_file` to the correct filepath."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(\"Current working directory:\", os.getcwd())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "data_file = \"lending_club_1000.csv\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv(os.path.join(data_file))\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We should see a Pandas dataframe containing the 1000 rows of our Lending Club data sample.\n",
+    "\n",
+    "Now that we have the raw data, we can pass it into the whylogs logger. It is often useful to pass a string label such as \"demo.data\" along with the dataset for future reference.\n",
+    "\n",
+    "The `log_dataframe` function will profile the given dataset using the whylogs library. When we capture the logger response, we can interact with the generated profiles."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "profile = session.log_dataframe(data, 'test.data')\n",
+    "print(profile)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The flat summary, histograms, and frequency information can be found inside this summary object. \n",
+    "\n",
+    "For more information about the contents of these objects, consult the `Analysis.ipynb` notebook."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "summary = profile.flat_summary()\n",
+    "flat_summary = summary['summary']\n",
+    "flat_summary"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(flat_summary[\"column\"].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "histograms = summary['hist']\n",
+    "histograms[\"delinq_amnt\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "frequencies = summary['frequent_strings']\n",
+    "frequencies.update(summary['frequent_numbers'])\n",
+    "frequencies['num_sats']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Additional options for our whylogs session\n",
+    "We chose the most simple configuration above, but there are a number of convenient options that can be set.\n",
+    "\n",
+    "**Cloud storage:** You may set the an AWS S3 bucket to have these logs automatically pushed to the cloud. You must have valid AWS configuration settings to be able to do so.\n",
+    "\n",
+    "**Binary file:** By default, we produce a binary file that contains raw objects used to summarize the data passed in. Navigating this file is beyond the scope of this notebook, however. This is listed under the *output_protobuf* option.\n",
+    "\n",
+    "**Flat and JSON summaries:** By default, we produce a flat summary in the CSV format along with histogram and frequency summaries in the JSON format.\n",
+    "\n",
+    "You can see these configuration options and others paired with the session in the `session.config` object."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Display and resetting the session\n",
+    "\n",
+    "There is also a convenience function to send the internal Python logs to stdout."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from whylogs.logs import display_logging\n",
+    "display_logging('debug')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "When you are done with your session, run the `reset_session` function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from whylogs.app.session import reset_default_session\n",
+    "reset_default_session()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/notebooks/constraints.ipynb b/examples/notebooks/constraints.ipynb
new file mode 100644
index 0000000000..2e1f9053af
--- /dev/null
+++ b/examples/notebooks/constraints.ipynb
@@ -0,0 +1,767 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/Volumes/Workspace/whylogs-python/notebooks\n"
+     ]
+    }
+   ],
+   "source": [
+    "! cd .. && python setup.py develop >/dev/null\n",
+    "! pwd\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Constraints test whether values in the data are consistent with expectations.\n",
+    "\n",
+    "For the moment, constraints apply only to numeric (fraction) features.  Constraints on string features may be applied to numeric statistics such as number_unique or maximum_length.\n",
+    "\n",
+    "\n",
+    "There are two types of constraints - ValueConstraint and SummaryConstraint. \n",
+    "- ValueConstraints are applied as values are processed through whylogs.\n",
+    "- SummaryConstraints are applied to feature summaries.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\n",
+      "  \"name\": \"value LT 3.6\",\n",
+      "  \"value\": 3.6,\n",
+      "  \"op\": \"LT\",\n",
+      "  \"verbose\": false\n",
+      "}\n",
+      "{\n",
+      "  \"name\": \"< 30K\",\n",
+      "  \"field\": \"min\",\n",
+      "  \"value\": 300000.0,\n",
+      "  \"op\": \"LT\",\n",
+      "  \"verbose\": false\n",
+      "}\n"
+     ]
+    }
+   ],
+   "source": [
+    "from whylogs.core.statistics.constraints import SummaryConstraint, ValueConstraint, Op \n",
+    "from whylogs.util.protobuf import message_to_json\n",
+    "\n",
+    "v = ValueConstraint(Op.LT, 3.6)\n",
+    "print(message_to_json(v.to_protobuf()))\n",
+    "\n",
+    "# constraints may have an optional name\n",
+    "s = SummaryConstraint('min', Op.LT, 300000, name='< 30K')\n",
+    "print(message_to_json(s.to_protobuf()))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Constraints are internallyconverted to python lambda functions that are faster to evaluate."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<function <lambda>.<locals>.<lambda> at 0x7f9486b97f70>\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(s.func)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Constraints may be applied across multiple features, and a single feature may have multiple constraints.\n",
+    "\n",
+    "The `verbose` option will log every failure of a constraint."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\n",
+      "  \"valueConstraints\": {\n",
+      "    \"fico_range_high\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"value GT 4000\",\n",
+      "          \"value\": 4000.0,\n",
+      "          \"op\": \"GT\",\n",
+      "          \"verbose\": false\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"loan_amnt\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"value LT 548250\",\n",
+      "          \"value\": 548250.0,\n",
+      "          \"op\": \"LT\",\n",
+      "          \"verbose\": false\n",
+      "        },\n",
+      "        {\n",
+      "          \"name\": \"value GT 2500.0\",\n",
+      "          \"value\": 2500.0,\n",
+      "          \"op\": \"GT\",\n",
+      "          \"verbose\": true\n",
+      "        }\n",
+      "      ]\n",
+      "    }\n",
+      "  },\n",
+      "  \"summaryConstraints\": {\n",
+      "    \"annual_inc\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GE 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GE\",\n",
+      "          \"verbose\": false\n",
+      "        }\n",
+      "      ]\n",
+      "    }\n",
+      "  }\n",
+      "}\n"
+     ]
+    }
+   ],
+   "source": [
+    "from whylogs.core.statistics.constraints import DatasetConstraints\n",
+    "\n",
+    "conforming_loan = ValueConstraint(Op.LT, 548250)\n",
+    "smallest_loan = ValueConstraint(Op.GT, 2500.0, verbose=True)\n",
+    "\n",
+    "high_fico = ValueConstraint(Op.GT, 4000)\n",
+    "\n",
+    "non_negative = SummaryConstraint('min', Op.GE, 0)\n",
+    "\n",
+    "dc = DatasetConstraints(None, value_constraints={'loan_amnt':[conforming_loan, smallest_loan], 'fico_range_high':[high_fico]},\n",
+    "                              summary_constraints={'annual_inc':[non_negative]})\n",
+    "\n",
+    "with open(\"constraints.json\", \"w\") as f:\n",
+    "     f.write(dc.to_json())\n",
+    "     print(dc.to_json())\n",
+    "\n",
+    "with open(\"constraints.json\", \"r\") as f:\n",
+    "    data = f.read()\n",
+    "    dc = DatasetConstraints.from_json(data)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The assembled DatasetConstraints may be applied to a whylogs logging session."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "WARN: Missing config\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os.path\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from whylogs import get_or_create_session\n",
+    "from whylogs.logs import display_logging\n",
+    "\n",
+    "# turn on logging to show verbose constraints.\n",
+    "display_logging('info')\n",
+    "\n",
+    "session = get_or_create_session()\n",
+    "data_file = \"lending_club_1000.csv\"\n",
+    "data = pd.read_csv(os.path.join(data_file))\n",
+    "profile = session.log_dataframe(data, 'test.data', constraints=dc)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "`DatasetConstraints.report()` API can report failures as a list of tuples."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Constraint failures by feature - \n",
+      "loan_amnt:\n",
+      "    test_name          total_run    failed\n",
+      "    value LT 548250         1000         2\n",
+      "    value GT 2500.0         1000        20\n",
+      "fico_range_high:\n",
+      "    test_name        total_run    failed\n",
+      "    value GT 4000         1000      1000\n",
+      "annual_inc:\n",
+      "    test_name                total_run    failed\n",
+      "    summary min GE 0/None            0         0\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tabulate import tabulate\n",
+    "\n",
+    "def indent(txt, spaces=4):\n",
+    "    return \"\\n\".join(\" \" * spaces + ln for ln in txt.splitlines())\n",
+    "\n",
+    "def format_report(r):\n",
+    "    # report failures in tabular form\n",
+    "    print(\"Constraint failures by feature - \")\n",
+    "    for c,r in r:\n",
+    "        print(f\"{c}:\")\n",
+    "        print(indent(tabulate(r, tablefmt=\"plain\", headers=['test_name', 'total_run', 'failed'])))\n",
+    "        \n",
+    "format_report(dc.report())\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "So far we have only seen the value constraints applied during WhyLogs processing.\n",
+    "\n",
+    "What about the Summary constraint defined above?\n",
+    "\n",
+    "The `apply_summary_constraints()` API will apply summary constraints to a existing profile.  Without an argument, this applies constraints that were supplied when the profile was created.  Use the `constraints` to pass in your own map of summary constraints that should be applied."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Apply existing constraints to summary:\n",
+      "Constraint failures by feature - \n",
+      "annual_inc:\n",
+      "    test_name                total_run    failed\n",
+      "    summary min GE 0/None            1         0\n",
+      "\n",
+      "\n",
+      "\n",
+      "Apply new constraints to summary:\n",
+      "Constraint failures by feature - \n",
+      "funded_amnt:\n",
+      "    test_name                total_run    failed\n",
+      "    summary min LT 0/None            1         1\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Apply existing constraints to summary:\")\n",
+    "r = profile.apply_summary_constraints()\n",
+    "format_report(r)\n",
+    "\n",
+    "print(\"\\n\\n\")\n",
+    "print(\"Apply new constraints to summary:\")\n",
+    "non_negative = SummaryConstraint('min', Op.LT, 0)\n",
+    "r = profile.apply_summary_constraints(summary_constraints={'funded_amnt':[non_negative]})\n",
+    "format_report(r)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Some simple summary constraints can be automatically generated from a whylogs profiles.\n",
+    "By definition, generated constraints are valid for the profile used to generate them.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\n",
+      "  \"properties\": {\n",
+      "    \"schemaMajorVersion\": 1,\n",
+      "    \"schemaMinorVersion\": 1,\n",
+      "    \"sessionId\": \"eb4e4d8b-8a52-477d-8f73-2b52aa51de92\",\n",
+      "    \"sessionTimestamp\": \"1613231839754\",\n",
+      "    \"tags\": {\n",
+      "      \"name\": \"test.data\"\n",
+      "    },\n",
+      "    \"dataTimestamp\": \"0\",\n",
+      "    \"metadata\": {}\n",
+      "  },\n",
+      "  \"summaryConstraints\": {\n",
+      "    \"dti_joint\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"funded_amnt_inv\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"num_rev_accts\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"settlement_term\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"annual_inc_joint\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"pct_tl_nvr_dlq\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"mo_sin_old_rev_tl_op\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"hardship_amount\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"policy_code\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"total_bal_ex_mort\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"hardship_payoff_balance_amount\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"avg_cur_bal\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"hardship_last_payment_amount\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"mo_sin_old_il_acct\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"settlement_percentage\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"hardship_length\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"settlement_amount\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"all_util\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"total_acc\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"last_fico_range_high\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"orig_projected_additional_accrued_interest\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"num_sats\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"loan_amnt\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"fico_range_low\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"il_util\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"tot_cur_bal\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"funded_amnt\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"mths_since_recent_bc_dlq\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"num_op_rev_tl\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"installment\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"int_rate\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"tot_hi_cred_lim\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"deferral_term\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"open_acc\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"mths_since_last_major_derog\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"annual_inc\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"fico_range_high\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"id\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    },\n",
+      "    \"dti\": {\n",
+      "      \"constraints\": [\n",
+      "        {\n",
+      "          \"name\": \"summary min GT 0/None\",\n",
+      "          \"field\": \"min\",\n",
+      "          \"value\": 0.0,\n",
+      "          \"op\": \"GT\"\n",
+      "        }\n",
+      "      ]\n",
+      "    }\n",
+      "  },\n",
+      "  \"valueConstraints\": {}\n",
+      "}\n"
+     ]
+    }
+   ],
+   "source": [
+    "auto_constraints = profile.generate_constraints() # returns DatasetConstraint\n",
+    "print(message_to_json(auto_constraints.to_protobuf()))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/notebooks/lending_club_1000.csv b/examples/notebooks/lending_club_1000.csv
new file mode 100644
index 0000000000..aadea5247e
--- /dev/null
+++ b/examples/notebooks/lending_club_1000.csv
@@ -0,0 +1,1001 @@
+id,member_id,loan_amnt,funded_amnt,funded_amnt_inv,term,int_rate,installment,grade,sub_grade,emp_title,emp_length,home_ownership,annual_inc,verification_status,issue_d,loan_status,pymnt_plan,url,desc,purpose,title,zip_code,addr_state,dti,delinq_2yrs,earliest_cr_line,fico_range_low,fico_range_high,inq_last_6mths,mths_since_last_delinq,mths_since_last_record,open_acc,pub_rec,revol_bal,revol_util,total_acc,initial_list_status,out_prncp,out_prncp_inv,total_pymnt,total_pymnt_inv,total_rec_prncp,total_rec_int,total_rec_late_fee,recoveries,collection_recovery_fee,last_pymnt_d,last_pymnt_amnt,next_pymnt_d,last_credit_pull_d,last_fico_range_high,last_fico_range_low,collections_12_mths_ex_med,mths_since_last_major_derog,policy_code,application_type,annual_inc_joint,dti_joint,verification_status_joint,acc_now_delinq,tot_coll_amt,tot_cur_bal,open_acc_6m,open_act_il,open_il_12m,open_il_24m,mths_since_rcnt_il,total_bal_il,il_util,open_rv_12m,open_rv_24m,max_bal_bc,all_util,total_rev_hi_lim,inq_fi,total_cu_tl,inq_last_12m,acc_open_past_24mths,avg_cur_bal,bc_open_to_buy,bc_util,chargeoff_within_12_mths,delinq_amnt,mo_sin_old_il_acct,mo_sin_old_rev_tl_op,mo_sin_rcnt_rev_tl_op,mo_sin_rcnt_tl,mort_acc,mths_since_recent_bc,mths_since_recent_bc_dlq,mths_since_recent_inq,mths_since_recent_revol_delinq,num_accts_ever_120_pd,num_actv_bc_tl,num_actv_rev_tl,num_bc_sats,num_bc_tl,num_il_tl,num_op_rev_tl,num_rev_accts,num_rev_tl_bal_gt_0,num_sats,num_tl_120dpd_2m,num_tl_30dpd,num_tl_90g_dpd_24m,num_tl_op_past_12m,pct_tl_nvr_dlq,percent_bc_gt_75,pub_rec_bankruptcies,tax_liens,tot_hi_cred_lim,total_bal_ex_mort,total_bc_limit,total_il_high_credit_limit,revol_bal_joint,sec_app_fico_range_low,sec_app_fico_range_high,sec_app_earliest_cr_line,sec_app_inq_last_6mths,sec_app_mort_acc,sec_app_open_acc,sec_app_revol_util,sec_app_open_act_il,sec_app_num_rev_accts,sec_app_chargeoff_within_12_mths,sec_app_collections_12_mths_ex_med,sec_app_mths_since_last_major_derog,hardship_flag,hardship_type,hardship_reason,hardship_status,deferral_term,hardship_amount,hardship_start_date,hardship_end_date,payment_plan_start_date,hardship_length,hardship_dpd,hardship_loan_status,orig_projected_additional_accrued_interest,hardship_payoff_balance_amount,hardship_last_payment_amount,disbursement_method,debt_settlement_flag,debt_settlement_flag_date,settlement_status,settlement_date,settlement_amount,settlement_percentage,settlement_term
+90671227,,4800.0,4800.0,4800.0, 36 months,13.49,162.87,C,C2,RN,< 1 year,RENT,41000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671227,,other,Other,658xx,MO,27.26,0.0,Jan-2011,675.0,679.0,0.0,24.0,,7.0,0.0,1924.0,52.0,12.0,w,0.0,0.0,797.78,797.78,219.04,103.1,0.0,475.64,85.6152,Dec-2016,162.87,,Jun-2017,499.0,0.0,0.0,24.0,1.0,Individual,,,,0.0,0.0,32350.0,0.0,3.0,2.0,3.0,8.0,30426.0,82.0,0.0,1.0,1024.0,79.0,3700.0,3.0,1.0,2.0,4.0,5392.0,1313.0,47.5,0.0,0.0,58.0,68.0,14.0,8.0,0.0,31.0,,10.0,24.0,0.0,2.0,3.0,2.0,2.0,8.0,4.0,4.0,3.0,7.0,0.0,0.0,0.0,2.0,91.7,0.0,0.0,0.0,40876.0,32350.0,2500.0,37176.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90060135,,21600.0,21600.0,21600.0, 60 months,9.49,453.54,B,B2,Client Solutions Manager,2 years,RENT,72500.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90060135,,debt_consolidation,Debt consolidation,904xx,CA,17.35,0.0,Jan-1997,705.0,709.0,0.0,37.0,,29.0,0.0,12024.0,29.5,39.0,w,0.0,0.0,25400.793917712203,25400.79,21600.0,3800.79,0.0,0.0,0.0,Jan-2019,13633.04,,Jan-2019,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,274174.0,2.0,25.0,1.0,2.0,2.0,262150.0,113.0,2.0,2.0,5784.0,101.0,40700.0,0.0,1.0,0.0,4.0,9454.0,28676.0,29.5,0.0,0.0,236.0,146.0,5.0,2.0,0.0,5.0,37.0,,37.0,0.0,3.0,3.0,4.0,5.0,33.0,4.0,6.0,3.0,29.0,0.0,0.0,0.0,3.0,91.4,50.0,0.0,0.0,272565.0,274174.0,40700.0,231865.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90501423,,24200.0,24200.0,24200.0, 36 months,9.49,775.09,B,B2,Associate Professor ,10+ years,RENT,55000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90501423,,debt_consolidation,Debt consolidation,374xx,TN,14.71,0.0,Apr-1992,755.0,759.0,0.0,,,8.0,0.0,18213.0,40.7,20.0,w,0.0,0.0,25809.688873296,25809.69,24200.0,1609.69,0.0,0.0,0.0,Jul-2017,19621.73,,Jul-2017,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,28496.0,0.0,1.0,0.0,1.0,21.0,10283.0,59.0,0.0,0.0,18007.0,46.0,44800.0,0.0,3.0,0.0,1.0,4071.0,19087.0,48.8,0.0,0.0,163.0,293.0,28.0,21.0,0.0,28.0,,,,0.0,2.0,2.0,4.0,11.0,5.0,7.0,15.0,2.0,8.0,0.0,0.0,0.0,0.0,100.0,25.0,0.0,0.0,62184.0,28496.0,37300.0,17384.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90186302,,3600.0,3600.0,3600.0, 36 months,11.49,118.7,B,B5,lpn,4 years,OWN,33000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90186302,,debt_consolidation,Debt consolidation,707xx,LA,7.09,1.0,Mar-2006,660.0,664.0,1.0,23.0,,11.0,0.0,5413.0,58.8,14.0,w,799.83,799.83,3440.0,3440.0,2800.17,639.83,0.0,0.0,0.0,Mar-2019,118.7,Apr-2019,Mar-2019,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,173509.0,1.0,2.0,0.0,0.0,73.0,2263.0,44.0,1.0,3.0,1164.0,53.0,9200.0,2.0,0.0,3.0,4.0,19279.0,1325.0,47.0,0.0,0.0,126.0,90.0,1.0,1.0,1.0,51.0,,1.0,23.0,0.0,2.0,6.0,2.0,2.0,4.0,8.0,9.0,6.0,11.0,0.0,0.0,0.0,1.0,84.6,50.0,0.0,0.0,184278.0,7676.0,2500.0,5178.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90805192,,8000.0,8000.0,8000.0, 36 months,10.49,259.99,B,B3,Asst. Winemaker/ SE Sales ,7 years,RENT,65000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90805192,,credit_card,Credit card refinancing,971xx,OR,11.78,0.0,Jun-2000,670.0,674.0,0.0,,,7.0,0.0,8246.0,74.3,10.0,w,0.0,0.0,8003.04,8003.04,8000.0,3.04,0.0,0.0,0.0,Oct-2016,8007.7,,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,20353.0,0.0,1.0,0.0,0.0,29.0,12107.0,69.0,1.0,2.0,3231.0,71.0,11100.0,1.0,0.0,1.0,2.0,2908.0,505.0,93.9,0.0,0.0,29.0,195.0,7.0,7.0,0.0,7.0,,8.0,,0.0,4.0,5.0,4.0,7.0,1.0,6.0,9.0,5.0,7.0,0.0,0.0,0.0,1.0,90.0,100.0,0.0,0.0,28702.0,20353.0,8300.0,17602.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90905114,,4800.0,4800.0,4800.0, 36 months,10.99,157.13,B,B4,Administration Assistant ,3 years,RENT,38000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90905114,,debt_consolidation,Debt consolidation,945xx,CA,8.29,0.0,Apr-1986,680.0,684.0,1.0,73.0,28.0,16.0,1.0,8036.0,16.8,27.0,w,0.0,0.0,5115.5415042622,5115.54,4800.0,315.54,0.0,0.0,0.0,May-2017,4175.69,,Mar-2019,704.0,700.0,0.0,73.0,1.0,Individual,,,,0.0,315.0,8036.0,3.0,0.0,0.0,0.0,86.0,0.0,,4.0,6.0,2151.0,17.0,47700.0,1.0,1.0,4.0,6.0,618.0,27564.0,14.7,0.0,0.0,86.0,365.0,1.0,1.0,0.0,1.0,73.0,0.0,73.0,2.0,4.0,6.0,6.0,13.0,1.0,16.0,26.0,6.0,16.0,0.0,0.0,0.0,4.0,88.0,0.0,1.0,0.0,47700.0,8036.0,32300.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521599,,5000.0,5000.0,5000.0, 36 months,13.99,170.87,C,C3,Vice President Finance,10+ years,MORTGAGE,241000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521599,,other,Other,078xx,NJ,30.84,0.0,Feb-1982,680.0,684.0,0.0,52.0,,12.0,0.0,249986.0,92.0,42.0,w,0.0,0.0,5676.1550630712,5676.16,5000.0,676.16,0.0,0.0,0.0,Nov-2017,3605.22,,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,616985.0,1.0,2.0,0.0,3.0,13.0,21174.0,81.0,1.0,2.0,17168.0,88.0,286900.0,2.0,0.0,3.0,6.0,51415.0,1564.0,95.6,0.0,0.0,137.0,415.0,0.0,0.0,3.0,0.0,52.0,10.0,52.0,1.0,6.0,7.0,6.0,19.0,11.0,8.0,27.0,7.0,12.0,0.0,0.0,0.0,2.0,79.5,83.3,0.0,0.0,670575.0,312774.0,35500.0,26000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90491526,,14000.0,14000.0,14000.0, 60 months,14.49,329.33,C,C4,Office Mgr,10+ years,RENT,83000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90491526,,debt_consolidation,Debt consolidation,146xx,NY,27.91,0.0,Mar-2004,690.0,694.0,1.0,34.0,,13.0,0.0,6295.0,21.4,18.0,w,8478.94,8478.94,9616.47,9616.47,5521.06,4062.47,32.94,0.0,0.0,Mar-2019,329.33,Apr-2019,Mar-2019,514.0,510.0,0.0,34.0,1.0,Individual,,,,0.0,0.0,145074.0,4.0,8.0,4.0,5.0,3.0,138779.0,109.0,2.0,3.0,3993.0,88.0,29400.0,0.0,0.0,3.0,8.0,11160.0,23105.0,21.4,0.0,0.0,150.0,104.0,3.0,3.0,0.0,3.0,,5.0,,1.0,5.0,5.0,5.0,5.0,12.0,5.0,6.0,5.0,13.0,0.0,0.0,0.0,6.0,83.3,0.0,0.0,0.0,154331.0,145074.0,29400.0,124931.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90191902,,8000.0,8000.0,8000.0, 36 months,14.49,275.33,C,C4,Accounting Rep,6 years,RENT,32000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90191902,,debt_consolidation,Debt consolidation,347xx,FL,17.55,1.0,Apr-2001,660.0,664.0,0.0,19.0,,9.0,0.0,3941.0,25.1,16.0,w,0.0,0.0,1370.21,1370.21,915.49,454.72,0.0,0.0,0.0,Mar-2017,275.33,,Feb-2019,569.0,565.0,0.0,19.0,1.0,Individual,,,,0.0,708.0,14123.0,1.0,1.0,1.0,1.0,11.0,10182.0,81.0,3.0,5.0,1523.0,50.0,15700.0,0.0,0.0,2.0,6.0,1765.0,9398.0,27.7,0.0,0.0,11.0,185.0,3.0,3.0,2.0,3.0,,11.0,,2.0,4.0,5.0,4.0,7.0,1.0,8.0,13.0,5.0,9.0,0.0,0.0,1.0,4.0,93.3,0.0,0.0,0.0,28227.0,14123.0,13000.0,12527.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90238258,,9000.0,9000.0,9000.0, 36 months,7.59,280.33,A,A3,Machine operator ,3 years,MORTGAGE,40000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90238258,,other,Other,370xx,TN,21.63,0.0,Nov-1990,765.0,769.0,0.0,,,10.0,0.0,8963.0,17.5,21.0,f,0.0,0.0,9502.1917516829,9502.19,9000.0,502.19,0.0,0.0,0.0,Aug-2017,6983.02,,Mar-2019,794.0,790.0,0.0,,1.0,Individual,,,,0.0,0.0,127951.0,1.0,1.0,0.0,1.0,19.0,9497.0,53.0,1.0,1.0,8590.0,27.0,51200.0,0.0,1.0,0.0,2.0,15994.0,36610.0,19.0,0.0,0.0,103.0,310.0,3.0,3.0,2.0,3.0,,,,0.0,1.0,3.0,4.0,9.0,3.0,8.0,16.0,3.0,10.0,0.0,0.0,0.0,1.0,95.2,0.0,0.0,0.0,189561.0,18460.0,45200.0,18000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90129116,,14850.0,14850.0,14850.0, 36 months,13.99,507.47,C,C3,,5 years,ANY,45000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90129116,,credit_card,Credit card refinancing,112xx,NY,30.25,0.0,Jun-2006,685.0,689.0,0.0,49.0,53.0,33.0,1.0,18732.0,26.6,46.0,w,2821.66,2821.66,15195.25,15195.25,12028.34,3166.91,0.0,0.0,0.0,Mar-2019,507.47,Apr-2019,Mar-2019,544.0,540.0,0.0,49.0,1.0,Individual,,,,0.0,0.0,47832.0,2.0,5.0,1.0,3.0,5.0,29100.0,89.0,8.0,22.0,3199.0,46.0,70500.0,1.0,4.0,1.0,25.0,1449.0,22661.0,34.1,0.0,0.0,107.0,123.0,4.0,4.0,0.0,10.0,,9.0,,0.0,9.0,18.0,9.0,10.0,14.0,28.0,32.0,18.0,33.0,0.0,0.0,0.0,9.0,89.1,11.1,0.0,0.0,103036.0,47832.0,34400.0,32536.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89874829,,36000.0,36000.0,36000.0, 60 months,15.59,867.63,C,C5,Principal,10+ years,OWN,150000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89874829,,debt_consolidation,Debt consolidation,128xx,NY,17.03,2.0,Sep-1994,710.0,714.0,1.0,22.0,,8.0,0.0,818.0,37.2,28.0,w,22023.65,22023.65,25083.32,25083.32,13976.35,11106.97,0.0,0.0,0.0,Mar-2019,867.63,Apr-2019,Mar-2019,704.0,700.0,0.0,22.0,1.0,Individual,,,,0.0,0.0,24355.0,3.0,3.0,2.0,2.0,1.0,23537.0,53.0,1.0,1.0,818.0,52.0,2200.0,2.0,2.0,14.0,3.0,4059.0,1182.0,40.9,0.0,0.0,264.0,264.0,1.0,1.0,4.0,1.0,22.0,2.0,22.0,3.0,1.0,1.0,3.0,11.0,8.0,5.0,16.0,1.0,8.0,0.0,0.0,1.0,3.0,84.0,0.0,0.0,0.0,46516.0,24355.0,2000.0,44316.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90661432,,4000.0,4000.0,4000.0, 36 months,7.59,124.6,A,A3,Clinical Practive Specialist,10+ years,MORTGAGE,78000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90661432,,debt_consolidation,Debt consolidation,065xx,CT,11.29,0.0,May-1984,745.0,749.0,0.0,30.0,,26.0,0.0,9607.0,15.3,39.0,w,850.17,850.17,3611.71,3611.71,3149.83,461.88,0.0,0.0,0.0,Mar-2019,124.6,Apr-2019,Mar-2019,799.0,795.0,0.0,45.0,1.0,Individual,,,,0.0,0.0,364297.0,0.0,3.0,1.0,2.0,12.0,11487.0,42.0,1.0,3.0,5936.0,24.0,62700.0,0.0,0.0,2.0,6.0,18215.0,42539.0,13.9,0.0,0.0,165.0,388.0,10.0,10.0,5.0,10.0,31.0,11.0,30.0,1.0,2.0,6.0,7.0,8.0,3.0,19.0,28.0,6.0,26.0,0.0,0.0,0.0,3.0,87.2,0.0,0.0,0.0,440329.0,21119.0,49400.0,27256.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90724303,,3000.0,3000.0,3000.0, 36 months,13.99,102.52,C,C3,Field Technician,9 years,RENT,53000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90724303,,credit_card,Credit card refinancing,928xx,CA,22.53,0.0,Aug-2003,665.0,669.0,1.0,75.0,,5.0,0.0,13862.0,49.9,17.0,w,685.24,685.24,2970.75,2970.75,2314.76,655.99,0.0,0.0,0.0,Mar-2019,102.52,Apr-2019,Mar-2019,724.0,720.0,0.0,75.0,1.0,Individual,,,,0.0,0.0,31199.0,0.0,1.0,0.0,1.0,23.0,17337.0,72.0,0.0,1.0,8935.0,60.0,27800.0,1.0,0.0,1.0,2.0,6240.0,0.0,100.4,0.0,0.0,157.0,131.0,19.0,19.0,1.0,29.0,,0.0,,1.0,2.0,2.0,2.0,5.0,4.0,4.0,12.0,2.0,5.0,0.0,0.0,0.0,0.0,94.1,100.0,0.0,0.0,51800.0,31199.0,13800.0,24000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90291399,,21500.0,21500.0,21500.0, 36 months,12.79,722.25,C,C1,,,OWN,43000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90291399,,house,Home buying,757xx,TX,21.69,0.0,Dec-1979,710.0,714.0,0.0,54.0,,12.0,0.0,16583.0,50.9,37.0,w,4846.8,4846.8,20929.97,20929.97,16653.2,4276.77,0.0,0.0,0.0,Mar-2019,722.25,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,24051.0,0.0,1.0,0.0,0.0,63.0,7468.0,69.0,0.0,0.0,6429.0,55.0,32600.0,0.0,0.0,0.0,0.0,2672.0,1598.0,87.1,0.0,0.0,135.0,441.0,33.0,33.0,4.0,203.0,,,,0.0,2.0,5.0,2.0,10.0,4.0,11.0,29.0,5.0,12.0,0.0,0.0,0.0,0.0,97.3,100.0,0.0,0.0,43400.0,24051.0,12400.0,10800.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90671516,,17375.0,17375.0,17375.0, 36 months,10.49,564.65,B,B3,Service technician,9 years,MORTGAGE,64000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671516,,debt_consolidation,Debt consolidation,913xx,CA,15.23,0.0,Oct-2006,715.0,719.0,0.0,,,12.0,0.0,10560.0,34.9,15.0,w,0.0,0.0,19658.5347217042,19658.53,17375.0,2283.53,0.0,0.0,0.0,May-2018,9484.71,,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,422985.0,0.0,1.0,0.0,1.0,22.0,7820.0,49.0,0.0,3.0,5835.0,40.0,30300.0,2.0,0.0,2.0,5.0,38453.0,12515.0,45.6,0.0,0.0,66.0,119.0,17.0,8.0,1.0,17.0,,9.0,,0.0,3.0,5.0,5.0,5.0,3.0,10.0,11.0,5.0,12.0,0.0,0.0,0.0,1.0,100.0,40.0,0.0,0.0,454800.0,18380.0,23000.0,16000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90219136,,10000.0,10000.0,10000.0, 36 months,8.99,317.96,B,B1,Surface maintenance repairer,10+ years,OWN,75000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90219136,,home_improvement,Home improvement,377xx,TN,28.5,0.0,Sep-2006,675.0,679.0,0.0,33.0,,9.0,0.0,4652.0,19.1,24.0,w,2060.02,2060.02,9345.8,9345.8,7939.98,1405.82,0.0,0.0,0.0,Mar-2019,317.96,Apr-2019,Mar-2019,769.0,765.0,0.0,67.0,1.0,Individual,,,,0.0,3532.0,70557.0,1.0,3.0,3.0,6.0,2.0,65905.0,95.0,1.0,2.0,4478.0,64.0,24300.0,0.0,6.0,2.0,9.0,7840.0,3822.0,54.0,0.0,0.0,96.0,120.0,12.0,2.0,0.0,33.0,,10.0,,1.0,1.0,2.0,2.0,7.0,11.0,6.0,12.0,2.0,9.0,0.0,0.0,0.0,5.0,91.7,0.0,0.0,0.0,95787.0,70557.0,8300.0,71487.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90825164,,25000.0,25000.0,25000.0, 36 months,11.49,824.29,B,B5,Teacher ,7 years,MORTGAGE,94000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90825164,,credit_card,Credit card refinancing,729xx,AR,6.97,0.0,Sep-1996,685.0,689.0,2.0,,,24.0,0.0,30744.0,38.7,46.0,w,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,,0.0,,Jul-2017,574.0,570.0,0.0,,1.0,Individual,,,,0.0,0.0,252222.0,1.0,6.0,1.0,1.0,10.0,103637.0,87.0,4.0,9.0,12555.0,58.0,79500.0,2.0,0.0,10.0,10.0,10509.0,39670.0,42.8,0.0,0.0,240.0,59.0,3.0,3.0,1.0,3.0,,0.0,,0.0,10.0,12.0,13.0,16.0,22.0,17.0,23.0,12.0,24.0,0.0,0.0,0.0,5.0,100.0,7.7,0.0,0.0,306153.0,134381.0,69300.0,104016.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90116186,,24000.0,24000.0,24000.0, 36 months,14.49,825.99,C,C4,General Manager ,9 years,MORTGAGE,70000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90116186,,debt_consolidation,Debt consolidation,851xx,AZ,34.18,0.0,Jan-2008,690.0,694.0,1.0,,,12.0,0.0,18318.0,56.9,18.0,f,5512.33,5512.33,23934.39,23934.39,18487.67,5446.72,0.0,0.0,0.0,Mar-2019,825.99,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,191198.0,1.0,2.0,0.0,0.0,39.0,6006.0,19.0,1.0,2.0,3525.0,56.0,32200.0,3.0,8.0,3.0,2.0,15933.0,6621.0,58.1,0.0,0.0,103.0,104.0,5.0,5.0,1.0,20.0,,0.0,,0.0,5.0,7.0,5.0,5.0,8.0,8.0,8.0,7.0,12.0,0.0,0.0,0.0,1.0,100.0,60.0,0.0,0.0,248349.0,52024.0,15800.0,31735.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90641282,,4000.0,4000.0,4000.0, 36 months,14.49,137.67,C,C4,Underwriter,6 years,MORTGAGE,89000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90641282,,debt_consolidation,Debt consolidation,800xx,CO,14.48,1.0,Sep-2002,660.0,664.0,1.0,15.0,,11.0,0.0,17135.0,60.5,23.0,w,0.0,0.0,4087.0713269304997,4087.07,4000.0,87.07,0.0,0.0,0.0,Dec-2016,336.99,,Feb-2018,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,25927.0,2.0,3.0,1.0,3.0,12.0,8792.0,36.0,3.0,4.0,4373.0,49.0,28300.0,0.0,0.0,1.0,7.0,2357.0,6186.0,69.2,0.0,0.0,116.0,119.0,3.0,3.0,2.0,3.0,,1.0,,0.0,5.0,7.0,5.0,8.0,10.0,8.0,11.0,7.0,11.0,0.0,0.0,0.0,4.0,90.9,60.0,0.0,0.0,52468.0,25927.0,20100.0,24168.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90082567,,16000.0,16000.0,16000.0, 36 months,15.59,559.28,C,C5,Senior HR Administrator,9 years,MORTGAGE,70000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90082567,,home_improvement,Home improvement,086xx,NJ,9.27,0.0,Jul-1980,745.0,749.0,2.0,60.0,,13.0,0.0,3486.0,11.5,24.0,w,0.0,0.0,17749.704129588703,17749.7,16000.0,1749.7,0.0,0.0,0.0,Jul-2017,13289.32,,Feb-2018,684.0,680.0,0.0,60.0,1.0,Individual,,,,0.0,218.0,194988.0,4.0,2.0,2.0,3.0,6.0,10246.0,69.0,6.0,7.0,1312.0,30.0,30200.0,4.0,0.0,9.0,10.0,14999.0,23567.0,6.5,0.0,0.0,167.0,434.0,1.0,1.0,1.0,5.0,,3.0,,0.0,3.0,8.0,5.0,8.0,7.0,10.0,16.0,8.0,13.0,0.0,0.0,0.0,8.0,95.7,0.0,0.0,0.0,265207.0,13732.0,25200.0,14952.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90414903,,30000.0,30000.0,30000.0, 60 months,15.59,723.03,C,C5,Maintenance Supervisor,8 years,RENT,42000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90414903,,home_improvement,Home improvement,210xx,MD,11.51,0.0,Sep-1999,725.0,729.0,0.0,,,6.0,0.0,18734.0,49.2,9.0,w,0.0,0.0,31840.36198209,31840.36,30000.0,1840.36,0.0,0.0,0.0,Aug-2017,92.07,,Mar-2019,774.0,770.0,0.0,,1.0,Joint App,97560.0,5.26,Not Verified,0.0,0.0,18734.0,0.0,0.0,0.0,0.0,,0.0,,1.0,1.0,9960.0,49.0,38100.0,1.0,0.0,2.0,1.0,3122.0,10411.0,64.2,0.0,0.0,,204.0,9.0,9.0,0.0,26.0,,1.0,,0.0,2.0,3.0,3.0,4.0,0.0,6.0,9.0,3.0,6.0,0.0,0.0,0.0,1.0,100.0,33.3,0.0,0.0,38100.0,18734.0,29100.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90561497,,10000.0,10000.0,10000.0, 60 months,17.99,253.88,D,D2,Pastor,3 years,MORTGAGE,50000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90561497,,debt_consolidation,Debt consolidation,150xx,PA,32.55,0.0,Nov-1998,670.0,674.0,0.0,38.0,,31.0,0.0,14367.0,54.0,37.0,w,6257.92,6257.92,7352.53,7352.53,3742.08,3610.45,0.0,0.0,0.0,Mar-2019,253.88,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,190894.0,2.0,19.0,0.0,5.0,13.0,122797.0,93.0,4.0,10.0,4633.0,87.0,26600.0,2.0,1.0,0.0,15.0,6158.0,12233.0,54.0,0.0,0.0,144.0,111.0,0.0,0.0,2.0,0.0,38.0,13.0,38.0,0.0,7.0,7.0,11.0,11.0,24.0,11.0,11.0,7.0,31.0,0.0,0.0,0.0,4.0,97.3,36.4,0.0,0.0,219574.0,137164.0,26600.0,131568.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90965190,,24000.0,24000.0,24000.0, 60 months,13.99,558.32,C,C3,Environmental Inspector,2 years,MORTGAGE,120960.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90965190,,credit_card,Credit card refinancing,712xx,LA,16.54,0.0,Mar-2006,685.0,689.0,1.0,,,11.0,0.0,19065.0,62.9,15.0,w,14455.16,14455.16,16172.63,16172.63,9544.84,6627.79,0.0,0.0,0.0,Mar-2019,558.32,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,237458.0,0.0,2.0,0.0,1.0,16.0,61406.0,92.0,2.0,5.0,7747.0,78.0,30300.0,3.0,1.0,2.0,7.0,21587.0,6008.0,71.1,0.0,0.0,126.0,50.0,7.0,7.0,1.0,20.0,,1.0,,0.0,3.0,5.0,4.0,4.0,5.0,8.0,9.0,5.0,11.0,0.0,0.0,0.0,2.0,100.0,50.0,0.0,0.0,281670.0,80471.0,20800.0,85620.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90241045,,18000.0,18000.0,18000.0, 36 months,15.59,629.19,C,C5,Property Manager,4 years,RENT,91000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90241045,,debt_consolidation,Debt consolidation,951xx,CA,16.46,0.0,Oct-2005,695.0,699.0,3.0,63.0,,14.0,0.0,6705.0,48.9,28.0,w,0.0,0.0,19573.495346655,19573.5,18000.0,1573.5,0.0,0.0,0.0,May-2017,15751.59,,Oct-2017,724.0,720.0,0.0,63.0,1.0,Individual,,,,0.0,443.0,62152.0,0.0,7.0,2.0,2.0,8.0,55447.0,66.0,1.0,3.0,4375.0,60.0,13700.0,0.0,1.0,3.0,5.0,4439.0,702.0,87.5,0.0,0.0,109.0,131.0,10.0,8.0,0.0,32.0,,1.0,,1.0,2.0,4.0,2.0,6.0,14.0,7.0,14.0,4.0,14.0,0.0,0.0,0.0,3.0,96.4,50.0,0.0,0.0,81063.0,62152.0,5600.0,67363.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89798569,,13850.0,13850.0,13850.0, 36 months,15.59,484.13,C,C5,Vice President of Sales and Marketing,3 years,RENT,120000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89798569,,debt_consolidation,Debt consolidation,762xx,TX,4.75,0.0,Jan-2007,660.0,664.0,0.0,,66.0,5.0,1.0,2881.0,68.6,8.0,w,0.0,0.0,5933.31,5933.31,2884.43,1538.71,0.0,1510.17,271.8306,Jul-2017,484.13,,Jan-2018,594.0,590.0,0.0,,1.0,Individual,,,,0.0,0.0,8862.0,0.0,1.0,0.0,1.0,21.0,5981.0,59.0,1.0,3.0,1823.0,62.0,4200.0,0.0,0.0,2.0,4.0,1772.0,1224.0,68.6,0.0,0.0,21.0,101.0,11.0,11.0,1.0,11.0,,1.0,,0.0,3.0,4.0,3.0,5.0,1.0,4.0,6.0,4.0,5.0,0.0,0.0,0.0,1.0,100.0,33.3,1.0,0.0,14347.0,8862.0,3900.0,10147.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89024775,,8850.0,8850.0,8850.0, 36 months,24.49,349.5,E,E3,Survey CAD Technician,2 years,RENT,35360.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89024775,,credit_card,Credit card refinancing,787xx,TX,27.9,0.0,Nov-2008,670.0,674.0,2.0,,,19.0,0.0,17438.0,50.3,23.0,f,0.0,0.0,2163.22,2163.22,1066.44,1096.78,0.0,0.0,0.0,Apr-2017,349.5,,Sep-2017,524.0,520.0,0.0,,1.0,Individual,,,,0.0,0.0,85921.0,1.0,13.0,0.0,3.0,13.0,68483.0,96.0,1.0,2.0,8094.0,81.0,34700.0,1.0,0.0,3.0,5.0,4522.0,3041.0,79.2,0.0,0.0,93.0,67.0,4.0,4.0,0.0,35.0,,0.0,,0.0,2.0,3.0,2.0,3.0,15.0,6.0,8.0,3.0,19.0,0.0,0.0,0.0,1.0,100.0,50.0,0.0,0.0,105913.0,85921.0,14600.0,71213.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90208929,,5000.0,5000.0,5000.0, 36 months,12.79,167.97,C,C1,Nursing assistant,7 years,RENT,43000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90208929,,debt_consolidation,Debt consolidation,117xx,NY,20.57,1.0,Sep-2005,695.0,699.0,0.0,13.0,91.0,7.0,1.0,2141.0,24.6,17.0,w,0.0,0.0,5886.261968676899,5886.26,5000.0,871.26,15.0,0.0,0.0,Jan-2019,188.33,,Jan-2019,524.0,520.0,0.0,21.0,1.0,Individual,,,,0.0,0.0,55358.0,2.0,4.0,2.0,4.0,3.0,53217.0,79.0,0.0,2.0,2139.0,62.0,8700.0,2.0,1.0,5.0,6.0,7908.0,4859.0,30.6,0.0,0.0,132.0,119.0,16.0,3.0,0.0,16.0,13.0,5.0,13.0,2.0,2.0,2.0,2.0,2.0,13.0,3.0,4.0,2.0,7.0,0.0,0.0,1.0,2.0,93.3,0.0,1.0,0.0,67324.0,55358.0,7000.0,58624.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90308903,,25000.0,25000.0,25000.0, 36 months,6.99,771.82,A,A2,Consultant,2 years,MORTGAGE,154000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90308903,,debt_consolidation,Debt consolidation,922xx,CA,14.49,0.0,Feb-1973,745.0,749.0,0.0,46.0,,14.0,0.0,18089.0,20.0,35.0,w,0.0,0.0,26738.6261100846,26738.63,25000.0,1738.63,0.0,0.0,0.0,Dec-2017,16714.68,,Dec-2017,789.0,785.0,0.0,,1.0,Individual,,,,0.0,0.0,623011.0,2.0,2.0,1.0,1.0,1.0,62758.0,100.0,0.0,2.0,4154.0,40.0,90400.0,2.0,0.0,2.0,4.0,47924.0,58836.0,10.9,0.0,0.0,141.0,523.0,13.0,1.0,6.0,13.0,,8.0,,0.0,4.0,7.0,5.0,10.0,9.0,9.0,19.0,7.0,14.0,0.0,0.0,0.0,2.0,97.1,0.0,0.0,0.0,735662.0,80847.0,66000.0,78862.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90531507,,5000.0,5000.0,5000.0, 36 months,10.49,162.49,B,B3,Purchase ,5 years,RENT,34000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90531507,,debt_consolidation,Debt consolidation,927xx,CA,30.11,0.0,Dec-2003,660.0,664.0,0.0,40.0,,11.0,0.0,4743.0,70.8,26.0,w,1098.63,1098.63,4729.69,4729.69,3901.37,828.32,0.0,0.0,0.0,Mar-2019,162.49,Apr-2019,Mar-2019,679.0,675.0,0.0,40.0,1.0,Individual,,,,0.0,115.0,23846.0,0.0,4.0,0.0,0.0,29.0,19103.0,67.0,1.0,2.0,2751.0,68.0,6700.0,0.0,4.0,1.0,2.0,2168.0,49.0,98.3,0.0,0.0,142.0,153.0,9.0,9.0,0.0,15.0,43.0,9.0,41.0,1.0,1.0,6.0,1.0,5.0,12.0,7.0,14.0,6.0,11.0,0.0,0.0,0.0,1.0,79.2,100.0,0.0,0.0,35303.0,23846.0,2800.0,28603.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90298264,,25000.0,25000.0,25000.0, 36 months,7.59,778.69,A,A3,President,10+ years,MORTGAGE,135600.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90298264,,home_improvement,Home improvement,852xx,AZ,9.85,0.0,Jun-1982,780.0,784.0,0.0,,,16.0,0.0,28137.0,25.2,28.0,f,5315.47,5315.47,22571.47,22571.47,19684.53,2886.94,0.0,0.0,0.0,Mar-2019,778.69,Apr-2019,Mar-2019,804.0,800.0,0.0,,1.0,Individual,,,,0.0,0.0,433979.0,1.0,0.0,0.0,0.0,38.0,6533.0,30.0,0.0,0.0,12719.0,27.0,111600.0,0.0,0.0,1.0,1.0,28932.0,50821.0,33.8,0.0,0.0,134.0,411.0,53.0,4.0,5.0,61.0,,5.0,,0.0,4.0,6.0,6.0,7.0,4.0,13.0,18.0,6.0,16.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,540042.0,38634.0,76800.0,22167.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90955271,,5000.0,5000.0,5000.0, 36 months,12.79,167.97,C,C1,general clerk,1 year,RENT,13307.52,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90955271,,debt_consolidation,Debt consolidation,704xx,LA,34.42,2.0,Nov-1990,665.0,669.0,0.0,20.0,,9.0,0.0,3386.0,15.1,23.0,w,0.0,0.0,5689.783054628299,5689.78,5000.0,689.78,0.0,0.0,0.0,Jan-2018,3315.11,,Mar-2019,699.0,695.0,0.0,20.0,1.0,Individual,,,,0.0,172.0,3386.0,0.0,0.0,0.0,0.0,33.0,0.0,,0.0,1.0,2686.0,15.0,22400.0,1.0,3.0,0.0,1.0,423.0,13122.0,20.0,0.0,0.0,263.0,310.0,14.0,14.0,0.0,14.0,20.0,22.0,20.0,3.0,3.0,5.0,4.0,6.0,9.0,9.0,14.0,5.0,9.0,0.0,0.0,2.0,0.0,90.9,0.0,0.0,0.0,22400.0,3386.0,16400.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90905223,,12000.0,12000.0,12000.0, 36 months,14.49,413.0,C,C4,Associate,1 year,RENT,45000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90905223,,debt_consolidation,Debt consolidation,802xx,CO,15.33,0.0,Sep-2009,685.0,689.0,0.0,,,24.0,0.0,11060.0,54.0,27.0,w,0.0,0.0,14774.133340847,14774.13,12000.0,2774.13,0.0,0.0,0.0,Mar-2019,3184.96,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,175962.0,0.0,14.0,0.0,2.0,13.0,164902.0,100.0,0.0,1.0,6163.0,95.0,20500.0,0.0,0.0,1.0,3.0,7651.0,2419.0,74.5,0.0,0.0,84.0,72.0,24.0,13.0,0.0,44.0,,10.0,,0.0,2.0,7.0,2.0,2.0,16.0,10.0,11.0,7.0,24.0,0.0,0.0,0.0,0.0,100.0,50.0,0.0,0.0,185402.0,175962.0,9500.0,164902.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90945257,,6500.0,6500.0,6500.0, 36 months,10.49,211.24,B,B3,RN,< 1 year,RENT,104000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90945257,,debt_consolidation,Debt consolidation,980xx,WA,9.73,2.0,Dec-1993,675.0,679.0,1.0,13.0,,7.0,0.0,5524.0,61.4,20.0,f,0.0,0.0,7104.9028412899,7104.9,6500.0,604.9,0.0,0.0,0.0,Oct-2017,4785.05,,Oct-2018,714.0,710.0,0.0,13.0,1.0,Individual,,,,0.0,0.0,212620.0,2.0,1.0,0.0,0.0,64.0,14117.0,,3.0,4.0,3138.0,61.0,9000.0,0.0,2.0,2.0,4.0,30374.0,141.0,96.7,0.0,0.0,168.0,273.0,2.0,2.0,3.0,23.0,13.0,3.0,13.0,3.0,2.0,4.0,2.0,5.0,7.0,5.0,10.0,4.0,7.0,0.0,0.0,2.0,3.0,89.5,100.0,0.0,0.0,245034.0,19641.0,4300.0,39274.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90551505,,11200.0,11200.0,11200.0, 60 months,21.49,306.1,D,D5,Business manager ,< 1 year,MORTGAGE,49920.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90551505,,debt_consolidation,Debt consolidation,368xx,AL,15.41,0.0,Feb-2004,685.0,689.0,0.0,,,14.0,0.0,7554.0,46.1,18.0,w,0.0,0.0,15240.9903997277,15240.99,11200.0,4040.99,0.0,0.0,0.0,Aug-2018,8826.26,,Feb-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,101.0,283175.0,1.0,6.0,1.0,2.0,10.0,33390.0,105.0,0.0,4.0,3051.0,85.0,16400.0,1.0,0.0,3.0,7.0,20227.0,4754.0,52.5,0.0,0.0,61.0,151.0,16.0,4.0,1.0,46.0,,6.0,,0.0,3.0,7.0,3.0,4.0,6.0,7.0,11.0,7.0,14.0,0.0,0.0,0.0,2.0,100.0,33.3,0.0,0.0,291708.0,40944.0,10000.0,31899.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90895119,,15000.0,15000.0,15000.0, 36 months,8.99,476.93,B,B1,Practice Manager,< 1 year,MORTGAGE,70000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90895119,,credit_card,Credit card refinancing,853xx,AZ,16.99,0.0,Jan-2004,725.0,729.0,1.0,,,8.0,0.0,14917.0,40.0,33.0,w,0.0,0.0,15915.395336924199,15915.4,15000.0,915.4,0.0,0.0,0.0,Jul-2017,11107.45,,Aug-2017,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,42265.0,2.0,2.0,1.0,2.0,1.0,27348.0,87.0,3.0,4.0,11527.0,62.0,37300.0,1.0,0.0,3.0,6.0,5283.0,12783.0,53.9,0.0,0.0,124.0,152.0,1.0,1.0,3.0,17.0,,1.0,,0.0,3.0,3.0,3.0,11.0,6.0,6.0,24.0,3.0,8.0,0.0,0.0,0.0,4.0,100.0,33.3,0.0,0.0,68773.0,42265.0,27700.0,31473.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88869843,,10000.0,10000.0,10000.0, 36 months,15.59,349.55,C,C5,Epidemiologist,3 years,RENT,91670.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88869843,,other,Other,303xx,GA,12.12,0.0,May-2004,680.0,684.0,1.0,,106.0,10.0,1.0,26302.0,60.6,26.0,w,0.0,0.0,10920.5226050595,10920.52,10000.0,920.52,0.0,0.0,0.0,Jul-2017,5476.78,,Jun-2018,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,40608.0,1.0,1.0,4.0,5.0,3.0,14306.0,95.0,0.0,2.0,7593.0,70.0,43400.0,0.0,1.0,2.0,7.0,4512.0,16261.0,42.7,0.0,0.0,123.0,148.0,15.0,3.0,0.0,15.0,,0.0,,0.0,4.0,5.0,7.0,8.0,15.0,9.0,11.0,5.0,10.0,0.0,0.0,0.0,4.0,100.0,0.0,1.0,0.0,58400.0,40608.0,28400.0,15000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90721282,,3000.0,3000.0,3000.0, 36 months,13.49,101.8,C,C2,manager,1 year,RENT,56000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90721282,,debt_consolidation,Debt consolidation,773xx,TX,21.63,0.0,Oct-1995,660.0,664.0,2.0,41.0,64.0,12.0,1.0,9825.0,40.0,22.0,w,681.26,681.26,2946.58,2946.58,2318.74,627.84,0.0,0.0,0.0,Mar-2019,101.8,Apr-2019,Mar-2019,659.0,655.0,0.0,76.0,1.0,Individual,,,,0.0,0.0,39987.0,5.0,1.0,1.0,2.0,2.0,30162.0,99.0,5.0,7.0,2464.0,76.0,24600.0,8.0,3.0,7.0,10.0,3332.0,12761.0,43.0,0.0,0.0,121.0,251.0,4.0,2.0,0.0,4.0,41.0,4.0,41.0,1.0,8.0,9.0,8.0,11.0,6.0,10.0,14.0,9.0,12.0,0.0,0.0,0.0,7.0,90.5,0.0,0.0,1.0,55229.0,39987.0,22100.0,30629.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89987975,,2725.0,2725.0,2725.0, 36 months,13.99,93.13,C,C3,Pipefitter,< 1 year,OWN,52000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89987975,,debt_consolidation,Debt consolidation,380xx,TN,16.2,0.0,Nov-2012,660.0,664.0,0.0,,,7.0,0.0,3316.0,69.1,11.0,w,0.0,0.0,3013.8173608746,3013.82,2725.0,288.82,0.0,0.0,0.0,Aug-2017,2177.77,,Aug-2018,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,11112.0,1.0,3.0,2.0,3.0,5.0,7796.0,68.0,2.0,6.0,2840.0,68.0,4800.0,1.0,0.0,1.0,9.0,1587.0,736.0,80.6,0.0,0.0,46.0,16.0,11.0,5.0,0.0,11.0,,11.0,,0.0,2.0,4.0,2.0,2.0,5.0,4.0,6.0,4.0,7.0,0.0,0.0,0.0,4.0,100.0,50.0,0.0,0.0,16313.0,11112.0,3800.0,11513.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90775189,,12000.0,12000.0,12000.0, 36 months,6.99,370.48,A,A2,Safety Supervisor,8 years,MORTGAGE,85000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90775189,,debt_consolidation,Debt consolidation,628xx,IL,12.64,0.0,Jun-1998,760.0,764.0,0.0,,,7.0,0.0,13669.0,46.0,21.0,w,2533.6,2533.6,10739.26,10739.26,9466.4,1272.86,0.0,0.0,0.0,Mar-2019,370.48,Apr-2019,Feb-2019,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,113997.0,0.0,1.0,0.0,0.0,49.0,9094.0,28.0,0.0,1.0,7491.0,37.0,29700.0,0.0,2.0,6.0,1.0,19000.0,16031.0,46.0,0.0,0.0,132.0,142.0,13.0,13.0,7.0,13.0,,0.0,,0.0,4.0,4.0,4.0,5.0,7.0,5.0,7.0,4.0,7.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,202805.0,22763.0,29700.0,32000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90835189,,6000.0,6000.0,6000.0, 36 months,16.99,213.89,D,D1,Specialist ,10+ years,OWN,48000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90835189,,medical,Medical expenses,765xx,TX,27.35,0.0,Mar-1998,720.0,724.0,2.0,,,26.0,0.0,4759.0,6.6,47.0,f,0.0,0.0,4932.48,4932.48,3476.69,1455.79,0.0,0.0,0.0,Sep-2018,213.89,,Mar-2019,549.0,545.0,0.0,,1.0,Individual,,,,0.0,773.0,169291.0,8.0,3.0,2.0,2.0,6.0,30404.0,79.0,13.0,17.0,3006.0,32.0,72000.0,1.0,0.0,3.0,21.0,6511.0,34010.0,10.7,0.0,0.0,192.0,222.0,1.0,1.0,2.0,1.0,,1.0,,0.0,3.0,5.0,12.0,13.0,15.0,22.0,30.0,5.0,26.0,0.0,0.0,0.0,15.0,100.0,0.0,0.0,0.0,247453.0,35163.0,38100.0,38374.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90724549,,6000.0,6000.0,6000.0, 36 months,6.99,185.24,A,A2,COORDINATOR,10+ years,MORTGAGE,52000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90724549,,car,Car financing,750xx,TX,11.22,0.0,Jul-1984,815.0,819.0,0.0,,,7.0,0.0,144.0,0.4,23.0,f,0.0,0.0,6559.1523140532,6559.15,6000.0,559.15,0.0,0.0,0.0,Feb-2019,433.03,,Feb-2019,839.0,835.0,0.0,,1.0,Individual,,,,0.0,0.0,99479.0,1.0,2.0,1.0,1.0,7.0,21405.0,64.0,0.0,0.0,144.0,32.0,34300.0,1.0,0.0,2.0,2.0,14211.0,34156.0,0.4,0.0,0.0,224.0,386.0,57.0,5.0,3.0,57.0,,6.0,,0.0,1.0,1.0,4.0,11.0,7.0,4.0,13.0,1.0,7.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,148602.0,21549.0,34300.0,33702.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89938602,,35000.0,35000.0,35000.0, 60 months,17.99,888.58,D,D2,Teacher,,OWN,92000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89938602,,debt_consolidation,Debt consolidation,622xx,IL,19.59,0.0,Dec-1995,745.0,749.0,1.0,33.0,,12.0,0.0,10823.0,20.8,29.0,w,21902.71,21902.71,25733.84,25733.84,13097.29,12636.55,0.0,0.0,0.0,Mar-2019,888.58,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,77503.0,1.0,2.0,0.0,0.0,25.0,37784.0,55.0,2.0,3.0,1961.0,26.0,52100.0,0.0,0.0,5.0,3.0,6459.0,13535.0,24.0,0.0,0.0,149.0,242.0,6.0,6.0,3.0,9.0,,0.0,33.0,0.0,4.0,8.0,4.0,6.0,13.0,9.0,13.0,8.0,12.0,0.0,0.0,0.0,2.0,89.7,0.0,0.0,0.0,173484.0,48607.0,17800.0,61434.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90075726,,16800.0,16800.0,16800.0, 36 months,22.39,645.0,E,E1,Store manager,2 years,RENT,45000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90075726,,credit_card,Credit card refinancing,700xx,LA,34.05,0.0,Jul-2005,685.0,689.0,1.0,44.0,,20.0,0.0,10580.0,26.6,34.0,f,0.0,0.0,15459.1,15459.1,9922.6,5536.5,0.0,0.0,0.0,Oct-2018,645.0,,Mar-2019,499.0,0.0,0.0,,1.0,Individual,,,,0.0,211.0,64925.0,3.0,4.0,4.0,7.0,8.0,54345.0,92.0,7.0,10.0,3071.0,66.0,39700.0,1.0,6.0,3.0,17.0,3417.0,17653.0,20.1,0.0,0.0,109.0,134.0,2.0,2.0,0.0,2.0,44.0,2.0,44.0,0.0,5.0,9.0,8.0,11.0,11.0,16.0,23.0,9.0,20.0,0.0,0.0,0.0,11.0,91.2,0.0,0.0,0.0,98782.0,64925.0,22100.0,59082.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90331322,,5000.0,5000.0,5000.0, 36 months,10.99,163.67,B,B4,Executive assistant ,3 years,RENT,80000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90331322,,debt_consolidation,Debt consolidation,926xx,CA,11.49,0.0,Jan-2008,705.0,709.0,0.0,35.0,,12.0,0.0,9874.0,20.4,18.0,w,0.0,0.0,5182.348668523499,5182.35,5000.0,182.35,0.0,0.0,0.0,Mar-2017,123.09,,Mar-2017,729.0,725.0,0.0,35.0,1.0,Individual,,,,0.0,0.0,35436.0,1.0,1.0,2.0,3.0,5.0,25562.0,95.0,2.0,4.0,3550.0,47.0,48400.0,0.0,2.0,4.0,7.0,3221.0,23711.0,26.1,0.0,0.0,97.0,104.0,7.0,5.0,0.0,7.0,,6.0,,1.0,5.0,9.0,6.0,7.0,5.0,11.0,13.0,9.0,12.0,0.0,0.0,0.0,4.0,94.4,20.0,0.0,0.0,75400.0,35436.0,32100.0,27000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90955140,,20000.0,20000.0,20000.0, 36 months,12.79,671.86,C,C1,Law enforcement,10+ years,RENT,90108.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90955140,,credit_card,Credit card refinancing,950xx,CA,28.65,0.0,Mar-1999,675.0,679.0,1.0,62.0,64.0,9.0,1.0,9517.0,32.4,31.0,w,0.0,0.0,22382.609368572997,22382.61,20000.0,2382.61,0.0,0.0,0.0,Nov-2017,14355.82,,Jan-2019,699.0,695.0,0.0,62.0,1.0,Individual,,,,0.0,0.0,92814.0,2.0,3.0,2.0,4.0,7.0,83297.0,88.0,3.0,3.0,4316.0,65.0,29400.0,6.0,4.0,7.0,7.0,10313.0,7083.0,57.3,0.0,0.0,167.0,210.0,3.0,3.0,1.0,4.0,73.0,3.0,73.0,4.0,4.0,4.0,4.0,11.0,13.0,6.0,17.0,4.0,9.0,0.0,0.0,0.0,5.0,87.1,25.0,1.0,0.0,125730.0,92814.0,16600.0,96330.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521746,,15850.0,15850.0,15850.0, 60 months,26.99,483.9,F,F3,Rescue Specialist,1 year,RENT,42700.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521746,,debt_consolidation,Debt consolidation,973xx,OR,34.32,0.0,Feb-2002,690.0,694.0,0.0,81.0,115.0,9.0,1.0,15606.0,54.4,15.0,w,10721.75,10721.75,14091.56,14091.56,5128.25,8963.31,0.0,0.0,0.0,Mar-2019,483.9,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,100.0,52384.0,0.0,2.0,1.0,2.0,9.0,36778.0,88.0,1.0,1.0,4698.0,74.0,28700.0,1.0,8.0,1.0,3.0,6548.0,1558.0,78.9,0.0,0.0,175.0,73.0,10.0,9.0,0.0,49.0,,9.0,,0.0,2.0,4.0,2.0,2.0,7.0,7.0,8.0,4.0,9.0,0.0,0.0,0.0,2.0,93.3,50.0,1.0,0.0,70435.0,52384.0,7400.0,41735.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89779458,,10000.0,10000.0,9975.0, 36 months,8.59,316.1,A,A5,Customer Service,10+ years,MORTGAGE,35000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89779458,,debt_consolidation,Debt consolidation,562xx,MN,24.35,0.0,Jul-1996,735.0,739.0,0.0,,,10.0,0.0,15560.0,50.2,14.0,f,2150.39,2145.01,9162.13,9139.22,7849.61,1312.52,0.0,0.0,0.0,Mar-2019,316.1,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,16531.0,0.0,1.0,0.0,0.0,35.0,971.0,10.0,0.0,0.0,5367.0,40.0,31000.0,0.0,0.0,0.0,0.0,1653.0,15440.0,50.2,0.0,0.0,35.0,149.0,66.0,35.0,2.0,66.0,,,,0.0,8.0,8.0,9.0,10.0,1.0,9.0,11.0,8.0,10.0,0.0,0.0,0.0,0.0,100.0,33.3,0.0,0.0,40950.0,16531.0,31000.0,9950.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89874882,,4200.0,4200.0,4200.0, 36 months,13.99,143.53,C,C3,Administrative Assistant,10+ years,OWN,75000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89874882,,vacation,Vacation,107xx,NY,14.98,0.0,Aug-1987,660.0,664.0,0.0,43.0,29.0,13.0,1.0,6326.0,58.6,66.0,w,969.23,969.23,4164.18,4164.18,3230.77,933.41,0.0,0.0,0.0,Mar-2019,143.53,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,152774.0,4.0,5.0,1.0,3.0,3.0,96061.0,112.0,6.0,7.0,2731.0,102.0,10800.0,0.0,9.0,2.0,10.0,11752.0,2705.0,67.8,0.0,0.0,181.0,349.0,3.0,3.0,5.0,3.0,,3.0,,0.0,4.0,6.0,4.0,8.0,38.0,7.0,23.0,6.0,13.0,0.0,0.0,0.0,7.0,98.2,50.0,1.0,0.0,159048.0,102387.0,8400.0,90248.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90511887,,12000.0,12000.0,11975.0, 36 months,5.32,361.38,A,A1,Outpatient Therapist,1 year,RENT,54350.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90511887,,credit_card,Credit card refinancing,395xx,MS,6.27,0.0,Nov-2001,690.0,694.0,0.0,37.0,,12.0,0.0,10216.0,50.8,18.0,f,0.0,0.0,12593.8281530134,12567.59,12000.0,593.83,0.0,0.0,0.0,Oct-2017,8597.38,,Mar-2019,779.0,775.0,0.0,37.0,1.0,Individual,,,,0.0,0.0,101993.0,0.0,1.0,0.0,0.0,37.0,91777.0,,0.0,2.0,2556.0,51.0,20100.0,2.0,0.0,0.0,2.0,8499.0,3068.0,72.8,0.0,0.0,178.0,167.0,17.0,17.0,0.0,17.0,,23.0,,2.0,6.0,8.0,7.0,7.0,5.0,11.0,13.0,8.0,12.0,0.0,0.0,0.0,0.0,88.9,42.9,0.0,0.0,98121.0,101993.0,11300.0,78021.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89848947,,25000.0,25000.0,25000.0, 60 months,15.59,602.52,C,C5,RN,10+ years,MORTGAGE,70000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89848947,,debt_consolidation,Debt consolidation,132xx,NY,16.82,1.0,Oct-1998,715.0,719.0,1.0,16.0,,11.0,0.0,7866.0,39.7,27.0,w,15294.24,15294.24,17581.34,17581.34,9705.76,7875.58,0.0,0.0,0.0,Mar-2019,602.52,Apr-2019,Mar-2019,749.0,745.0,0.0,,1.0,Individual,,,,0.0,0.0,96890.0,0.0,2.0,0.0,1.0,16.0,9061.0,44.0,0.0,0.0,1616.0,42.0,19800.0,2.0,0.0,4.0,1.0,8808.0,3234.0,60.6,0.0,0.0,147.0,143.0,26.0,16.0,2.0,26.0,16.0,0.0,16.0,0.0,4.0,6.0,4.0,10.0,6.0,8.0,19.0,6.0,11.0,0.0,0.0,0.0,0.0,92.3,50.0,0.0,0.0,143548.0,16927.0,8200.0,20650.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90415992,,6000.0,6000.0,6000.0, 36 months,13.99,205.04,C,C3,Substation specialist ,10+ years,RENT,73000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90415992,,debt_consolidation,Debt consolidation,364xx,AL,30.66,0.0,Apr-2005,720.0,724.0,0.0,,,9.0,0.0,5823.0,77.6,14.0,w,0.0,0.0,6204.7915282744,6204.79,6000.0,204.79,0.0,0.0,0.0,Jan-2017,5799.37,,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,76330.0,0.0,4.0,1.0,3.0,11.0,70507.0,45.0,0.0,2.0,2298.0,55.0,7500.0,0.0,7.0,0.0,5.0,8481.0,518.0,91.4,0.0,0.0,137.0,86.0,17.0,11.0,0.0,18.0,,17.0,,0.0,3.0,4.0,3.0,3.0,7.0,5.0,7.0,4.0,9.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,104653.0,76330.0,6000.0,97153.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90343498,,40000.0,40000.0,40000.0, 60 months,13.49,920.19,C,C2,Purchasing Manager,10+ years,MORTGAGE,80000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90343498,,debt_consolidation,Debt consolidation,983xx,WA,12.2,0.0,Dec-1984,685.0,689.0,0.0,39.0,,5.0,0.0,38816.0,74.4,18.0,w,23973.2,23973.2,26733.99,26733.99,16026.8,10707.19,0.0,0.0,0.0,Mar-2019,920.19,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,192100.0,0.0,0.0,0.0,0.0,67.0,0.0,,0.0,0.0,13851.0,74.0,52200.0,1.0,1.0,0.0,1.0,38420.0,12664.0,73.2,0.0,0.0,126.0,381.0,58.0,14.0,4.0,109.0,,13.0,,0.0,3.0,4.0,3.0,9.0,2.0,4.0,12.0,4.0,5.0,0.0,0.0,0.0,0.0,94.4,66.7,0.0,0.0,207450.0,38816.0,47200.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90885131,,14400.0,14400.0,14400.0, 60 months,26.49,435.33,F,F2,Sr. Software QA Analyst,10+ years,RENT,51194.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90885131,,debt_consolidation,Debt consolidation,122xx,NY,21.85,0.0,May-1999,660.0,664.0,0.0,44.0,70.0,14.0,1.0,9289.0,60.7,18.0,w,0.0,0.0,22244.8413972944,22244.84,14400.0,7844.84,0.0,0.0,0.0,Feb-2019,10416.76,,Mar-2019,649.0,645.0,0.0,,1.0,Individual,,,,0.0,0.0,31267.0,0.0,2.0,1.0,2.0,10.0,21978.0,108.0,0.0,3.0,1825.0,88.0,15300.0,0.0,2.0,0.0,5.0,2405.0,2429.0,72.4,0.0,0.0,208.0,158.0,22.0,10.0,0.0,22.0,,15.0,,0.0,8.0,10.0,8.0,9.0,6.0,11.0,12.0,10.0,14.0,0.0,0.0,0.0,1.0,94.4,62.5,0.0,1.0,35571.0,31267.0,8800.0,20271.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90427489,,35000.0,35000.0,35000.0, 60 months,26.49,1058.1,F,F2,Legal Assistant,4 years,RENT,79000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90427489,,debt_consolidation,Debt consolidation,925xx,CO,34.41,0.0,Oct-1991,720.0,724.0,3.0,56.0,,16.0,0.0,3079.0,8.4,38.0,w,0.0,0.0,17132.97,17132.97,3869.88,8698.55,0.0,4564.54,410.8086,Oct-2017,1058.1,,Apr-2018,599.0,595.0,0.0,56.0,1.0,Joint App,143000.0,35.77,Not Verified,0.0,0.0,127647.0,3.0,8.0,2.0,3.0,2.0,124568.0,111.0,1.0,2.0,3079.0,76.0,36600.0,7.0,4.0,4.0,5.0,7978.0,12421.0,19.9,0.0,0.0,152.0,299.0,4.0,2.0,2.0,4.0,56.0,1.0,56.0,5.0,1.0,1.0,4.0,9.0,20.0,8.0,16.0,1.0,16.0,0.0,0.0,0.0,3.0,88.6,0.0,0.0,0.0,161605.0,127647.0,15500.0,125005.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90087024,,21000.0,21000.0,21000.0, 60 months,13.99,488.53,C,C3,IT Systems Administrator,< 1 year,MORTGAGE,80000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90087024,,credit_card,Credit card refinancing,212xx,MD,16.54,0.0,Dec-1992,675.0,679.0,1.0,,,11.0,0.0,45522.0,79.4,17.0,w,0.0,0.0,25931.1905271215,25931.19,21000.0,4931.19,0.0,0.0,0.0,Sep-2018,15159.05,,Feb-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,159288.0,0.0,0.0,0.0,1.0,14.0,0.0,,0.0,1.0,13539.0,79.0,57300.0,4.0,1.0,5.0,2.0,15929.0,8179.0,84.2,0.0,0.0,108.0,285.0,13.0,13.0,2.0,13.0,,1.0,,0.0,7.0,8.0,9.0,11.0,2.0,10.0,12.0,8.0,11.0,0.0,0.0,0.0,0.0,100.0,75.0,0.0,0.0,178900.0,45522.0,51700.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90321592,,7200.0,7200.0,7200.0, 36 months,9.49,230.61,B,B2,,,OWN,50000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90321592,,debt_consolidation,Debt consolidation,045xx,ME,26.72,0.0,Apr-1970,735.0,739.0,0.0,,,6.0,0.0,30874.0,49.1,12.0,f,0.0,0.0,5069.62,5069.62,4155.38,914.24,0.0,0.0,0.0,Aug-2018,230.61,,Oct-2018,609.0,605.0,0.0,,1.0,Individual,,,,0.0,0.0,33048.0,0.0,1.0,0.0,0.0,30.0,2174.0,17.0,1.0,1.0,13827.0,44.0,62900.0,0.0,0.0,1.0,1.0,5508.0,17131.0,63.6,0.0,0.0,162.0,557.0,10.0,10.0,1.0,95.0,,10.0,,0.0,3.0,5.0,3.0,5.0,4.0,5.0,7.0,5.0,6.0,0.0,0.0,0.0,1.0,100.0,66.7,0.0,0.0,75947.0,33048.0,47100.0,13047.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90332117,,30000.0,30000.0,30000.0, 60 months,8.99,622.61,B,B1,Sergeant ,10+ years,MORTGAGE,125000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90332117,,debt_consolidation,Debt consolidation,109xx,NY,9.66,0.0,Jan-1996,700.0,704.0,1.0,45.0,,11.0,0.0,21132.0,82.9,20.0,w,17166.2,17166.2,18018.23,18018.23,12833.8,5184.43,0.0,0.0,0.0,Mar-2019,622.61,Apr-2019,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,758.0,421446.0,1.0,4.0,1.0,2.0,1.0,115137.0,86.0,0.0,1.0,8203.0,86.0,25500.0,0.0,1.0,2.0,3.0,42145.0,1790.0,91.3,0.0,0.0,159.0,248.0,14.0,1.0,2.0,58.0,,1.0,45.0,0.0,3.0,4.0,3.0,5.0,6.0,6.0,12.0,4.0,11.0,0.0,0.0,0.0,1.0,95.0,100.0,0.0,0.0,471541.0,136269.0,20500.0,126041.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89969262,,15000.0,15000.0,15000.0, 36 months,7.59,467.22,A,A3,Field Service Engineer,5 years,RENT,75000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89969262,,credit_card,Credit card refinancing,750xx,TX,26.34,0.0,Dec-1994,760.0,764.0,0.0,,,26.0,0.0,26679.0,29.7,43.0,f,0.0,0.0,16045.3372089858,16045.34,15000.0,1045.34,0.0,0.0,0.0,Nov-2017,10445.02,,Oct-2018,829.0,825.0,0.0,,1.0,Individual,,,,0.0,0.0,119534.0,1.0,15.0,0.0,2.0,22.0,92855.0,79.0,1.0,1.0,16751.0,58.0,89900.0,1.0,0.0,1.0,3.0,4781.0,55634.0,31.2,0.0,0.0,123.0,261.0,5.0,5.0,0.0,5.0,,11.0,,0.0,2.0,3.0,7.0,11.0,28.0,11.0,15.0,3.0,26.0,0.0,0.0,0.0,1.0,100.0,14.3,0.0,0.0,208022.0,119534.0,80900.0,118122.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90501479,,12000.0,12000.0,12000.0, 36 months,17.99,433.77,D,D2,Parts & Service Manager,10+ years,MORTGAGE,42000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90501479,,debt_consolidation,Debt consolidation,433xx,OH,27.77,0.0,Oct-2000,660.0,664.0,0.0,39.0,47.0,8.0,1.0,5027.0,32.4,32.0,w,0.0,0.0,14420.9284397144,14420.93,12000.0,2420.93,0.0,0.0,0.0,Jan-2018,8288.18,,Dec-2018,709.0,705.0,0.0,39.0,1.0,Individual,,,,0.0,1878.0,44053.0,0.0,2.0,0.0,3.0,16.0,13704.0,72.0,0.0,4.0,2475.0,54.0,15500.0,3.0,0.0,1.0,7.0,5507.0,1273.0,79.8,0.0,0.0,126.0,152.0,13.0,13.0,4.0,13.0,,9.0,,2.0,3.0,3.0,3.0,9.0,12.0,5.0,16.0,3.0,8.0,0.0,0.0,0.0,0.0,93.8,66.7,0.0,0.0,82230.0,18731.0,6300.0,18922.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90235226,,3325.0,3325.0,3325.0, 36 months,15.59,116.23,C,C5,EVS,2 years,RENT,65000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90235226,,debt_consolidation,Credit card refinancing,945xx,CA,3.01,0.0,Jan-2004,690.0,694.0,0.0,38.0,,11.0,0.0,3229.0,20.7,17.0,w,0.0,0.0,828.9,828.9,297.87,164.17,0.0,366.86,66.0348,Feb-2017,116.23,,Aug-2017,499.0,0.0,0.0,38.0,1.0,Individual,,,,0.0,0.0,27629.0,2.0,1.0,0.0,0.0,98.0,24400.0,119.0,6.0,7.0,1781.0,77.0,15600.0,0.0,0.0,1.0,7.0,2512.0,4721.0,29.5,0.0,0.0,152.0,26.0,0.0,0.0,0.0,0.0,,11.0,,1.0,3.0,6.0,4.0,5.0,5.0,10.0,12.0,6.0,11.0,0.0,0.0,0.0,6.0,100.0,25.0,0.0,0.0,36062.0,27629.0,6700.0,20462.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90723443,,2400.0,2400.0,2400.0, 36 months,10.99,78.57,B,B4,Field Marketing Specialist,1 year,RENT,44000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90723443,,credit_card,Credit card refinancing,142xx,NY,9.15,0.0,Feb-2012,710.0,714.0,1.0,,,5.0,0.0,3923.0,28.8,5.0,w,0.0,0.0,2627.3894194563,2627.39,2400.0,227.39,0.0,0.0,0.0,Apr-2018,328.17,,Apr-2018,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,23013.0,1.0,1.0,0.0,0.0,55.0,19090.0,127.0,3.0,4.0,3678.0,81.0,13600.0,0.0,0.0,2.0,4.0,4603.0,7322.0,33.4,0.0,0.0,55.0,19.0,4.0,4.0,0.0,9.0,,4.0,,0.0,1.0,2.0,2.0,2.0,1.0,4.0,4.0,2.0,5.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,28600.0,23013.0,11000.0,15000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90017722,,12000.0,12000.0,12000.0, 60 months,22.39,334.1,E,E1,Lab tech,2 years,MORTGAGE,30000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90017722,,debt_consolidation,Debt consolidation,370xx,TN,23.05,0.0,Aug-2003,715.0,719.0,1.0,73.0,,14.0,0.0,11436.0,40.3,26.0,w,0.0,0.0,8211.43,8211.43,3120.4,4828.29,16.71,246.03,44.2854,Feb-2019,246.03,,Mar-2019,534.0,530.0,0.0,,1.0,Individual,,,,0.0,0.0,144817.0,3.0,1.0,0.0,0.0,37.0,8289.0,56.0,4.0,4.0,5340.0,46.0,28400.0,0.0,0.0,1.0,4.0,11140.0,5360.0,55.3,0.0,0.0,157.0,152.0,0.0,0.0,4.0,5.0,75.0,5.0,75.0,0.0,3.0,9.0,4.0,5.0,7.0,12.0,15.0,9.0,14.0,0.0,0.0,0.0,4.0,92.3,33.3,0.0,0.0,178302.0,19725.0,12000.0,14902.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Dec-2018,ACTIVE,Dec-2018,4227.0,45.0,18.0
+90501369,,3525.0,3525.0,3525.0, 36 months,17.99,127.42,D,D2,Machinist,4 years,RENT,68000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90501369,,small_business,Business,822xx,WY,5.31,0.0,May-1997,660.0,664.0,2.0,34.0,5.0,4.0,2.0,194.0,6.7,20.0,w,840.75,840.75,3686.37,3686.37,2684.25,1002.12,0.0,0.0,0.0,Mar-2019,127.42,Apr-2019,Mar-2019,674.0,670.0,0.0,34.0,1.0,Individual,,,,0.0,1738.0,63827.0,0.0,2.0,1.0,2.0,8.0,4105.0,45.0,0.0,0.0,0.0,36.0,2900.0,0.0,0.0,4.0,2.0,15957.0,,,0.0,0.0,132.0,69.0,44.0,8.0,0.0,,34.0,2.0,34.0,2.0,0.0,1.0,0.0,1.0,15.0,1.0,3.0,1.0,4.0,0.0,0.0,0.0,1.0,90.0,,0.0,0.0,71559.0,63827.0,0.0,9131.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90765227,,17600.0,17600.0,17600.0, 60 months,13.99,409.43,C,C3,Global Payment Compliance DIrector,10+ years,OWN,101000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90765227,,debt_consolidation,Debt consolidation,281xx,NC,12.67,2.0,Jun-1990,660.0,664.0,0.0,4.0,0.0,17.0,1.0,13937.0,34.8,33.0,w,10600.61,10600.61,11859.79,11859.79,6999.39,4860.4,0.0,0.0,0.0,Mar-2019,409.43,Apr-2019,Mar-2019,714.0,710.0,0.0,11.0,1.0,Individual,,,,0.0,52.0,164362.0,0.0,4.0,0.0,1.0,16.0,17384.0,45.0,0.0,0.0,6365.0,40.0,40100.0,0.0,1.0,1.0,1.0,9668.0,12885.0,38.3,1.0,0.0,170.0,315.0,39.0,16.0,4.0,39.0,,12.0,4.0,1.0,3.0,6.0,5.0,10.0,8.0,12.0,21.0,6.0,17.0,0.0,0.0,1.0,0.0,90.9,20.0,0.0,0.0,244258.0,31321.0,20900.0,38306.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90755203,,9800.0,9800.0,9800.0, 36 months,12.79,329.22,C,C1,Benefits Analyst ,2 years,RENT,55000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90755203,,debt_consolidation,Debt consolidation,279xx,NC,12.85,0.0,Aug-2004,670.0,674.0,0.0,78.0,,20.0,0.0,3601.0,94.8,24.0,w,0.0,0.0,11512.0330153128,11512.03,9800.0,1712.03,0.0,0.0,0.0,Aug-2018,4605.37,,Mar-2019,634.0,630.0,0.0,,1.0,Individual,,,,0.0,467.0,78136.0,0.0,18.0,0.0,3.0,15.0,74535.0,98.0,0.0,0.0,2107.0,97.0,3800.0,0.0,0.0,2.0,3.0,3907.0,199.0,94.8,0.0,0.0,145.0,97.0,33.0,15.0,0.0,33.0,,3.0,,2.0,2.0,2.0,2.0,2.0,21.0,2.0,3.0,2.0,20.0,0.0,0.0,0.0,0.0,79.2,100.0,0.0,0.0,80262.0,78136.0,3800.0,76462.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89987563,,20000.0,20000.0,20000.0, 60 months,25.29,590.44,E,E5,Assistant District Attorney,10+ years,MORTGAGE,64000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89987563,,debt_consolidation,Debt consolidation,747xx,OK,26.1,0.0,Aug-2000,695.0,699.0,0.0,47.0,,12.0,0.0,23023.0,90.6,24.0,w,0.0,0.0,30649.345277612003,30649.35,20000.0,10649.35,0.0,0.0,0.0,Mar-2019,14145.13,Apr-2019,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,145228.0,1.0,5.0,0.0,2.0,19.0,44598.0,61.0,1.0,1.0,8711.0,69.0,25400.0,0.0,1.0,0.0,3.0,13203.0,877.0,96.3,0.0,0.0,193.0,136.0,2.0,2.0,3.0,2.0,,19.0,,0.0,4.0,4.0,4.0,7.0,9.0,6.0,11.0,4.0,12.0,0.0,0.0,0.0,1.0,95.8,100.0,0.0,0.0,189243.0,67621.0,23900.0,73093.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90395079,,9700.0,9700.0,9700.0, 36 months,23.99,380.51,E,E2,Outside service ,< 1 year,MORTGAGE,40000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90395079,,medical,Medical expenses,454xx,OH,32.13,0.0,Jun-2008,690.0,694.0,1.0,,,13.0,0.0,15850.0,44.3,16.0,f,0.0,0.0,12497.9029655277,12497.9,9700.0,2797.9,0.0,0.0,0.0,Apr-2018,2823.16,,Mar-2019,794.0,790.0,0.0,,1.0,Individual,,,,0.0,59.0,184821.0,2.0,1.0,0.0,1.0,21.0,37087.0,,5.0,6.0,4563.0,44.0,35800.0,0.0,0.0,2.0,8.0,15402.0,18460.0,37.6,0.0,0.0,89.0,99.0,5.0,5.0,1.0,6.0,,5.0,,0.0,4.0,5.0,8.0,9.0,3.0,11.0,12.0,5.0,13.0,0.0,0.0,0.0,5.0,100.0,37.5,0.0,0.0,221125.0,52937.0,29600.0,49825.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90237876,,18500.0,18500.0,18475.0, 36 months,6.99,571.15,A,A2,auditor,10+ years,MORTGAGE,137000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90237876,,debt_consolidation,Debt consolidation,287xx,NC,12.23,0.0,Jun-1999,765.0,769.0,1.0,,,19.0,0.0,11950.0,10.8,47.0,f,0.0,0.0,19204.225327168202,19178.27,18500.0,704.23,0.0,0.0,0.0,Apr-2017,16301.78,,Mar-2019,749.0,745.0,0.0,,1.0,Individual,,,,0.0,0.0,383533.0,3.0,2.0,0.0,1.0,24.0,23401.0,50.0,4.0,8.0,5035.0,22.0,110900.0,1.0,0.0,3.0,9.0,20186.0,88250.0,11.9,0.0,0.0,150.0,207.0,4.0,4.0,4.0,4.0,,1.0,,0.0,7.0,7.0,13.0,24.0,6.0,16.0,36.0,7.0,19.0,0.0,0.0,0.0,4.0,100.0,0.0,0.0,0.0,529983.0,35351.0,100200.0,46733.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90007737,,19450.0,19450.0,19450.0, 36 months,13.49,659.95,C,C2,Mail Carrier,10+ years,MORTGAGE,38900.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90007737,,debt_consolidation,Debt consolidation,792xx,TX,22.71,2.0,Dec-1993,705.0,709.0,0.0,17.0,,9.0,0.0,5212.0,47.0,20.0,w,4418.62,4418.62,19123.97,19123.97,15031.38,4092.59,0.0,0.0,0.0,Mar-2019,659.95,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,315.0,17898.0,0.0,1.0,0.0,0.0,49.0,12686.0,43.0,0.0,0.0,1919.0,44.0,11100.0,0.0,0.0,0.0,0.0,2237.0,1553.0,68.9,0.0,0.0,179.0,273.0,27.0,27.0,0.0,68.0,17.0,14.0,17.0,0.0,3.0,5.0,4.0,4.0,8.0,8.0,12.0,5.0,9.0,0.0,0.0,0.0,0.0,85.0,50.0,0.0,0.0,40448.0,17898.0,5000.0,29348.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90092506,,15000.0,15000.0,15000.0, 60 months,18.99,389.03,D,D3,Analyst,1 year,MORTGAGE,125000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90092506,,debt_consolidation,Debt consolidation,278xx,NC,18.38,0.0,Jan-1998,675.0,679.0,1.0,27.0,,10.0,0.0,9194.0,68.1,34.0,w,0.0,0.0,17191.666308865602,17191.67,15000.0,2191.67,0.0,0.0,0.0,Jul-2017,13695.25,,May-2018,629.0,625.0,0.0,31.0,1.0,Individual,,,,0.0,0.0,359832.0,5.0,3.0,1.0,4.0,3.0,123180.0,80.0,3.0,4.0,6164.0,78.0,13500.0,4.0,3.0,4.0,9.0,35983.0,4306.0,68.1,0.0,0.0,126.0,224.0,1.0,1.0,6.0,1.0,,5.0,,0.0,2.0,2.0,5.0,7.0,13.0,5.0,15.0,2.0,10.0,0.0,0.0,0.0,5.0,97.1,40.0,0.0,0.0,358766.0,132374.0,13500.0,117389.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90120774,,26250.0,26250.0,26250.0, 36 months,12.79,881.82,C,C1,Legal Assistant,2 years,MORTGAGE,10000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90120774,,debt_consolidation,Debt consolidation,809xx,CO,81.15,0.0,Dec-1999,695.0,699.0,0.0,,,14.0,0.0,22538.0,85.4,15.0,w,0.0,0.0,30462.902752782004,30462.9,26250.0,4212.9,0.0,0.0,0.0,Apr-2018,15388.03,,Mar-2019,669.0,665.0,0.0,,1.0,Joint App,75000.0,16.75,Not Verified,0.0,0.0,159551.0,0.0,0.0,0.0,0.0,,0.0,,0.0,2.0,2490.0,85.0,26400.0,0.0,0.0,0.0,2.0,11397.0,1289.0,91.0,0.0,0.0,,201.0,21.0,21.0,2.0,21.0,,,,0.0,7.0,13.0,7.0,7.0,0.0,13.0,13.0,13.0,14.0,0.0,0.0,0.0,0.0,100.0,85.7,0.0,0.0,175876.0,22538.0,14300.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89776623,,35000.0,35000.0,35000.0, 36 months,10.99,1145.69,B,B4,Oil and Gas Landman,10+ years,RENT,150000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89776623,,credit_card,Credit card refinancing,756xx,TX,10.21,0.0,Nov-2004,700.0,704.0,0.0,,,17.0,0.0,39127.0,45.4,38.0,w,7733.9,7733.9,33203.64,33203.64,27266.1,5937.54,0.0,0.0,0.0,Mar-2019,1145.69,Apr-2019,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,39474.0,1.0,1.0,0.0,0.0,44.0,347.0,6.0,1.0,5.0,9202.0,43.0,86200.0,0.0,0.0,1.0,5.0,2322.0,7339.0,82.0,0.0,0.0,142.0,119.0,5.0,5.0,0.0,24.0,,3.0,,0.0,6.0,10.0,7.0,11.0,14.0,16.0,24.0,10.0,17.0,0.0,0.0,0.0,1.0,100.0,71.4,0.0,0.0,92293.0,39474.0,40800.0,6093.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90825177,,21000.0,21000.0,21000.0, 36 months,9.49,672.6,B,B2,RN,3 years,MORTGAGE,60000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90825177,,home_improvement,Home improvement,043xx,ME,17.28,0.0,Oct-2003,770.0,774.0,2.0,,,25.0,0.0,3033.0,7.1,62.0,w,4562.49,4562.49,19571.83,19571.83,16437.51,3134.32,0.0,0.0,0.0,Mar-2019,672.6,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,58728.0,4.0,7.0,3.0,4.0,3.0,55695.0,93.0,3.0,7.0,2275.0,57.0,42800.0,0.0,16.0,4.0,11.0,2447.0,21432.0,11.1,0.0,0.0,124.0,155.0,6.0,3.0,0.0,8.0,,3.0,,0.0,2.0,6.0,6.0,11.0,30.0,18.0,32.0,6.0,25.0,0.0,0.0,0.0,6.0,100.0,0.0,0.0,0.0,102700.0,58728.0,24100.0,59900.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90965177,,25000.0,25000.0,25000.0, 36 months,18.99,916.28,D,D3,owner,10+ years,MORTGAGE,55000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90965177,,debt_consolidation,Debt consolidation,330xx,FL,26.31,2.0,Mar-1994,715.0,719.0,0.0,15.0,,9.0,0.0,12105.0,36.8,13.0,w,0.0,0.0,31074.103419962998,31074.1,25000.0,6074.1,0.0,0.0,0.0,Jul-2018,7774.88,,Jul-2018,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,31181.0,0.0,2.0,1.0,2.0,8.0,19076.0,69.0,1.0,1.0,7950.0,51.0,32900.0,3.0,0.0,1.0,3.0,3898.0,20795.0,36.8,0.0,0.0,141.0,270.0,12.0,8.0,1.0,12.0,15.0,4.0,15.0,0.0,5.0,5.0,6.0,7.0,3.0,7.0,9.0,5.0,9.0,0.0,0.0,0.0,2.0,81.8,0.0,0.0,0.0,60764.0,31181.0,32900.0,27864.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90067943,,14000.0,14000.0,14000.0, 60 months,23.99,402.68,E,E2,Carpenter,1 year,MORTGAGE,46000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90067943,,home_improvement,Home improvement,030xx,NH,3.13,0.0,Jun-2012,670.0,674.0,0.0,,,7.0,0.0,7809.0,43.6,9.0,w,0.0,0.0,2819.59,2819.59,122.8,1205.3,20.13,1471.36,264.8448,May-2017,464.21,,Jul-2017,544.0,540.0,0.0,,1.0,Individual,,,,0.0,0.0,112424.0,3.0,0.0,1.0,1.0,7.0,0.0,,2.0,3.0,3242.0,44.0,17900.0,1.0,0.0,3.0,5.0,16061.0,4091.0,65.6,0.0,0.0,50.0,51.0,6.0,3.0,1.0,6.0,,6.0,,0.0,3.0,3.0,5.0,5.0,2.0,6.0,6.0,3.0,7.0,0.0,0.0,0.0,4.0,100.0,60.0,0.0,0.0,122660.0,7809.0,11900.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90398487,,10000.0,10000.0,10000.0, 36 months,10.49,324.98,B,B3,Merchandising Manager,< 1 year,RENT,92500.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90398487,,credit_card,Credit card refinancing,372xx,TN,18.28,1.0,Apr-2001,700.0,704.0,0.0,11.0,,5.0,0.0,9960.0,89.7,23.0,f,2197.25,2197.25,9418.59,9418.59,7802.75,1615.84,0.0,0.0,0.0,Mar-2019,324.98,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,103639.0,0.0,2.0,0.0,0.0,43.0,93679.0,48.0,1.0,3.0,5960.0,58.0,11100.0,0.0,0.0,2.0,3.0,20728.0,67.0,99.3,0.0,0.0,156.0,185.0,10.0,10.0,1.0,10.0,,10.0,11.0,0.0,2.0,3.0,2.0,5.0,15.0,3.0,7.0,3.0,5.0,0.0,0.0,0.0,1.0,95.7,100.0,0.0,0.0,136511.0,103639.0,9500.0,125411.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90765268,,18000.0,18000.0,18000.0, 36 months,19.99,668.86,D,D4,Director of New Store Development,3 years,OWN,85000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90765268,,debt_consolidation,Debt consolidation,400xx,KY,21.7,0.0,Oct-1997,675.0,679.0,1.0,50.0,,12.0,0.0,38596.0,68.0,23.0,f,0.0,0.0,6803.52,6803.52,2712.69,1949.34,0.0,2141.49,385.4682,May-2017,668.86,,Nov-2017,549.0,545.0,0.0,50.0,1.0,Individual,,,,0.0,0.0,39336.0,1.0,1.0,0.0,0.0,37.0,740.0,5.0,2.0,2.0,9783.0,54.0,56800.0,0.0,0.0,2.0,2.0,3278.0,12909.0,74.6,0.0,0.0,153.0,227.0,6.0,6.0,2.0,6.0,,1.0,,1.0,7.0,9.0,8.0,9.0,2.0,11.0,19.0,9.0,12.0,0.0,0.0,0.0,2.0,95.7,87.5,0.0,0.0,72400.0,39336.0,50900.0,15600.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90304398,,10000.0,10000.0,10000.0, 60 months,10.99,217.38,B,B4,Investigator,2 years,MORTGAGE,86000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90304398,,other,Other,706xx,LA,23.77,0.0,Jun-2001,715.0,719.0,0.0,54.0,,11.0,0.0,13686.0,79.6,22.0,w,5843.19,5843.19,6297.91,6297.91,4156.81,2141.1,0.0,0.0,0.0,Mar-2019,217.38,Apr-2019,Mar-2019,739.0,735.0,0.0,54.0,1.0,Individual,,,,0.0,51.0,156884.0,1.0,5.0,1.0,3.0,2.0,49192.0,62.0,0.0,0.0,3025.0,65.0,17200.0,1.0,0.0,1.0,3.0,14262.0,791.0,84.8,0.0,0.0,118.0,183.0,29.0,2.0,2.0,123.0,54.0,1.0,54.0,1.0,2.0,5.0,2.0,4.0,12.0,5.0,8.0,5.0,11.0,0.0,0.0,0.0,1.0,90.9,100.0,0.0,0.0,194179.0,62878.0,5200.0,79754.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90288154,,8000.0,8000.0,8000.0, 36 months,10.99,261.88,B,B4,analyst,5 years,MORTGAGE,70000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90288154,,home_improvement,Home improvement,100xx,NY,1.39,0.0,Aug-2003,740.0,744.0,0.0,,,6.0,0.0,2733.0,24.8,11.0,w,0.0,0.0,8616.890600405899,8616.89,8000.0,616.89,0.0,0.0,0.0,Sep-2017,0.73,,Sep-2017,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,101911.0,0.0,0.0,0.0,0.0,,0.0,,1.0,6.0,2725.0,25.0,11000.0,2.0,2.0,7.0,6.0,16985.0,8267.0,24.8,0.0,0.0,,149.0,12.0,12.0,3.0,12.0,,6.0,,0.0,2.0,2.0,5.0,7.0,0.0,5.0,8.0,2.0,6.0,0.0,0.0,0.0,1.0,100.0,20.0,0.0,0.0,110841.0,2733.0,11000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90875256,,10000.0,10000.0,10000.0, 60 months,17.99,253.88,D,D2,Sr. Policy Specialist,9 years,OWN,50000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90875256,,debt_consolidation,Debt consolidation,641xx,MO,18.58,0.0,Sep-2003,670.0,674.0,0.0,38.0,,7.0,0.0,30743.0,87.1,9.0,f,6258.62,6258.62,7360.26,7360.26,3741.38,3618.88,0.0,0.0,0.0,Mar-2019,253.88,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,97592.0,0.0,0.0,0.0,0.0,130.0,0.0,,0.0,1.0,16977.0,87.0,35300.0,0.0,0.0,2.0,1.0,13942.0,3771.0,88.8,0.0,0.0,130.0,156.0,14.0,14.0,1.0,14.0,,2.0,,0.0,5.0,6.0,5.0,5.0,1.0,6.0,7.0,6.0,7.0,0.0,0.0,0.0,0.0,88.9,80.0,0.0,0.0,129524.0,30743.0,33800.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90745295,,10000.0,10000.0,10000.0, 36 months,19.99,371.59,D,D4,Recruiter,2 years,MORTGAGE,90000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90745295,,debt_consolidation,Debt consolidation,605xx,IL,20.94,1.0,Nov-1995,670.0,674.0,0.0,16.0,,13.0,0.0,15127.0,51.3,25.0,w,2435.9,2435.9,10765.0,10765.0,7564.1,3200.9,0.0,0.0,0.0,Mar-2019,371.59,Apr-2019,Mar-2019,654.0,650.0,0.0,41.0,1.0,Individual,,,,0.0,8060.0,306299.0,3.0,5.0,1.0,2.0,6.0,98009.0,84.0,3.0,4.0,4092.0,71.0,27800.0,5.0,3.0,7.0,7.0,23561.0,11347.0,40.4,0.0,0.0,162.0,250.0,3.0,3.0,4.0,7.0,16.0,4.0,16.0,1.0,4.0,5.0,5.0,5.0,12.0,7.0,9.0,5.0,13.0,0.0,0.0,0.0,5.0,95.2,20.0,0.0,0.0,326851.0,113136.0,21700.0,104966.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90491228,,4500.0,4500.0,4500.0, 36 months,11.49,148.38,B,B5,Phone Banker,1 year,RENT,30200.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90491228,,credit_card,Credit card refinancing,553xx,MN,13.31,0.0,Jan-2012,675.0,679.0,0.0,,,7.0,0.0,5309.0,74.8,7.0,w,0.0,0.0,5105.048377328,5105.05,4500.0,605.05,0.0,0.0,0.0,Mar-2018,2733.84,,Mar-2019,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,19632.0,1.0,2.0,0.0,0.0,48.0,14323.0,92.0,1.0,2.0,4502.0,87.0,7100.0,0.0,0.0,0.0,2.0,3272.0,98.0,98.2,0.0,0.0,52.0,56.0,6.0,6.0,0.0,20.0,,,,0.0,2.0,3.0,2.0,2.0,2.0,5.0,5.0,3.0,7.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,22600.0,19632.0,5300.0,15500.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90250652,,3050.0,3050.0,3050.0, 36 months,13.99,104.23,C,C3,Gardner,10+ years,MORTGAGE,40000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90250652,,home_improvement,Home improvement,903xx,CA,20.34,0.0,Aug-2001,660.0,664.0,1.0,,66.0,18.0,1.0,15412.0,50.9,30.0,w,696.98,696.98,3020.3,3020.3,2353.02,667.28,0.0,0.0,0.0,Mar-2019,104.23,Apr-2019,Mar-2019,619.0,615.0,0.0,,1.0,Individual,,,,0.0,0.0,15412.0,1.0,0.0,0.0,0.0,,0.0,,5.0,8.0,2543.0,51.0,30300.0,0.0,0.0,2.0,8.0,907.0,3064.0,81.1,0.0,0.0,,181.0,1.0,1.0,0.0,25.0,,1.0,,0.0,9.0,14.0,9.0,18.0,0.0,18.0,30.0,14.0,18.0,0.0,0.0,0.0,5.0,100.0,66.7,1.0,0.0,30300.0,15412.0,16200.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90209104,,35000.0,35000.0,35000.0, 60 months,14.49,823.31,C,C4,realtor,10+ years,OWN,150000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90209104,,major_purchase,Major purchase,600xx,IL,12.77,0.0,Oct-2001,670.0,674.0,0.0,29.0,46.0,4.0,1.0,17337.0,96.9,8.0,w,0.0,0.0,8506.78,8506.78,2080.02,2831.66,41.17,3553.93,639.7074,May-2017,864.48,,May-2017,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,33515.0,0.0,1.0,0.0,0.0,46.0,16178.0,53.0,0.0,0.0,492.0,70.0,17900.0,0.0,5.0,0.0,0.0,8379.0,133.0,85.2,0.0,0.0,46.0,179.0,47.0,46.0,0.0,113.0,,,29.0,0.0,2.0,3.0,2.0,3.0,1.0,3.0,7.0,3.0,4.0,0.0,0.0,0.0,0.0,83.3,50.0,0.0,1.0,48249.0,33515.0,900.0,30349.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90144280,,15000.0,15000.0,15000.0, 36 months,12.79,503.9,C,C1,manufacturing associate,10+ years,RENT,48000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90144280,,credit_card,Credit card refinancing,448xx,OH,18.23,0.0,Sep-2005,670.0,674.0,1.0,51.0,,10.0,0.0,14355.0,50.7,19.0,w,0.0,0.0,17314.7781197579,17314.78,15000.0,2314.78,0.0,0.0,0.0,Apr-2018,8420.8,,Apr-2018,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,16320.0,1.0,1.0,0.0,0.0,29.0,1965.0,22.0,4.0,9.0,3373.0,44.0,28300.0,0.0,0.0,4.0,9.0,1632.0,127.0,96.4,0.0,0.0,132.0,131.0,4.0,4.0,0.0,19.0,51.0,4.0,51.0,0.0,1.0,9.0,1.0,7.0,4.0,9.0,15.0,9.0,10.0,0.0,0.0,0.0,4.0,78.9,100.0,0.0,0.0,37141.0,16320.0,3500.0,8841.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90694797,,12000.0,12000.0,12000.0, 36 months,9.49,384.34,B,B2,Web Technology App Lead,4 years,MORTGAGE,87000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90694797,,debt_consolidation,Debt consolidation,440xx,OH,21.35,0.0,Oct-2004,750.0,754.0,0.0,30.0,,11.0,0.0,7091.0,40.5,34.0,w,0.0,0.0,13382.1630238428,13382.16,12000.0,1382.16,0.0,0.0,0.0,Apr-2018,6854.71,,Apr-2018,759.0,755.0,0.0,,1.0,Individual,,,,0.0,0.0,234637.0,0.0,5.0,1.0,2.0,11.0,54208.0,63.0,0.0,1.0,7046.0,59.0,17499.0,1.0,0.0,4.0,3.0,23464.0,8053.0,46.7,0.0,0.0,143.0,129.0,24.0,11.0,1.0,63.0,30.0,11.0,30.0,0.0,1.0,2.0,2.0,5.0,17.0,4.0,15.0,2.0,11.0,0.0,0.0,0.0,1.0,97.1,0.0,0.0,0.0,288814.0,61299.0,15099.0,86111.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90681391,,2300.0,2300.0,2300.0, 36 months,8.99,73.13,B,B1,warehouse worker,10+ years,RENT,28000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90681391,,other,Other,240xx,VA,20.96,0.0,Jul-2006,710.0,714.0,0.0,,65.0,6.0,1.0,1526.0,23.1,14.0,w,0.0,0.0,2492.9349141092002,2492.93,2300.0,192.93,0.0,0.0,0.0,Nov-2017,1618.24,,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,13092.0,1.0,2.0,1.0,2.0,2.0,11566.0,65.0,0.0,1.0,626.0,54.0,6600.0,0.0,1.0,0.0,3.0,2182.0,4174.0,13.0,0.0,0.0,122.0,51.0,22.0,2.0,0.0,34.0,,22.0,,0.0,1.0,2.0,3.0,3.0,10.0,4.0,4.0,2.0,6.0,0.0,0.0,0.0,1.0,100.0,0.0,1.0,0.0,24298.0,13092.0,4800.0,17698.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90722234,,2000.0,2000.0,2000.0, 36 months,10.49,65.0,B,B3,,,RENT,9061.2,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90722234,,debt_consolidation,Debt consolidation,161xx,PA,20.53,0.0,Feb-2007,665.0,669.0,0.0,,,3.0,0.0,1571.0,33.4,11.0,w,0.0,0.0,2314.8615036752,2314.86,2000.0,314.86,0.0,0.0,0.0,Jan-2019,626.03,,Mar-2019,759.0,755.0,0.0,,1.0,Individual,,,,0.0,283.0,3453.0,0.0,1.0,1.0,1.0,11.0,1882.0,78.0,0.0,1.0,751.0,49.0,4700.0,0.0,0.0,0.0,2.0,1151.0,349.0,68.3,0.0,0.0,115.0,109.0,22.0,11.0,0.0,109.0,,22.0,,0.0,1.0,2.0,1.0,3.0,6.0,2.0,5.0,2.0,3.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,7100.0,3453.0,1100.0,2400.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90945261,,6000.0,6000.0,6000.0, 36 months,12.79,201.56,C,C1,Satellite TV Installer Tech,2 years,RENT,50000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90945261,,debt_consolidation,Debt consolidation,718xx,AR,22.21,0.0,Oct-2006,685.0,689.0,2.0,34.0,,11.0,0.0,5968.0,22.6,20.0,w,0.0,0.0,2212.9,2212.9,1597.01,615.89,0.0,0.0,0.0,Sep-2017,201.56,,Mar-2019,499.0,0.0,0.0,34.0,1.0,Individual,,,,0.0,0.0,36235.0,1.0,3.0,0.0,1.0,21.0,30267.0,83.0,3.0,4.0,1728.0,58.0,26400.0,0.0,10.0,7.0,5.0,3294.0,6474.0,34.6,0.0,0.0,119.0,101.0,5.0,5.0,0.0,5.0,,0.0,34.0,1.0,5.0,7.0,6.0,6.0,11.0,8.0,9.0,7.0,11.0,0.0,0.0,0.0,3.0,95.0,0.0,0.0,0.0,62745.0,36235.0,9900.0,36345.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90785199,,3000.0,3000.0,3000.0, 36 months,10.99,98.21,B,B4,Signal Design Engineer,10+ years,RENT,87000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90785199,,other,Other,640xx,MO,5.5,0.0,Oct-2000,680.0,684.0,1.0,49.0,,3.0,0.0,988.0,30.9,17.0,w,662.64,662.64,2846.26,2846.26,2337.36,508.9,0.0,0.0,0.0,Mar-2019,98.21,Apr-2019,Mar-2019,654.0,650.0,0.0,,1.0,Individual,,,,0.0,379.0,16725.0,0.0,1.0,0.0,1.0,13.0,15737.0,86.0,0.0,2.0,0.0,77.0,3200.0,1.0,1.0,3.0,3.0,5575.0,,,0.0,0.0,175.0,191.0,17.0,13.0,1.0,,,0.0,,0.0,0.0,1.0,0.0,4.0,10.0,2.0,6.0,1.0,3.0,0.0,0.0,0.0,0.0,94.1,,0.0,0.0,21602.0,16725.0,0.0,18402.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90785116,,16000.0,16000.0,16000.0, 60 months,15.59,385.62,C,C5,Special Claims Representative,4 years,RENT,73000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90785116,,debt_consolidation,Debt consolidation,193xx,PA,15.75,0.0,Mar-2004,685.0,689.0,0.0,,,11.0,0.0,18335.0,50.0,14.0,w,9797.6,9797.6,11250.94,11250.94,6202.4,5048.54,0.0,0.0,0.0,Mar-2019,385.62,Apr-2019,Mar-2019,629.0,625.0,0.0,,1.0,Individual,,,,0.0,92.0,40397.0,0.0,3.0,1.0,1.0,12.0,22062.0,83.0,2.0,9.0,8083.0,68.0,30000.0,0.0,1.0,1.0,10.0,3672.0,5126.0,72.3,0.0,0.0,150.0,22.0,11.0,11.0,0.0,13.0,,11.0,,0.0,4.0,6.0,4.0,4.0,5.0,8.0,9.0,6.0,11.0,0.0,0.0,0.0,3.0,100.0,50.0,0.0,0.0,56736.0,40397.0,22900.0,26736.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90561653,,2800.0,2800.0,2800.0, 36 months,14.49,96.37,C,C4,Financial Analyst,2 years,MORTGAGE,61000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90561653,,home_improvement,Home improvement,331xx,FL,12.9,0.0,Oct-2010,715.0,719.0,0.0,,,6.0,0.0,8437.0,31.4,6.0,w,0.0,0.0,3261.2542421278004,3261.25,2800.0,461.25,0.0,0.0,0.0,Feb-2018,1817.95,,Mar-2019,769.0,765.0,0.0,,1.0,Individual,,,,0.0,0.0,34320.0,1.0,1.0,1.0,1.0,10.0,23562.0,89.0,1.0,3.0,5323.0,61.0,26900.0,2.0,0.0,2.0,5.0,5720.0,17871.0,31.5,0.0,0.0,10.0,71.0,5.0,5.0,0.0,16.0,,10.0,,0.0,2.0,3.0,3.0,3.0,1.0,4.0,4.0,3.0,6.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,55996.0,34320.0,26100.0,26354.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90087594,,6000.0,6000.0,6000.0, 36 months,11.49,197.83,B,B5,Night Manger ,3 years,MORTGAGE,60000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90087594,,debt_consolidation,Debt consolidation,700xx,LA,12.1,0.0,Sep-1998,670.0,674.0,0.0,,,12.0,0.0,4593.0,62.9,15.0,f,1333.16,1333.16,5733.24,5733.24,4666.84,1066.4,0.0,0.0,0.0,Mar-2019,197.83,Apr-2019,Mar-2019,579.0,575.0,0.0,,1.0,Individual,,,,0.0,0.0,209409.0,3.0,5.0,0.0,0.0,27.0,29500.0,92.0,2.0,3.0,1253.0,86.0,7300.0,3.0,0.0,3.0,4.0,17451.0,727.0,73.1,0.0,0.0,216.0,30.0,2.0,2.0,1.0,25.0,,0.0,,0.0,2.0,5.0,2.0,2.0,8.0,6.0,6.0,5.0,12.0,0.0,0.0,0.0,3.0,100.0,50.0,0.0,0.0,215277.0,34093.0,2700.0,32142.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90122055,,6000.0,6000.0,6000.0, 36 months,12.79,201.56,C,C1,overnight stocker,10+ years,OWN,25000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90122055,,other,Other,725xx,AR,23.76,0.0,Nov-2005,725.0,729.0,0.0,,,7.0,0.0,12425.0,90.0,13.0,w,1354.93,1354.93,5859.97,5859.97,4645.07,1214.9,0.0,0.0,0.0,Mar-2019,201.56,Apr-2019,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,12543.0,0.0,1.0,0.0,0.0,25.0,118.0,4.0,1.0,2.0,1963.0,74.0,13800.0,0.0,0.0,1.0,2.0,1792.0,244.0,94.9,0.0,0.0,123.0,130.0,12.0,12.0,0.0,12.0,,10.0,,0.0,3.0,5.0,3.0,3.0,6.0,6.0,7.0,5.0,7.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,16880.0,12543.0,4800.0,3080.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90945178,,6000.0,6000.0,6000.0, 36 months,10.49,194.99,B,B3,Er  registration clerk,10+ years,OWN,44000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90945178,,credit_card,Credit card refinancing,449xx,OH,15.22,0.0,Mar-1998,675.0,679.0,0.0,42.0,76.0,9.0,2.0,6465.0,53.4,21.0,w,0.0,0.0,6559.4066516273,6559.41,6000.0,559.41,0.0,0.0,0.0,Oct-2017,4418.02,,Oct-2018,779.0,775.0,0.0,42.0,1.0,Individual,,,,0.0,0.0,23932.0,2.0,1.0,0.0,2.0,13.0,17467.0,89.0,2.0,7.0,1499.0,76.0,12100.0,6.0,2.0,6.0,9.0,2659.0,862.0,79.5,0.0,0.0,135.0,222.0,1.0,1.0,2.0,15.0,,0.0,69.0,4.0,3.0,5.0,3.0,4.0,4.0,8.0,15.0,5.0,9.0,0.0,0.0,0.0,2.0,81.0,66.7,1.0,0.0,31669.0,23932.0,4200.0,19569.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90885232,,13650.0,13650.0,13650.0, 60 months,9.49,286.61,B,B2,Master Plumber,2 years,OWN,50000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90885232,,credit_card,Credit card refinancing,594xx,MT,5.23,0.0,Mar-2011,700.0,704.0,0.0,,75.0,9.0,1.0,5861.0,22.2,15.0,w,7477.09,7477.09,8593.7,8593.7,6172.91,2420.79,0.0,0.0,0.0,Mar-2019,286.61,Apr-2019,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,110200.0,2.0,0.0,0.0,1.0,22.0,0.0,,1.0,2.0,2407.0,22.0,26400.0,3.0,7.0,4.0,4.0,12244.0,9160.0,36.8,0.0,0.0,62.0,66.0,4.0,4.0,1.0,4.0,,7.0,,0.0,4.0,6.0,4.0,4.0,4.0,8.0,10.0,7.0,9.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,1.0,131400.0,5861.0,14500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90251497,,7850.0,7850.0,7850.0, 36 months,21.49,297.73,D,D5,Project Specialist 2,10+ years,OWN,43000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90251497,,debt_consolidation,Debt consolidation,242xx,VA,32.69,0.0,May-1996,670.0,674.0,1.0,31.0,,9.0,0.0,11233.0,83.2,40.0,w,1942.4,1942.4,8657.58,8657.58,5907.6,2749.98,0.0,0.0,0.0,Mar-2019,297.73,Apr-2019,Mar-2019,659.0,655.0,0.0,31.0,1.0,Individual,,,,0.0,243.0,87299.0,2.0,3.0,2.0,5.0,4.0,18922.0,88.0,0.0,0.0,7796.0,86.0,13500.0,1.0,15.0,1.0,5.0,9700.0,1369.0,88.4,0.0,0.0,151.0,244.0,49.0,4.0,2.0,49.0,36.0,1.0,31.0,1.0,3.0,5.0,3.0,7.0,24.0,5.0,14.0,5.0,9.0,0.0,0.0,0.0,2.0,82.5,66.7,0.0,0.0,115055.0,30155.0,11800.0,21555.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521566,,6000.0,6000.0,6000.0, 36 months,9.49,192.17,B,B2,Administrative Office Associate I,10+ years,MORTGAGE,50000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521566,,credit_card,Credit card refinancing,234xx,VA,12.48,0.0,Aug-2011,700.0,704.0,0.0,,,8.0,0.0,3062.0,25.3,10.0,w,0.0,0.0,6755.7204245231005,6755.72,6000.0,755.72,0.0,0.0,0.0,Jun-2018,3087.09,,Oct-2018,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,135901.0,1.0,1.0,1.0,2.0,9.0,17468.0,89.0,1.0,2.0,811.0,65.0,12100.0,1.0,1.0,2.0,5.0,16988.0,5719.0,18.3,0.0,0.0,14.0,53.0,12.0,5.0,2.0,19.0,,6.0,,0.0,2.0,5.0,3.0,3.0,2.0,6.0,6.0,5.0,8.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,147661.0,20530.0,7000.0,19561.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89999424,,25000.0,25000.0,25000.0, 36 months,8.59,790.24,A,A5,Director of Sales,10+ years,MORTGAGE,300000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89999424,,debt_consolidation,Debt consolidation,900xx,CA,2.15,0.0,Apr-2003,680.0,684.0,0.0,30.0,,11.0,0.0,19541.0,53.5,21.0,w,0.0,0.0,27057.5321446938,27057.53,25000.0,2057.53,0.0,0.0,0.0,Nov-2017,16879.86,,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,475057.0,0.0,0.0,0.0,1.0,23.0,0.0,,0.0,1.0,7645.0,54.0,36500.0,1.0,2.0,2.0,3.0,43187.0,11239.0,58.5,0.0,0.0,161.0,152.0,22.0,8.0,2.0,84.0,30.0,12.0,30.0,0.0,6.0,8.0,6.0,8.0,5.0,10.0,14.0,8.0,11.0,0.0,0.0,0.0,1.0,95.0,50.0,0.0,0.0,496500.0,19541.0,27100.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89938294,,16000.0,16000.0,16000.0, 36 months,13.49,542.89,C,C2,NC Programming,10+ years,MORTGAGE,70000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89938294,,credit_card,Credit card refinancing,167xx,PA,25.29,0.0,Nov-2000,680.0,684.0,0.0,,,14.0,0.0,17388.0,39.8,29.0,w,0.0,0.0,17985.2205411132,17985.22,16000.0,1985.22,0.0,0.0,0.0,Oct-2017,12025.42,,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,143761.0,2.0,2.0,2.0,3.0,3.0,32733.0,86.0,1.0,3.0,5015.0,61.0,43700.0,1.0,8.0,4.0,7.0,10269.0,18524.0,48.0,0.0,0.0,190.0,137.0,1.0,1.0,2.0,1.0,,2.0,,0.0,7.0,8.0,8.0,9.0,14.0,11.0,13.0,8.0,14.0,0.0,0.0,0.0,3.0,100.0,50.0,0.0,0.0,183754.0,50121.0,35600.0,38054.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90775188,,18000.0,18000.0,18000.0, 36 months,12.79,604.68,C,C1,CPI supervisor ,10+ years,MORTGAGE,50000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90775188,,debt_consolidation,Debt consolidation,322xx,FL,19.56,7.0,Oct-2000,665.0,669.0,0.0,19.0,,14.0,0.0,9330.0,93.3,35.0,w,0.0,0.0,10641.11,10641.11,6675.83,2389.97,0.0,1575.31,283.5558,Jan-2018,613.07,,Jul-2018,524.0,520.0,0.0,25.0,1.0,Individual,,,,0.0,0.0,48876.0,2.0,9.0,0.0,0.0,44.0,39546.0,74.0,2.0,2.0,4190.0,77.0,10000.0,0.0,0.0,7.0,2.0,3491.0,356.0,94.3,0.0,0.0,191.0,190.0,0.0,0.0,0.0,27.0,,2.0,,7.0,2.0,5.0,2.0,4.0,27.0,5.0,8.0,5.0,14.0,0.0,0.0,0.0,2.0,37.1,100.0,0.0,0.0,63604.0,48876.0,6200.0,53604.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88989707,,17500.0,17500.0,17500.0, 60 months,14.49,411.66,C,C4,EMS Adminstrator,10+ years,MORTGAGE,126000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88989707,,credit_card,Credit card refinancing,761xx,TX,22.97,1.0,May-1985,675.0,679.0,1.0,9.0,,14.0,0.0,39848.0,86.4,34.0,w,10592.08,10592.08,11924.05,11924.05,6907.92,5016.13,0.0,0.0,0.0,Mar-2019,411.66,Apr-2019,Mar-2019,684.0,680.0,0.0,84.0,1.0,Individual,,,,0.0,0.0,215830.0,1.0,2.0,0.0,1.0,23.0,12474.0,32.0,0.0,1.0,7172.0,63.0,49900.0,1.0,6.0,4.0,3.0,15416.0,651.0,95.6,0.0,0.0,149.0,376.0,17.0,3.0,5.0,43.0,,5.0,9.0,1.0,3.0,10.0,3.0,7.0,8.0,10.0,18.0,10.0,14.0,0.0,0.0,0.0,1.0,87.9,100.0,0.0,0.0,258789.0,66691.0,14700.0,39297.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90403620,,5000.0,5000.0,5000.0, 36 months,13.99,170.87,C,C3,Legal Assistant,4 years,RENT,48568.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90403620,,debt_consolidation,Debt consolidation,333xx,FL,11.32,0.0,Apr-2002,665.0,669.0,1.0,,56.0,3.0,1.0,3185.0,74.1,10.0,w,0.0,0.0,5892.194865175999,5892.19,5000.0,892.19,0.0,0.0,0.0,May-2018,2820.42,,Mar-2019,624.0,620.0,0.0,,1.0,Individual,,,,0.0,2544.0,16336.0,0.0,1.0,0.0,1.0,21.0,13151.0,58.0,0.0,2.0,1866.0,61.0,4300.0,1.0,0.0,1.0,3.0,5445.0,1115.0,74.1,0.0,0.0,123.0,173.0,14.0,14.0,1.0,14.0,,4.0,,0.0,2.0,2.0,2.0,4.0,5.0,2.0,4.0,2.0,3.0,0.0,0.0,0.0,0.0,100.0,50.0,0.0,0.0,26974.0,16336.0,4300.0,22674.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90218808,,25750.0,25750.0,25750.0, 36 months,11.49,849.01,B,B5,Vice President of Contract Services,10+ years,RENT,131300.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90218808,,credit_card,Credit card refinancing,080xx,NJ,16.57,0.0,Jul-1996,660.0,664.0,2.0,37.0,,12.0,0.0,19524.0,43.9,34.0,w,0.0,0.0,18370.47,18370.47,11754.93,3550.94,0.0,3064.6,551.628,Apr-2018,849.01,,Mar-2019,524.0,520.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,48979.0,1.0,3.0,1.0,4.0,11.0,29455.0,82.0,2.0,10.0,4297.0,61.0,44500.0,1.0,2.0,8.0,14.0,4082.0,4361.0,69.5,0.0,0.0,127.0,242.0,3.0,3.0,1.0,20.0,43.0,0.0,43.0,2.0,3.0,7.0,3.0,8.0,12.0,9.0,21.0,7.0,12.0,0.0,0.0,0.0,3.0,87.5,33.3,0.0,0.0,80600.0,48979.0,14300.0,36100.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Nov-2018,ACTIVE,Oct-2018,7355.0,50.0,12.0
+90327780,,20000.0,20000.0,20000.0, 36 months,10.99,654.68,B,B4,Salesperson ,2 years,RENT,55000.0,Source Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90327780,,debt_consolidation,Debt consolidation,066xx,CT,10.04,0.0,Feb-2005,720.0,724.0,1.0,,,13.0,0.0,6823.0,18.1,23.0,w,5632.92,5632.92,17664.15,17664.15,14367.08,3297.07,0.0,0.0,0.0,Jan-2019,654.68,Apr-2019,Mar-2019,544.0,540.0,0.0,,1.0,Individual,,,,0.0,0.0,20929.0,3.0,1.0,1.0,1.0,6.0,13697.0,97.0,2.0,5.0,3332.0,39.0,37800.0,2.0,0.0,7.0,7.0,1610.0,20077.0,25.4,0.0,0.0,139.0,114.0,2.0,2.0,0.0,2.0,,6.0,,0.0,3.0,3.0,6.0,8.0,6.0,10.0,14.0,3.0,13.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,54291.0,20929.0,26900.0,14167.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90074445,,12000.0,12000.0,12000.0, 60 months,12.79,271.75,C,C1,ADRC Supervisor,10+ years,MORTGAGE,74500.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90074445,,debt_consolidation,Debt consolidation,315xx,GA,13.37,0.0,Jul-1996,660.0,664.0,0.0,,44.0,6.0,1.0,6081.0,25.7,26.0,f,0.0,0.0,13518.9413357545,13518.94,12000.0,1518.94,0.0,0.0,0.0,Oct-2017,10538.22,,Oct-2018,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,32798.0,0.0,1.0,0.0,1.0,14.0,26717.0,,0.0,1.0,3043.0,26.0,23700.0,3.0,3.0,3.0,2.0,8200.0,17619.0,25.7,0.0,0.0,125.0,242.0,15.0,14.0,0.0,15.0,,3.0,,0.0,2.0,2.0,3.0,11.0,11.0,5.0,15.0,2.0,5.0,0.0,0.0,0.0,0.0,100.0,33.3,1.0,0.0,59351.0,32798.0,23700.0,35651.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90855262,,35000.0,35000.0,35000.0, 36 months,9.49,1120.99,B,B2,SR. Regional Mngr,10+ years,MORTGAGE,147000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90855262,,credit_card,Credit card refinancing,662xx,KS,13.14,0.0,Mar-2003,675.0,679.0,1.0,,24.0,20.0,2.0,37823.0,45.2,34.0,w,0.0,0.0,38422.439675544505,38422.44,35000.0,3422.44,0.0,0.0,0.0,Jan-2018,89.18,,Jan-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,383472.0,1.0,2.0,0.0,2.0,15.0,38351.0,84.0,1.0,3.0,14470.0,59.0,83700.0,0.0,1.0,1.0,5.0,21304.0,28926.0,56.2,0.0,0.0,162.0,149.0,4.0,4.0,2.0,4.0,,4.0,,0.0,7.0,9.0,10.0,13.0,6.0,17.0,26.0,9.0,20.0,0.0,0.0,0.0,1.0,100.0,44.4,0.0,2.0,456933.0,76174.0,66100.0,45483.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90414463,,12100.0,12100.0,12100.0, 36 months,8.59,382.48,A,A5,Driver,10+ years,RENT,75000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90414463,,credit_card,Credit card refinancing,106xx,NY,26.82,1.0,Jun-2000,715.0,719.0,0.0,23.0,,9.0,0.0,44523.0,46.3,18.0,w,2602.0,2602.0,11083.95,11083.95,9498.0,1585.95,0.0,0.0,0.0,Mar-2019,382.48,Apr-2019,Mar-2019,714.0,710.0,0.0,23.0,1.0,Individual,,,,0.0,0.0,372533.0,0.0,1.0,0.0,0.0,26.0,6306.0,31.0,0.0,0.0,33496.0,39.0,57800.0,0.0,0.0,0.0,0.0,41393.0,5901.0,61.5,0.0,0.0,138.0,195.0,43.0,26.0,2.0,104.0,,,,1.0,2.0,3.0,4.0,4.0,6.0,7.0,10.0,4.0,9.0,0.0,0.0,1.0,0.0,94.4,50.0,0.0,0.0,494812.0,50829.0,48000.0,20640.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90196630,,35000.0,35000.0,35000.0, 60 months,22.39,974.44,E,E1,Board Operator,10+ years,MORTGAGE,90000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90196630,,debt_consolidation,Debt consolidation,775xx,TX,24.24,0.0,May-2006,700.0,704.0,1.0,46.0,,10.0,0.0,6062.0,41.2,40.0,w,0.0,0.0,35261.22,35261.22,35000.0,261.22,0.0,0.0,0.0,Oct-2016,35304.76,,Sep-2016,704.0,700.0,0.0,50.0,1.0,Individual,,,,0.0,0.0,209952.0,1.0,5.0,0.0,6.0,14.0,63888.0,71.0,2.0,3.0,5874.0,67.0,14700.0,3.0,12.0,1.0,10.0,20995.0,326.0,94.7,0.0,0.0,123.0,124.0,4.0,4.0,4.0,4.0,,2.0,59.0,1.0,1.0,2.0,1.0,2.0,30.0,4.0,6.0,2.0,10.0,0.0,0.0,0.0,3.0,95.0,100.0,0.0,0.0,253954.0,69950.0,6200.0,90254.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88861755,,30000.0,30000.0,30000.0, 60 months,23.99,862.87,E,E2,Executive Assistant,4 years,OWN,90000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88861755,,credit_card,Credit card refinancing,117xx,NY,28.99,1.0,Feb-1993,685.0,689.0,0.0,15.0,,28.0,0.0,49570.0,62.6,36.0,w,19799.64,19799.64,25070.35,25070.35,10200.36,14869.99,0.0,0.0,0.0,Mar-2019,862.87,Apr-2019,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,62477.0,0.0,3.0,1.0,2.0,12.0,12907.0,48.0,0.0,1.0,8676.0,59.0,79200.0,0.0,0.0,0.0,3.0,2403.0,16285.0,73.0,0.0,0.0,25.0,197.0,17.0,12.0,2.0,17.0,,13.0,15.0,0.0,11.0,17.0,13.0,15.0,4.0,24.0,29.0,17.0,28.0,0.0,0.0,0.0,1.0,97.2,61.5,0.0,0.0,106160.0,62477.0,60300.0,26960.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90138672,,11200.0,11200.0,11200.0, 60 months,10.49,240.68,B,B3,Office Manager,10+ years,OWN,47360.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90138672,,credit_card,Credit card refinancing,487xx,MI,25.24,1.0,Apr-1983,710.0,714.0,1.0,11.0,,33.0,0.0,16518.0,18.2,61.0,w,6510.62,6510.62,6973.19,6973.19,4689.38,2283.81,0.0,0.0,0.0,Mar-2019,240.68,Apr-2019,Mar-2019,689.0,685.0,0.0,80.0,1.0,Individual,,,,0.0,0.0,39242.0,5.0,1.0,0.0,3.0,13.0,22724.0,86.0,6.0,17.0,1796.0,34.0,90800.0,3.0,4.0,5.0,20.0,1353.0,51373.0,9.1,0.0,0.0,209.0,401.0,1.0,1.0,0.0,2.0,57.0,2.0,11.0,1.0,9.0,12.0,14.0,23.0,9.0,32.0,52.0,12.0,33.0,0.0,0.0,0.0,6.0,93.4,0.0,0.0,0.0,117163.0,39242.0,56500.0,26363.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90775181,,15000.0,15000.0,15000.0, 36 months,16.99,534.72,D,D1,Dealer,1 year,RENT,46000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90775181,,debt_consolidation,Debt consolidation,891xx,NV,20.35,4.0,Oct-2001,665.0,669.0,0.0,11.0,,12.0,0.0,7574.0,47.3,14.0,f,0.0,0.0,15801.081132626101,15801.08,15000.0,801.08,0.0,0.0,0.0,Jan-2017,14745.8,,Mar-2019,694.0,690.0,0.0,11.0,1.0,Individual,,,,0.0,0.0,35491.0,2.0,1.0,1.0,1.0,6.0,27917.0,96.0,2.0,4.0,4018.0,79.0,16000.0,2.0,0.0,4.0,5.0,3226.0,5026.0,60.1,0.0,0.0,143.0,179.0,0.0,0.0,0.0,0.0,11.0,6.0,11.0,1.0,4.0,4.0,6.0,6.0,3.0,11.0,11.0,4.0,12.0,0.0,0.0,1.0,3.0,64.3,33.3,0.0,0.0,45212.0,35491.0,12600.0,29212.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90694011,,15000.0,15000.0,15000.0, 60 months,17.99,380.82,D,D2,Teacher,6 years,RENT,48000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90694011,,credit_card,Credit card refinancing,713xx,LA,23.97,0.0,Nov-2004,670.0,674.0,1.0,57.0,,6.0,0.0,14630.0,82.2,21.0,w,9386.88,9386.88,11028.79,11028.79,5613.12,5415.67,0.0,0.0,0.0,Mar-2019,380.82,Apr-2019,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,53234.0,1.0,2.0,0.0,1.0,23.0,38604.0,78.0,2.0,2.0,6753.0,79.0,17800.0,0.0,1.0,1.0,3.0,8872.0,3170.0,82.2,0.0,0.0,142.0,62.0,5.0,5.0,0.0,5.0,,5.0,,0.0,4.0,4.0,4.0,5.0,15.0,4.0,6.0,4.0,6.0,0.0,0.0,0.0,2.0,95.2,75.0,0.0,0.0,67333.0,53234.0,17800.0,49533.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90197408,,35000.0,35000.0,35000.0, 60 months,21.49,956.55,D,D5,Feeder Driver,10+ years,OWN,125000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90197408,,debt_consolidation,Debt consolidation,922xx,CA,13.97,0.0,Jun-2005,685.0,689.0,0.0,,,12.0,0.0,18006.0,52.3,22.0,w,22603.66,22603.66,27698.16,27698.16,12396.34,15301.82,0.0,0.0,0.0,Mar-2019,956.55,Apr-2019,Mar-2019,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,74119.0,0.0,2.0,1.0,2.0,11.0,56113.0,87.0,2.0,3.0,10295.0,75.0,34400.0,0.0,1.0,8.0,6.0,6177.0,7386.0,62.3,0.0,0.0,127.0,135.0,10.0,10.0,3.0,10.0,,4.0,,0.0,2.0,4.0,4.0,5.0,6.0,10.0,13.0,4.0,12.0,0.0,0.0,0.0,3.0,100.0,50.0,0.0,0.0,98776.0,74119.0,19600.0,64376.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90191876,,3000.0,3000.0,3000.0, 36 months,13.99,102.52,C,C3,Smoothtop tech,10+ years,RENT,42000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90191876,,credit_card,Credit card refinancing,370xx,TN,25.63,0.0,Jul-2005,670.0,674.0,0.0,,61.0,29.0,1.0,5014.0,10.0,85.0,w,0.0,0.0,3321.5294100688,3321.53,3000.0,321.53,0.0,0.0,0.0,Aug-2017,2401.18,,Mar-2019,744.0,740.0,0.0,,1.0,Individual,,,,0.0,160.0,33411.0,1.0,2.0,2.0,4.0,9.0,28397.0,91.0,2.0,9.0,3770.0,41.0,49900.0,2.0,1.0,7.0,13.0,1336.0,6934.0,37.0,0.0,0.0,112.0,134.0,6.0,6.0,1.0,6.0,,8.0,,0.0,2.0,7.0,7.0,28.0,9.0,27.0,75.0,7.0,28.0,0.0,0.0,0.0,4.0,100.0,16.7,1.0,0.0,81295.0,33411.0,11000.0,31395.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90271949,,10000.0,10000.0,10000.0, 36 months,9.49,320.29,B,B2,Psychiatric Technician ,10+ years,RENT,65000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90271949,,debt_consolidation,Debt consolidation,924xx,CA,19.33,0.0,Apr-2000,700.0,704.0,1.0,76.0,,7.0,0.0,7345.0,70.0,12.0,w,0.0,0.0,2779.0,2779.0,1225.26,370.92,0.0,1182.82,212.9076,Mar-2017,320.29,,Sep-2017,644.0,640.0,0.0,76.0,1.0,Individual,,,,0.0,0.0,48506.0,0.0,1.0,0.0,1.0,16.0,41161.0,,0.0,4.0,3427.0,70.0,10500.0,2.0,1.0,3.0,5.0,6929.0,2355.0,75.7,0.0,0.0,197.0,81.0,13.0,13.0,0.0,13.0,,1.0,76.0,1.0,5.0,5.0,5.0,5.0,5.0,6.0,7.0,5.0,7.0,0.0,0.0,0.0,0.0,100.0,60.0,0.0,0.0,60195.0,48506.0,9700.0,49695.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90119204,,3000.0,3000.0,3000.0, 36 months,13.99,102.52,C,C3,Massage Therapist,< 1 year,RENT,30000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90119204,,credit_card,Credit card refinancing,850xx,AZ,21.6,1.0,Mar-1999,675.0,679.0,1.0,11.0,,9.0,0.0,4689.0,50.4,22.0,w,0.0,0.0,3549.8520497575,3549.85,3000.0,549.85,0.0,0.0,0.0,Jun-2018,1604.3,,Jul-2018,689.0,685.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,33646.0,2.0,3.0,0.0,1.0,13.0,28957.0,91.0,2.0,2.0,1758.0,82.0,9300.0,0.0,2.0,2.0,3.0,3738.0,379.0,90.0,0.0,0.0,103.0,210.0,4.0,4.0,2.0,4.0,,0.0,11.0,2.0,2.0,4.0,2.0,2.0,9.0,6.0,11.0,4.0,9.0,0.0,0.0,0.0,2.0,72.7,100.0,0.0,0.0,41072.0,33646.0,3800.0,31772.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90150597,,2400.0,2400.0,2400.0, 36 months,8.59,75.87,A,A5,Senior Account Manager,10+ years,MORTGAGE,97000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90150597,,small_business,Business,129xx,NY,14.91,0.0,Sep-1982,725.0,729.0,1.0,45.0,,12.0,0.0,41751.0,76.2,21.0,w,515.9,515.9,2199.08,2199.08,1884.1,314.98,0.0,0.0,0.0,Mar-2019,75.87,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,165691.0,1.0,4.0,3.0,3.0,1.0,24202.0,91.0,0.0,0.0,32286.0,81.0,54800.0,0.0,0.0,1.0,3.0,15063.0,4921.0,89.3,0.0,0.0,160.0,408.0,80.0,1.0,4.0,80.0,,1.0,,0.0,3.0,4.0,3.0,4.0,8.0,6.0,9.0,4.0,12.0,0.0,0.0,0.0,3.0,95.2,66.7,0.0,0.0,207349.0,65953.0,46200.0,26549.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88884678,,30000.0,30000.0,30000.0, 36 months,13.49,1017.92,C,C2,Finance Manager,4 years,MORTGAGE,145000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88884678,,debt_consolidation,Debt consolidation,346xx,FL,19.08,1.0,Mar-1996,670.0,674.0,1.0,18.0,59.0,13.0,1.0,27767.0,46.4,35.0,w,6815.28,6815.28,29539.42,29539.42,23184.72,6354.7,0.0,0.0,0.0,Mar-2019,1017.92,Apr-2019,Mar-2019,704.0,700.0,0.0,18.0,1.0,Individual,,,,0.0,0.0,419721.0,3.0,3.0,4.0,6.0,5.0,65257.0,91.0,4.0,6.0,15142.0,71.0,59800.0,1.0,6.0,5.0,13.0,32286.0,23209.0,49.2,0.0,0.0,187.0,246.0,2.0,2.0,5.0,6.0,67.0,5.0,18.0,6.0,3.0,5.0,5.0,9.0,10.0,9.0,20.0,6.0,13.0,0.0,0.0,1.0,8.0,82.9,0.0,0.0,0.0,465951.0,93024.0,45700.0,71459.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90257018,,15000.0,15000.0,15000.0, 36 months,10.49,487.47,B,B3,Food Service Director,10+ years,OWN,65000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90257018,,credit_card,Credit card refinancing,323xx,FL,22.45,0.0,Feb-1991,700.0,704.0,1.0,,,6.0,0.0,12951.0,94.5,16.0,w,3306.75,3306.75,14163.04,14163.04,11693.25,2469.79,0.0,0.0,0.0,Mar-2019,487.47,Apr-2019,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,136.0,42709.0,2.0,3.0,1.0,5.0,5.0,29758.0,77.0,1.0,3.0,10689.0,81.0,13700.0,1.0,8.0,2.0,8.0,7118.0,311.0,97.2,0.0,0.0,170.0,307.0,6.0,5.0,0.0,15.0,,3.0,,0.0,1.0,3.0,1.0,1.0,12.0,3.0,4.0,3.0,6.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,52470.0,42709.0,11000.0,38770.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90039614,,6000.0,6000.0,6000.0, 36 months,11.49,197.83,B,B5,supervisor ,10+ years,OWN,55000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90039614,,vacation,Vacation,078xx,NJ,26.38,0.0,Sep-2000,680.0,684.0,0.0,33.0,28.0,14.0,1.0,5377.0,22.7,34.0,w,1333.16,1333.16,5727.49,5727.49,4666.84,1060.65,0.0,0.0,0.0,Mar-2019,197.83,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,60284.0,2.0,2.0,2.0,3.0,8.0,54907.0,92.0,5.0,10.0,1757.0,72.0,23700.0,5.0,5.0,19.0,13.0,4637.0,11990.0,26.0,0.0,0.0,160.0,192.0,2.0,2.0,2.0,4.0,,0.0,,0.0,5.0,8.0,5.0,11.0,8.0,12.0,24.0,8.0,14.0,0.0,0.0,0.0,7.0,96.2,0.0,1.0,0.0,83375.0,60284.0,16200.0,59675.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90106217,,10400.0,10400.0,10400.0, 60 months,9.49,218.37,B,B2,Hospital Liaison,< 1 year,MORTGAGE,82400.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90106217,,credit_card,Credit card refinancing,060xx,CT,25.91,0.0,Nov-1987,690.0,694.0,0.0,26.0,,19.0,0.0,23873.0,50.5,47.0,w,5982.58,5982.58,6350.62,6350.62,4417.42,1933.2,0.0,0.0,0.0,Mar-2019,218.37,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,220601.0,0.0,4.0,0.0,1.0,21.0,17518.0,53.0,3.0,6.0,8641.0,52.0,47300.0,1.0,2.0,1.0,7.0,12256.0,14042.0,54.3,0.0,0.0,121.0,346.0,8.0,8.0,4.0,8.0,,10.0,26.0,0.0,5.0,10.0,7.0,17.0,10.0,14.0,33.0,10.0,19.0,0.0,0.0,0.0,3.0,97.8,71.4,0.0,0.0,273645.0,41391.0,30700.0,33020.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90945202,,10000.0,10000.0,10000.0, 60 months,9.49,209.97,B,B2,Quality manager,10+ years,MORTGAGE,55800.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90945202,,debt_consolidation,Debt consolidation,782xx,TX,17.85,0.0,Nov-2001,690.0,694.0,0.0,63.0,,8.0,0.0,10654.0,45.3,30.0,w,0.0,0.0,11411.167064946201,11411.17,10000.0,1411.17,0.0,0.0,0.0,Jun-2018,7395.38,,Nov-2018,744.0,740.0,0.0,,1.0,Individual,,,,0.0,218.0,142702.0,0.0,1.0,0.0,1.0,13.0,36056.0,,0.0,1.0,4903.0,45.0,23500.0,2.0,3.0,0.0,2.0,17838.0,97.0,98.1,0.0,0.0,148.0,178.0,13.0,13.0,2.0,69.0,,13.0,63.0,0.0,1.0,4.0,1.0,2.0,18.0,6.0,10.0,5.0,8.0,0.0,0.0,0.0,0.0,96.7,100.0,0.0,0.0,174170.0,46710.0,5000.0,40137.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89865352,,30000.0,30000.0,30000.0, 60 months,9.49,629.91,B,B2,Engineering Manager,4 years,MORTGAGE,144000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89865352,,debt_consolidation,Debt consolidation,934xx,CA,4.75,0.0,Jun-1992,690.0,694.0,1.0,74.0,,5.0,0.0,21072.0,41.7,15.0,w,0.0,0.0,32489.4331376636,32489.43,30000.0,2489.43,0.0,0.0,0.0,Sep-2017,26229.87,,Sep-2017,729.0,725.0,0.0,75.0,1.0,Individual,,,,0.0,0.0,780565.0,0.0,0.0,0.0,0.0,38.0,0.0,,0.0,0.0,21072.0,42.0,50500.0,1.0,0.0,1.0,0.0,195141.0,29428.0,41.7,0.0,0.0,38.0,291.0,57.0,38.0,3.0,99.0,,0.0,,1.0,1.0,1.0,4.0,7.0,1.0,4.0,10.0,1.0,5.0,0.0,0.0,0.0,0.0,93.3,33.3,0.0,0.0,810500.0,21072.0,50500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90621828,,1600.0,1600.0,1600.0, 36 months,13.49,54.29,C,C2,Service Porter,< 1 year,RENT,19200.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90621828,,debt_consolidation,Debt consolidation,245xx,VA,20.75,0.0,Oct-2010,755.0,759.0,0.0,,,8.0,0.0,756.0,15.8,8.0,w,0.0,0.0,465.95,465.95,230.29,61.98,0.0,173.68,31.2624,Feb-2017,50.6,,May-2017,539.0,535.0,0.0,,1.0,Individual,,,,0.0,0.0,13326.0,1.0,5.0,0.0,0.0,25.0,12570.0,74.0,1.0,2.0,661.0,61.0,4800.0,0.0,0.0,0.0,2.0,1666.0,1339.0,33.0,0.0,0.0,71.0,33.0,3.0,3.0,0.0,3.0,,15.0,,0.0,1.0,2.0,1.0,1.0,5.0,3.0,3.0,2.0,8.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,21695.0,13326.0,2000.0,16895.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90109954,,22000.0,22000.0,22000.0, 60 months,10.49,472.76,B,B3,VP of Operations,4 years,MORTGAGE,60000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90109954,,debt_consolidation,Debt consolidation,232xx,VA,10.52,0.0,May-1998,695.0,699.0,0.0,,,7.0,0.0,21219.0,72.2,19.0,f,0.0,0.0,25611.919825980698,25611.92,22000.0,3611.92,0.0,0.0,0.0,Jul-2018,16079.8,,Jul-2018,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,204617.0,0.0,0.0,0.0,0.0,27.0,0.0,,0.0,0.0,10343.0,72.0,29400.0,0.0,0.0,0.0,1.0,34103.0,1521.0,92.8,0.0,0.0,124.0,220.0,31.0,19.0,4.0,61.0,,21.0,,0.0,3.0,5.0,3.0,4.0,5.0,6.0,10.0,5.0,7.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,217400.0,21219.0,21000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90250955,,17025.0,17025.0,17025.0, 36 months,18.99,623.99,D,D3,Stylists ,7 years,MORTGAGE,62000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90250955,,debt_consolidation,Debt consolidation,331xx,FL,33.58,0.0,Oct-2002,710.0,714.0,1.0,30.0,,9.0,0.0,81826.0,84.2,20.0,f,0.0,0.0,12461.84,12461.84,8265.88,4195.96,0.0,0.0,0.0,Jun-2018,623.99,,Feb-2019,549.0,545.0,0.0,,1.0,Individual,,,,0.0,0.0,301433.0,0.0,1.0,0.0,0.0,26.0,4205.0,26.0,0.0,1.0,4852.0,56.0,82600.0,1.0,0.0,2.0,1.0,37679.0,148.0,97.0,0.0,0.0,156.0,167.0,17.0,17.0,1.0,32.0,,2.0,,0.0,1.0,6.0,1.0,4.0,5.0,6.0,13.0,6.0,9.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,387500.0,86031.0,5000.0,16200.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Oct-2018,BROKEN,Sep-2018,5069.0,55.01,18.0
+90795163,,13275.0,13275.0,13275.0, 36 months,22.39,509.67,E,E1,Auto Tech,10+ years,MORTGAGE,78000.0,Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90795163,,debt_consolidation,Debt consolidation,333xx,FL,20.51,1.0,Jul-2000,660.0,664.0,2.0,13.0,,9.0,0.0,7539.0,82.8,17.0,w,6927.59,6927.59,11358.35,11358.35,6347.41,4959.98,50.96,0.0,0.0,Dec-2018,509.67,Apr-2019,Mar-2019,629.0,625.0,0.0,29.0,1.0,Individual,,,,0.0,0.0,362840.0,1.0,1.0,3.0,5.0,7.0,17037.0,79.0,1.0,2.0,2154.0,80.0,9100.0,4.0,0.0,5.0,7.0,40316.0,1515.0,82.2,0.0,0.0,194.0,129.0,4.0,4.0,3.0,22.0,41.0,0.0,41.0,2.0,4.0,5.0,5.0,6.0,7.0,6.0,7.0,5.0,9.0,0.0,0.0,0.0,4.0,80.0,80.0,0.0,0.0,377395.0,24576.0,8500.0,21600.0,,,,,,,,,,,,,,N,INTEREST ONLY-3 MONTHS DEFERRAL,NATURAL_DISASTER,COMPLETED,3.0,194.59,Oct-2017,Dec-2017,Oct-2017,3.0,26.0,Late (16-30 days),583.77,10797.54,331.15,Cash,N,,,,,,
+90415679,,14400.0,14400.0,14400.0, 60 months,14.49,338.74,C,C4,HR Generalist,9 years,RENT,42951.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90415679,,debt_consolidation,Debt consolidation,937xx,CA,32.13,0.0,Jun-2003,725.0,729.0,0.0,,,11.0,0.0,11639.0,40.3,21.0,w,8238.59,8238.59,10218.52,10218.52,6161.41,4057.11,0.0,0.0,0.0,Mar-2019,338.74,Apr-2019,Mar-2019,784.0,780.0,0.0,,1.0,Individual,,,,0.0,0.0,41235.0,1.0,3.0,0.0,2.0,13.0,29596.0,72.0,1.0,2.0,7532.0,59.0,28900.0,1.0,2.0,0.0,4.0,3749.0,8221.0,58.5,0.0,0.0,159.0,156.0,6.0,6.0,0.0,22.0,,15.0,,0.0,2.0,3.0,3.0,4.0,9.0,8.0,12.0,3.0,11.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,69797.0,41235.0,19800.0,40897.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89917143,,20000.0,20000.0,20000.0, 36 months,8.99,635.91,B,B1,ENGINEER,10+ years,RENT,70000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89917143,,debt_consolidation,Debt consolidation,483xx,MI,5.38,0.0,May-2012,740.0,744.0,0.0,,,15.0,0.0,8787.0,15.3,19.0,w,0.0,0.0,22165.5795737684,22165.58,20000.0,2165.58,0.0,0.0,0.0,Apr-2018,11365.1,,Apr-2018,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,8787.0,0.0,0.0,0.0,0.0,,0.0,,2.0,8.0,4021.0,15.0,57400.0,0.0,2.0,1.0,8.0,586.0,40601.0,17.1,0.0,0.0,,52.0,9.0,9.0,0.0,9.0,,12.0,,0.0,6.0,8.0,9.0,12.0,0.0,15.0,19.0,8.0,15.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,57400.0,8787.0,49000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88077680,,32000.0,32000.0,32000.0, 60 months,10.99,695.6,B,B4,President,2 years,RENT,250000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88077680,,debt_consolidation,Debt consolidation,112xx,NY,11.68,1.0,Dec-1997,680.0,684.0,0.0,3.0,,12.0,0.0,30953.0,51.7,30.0,w,0.0,0.0,15979.26,15979.26,10252.1,5727.16,0.0,0.0,0.0,Sep-2018,695.6,,Mar-2019,609.0,605.0,0.0,36.0,1.0,Individual,,,,0.0,0.0,69777.0,0.0,3.0,1.0,3.0,8.0,35532.0,65.0,0.0,0.0,18352.0,52.0,59900.0,0.0,0.0,1.0,3.0,6978.0,28411.0,46.3,0.0,0.0,148.0,225.0,70.0,8.0,0.0,105.0,3.0,10.0,3.0,1.0,4.0,5.0,6.0,13.0,8.0,8.0,21.0,5.0,12.0,0.0,0.0,0.0,1.0,93.3,0.0,0.0,0.0,133533.0,69777.0,52900.0,54890.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Jan-2019,ACTIVE,Jan-2019,10110.0,45.0,18.0
+90403943,,7200.0,7200.0,7200.0, 36 months,15.59,251.68,C,C5,Communications Specialist,10+ years,MORTGAGE,90000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90403943,,debt_consolidation,Debt consolidation,120xx,NY,32.08,0.0,Jan-1998,680.0,684.0,1.0,,,13.0,0.0,39631.0,92.8,34.0,w,1673.48,1673.48,7292.48,7292.48,5526.52,1765.96,0.0,0.0,0.0,Mar-2019,251.68,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,300775.0,1.0,3.0,0.0,2.0,18.0,39121.0,60.0,2.0,3.0,13339.0,73.0,42700.0,0.0,1.0,2.0,5.0,23137.0,0.0,100.1,0.0,0.0,161.0,224.0,0.0,0.0,3.0,17.0,,5.0,,0.0,7.0,9.0,7.0,9.0,14.0,9.0,17.0,9.0,13.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,369357.0,78752.0,37600.0,65657.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90541646,,5600.0,5600.0,5600.0, 36 months,17.99,202.43,D,D2,LMF operator ,6 years,MORTGAGE,90000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90541646,,other,Other,365xx,AL,23.16,1.0,May-2002,675.0,679.0,1.0,9.0,,12.0,0.0,15214.0,53.0,37.0,w,0.0,0.0,6413.5048083465,6413.5,5600.0,813.5,0.0,0.0,0.0,Aug-2017,4597.23,,Aug-2017,679.0,675.0,1.0,9.0,1.0,Individual,,,,0.0,0.0,212197.0,3.0,4.0,4.0,4.0,3.0,86363.0,85.0,1.0,2.0,6856.0,75.0,28700.0,4.0,4.0,5.0,7.0,21220.0,12892.0,53.1,0.0,0.0,172.0,148.0,2.0,2.0,1.0,2.0,57.0,1.0,57.0,1.0,3.0,4.0,4.0,10.0,19.0,7.0,16.0,4.0,12.0,0.0,0.0,1.0,5.0,94.6,50.0,0.0,0.0,252837.0,101577.0,27500.0,111313.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90405205,,15000.0,15000.0,15000.0, 60 months,13.99,348.95,C,C3,Officer,< 1 year,OWN,85000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90405205,,debt_consolidation,Debt consolidation,070xx,NJ,15.42,0.0,Mar-2002,695.0,699.0,1.0,73.0,,27.0,0.0,13891.0,78.0,32.0,w,7355.63,7355.63,11613.06,11613.06,7644.37,3968.69,0.0,0.0,0.0,Mar-2019,400.0,Apr-2019,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,477463.0,0.0,21.0,0.0,6.0,14.0,95019.0,112.0,0.0,0.0,8452.0,105.0,17800.0,1.0,0.0,1.0,7.0,17684.0,3909.0,78.0,0.0,0.0,174.0,168.0,146.0,11.0,1.0,146.0,,0.0,,0.0,4.0,4.0,4.0,4.0,26.0,4.0,4.0,4.0,27.0,0.0,0.0,0.0,1.0,96.8,50.0,0.0,0.0,473351.0,111727.0,17800.0,85181.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90121850,,6500.0,6500.0,6500.0, 36 months,13.49,220.55,C,C2,driver,10+ years,OWN,85000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90121850,,home_improvement,Home improvement,346xx,FL,14.44,1.0,Sep-2001,660.0,664.0,0.0,13.0,75.0,9.0,1.0,2252.0,10.0,32.0,w,1476.62,1476.62,6391.08,6391.08,5023.38,1367.7,0.0,0.0,0.0,Mar-2019,220.55,Apr-2019,Mar-2019,789.0,785.0,0.0,13.0,1.0,Individual,,,,0.0,0.0,42990.0,0.0,2.0,1.0,1.0,7.0,40738.0,85.0,0.0,1.0,765.0,61.0,22500.0,1.0,1.0,0.0,2.0,4777.0,18420.0,9.7,0.0,0.0,160.0,180.0,21.0,7.0,3.0,21.0,,20.0,,1.0,5.0,6.0,5.0,12.0,7.0,7.0,21.0,6.0,9.0,0.0,0.0,1.0,1.0,96.9,0.0,1.0,0.0,70725.0,42990.0,20400.0,48225.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90724432,,3200.0,3200.0,3200.0, 36 months,10.49,104.0,B,B3,teacher,10+ years,MORTGAGE,75000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90724432,,medical,Medical expenses,430xx,OH,8.05,0.0,Oct-2004,710.0,714.0,0.0,,,7.0,0.0,11111.0,72.1,23.0,w,0.0,0.0,3233.60251348,3233.6,3200.0,33.6,0.0,0.0,0.0,Feb-2017,23.46,,Feb-2017,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,354601.0,0.0,2.0,0.0,0.0,53.0,47329.0,129.0,1.0,2.0,11111.0,112.0,15400.0,0.0,0.0,0.0,3.0,50657.0,1589.0,87.5,0.0,0.0,143.0,116.0,10.0,10.0,4.0,10.0,,22.0,,0.0,1.0,1.0,3.0,7.0,11.0,4.0,8.0,1.0,7.0,0.0,0.0,0.0,1.0,100.0,33.3,0.0,0.0,356787.0,58440.0,12700.0,36737.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90186105,,25900.0,25900.0,25900.0, 36 months,17.99,936.22,D,D2,,,RENT,60000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90186105,,house,Home buying,346xx,FL,22.44,4.0,Apr-1988,705.0,709.0,1.0,11.0,,7.0,0.0,7521.0,32.8,21.0,w,0.0,0.0,22585.76,22585.76,15687.75,6898.01,0.0,0.0,0.0,Oct-2018,936.22,,Mar-2019,584.0,580.0,0.0,,1.0,Individual,,,,0.0,0.0,195667.0,0.0,2.0,0.0,0.0,30.0,5853.0,18.0,0.0,0.0,5940.0,24.0,22900.0,0.0,0.0,3.0,0.0,27952.0,14379.0,34.3,0.0,0.0,121.0,341.0,28.0,28.0,7.0,38.0,22.0,0.0,19.0,0.0,2.0,2.0,3.0,5.0,6.0,4.0,8.0,2.0,7.0,0.0,0.0,0.0,0.0,81.0,66.7,0.0,0.0,254473.0,13374.0,21900.0,33000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90721406,,7000.0,7000.0,7000.0, 36 months,15.59,244.69,C,C5,Sergeant,10+ years,OWN,120000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90721406,,debt_consolidation,Debt consolidation,117xx,NY,5.15,1.0,May-2006,670.0,674.0,0.0,23.0,,9.0,0.0,5112.0,40.9,13.0,f,0.0,0.0,7709.4695668519,7709.47,7000.0,709.47,0.0,0.0,0.0,Jun-2017,5984.52,,Mar-2019,669.0,665.0,0.0,23.0,1.0,Individual,,,,0.0,0.0,248280.0,3.0,1.0,1.0,1.0,5.0,20919.0,97.0,4.0,4.0,3404.0,77.0,12500.0,0.0,0.0,3.0,5.0,27587.0,6488.0,44.1,0.0,0.0,5.0,124.0,2.0,2.0,2.0,2.0,25.0,5.0,25.0,0.0,5.0,5.0,5.0,5.0,1.0,7.0,10.0,5.0,9.0,0.0,0.0,1.0,5.0,69.2,0.0,0.0,0.0,274552.0,26031.0,11600.0,21490.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90721425,,1000.0,1000.0,1000.0, 36 months,15.59,34.96,C,C5,dietary supervisor,4 years,MORTGAGE,40000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90721425,,major_purchase,Major purchase,756xx,TX,10.29,0.0,Jun-2006,695.0,699.0,1.0,,,19.0,0.0,3465.0,26.9,41.0,w,232.27,232.27,1012.97,1012.97,767.73,245.24,0.0,0.0,0.0,Mar-2019,34.96,Apr-2019,Mar-2019,649.0,645.0,0.0,,1.0,Individual,,,,0.0,1246.0,4627.0,3.0,1.0,1.0,1.0,6.0,1162.0,89.0,3.0,15.0,711.0,33.0,12900.0,0.0,0.0,2.0,16.0,244.0,1183.0,69.7,0.0,0.0,123.0,110.0,2.0,2.0,0.0,2.0,,2.0,,0.0,6.0,11.0,6.0,6.0,23.0,18.0,18.0,11.0,19.0,0.0,0.0,0.0,4.0,100.0,83.3,0.0,0.0,14200.0,4627.0,3900.0,1300.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89777458,,20000.0,20000.0,20000.0, 60 months,25.29,590.44,E,E5,,,MORTGAGE,62000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89777458,,debt_consolidation,Debt consolidation,983xx,WA,24.33,0.0,May-2007,670.0,674.0,1.0,,,7.0,0.0,7447.0,60.5,19.0,f,0.0,0.0,4898.66,4898.66,697.42,1636.24,0.0,2565.0,461.7,Feb-2017,590.44,,Aug-2017,604.0,600.0,0.0,,1.0,Individual,,,,0.0,1922.0,42525.0,2.0,3.0,1.0,3.0,3.0,35078.0,85.0,1.0,2.0,1927.0,79.0,12300.0,3.0,7.0,5.0,5.0,6075.0,2295.0,46.6,0.0,0.0,112.0,43.0,3.0,3.0,0.0,3.0,,0.0,,0.0,2.0,4.0,2.0,2.0,14.0,4.0,4.0,4.0,7.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,53636.0,42525.0,4300.0,41336.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90835193,,15000.0,15000.0,15000.0, 60 months,24.99,440.19,E,E4,BM2,8 years,MORTGAGE,45672.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90835193,,debt_consolidation,Debt consolidation,235xx,VA,30.19,0.0,May-2007,685.0,689.0,0.0,24.0,,9.0,0.0,11285.0,69.7,24.0,w,0.0,0.0,10586.11,10586.11,3105.24,5772.75,22.01,1686.11,303.4998,Jul-2018,440.19,,Dec-2018,569.0,565.0,0.0,24.0,1.0,Individual,,,,0.0,0.0,31378.0,1.0,5.0,1.0,2.0,1.0,20093.0,63.0,0.0,1.0,4179.0,65.0,16200.0,0.0,3.0,0.0,3.0,3486.0,2379.0,64.5,0.0,0.0,112.0,111.0,13.0,1.0,0.0,13.0,41.0,,41.0,3.0,2.0,3.0,2.0,2.0,19.0,4.0,5.0,3.0,9.0,0.0,0.0,0.0,1.0,83.3,0.0,0.0,0.0,48011.0,31378.0,6700.0,31811.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90242199,,12000.0,12000.0,12000.0, 36 months,14.49,413.0,C,C4,,,MORTGAGE,42000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90242199,,debt_consolidation,Debt consolidation,185xx,PA,23.89,0.0,Mar-2007,705.0,709.0,0.0,,,16.0,0.0,11356.0,40.1,27.0,w,2755.99,2755.99,11971.62,11971.62,9244.01,2727.61,0.0,0.0,0.0,Mar-2019,413.0,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,170531.0,2.0,4.0,1.0,2.0,3.0,55607.0,52.0,4.0,5.0,7616.0,44.0,28300.0,2.0,4.0,3.0,8.0,11369.0,9717.0,52.4,0.0,0.0,114.0,64.0,7.0,3.0,1.0,7.0,,7.0,,0.0,4.0,6.0,6.0,8.0,11.0,11.0,15.0,6.0,16.0,0.0,0.0,0.0,6.0,100.0,50.0,0.0,0.0,195027.0,66963.0,20400.0,62647.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90724360,,12000.0,12000.0,12000.0, 36 months,14.49,413.0,C,C4,Executive Administrative Assistant,2 years,RENT,43000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90724360,,debt_consolidation,Debt consolidation,010xx,MA,20.82,0.0,Nov-1998,725.0,729.0,0.0,,,6.0,0.0,15750.0,56.7,17.0,w,2765.21,2765.21,12007.93,12007.93,9234.79,2773.14,0.0,0.0,0.0,Mar-2019,413.0,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,30240.0,0.0,1.0,0.0,0.0,32.0,14490.0,64.0,0.0,1.0,8880.0,60.0,27800.0,0.0,0.0,0.0,1.0,6048.0,7050.0,69.1,0.0,0.0,149.0,204.0,21.0,21.0,1.0,21.0,,,,0.0,3.0,3.0,4.0,7.0,4.0,5.0,12.0,3.0,6.0,0.0,0.0,0.0,0.0,100.0,66.7,0.0,0.0,50356.0,30240.0,22800.0,22556.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90177755,,3000.0,3000.0,3000.0, 36 months,10.49,97.5,B,B3,On site foreman,10+ years,MORTGAGE,50000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90177755,,home_improvement,Home improvement,062xx,CT,12.55,0.0,Jul-2008,685.0,689.0,0.0,,,8.0,0.0,5707.0,28.0,9.0,w,658.98,658.98,2825.75,2825.75,2341.02,484.73,0.0,0.0,0.0,Mar-2019,97.5,Apr-2019,Mar-2019,649.0,645.0,0.0,,1.0,Individual,,,,0.0,930.0,139687.0,0.0,1.0,0.0,1.0,15.0,13122.0,84.0,0.0,2.0,3508.0,52.0,20400.0,2.0,0.0,1.0,3.0,17461.0,1924.0,67.9,0.0,0.0,96.0,98.0,13.0,13.0,2.0,50.0,,2.0,,0.0,2.0,3.0,2.0,2.0,2.0,5.0,5.0,3.0,8.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,177796.0,18829.0,6000.0,15712.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90955196,,28000.0,28000.0,28000.0, 60 months,22.39,779.56,E,E1,Fire Engineer,10+ years,MORTGAGE,87000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90955196,,debt_consolidation,Debt consolidation,762xx,TX,21.13,1.0,Jul-2001,695.0,699.0,0.0,23.0,,7.0,0.0,10782.0,70.0,11.0,f,0.0,0.0,35742.7676648638,35742.77,28000.0,7703.79,38.980000042600004,0.0,0.0,Feb-2018,24863.76,,Jan-2018,699.0,695.0,0.0,23.0,1.0,Individual,,,,0.0,0.0,370140.0,0.0,3.0,0.0,1.0,24.0,44043.0,49.0,0.0,2.0,7098.0,52.0,15400.0,0.0,1.0,1.0,3.0,52877.0,302.0,95.9,0.0,0.0,182.0,61.0,24.0,24.0,2.0,24.0,23.0,7.0,23.0,0.0,1.0,2.0,2.0,2.0,5.0,3.0,4.0,2.0,7.0,0.0,0.0,1.0,0.0,90.9,50.0,0.0,0.0,445434.0,54825.0,7400.0,89284.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90965118,,35000.0,35000.0,35000.0, 36 months,12.79,1175.76,C,C1,Analyst,1 year,RENT,75000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90965118,,credit_card,Credit card refinancing,917xx,CA,15.74,0.0,Sep-2003,700.0,704.0,0.0,,,14.0,0.0,13715.0,70.0,22.0,f,0.0,0.0,36986.4656155795,36986.47,35000.0,1986.47,0.0,0.0,0.0,May-2017,4956.78,,Sep-2018,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,63779.0,1.0,9.0,0.0,0.0,63.0,50064.0,45.0,1.0,1.0,5233.0,56.0,19600.0,0.0,0.0,0.0,1.0,4556.0,5885.0,70.0,0.0,0.0,156.0,130.0,5.0,5.0,0.0,5.0,,,,0.0,4.0,4.0,5.0,11.0,9.0,5.0,13.0,4.0,14.0,0.0,0.0,0.0,1.0,100.0,60.0,0.0,0.0,84258.0,63779.0,19600.0,64658.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90875214,,15000.0,15000.0,15000.0, 36 months,8.99,476.93,B,B1,Controls Engineer,3 years,MORTGAGE,87000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90875214,,credit_card,Credit card refinancing,481xx,MI,16.42,1.0,Jul-2001,730.0,734.0,0.0,7.0,,9.0,0.0,17108.0,28.3,21.0,f,0.0,0.0,15472.827250767099,15472.83,15000.0,472.83,0.0,0.0,0.0,Feb-2017,14049.53,,Feb-2017,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,188213.0,0.0,2.0,1.0,2.0,10.0,28379.0,76.0,0.0,1.0,9820.0,47.0,60400.0,1.0,0.0,4.0,3.0,20913.0,34992.0,32.8,0.0,0.0,180.0,182.0,22.0,10.0,1.0,28.0,,3.0,7.0,0.0,3.0,3.0,4.0,4.0,14.0,6.0,6.0,3.0,9.0,0.0,0.0,0.0,1.0,95.2,0.0,0.0,0.0,246910.0,45487.0,52100.0,37265.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90331467,,11650.0,11650.0,11650.0, 60 months,22.39,324.35,E,E1,,,OWN,30000.0,Verified,Oct-2016,Late (16-30 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90331467,,debt_consolidation,Debt consolidation,117xx,NY,16.88,1.0,May-1991,735.0,739.0,0.0,13.0,,7.0,0.0,1441.0,22.9,11.0,f,7779.52,7779.52,9170.47,9170.47,3870.48,5283.77,16.22,0.0,0.0,Mar-2019,340.57,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,93.0,9593.0,0.0,2.0,0.0,0.0,34.0,8152.0,43.0,2.0,2.0,724.0,38.0,6300.0,0.0,0.0,0.0,2.0,1370.0,1106.0,44.7,0.0,0.0,53.0,304.0,7.0,7.0,0.0,8.0,,,,0.0,2.0,4.0,2.0,2.0,2.0,5.0,9.0,4.0,7.0,0.0,0.0,0.0,2.0,90.9,0.0,0.0,0.0,25448.0,9593.0,2000.0,19148.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90681938,,16800.0,16800.0,16800.0, 36 months,8.99,534.16,B,B1,VP of Sales,7 years,RENT,125000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90681938,,major_purchase,Major purchase,970xx,OR,16.55,0.0,May-1998,665.0,669.0,0.0,,85.0,13.0,1.0,5398.0,23.3,31.0,w,0.0,0.0,10796.71,10796.71,7719.54,1858.49,26.71,1191.97,214.5546,Jun-2018,545.0,,Oct-2018,579.0,575.0,0.0,,1.0,Individual,,,,0.0,0.0,77913.0,1.0,4.0,1.0,3.0,4.0,72515.0,83.0,0.0,0.0,2626.0,70.0,23200.0,2.0,1.0,3.0,3.0,7083.0,17602.0,23.5,0.0,0.0,136.0,220.0,42.0,4.0,1.0,42.0,,0.0,,1.0,5.0,5.0,7.0,10.0,14.0,9.0,16.0,5.0,13.0,0.0,0.0,0.0,1.0,96.7,0.0,1.0,0.0,110842.0,77913.0,23000.0,87642.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90082493,,13000.0,13000.0,13000.0, 60 months,21.49,355.29,D,D5,Manager,10+ years,MORTGAGE,138000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90082493,,home_improvement,Home improvement,933xx,CA,11.69,0.0,May-2006,665.0,669.0,1.0,,,17.0,0.0,27041.0,53.4,46.0,w,0.0,0.0,14457.1542193125,14457.15,13000.0,1457.15,0.0,0.0,0.0,Apr-2017,12696.22,,Oct-2017,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,308734.0,1.0,5.0,0.0,1.0,13.0,64005.0,86.0,4.0,7.0,11664.0,73.0,50600.0,2.0,0.0,5.0,9.0,18161.0,11023.0,68.3,0.0,0.0,124.0,124.0,6.0,6.0,3.0,6.0,,0.0,,0.0,4.0,7.0,6.0,17.0,20.0,11.0,23.0,7.0,17.0,0.0,0.0,0.0,5.0,100.0,33.3,0.0,0.0,347922.0,91046.0,34800.0,74808.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90121162,,6600.0,6600.0,6600.0, 36 months,11.49,217.62,B,B5,Teacher ,10+ years,MORTGAGE,80000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90121162,,credit_card,Credit card refinancing,928xx,CA,19.88,0.0,Feb-1973,765.0,769.0,1.0,,,17.0,0.0,6451.0,14.3,37.0,w,0.0,0.0,7191.730637025699,7191.73,6600.0,591.73,0.0,0.0,0.0,Aug-2017,5222.62,,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,326421.0,3.0,3.0,3.0,3.0,1.0,32085.0,75.0,1.0,1.0,148.0,44.0,45200.0,1.0,6.0,1.0,5.0,20401.0,20052.0,0.7,0.0,0.0,154.0,523.0,6.0,1.0,3.0,87.0,,3.0,,0.0,1.0,3.0,5.0,8.0,10.0,13.0,24.0,3.0,17.0,0.0,0.0,0.0,4.0,100.0,0.0,0.0,0.0,381931.0,38536.0,20200.0,42731.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89023949,,12000.0,12000.0,12000.0, 36 months,13.99,410.08,C,C3,Teacher,3 years,RENT,75000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89023949,,small_business,Business,109xx,NY,9.36,0.0,Mar-2011,740.0,744.0,1.0,33.0,,6.0,0.0,9619.0,14.8,8.0,f,2740.97,2740.97,11882.99,11882.99,9259.03,2623.96,0.0,0.0,0.0,Mar-2019,410.08,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,23028.0,2.0,1.0,0.0,0.0,25.0,13409.0,71.0,2.0,2.0,3088.0,27.0,65100.0,0.0,0.0,1.0,2.0,4606.0,55481.0,14.8,0.0,0.0,25.0,66.0,2.0,2.0,0.0,2.0,33.0,4.0,33.0,0.0,4.0,4.0,4.0,5.0,1.0,5.0,7.0,4.0,6.0,0.0,0.0,0.0,2.0,87.5,0.0,0.0,0.0,83955.0,23028.0,65100.0,18855.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90501794,,9000.0,9000.0,9000.0, 36 months,17.99,325.33,D,D2,License Coordinator ,1 year,RENT,60000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90501794,,debt_consolidation,Debt consolidation,070xx,NJ,15.58,1.0,Sep-2004,660.0,664.0,0.0,7.0,,13.0,0.0,14785.0,77.4,20.0,w,2176.94,2176.94,9463.86,9463.86,6823.06,2608.26,32.54,0.0,0.0,Mar-2019,325.33,Apr-2019,Mar-2019,634.0,630.0,0.0,,1.0,Individual,,,,0.0,0.0,65203.0,1.0,7.0,2.0,2.0,2.0,50418.0,99.0,2.0,2.0,9313.0,93.0,19100.0,0.0,0.0,5.0,4.0,5434.0,815.0,94.6,0.0,0.0,144.0,142.0,12.0,2.0,0.0,12.0,,2.0,,0.0,2.0,3.0,3.0,3.0,14.0,6.0,6.0,3.0,13.0,0.0,0.0,0.0,4.0,95.0,100.0,0.0,0.0,70187.0,65203.0,15000.0,51087.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90511897,,30000.0,30000.0,30000.0, 60 months,21.49,819.9,D,D5,Staff Mechanical Engineer,3 years,RENT,112000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90511897,,debt_consolidation,Debt consolidation,750xx,TX,23.79,0.0,Sep-1994,685.0,689.0,0.0,32.0,,15.0,0.0,17952.0,53.3,33.0,w,0.0,0.0,24629.28,24629.28,4814.79,7447.89,0.0,12366.6,2225.988,Jan-2018,819.9,,Sep-2018,549.0,545.0,0.0,,1.0,Individual,,,,0.0,0.0,104979.0,2.0,4.0,1.0,3.0,5.0,87027.0,71.0,3.0,5.0,6175.0,66.0,33700.0,1.0,2.0,1.0,8.0,6999.0,8950.0,64.8,0.0,0.0,264.0,162.0,1.0,1.0,0.0,1.0,,12.0,,1.0,3.0,5.0,6.0,9.0,14.0,11.0,19.0,5.0,15.0,0.0,0.0,0.0,4.0,80.6,50.0,0.0,0.0,153241.0,104979.0,25400.0,119541.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Sep-2018,COMPLETE,Jul-2018,12366.6,45.0,24.0
+90320155,,20000.0,20000.0,20000.0, 36 months,14.49,688.33,C,C4,Lead Transportation Security Officer,10+ years,MORTGAGE,48543.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90320155,,debt_consolidation,Debt consolidation,481xx,MI,22.4,1.0,Oct-2000,710.0,714.0,0.0,6.0,78.0,11.0,1.0,10326.0,48.7,25.0,w,0.0,0.0,23360.845689037596,23360.85,20000.0,3360.85,0.0,0.0,0.0,Mar-2018,12363.67,,Mar-2018,749.0,745.0,0.0,,1.0,Individual,,,,0.0,0.0,133511.0,2.0,2.0,0.0,1.0,22.0,8281.0,32.0,2.0,4.0,7510.0,40.0,21200.0,0.0,0.0,2.0,6.0,13351.0,6194.0,61.5,0.0,0.0,167.0,191.0,4.0,4.0,2.0,4.0,,7.0,6.0,0.0,3.0,5.0,4.0,9.0,5.0,8.0,18.0,5.0,11.0,0.0,0.0,0.0,3.0,96.0,50.0,0.0,0.0,162758.0,18607.0,16100.0,25867.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90501583,,10000.0,10000.0,10000.0, 36 months,10.99,327.34,B,B4,Patient Care Technician,8 years,MORTGAGE,32000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90501583,,debt_consolidation,Debt consolidation,761xx,TX,21.94,0.0,Apr-1995,715.0,719.0,0.0,,,9.0,0.0,14768.0,48.6,20.0,w,2209.69,2209.69,9486.75,9486.75,7790.31,1696.44,0.0,0.0,0.0,Mar-2019,327.34,Apr-2019,Mar-2019,769.0,765.0,0.0,,1.0,Individual,,,,0.0,0.0,68718.0,1.0,1.0,1.0,1.0,5.0,4167.0,93.0,0.0,0.0,5661.0,54.0,30400.0,0.0,0.0,0.0,1.0,7635.0,10729.0,52.7,0.0,0.0,171.0,257.0,46.0,5.0,2.0,46.0,,,,0.0,5.0,6.0,5.0,5.0,5.0,7.0,13.0,6.0,9.0,0.0,0.0,0.0,1.0,100.0,60.0,0.0,0.0,92688.0,18935.0,22700.0,4506.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90481399,,35000.0,35000.0,35000.0, 60 months,26.99,1068.53,F,F3,Regional Sales Manager,9 years,MORTGAGE,275000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90481399,,debt_consolidation,Debt consolidation,302xx,GA,11.04,3.0,Aug-2006,675.0,679.0,0.0,11.0,,22.0,0.0,22384.0,70.6,47.0,w,0.0,0.0,48326.936726284104,48326.94,35000.0,13326.94,0.0,0.0,0.0,Apr-2018,30472.28,,Apr-2018,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,501851.0,5.0,8.0,3.0,4.0,1.0,110309.0,81.0,3.0,5.0,9284.0,73.0,31700.0,5.0,0.0,7.0,10.0,25093.0,4980.0,76.3,0.0,0.0,121.0,82.0,2.0,1.0,1.0,2.0,11.0,3.0,11.0,0.0,2.0,4.0,5.0,7.0,21.0,12.0,24.0,4.0,22.0,0.0,0.0,0.0,7.0,95.7,40.0,0.0,0.0,526402.0,132766.0,21000.0,120026.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90805155,,8000.0,8000.0,8000.0, 36 months,9.49,256.23,B,B2,Tech clerk ,2 years,RENT,45000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90805155,,debt_consolidation,Debt consolidation,895xx,NV,22.56,0.0,Mar-1998,690.0,694.0,0.0,43.0,85.0,8.0,1.0,4837.0,40.0,14.0,w,0.0,0.0,9083.8392491028,9083.84,8000.0,1083.84,0.0,0.0,0.0,Mar-2019,1513.62,,Mar-2019,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,27456.0,1.0,2.0,0.0,0.0,30.0,22619.0,45.0,1.0,2.0,1952.0,43.0,12100.0,0.0,0.0,0.0,2.0,3922.0,48.0,97.6,0.0,0.0,222.0,190.0,6.0,6.0,0.0,30.0,,,43.0,0.0,1.0,4.0,1.0,3.0,4.0,6.0,10.0,4.0,7.0,0.0,0.0,0.0,1.0,85.7,100.0,1.0,0.0,61037.0,27456.0,2000.0,48937.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90541755,,10000.0,10000.0,10000.0, 36 months,13.99,341.73,C,C3,Lab technical ,7 years,RENT,44000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90541755,,debt_consolidation,Debt consolidation,923xx,CA,7.36,0.0,Oct-2006,675.0,679.0,0.0,,,9.0,0.0,8502.0,50.0,11.0,f,0.0,0.0,11441.914169964499,11441.91,10000.0,1441.91,0.0,0.0,0.0,Dec-2017,7007.19,,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,1031.0,8502.0,0.0,0.0,0.0,0.0,,0.0,,3.0,4.0,3917.0,50.0,17000.0,0.0,0.0,1.0,4.0,945.0,5489.0,59.3,0.0,0.0,,119.0,7.0,7.0,0.0,7.0,,12.0,,0.0,3.0,5.0,6.0,7.0,0.0,9.0,11.0,5.0,9.0,0.0,0.0,0.0,3.0,100.0,33.3,0.0,0.0,17000.0,8502.0,13500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90621883,,5000.0,5000.0,5000.0, 36 months,17.99,180.74,D,D2,Letter Carrier ,4 years,RENT,50000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90621883,,other,Other,481xx,MI,14.91,0.0,Dec-2006,660.0,664.0,0.0,,,5.0,0.0,5634.0,62.6,6.0,f,1192.86,1192.86,5240.8,5240.8,3807.14,1433.66,0.0,0.0,0.0,Mar-2019,180.74,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,22993.0,2.0,2.0,0.0,2.0,16.0,17359.0,68.0,2.0,3.0,0.0,67.0,9000.0,3.0,2.0,0.0,5.0,4599.0,,,0.0,0.0,117.0,19.0,4.0,4.0,0.0,,,16.0,,0.0,0.0,3.0,0.0,0.0,3.0,3.0,3.0,3.0,5.0,0.0,0.0,0.0,2.0,100.0,,0.0,0.0,34509.0,22993.0,0.0,25509.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90681629,,6250.0,6250.0,6250.0, 36 months,10.99,204.59,B,B4,production assistant,2 years,MORTGAGE,94000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90681629,,other,Other,781xx,TX,16.53,0.0,Oct-2005,705.0,709.0,0.0,,,9.0,0.0,9324.0,69.1,20.0,w,0.0,0.0,4611.77,4611.77,3573.17,953.27,15.0,70.33,12.6594,Jan-2019,50.0,,Mar-2019,579.0,575.0,0.0,,1.0,Individual,,,,0.0,0.0,220700.0,1.0,6.0,1.0,1.0,6.0,51089.0,46.0,0.0,1.0,4457.0,53.0,13500.0,2.0,3.0,3.0,3.0,24522.0,43.0,99.0,0.0,0.0,131.0,74.0,16.0,6.0,1.0,74.0,,3.0,,0.0,1.0,2.0,1.0,1.0,17.0,2.0,2.0,2.0,9.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,248435.0,60413.0,4500.0,71060.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Nov-2018,ACTIVE,Nov-2018,1244.0,44.98,18.0
+90721269,,6000.0,6000.0,6000.0, 36 months,16.99,213.89,D,D1,EXECUTIVE ASSISTANT TO MANAGING PARTNER,10+ years,MORTGAGE,67874.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90721269,,other,Other,334xx,FL,28.62,2.0,Apr-2006,680.0,684.0,3.0,18.0,,16.0,0.0,5615.0,54.0,27.0,f,0.0,0.0,2194.08,2194.08,941.83,549.74,0.0,702.51,126.4518,May-2017,213.89,,Nov-2017,574.0,570.0,0.0,41.0,1.0,Individual,,,,0.0,0.0,78851.0,4.0,11.0,3.0,5.0,5.0,73236.0,104.0,3.0,4.0,2879.0,95.0,10400.0,1.0,11.0,4.0,9.0,4928.0,129.0,96.1,0.0,0.0,125.0,96.0,1.0,1.0,0.0,23.0,18.0,1.0,18.0,0.0,2.0,4.0,2.0,3.0,20.0,5.0,7.0,4.0,16.0,0.0,0.0,0.0,6.0,88.5,100.0,0.0,0.0,106552.0,78851.0,3300.0,96152.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90721228,,39675.0,39675.0,39675.0, 60 months,12.79,898.47,C,C1,Anesthesiologist,10+ years,MORTGAGE,165840.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90721228,,other,Other,336xx,FL,6.38,0.0,Feb-1989,770.0,774.0,2.0,,,19.0,0.0,20002.0,13.9,46.0,w,0.0,0.0,40180.76,40180.76,39675.0,505.76,0.0,0.0,0.0,Nov-2016,40237.14,,Nov-2016,814.0,810.0,0.0,,1.0,Individual,,,,0.0,0.0,87659.0,1.0,1.0,0.0,1.0,17.0,7757.0,56.0,2.0,7.0,10623.0,19.0,144000.0,1.0,1.0,4.0,8.0,5156.0,101758.0,16.2,0.0,0.0,67.0,323.0,3.0,3.0,2.0,3.0,,2.0,,0.0,8.0,9.0,11.0,29.0,4.0,14.0,35.0,9.0,19.0,0.0,0.0,0.0,2.0,100.0,9.1,0.0,0.0,299703.0,33511.0,121500.0,13962.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90671183,,15500.0,15500.0,15500.0, 60 months,13.99,360.58,C,C3,Production,4 years,MORTGAGE,45000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671183,,home_improvement,Home improvement,458xx,OH,21.68,0.0,Jul-2008,670.0,674.0,0.0,,,5.0,0.0,2340.0,66.9,7.0,w,0.0,0.0,18342.313977234,18342.31,15500.0,2842.31,0.0,0.0,0.0,Mar-2018,12585.08,,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,141.0,188708.0,0.0,2.0,0.0,2.0,13.0,30390.0,78.0,0.0,1.0,719.0,77.0,3500.0,2.0,0.0,1.0,3.0,37742.0,281.0,71.9,0.0,0.0,47.0,98.0,17.0,13.0,2.0,98.0,,10.0,,0.0,1.0,2.0,1.0,1.0,3.0,2.0,2.0,2.0,5.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,204869.0,32730.0,1000.0,38868.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89039139,,4500.0,4500.0,4500.0, 36 months,9.49,144.13,B,B2,Cook,6 years,MORTGAGE,39000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89039139,,other,Other,920xx,CA,11.82,0.0,Dec-2004,695.0,699.0,0.0,,,7.0,0.0,10493.0,49.0,15.0,w,977.63,977.63,4177.4,4177.4,3522.37,655.03,0.0,0.0,0.0,Mar-2019,144.13,Apr-2019,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,166228.0,0.0,1.0,0.0,1.0,21.0,2073.0,52.0,0.0,1.0,3636.0,50.0,21400.0,2.0,0.0,1.0,3.0,27705.0,10907.0,49.0,0.0,0.0,21.0,98.0,24.0,7.0,3.0,29.0,,10.0,,0.0,4.0,4.0,4.0,7.0,1.0,5.0,10.0,4.0,7.0,0.0,0.0,0.0,1.0,100.0,25.0,0.0,0.0,182600.0,12566.0,21400.0,4000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90724171,,6000.0,6000.0,6000.0, 36 months,16.99,213.89,D,D1,Inside sales,4 years,MORTGAGE,45000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90724171,,debt_consolidation,Debt consolidation,601xx,IL,12.93,0.0,Jan-2011,690.0,694.0,0.0,,,14.0,0.0,15480.0,40.0,22.0,w,0.0,0.0,6663.1110293169995,6663.11,6000.0,663.11,0.0,0.0,0.0,Jun-2017,5171.54,,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,150644.0,1.0,1.0,1.0,3.0,11.0,4405.0,79.0,1.0,2.0,3924.0,45.0,38700.0,1.0,1.0,2.0,8.0,11588.0,16620.0,48.2,0.0,0.0,19.0,68.0,5.0,5.0,3.0,5.0,,11.0,,0.0,6.0,6.0,9.0,11.0,3.0,12.0,16.0,6.0,14.0,0.0,0.0,0.0,4.0,100.0,22.2,0.0,0.0,176770.0,19885.0,32100.0,5570.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90671872,,8500.0,8500.0,8500.0, 36 months,8.99,270.26,B,B1,Configuration Controller,5 years,RENT,52530.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671872,,debt_consolidation,Debt consolidation,809xx,CO,23.58,0.0,Jul-2004,705.0,709.0,0.0,,,12.0,0.0,10270.0,20.5,24.0,w,0.0,0.0,9539.834380571,9539.83,8500.0,1039.83,0.0,0.0,0.0,Feb-2019,249.14,,Feb-2019,779.0,775.0,0.0,,1.0,Individual,,,,0.0,160.0,28387.0,1.0,1.0,1.0,1.0,11.0,18117.0,78.0,1.0,1.0,6882.0,39.0,50200.0,0.0,7.0,0.0,2.0,2581.0,17033.0,29.9,0.0,0.0,132.0,146.0,3.0,3.0,0.0,3.0,,,,0.0,2.0,4.0,4.0,5.0,6.0,11.0,17.0,4.0,12.0,0.0,0.0,0.0,2.0,100.0,25.0,0.0,0.0,73300.0,28387.0,24300.0,23100.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90006663,,20000.0,20000.0,20000.0, 36 months,9.49,640.57,B,B2,Operations Manager,5 years,MORTGAGE,100000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90006663,,debt_consolidation,Debt consolidation,088xx,NJ,29.51,0.0,Jun-2002,675.0,679.0,0.0,28.0,,37.0,0.0,31378.0,42.2,64.0,w,0.0,0.0,21731.8982741306,21731.9,20000.0,1731.9,0.0,0.0,0.0,Oct-2017,14696.17,,Apr-2018,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,332537.0,4.0,8.0,0.0,0.0,29.0,45436.0,73.0,4.0,5.0,6105.0,56.0,74300.0,0.0,0.0,4.0,6.0,9501.0,16432.0,59.6,0.0,0.0,157.0,171.0,1.0,1.0,4.0,1.0,,1.0,,0.0,12.0,21.0,13.0,19.0,21.0,28.0,39.0,21.0,37.0,0.0,0.0,0.0,5.0,95.2,7.7,0.0,0.0,393194.0,76814.0,40700.0,62433.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90735149,,16325.0,16325.0,16325.0, 36 months,10.49,530.53,B,B3,Supervisor,10+ years,MORTGAGE,42000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90735149,,debt_consolidation,Debt consolidation,700xx,LA,27.71,0.0,Sep-2001,725.0,729.0,0.0,,,26.0,0.0,16134.0,26.9,47.0,f,3587.0,3587.0,15375.86,15375.86,12738.0,2637.86,0.0,0.0,0.0,Mar-2019,530.53,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,200.0,104185.0,1.0,1.0,0.0,0.0,38.0,11860.0,45.0,3.0,4.0,7094.0,32.0,60000.0,0.0,0.0,1.0,4.0,4167.0,25351.0,34.3,0.0,0.0,151.0,180.0,2.0,2.0,1.0,2.0,,7.0,,0.0,4.0,8.0,11.0,19.0,4.0,24.0,41.0,8.0,26.0,0.0,0.0,0.0,3.0,100.0,9.1,0.0,0.0,188307.0,27994.0,38600.0,26612.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90621877,,12000.0,12000.0,12000.0, 36 months,14.49,413.0,C,C4,science teacher,4 years,RENT,40700.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90621877,,debt_consolidation,Debt consolidation,833xx,ID,26.91,0.0,Jun-1998,670.0,674.0,0.0,71.0,71.0,13.0,1.0,7425.0,75.0,25.0,w,2755.99,2755.99,11952.85,11952.85,9244.01,2708.84,0.0,0.0,0.0,Mar-2019,413.0,Apr-2019,Mar-2019,769.0,765.0,0.0,71.0,1.0,Individual,,,,0.0,0.0,28547.0,1.0,7.0,1.0,1.0,9.0,21122.0,85.0,1.0,2.0,5441.0,82.0,9900.0,1.0,0.0,2.0,3.0,2196.0,74.0,98.8,0.0,0.0,76.0,219.0,2.0,2.0,1.0,2.0,71.0,7.0,71.0,1.0,2.0,4.0,2.0,4.0,14.0,6.0,10.0,4.0,13.0,0.0,0.0,0.0,2.0,91.7,100.0,1.0,0.0,34808.0,28547.0,6000.0,24908.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90451606,,1500.0,1500.0,1500.0, 36 months,11.49,49.46,B,B5,Teacher,4 years,MORTGAGE,81000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90451606,,credit_card,Credit card refinancing,926xx,CA,26.41,0.0,Oct-1984,670.0,674.0,0.0,54.0,,8.0,0.0,23505.0,93.3,29.0,w,0.0,0.0,1624.9057867518,1624.91,1500.0,124.91,0.0,0.0,0.0,Jul-2017,1230.19,,Jul-2017,734.0,730.0,0.0,54.0,1.0,Individual,,,,0.0,0.0,643920.0,0.0,0.0,0.0,0.0,101.0,0.0,,1.0,2.0,5021.0,93.0,25200.0,1.0,3.0,2.0,3.0,80490.0,2.0,100.0,0.0,0.0,138.0,383.0,8.0,8.0,8.0,16.0,,5.0,59.0,3.0,2.0,5.0,2.0,7.0,2.0,5.0,18.0,5.0,8.0,0.0,0.0,0.0,1.0,86.2,100.0,0.0,0.0,667468.0,61666.0,10000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90745204,,12000.0,12000.0,12000.0, 36 months,8.99,381.55,B,B1,,,MORTGAGE,70000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90745204,,home_improvement,Home improvement,983xx,WA,29.13,0.0,Oct-1978,675.0,679.0,1.0,64.0,,10.0,0.0,17340.0,57.6,34.0,w,0.0,0.0,13161.3609814094,13161.36,12000.0,1161.36,0.0,0.0,0.0,Feb-2018,7471.07,,Jun-2018,664.0,660.0,0.0,69.0,1.0,Individual,,,,0.0,2413.0,293509.0,2.0,3.0,2.0,6.0,6.0,56501.0,77.0,0.0,1.0,8065.0,65.0,30100.0,2.0,2.0,4.0,8.0,29351.0,6152.0,69.4,0.0,0.0,137.0,455.0,15.0,2.0,6.0,15.0,69.0,6.0,69.0,3.0,4.0,5.0,4.0,9.0,16.0,6.0,12.0,5.0,10.0,0.0,0.0,0.0,3.0,88.2,25.0,0.0,0.0,313250.0,73841.0,20100.0,63150.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90611418,,20000.0,20000.0,20000.0, 36 months,16.99,712.96,D,D1,Rn,10+ years,MORTGAGE,82000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90611418,,debt_consolidation,Debt consolidation,810xx,CO,19.1,1.0,Oct-2003,670.0,674.0,3.0,17.0,,9.0,0.0,4963.0,55.8,24.0,f,0.0,0.0,21776.6724482664,21776.67,20000.0,1776.67,0.0,0.0,0.0,Apr-2017,18098.42,,Jul-2018,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,57877.0,1.0,3.0,2.0,2.0,3.0,52914.0,75.0,0.0,1.0,2300.0,70.0,8900.0,3.0,5.0,4.0,3.0,6431.0,1591.0,69.4,0.0,0.0,144.0,124.0,19.0,3.0,2.0,19.0,,0.0,17.0,0.0,2.0,3.0,3.0,3.0,12.0,6.0,10.0,3.0,9.0,0.0,0.0,0.0,2.0,82.6,33.3,0.0,0.0,73258.0,57877.0,5200.0,64358.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90270206,,30000.0,30000.0,30000.0, 36 months,11.49,989.14,B,B5,Contact Center Manager ,9 years,RENT,92000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90270206,,debt_consolidation,Debt consolidation,907xx,CA,11.85,0.0,Feb-2005,705.0,709.0,0.0,57.0,,8.0,0.0,3627.0,12.3,10.0,w,6666.13,6666.13,28780.81,28780.81,23333.87,5446.94,0.0,0.0,0.0,Mar-2019,989.14,Apr-2019,Mar-2019,779.0,775.0,0.0,57.0,1.0,Individual,,,,0.0,0.0,13974.0,2.0,2.0,0.0,1.0,20.0,10347.0,37.0,2.0,5.0,833.0,24.0,29500.0,0.0,3.0,0.0,6.0,1747.0,24134.0,5.4,0.0,0.0,139.0,52.0,2.0,2.0,0.0,2.0,,20.0,,1.0,4.0,6.0,4.0,4.0,3.0,6.0,7.0,6.0,8.0,0.0,0.0,0.0,2.0,90.0,0.0,0.0,0.0,57155.0,13974.0,25500.0,27655.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90134762,,27600.0,27600.0,27600.0, 36 months,17.99,997.67,D,D2,Parts Manager,10+ years,OWN,75000.0,Not Verified,Oct-2016,In Grace Period,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90134762,,credit_card,Credit card refinancing,144xx,NY,18.8,1.0,Oct-1981,715.0,719.0,3.0,7.0,,18.0,0.0,23771.0,42.9,24.0,w,7471.65,7471.65,28010.03,28010.03,20128.35,7881.68,0.0,0.0,0.0,Feb-2019,997.67,Apr-2019,Mar-2019,554.0,550.0,0.0,,1.0,Individual,,,,0.0,0.0,180270.0,2.0,6.0,0.0,0.0,25.0,49494.0,67.0,2.0,5.0,6513.0,57.0,55400.0,2.0,0.0,5.0,5.0,10015.0,8581.0,61.0,0.0,0.0,160.0,419.0,3.0,3.0,3.0,87.0,,0.0,,0.0,3.0,8.0,3.0,4.0,8.0,10.0,13.0,8.0,18.0,0.0,0.0,0.0,2.0,95.8,33.3,0.0,0.0,260634.0,73265.0,22000.0,74366.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90721246,,5000.0,5000.0,5000.0, 36 months,8.99,158.98,B,B1,Teacher,3 years,OWN,60000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90721246,,small_business,Business,300xx,GA,15.28,2.0,Mar-2005,665.0,669.0,5.0,3.0,,19.0,0.0,8702.0,21.0,52.0,w,1080.07,1080.07,4604.18,4604.18,3919.93,684.25,0.0,0.0,0.0,Mar-2019,158.98,Apr-2019,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,375353.0,2.0,7.0,1.0,1.0,9.0,139651.0,98.0,3.0,3.0,3435.0,60.0,41500.0,2.0,0.0,14.0,5.0,20853.0,18640.0,18.6,0.0,0.0,138.0,120.0,6.0,1.0,6.0,7.0,,0.0,3.0,0.0,2.0,5.0,5.0,10.0,26.0,11.0,20.0,5.0,19.0,0.0,0.0,0.0,5.0,88.2,0.0,0.0,0.0,391440.0,148353.0,22900.0,122940.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89818958,,15000.0,15000.0,15000.0, 36 months,14.49,516.25,C,C4,Merchandiser supervisor,2 years,RENT,48000.0,Not Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=89818958,,debt_consolidation,Debt consolidation,211xx,MD,28.03,1.0,Sep-2011,705.0,709.0,0.0,16.0,,7.0,0.0,11214.0,61.6,12.0,f,5287.64,5287.64,12894.17,12894.17,9712.36,3181.81,0.0,0.0,0.0,Nov-2018,516.25,Apr-2019,Mar-2019,554.0,550.0,0.0,,1.0,Individual,,,,0.0,0.0,53545.0,1.0,3.0,1.0,2.0,12.0,42331.0,60.0,1.0,1.0,485.0,61.0,18200.0,0.0,6.0,2.0,3.0,7649.0,515.0,48.5,0.0,0.0,48.0,60.0,4.0,4.0,0.0,4.0,,4.0,16.0,0.0,1.0,4.0,1.0,1.0,5.0,4.0,7.0,4.0,7.0,0.0,0.0,0.0,2.0,91.7,0.0,0.0,0.0,70519.0,53545.0,1000.0,52319.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Feb-2019,ACTIVE,Feb-2019,2477.0,45.0,18.0
+90246608,,4000.0,4000.0,4000.0, 36 months,13.49,135.73,C,C2,Customer Service ,< 1 year,RENT,42000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90246608,,debt_consolidation,Debt consolidation,900xx,CA,29.6,0.0,Aug-2008,670.0,674.0,0.0,,,18.0,0.0,19459.0,79.8,19.0,w,0.0,0.0,4605.489143611,4605.49,4000.0,605.49,0.0,0.0,0.0,Feb-2018,2572.54,,Mar-2019,539.0,535.0,0.0,,1.0,Individual,,,,0.0,0.0,40972.0,0.0,9.0,0.0,1.0,14.0,21513.0,78.0,2.0,3.0,4491.0,79.0,24400.0,0.0,0.0,1.0,4.0,2276.0,1864.0,87.1,0.0,0.0,97.0,92.0,12.0,12.0,0.0,12.0,,12.0,,0.0,5.0,9.0,5.0,5.0,10.0,9.0,9.0,9.0,18.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,52050.0,40972.0,14500.0,27650.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90221705,,12000.0,12000.0,12000.0, 60 months,13.99,279.16,C,C3,NDT SPECIALIST,9 years,MORTGAGE,58000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90221705,,debt_consolidation,Debt consolidation,612xx,IL,20.98,0.0,Feb-2000,665.0,669.0,0.0,,32.0,11.0,1.0,11513.0,67.7,31.0,w,7227.58,7227.58,8086.31,8086.31,4772.42,3313.89,0.0,0.0,0.0,Mar-2019,279.16,Apr-2019,Mar-2019,649.0,645.0,0.0,,1.0,Individual,,,,0.0,0.0,125158.0,1.0,2.0,0.0,1.0,15.0,36001.0,77.0,2.0,4.0,8259.0,73.0,17000.0,0.0,4.0,1.0,5.0,17880.0,3487.0,76.8,0.0,0.0,160.0,199.0,2.0,2.0,2.0,2.0,,11.0,,0.0,3.0,3.0,3.0,11.0,8.0,8.0,21.0,3.0,8.0,0.0,0.0,0.0,2.0,100.0,66.7,1.0,0.0,167014.0,47514.0,15000.0,60339.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90501806,,9600.0,9600.0,9600.0, 36 months,12.79,322.5,C,C1,Office Clerk,10+ years,RENT,30000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90501806,,debt_consolidation,Debt consolidation,331xx,FL,29.96,0.0,Mar-2003,740.0,744.0,1.0,,,15.0,0.0,10411.0,24.4,18.0,f,2163.91,2163.91,9358.66,9358.66,7436.09,1922.57,0.0,0.0,0.0,Mar-2019,322.5,Apr-2019,Mar-2019,769.0,765.0,0.0,,1.0,Individual,,,,0.0,90.0,16833.0,2.0,1.0,0.0,1.0,17.0,6422.0,53.0,2.0,5.0,3032.0,31.0,42600.0,0.0,0.0,1.0,6.0,1122.0,17654.0,27.9,0.0,0.0,17.0,162.0,0.0,0.0,0.0,14.0,,0.0,,0.0,4.0,10.0,6.0,6.0,1.0,14.0,17.0,10.0,15.0,0.0,0.0,0.0,2.0,100.0,16.7,0.0,0.0,54768.0,16833.0,24500.0,12168.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89969037,,40000.0,40000.0,40000.0, 36 months,5.32,1204.6,A,A1,Manager,1 year,OWN,200000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89969037,,credit_card,Credit card refinancing,448xx,OH,11.86,0.0,May-1991,725.0,729.0,2.0,,,23.0,0.0,87851.0,51.2,75.0,w,8284.31,8284.31,34903.84,34903.84,31715.69,3188.15,0.0,0.0,0.0,Mar-2019,1204.6,Apr-2019,Mar-2019,809.0,805.0,0.0,,1.0,Individual,,,,0.0,0.0,436649.0,2.0,2.0,1.0,2.0,9.0,11803.0,75.0,2.0,2.0,23143.0,54.0,150000.0,1.0,2.0,3.0,4.0,18985.0,33169.0,59.1,0.0,0.0,121.0,304.0,2.0,2.0,15.0,3.0,,2.0,,0.0,4.0,7.0,8.0,17.0,32.0,14.0,28.0,7.0,23.0,0.0,0.0,0.0,3.0,100.0,25.0,0.0,0.0,584648.0,99654.0,81000.0,15724.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90696318,,5500.0,5500.0,5500.0, 36 months,12.79,184.77,C,C1,Warehouse Associate,4 years,RENT,33000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90696318,,debt_consolidation,Debt consolidation,462xx,IN,13.05,0.0,Jan-2006,670.0,674.0,1.0,71.0,36.0,4.0,1.0,3736.0,37.4,7.0,w,0.0,0.0,6483.0149918463,6483.01,5500.0,983.01,0.0,0.0,0.0,Aug-2018,2597.38,,Mar-2019,679.0,675.0,0.0,71.0,1.0,Individual,,,,0.0,489.0,8341.0,0.0,1.0,0.0,1.0,14.0,4605.0,71.0,0.0,2.0,3139.0,51.0,10000.0,1.0,0.0,1.0,3.0,2085.0,6264.0,37.4,0.0,0.0,104.0,128.0,15.0,14.0,0.0,15.0,,3.0,,1.0,3.0,3.0,3.0,5.0,2.0,3.0,5.0,3.0,4.0,0.0,0.0,0.0,0.0,85.7,0.0,1.0,0.0,16484.0,8341.0,10000.0,6484.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90381818,,6000.0,6000.0,6000.0, 36 months,13.99,205.04,C,C3,prep food,6 years,RENT,50000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90381818,,credit_card,Credit card refinancing,113xx,NY,18.07,0.0,Feb-2011,700.0,704.0,0.0,,,9.0,0.0,9058.0,46.0,17.0,w,0.0,0.0,1000.98,1000.98,271.75,133.67,0.0,595.56,107.2008,Dec-2016,205.04,,Jun-2017,504.0,500.0,0.0,,1.0,Individual,,,,0.0,0.0,20535.0,0.0,1.0,1.0,1.0,7.0,11477.0,77.0,2.0,4.0,5198.0,59.0,19700.0,0.0,0.0,1.0,5.0,2282.0,5490.0,57.1,0.0,0.0,28.0,67.0,11.0,7.0,0.0,11.0,,12.0,,0.0,3.0,6.0,3.0,11.0,2.0,7.0,15.0,6.0,9.0,0.0,0.0,0.0,3.0,100.0,33.3,0.0,0.0,34700.0,20535.0,12800.0,15000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+86104834,,8400.0,8400.0,8400.0, 36 months,11.49,276.96,B,B5,MANAGER,1 year,OWN,75000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=86104834,,credit_card,Credit card refinancing,017xx,MA,15.61,0.0,Oct-1982,660.0,664.0,2.0,24.0,20.0,14.0,3.0,10486.0,66.8,24.0,w,1866.49,1866.49,8018.44,8018.44,6533.51,1484.93,0.0,0.0,0.0,Mar-2019,276.96,Apr-2019,Mar-2019,714.0,710.0,0.0,41.0,1.0,Individual,,,,0.0,160.0,13736.0,2.0,1.0,0.0,0.0,64.0,2865.0,14.0,3.0,3.0,2237.0,37.0,15700.0,0.0,0.0,4.0,3.0,981.0,981.0,87.4,0.0,0.0,147.0,407.0,3.0,3.0,0.0,29.0,24.0,0.0,24.0,2.0,6.0,10.0,6.0,9.0,4.0,12.0,19.0,10.0,14.0,0.0,0.0,0.0,3.0,81.8,83.3,0.0,2.0,36786.0,13736.0,7800.0,20080.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90671551,,30000.0,30000.0,30000.0, 36 months,17.99,1084.43,D,D2,Internet Sale Manager,2 years,MORTGAGE,120000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671551,,debt_consolidation,Debt consolidation,774xx,TX,11.15,0.0,Aug-2005,710.0,714.0,1.0,,,10.0,0.0,4703.0,16.6,17.0,w,0.0,0.0,4153.28,4153.28,634.68,419.77,0.0,3098.83,557.7894,Nov-2016,1084.43,,Jun-2017,574.0,570.0,0.0,,1.0,Individual,,,,0.0,0.0,30506.0,2.0,2.0,1.0,2.0,8.0,25803.0,78.0,3.0,4.0,2656.0,50.0,28400.0,3.0,0.0,4.0,6.0,3051.0,14097.0,25.0,0.0,0.0,16.0,133.0,2.0,2.0,0.0,3.0,,3.0,,0.0,4.0,4.0,5.0,9.0,2.0,8.0,15.0,4.0,10.0,0.0,0.0,0.0,4.0,100.0,0.0,0.0,0.0,61326.0,30506.0,18800.0,32926.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90915116,,7500.0,7500.0,7500.0, 36 months,11.49,247.29,B,B5,Banquet Manager ,10+ years,MORTGAGE,35000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90915116,,medical,Medical expenses,601xx,IL,21.6,2.0,Dec-2002,700.0,704.0,0.0,2.0,,7.0,0.0,7877.0,45.5,25.0,w,1667.02,1667.02,7166.62,7166.62,5832.98,1333.64,0.0,0.0,0.0,Mar-2019,247.29,Apr-2019,Mar-2019,639.0,635.0,0.0,,1.0,Individual,,,,0.0,0.0,118337.0,0.0,1.0,0.0,1.0,22.0,13038.0,74.0,0.0,1.0,4908.0,60.0,17300.0,0.0,0.0,0.0,2.0,16905.0,8481.0,46.7,0.0,0.0,130.0,165.0,21.0,21.0,3.0,21.0,,22.0,2.0,0.0,3.0,4.0,3.0,11.0,5.0,5.0,17.0,4.0,7.0,0.0,0.0,0.0,0.0,92.0,0.0,0.0,0.0,146192.0,20915.0,15900.0,17742.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90551415,,7600.0,7600.0,7600.0, 36 months,11.49,250.59,B,B5,Management consultant II,< 1 year,RENT,105000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90551415,,debt_consolidation,Debt consolidation,208xx,MD,14.45,0.0,Nov-1995,660.0,664.0,0.0,,74.0,17.0,1.0,16098.0,47.9,31.0,w,1688.48,1688.48,7286.47,7286.47,5911.52,1374.95,0.0,0.0,0.0,Mar-2019,250.59,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,32627.0,2.0,2.0,1.0,2.0,8.0,16529.0,79.0,2.0,3.0,7440.0,60.0,33600.0,0.0,0.0,0.0,5.0,2175.0,3285.0,76.9,0.0,0.0,153.0,250.0,4.0,4.0,1.0,4.0,,,,0.0,3.0,10.0,4.0,10.0,5.0,14.0,24.0,10.0,15.0,0.0,0.0,0.0,3.0,100.0,50.0,1.0,0.0,54600.0,32627.0,14200.0,21000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695244,,40000.0,40000.0,40000.0, 36 months,9.49,1281.14,B,B2,Police Sergeant ,8 years,MORTGAGE,180000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695244,,credit_card,Credit card refinancing,060xx,CT,17.01,0.0,Sep-1988,685.0,689.0,1.0,43.0,62.0,17.0,1.0,53085.0,84.1,34.0,w,0.0,0.0,44725.8394465427,44725.84,40000.0,4725.84,0.0,0.0,0.0,May-2018,21686.41,,May-2018,689.0,685.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,423937.0,0.0,3.0,0.0,2.0,19.0,39089.0,59.0,2.0,7.0,6307.0,71.0,63100.0,1.0,5.0,3.0,9.0,26496.0,7086.0,78.7,0.0,0.0,150.0,336.0,12.0,12.0,3.0,12.0,43.0,4.0,43.0,1.0,7.0,10.0,9.0,13.0,10.0,13.0,21.0,10.0,17.0,0.0,0.0,0.0,2.0,90.9,62.5,0.0,1.0,497221.0,92174.0,33200.0,66121.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90723112,,5000.0,5000.0,5000.0, 36 months,6.99,154.37,A,A2,coo,10+ years,MORTGAGE,78000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90723112,,credit_card,Credit card refinancing,325xx,FL,22.18,1.0,Jan-2002,725.0,729.0,0.0,3.0,,9.0,0.0,3311.0,17.2,20.0,w,0.0,0.0,5495.8387454044005,5495.84,5000.0,495.84,0.0,0.0,0.0,Oct-2018,1947.27,,Oct-2018,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,191357.0,0.0,3.0,0.0,2.0,15.0,27194.0,59.0,0.0,0.0,2314.0,47.0,19200.0,0.0,1.0,0.0,2.0,21262.0,12586.0,15.5,0.0,0.0,136.0,176.0,106.0,15.0,2.0,133.0,,,3.0,0.0,1.0,3.0,3.0,3.0,9.0,5.0,9.0,3.0,9.0,0.0,0.0,0.0,0.0,95.0,0.0,0.0,0.0,226288.0,30505.0,14900.0,46088.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695639,,35000.0,35000.0,35000.0, 36 months,8.99,1112.83,B,B1,Consultant,< 1 year,RENT,176800.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695639,,debt_consolidation,Debt consolidation,553xx,MN,2.47,0.0,Oct-1994,710.0,714.0,1.0,,94.0,6.0,1.0,6818.0,50.9,28.0,w,0.0,0.0,9740.64,9740.64,4080.88,1465.79,55.64,4138.33,744.8994,Apr-2017,1168.47,,Sep-2017,589.0,585.0,0.0,,1.0,Individual,,,,0.0,0.0,319705.0,0.0,1.0,0.0,0.0,42.0,9727.0,43.0,1.0,3.0,4335.0,46.0,13400.0,3.0,2.0,4.0,3.0,53284.0,65.0,98.5,0.0,0.0,188.0,263.0,7.0,7.0,3.0,20.0,,0.0,,0.0,1.0,3.0,1.0,7.0,11.0,4.0,14.0,3.0,6.0,0.0,0.0,0.0,1.0,100.0,100.0,1.0,0.0,368955.0,16545.0,4400.0,22912.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90408170,,18000.0,18000.0,18000.0, 36 months,14.49,619.49,C,C4,DevOps Engineer,< 1 year,RENT,80000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90408170,,debt_consolidation,Debt consolidation,805xx,CO,10.67,0.0,Jan-2010,660.0,664.0,0.0,,,9.0,0.0,17553.0,81.6,21.0,f,0.0,0.0,21865.3171739578,21865.32,18000.0,3865.32,0.0,0.0,0.0,Oct-2018,7537.36,,Oct-2018,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,23402.0,0.0,1.0,1.0,3.0,12.0,5849.0,73.0,1.0,4.0,4843.0,79.0,21500.0,0.0,0.0,1.0,7.0,2600.0,1692.0,89.6,0.0,0.0,72.0,80.0,9.0,9.0,0.0,17.0,,7.0,,0.0,5.0,6.0,5.0,8.0,10.0,8.0,11.0,6.0,9.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,29500.0,23402.0,16200.0,8000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90571171,,7200.0,7200.0,7200.0, 36 months,10.99,235.69,B,B4,receptionist,< 1 year,MORTGAGE,12000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90571171,,home_improvement,Home improvement,085xx,NJ,65.4,0.0,Jul-1991,685.0,689.0,0.0,,83.0,6.0,1.0,11937.0,97.8,10.0,w,1590.8,1590.8,6830.61,6830.61,5609.2,1221.41,0.0,0.0,0.0,Mar-2019,235.69,Apr-2019,Mar-2019,654.0,650.0,0.0,,1.0,Joint App,109000.0,11.97,Not Verified,0.0,0.0,70965.0,0.0,2.0,2.0,2.0,11.0,9827.0,88.0,0.0,1.0,8162.0,93.0,12200.0,0.0,0.0,0.0,3.0,11828.0,263.0,97.8,0.0,0.0,138.0,302.0,14.0,11.0,1.0,14.0,,13.0,,0.0,3.0,3.0,3.0,4.0,3.0,3.0,6.0,3.0,6.0,0.0,0.0,0.0,2.0,100.0,100.0,1.0,0.0,271725.0,21764.0,12200.0,11150.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90471680,,20000.0,20000.0,20000.0, 36 months,9.49,640.57,B,B2,procurement analyst,10+ years,MORTGAGE,72000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90471680,,credit_card,Credit card refinancing,110xx,NY,11.07,3.0,Oct-1989,660.0,664.0,0.0,22.0,,17.0,0.0,16731.0,48.8,32.0,w,4346.99,4346.99,18591.08,18591.08,15653.01,2938.07,0.0,0.0,0.0,Mar-2019,640.57,Apr-2019,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,1052.0,208250.0,1.0,0.0,0.0,0.0,,0.0,,4.0,5.0,6269.0,49.0,34300.0,2.0,0.0,2.0,6.0,13883.0,10698.0,53.9,0.0,0.0,,323.0,4.0,4.0,2.0,4.0,22.0,7.0,22.0,0.0,4.0,10.0,8.0,14.0,0.0,16.0,30.0,10.0,17.0,0.0,0.0,0.0,4.0,62.5,42.9,0.0,0.0,233300.0,16731.0,23200.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90591807,,7200.0,7200.0,7200.0, 36 months,11.49,237.4,B,B5,Property manager,10+ years,MORTGAGE,51000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90591807,,debt_consolidation,Debt consolidation,952xx,CA,13.22,1.0,Dec-1988,700.0,704.0,0.0,21.0,63.0,14.0,1.0,5537.0,21.3,25.0,w,0.0,0.0,8476.6697040734,8476.67,7200.0,1276.67,0.0,0.0,0.0,Feb-2019,2069.23,,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,9171.0,0.0,1.0,0.0,0.0,27.0,3634.0,46.0,1.0,7.0,1527.0,27.0,26000.0,0.0,10.0,5.0,7.0,655.0,5245.0,25.1,0.0,0.0,333.0,333.0,7.0,7.0,0.0,7.0,,3.0,21.0,0.0,3.0,8.0,3.0,3.0,9.0,13.0,16.0,8.0,14.0,0.0,0.0,0.0,1.0,96.0,0.0,1.0,0.0,33953.0,9171.0,7000.0,7953.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89998166,,8000.0,8000.0,8000.0, 36 months,10.49,259.99,B,B3,Outside Sales Representative,2 years,MORTGAGE,55000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89998166,,debt_consolidation,Debt consolidation,300xx,GA,23.06,0.0,Mar-1984,730.0,734.0,0.0,,,7.0,0.0,24000.0,99.2,18.0,w,0.0,0.0,8273.4733115286,8273.47,8000.0,273.47,0.0,0.0,0.0,Feb-2017,7498.16,,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,143624.0,0.0,2.0,0.0,2.0,13.0,19800.0,56.0,0.0,0.0,17839.0,75.0,24200.0,1.0,0.0,0.0,3.0,20518.0,200.0,99.2,0.0,0.0,139.0,188.0,25.0,13.0,6.0,25.0,,18.0,,0.0,2.0,2.0,2.0,4.0,6.0,2.0,5.0,2.0,7.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,179179.0,51893.0,24200.0,35665.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90671775,,12000.0,12000.0,12000.0, 36 months,6.99,370.48,A,A2,Staff Accountant,2 years,RENT,55000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671775,,credit_card,Credit card refinancing,816xx,CO,13.88,0.0,Oct-2006,750.0,754.0,0.0,,,7.0,0.0,11085.0,32.0,12.0,w,2177.89,2177.89,11080.2,11080.2,9822.11,1258.09,0.0,0.0,0.0,Mar-2019,370.48,Apr-2019,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,17674.0,0.0,1.0,0.0,0.0,29.0,6589.0,43.0,2.0,3.0,8259.0,35.0,34600.0,0.0,1.0,0.0,3.0,2525.0,14308.0,40.4,0.0,0.0,29.0,119.0,11.0,11.0,0.0,11.0,,,,0.0,3.0,4.0,4.0,7.0,1.0,6.0,11.0,4.0,7.0,0.0,0.0,0.0,2.0,100.0,25.0,0.0,0.0,49857.0,17674.0,24000.0,15257.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90581629,,18000.0,18000.0,18000.0, 36 months,14.49,619.49,C,C4,Rate/Financial Analyst I,3 years,MORTGAGE,67752.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90581629,,debt_consolidation,Debt consolidation,800xx,CO,20.81,0.0,Nov-2000,675.0,679.0,2.0,56.0,,22.0,0.0,36558.0,55.7,41.0,w,0.0,0.0,19563.282904376,19563.28,18000.0,1563.28,0.0,0.0,0.0,Jun-2017,15263.07,,May-2018,714.0,710.0,0.0,56.0,1.0,Individual,,,,0.0,0.0,140553.0,2.0,4.0,1.0,1.0,4.0,103995.0,114.0,2.0,9.0,7480.0,67.0,65600.0,1.0,0.0,6.0,10.0,6389.0,13588.0,69.1,0.0,0.0,134.0,132.0,4.0,4.0,2.0,4.0,,0.0,,1.0,10.0,15.0,10.0,12.0,16.0,18.0,23.0,15.0,22.0,0.0,0.0,0.0,3.0,94.9,30.0,0.0,0.0,154790.0,140553.0,44000.0,89190.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90681696,,12000.0,12000.0,12000.0, 60 months,14.49,282.28,C,C4,Facilities manager,10+ years,OWN,122000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90681696,,credit_card,Credit card refinancing,014xx,MA,7.46,0.0,Aug-2002,670.0,674.0,2.0,,52.0,5.0,3.0,5304.0,45.3,21.0,f,0.0,0.0,13628.9085752992,13628.91,12000.0,1628.91,0.0,0.0,0.0,Oct-2017,9933.49,,Mar-2019,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,23969.0,0.0,2.0,2.0,2.0,7.0,18665.0,83.0,0.0,2.0,4733.0,70.0,11700.0,1.0,1.0,5.0,4.0,4794.0,4467.0,51.4,0.0,0.0,94.0,169.0,22.0,7.0,2.0,22.0,,0.0,,0.0,1.0,2.0,2.0,14.0,3.0,3.0,16.0,2.0,5.0,0.0,0.0,0.0,2.0,100.0,0.0,3.0,0.0,34312.0,23969.0,9200.0,22612.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90581679,,5000.0,5000.0,5000.0, 36 months,16.99,178.24,D,D1,,,MORTGAGE,55000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90581679,,other,Other,532xx,WI,4.41,0.0,May-1999,720.0,724.0,2.0,,,5.0,0.0,106819.0,25.3,10.0,f,0.0,0.0,6227.3768624715,6227.38,5000.0,1227.38,0.0,0.0,0.0,Oct-2018,2132.58,,Mar-2019,644.0,640.0,0.0,,1.0,Individual,,,,0.0,0.0,107080.0,1.0,0.0,0.0,0.0,106.0,0.0,,2.0,2.0,5364.0,26.0,126500.0,0.0,1.0,3.0,3.0,21416.0,19798.0,25.3,0.0,0.0,158.0,208.0,1.0,1.0,0.0,1.0,,0.0,,0.0,2.0,3.0,3.0,3.0,5.0,4.0,4.0,3.0,5.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,126761.0,107080.0,26500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90294161,,36000.0,36000.0,36000.0, 36 months,11.49,1186.97,B,B5,C.O.O.,4 years,RENT,350000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90294161,,other,Other,852xx,AZ,7.63,1.0,Apr-1987,685.0,689.0,0.0,4.0,,5.0,0.0,43162.0,63.7,9.0,w,7999.29,7999.29,34399.15,34399.15,28000.71,6398.44,0.0,0.0,0.0,Mar-2019,1186.97,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,59649.0,0.0,2.0,0.0,0.0,51.0,16487.0,,0.0,1.0,24506.0,64.0,57300.0,0.0,0.0,0.0,1.0,11930.0,14138.0,63.7,0.0,0.0,121.0,353.0,13.0,13.0,1.0,13.0,,,,0.0,3.0,3.0,3.0,3.0,5.0,3.0,3.0,3.0,5.0,0.0,0.0,0.0,0.0,77.8,33.3,0.0,0.0,134571.0,59649.0,57300.0,77271.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89794656,,22500.0,22500.0,22500.0, 36 months,16.99,802.08,D,D1,RFP Team Lead,< 1 year,MORTGAGE,85000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89794656,,home_improvement,Debt consolidation,441xx,OH,27.84,0.0,Aug-2002,675.0,679.0,1.0,58.0,87.0,32.0,1.0,28344.0,69.1,46.0,w,0.0,0.0,25283.3493538164,25283.35,22500.0,2783.35,0.0,0.0,0.0,Jul-2017,18245.16,,Mar-2019,684.0,680.0,0.0,58.0,1.0,Individual,,,,0.0,0.0,292420.0,0.0,14.0,0.0,3.0,15.0,86300.0,90.0,3.0,10.0,7936.0,84.0,41000.0,1.0,0.0,2.0,13.0,9138.0,731.0,96.1,0.0,0.0,169.0,153.0,11.0,11.0,2.0,12.0,,6.0,,1.0,6.0,15.0,6.0,10.0,23.0,17.0,21.0,15.0,32.0,0.0,0.0,0.0,3.0,97.8,100.0,1.0,0.0,328877.0,114644.0,18600.0,95919.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88848117,,35000.0,35000.0,35000.0, 60 months,9.49,734.9,B,B2,president,10+ years,MORTGAGE,260000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88848117,,debt_consolidation,Debt consolidation,223xx,VA,13.55,0.0,Mar-2006,715.0,719.0,0.0,,78.0,11.0,2.0,23255.0,46.5,24.0,w,20140.55,20140.55,21293.65,21293.65,14859.45,6434.2,0.0,0.0,0.0,Mar-2019,734.9,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,536290.0,0.0,5.0,1.0,3.0,8.0,69664.0,66.0,0.0,0.0,13773.0,59.0,50000.0,0.0,0.0,0.0,4.0,48754.0,26745.0,46.5,0.0,0.0,109.0,126.0,26.0,8.0,3.0,26.0,,,,0.0,4.0,4.0,4.0,7.0,12.0,4.0,9.0,4.0,11.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,2.0,667118.0,92919.0,50000.0,118318.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90186220,,27600.0,27600.0,27600.0, 36 months,10.99,903.46,B,B4,Public Relations Specialist,10+ years,MORTGAGE,97000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90186220,,debt_consolidation,Debt consolidation,921xx,CA,27.61,0.0,Jul-1995,670.0,674.0,2.0,,60.0,14.0,1.0,16077.0,55.1,32.0,w,0.0,0.0,19256.21,19256.21,12500.63,2420.58,0.0,4335.0,780.3,Sep-2017,903.46,,Mar-2019,639.0,635.0,0.0,,1.0,Individual,,,,0.0,0.0,105090.0,2.0,10.0,1.0,2.0,2.0,89013.0,73.0,1.0,1.0,8384.0,70.0,29200.0,1.0,2.0,4.0,3.0,7506.0,3030.0,82.7,0.0,0.0,135.0,254.0,2.0,2.0,1.0,36.0,,1.0,,0.0,2.0,3.0,2.0,8.0,11.0,4.0,20.0,3.0,14.0,0.0,0.0,0.0,2.0,100.0,100.0,1.0,0.0,150406.0,105090.0,17500.0,121206.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Feb-2018,ACTIVE,Feb-2018,7127.0,45.01,18.0
+90694713,,35000.0,35000.0,35000.0, 36 months,18.99,1282.79,D,D3,Federal Officer,10+ years,RENT,105000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90694713,,debt_consolidation,Debt consolidation,603xx,IL,16.21,0.0,Dec-2006,690.0,694.0,0.0,,,13.0,0.0,32103.0,87.2,25.0,w,11083.6,11083.6,34694.37,34694.37,23916.4,10777.97,0.0,0.0,0.0,Mar-2019,1282.79,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,190994.0,0.0,1.0,0.0,0.0,31.0,14899.0,49.0,2.0,4.0,4904.0,70.0,36800.0,0.0,0.0,2.0,4.0,15916.0,591.0,94.6,0.0,0.0,106.0,117.0,7.0,7.0,1.0,13.0,,0.0,,0.0,5.0,10.0,5.0,7.0,7.0,10.0,15.0,10.0,13.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,234795.0,47002.0,10900.0,30254.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89937086,,30000.0,30000.0,30000.0, 36 months,8.99,953.86,B,B1,Ticket agent,3 years,MORTGAGE,100000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89937086,,debt_consolidation,Debt consolidation,025xx,AK,14.5,0.0,Jan-1989,685.0,689.0,0.0,65.0,73.0,12.0,1.0,13276.0,39.6,16.0,w,0.0,0.0,31429.3626424638,31429.36,30000.0,1429.36,0.0,0.0,0.0,Apr-2017,26675.04,,Mar-2019,739.0,735.0,0.0,65.0,1.0,Individual,,,,0.0,0.0,158083.0,2.0,2.0,0.0,2.0,13.0,33086.0,72.0,2.0,4.0,9188.0,57.0,33500.0,1.0,2.0,1.0,6.0,13174.0,6624.0,66.7,0.0,0.0,147.0,332.0,0.0,0.0,1.0,16.0,,12.0,,1.0,5.0,5.0,5.0,5.0,4.0,8.0,10.0,5.0,12.0,0.0,0.0,0.0,2.0,87.5,20.0,0.0,0.0,232084.0,46861.0,19900.0,46129.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90191049,,3050.0,3050.0,3050.0, 36 months,14.49,104.97,C,C4,Management Analyst,10+ years,MORTGAGE,110000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90191049,,major_purchase,Major purchase,200xx,DC,5.86,0.0,May-2004,665.0,669.0,0.0,35.0,,11.0,0.0,17776.0,62.6,21.0,w,0.0,0.0,3675.7317791114,3675.73,3050.0,625.73,0.0,0.0,0.0,Sep-2018,1363.12,,Mar-2019,714.0,710.0,0.0,35.0,1.0,Individual,,,,0.0,0.0,19615.0,2.0,1.0,1.0,1.0,9.0,1839.0,86.0,2.0,5.0,7891.0,64.0,28400.0,0.0,1.0,2.0,7.0,1783.0,1324.0,93.1,0.0,0.0,112.0,148.0,2.0,2.0,1.0,2.0,35.0,4.0,35.0,0.0,6.0,6.0,6.0,11.0,4.0,10.0,16.0,6.0,11.0,0.0,0.0,0.0,3.0,95.2,83.3,0.0,0.0,30550.0,19615.0,19100.0,2150.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90221239,,15000.0,15000.0,15000.0, 60 months,9.49,314.96,B,B2,Admin Analyst,10+ years,OWN,95500.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90221239,,debt_consolidation,Debt consolidation,305xx,GA,26.63,0.0,Apr-1982,705.0,709.0,0.0,48.0,,36.0,0.0,55130.0,45.4,56.0,w,8628.63,8628.63,9157.56,9157.56,6371.37,2786.19,0.0,0.0,0.0,Mar-2019,314.96,Apr-2019,Mar-2019,764.0,760.0,0.0,,1.0,Individual,,,,0.0,0.0,180258.0,2.0,4.0,1.0,1.0,3.0,61182.0,76.0,2.0,4.0,11138.0,51.0,121417.0,1.0,5.0,0.0,6.0,5462.0,32544.0,59.2,0.0,0.0,123.0,413.0,3.0,3.0,3.0,3.0,,23.0,,0.0,13.0,21.0,14.0,20.0,12.0,31.0,41.0,21.0,36.0,0.0,0.0,0.0,3.0,96.4,28.6,0.0,0.0,264142.0,116312.0,79800.0,67725.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90694883,,5000.0,5000.0,5000.0, 36 months,8.59,158.05,A,A5,CRO,10+ years,OWN,130000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90694883,,major_purchase,Major purchase,302xx,GA,14.02,1.0,Nov-1993,720.0,724.0,0.0,19.0,37.0,11.0,1.0,14997.0,37.4,20.0,w,1075.2,1075.2,4581.06,4581.06,3924.8,656.26,0.0,0.0,0.0,Mar-2019,158.05,Apr-2019,Mar-2019,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,298704.0,2.0,3.0,2.0,2.0,1.0,37683.0,87.0,0.0,2.0,6588.0,63.0,40100.0,0.0,12.0,0.0,5.0,27155.0,5437.0,60.9,0.0,0.0,140.0,274.0,24.0,1.0,1.0,24.0,19.0,,19.0,0.0,3.0,6.0,3.0,4.0,10.0,7.0,9.0,6.0,11.0,0.0,0.0,0.0,2.0,90.0,0.0,0.0,1.0,338623.0,52680.0,13900.0,43148.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90309474,,20000.0,20000.0,20000.0, 36 months,8.99,635.91,B,B1,EVP,8 years,RENT,102000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90309474,,credit_card,Credit card refinancing,750xx,TX,14.31,0.0,Apr-2006,665.0,669.0,0.0,54.0,,21.0,0.0,29008.0,50.4,36.0,w,0.0,0.0,22453.06,22453.06,20000.0,2453.06,0.0,0.0,0.0,Jul-2018,9679.93,,Mar-2019,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,34016.0,1.0,1.0,0.0,1.0,22.0,5008.0,76.0,4.0,8.0,2759.0,53.0,57500.0,0.0,0.0,2.0,9.0,1620.0,20704.0,49.1,0.0,0.0,80.0,125.0,6.0,6.0,0.0,6.0,54.0,8.0,54.0,0.0,15.0,19.0,15.0,22.0,6.0,20.0,30.0,19.0,21.0,0.0,0.0,0.0,4.0,97.2,6.7,0.0,0.0,64100.0,34016.0,40700.0,6600.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89904727,,24000.0,24000.0,24000.0, 60 months,12.79,543.5,C,C1,Sr. Executive IT Recruiter,2 years,MORTGAGE,114000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89904727,,debt_consolidation,Debt consolidation,064xx,CT,25.13,0.0,Sep-1987,705.0,709.0,1.0,64.0,59.0,24.0,1.0,22686.0,48.6,41.0,w,0.0,0.0,10309.45,10309.45,6022.49,4286.96,0.0,0.0,0.0,May-2018,543.5,,Dec-2018,524.0,520.0,0.0,,1.0,Individual,,,,0.0,0.0,331117.0,1.0,10.0,3.0,8.0,4.0,90268.0,84.0,1.0,2.0,3349.0,74.0,46700.0,2.0,9.0,1.0,10.0,13797.0,5300.0,66.5,0.0,0.0,119.0,348.0,9.0,4.0,3.0,25.0,64.0,5.0,64.0,0.0,5.0,13.0,5.0,7.0,16.0,13.0,22.0,13.0,24.0,0.0,0.0,0.0,4.0,97.6,40.0,0.0,0.0,417648.0,112954.0,15800.0,106948.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89908987,,7000.0,7000.0,7000.0, 36 months,12.79,235.16,C,C1,Correctional Officer,5 years,MORTGAGE,84000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89908987,,vacation,Vacation,957xx,CA,1.16,0.0,Nov-1992,665.0,669.0,3.0,47.0,50.0,7.0,1.0,4267.0,14.3,40.0,w,0.0,0.0,7280.8089123525,7280.81,7000.0,280.81,0.0,0.0,0.0,Jan-2017,6815.46,,Feb-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,4267.0,1.0,0.0,2.0,4.0,7.0,0.0,,1.0,6.0,2626.0,14.0,29900.0,1.0,3.0,6.0,10.0,610.0,13233.0,24.4,0.0,0.0,140.0,286.0,1.0,1.0,2.0,18.0,,0.0,,0.0,3.0,3.0,3.0,15.0,12.0,7.0,26.0,3.0,7.0,0.0,0.0,0.0,3.0,96.9,0.0,1.0,0.0,29900.0,4267.0,17500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90692802,,11200.0,11200.0,11200.0, 36 months,10.49,363.98,B,B3,Warehouse Manager,7 years,MORTGAGE,65000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90692802,,debt_consolidation,Debt consolidation,972xx,OR,10.76,0.0,Dec-2004,715.0,719.0,2.0,37.0,,12.0,0.0,7721.0,18.8,17.0,w,2056.68,2056.68,10876.95,10876.95,9143.32,1733.63,0.0,0.0,0.0,Mar-2019,363.98,Apr-2019,Mar-2019,759.0,755.0,0.0,,1.0,Joint App,107000.0,8.85,Not Verified,0.0,0.0,36717.0,2.0,1.0,1.0,1.0,3.0,28996.0,98.0,1.0,5.0,3373.0,52.0,41100.0,0.0,2.0,3.0,6.0,3338.0,13169.0,28.8,0.0,0.0,141.0,122.0,3.0,3.0,0.0,15.0,,3.0,,0.0,2.0,4.0,5.0,5.0,5.0,11.0,12.0,4.0,12.0,0.0,0.0,0.0,2.0,94.1,0.0,0.0,0.0,70689.0,36717.0,18500.0,29589.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90382341,,15000.0,15000.0,15000.0, 36 months,11.49,494.57,B,B5,owner,10+ years,MORTGAGE,145000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90382341,,home_improvement,Home improvement,275xx,NC,16.99,0.0,Jan-2001,710.0,714.0,3.0,45.0,66.0,13.0,2.0,11880.0,36.4,31.0,w,0.0,0.0,17034.321151108998,17034.32,15000.0,2034.32,0.0,0.0,0.0,Mar-2018,9130.78,,Jul-2018,694.0,690.0,0.0,78.0,1.0,Individual,,,,0.0,0.0,96005.0,5.0,4.0,1.0,3.0,3.0,80809.0,83.0,4.0,10.0,6243.0,66.0,32600.0,7.0,1.0,8.0,15.0,7385.0,11570.0,47.4,0.0,0.0,123.0,188.0,3.0,2.0,3.0,4.0,77.0,1.0,45.0,1.0,4.0,5.0,5.0,10.0,10.0,8.0,17.0,5.0,13.0,0.0,0.0,0.0,6.0,96.3,20.0,0.0,2.0,125410.0,96005.0,22000.0,89494.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90151774,,7200.0,7200.0,7200.0, 36 months,13.99,246.05,C,C3,Accounts Receivable Associate,< 1 year,RENT,55000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90151774,,debt_consolidation,Debt consolidation,300xx,GA,21.27,1.0,Apr-2000,660.0,664.0,0.0,4.0,,20.0,0.0,4688.0,34.5,26.0,w,1644.52,1644.52,7149.43,7149.43,5555.48,1593.95,0.0,0.0,0.0,Mar-2019,246.05,Apr-2019,Mar-2019,699.0,695.0,0.0,4.0,1.0,Individual,,,,0.0,1928.0,73218.0,0.0,14.0,0.0,2.0,24.0,68530.0,109.0,2.0,4.0,2380.0,96.0,13600.0,1.0,1.0,3.0,6.0,3661.0,6843.0,35.4,0.0,0.0,197.0,65.0,9.0,9.0,0.0,9.0,,0.0,,0.0,4.0,6.0,4.0,4.0,20.0,6.0,6.0,6.0,20.0,0.0,0.0,1.0,2.0,92.0,0.0,0.0,0.0,76556.0,73218.0,10600.0,62956.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695823,,7000.0,7000.0,7000.0, 36 months,13.49,237.52,C,C2,loan officer,3 years,OWN,175000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695823,,debt_consolidation,Debt consolidation,917xx,CA,5.54,0.0,Jan-2004,700.0,704.0,1.0,27.0,46.0,9.0,1.0,2320.0,27.0,13.0,w,0.0,0.0,7322.2797501793,7322.28,7000.0,322.28,0.0,0.0,0.0,Mar-2017,3377.45,,Mar-2017,729.0,725.0,0.0,48.0,1.0,Individual,,,,0.0,0.0,28546.0,1.0,2.0,2.0,3.0,7.0,26226.0,89.0,5.0,7.0,2285.0,75.0,8600.0,4.0,0.0,4.0,10.0,3172.0,4680.0,33.1,0.0,0.0,152.0,22.0,6.0,6.0,0.0,6.0,,4.0,,1.0,2.0,2.0,5.0,5.0,5.0,7.0,7.0,2.0,9.0,0.0,0.0,0.0,7.0,100.0,0.0,0.0,1.0,38228.0,28546.0,7000.0,29628.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90611115,,16000.0,16000.0,16000.0, 36 months,6.99,493.97,A,A2,Violation Removal Specialist,4 years,MORTGAGE,115000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90611115,,home_improvement,Home improvement,115xx,NY,9.73,1.0,Mar-1991,720.0,724.0,1.0,13.0,,9.0,0.0,25036.0,55.0,22.0,w,3378.24,3378.24,14318.92,14318.92,12621.76,1697.16,0.0,0.0,0.0,Mar-2019,493.97,Apr-2019,Mar-2019,724.0,720.0,0.0,39.0,1.0,Individual,,,,0.0,0.0,333616.0,1.0,1.0,0.0,0.0,46.0,6565.0,26.0,1.0,2.0,12128.0,45.0,45500.0,0.0,3.0,1.0,3.0,47659.0,16487.0,54.8,0.0,0.0,166.0,305.0,2.0,2.0,1.0,2.0,13.0,2.0,13.0,1.0,3.0,5.0,3.0,7.0,6.0,7.0,13.0,5.0,8.0,0.0,0.0,0.0,1.0,90.9,33.3,0.0,0.0,379500.0,31601.0,36500.0,25000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90631543,,10000.0,10000.0,10000.0, 60 months,17.99,253.88,D,D2,Maintenance Supervisor,10+ years,MORTGAGE,38000.0,Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90631543,,debt_consolidation,Debt consolidation,657xx,MO,19.87,0.0,Dec-2005,660.0,664.0,1.0,,30.0,8.0,1.0,5310.0,60.3,62.0,f,7314.09,7314.09,5929.66,5929.66,2685.91,3228.75,15.0,0.0,0.0,Dec-2018,109.66,Apr-2019,Mar-2019,599.0,595.0,0.0,,1.0,Individual,,,,0.0,0.0,16904.0,2.0,3.0,7.0,11.0,3.0,11594.0,86.0,0.0,3.0,2449.0,76.0,8800.0,6.0,1.0,5.0,14.0,2113.0,1613.0,74.4,0.0,0.0,129.0,111.0,17.0,3.0,0.0,26.0,,0.0,,0.0,2.0,3.0,2.0,3.0,53.0,5.0,9.0,3.0,8.0,0.0,0.0,0.0,7.0,100.0,50.0,1.0,0.0,22311.0,16904.0,6300.0,13511.0,,,,,,,,,,,,,,N,INTEREST ONLY-3 MONTHS DEFERRAL,INCOME_CURTAILMENT,COMPLETED,3.0,109.66,Oct-2018,Dec-2018,Oct-2018,3.0,17.0,Late (16-30 days),328.98,7500.88,193.1,Cash,N,,,,,,
+90693549,,35000.0,35000.0,35000.0, 60 months,13.49,805.17,C,C2,special education teacher,10+ years,MORTGAGE,68840.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693549,,debt_consolidation,Debt consolidation,149xx,NY,15.1,0.0,Jan-1996,760.0,764.0,2.0,,,20.0,0.0,17892.0,18.9,54.0,w,20976.43,20976.43,23387.78,23387.78,14023.57,9364.21,0.0,0.0,0.0,Mar-2019,805.17,Apr-2019,Mar-2019,799.0,795.0,0.0,,1.0,Joint App,143840.0,27.57,Not Verified,0.0,0.0,110241.0,1.0,1.0,0.0,1.0,23.0,7436.0,24.0,3.0,5.0,2797.0,20.0,94800.0,1.0,6.0,3.0,6.0,5802.0,66263.0,16.4,0.0,0.0,248.0,237.0,5.0,5.0,1.0,13.0,,3.0,,0.0,7.0,11.0,10.0,19.0,10.0,18.0,42.0,11.0,20.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,220160.0,25328.0,79300.0,30776.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90230865,,40000.0,40000.0,40000.0, 60 months,13.99,930.53,C,C3,Branch Manager,10+ years,RENT,135000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90230865,,debt_consolidation,Debt consolidation,907xx,CA,12.36,0.0,May-1987,685.0,689.0,2.0,50.0,,9.0,0.0,49160.0,78.9,17.0,w,0.0,0.0,45947.3371489293,45947.34,40000.0,5947.34,0.0,0.0,0.0,Nov-2017,34780.99,,Dec-2018,699.0,695.0,0.0,50.0,1.0,Individual,,,,0.0,0.0,61350.0,0.0,1.0,0.0,1.0,18.0,12190.0,75.0,0.0,0.0,9930.0,78.0,62300.0,1.0,4.0,2.0,1.0,6817.0,5370.0,64.9,0.0,0.0,119.0,352.0,103.0,18.0,1.0,103.0,,0.0,50.0,3.0,1.0,3.0,4.0,4.0,3.0,8.0,13.0,3.0,9.0,0.0,0.0,0.0,0.0,82.4,25.0,0.0,0.0,78600.0,61350.0,15300.0,16300.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695897,,5000.0,5000.0,5000.0, 36 months,10.99,163.67,B,B4,Smg,4 years,MORTGAGE,92000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695897,,vacation,Vacation,070xx,NJ,10.37,1.0,Jul-2002,660.0,664.0,2.0,1.0,,13.0,0.0,9169.0,32.5,31.0,w,0.0,0.0,5009.4,5009.4,5000.0,9.4,0.0,0.0,0.0,Oct-2016,5012.45,,Sep-2016,664.0,660.0,0.0,1.0,1.0,Individual,,,,1.0,0.0,458370.0,0.0,1.0,0.0,0.0,44.0,8825.0,32.0,1.0,4.0,2638.0,32.0,28200.0,1.0,0.0,3.0,4.0,35259.0,14554.0,37.3,0.0,65000.0,130.0,170.0,8.0,8.0,3.0,8.0,,1.0,24.0,2.0,7.0,8.0,7.0,16.0,2.0,10.0,25.0,8.0,12.0,1.0,0.0,1.0,1.0,90.3,0.0,0.0,0.0,532463.0,17994.0,23200.0,27863.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88819393,,40000.0,40000.0,40000.0, 36 months,14.49,1376.65,C,C4,Operations Lead,< 1 year,MORTGAGE,90000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88819393,,home_improvement,Home improvement,950xx,CA,15.32,0.0,Feb-2009,700.0,704.0,0.0,,,9.0,0.0,37418.0,78.8,17.0,w,0.0,0.0,42923.3179803194,42923.32,40000.0,2923.32,0.0,0.0,0.0,Apr-2017,36072.27,,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,467324.0,0.0,1.0,0.0,0.0,30.0,10657.0,57.0,0.0,10.0,10271.0,73.0,47500.0,0.0,0.0,0.0,10.0,51925.0,10082.0,78.8,0.0,0.0,45.0,91.0,18.0,18.0,3.0,18.0,,18.0,,0.0,7.0,7.0,7.0,12.0,2.0,7.0,12.0,7.0,9.0,0.0,0.0,0.0,0.0,100.0,85.7,0.0,0.0,522080.0,48075.0,47500.0,18580.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90404084,,35000.0,35000.0,35000.0, 60 months,17.99,888.58,D,D2,Upkeep,10+ years,MORTGAGE,110000.0,Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90404084,,debt_consolidation,Debt consolidation,630xx,MO,7.15,0.0,May-2002,670.0,674.0,0.0,75.0,,4.0,0.0,0.0,,11.0,w,23871.26,23871.26,24221.72,24221.72,11128.74,12959.69,133.29,0.0,0.0,Mar-2019,933.01,Apr-2019,Mar-2019,749.0,745.0,0.0,79.0,1.0,Joint App,138000.0,12.35,Not Verified,0.0,0.0,95783.0,0.0,2.0,0.0,0.0,32.0,30903.0,64.0,0.0,0.0,0.0,64.0,0.0,0.0,1.0,1.0,0.0,31928.0,,,0.0,0.0,172.0,82.0,52.0,32.0,4.0,,,2.0,,1.0,0.0,0.0,0.0,0.0,5.0,1.0,2.0,0.0,4.0,0.0,0.0,0.0,0.0,90.9,,0.0,0.0,124470.0,30903.0,0.0,48314.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89078807,,14025.0,14025.0,14025.0, 60 months,26.99,428.18,F,F3,Quality Control,3 years,MORTGAGE,39000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89078807,,debt_consolidation,Debt consolidation,310xx,GA,20.03,0.0,Mar-2007,675.0,679.0,0.0,,6.0,8.0,1.0,10209.0,71.4,20.0,f,9483.65,9483.65,12364.65,12364.65,4541.35,7823.3,0.0,0.0,0.0,Mar-2019,428.18,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,26394.0,0.0,2.0,1.0,3.0,12.0,16185.0,79.0,1.0,2.0,5122.0,76.0,14300.0,5.0,0.0,2.0,5.0,3299.0,1163.0,88.4,0.0,0.0,114.0,107.0,7.0,7.0,0.0,7.0,,3.0,,0.0,2.0,3.0,3.0,3.0,11.0,6.0,9.0,3.0,8.0,0.0,0.0,0.0,2.0,100.0,66.7,0.0,1.0,34848.0,26394.0,10000.0,20548.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90290489,,17000.0,17000.0,17000.0, 60 months,26.99,519.0,F,F3,Business developmental manager,3 years,MORTGAGE,80000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90290489,,debt_consolidation,Debt consolidation,350xx,AL,16.76,1.0,May-2007,675.0,679.0,2.0,6.0,,19.0,0.0,13123.0,40.9,24.0,w,11495.57,11495.57,15025.51,15025.51,5504.43,9521.08,0.0,0.0,0.0,Mar-2019,519.0,Apr-2019,Mar-2019,574.0,570.0,0.0,,1.0,Individual,,,,0.0,0.0,235499.0,1.0,2.0,2.0,2.0,6.0,48747.0,90.0,2.0,9.0,5033.0,52.0,32100.0,1.0,2.0,4.0,12.0,15700.0,14710.0,36.0,0.0,0.0,110.0,112.0,10.0,6.0,1.0,11.0,,1.0,6.0,0.0,3.0,5.0,11.0,11.0,6.0,16.0,17.0,5.0,19.0,0.0,0.0,0.0,4.0,95.8,14.3,0.0,0.0,261524.0,61870.0,23000.0,51976.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90631182,,30000.0,30000.0,30000.0, 60 months,17.99,761.64,D,D2,Service Mechanic,10+ years,RENT,110000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90631182,,debt_consolidation,Debt consolidation,923xx,CA,15.36,0.0,May-2002,670.0,674.0,0.0,,83.0,6.0,1.0,3418.0,35.2,11.0,w,20193.39,20193.39,20879.56,20879.56,9806.61,11072.95,0.0,0.0,0.0,Mar-2019,761.64,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,45524.0,0.0,3.0,0.0,3.0,13.0,42106.0,79.0,0.0,0.0,3418.0,72.0,9700.0,0.0,1.0,1.0,3.0,7587.0,3082.0,52.6,0.0,0.0,122.0,172.0,30.0,13.0,0.0,46.0,,11.0,,0.0,1.0,1.0,1.0,2.0,6.0,3.0,5.0,1.0,6.0,0.0,0.0,0.0,0.0,100.0,0.0,1.0,0.0,63103.0,45524.0,6500.0,53403.0,,,,,,,,,,,,,,N,INTEREST ONLY-3 MONTHS DEFERRAL,EXCESSIVE_OBLIGATIONS,COMPLETED,3.0,316.39,Dec-2018,Mar-2019,Dec-2018,3.0,19.0,In Grace Period,949.17,20861.66,605.88,Cash,N,,,,,,
+90461710,,15000.0,15000.0,15000.0, 36 months,15.59,524.33,C,C5,Shipping Supervisor ,2 years,MORTGAGE,60000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90461710,,debt_consolidation,Debt consolidation,450xx,OH,17.5,0.0,Sep-2005,670.0,674.0,1.0,,77.0,15.0,1.0,14439.0,45.8,22.0,w,3486.54,3486.54,15192.58,15192.58,11513.46,3679.12,0.0,0.0,0.0,Mar-2019,524.33,Apr-2019,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,122.0,118406.0,2.0,1.0,0.0,1.0,16.0,21219.0,82.0,4.0,7.0,3930.0,62.0,31500.0,3.0,1.0,4.0,10.0,7894.0,14903.0,49.1,0.0,0.0,121.0,132.0,4.0,4.0,4.0,5.0,,0.0,,0.0,10.0,11.0,10.0,11.0,4.0,13.0,14.0,11.0,15.0,0.0,0.0,0.0,5.0,100.0,0.0,1.0,0.0,140970.0,35658.0,29300.0,25788.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90641239,,7850.0,7850.0,7850.0, 36 months,13.49,266.36,C,C2,hosstes/cashier,10+ years,MORTGAGE,27000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90641239,,credit_card,Credit card refinancing,891xx,NV,26.22,0.0,Feb-2001,670.0,674.0,2.0,,73.0,9.0,1.0,9173.0,42.7,22.0,w,1783.19,1783.19,7718.56,7718.56,6066.81,1651.75,0.0,0.0,0.0,Mar-2019,266.36,Apr-2019,Mar-2019,609.0,605.0,0.0,,1.0,Individual,,,,0.0,0.0,131315.0,1.0,1.0,1.0,1.0,9.0,2848.0,81.0,3.0,4.0,3491.0,48.0,21500.0,3.0,1.0,4.0,7.0,14591.0,8762.0,49.1,0.0,0.0,128.0,187.0,6.0,6.0,4.0,6.0,,5.0,,0.0,5.0,7.0,5.0,11.0,3.0,7.0,15.0,7.0,9.0,0.0,0.0,0.0,4.0,100.0,20.0,1.0,0.0,147735.0,12021.0,17200.0,3500.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90571715,,12000.0,12000.0,12000.0, 36 months,8.99,381.55,B,B1,Senior Nuclear Medicine Technologist,10+ years,MORTGAGE,94000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90571715,,credit_card,Credit card refinancing,633xx,MO,12.24,0.0,May-1984,705.0,709.0,2.0,,,14.0,0.0,10413.0,36.2,20.0,w,2592.23,2592.23,11058.96,11058.96,9407.77,1651.19,0.0,0.0,0.0,Mar-2019,381.55,Apr-2019,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,288514.0,1.0,6.0,2.0,2.0,10.0,119103.0,101.0,1.0,4.0,3568.0,88.0,28800.0,1.0,0.0,7.0,7.0,20608.0,5675.0,54.6,0.0,0.0,117.0,388.0,5.0,5.0,4.0,5.0,,0.0,,0.0,3.0,5.0,3.0,3.0,8.0,7.0,8.0,5.0,14.0,0.0,0.0,0.0,4.0,100.0,66.7,0.0,0.0,309358.0,129516.0,12500.0,118377.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90581463,,2000.0,2000.0,2000.0, 36 months,7.59,62.3,A,A3,Clerk,10+ years,MORTGAGE,45000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90581463,,home_improvement,Home improvement,620xx,IL,5.36,1.0,Oct-1992,700.0,704.0,1.0,3.0,,6.0,0.0,28433.0,85.6,31.0,w,389.24,389.24,1835.86,1835.86,1610.76,225.1,0.0,0.0,0.0,Mar-2019,62.3,Apr-2019,Mar-2019,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,124925.0,0.0,0.0,0.0,0.0,147.0,0.0,,1.0,1.0,0.0,86.0,33200.0,0.0,5.0,1.0,2.0,20821.0,,,0.0,0.0,167.0,287.0,9.0,9.0,3.0,,3.0,5.0,3.0,0.0,0.0,3.0,0.0,11.0,4.0,5.0,24.0,3.0,6.0,0.0,0.0,0.0,1.0,87.1,,0.0,0.0,139550.0,28433.0,0.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90541567,,35000.0,35000.0,35000.0, 60 months,15.59,843.53,C,C5,Business Consultant,3 years,MORTGAGE,95000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90541567,,debt_consolidation,Debt consolidation,554xx,MN,28.02,0.0,Sep-2000,735.0,739.0,0.0,,,12.0,0.0,53959.0,70.6,24.0,w,0.0,0.0,42666.5551245279,42666.56,35000.0,7666.56,0.0,0.0,0.0,Apr-2018,28356.86,,May-2018,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,239527.0,0.0,2.0,0.0,1.0,21.0,32180.0,57.0,1.0,2.0,19812.0,65.0,76400.0,0.0,0.0,0.0,3.0,19961.0,17016.0,75.3,0.0,0.0,165.0,192.0,12.0,12.0,1.0,12.0,,,,0.0,4.0,5.0,6.0,7.0,9.0,9.0,14.0,5.0,12.0,0.0,0.0,0.0,1.0,100.0,66.7,0.0,0.0,300486.0,86139.0,69000.0,56447.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90150894,,23350.0,23350.0,23350.0, 60 months,24.49,678.39,E,E3,Taxi and Lodging chief,10+ years,RENT,73000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90150894,,debt_consolidation,Debt consolidation,306xx,GA,21.42,0.0,Jun-2004,660.0,664.0,0.0,35.0,,14.0,0.0,6671.0,64.1,32.0,w,15487.03,15487.03,19816.26,19816.26,7862.97,11953.29,0.0,0.0,0.0,Mar-2019,678.39,Apr-2019,Mar-2019,609.0,605.0,0.0,35.0,1.0,Individual,,,,0.0,0.0,36725.0,1.0,3.0,1.0,4.0,11.0,30054.0,78.0,2.0,6.0,1791.0,75.0,10400.0,0.0,2.0,1.0,10.0,2623.0,1533.0,76.4,1.0,0.0,142.0,147.0,2.0,2.0,0.0,2.0,35.0,10.0,35.0,2.0,6.0,9.0,7.0,13.0,11.0,11.0,21.0,9.0,14.0,0.0,0.0,0.0,3.0,90.6,42.9,0.0,0.0,48866.0,36725.0,6500.0,38466.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90405595,,36000.0,36000.0,36000.0, 60 months,14.49,846.84,C,C4,Senior Technical Writer,10+ years,MORTGAGE,55000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90405595,,medical,Medical expenses,630xx,MO,57.41,0.0,Jul-1999,750.0,754.0,1.0,,,25.0,0.0,24932.0,30.9,64.0,w,21616.92,21616.92,24679.38,24679.38,14383.08,10296.3,0.0,0.0,0.0,Mar-2019,846.84,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Joint App,135000.0,23.39,Not Verified,0.0,0.0,259059.0,2.0,4.0,2.0,3.0,0.0,169960.0,69.0,0.0,5.0,7189.0,48.0,80600.0,2.0,4.0,2.0,8.0,11263.0,26978.0,45.7,0.0,0.0,163.0,206.0,13.0,0.0,2.0,20.0,,0.0,,0.0,6.0,8.0,8.0,16.0,24.0,19.0,38.0,8.0,25.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,331685.0,194892.0,49700.0,176674.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90152350,,8500.0,8500.0,8500.0, 36 months,16.99,303.01,D,D1,Bartender,1 year,RENT,30000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90152350,,debt_consolidation,Debt consolidation,532xx,WI,27.05,0.0,Apr-2009,695.0,699.0,3.0,,,7.0,0.0,8520.0,44.6,11.0,w,0.0,0.0,9820.7575575668,9820.76,8500.0,1320.76,0.0,0.0,0.0,Oct-2017,6495.67,,Oct-2017,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,16198.0,0.0,1.0,0.0,1.0,18.0,7678.0,53.0,0.0,2.0,2841.0,48.0,19100.0,4.0,0.0,3.0,4.0,2314.0,6940.0,52.1,0.0,0.0,89.0,65.0,13.0,13.0,0.0,13.0,,0.0,,0.0,4.0,5.0,4.0,4.0,3.0,6.0,6.0,5.0,7.0,0.0,0.0,0.0,0.0,100.0,25.0,0.0,0.0,33587.0,16198.0,14500.0,14487.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90275881,,21000.0,21000.0,21000.0, 36 months,7.99,657.97,A,A4,Owner Vice President,10+ years,MORTGAGE,189000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90275881,,debt_consolidation,Debt consolidation,245xx,VA,21.66,0.0,Sep-1991,730.0,734.0,1.0,,,29.0,0.0,155991.0,42.0,46.0,w,4485.41,4485.41,19071.81,19071.81,16514.59,2557.22,0.0,0.0,0.0,Mar-2019,657.97,Apr-2019,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,503705.0,1.0,2.0,0.0,0.0,31.0,22203.0,48.0,1.0,2.0,21025.0,43.0,292200.0,0.0,2.0,1.0,2.0,17369.0,96335.0,46.2,0.0,0.0,120.0,300.0,5.0,5.0,6.0,5.0,,5.0,,0.0,16.0,22.0,17.0,21.0,8.0,26.0,32.0,22.0,29.0,0.0,0.0,0.0,1.0,100.0,5.9,0.0,0.0,734684.0,178194.0,179100.0,46046.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90591418,,8000.0,8000.0,8000.0, 36 months,12.79,268.75,C,C1,Manager,2 years,MORTGAGE,109000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90591418,,debt_consolidation,Debt consolidation,951xx,CA,14.0,1.0,Aug-2006,695.0,699.0,2.0,20.0,,12.0,0.0,79295.0,56.2,27.0,w,0.0,0.0,8751.016780259,8751.02,8000.0,751.02,0.0,0.0,0.0,Jul-2017,6569.76,,Mar-2019,749.0,745.0,0.0,25.0,1.0,Individual,,,,0.0,0.0,701777.0,4.0,1.0,0.0,0.0,36.0,1142.0,6.0,3.0,3.0,4950.0,34.0,91800.0,4.0,1.0,7.0,4.0,70178.0,5245.0,70.0,0.0,0.0,121.0,121.0,2.0,2.0,1.0,2.0,20.0,0.0,20.0,0.0,4.0,5.0,5.0,10.0,8.0,10.0,18.0,5.0,12.0,0.0,0.0,0.0,4.0,96.2,40.0,0.0,0.0,735300.0,80437.0,17500.0,18000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90242018,,8000.0,8000.0,8000.0, 36 months,22.39,307.15,E,E1,Paralegal,8 years,RENT,70000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90242018,,debt_consolidation,Debt consolidation,331xx,FL,22.41,0.0,Oct-1998,665.0,669.0,0.0,35.0,,8.0,0.0,10234.0,81.9,22.0,w,0.0,0.0,8889.841005881999,8889.84,8000.0,889.84,0.0,0.0,0.0,May-2017,4699.43,,Mar-2019,674.0,670.0,0.0,35.0,1.0,Individual,,,,0.0,0.0,35134.0,1.0,2.0,2.0,2.0,8.0,24900.0,86.0,1.0,4.0,5811.0,85.0,12500.0,2.0,2.0,4.0,6.0,4392.0,295.0,96.9,0.0,0.0,132.0,215.0,4.0,4.0,0.0,4.0,,8.0,38.0,2.0,3.0,5.0,3.0,8.0,6.0,6.0,16.0,5.0,8.0,0.0,0.0,0.0,3.0,86.4,100.0,0.0,0.0,41432.0,35134.0,9500.0,28932.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90451497,,17600.0,17600.0,17600.0, 36 months,18.99,645.06,D,D3,Clinic Assistant Manager,9 years,MORTGAGE,36748.8,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90451497,,debt_consolidation,Debt consolidation,973xx,OR,33.9,1.0,Aug-2011,680.0,684.0,0.0,9.0,,6.0,0.0,5706.0,52.8,11.0,w,0.0,0.0,20417.3643110579,20417.36,17600.0,2817.36,0.0,0.0,0.0,Aug-2017,14041.04,,Mar-2019,574.0,570.0,0.0,,1.0,Joint App,72537.6,20.07,Not Verified,0.0,0.0,173602.0,0.0,2.0,1.0,3.0,12.0,29667.0,79.0,1.0,1.0,4595.0,73.0,10800.0,2.0,2.0,1.0,4.0,28934.0,0.0,102.1,0.0,0.0,20.0,61.0,9.0,9.0,1.0,61.0,,9.0,9.0,0.0,1.0,3.0,1.0,3.0,3.0,3.0,7.0,3.0,6.0,0.0,0.0,0.0,2.0,90.9,100.0,0.0,0.0,200509.0,35373.0,4500.0,37669.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90141995,,28000.0,28000.0,28000.0, 60 months,24.49,813.49,E,E3,Lead Security,10+ years,MORTGAGE,52000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90141995,,debt_consolidation,Debt consolidation,850xx,AZ,15.7,1.0,Jan-1984,660.0,664.0,0.0,4.0,,8.0,0.0,6486.0,63.6,15.0,w,0.0,0.0,16510.3,16510.3,4526.1,8658.54,0.0,3325.66,598.6188,Feb-2018,813.49,,Aug-2018,524.0,520.0,0.0,4.0,1.0,Joint App,84000.0,18.68,Not Verified,0.0,1807.0,115263.0,1.0,2.0,2.0,3.0,8.0,13333.0,88.0,3.0,4.0,1234.0,78.0,10200.0,0.0,2.0,2.0,7.0,14408.0,232.0,90.3,0.0,0.0,392.0,117.0,2.0,2.0,2.0,8.0,,7.0,54.0,2.0,2.0,4.0,2.0,2.0,8.0,4.0,5.0,4.0,8.0,0.0,0.0,1.0,5.0,86.7,100.0,0.0,0.0,226261.0,19819.0,2400.0,15135.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90481753,,2500.0,2500.0,2500.0, 36 months,6.99,77.19,A,A2,MRI Technologist,10+ years,MORTGAGE,57000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90481753,,car,Car financing,180xx,PA,6.46,0.0,May-1999,750.0,754.0,0.0,,,5.0,0.0,13038.0,46.1,20.0,w,527.62,527.62,2237.54,2237.54,1972.38,265.16,0.0,0.0,0.0,Mar-2019,77.19,Apr-2019,Mar-2019,749.0,745.0,0.0,,1.0,Individual,,,,0.0,0.0,77518.0,1.0,1.0,1.0,1.0,4.0,3786.0,98.0,0.0,0.0,9276.0,52.0,28300.0,0.0,1.0,0.0,1.0,15504.0,13762.0,48.6,0.0,0.0,182.0,208.0,25.0,4.0,4.0,201.0,,,,0.0,2.0,2.0,2.0,4.0,5.0,3.0,11.0,2.0,5.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,103536.0,16824.0,26800.0,3849.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90541204,,9800.0,9800.0,9800.0, 36 months,17.99,354.25,D,D2,Chief Parks Mechanic,10+ years,MORTGAGE,49000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90541204,,debt_consolidation,Debt consolidation,750xx,TX,31.5,1.0,May-2009,660.0,664.0,0.0,12.0,118.0,7.0,1.0,13832.0,78.6,9.0,w,0.0,0.0,12486.252535326,12486.25,9800.0,2686.25,0.0,0.0,0.0,Nov-2018,3954.87,,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,24117.0,1.0,3.0,2.0,4.0,3.0,10285.0,35.0,0.0,2.0,3199.0,51.0,17600.0,2.0,0.0,4.0,6.0,3445.0,860.0,89.9,0.0,0.0,88.0,39.0,22.0,3.0,0.0,22.0,,12.0,,0.0,3.0,4.0,3.0,3.0,5.0,4.0,4.0,4.0,7.0,0.0,0.0,0.0,2.0,88.9,100.0,1.0,0.0,47238.0,24117.0,8500.0,29638.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90611755,,10000.0,10000.0,10000.0, 36 months,10.99,327.34,B,B4,Project Manager,4 years,MORTGAGE,82000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90611755,,debt_consolidation,Debt consolidation,587xx,ND,10.55,0.0,Aug-2003,660.0,664.0,0.0,,77.0,9.0,1.0,7159.0,63.4,25.0,w,0.0,0.0,11684.361685156002,11684.36,10000.0,1684.36,0.0,0.0,0.0,Dec-2018,3461.18,,Jan-2019,614.0,610.0,0.0,,1.0,Individual,,,,0.0,189.0,150395.0,2.0,4.0,2.0,4.0,1.0,28698.0,95.0,2.0,2.0,5580.0,87.0,11300.0,0.0,2.0,0.0,7.0,16711.0,341.0,95.5,0.0,0.0,134.0,157.0,6.0,1.0,1.0,7.0,,17.0,,0.0,2.0,2.0,2.0,7.0,11.0,4.0,13.0,2.0,9.0,0.0,0.0,0.0,4.0,100.0,100.0,1.0,0.0,158213.0,35857.0,7500.0,30069.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90392976,,8000.0,8000.0,8000.0, 36 months,8.99,254.37,B,B1,CEO,4 years,MORTGAGE,345000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90392976,,home_improvement,Home improvement,981xx,WA,12.57,0.0,Feb-1986,685.0,689.0,0.0,24.0,,18.0,0.0,131005.0,65.1,34.0,w,1728.04,1728.04,7372.73,7372.73,6271.96,1100.77,0.0,0.0,0.0,Mar-2019,254.37,Apr-2019,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,230.0,560555.0,0.0,1.0,0.0,0.0,26.0,7530.0,35.0,0.0,1.0,14677.0,57.0,161500.0,0.0,3.0,0.0,1.0,32974.0,20705.0,69.5,0.0,0.0,256.0,367.0,13.0,13.0,2.0,13.0,,13.0,,0.0,6.0,9.0,8.0,15.0,5.0,14.0,25.0,9.0,18.0,0.0,0.0,0.0,0.0,97.1,42.9,0.0,0.0,640395.0,187784.0,67800.0,21613.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90312575,,7000.0,7000.0,7000.0, 36 months,13.99,239.21,C,C3,Market manger,8 years,OWN,39000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90312575,,debt_consolidation,Debt consolidation,313xx,GA,30.68,0.0,Mar-2006,675.0,679.0,0.0,,2.0,12.0,3.0,8781.0,52.6,15.0,w,0.0,0.0,3821.92,3821.92,2754.57,1067.35,0.0,0.0,0.0,Feb-2018,239.21,,Mar-2019,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,36437.0,1.0,2.0,0.0,1.0,13.0,27656.0,74.0,4.0,6.0,5185.0,68.0,16700.0,1.0,0.0,2.0,7.0,3312.0,477.0,94.4,0.0,0.0,126.0,67.0,4.0,4.0,0.0,20.0,,7.0,,0.0,3.0,5.0,3.0,4.0,4.0,10.0,11.0,5.0,12.0,0.0,0.0,0.0,4.0,100.0,100.0,0.0,3.0,53872.0,36437.0,8500.0,37172.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90621593,,16000.0,16000.0,16000.0, 36 months,18.99,586.42,D,D3,Auditor,10+ years,RENT,65000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90621593,,debt_consolidation,Debt consolidation,481xx,MI,26.92,1.0,Feb-1996,695.0,699.0,1.0,9.0,94.0,14.0,1.0,6896.0,64.4,57.0,f,0.0,0.0,18152.7093094402,18152.71,16000.0,2152.71,0.0,0.0,0.0,Jul-2017,13478.23,,Mar-2019,649.0,645.0,0.0,9.0,1.0,Individual,,,,0.0,0.0,203962.0,2.0,9.0,1.0,1.0,1.0,197066.0,93.0,1.0,3.0,4248.0,89.0,10700.0,0.0,5.0,2.0,4.0,14569.0,1423.0,76.3,0.0,0.0,247.0,74.0,5.0,1.0,1.0,22.0,,5.0,,1.0,2.0,5.0,2.0,5.0,42.0,5.0,14.0,5.0,14.0,0.0,0.0,1.0,2.0,100.0,50.0,1.0,0.0,191344.0,203962.0,6000.0,180644.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693915,,8000.0,8000.0,8000.0, 36 months,7.99,250.66,A,A4,Maintenance Tech,3 years,RENT,60000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693915,,credit_card,Credit card refinancing,532xx,WI,3.22,0.0,Jun-2011,760.0,764.0,0.0,,,3.0,0.0,6663.0,27.2,4.0,w,0.0,0.0,8711.9528501275,8711.95,8000.0,711.95,0.0,0.0,0.0,Feb-2018,4955.6,,Mar-2019,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,6756.0,0.0,0.0,0.0,0.0,,0.0,,0.0,0.0,5277.0,28.0,24500.0,0.0,0.0,0.0,0.0,2252.0,17837.0,27.2,0.0,0.0,,63.0,40.0,40.0,0.0,40.0,,,,0.0,2.0,2.0,2.0,2.0,0.0,2.0,3.0,2.0,3.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,24593.0,6756.0,24500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90101488,,8000.0,8000.0,8000.0, 36 months,16.99,285.19,D,D1,Catering Associate ,3 years,OWN,35000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90101488,,debt_consolidation,Debt consolidation,103xx,NY,28.98,1.0,May-1995,660.0,664.0,1.0,6.0,,23.0,0.0,4922.0,24.7,30.0,w,0.0,0.0,9485.3072374311,9485.31,8000.0,1485.31,0.0,0.0,0.0,Jan-2018,5500.2,,May-2018,659.0,655.0,0.0,6.0,1.0,Individual,,,,0.0,0.0,52113.0,1.0,12.0,0.0,0.0,47.0,47191.0,88.0,2.0,3.0,3288.0,71.0,19900.0,0.0,0.0,4.0,3.0,2606.0,3870.0,55.0,1.0,0.0,115.0,256.0,2.0,2.0,0.0,2.0,44.0,0.0,6.0,1.0,2.0,4.0,3.0,5.0,14.0,11.0,16.0,4.0,23.0,0.0,0.0,1.0,2.0,90.0,0.0,0.0,0.0,73779.0,52113.0,8600.0,53879.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90601759,,13025.0,13025.0,13025.0, 36 months,16.99,464.32,D,D1,PTP Resolution Specialist,< 1 year,MORTGAGE,51000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90601759,,debt_consolidation,Debt consolidation,553xx,MN,17.74,0.0,May-2005,665.0,669.0,1.0,74.0,110.0,14.0,1.0,6593.0,43.1,21.0,f,0.0,0.0,16325.5728436154,16325.57,13025.0,3277.35,23.2200000507,0.0,0.0,Oct-2018,5635.28,,Oct-2018,609.0,605.0,0.0,74.0,1.0,Individual,,,,0.0,0.0,140004.0,0.0,1.0,1.0,1.0,7.0,13210.0,88.0,1.0,4.0,3000.0,65.0,15300.0,0.0,3.0,1.0,5.0,10000.0,1920.0,71.8,0.0,0.0,124.0,136.0,8.0,7.0,1.0,21.0,,0.0,74.0,2.0,4.0,8.0,4.0,7.0,4.0,12.0,16.0,8.0,14.0,0.0,0.0,0.0,2.0,85.7,25.0,0.0,1.0,177484.0,19803.0,6800.0,15000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90170179,,15000.0,15000.0,15000.0, 36 months,11.49,494.57,B,B5,Owner/Operator,1 year,MORTGAGE,127000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90170179,,debt_consolidation,Debt consolidation,986xx,WA,10.95,0.0,Jul-2005,675.0,679.0,0.0,26.0,69.0,26.0,1.0,15036.0,34.6,52.0,w,0.0,0.0,9719.43,9719.43,2903.47,1100.96,0.0,5715.0,1028.7,Jun-2017,494.57,,Feb-2019,589.0,585.0,0.0,26.0,1.0,Individual,,,,0.0,0.0,189312.0,4.0,1.0,1.0,2.0,8.0,18057.0,86.0,8.0,16.0,5978.0,51.0,43500.0,1.0,2.0,4.0,18.0,7572.0,16631.0,46.7,0.0,0.0,134.0,103.0,2.0,2.0,5.0,2.0,,1.0,,2.0,7.0,11.0,8.0,10.0,19.0,24.0,27.0,11.0,26.0,0.0,0.0,0.0,9.0,94.2,0.0,0.0,1.0,266372.0,33093.0,31200.0,21000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Dec-2018,COMPLETE,Dec-2017,5715.0,45.0,12.0
+90621625,,14000.0,14000.0,14000.0, 36 months,11.49,461.6,B,B5,Computer Scientist,3 years,MORTGAGE,85000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90621625,,credit_card,Credit card refinancing,327xx,FL,21.28,0.0,Feb-2000,700.0,704.0,0.0,,,19.0,0.0,59497.0,91.1,40.0,w,0.0,0.0,15890.3302443803,15890.33,14000.0,1890.33,0.0,0.0,0.0,Apr-2018,2.54,,Mar-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,546893.0,3.0,10.0,3.0,10.0,2.0,164810.0,85.0,3.0,3.0,21420.0,88.0,65300.0,0.0,7.0,1.0,13.0,28784.0,1684.0,95.1,0.0,0.0,145.0,199.0,8.0,2.0,3.0,8.0,,8.0,,0.0,2.0,4.0,3.0,5.0,28.0,7.0,9.0,4.0,19.0,0.0,0.0,0.0,6.0,100.0,66.7,0.0,0.0,590606.0,224307.0,34200.0,180473.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90471682,,10000.0,10000.0,10000.0, 36 months,7.99,313.32,A,A4,respiratory therapist,10+ years,MORTGAGE,110000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90471682,,debt_consolidation,Debt consolidation,014xx,MA,16.02,1.0,Nov-1992,705.0,709.0,0.0,23.0,,11.0,0.0,6850.0,52.3,38.0,w,2135.87,2135.87,9088.93,9088.93,7864.13,1224.8,0.0,0.0,0.0,Mar-2019,313.32,Apr-2019,Mar-2019,709.0,705.0,0.0,23.0,1.0,Individual,,,,0.0,0.0,34083.0,0.0,3.0,0.0,2.0,13.0,27233.0,55.0,1.0,2.0,4000.0,54.0,13100.0,2.0,4.0,2.0,4.0,3408.0,4447.0,58.0,0.0,0.0,142.0,286.0,10.0,10.0,6.0,10.0,23.0,2.0,23.0,9.0,3.0,5.0,3.0,15.0,6.0,8.0,25.0,5.0,11.0,0.0,0.0,1.0,1.0,76.3,33.3,0.0,0.0,62725.0,34083.0,10600.0,49625.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90125594,,9700.0,9700.0,9700.0, 36 months,9.49,310.68,B,B2,Behavior Analyst,2 years,RENT,65000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90125594,,credit_card,Credit card refinancing,959xx,CA,19.98,0.0,Jun-2003,675.0,679.0,1.0,40.0,54.0,26.0,1.0,821.0,3.3,59.0,w,0.0,0.0,10490.022555507,10490.02,9700.0,790.02,0.0,0.0,0.0,Oct-2017,7077.65,,Mar-2019,684.0,680.0,0.0,40.0,1.0,Individual,,,,0.0,73.0,97892.0,1.0,11.0,0.0,2.0,17.0,97071.0,95.0,1.0,2.0,173.0,65.0,24600.0,4.0,1.0,1.0,4.0,4079.0,20673.0,1.1,0.0,0.0,157.0,159.0,1.0,1.0,0.0,1.0,,3.0,,1.0,3.0,5.0,9.0,14.0,35.0,15.0,24.0,5.0,26.0,0.0,0.0,0.0,1.0,94.3,0.0,1.0,0.0,119035.0,97892.0,20900.0,94435.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90280856,,35000.0,35000.0,35000.0, 60 months,26.99,1068.53,F,F3,Registered Nurse,6 years,RENT,98169.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90280856,,major_purchase,Major purchase,372xx,TN,2.61,0.0,Apr-2008,745.0,749.0,2.0,,,15.0,0.0,24277.0,14.7,26.0,w,0.0,0.0,11221.12,11221.12,1781.82,4576.88,53.43,4808.99,865.6182,Apr-2017,1068.53,,Oct-2017,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,24277.0,3.0,0.0,0.0,0.0,32.0,0.0,,5.0,8.0,7000.0,15.0,165400.0,0.0,0.0,2.0,8.0,1734.0,107135.0,9.3,0.0,0.0,77.0,101.0,0.0,0.0,0.0,0.0,,0.0,,0.0,3.0,5.0,10.0,15.0,2.0,15.0,24.0,5.0,15.0,0.0,0.0,0.0,5.0,100.0,0.0,0.0,0.0,165400.0,24277.0,118100.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90491695,,10000.0,10000.0,10000.0, 36 months,9.49,320.29,B,B2,maintenance ,3 years,MORTGAGE,50000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90491695,,debt_consolidation,Debt consolidation,724xx,AR,30.51,0.0,Aug-1994,705.0,709.0,1.0,32.0,,13.0,0.0,7452.0,41.6,36.0,w,0.0,0.0,11386.331336802199,11386.33,10000.0,1386.33,0.0,0.0,0.0,Nov-2018,3704.64,,Mar-2019,744.0,740.0,1.0,44.0,1.0,Individual,,,,0.0,280.0,111571.0,0.0,8.0,0.0,3.0,13.0,45558.0,73.0,0.0,3.0,6943.0,66.0,17900.0,2.0,1.0,2.0,7.0,8582.0,6557.0,51.4,0.0,0.0,160.0,265.0,17.0,8.0,4.0,17.0,45.0,1.0,44.0,0.0,1.0,2.0,2.0,4.0,21.0,4.0,11.0,2.0,13.0,0.0,0.0,0.0,1.0,72.2,50.0,0.0,0.0,139038.0,53010.0,13500.0,62038.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90696191,,24000.0,24000.0,24000.0, 60 months,18.99,622.45,D,D3,Financial Representative,10+ years,RENT,120000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90696191,,debt_consolidation,Debt consolidation,927xx,CA,15.66,2.0,Apr-2003,670.0,674.0,0.0,11.0,84.0,6.0,2.0,710.0,39.4,11.0,w,15179.93,15179.93,18172.45,18172.45,8820.07,9352.38,0.0,0.0,0.0,Mar-2019,622.45,Apr-2019,Mar-2019,634.0,630.0,0.0,25.0,1.0,Individual,,,,0.0,0.0,62431.0,1.0,4.0,1.0,3.0,2.0,61721.0,98.0,0.0,0.0,656.0,96.0,1800.0,1.0,2.0,2.0,3.0,10405.0,1090.0,39.4,0.0,0.0,161.0,125.0,52.0,2.0,0.0,52.0,25.0,2.0,25.0,3.0,2.0,2.0,2.0,3.0,8.0,2.0,3.0,2.0,6.0,0.0,0.0,0.0,1.0,54.5,0.0,1.0,1.0,64824.0,62431.0,1800.0,63024.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90271358,,12000.0,12000.0,12000.0, 36 months,9.49,384.34,B,B2,VDC Coordinator,2 years,MORTGAGE,85000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90271358,,debt_consolidation,Debt consolidation,301xx,GA,26.29,2.0,Nov-2010,670.0,674.0,0.0,7.0,,18.0,0.0,10758.0,70.8,21.0,w,0.0,0.0,12359.463520521002,12359.46,12000.0,359.46,0.0,0.0,0.0,Feb-2017,87.77,,Sep-2017,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,315540.0,0.0,12.0,1.0,2.0,12.0,81597.0,71.0,0.0,1.0,3812.0,71.0,15200.0,1.0,0.0,1.0,4.0,17530.0,2066.0,81.6,0.0,0.0,70.0,61.0,22.0,12.0,1.0,37.0,,12.0,,0.0,3.0,4.0,4.0,4.0,14.0,5.0,6.0,4.0,18.0,0.0,0.0,0.0,1.0,90.5,75.0,0.0,0.0,352382.0,92355.0,11200.0,106439.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90308296,,38500.0,38500.0,38500.0, 36 months,10.99,1260.26,B,B4,Teacher,10+ years,MORTGAGE,65000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90308296,,debt_consolidation,Debt consolidation,760xx,TX,27.47,1.0,Jan-2002,700.0,704.0,0.0,7.0,,11.0,0.0,32306.0,59.9,22.0,w,8507.26,8507.26,36524.03,36524.03,29992.74,6531.29,0.0,0.0,0.0,Mar-2019,1260.26,Apr-2019,Mar-2019,744.0,740.0,0.0,,1.0,Joint App,110000.0,17.41,Not Verified,0.0,0.0,205699.0,1.0,2.0,0.0,1.0,14.0,31711.0,86.0,1.0,1.0,20290.0,67.0,53900.0,2.0,0.0,0.0,2.0,18700.0,14652.0,66.9,0.0,0.0,170.0,176.0,1.0,1.0,3.0,26.0,,14.0,7.0,0.0,3.0,6.0,4.0,5.0,7.0,8.0,12.0,6.0,11.0,0.0,0.0,0.0,1.0,90.9,50.0,0.0,0.0,261514.0,64017.0,44300.0,58001.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90551712,,7000.0,7000.0,7000.0, 36 months,5.32,210.81,A,A1,Teacher/professor,10+ years,MORTGAGE,91000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90551712,,home_improvement,Home improvement,066xx,CT,15.13,0.0,Oct-2003,700.0,704.0,1.0,55.0,,8.0,0.0,480.0,3.1,45.0,w,0.0,0.0,7282.8247561688,7282.82,7000.0,282.82,0.0,0.0,0.0,Nov-2017,1755.17,,Mar-2019,779.0,775.0,0.0,55.0,1.0,Individual,,,,0.0,0.0,224709.0,1.0,3.0,3.0,5.0,11.0,45571.0,86.0,1.0,2.0,480.0,70.0,15600.0,3.0,0.0,6.0,7.0,32101.0,15120.0,3.1,0.0,0.0,94.0,155.0,2.0,2.0,3.0,2.0,55.0,0.0,55.0,1.0,1.0,1.0,2.0,9.0,23.0,3.0,18.0,1.0,7.0,0.0,0.0,0.0,4.0,95.5,0.0,0.0,0.0,257408.0,52986.0,15600.0,53173.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90166941,,20000.0,20000.0,20000.0, 36 months,13.99,683.46,C,C3,Flight Attendant ,5 years,RENT,55000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90166941,,credit_card,Credit card refinancing,105xx,NY,29.53,0.0,Apr-2013,720.0,724.0,0.0,,,9.0,0.0,16477.0,35.7,10.0,w,4597.59,4597.59,19856.39,19856.39,15402.41,4453.98,0.0,0.0,0.0,Mar-2019,683.46,Apr-2019,Mar-2019,644.0,640.0,0.0,,1.0,Individual,,,,0.0,0.0,30989.0,2.0,1.0,0.0,1.0,21.0,14393.0,44.0,3.0,4.0,6596.0,39.0,46200.0,2.0,0.0,0.0,5.0,3443.0,22838.0,36.4,0.0,0.0,21.0,41.0,6.0,6.0,0.0,6.0,,13.0,,0.0,5.0,7.0,5.0,6.0,1.0,7.0,8.0,7.0,9.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,80443.0,30989.0,35900.0,32385.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90571609,,5000.0,5000.0,5000.0, 36 months,7.59,155.74,A,A3,Management,10+ years,MORTGAGE,65000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90571609,,small_business,Business,541xx,WI,24.83,1.0,Nov-2004,685.0,689.0,0.0,4.0,,13.0,0.0,14516.0,57.6,44.0,w,0.0,0.0,5506.3562823874,5506.36,5000.0,506.36,0.0,0.0,0.0,Feb-2019,712.76,,Feb-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,168749.0,1.0,2.0,1.0,4.0,10.0,16067.0,47.0,1.0,5.0,4803.0,51.0,25200.0,2.0,1.0,2.0,10.0,12981.0,10084.0,59.0,0.0,0.0,127.0,142.0,7.0,3.0,6.0,7.0,,4.0,4.0,0.0,6.0,6.0,8.0,8.0,27.0,9.0,10.0,6.0,13.0,0.0,0.0,0.0,3.0,95.5,37.5,0.0,0.0,198001.0,30583.0,24600.0,34421.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90098289,,4800.0,4800.0,4800.0, 36 months,15.59,167.79,C,C5,Child Care Provider,2 years,RENT,16320.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90098289,,debt_consolidation,Debt consolidation,327xx,FL,29.12,0.0,Dec-2000,660.0,664.0,1.0,25.0,54.0,7.0,1.0,2238.0,21.7,32.0,w,1115.54,1115.54,4861.75,4861.75,3684.46,1177.29,0.0,0.0,0.0,Mar-2019,167.79,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,4497.0,3.0,1.0,0.0,1.0,20.0,2259.0,65.0,5.0,9.0,663.0,33.0,10300.0,1.0,0.0,3.0,10.0,642.0,697.0,53.5,0.0,0.0,189.0,145.0,2.0,2.0,0.0,2.0,,5.0,25.0,0.0,2.0,4.0,2.0,4.0,14.0,6.0,18.0,4.0,7.0,0.0,0.0,0.0,5.0,96.6,50.0,1.0,0.0,13785.0,4497.0,1500.0,3485.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90571803,,8000.0,8000.0,8000.0, 36 months,16.99,285.19,D,D1,Power Scheduler,10+ years,RENT,126000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90571803,,debt_consolidation,Debt consolidation,770xx,TX,24.36,0.0,Jan-2006,665.0,669.0,3.0,42.0,,25.0,0.0,9940.0,40.6,78.0,f,0.0,0.0,2024.4,2024.4,707.44,430.77,5.0,881.19,158.6142,Apr-2017,5.0,,Aug-2017,549.0,545.0,0.0,,1.0,Individual,,,,0.0,100.0,97261.0,4.0,6.0,11.0,20.0,4.0,87321.0,80.0,1.0,8.0,2070.0,61.0,25300.0,5.0,12.0,15.0,28.0,4421.0,7788.0,35.1,0.0,0.0,128.0,113.0,9.0,4.0,0.0,9.0,,0.0,,0.0,6.0,9.0,8.0,12.0,53.0,19.0,25.0,9.0,25.0,0.0,0.0,0.0,12.0,97.4,0.0,0.0,0.0,120553.0,97261.0,11600.0,95253.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90121551,,24000.0,24000.0,24000.0, 36 months,13.99,820.15,C,C3,Contract Manager,1 year,MORTGAGE,100000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90121551,,debt_consolidation,Debt consolidation,330xx,FL,22.01,0.0,Jan-1994,665.0,669.0,0.0,57.0,45.0,11.0,1.0,7895.0,31.3,24.0,w,0.0,0.0,27195.317785926803,27195.32,24000.0,3195.32,0.0,0.0,0.0,Nov-2017,17372.17,,Mar-2019,684.0,680.0,0.0,75.0,1.0,Individual,,,,0.0,0.0,45337.0,0.0,5.0,2.0,5.0,8.0,37442.0,57.0,1.0,3.0,3166.0,50.0,25200.0,2.0,0.0,5.0,8.0,4122.0,17305.0,31.3,0.0,0.0,128.0,272.0,10.0,8.0,3.0,10.0,75.0,2.0,75.0,1.0,5.0,5.0,6.0,11.0,10.0,6.0,11.0,5.0,11.0,0.0,0.0,0.0,3.0,90.5,33.3,1.0,0.0,91107.0,45337.0,25200.0,65907.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90029229,,20000.0,20000.0,20000.0, 36 months,21.49,758.55,D,D5,Owner,< 1 year,RENT,40000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90029229,,small_business,Business,928xx,CA,7.0,0.0,Feb-2011,710.0,714.0,0.0,42.0,,10.0,0.0,6768.0,31.5,11.0,w,0.0,0.0,26050.790469144904,26050.79,20000.0,6050.79,0.0,0.0,0.0,Aug-2018,10145.12,,Aug-2018,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,11858.0,0.0,2.0,0.0,0.0,46.0,5090.0,75.0,3.0,5.0,4066.0,42.0,21500.0,0.0,0.0,1.0,5.0,1186.0,5104.0,50.4,0.0,0.0,60.0,67.0,10.0,10.0,0.0,10.0,,8.0,42.0,0.0,2.0,3.0,4.0,4.0,2.0,8.0,9.0,3.0,10.0,0.0,0.0,0.0,3.0,90.9,25.0,0.0,0.0,28250.0,11858.0,10300.0,6750.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90611698,,12800.0,12800.0,12800.0, 36 months,21.49,485.47,D,D5,Sr Payroll Consultant,1 year,RENT,61214.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90611698,,other,Other,730xx,OK,15.82,0.0,Sep-2004,670.0,674.0,1.0,41.0,,7.0,0.0,5592.0,50.4,22.0,w,0.0,0.0,16345.5411368104,16345.54,12800.0,3545.54,0.0,0.0,0.0,May-2018,7622.36,,Mar-2019,664.0,660.0,1.0,,1.0,Individual,,,,0.0,793.0,57279.0,1.0,3.0,2.0,4.0,3.0,51687.0,97.0,0.0,0.0,3769.0,79.0,11100.0,2.0,1.0,1.0,4.0,8183.0,108.0,98.1,0.0,0.0,144.0,144.0,66.0,3.0,0.0,66.0,,3.0,41.0,0.0,2.0,2.0,2.0,2.0,16.0,4.0,6.0,2.0,7.0,0.0,0.0,0.0,2.0,95.5,100.0,0.0,0.0,64480.0,57279.0,5700.0,53380.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90414073,,18000.0,18000.0,18000.0, 60 months,24.99,528.22,E,E4,Medical Assistant,10+ years,RENT,46848.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90414073,,debt_consolidation,Debt consolidation,941xx,CA,24.41,0.0,Jun-2004,670.0,674.0,0.0,,,6.0,0.0,8699.0,85.3,23.0,w,0.0,0.0,21728.7720569624,21728.77,18000.0,3728.77,0.0,0.0,0.0,Aug-2017,16925.45,,Aug-2017,679.0,675.0,0.0,,1.0,Joint App,95808.0,20.65,Not Verified,0.0,0.0,45193.0,2.0,2.0,3.0,4.0,2.0,36494.0,98.0,1.0,2.0,2711.0,90.0,10200.0,0.0,4.0,0.0,6.0,7532.0,0.0,100.4,0.0,0.0,147.0,48.0,2.0,2.0,0.0,47.0,,,,0.0,1.0,4.0,1.0,1.0,18.0,4.0,5.0,4.0,6.0,0.0,0.0,0.0,4.0,100.0,100.0,0.0,0.0,58228.0,45193.0,2700.0,48028.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90291131,,7800.0,7800.0,7800.0, 36 months,19.99,289.84,D,D4,apprentice ,1 year,RENT,36000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90291131,,debt_consolidation,Debt consolidation,531xx,WI,27.47,1.0,Jul-2009,715.0,719.0,0.0,14.0,,8.0,0.0,1548.0,15.6,11.0,f,0.0,0.0,4049.1,4049.1,2497.99,1551.11,0.0,0.0,0.0,Dec-2017,289.84,,Mar-2019,554.0,550.0,0.0,,1.0,Individual,,,,0.0,0.0,23820.0,3.0,4.0,2.0,2.0,6.0,22183.0,79.0,0.0,0.0,516.0,63.0,9900.0,0.0,1.0,2.0,3.0,2978.0,2784.0,15.6,0.0,0.0,83.0,86.0,31.0,3.0,0.0,31.0,,6.0,,0.0,1.0,2.0,1.0,1.0,5.0,3.0,5.0,2.0,8.0,0.0,0.0,0.0,3.0,90.9,0.0,0.0,0.0,38062.0,23820.0,3300.0,28073.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90208190,,5000.0,5000.0,5000.0, 36 months,17.99,180.74,D,D2,Registered Nurse Supervisor,< 1 year,RENT,64000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90208190,,other,Other,427xx,KY,8.94,2.0,Mar-2007,670.0,674.0,0.0,23.0,,22.0,0.0,1002.0,43.6,38.0,w,1192.47,1192.47,5236.46,5236.46,3807.53,1428.93,0.0,0.0,0.0,Mar-2019,180.74,Apr-2019,Mar-2019,699.0,695.0,0.0,23.0,1.0,Individual,,,,0.0,95.0,70666.0,0.0,17.0,2.0,8.0,12.0,69664.0,96.0,2.0,3.0,623.0,94.0,2300.0,0.0,1.0,2.0,11.0,3212.0,498.0,66.8,1.0,0.0,108.0,114.0,8.0,8.0,0.0,8.0,23.0,8.0,23.0,5.0,2.0,2.0,2.0,10.0,23.0,5.0,14.0,2.0,22.0,0.0,0.0,2.0,4.0,84.2,50.0,0.0,0.0,75274.0,70666.0,1500.0,72974.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90211620,,35000.0,35000.0,35000.0, 36 months,9.49,1120.99,B,B2,Managing Partner,7 years,MORTGAGE,360000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90211620,,debt_consolidation,Debt consolidation,891xx,NV,8.96,0.0,Aug-1996,700.0,704.0,0.0,,,11.0,0.0,50539.0,85.8,27.0,w,7604.47,7604.47,32490.26,32490.26,27395.53,5094.73,0.0,0.0,0.0,Mar-2019,1120.99,Apr-2019,Mar-2019,759.0,755.0,0.0,,1.0,Individual,,,,0.0,0.0,289636.0,0.0,4.0,0.0,0.0,25.0,82964.0,68.0,0.0,0.0,22521.0,76.0,58887.0,1.0,0.0,6.0,0.0,32182.0,3643.0,89.2,0.0,0.0,240.0,178.0,51.0,25.0,2.0,51.0,,6.0,,0.0,2.0,3.0,5.0,8.0,15.0,6.0,9.0,4.0,11.0,0.0,0.0,0.0,0.0,100.0,66.7,0.0,0.0,315456.0,133503.0,33887.0,97569.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90591806,,30000.0,30000.0,30000.0, 60 months,17.99,761.64,D,D2,Project Manager ,10+ years,MORTGAGE,225000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90591806,,debt_consolidation,Debt consolidation,117xx,NY,13.94,0.0,Sep-2001,675.0,679.0,0.0,24.0,,12.0,0.0,57934.0,83.1,21.0,w,18775.84,18775.84,22223.79,22223.79,11224.16,10999.63,0.0,0.0,0.0,Mar-2019,761.64,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,665434.0,2.0,3.0,0.0,0.0,30.0,11053.0,21.0,1.0,2.0,19352.0,56.0,69700.0,0.0,0.0,6.0,3.0,55453.0,1959.0,96.6,0.0,0.0,180.0,137.0,5.0,5.0,2.0,5.0,,6.0,,0.0,6.0,8.0,6.0,6.0,8.0,8.0,11.0,8.0,12.0,0.0,0.0,0.0,2.0,95.0,83.3,0.0,0.0,722759.0,68987.0,56800.0,53059.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90591746,,35000.0,35000.0,35000.0, 36 months,12.79,1175.76,C,C1,Integrated Marketing,2 years,RENT,140000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90591746,,major_purchase,Major purchase,941xx,CA,17.62,2.0,Jun-1986,690.0,694.0,0.0,8.0,,13.0,0.0,27640.0,92.1,21.0,w,7901.39,7901.39,34197.4,34197.4,27098.61,7040.0,58.79,0.0,0.0,Mar-2019,1175.76,Apr-2019,Mar-2019,704.0,700.0,0.0,21.0,1.0,Individual,,,,0.0,0.0,162725.0,0.0,9.0,0.0,0.0,33.0,135085.0,91.0,1.0,1.0,26069.0,91.0,30000.0,0.0,0.0,0.0,1.0,14793.0,2360.0,92.1,0.0,0.0,157.0,363.0,11.0,11.0,0.0,11.0,8.0,,8.0,1.0,2.0,2.0,3.0,5.0,14.0,3.0,7.0,2.0,13.0,0.0,0.0,1.0,1.0,85.7,100.0,0.0,0.0,169340.0,162725.0,30000.0,139340.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90681772,,25000.0,25000.0,25000.0, 36 months,9.49,800.71,B,B2,Vice President,10+ years,MORTGAGE,158000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90681772,,debt_consolidation,Debt consolidation,371xx,TN,29.34,1.0,Sep-1984,660.0,664.0,2.0,23.0,,12.0,0.0,11770.0,58.0,28.0,w,0.0,0.0,28115.012633846,28115.01,25000.0,3115.01,0.0,0.0,0.0,Jul-2018,12113.99,,Mar-2019,719.0,715.0,1.0,48.0,1.0,Individual,,,,0.0,237.0,567227.0,1.0,5.0,1.0,3.0,4.0,158454.0,84.0,0.0,2.0,3078.0,79.0,20300.0,1.0,0.0,2.0,7.0,47269.0,0.0,100.0,0.0,0.0,151.0,384.0,13.0,4.0,3.0,71.0,23.0,3.0,23.0,1.0,2.0,5.0,2.0,9.0,8.0,5.0,16.0,5.0,12.0,0.0,0.0,0.0,1.0,85.7,50.0,0.0,0.0,664502.0,179233.0,3300.0,238030.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90631731,,6000.0,6000.0,6000.0, 36 months,8.99,190.78,B,B1,Systems Analyst,10+ years,MORTGAGE,84000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90631731,,other,Other,181xx,PA,19.81,0.0,Mar-1999,790.0,794.0,0.0,,,7.0,0.0,9676.0,37.1,19.0,w,0.0,0.0,6677.254487869201,6677.25,6000.0,677.25,0.0,0.0,0.0,Jun-2018,210.61,,Mar-2019,774.0,770.0,0.0,,1.0,Individual,,,,0.0,0.0,246333.0,0.0,2.0,2.0,2.0,7.0,45212.0,88.0,1.0,1.0,9037.0,71.0,26100.0,0.0,2.0,2.0,3.0,35190.0,9424.0,50.7,0.0,0.0,56.0,210.0,12.0,7.0,1.0,101.0,,10.0,,0.0,2.0,2.0,2.0,4.0,5.0,4.0,13.0,2.0,7.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,317361.0,54888.0,19100.0,51341.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90681702,,35000.0,35000.0,35000.0, 36 months,15.59,1223.43,C,C5,Director - Sales Support & Acct Mgmt,10+ years,OWN,145000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90681702,,credit_card,Credit card refinancing,553xx,MN,16.74,0.0,Feb-1989,675.0,679.0,0.0,72.0,,9.0,0.0,41131.0,75.5,22.0,w,0.0,0.0,39296.620999588,39296.62,35000.0,4296.62,0.0,0.0,0.0,Aug-2017,28361.53,,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,78131.0,1.0,1.0,2.0,4.0,2.0,37000.0,,0.0,0.0,33820.0,76.0,54500.0,0.0,0.0,0.0,4.0,8681.0,3572.0,92.0,0.0,0.0,163.0,331.0,41.0,2.0,2.0,41.0,,,,0.0,4.0,6.0,5.0,6.0,11.0,8.0,9.0,6.0,9.0,0.0,0.0,0.0,2.0,95.5,60.0,0.0,0.0,91500.0,78131.0,44600.0,37000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90461630,,3500.0,3500.0,3500.0, 36 months,14.49,120.46,C,C4,,,MORTGAGE,33600.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90461630,,credit_card,Credit card refinancing,802xx,CO,14.29,0.0,Jan-1983,670.0,674.0,0.0,,77.0,6.0,1.0,3178.0,64.9,12.0,w,803.77,803.77,3486.3,3486.3,2696.23,790.07,0.0,0.0,0.0,Mar-2019,120.46,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,90264.0,0.0,2.0,1.0,2.0,10.0,10287.0,84.0,1.0,1.0,3020.0,78.0,4900.0,0.0,2.0,0.0,4.0,15044.0,480.0,86.3,0.0,0.0,43.0,404.0,8.0,8.0,1.0,8.0,,,,0.0,1.0,2.0,2.0,2.0,4.0,3.0,7.0,2.0,6.0,0.0,0.0,0.0,3.0,100.0,50.0,1.0,0.0,95000.0,13465.0,3500.0,12325.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90078141,,20000.0,20000.0,20000.0, 60 months,13.49,460.1,C,C2,Comptroller,10+ years,MORTGAGE,88000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90078141,,small_business,Business,750xx,TX,17.18,1.0,Feb-2002,685.0,689.0,0.0,9.0,,12.0,0.0,76732.0,58.2,26.0,w,0.0,0.0,8391.43,8391.43,3258.79,2707.52,92.04,2333.08,209.9772,Nov-2017,943.21,,May-2018,534.0,530.0,0.0,,1.0,Individual,,,,0.0,0.0,224527.0,0.0,1.0,0.0,0.0,27.0,11908.0,54.0,0.0,1.0,10259.0,57.0,95600.0,0.0,1.0,2.0,1.0,18711.0,13822.0,61.2,0.0,0.0,159.0,175.0,21.0,21.0,3.0,21.0,9.0,1.0,9.0,0.0,6.0,8.0,8.0,10.0,9.0,10.0,14.0,8.0,12.0,0.0,0.0,0.0,0.0,96.0,37.5,0.0,0.0,317842.0,88640.0,35600.0,22242.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89799084,,6000.0,6000.0,6000.0, 36 months,19.99,222.96,D,D4,Flight attendant ,2 years,RENT,68000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89799084,,moving,Moving and relocation,553xx,MN,11.44,1.0,Jan-2003,660.0,664.0,0.0,9.0,,9.0,0.0,4373.0,29.2,11.0,f,0.0,0.0,4452.54,4452.54,2889.43,1563.11,0.0,0.0,0.0,Jun-2018,222.96,,Mar-2019,529.0,525.0,0.0,9.0,1.0,Individual,,,,0.0,211.0,23051.0,0.0,1.0,1.0,1.0,12.0,18678.0,85.0,1.0,1.0,1649.0,62.0,15000.0,3.0,0.0,3.0,2.0,2561.0,9677.0,30.4,0.0,0.0,134.0,164.0,11.0,11.0,0.0,11.0,,0.0,,1.0,5.0,6.0,5.0,5.0,3.0,8.0,8.0,6.0,9.0,0.0,0.0,1.0,2.0,90.9,40.0,0.0,0.0,37056.0,23051.0,13900.0,22056.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90384094,,5000.0,5000.0,5000.0, 36 months,14.49,172.09,C,C4,Owner,9 years,RENT,70000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90384094,,debt_consolidation,Debt consolidation,773xx,TX,16.54,1.0,Apr-1989,685.0,689.0,1.0,22.0,45.0,12.0,1.0,4652.0,26.9,19.0,w,0.0,0.0,2548.5,2548.5,1432.79,628.27,0.0,487.44,43.8696,Oct-2017,172.09,,Apr-2018,614.0,610.0,1.0,61.0,1.0,Individual,,,,0.0,125.0,63821.0,2.0,2.0,0.0,2.0,14.0,23332.0,83.0,5.0,5.0,1172.0,62.0,17300.0,5.0,0.0,3.0,7.0,5318.0,5654.0,27.5,0.0,0.0,169.0,329.0,5.0,5.0,2.0,6.0,,0.0,,1.0,4.0,8.0,4.0,4.0,6.0,9.0,11.0,8.0,12.0,0.0,0.0,0.0,5.0,89.5,0.0,0.0,1.0,111937.0,27984.0,7800.0,28237.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90416024,,8000.0,8000.0,8000.0, 36 months,5.32,240.92,A,A1,,,OWN,75000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90416024,,medical,Medical expenses,315xx,GA,14.63,0.0,Feb-1968,800.0,804.0,0.0,,,13.0,0.0,19364.0,10.9,23.0,w,0.0,0.0,8515.6972512803,8515.7,8000.0,515.7,0.0,0.0,0.0,Jun-2018,3740.58,,Jul-2018,829.0,825.0,0.0,,1.0,Individual,,,,0.0,0.0,48647.0,1.0,1.0,1.0,1.0,4.0,29283.0,91.0,0.0,1.0,11020.0,23.0,177000.0,0.0,0.0,1.0,2.0,4054.0,139836.0,12.2,0.0,0.0,4.0,583.0,13.0,4.0,0.0,186.0,,4.0,,0.0,3.0,3.0,8.0,10.0,1.0,12.0,22.0,3.0,13.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,209118.0,48647.0,159200.0,32118.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693021,,32000.0,32000.0,32000.0, 60 months,17.99,812.42,D,D2,Team Lead,2 years,MORTGAGE,33000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693021,,debt_consolidation,Debt consolidation,461xx,IN,32.4,0.0,Nov-2006,665.0,669.0,0.0,77.0,,11.0,0.0,16452.0,62.8,18.0,w,0.0,0.0,18653.68,18653.68,9056.58,9597.1,0.0,0.0,0.0,Sep-2018,812.42,,Mar-2019,539.0,535.0,0.0,,1.0,Joint App,109000.0,22.29,Not Verified,0.0,0.0,138201.0,2.0,1.0,1.0,1.0,6.0,27710.0,95.0,2.0,3.0,10679.0,80.0,26200.0,0.0,0.0,1.0,4.0,12564.0,3357.0,80.7,0.0,0.0,118.0,108.0,4.0,4.0,1.0,17.0,77.0,6.0,77.0,0.0,3.0,6.0,3.0,6.0,4.0,9.0,13.0,6.0,11.0,0.0,0.0,0.0,3.0,94.4,66.7,0.0,0.0,158332.0,44162.0,17400.0,29309.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Jan-2019,ACTIVE,Jan-2019,10962.0,45.0,18.0
+90396082,,2100.0,2100.0,2100.0, 36 months,12.79,70.55,C,C1,,,RENT,13825.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90396082,,credit_card,Credit card refinancing,431xx,OH,34.98,0.0,Mar-1981,665.0,669.0,1.0,,68.0,9.0,1.0,2498.0,29.0,23.0,w,473.25,473.25,2045.95,2045.95,1626.75,419.2,0.0,0.0,0.0,Mar-2019,70.55,Apr-2019,Mar-2019,749.0,745.0,0.0,,1.0,Individual,,,,0.0,0.0,15786.0,1.0,1.0,1.0,1.0,7.0,13288.0,94.0,3.0,4.0,2236.0,69.0,8600.0,1.0,0.0,6.0,5.0,1973.0,1648.0,58.8,0.0,0.0,7.0,426.0,6.0,6.0,0.0,33.0,,6.0,,0.0,2.0,5.0,2.0,10.0,1.0,8.0,22.0,5.0,9.0,0.0,0.0,0.0,4.0,100.0,50.0,1.0,0.0,22763.0,15786.0,4000.0,14163.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90692587,,16000.0,16000.0,16000.0, 36 months,8.59,505.75,A,A5,Sales,4 years,RENT,80000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90692587,,credit_card,Credit card refinancing,605xx,IL,15.53,0.0,Jun-2006,710.0,714.0,1.0,,,11.0,0.0,14454.0,51.1,34.0,w,0.0,0.0,16772.378644251203,16772.38,16000.0,772.38,0.0,0.0,0.0,May-2017,13745.52,,Oct-2018,804.0,800.0,0.0,,1.0,Individual,,,,0.0,0.0,79682.0,0.0,7.0,1.0,1.0,7.0,65228.0,103.0,0.0,0.0,9346.0,87.0,28300.0,2.0,1.0,5.0,1.0,7244.0,13546.0,51.6,0.0,0.0,123.0,111.0,25.0,7.0,0.0,25.0,,4.0,,0.0,2.0,2.0,3.0,8.0,24.0,4.0,10.0,2.0,11.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,91748.0,79682.0,28000.0,63448.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90197368,,11700.0,11700.0,11700.0, 36 months,12.79,393.04,C,C1,driver ,10+ years,MORTGAGE,59400.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90197368,,debt_consolidation,Debt consolidation,781xx,TX,34.95,0.0,Jul-1999,660.0,664.0,1.0,,39.0,10.0,2.0,5969.0,84.1,25.0,w,2637.51,2637.51,11389.85,11389.85,9062.49,2327.36,0.0,0.0,0.0,Mar-2019,393.04,Apr-2019,Mar-2019,619.0,615.0,0.0,,1.0,Individual,,,,0.0,0.0,59578.0,1.0,5.0,1.0,7.0,5.0,53609.0,81.0,0.0,0.0,1950.0,81.0,7100.0,4.0,1.0,1.0,7.0,5958.0,773.0,85.1,0.0,0.0,206.0,70.0,29.0,5.0,0.0,29.0,,5.0,,0.0,3.0,5.0,3.0,4.0,19.0,5.0,6.0,5.0,10.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,73688.0,59578.0,5200.0,66588.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90696069,,8000.0,8000.0,8000.0, 36 months,18.99,293.21,D,D3,Cashier,< 1 year,RENT,30000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90696069,,debt_consolidation,Debt consolidation,945xx,CA,26.08,0.0,Aug-2004,690.0,694.0,0.0,,,14.0,0.0,16414.0,58.8,18.0,w,0.0,0.0,1316.89,1316.89,335.86,242.12,0.0,738.91,133.0038,Dec-2016,293.21,,Jul-2017,544.0,540.0,0.0,,1.0,Individual,,,,0.0,0.0,23622.0,1.0,1.0,0.0,0.0,44.0,7208.0,50.0,2.0,2.0,4856.0,56.0,27900.0,0.0,0.0,0.0,2.0,1687.0,9059.0,62.3,0.0,0.0,68.0,145.0,4.0,4.0,0.0,4.0,,,,0.0,7.0,9.0,10.0,13.0,2.0,13.0,16.0,9.0,14.0,0.0,0.0,0.0,2.0,100.0,40.0,0.0,0.0,42300.0,23622.0,24000.0,14400.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90692530,,8000.0,8000.0,8000.0, 36 months,16.99,285.19,D,D1,Transplant Coordinator,10+ years,RENT,67000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90692530,,debt_consolidation,Debt consolidation,021xx,MA,31.11,0.0,Jun-2003,715.0,719.0,0.0,,,17.0,0.0,37006.0,54.3,39.0,w,1887.57,1887.57,8262.96,8262.96,6112.43,2150.53,0.0,0.0,0.0,Mar-2019,285.19,Apr-2019,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,287274.0,1.0,3.0,1.0,1.0,12.0,24764.0,58.0,3.0,4.0,14067.0,56.0,68200.0,0.0,0.0,0.0,5.0,16898.0,29992.0,44.9,0.0,0.0,159.0,144.0,2.0,2.0,2.0,2.0,,22.0,,0.0,6.0,8.0,10.0,16.0,11.0,13.0,26.0,8.0,17.0,0.0,0.0,0.0,4.0,100.0,20.0,0.0,0.0,351597.0,61770.0,54400.0,42483.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90162188,,9000.0,9000.0,9000.0, 36 months,6.99,277.86,A,A2,owner,10+ years,RENT,65000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90162188,,debt_consolidation,Debt consolidation,112xx,NY,7.32,0.0,Jun-1990,755.0,759.0,0.0,,,12.0,0.0,15636.0,20.0,13.0,w,1900.71,1900.71,8054.44,8054.44,7099.29,955.15,0.0,0.0,0.0,Mar-2019,277.86,Apr-2019,Mar-2019,809.0,805.0,0.0,,1.0,Individual,,,,0.0,0.0,15854.0,0.0,0.0,0.0,0.0,,0.0,,2.0,3.0,9074.0,20.0,78300.0,0.0,0.0,1.0,3.0,1321.0,60524.0,20.2,0.0,0.0,,315.0,8.0,8.0,0.0,12.0,,8.0,,0.0,6.0,7.0,10.0,11.0,0.0,11.0,12.0,7.0,12.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,79873.0,15854.0,75800.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695920,,14400.0,14400.0,14400.0, 60 months,12.79,326.1,C,C1,Technical Engineer I,7 years,MORTGAGE,50476.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695920,,debt_consolidation,Debt consolidation,294xx,SC,24.68,0.0,Jan-1999,695.0,699.0,0.0,,60.0,6.0,2.0,4106.0,91.2,14.0,f,0.0,0.0,18057.6242972586,18057.62,14400.0,3657.62,0.0,0.0,0.0,Mar-2019,8911.47,,Mar-2019,719.0,715.0,0.0,,1.0,Joint App,108358.0,13.67,Not Verified,0.0,0.0,315578.0,1.0,3.0,0.0,2.0,22.0,38860.0,73.0,0.0,1.0,3681.0,74.0,4500.0,0.0,0.0,0.0,4.0,52596.0,394.0,91.2,0.0,0.0,212.0,109.0,21.0,4.0,3.0,21.0,,22.0,,0.0,2.0,2.0,2.0,2.0,9.0,2.0,2.0,2.0,6.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,2.0,332387.0,42966.0,4500.0,53487.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90416068,,10000.0,10000.0,10000.0, 36 months,16.99,356.48,D,D1,Mail carrier,10+ years,RENT,60000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90416068,,debt_consolidation,Debt consolidation,150xx,PA,18.64,0.0,Dec-1996,660.0,664.0,1.0,74.0,57.0,15.0,1.0,8120.0,63.4,21.0,f,0.0,0.0,6864.21,6864.21,4097.83,1952.89,0.0,813.49,146.4282,Mar-2018,356.48,,Oct-2018,559.0,555.0,0.0,,1.0,Individual,,,,0.0,0.0,30310.0,3.0,2.0,0.0,1.0,13.0,22190.0,73.0,6.0,8.0,2844.0,70.0,12800.0,2.0,0.0,4.0,9.0,2165.0,960.0,88.1,0.0,0.0,136.0,237.0,0.0,0.0,0.0,0.0,,0.0,,0.0,6.0,9.0,7.0,8.0,5.0,13.0,16.0,9.0,15.0,0.0,0.0,0.0,6.0,95.2,85.7,0.0,0.0,43163.0,30310.0,8100.0,30363.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90182263,,3000.0,3000.0,3000.0, 36 months,13.49,101.8,C,C2,Driver,3 years,OWN,33000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90182263,,other,Other,142xx,NY,19.2,0.0,Nov-2003,680.0,684.0,1.0,70.0,,13.0,0.0,15038.0,47.0,26.0,w,0.0,0.0,2277.35,2277.35,1688.41,553.94,15.0,20.0,3.6,Jan-2019,20.0,,Mar-2019,569.0,565.0,1.0,,1.0,Individual,,,,0.0,395.0,19890.0,1.0,1.0,1.0,1.0,6.0,4852.0,87.0,0.0,3.0,7833.0,53.0,32000.0,0.0,1.0,1.0,4.0,1658.0,12772.0,52.9,0.0,0.0,101.0,154.0,19.0,6.0,0.0,24.0,70.0,6.0,70.0,0.0,4.0,5.0,5.0,7.0,2.0,12.0,24.0,5.0,13.0,0.0,0.0,0.0,1.0,95.8,20.0,0.0,0.0,37550.0,19890.0,27100.0,5550.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Dec-2018,ACTIVE,Dec-2018,624.0,45.04,8.0
+90661640,,30000.0,30000.0,29975.0, 36 months,13.99,1025.19,C,C3,Clinical Pharmacist,7 years,OWN,120000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90661640,,debt_consolidation,Debt consolidation,300xx,GA,30.8,1.0,Jul-1993,695.0,699.0,0.0,15.0,45.0,16.0,1.0,33715.0,56.6,49.0,f,6852.77,6847.06,29823.77,29798.92,23147.23,6676.54,0.0,0.0,0.0,Mar-2019,1025.19,Apr-2019,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,75839.0,2.0,3.0,0.0,1.0,15.0,19604.0,44.0,2.0,4.0,12506.0,60.0,59600.0,2.0,0.0,0.0,5.0,4740.0,9956.0,76.7,0.0,0.0,105.0,216.0,2.0,2.0,0.0,4.0,,14.0,,0.0,7.0,9.0,8.0,16.0,10.0,12.0,38.0,9.0,16.0,0.0,0.0,0.0,2.0,97.9,75.0,0.0,1.0,127392.0,75839.0,42700.0,44961.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88963512,,7125.0,7125.0,7125.0, 36 months,16.99,254.0,D,D1,Administrative Assistant,3 years,RENT,21000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88963512,,debt_consolidation,Debt consolidation,111xx,NY,18.17,0.0,Aug-2001,700.0,704.0,1.0,31.0,,20.0,0.0,9192.0,18.1,23.0,w,591.43,591.43,8159.27,8159.27,6533.57,1625.7,0.0,0.0,0.0,Mar-2019,254.0,Apr-2019,Mar-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,11006.0,1.0,1.0,0.0,0.0,69.0,1814.0,104.0,3.0,6.0,3895.0,21.0,50700.0,0.0,0.0,2.0,6.0,550.0,31113.0,22.4,0.0,0.0,69.0,181.0,1.0,1.0,0.0,1.0,31.0,6.0,31.0,1.0,8.0,9.0,12.0,14.0,1.0,19.0,22.0,9.0,20.0,0.0,0.0,0.0,3.0,87.0,16.7,0.0,0.0,52450.0,11006.0,40100.0,1750.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90621829,,10000.0,10000.0,10000.0, 36 months,11.49,329.72,B,B5,,,OWN,120000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90621829,,credit_card,Credit card refinancing,064xx,CT,9.48,0.0,Apr-2002,675.0,679.0,0.0,,39.0,7.0,2.0,6234.0,34.4,26.0,w,2221.82,2221.82,9555.5,9555.5,7778.18,1777.32,0.0,0.0,0.0,Mar-2019,329.72,Apr-2019,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,30708.0,0.0,2.0,1.0,1.0,10.0,24474.0,72.0,0.0,2.0,5392.0,59.0,18100.0,0.0,1.0,0.0,3.0,4387.0,7542.0,44.5,0.0,0.0,139.0,173.0,18.0,10.0,2.0,21.0,,21.0,,0.0,2.0,3.0,2.0,7.0,6.0,4.0,15.0,3.0,7.0,0.0,0.0,0.0,1.0,100.0,0.0,2.0,0.0,52144.0,30708.0,13600.0,34044.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90136806,,11000.0,11000.0,11000.0, 36 months,6.99,339.6,A,A2,Sr IT Analyst,8 years,MORTGAGE,80000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90136806,,credit_card,Credit card refinancing,761xx,TX,18.72,0.0,Nov-1988,750.0,754.0,0.0,32.0,,17.0,0.0,16486.0,24.9,32.0,w,2322.68,2322.68,9844.13,9844.13,8677.32,1166.81,0.0,0.0,0.0,Mar-2019,339.6,Apr-2019,Mar-2019,759.0,755.0,0.0,,1.0,Individual,,,,0.0,0.0,109162.0,0.0,6.0,0.0,1.0,23.0,27951.0,45.0,1.0,3.0,8486.0,35.0,66300.0,0.0,2.0,0.0,5.0,6421.0,19199.0,43.5,0.0,0.0,121.0,334.0,7.0,7.0,4.0,7.0,32.0,,32.0,0.0,2.0,4.0,3.0,7.0,11.0,9.0,17.0,4.0,17.0,0.0,0.0,0.0,2.0,93.8,33.3,0.0,0.0,222081.0,44437.0,34000.0,61916.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90439613,,35000.0,35000.0,35000.0, 60 months,17.99,888.58,D,D2,Merchandising Manager,1 year,MORTGAGE,45000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90439613,,credit_card,Credit card refinancing,535xx,WI,52.46,0.0,Sep-1996,700.0,704.0,1.0,,,9.0,0.0,46068.0,77.8,14.0,w,0.0,0.0,46397.9010640997,46397.9,35000.0,11397.9,0.0,0.0,0.0,Nov-2018,25106.96,,Nov-2018,709.0,705.0,0.0,,1.0,Joint App,131500.0,22.98,Not Verified,0.0,0.0,333446.0,1.0,2.0,1.0,2.0,3.0,22660.0,60.0,0.0,0.0,18346.0,71.0,59200.0,1.0,2.0,5.0,3.0,37050.0,13132.0,77.8,0.0,0.0,114.0,240.0,64.0,3.0,1.0,64.0,,2.0,,0.0,5.0,5.0,6.0,7.0,6.0,6.0,7.0,5.0,9.0,0.0,0.0,0.0,2.0,100.0,66.7,0.0,0.0,364942.0,68728.0,59200.0,37599.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90320950,,36000.0,36000.0,36000.0, 60 months,15.59,867.63,C,C5,Nurse Practitioner,2 years,RENT,125000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90320950,,credit_card,Credit card refinancing,581xx,ND,27.48,0.0,May-2000,690.0,694.0,0.0,,,24.0,0.0,33727.0,70.3,57.0,w,0.0,0.0,19924.31,19924.31,10640.63,9283.68,0.0,0.0,0.0,Sep-2018,867.63,,Mar-2019,609.0,605.0,0.0,,1.0,Individual,,,,0.0,0.0,133690.0,1.0,13.0,1.0,2.0,5.0,99963.0,71.0,4.0,8.0,9259.0,71.0,48000.0,2.0,0.0,5.0,10.0,5570.0,3856.0,89.1,0.0,0.0,184.0,196.0,9.0,5.0,1.0,9.0,,5.0,,0.0,6.0,8.0,7.0,14.0,22.0,11.0,34.0,8.0,24.0,0.0,0.0,0.0,5.0,100.0,71.4,0.0,0.0,188520.0,133690.0,35400.0,140520.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90481654,,8000.0,8000.0,8000.0, 36 months,9.49,256.23,B,B2,Registered Veterinary Technician,10+ years,RENT,36000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90481654,,other,Other,926xx,CA,14.2,0.0,Mar-1997,815.0,819.0,0.0,,,6.0,0.0,2509.0,11.4,12.0,w,1738.04,1738.04,7433.53,7433.53,6261.96,1171.57,0.0,0.0,0.0,Mar-2019,256.23,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,16928.0,0.0,1.0,0.0,0.0,28.0,14419.0,64.0,0.0,2.0,2356.0,38.0,22000.0,0.0,0.0,0.0,2.0,2821.0,11867.0,17.0,0.0,0.0,111.0,234.0,20.0,20.0,0.0,21.0,,,,0.0,2.0,3.0,2.0,4.0,3.0,5.0,9.0,3.0,6.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,44565.0,16928.0,14300.0,22565.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90501567,,20000.0,20000.0,20000.0, 60 months,17.99,507.76,D,D2,Cloud Operations Manager,1 year,RENT,120000.0,Source Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90501567,,house,Home buying,088xx,NJ,16.89,0.0,Feb-2000,680.0,684.0,0.0,59.0,,18.0,0.0,20389.0,64.7,27.0,f,13142.57,13142.57,13739.5,13739.5,6857.43,6882.07,0.0,0.0,0.0,Jan-2019,507.76,Apr-2019,Mar-2019,604.0,600.0,0.0,,1.0,Individual,,,,0.0,311.0,97436.0,2.0,10.0,2.0,3.0,6.0,77047.0,98.0,0.0,1.0,6759.0,86.0,31500.0,0.0,0.0,0.0,4.0,5413.0,748.0,94.7,0.0,0.0,199.0,181.0,15.0,6.0,0.0,66.0,,13.0,,0.0,4.0,5.0,4.0,6.0,15.0,8.0,12.0,6.0,18.0,0.0,0.0,0.0,2.0,96.2,100.0,0.0,0.0,123588.0,97436.0,14100.0,92088.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88974517,,20000.0,20000.0,20000.0, 60 months,17.99,507.76,D,D2,Journeyman electrician,10+ years,RENT,52000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88974517,,credit_card,Credit card refinancing,908xx,CA,23.58,1.0,Mar-1996,660.0,664.0,1.0,22.0,,11.0,0.0,31145.0,89.8,19.0,f,12515.83,12515.83,14745.17,14745.17,7484.17,7261.0,0.0,0.0,0.0,Mar-2019,507.76,Apr-2019,Mar-2019,699.0,695.0,1.0,,1.0,Individual,,,,0.0,11780.0,32389.0,1.0,3.0,0.0,0.0,132.0,1244.0,8.0,1.0,1.0,16287.0,65.0,34700.0,0.0,0.0,1.0,1.0,2944.0,1290.0,95.8,0.0,0.0,153.0,246.0,5.0,5.0,0.0,119.0,22.0,5.0,22.0,0.0,4.0,6.0,5.0,10.0,4.0,8.0,15.0,6.0,11.0,0.0,0.0,0.0,1.0,84.2,60.0,0.0,0.0,49936.0,32389.0,30600.0,15236.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90641703,,15000.0,15000.0,15000.0, 36 months,11.49,494.57,B,B5,Senior Accountant,1 year,OWN,70000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90641703,,debt_consolidation,Debt consolidation,958xx,CA,27.04,0.0,Aug-2004,705.0,709.0,2.0,24.0,,19.0,0.0,7904.0,43.2,30.0,w,0.0,0.0,17428.1702927953,17428.17,15000.0,2428.17,0.0,0.0,0.0,Sep-2018,6537.83,,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,41884.0,2.0,3.0,0.0,1.0,20.0,33980.0,49.0,3.0,5.0,3073.0,47.0,18300.0,0.0,1.0,2.0,6.0,2618.0,2762.0,67.9,0.0,0.0,43.0,145.0,1.0,1.0,0.0,57.0,,1.0,,0.0,5.0,9.0,5.0,8.0,3.0,16.0,27.0,9.0,19.0,0.0,0.0,0.0,3.0,96.7,40.0,0.0,0.0,88418.0,41884.0,8600.0,70118.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89904629,,20000.0,20000.0,20000.0, 60 months,21.49,546.6,D,D5,Sr. Test Technician,4 years,MORTGAGE,71000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89904629,,debt_consolidation,Debt consolidation,925xx,CA,8.28,0.0,Oct-2004,660.0,664.0,2.0,,,7.0,0.0,13068.0,37.8,24.0,f,0.0,0.0,11418.91,11418.91,4751.28,6667.63,0.0,0.0,0.0,Jul-2018,546.6,,Mar-2019,599.0,595.0,1.0,,1.0,Individual,,,,0.0,3061.0,457445.0,1.0,2.0,3.0,5.0,3.0,70046.0,82.0,0.0,3.0,177.0,45.0,34600.0,4.0,1.0,8.0,8.0,65349.0,749.0,25.1,0.0,0.0,143.0,26.0,18.0,3.0,1.0,18.0,,2.0,,0.0,2.0,3.0,2.0,2.0,18.0,4.0,4.0,3.0,7.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,548910.0,83114.0,1000.0,71263.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Mar-2019,BROKEN,Jan-2019,7489.0,45.0,24.0
+90438598,,12000.0,12000.0,12000.0, 60 months,19.99,317.86,D,D4,Superintendent ,2 years,MORTGAGE,120000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90438598,,major_purchase,Major purchase,117xx,NY,10.2,0.0,Aug-2006,670.0,674.0,1.0,45.0,,11.0,0.0,13242.0,70.4,29.0,w,0.0,0.0,15622.4488638196,15622.45,12000.0,3622.45,0.0,0.0,0.0,Jan-2019,5291.46,,Mar-2019,719.0,715.0,0.0,45.0,1.0,Joint App,175000.0,12.33,Not Verified,0.0,50.0,55902.0,0.0,2.0,0.0,2.0,15.0,42660.0,88.0,2.0,4.0,3717.0,83.0,18800.0,3.0,0.0,6.0,6.0,5082.0,2945.0,77.2,0.0,0.0,121.0,97.0,9.0,9.0,0.0,9.0,,2.0,,8.0,6.0,9.0,6.0,7.0,18.0,9.0,11.0,9.0,11.0,0.0,0.0,0.0,2.0,69.2,50.0,0.0,0.0,67386.0,55902.0,12900.0,48586.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90329276,,6025.0,6025.0,6025.0, 36 months,17.99,217.79,D,D2,Server,< 1 year,RENT,25000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90329276,,other,Other,011xx,MA,18.29,0.0,Jan-2013,715.0,719.0,1.0,,,2.0,0.0,4072.0,86.6,3.0,w,1436.98,1436.98,6309.89,6309.89,4588.02,1721.87,0.0,0.0,0.0,Mar-2019,217.79,Apr-2019,Mar-2019,654.0,650.0,1.0,,1.0,Individual,,,,0.0,80.0,17370.0,0.0,1.0,1.0,1.0,11.0,13298.0,87.0,0.0,0.0,4072.0,87.0,4700.0,1.0,1.0,2.0,1.0,8685.0,628.0,86.6,0.0,0.0,11.0,44.0,29.0,11.0,0.0,29.0,,0.0,,0.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,2.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,20049.0,17370.0,4700.0,15349.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90278253,,8000.0,8000.0,8000.0, 36 months,19.99,297.27,D,D4,OWNER,3 years,RENT,50000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90278253,,other,Other,381xx,TN,12.07,0.0,Apr-2012,695.0,699.0,0.0,32.0,,15.0,0.0,4577.0,23.8,22.0,w,0.0,0.0,7125.6,7125.6,4754.61,2370.99,0.0,0.0,0.0,Oct-2018,297.27,,Mar-2019,519.0,515.0,0.0,,1.0,Individual,,,,0.0,0.0,14926.0,0.0,1.0,0.0,2.0,13.0,10349.0,85.0,4.0,6.0,1531.0,48.0,19200.0,0.0,0.0,5.0,8.0,995.0,1469.0,51.0,0.0,0.0,48.0,53.0,7.0,7.0,0.0,7.0,32.0,7.0,32.0,0.0,1.0,7.0,2.0,3.0,5.0,14.0,17.0,7.0,15.0,0.0,0.0,0.0,4.0,95.5,50.0,0.0,0.0,31389.0,14926.0,3000.0,12189.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90511140,,24000.0,24000.0,24000.0, 60 months,21.49,655.92,D,D5,Inside Sales manger going to manager,< 1 year,MORTGAGE,100000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90511140,,small_business,Business,276xx,NC,22.77,0.0,Apr-1990,660.0,664.0,1.0,28.0,,18.0,0.0,16023.0,54.9,41.0,f,0.0,0.0,27910.2115986696,27910.21,24000.0,3910.21,0.0,0.0,0.0,Jul-2017,22533.91,,Nov-2017,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,202083.0,2.0,3.0,0.0,1.0,15.0,46628.0,67.0,3.0,8.0,1016.0,62.0,29200.0,0.0,3.0,3.0,11.0,12630.0,0.0,100.8,0.0,0.0,317.0,105.0,6.0,6.0,4.0,25.0,,6.0,,0.0,2.0,11.0,2.0,5.0,11.0,14.0,26.0,11.0,18.0,0.0,0.0,0.0,5.0,97.6,100.0,0.0,0.0,249148.0,62651.0,1700.0,79048.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90407958,,15000.0,15000.0,15000.0, 60 months,17.99,380.82,D,D2,Section laborer,8 years,RENT,52000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90407958,,debt_consolidation,Debt consolidation,585xx,ND,22.22,0.0,Oct-2001,680.0,684.0,0.0,42.0,80.0,8.0,1.0,12361.0,38.7,11.0,w,9390.71,9390.71,11081.26,11081.26,5609.29,5471.97,0.0,0.0,0.0,Mar-2019,380.82,Apr-2019,Mar-2019,564.0,560.0,0.0,42.0,1.0,Individual,,,,0.0,462.0,39218.0,2.0,2.0,1.0,2.0,6.0,26857.0,83.0,1.0,5.0,4318.0,61.0,31900.0,0.0,1.0,1.0,7.0,4902.0,5501.0,64.7,0.0,0.0,24.0,179.0,6.0,6.0,1.0,6.0,,1.0,,1.0,5.0,6.0,5.0,6.0,2.0,6.0,7.0,6.0,8.0,0.0,0.0,0.0,2.0,90.9,60.0,0.0,1.0,64430.0,39218.0,15600.0,32530.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90174350,,13750.0,13750.0,13750.0, 36 months,11.49,453.36,B,B5,Table games Supervisor/dealer,2 years,RENT,50000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90174350,,debt_consolidation,Debt consolidation,891xx,NV,16.87,0.0,May-2004,715.0,719.0,1.0,76.0,66.0,8.0,2.0,4115.0,16.1,18.0,w,0.0,0.0,14414.7845233466,14414.78,13750.0,664.78,0.0,0.0,0.0,Mar-2017,12610.12,,Apr-2018,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,21023.0,1.0,2.0,0.0,3.0,14.0,16908.0,71.0,3.0,4.0,3992.0,42.0,25600.0,3.0,0.0,2.0,7.0,2628.0,21485.0,16.1,0.0,0.0,125.0,148.0,6.0,6.0,1.0,6.0,,1.0,,0.0,2.0,2.0,6.0,7.0,9.0,6.0,8.0,2.0,8.0,0.0,0.0,0.0,3.0,94.4,0.0,0.0,2.0,49558.0,21023.0,25600.0,23958.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90461678,,1600.0,1600.0,1600.0, 36 months,9.49,51.25,B,B2,Route Sales,10+ years,RENT,53500.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90461678,,other,Other,240xx,VA,7.92,0.0,Aug-2002,785.0,789.0,0.0,,,6.0,0.0,383.0,2.4,17.0,w,0.0,0.0,1682.2501000179998,1682.25,1600.0,82.25,0.0,0.0,0.0,Apr-2017,1424.03,,Mar-2019,784.0,780.0,0.0,,1.0,Individual,,,,0.0,0.0,17776.0,1.0,1.0,1.0,3.0,3.0,17393.0,97.0,0.0,1.0,314.0,52.0,16200.0,0.0,5.0,0.0,4.0,2963.0,10817.0,3.4,0.0,0.0,169.0,137.0,23.0,3.0,0.0,110.0,,23.0,,0.0,2.0,2.0,2.0,6.0,7.0,5.0,10.0,2.0,6.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,34113.0,17776.0,11200.0,17913.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90681283,,20200.0,20200.0,20200.0, 60 months,29.96,653.05,G,G4,coater ,1 year,RENT,55000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90681283,,debt_consolidation,Debt consolidation,932xx,CA,34.61,0.0,Nov-2005,735.0,739.0,1.0,,,22.0,0.0,6203.0,15.5,33.0,w,0.0,0.0,3271.5,3271.5,301.16,971.32,0.0,1999.02,359.8236,Dec-2016,653.05,,Dec-2018,634.0,630.0,0.0,,1.0,Individual,,,,0.0,0.0,51429.0,3.0,4.0,3.0,4.0,2.0,45226.0,69.0,2.0,5.0,1932.0,49.0,40200.0,1.0,2.0,6.0,9.0,2338.0,4673.0,45.0,0.0,0.0,130.0,112.0,4.0,2.0,0.0,41.0,,0.0,,0.0,5.0,11.0,5.0,6.0,12.0,18.0,21.0,11.0,22.0,0.0,0.0,0.0,5.0,100.0,20.0,0.0,0.0,105721.0,51429.0,8500.0,65521.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90451601,,15000.0,15000.0,15000.0, 36 months,16.99,534.72,D,D1,Paramedic ,2 years,MORTGAGE,120000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90451601,,debt_consolidation,Debt consolidation,031xx,NH,15.3,3.0,Jul-1992,670.0,674.0,3.0,15.0,,16.0,0.0,9750.0,46.0,27.0,f,3539.6,3539.6,15577.67,15577.67,11460.4,4117.27,0.0,0.0,0.0,Mar-2019,534.72,Apr-2019,Mar-2019,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,398221.0,6.0,8.0,9.0,9.0,1.0,77941.0,95.0,4.0,4.0,6597.0,78.0,21200.0,1.0,2.0,8.0,13.0,26548.0,11450.0,46.0,0.0,0.0,38.0,290.0,2.0,1.0,3.0,2.0,15.0,0.0,15.0,0.0,2.0,2.0,6.0,9.0,13.0,7.0,11.0,2.0,16.0,0.0,0.0,0.0,13.0,88.5,16.7,0.0,0.0,391164.0,87691.0,21200.0,79881.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90511813,,12000.0,12000.0,12000.0, 60 months,21.49,327.96,D,D5,managefr,10+ years,RENT,33000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90511813,,debt_consolidation,Debt consolidation,190xx,PA,3.09,2.0,Jun-2006,685.0,689.0,0.0,11.0,,6.0,0.0,1603.0,14.3,13.0,w,0.0,0.0,2488.46,2488.46,345.29,710.22,0.0,1432.95,257.931,Jan-2017,327.96,,Jul-2017,559.0,555.0,0.0,19.0,1.0,Individual,,,,0.0,0.0,1603.0,1.0,0.0,0.0,1.0,20.0,0.0,,3.0,3.0,1005.0,14.0,11200.0,1.0,0.0,3.0,4.0,321.0,8097.0,16.5,0.0,0.0,123.0,55.0,6.0,6.0,0.0,34.0,,2.0,11.0,1.0,3.0,3.0,3.0,3.0,5.0,6.0,8.0,3.0,6.0,0.0,0.0,1.0,3.0,76.9,0.0,0.0,0.0,11200.0,1603.0,9700.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90210791,,25000.0,25000.0,25000.0, 36 months,8.99,794.88,B,B1,Vice President ,10+ years,OWN,400000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90210791,,debt_consolidation,Debt consolidation,440xx,OH,7.52,0.0,Sep-1995,675.0,679.0,0.0,35.0,,8.0,0.0,23250.0,90.1,15.0,w,0.0,0.0,28427.724790766802,28427.72,25000.0,3427.72,0.0,0.0,0.0,Feb-2019,6978.45,,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,102.0,532044.0,0.0,2.0,0.0,0.0,26.0,43736.0,,0.0,0.0,14740.0,90.0,25800.0,0.0,1.0,0.0,0.0,76006.0,2550.0,90.1,0.0,0.0,147.0,117.0,52.0,26.0,2.0,52.0,35.0,15.0,35.0,0.0,4.0,4.0,4.0,5.0,6.0,4.0,5.0,4.0,8.0,0.0,0.0,0.0,0.0,93.3,50.0,0.0,0.0,626293.0,66986.0,25800.0,99493.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90137061,,7000.0,7000.0,7000.0, 36 months,10.49,227.49,B,B3,Business sales,10+ years,MORTGAGE,60000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90137061,,credit_card,Credit card refinancing,032xx,NH,33.76,3.0,Dec-1998,660.0,664.0,0.0,4.0,,12.0,0.0,38707.0,71.7,33.0,w,0.0,0.0,7016.32,7016.32,7000.0,16.32,0.0,0.0,0.0,Oct-2016,7020.4,,Mar-2017,644.0,640.0,0.0,,1.0,Joint App,130000.0,21.6,Not Verified,0.0,0.0,271562.0,0.0,3.0,0.0,3.0,17.0,39061.0,89.0,0.0,0.0,15217.0,79.0,54000.0,2.0,4.0,2.0,3.0,22630.0,7285.0,83.1,0.0,0.0,213.0,191.0,32.0,17.0,6.0,73.0,4.0,0.0,4.0,0.0,4.0,6.0,4.0,9.0,8.0,8.0,19.0,6.0,12.0,0.0,0.0,0.0,0.0,90.9,50.0,0.0,0.0,308647.0,77768.0,43000.0,43947.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90631678,,5000.0,5000.0,5000.0, 36 months,9.49,160.15,B,B2,firefighter,5 years,OWN,56000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90631678,,credit_card,Credit card refinancing,473xx,IN,21.6,0.0,Dec-2004,670.0,674.0,2.0,31.0,,10.0,0.0,8528.0,46.3,49.0,w,0.0,0.0,5343.8205789263,5343.82,5000.0,328.82,15.0,0.0,0.0,Jul-2017,3915.51,,Feb-2019,674.0,670.0,0.0,36.0,1.0,Individual,,,,0.0,1099.0,57861.0,1.0,2.0,1.0,1.0,12.0,49333.0,87.0,2.0,7.0,4241.0,77.0,18400.0,4.0,8.0,3.0,8.0,6429.0,1694.0,80.5,0.0,0.0,133.0,141.0,0.0,0.0,0.0,27.0,31.0,0.0,31.0,8.0,2.0,3.0,2.0,5.0,29.0,8.0,20.0,3.0,10.0,0.0,0.0,0.0,3.0,73.5,100.0,0.0,0.0,75242.0,57861.0,8700.0,56842.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90302309,,15000.0,15000.0,15000.0, 36 months,10.49,487.47,B,B3,Account Executive,< 1 year,RENT,96000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90302309,,debt_consolidation,Debt consolidation,802xx,CO,18.33,0.0,Jul-2000,670.0,674.0,4.0,56.0,43.0,6.0,1.0,11745.0,56.7,21.0,w,0.0,0.0,17332.5810547242,17332.58,15000.0,2332.58,0.0,0.0,0.0,Dec-2018,5154.57,,Dec-2018,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,66815.0,2.0,2.0,2.0,3.0,6.0,55070.0,95.0,1.0,3.0,8522.0,68.0,20700.0,6.0,0.0,16.0,6.0,11136.0,7742.0,56.3,0.0,0.0,128.0,194.0,6.0,6.0,0.0,14.0,,2.0,,0.0,2.0,3.0,3.0,11.0,7.0,4.0,14.0,3.0,6.0,0.0,0.0,0.0,3.0,93.8,33.3,1.0,0.0,80332.0,66815.0,17700.0,59632.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89917409,,40000.0,40000.0,40000.0, 36 months,11.49,1318.86,B,B5,CFO,10+ years,MORTGAGE,300000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89917409,,debt_consolidation,Debt consolidation,852xx,AZ,12.49,0.0,Apr-1988,715.0,719.0,0.0,47.0,,9.0,0.0,23988.0,73.6,29.0,w,8887.95,8887.95,38221.41,38221.41,31112.05,7109.36,0.0,0.0,0.0,Mar-2019,1318.86,Apr-2019,Mar-2019,744.0,740.0,0.0,47.0,1.0,Individual,,,,0.0,0.0,707295.0,1.0,3.0,1.0,2.0,4.0,68527.0,81.0,0.0,1.0,17384.0,68.0,32600.0,0.0,0.0,2.0,5.0,88412.0,8612.0,73.6,0.0,0.0,143.0,341.0,14.0,4.0,9.0,14.0,,0.0,,2.0,3.0,3.0,4.0,6.0,9.0,4.0,8.0,3.0,9.0,0.0,0.0,0.0,2.0,92.9,33.3,0.0,0.0,771279.0,93509.0,32600.0,111580.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90301792,,12000.0,12000.0,12000.0, 60 months,10.99,260.85,B,B4,Sales Manager,5 years,RENT,108000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90301792,,home_improvement,Home improvement,926xx,CA,8.29,0.0,Oct-2002,680.0,684.0,0.0,,71.0,5.0,1.0,763.0,5.5,16.0,w,0.0,0.0,13891.713931118798,13891.71,12000.0,1891.71,0.0,0.0,0.0,Dec-2018,5377.79,,Dec-2018,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,27733.0,0.0,2.0,0.0,2.0,14.0,26970.0,66.0,0.0,0.0,360.0,51.0,14000.0,0.0,2.0,1.0,2.0,5547.0,13237.0,5.5,0.0,0.0,152.0,167.0,27.0,14.0,0.0,27.0,,1.0,,0.0,3.0,3.0,3.0,6.0,7.0,3.0,9.0,3.0,5.0,0.0,0.0,0.0,0.0,100.0,0.0,1.0,0.0,54867.0,27733.0,14000.0,40867.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693932,,20000.0,20000.0,20000.0, 36 months,8.59,632.19,A,A5,officer,8 years,RENT,70000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693932,,debt_consolidation,Debt consolidation,615xx,IL,32.81,0.0,Nov-2002,725.0,729.0,0.0,,,10.0,0.0,19079.0,39.7,25.0,w,4301.1,4301.1,18323.97,18323.97,15698.9,2625.07,0.0,0.0,0.0,Mar-2019,632.19,Apr-2019,Mar-2019,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,75798.0,0.0,4.0,1.0,2.0,7.0,56719.0,72.0,0.0,1.0,4975.0,60.0,48100.0,0.0,0.0,0.0,3.0,7580.0,23521.0,44.8,0.0,0.0,98.0,166.0,14.0,7.0,0.0,14.0,,14.0,,0.0,5.0,5.0,5.0,9.0,13.0,6.0,12.0,5.0,10.0,0.0,0.0,0.0,1.0,100.0,20.0,0.0,0.0,127368.0,75798.0,42600.0,79268.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90141720,,24000.0,24000.0,24000.0, 60 months,16.99,596.34,D,D1,Heavy Equipment Operator,2 years,RENT,54000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90141720,,credit_card,Credit card refinancing,922xx,CA,33.0,0.0,Oct-1997,680.0,684.0,0.0,,68.0,19.0,3.0,15553.0,20.1,34.0,f,0.0,0.0,4248.98,4248.98,516.71,709.95,0.0,3022.32,544.0176,Dec-2016,596.34,,May-2018,659.0,655.0,1.0,,1.0,Individual,,,,0.0,2064.0,56094.0,1.0,2.0,1.0,2.0,12.0,40541.0,27.0,4.0,7.0,12522.0,22.0,77300.0,0.0,3.0,3.0,9.0,2952.0,23547.0,34.8,0.0,0.0,150.0,227.0,4.0,4.0,2.0,4.0,,10.0,,0.0,2.0,3.0,7.0,9.0,8.0,17.0,24.0,3.0,19.0,0.0,0.0,0.0,5.0,100.0,14.3,0.0,3.0,144350.0,56094.0,36100.0,67050.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88828962,,20000.0,20000.0,20000.0, 60 months,15.59,482.02,C,C5,Vice President,4 years,MORTGAGE,160000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88828962,,credit_card,Credit card refinancing,973xx,OR,10.69,0.0,Aug-1998,660.0,664.0,0.0,24.0,73.0,17.0,1.0,10985.0,23.4,40.0,w,12237.01,12237.01,14055.53,14055.53,7762.99,6292.54,0.0,0.0,0.0,Mar-2019,482.02,Apr-2019,Mar-2019,659.0,655.0,0.0,24.0,1.0,Individual,,,,0.0,0.0,145343.0,3.0,1.0,1.0,1.0,6.0,134358.0,,4.0,8.0,4523.0,23.0,46900.0,1.0,7.0,3.0,9.0,8550.0,12116.0,47.5,0.0,0.0,174.0,217.0,3.0,3.0,0.0,3.0,,3.0,,4.0,10.0,11.0,13.0,21.0,12.0,16.0,27.0,11.0,17.0,0.0,0.0,0.0,5.0,84.8,23.1,1.0,0.0,158264.0,145343.0,23100.0,111364.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90300615,,35000.0,35000.0,34725.0, 36 months,14.49,1204.57,C,C4,VP operations,10+ years,OWN,390000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90300615,,debt_consolidation,Debt consolidation,193xx,PA,17.98,1.0,Nov-1995,690.0,694.0,5.0,11.0,,26.0,0.0,137380.0,63.4,52.0,f,8089.61,8026.04,35230.56,34953.75,26910.39,8139.48,180.69,0.0,0.0,Mar-2019,1204.57,Apr-2019,Mar-2019,644.0,640.0,0.0,,1.0,Individual,,,,0.0,0.0,574757.0,2.0,4.0,1.0,3.0,3.0,56033.0,91.0,1.0,1.0,37749.0,73.0,177300.0,2.0,3.0,7.0,4.0,22990.0,37382.0,63.3,0.0,0.0,141.0,250.0,2.0,2.0,2.0,29.0,,0.0,,0.0,10.0,11.0,15.0,24.0,12.0,18.0,34.0,11.0,26.0,0.0,0.0,0.0,2.0,98.0,33.3,0.0,0.0,707038.0,234184.0,170100.0,61643.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693852,,8000.0,8000.0,8000.0, 36 months,10.49,259.99,B,B3,Firefighter,10+ years,RENT,80000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693852,,debt_consolidation,Debt consolidation,450xx,OH,16.13,0.0,Jun-1997,685.0,689.0,2.0,,47.0,14.0,1.0,3300.0,21.7,54.0,w,0.0,0.0,9136.703420623,9136.7,8000.0,1136.7,0.0,0.0,0.0,Aug-2018,3681.57,,Dec-2018,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,41353.0,2.0,3.0,1.0,3.0,6.0,38053.0,74.0,1.0,4.0,2784.0,62.0,15200.0,0.0,9.0,3.0,7.0,4135.0,7700.0,30.0,0.0,0.0,163.0,231.0,2.0,2.0,3.0,16.0,,0.0,,0.0,2.0,2.0,5.0,18.0,13.0,11.0,36.0,2.0,12.0,0.0,0.0,0.0,2.0,100.0,0.0,1.0,0.0,66836.0,41353.0,11000.0,51636.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90107443,,22225.0,22225.0,22225.0, 36 months,14.49,764.9,C,C4,Finance Manager,10+ years,RENT,60000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90107443,,credit_card,Credit card refinancing,271xx,NC,13.54,0.0,Jan-2002,665.0,669.0,1.0,,,4.0,0.0,3202.0,53.4,7.0,w,0.0,0.0,23918.6567708545,23918.66,22225.0,1693.66,0.0,0.0,0.0,Apr-2017,20112.05,,Aug-2018,664.0,660.0,0.0,,1.0,Individual,,,,0.0,308.0,19093.0,2.0,1.0,1.0,1.0,4.0,15891.0,99.0,3.0,3.0,1784.0,87.0,6000.0,0.0,0.0,2.0,4.0,4773.0,1428.0,66.0,0.0,0.0,176.0,12.0,6.0,4.0,0.0,6.0,,5.0,,0.0,2.0,3.0,2.0,2.0,4.0,3.0,3.0,3.0,4.0,0.0,0.0,0.0,4.0,100.0,50.0,0.0,0.0,22000.0,19093.0,4200.0,16000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90249426,,16000.0,16000.0,16000.0, 60 months,18.99,414.97,D,D3,Electrician,5 years,MORTGAGE,42000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90249426,,credit_card,Credit card refinancing,040xx,ME,22.97,0.0,Nov-2006,675.0,679.0,3.0,,,7.0,0.0,51433.0,72.3,10.0,f,0.0,0.0,21003.471339058,21003.47,16000.0,5003.47,0.0,0.0,0.0,Aug-2018,12229.43,,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,59793.0,1.0,1.0,0.0,0.0,56.0,8360.0,30.0,1.0,3.0,2539.0,40.0,53600.0,3.0,1.0,15.0,3.0,8542.0,1823.0,71.1,0.0,0.0,118.0,112.0,6.0,6.0,0.0,38.0,,0.0,,0.0,2.0,6.0,2.0,3.0,2.0,6.0,8.0,6.0,7.0,0.0,0.0,0.0,1.0,100.0,50.0,0.0,0.0,81128.0,59793.0,6300.0,27528.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90111181,,18000.0,18000.0,17750.0, 60 months,25.69,535.63,F,F1,Registered Nurse,10+ years,MORTGAGE,90000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90111181,,other,Other,325xx,FL,29.51,0.0,Jul-1999,685.0,689.0,2.0,41.0,95.0,19.0,1.0,14474.0,59.3,28.0,f,0.0,0.0,26557.4911475392,26188.64,18000.0,8557.49,0.0,0.0,0.0,Nov-2018,13728.06,,Mar-2019,684.0,680.0,0.0,41.0,1.0,Individual,,,,0.0,0.0,106895.0,2.0,4.0,0.0,4.0,17.0,49423.0,61.0,3.0,8.0,4466.0,60.0,24400.0,1.0,3.0,6.0,12.0,5939.0,1609.0,89.6,0.0,0.0,148.0,206.0,1.0,1.0,2.0,14.0,41.0,1.0,41.0,1.0,6.0,8.0,7.0,8.0,8.0,14.0,18.0,8.0,19.0,0.0,0.0,0.0,3.0,92.9,100.0,1.0,0.0,206031.0,63897.0,15500.0,81631.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90100781,,3500.0,3500.0,3500.0, 36 months,12.79,117.58,C,C1,lamp room attendant,< 1 year,RENT,22000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90100781,,house,Home buying,153xx,PA,20.51,0.0,Nov-1997,660.0,664.0,0.0,52.0,,8.0,0.0,1735.0,11.1,20.0,w,788.87,788.87,3407.33,3407.33,2711.13,696.2,0.0,0.0,0.0,Mar-2019,117.5781028782,Apr-2019,Mar-2019,669.0,665.0,1.0,68.0,1.0,Individual,,,,0.0,373.0,18040.0,2.0,1.0,1.0,1.0,5.0,16305.0,95.0,5.0,5.0,884.0,55.0,15700.0,0.0,0.0,1.0,6.0,2255.0,11390.0,10.3,0.0,0.0,92.0,226.0,5.0,5.0,0.0,10.0,52.0,10.0,52.0,1.0,2.0,4.0,4.0,11.0,5.0,7.0,15.0,4.0,8.0,0.0,0.0,0.0,6.0,85.0,0.0,0.0,0.0,32876.0,18040.0,12700.0,17176.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90329345,,15000.0,15000.0,15000.0, 60 months,17.99,380.82,D,D2,production,9 years,MORTGAGE,45000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90329345,,debt_consolidation,Debt consolidation,469xx,IN,22.4,0.0,Sep-1993,685.0,689.0,1.0,48.0,71.0,11.0,1.0,10134.0,70.4,27.0,f,9386.88,9386.88,11006.3,11006.3,5613.12,5393.18,0.0,0.0,0.0,Mar-2019,380.82,Apr-2019,Mar-2019,664.0,660.0,0.0,,1.0,Joint App,78000.0,22.48,Not Verified,0.0,0.0,100942.0,1.0,3.0,1.0,3.0,6.0,15396.0,61.0,0.0,1.0,2652.0,65.0,14400.0,1.0,14.0,2.0,5.0,9177.0,3443.0,73.5,0.0,0.0,276.0,52.0,19.0,6.0,3.0,19.0,,6.0,,0.0,5.0,7.0,5.0,5.0,16.0,7.0,8.0,7.0,11.0,0.0,0.0,0.0,2.0,92.6,60.0,1.0,0.0,118103.0,25530.0,13000.0,25085.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693906,,14000.0,14000.0,14000.0, 60 months,27.79,434.13,F,F5,sales representative,< 1 year,RENT,44000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693906,,debt_consolidation,Debt consolidation,927xx,CA,8.76,0.0,Feb-2007,670.0,674.0,3.0,,,20.0,0.0,14683.0,55.6,29.0,f,0.0,0.0,15259.747061588501,15259.75,14000.0,1259.75,0.0,0.0,0.0,Feb-2017,13978.97,,Oct-2017,649.0,645.0,0.0,,1.0,Individual,,,,0.0,0.0,52140.0,4.0,10.0,4.0,7.0,2.0,37457.0,100.0,2.0,2.0,2145.0,82.0,26400.0,1.0,7.0,5.0,9.0,2744.0,10052.0,30.2,0.0,0.0,106.0,115.0,4.0,2.0,0.0,6.0,,0.0,,0.0,4.0,6.0,8.0,11.0,14.0,10.0,15.0,6.0,20.0,0.0,0.0,0.0,6.0,100.0,14.3,0.0,0.0,63857.0,52140.0,14400.0,37457.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90471760,,17500.0,17500.0,17500.0, 36 months,16.99,623.84,D,D1,president,7 years,OWN,97500.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90471760,,credit_card,Credit card refinancing,441xx,OH,4.05,0.0,Feb-2013,735.0,739.0,3.0,26.0,,8.0,0.0,1740.0,9.8,9.0,w,4162.83,4162.83,18143.63,18143.63,13337.17,4712.89,93.57,0.0,0.0,Mar-2019,623.84,Apr-2019,Mar-2019,559.0,555.0,0.0,26.0,1.0,Individual,,,,0.0,0.0,7589.0,1.0,1.0,0.0,1.0,13.0,5849.0,64.0,2.0,3.0,1010.0,28.0,17800.0,0.0,0.0,5.0,4.0,949.0,14590.0,6.5,0.0,0.0,13.0,36.0,0.0,0.0,0.0,8.0,,0.0,,1.0,1.0,2.0,6.0,6.0,1.0,7.0,7.0,2.0,8.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,26955.0,7589.0,15600.0,9155.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90186743,,2000.0,2000.0,2000.0, 36 months,9.49,64.06,B,B2,Manager,10+ years,MORTGAGE,54000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90186743,,home_improvement,Home improvement,480xx,MI,13.78,0.0,Jul-2002,725.0,729.0,0.0,43.0,,18.0,0.0,3968.0,26.5,48.0,w,0.0,0.0,2097.503678576,2097.5,2000.0,97.5,0.0,0.0,0.0,Apr-2017,1778.25,,Jan-2019,709.0,705.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,221242.0,1.0,13.0,1.0,3.0,6.0,73525.0,72.0,0.0,1.0,3957.0,67.0,15000.0,1.0,0.0,0.0,5.0,12291.0,11032.0,26.5,0.0,0.0,156.0,170.0,22.0,6.0,5.0,22.0,43.0,15.0,43.0,5.0,2.0,2.0,4.0,12.0,27.0,4.0,16.0,2.0,18.0,0.0,0.0,0.0,1.0,79.5,0.0,0.0,0.0,263887.0,77493.0,15000.0,101604.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521451,,5000.0,5000.0,5000.0, 36 months,17.99,180.74,D,D2,Technician ,3 years,RENT,52000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521451,,other,Other,587xx,ND,19.78,0.0,Jul-2009,660.0,664.0,0.0,53.0,,6.0,0.0,2253.0,75.1,10.0,w,1192.47,1192.47,5236.46,5236.46,3807.53,1428.93,0.0,0.0,0.0,Mar-2019,180.74,Apr-2019,Mar-2019,759.0,755.0,0.0,53.0,1.0,Individual,,,,0.0,0.0,28867.0,1.0,3.0,1.0,2.0,2.0,26614.0,70.0,0.0,1.0,389.0,71.0,3000.0,1.0,2.0,0.0,3.0,4811.0,111.0,77.8,0.0,0.0,71.0,86.0,16.0,2.0,0.0,37.0,,14.0,,0.0,1.0,3.0,1.0,1.0,6.0,3.0,4.0,3.0,6.0,0.0,0.0,0.0,1.0,90.0,100.0,0.0,0.0,40842.0,28867.0,500.0,37842.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90591726,,20000.0,20000.0,20000.0, 36 months,9.49,640.57,B,B2,Senior Support Engineer,10+ years,MORTGAGE,100868.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90591726,,debt_consolidation,Debt consolidation,086xx,NJ,9.04,1.0,Apr-2000,695.0,699.0,0.0,17.0,75.0,7.0,1.0,18682.0,93.9,16.0,w,4345.27,4345.27,18550.17,18550.17,15654.73,2895.44,0.0,0.0,0.0,Mar-2019,640.57,Apr-2019,Aug-2017,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,354483.0,1.0,1.0,0.0,0.0,78.0,5238.0,30.0,1.0,2.0,9695.0,64.0,19900.0,0.0,0.0,2.0,2.0,50640.0,943.0,95.0,0.0,0.0,141.0,197.0,4.0,4.0,3.0,20.0,17.0,4.0,17.0,0.0,3.0,4.0,3.0,5.0,4.0,4.0,9.0,4.0,7.0,0.0,0.0,0.0,1.0,93.3,100.0,0.0,1.0,412434.0,23920.0,19000.0,17534.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88225736,,6000.0,6000.0,6000.0, 36 months,9.49,192.17,B,B2,,,MORTGAGE,44000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88225736,,credit_card,Credit card refinancing,160xx,PA,14.32,0.0,Jul-2008,680.0,684.0,1.0,38.0,76.0,6.0,2.0,4365.0,61.5,9.0,w,0.0,0.0,6793.1731642358,6793.17,6000.0,793.17,0.0,0.0,0.0,Sep-2018,2568.59,,Mar-2019,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,6734.0,1.0,1.0,0.0,0.0,30.0,2369.0,19.0,1.0,2.0,1473.0,35.0,7100.0,0.0,0.0,1.0,2.0,1122.0,2383.0,64.4,0.0,0.0,97.0,98.0,6.0,6.0,0.0,20.0,,6.0,,0.0,4.0,5.0,4.0,6.0,2.0,5.0,7.0,5.0,6.0,0.0,0.0,0.0,1.0,88.9,0.0,1.0,1.0,19285.0,6734.0,6700.0,12185.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695079,,8000.0,8000.0,8000.0, 36 months,10.49,259.99,B,B3,Store Manager ,7 years,MORTGAGE,82000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695079,,debt_consolidation,Debt consolidation,027xx,MA,9.88,0.0,Nov-1997,680.0,684.0,1.0,,82.0,10.0,1.0,8176.0,35.1,19.0,w,0.0,0.0,8575.1360650446,8575.14,8000.0,575.14,0.0,0.0,0.0,Aug-2017,2760.82,,Jan-2019,774.0,770.0,0.0,,1.0,Individual,,,,0.0,0.0,271343.0,1.0,1.0,0.0,1.0,19.0,6781.0,44.0,5.0,5.0,3766.0,39.0,23300.0,2.0,0.0,2.0,7.0,27134.0,12052.0,39.7,0.0,0.0,139.0,226.0,5.0,5.0,2.0,10.0,,5.0,,0.0,4.0,5.0,4.0,5.0,3.0,8.0,14.0,5.0,10.0,0.0,0.0,0.0,5.0,100.0,0.0,1.0,0.0,302233.0,14957.0,20000.0,15258.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90318442,,33875.0,33875.0,33875.0, 60 months,16.99,841.7,D,D1,Nurse Practitioner,< 1 year,RENT,77000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90318442,,debt_consolidation,Debt consolidation,372xx,TN,29.72,0.0,Sep-2005,670.0,674.0,0.0,27.0,,23.0,0.0,13760.0,29.9,32.0,w,0.0,0.0,15178.04,15178.04,5119.57,5906.38,84.18,4067.91,366.1119,Feb-2018,200.0,,May-2018,599.0,595.0,0.0,,1.0,Individual,,,,0.0,0.0,158701.0,0.0,12.0,0.0,6.0,15.0,144941.0,93.0,0.0,1.0,8444.0,86.0,26800.0,5.0,0.0,4.0,7.0,6900.0,9843.0,23.2,0.0,0.0,132.0,121.0,20.0,15.0,0.0,35.0,27.0,0.0,27.0,0.0,4.0,6.0,6.0,6.0,19.0,11.0,13.0,6.0,23.0,0.0,0.0,0.0,0.0,93.5,66.7,0.0,0.0,182964.0,158701.0,21100.0,156164.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90631527,,35000.0,35000.0,35000.0, 36 months,13.99,1196.05,C,C3,Senior Maintence Inspector,10+ years,MORTGAGE,130000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90631527,,debt_consolidation,Debt consolidation,601xx,IL,11.03,0.0,Jul-1995,665.0,669.0,2.0,25.0,,12.0,0.0,32641.0,70.0,31.0,w,7995.07,7995.07,34658.25,34658.25,27004.93,7653.32,0.0,0.0,0.0,Mar-2019,1196.05,Apr-2019,Mar-2019,704.0,700.0,1.0,,1.0,Individual,,,,0.0,1155.0,270368.0,3.0,1.0,2.0,2.0,1.0,10188.0,100.0,1.0,1.0,7229.0,76.0,46600.0,3.0,10.0,5.0,3.0,24579.0,6471.0,67.3,0.0,0.0,136.0,254.0,2.0,1.0,3.0,2.0,,1.0,25.0,0.0,4.0,9.0,4.0,6.0,8.0,10.0,19.0,9.0,12.0,0.0,0.0,0.0,3.0,96.8,50.0,0.0,0.0,317758.0,42829.0,19800.0,10158.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89067971,,10000.0,10000.0,10000.0, 36 months,10.99,327.34,B,B4,Instrument Technician,10+ years,RENT,57000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89067971,,debt_consolidation,Debt consolidation,104xx,NY,17.89,0.0,Jun-2002,695.0,699.0,1.0,37.0,,10.0,0.0,6665.0,35.5,24.0,w,0.0,0.0,7850.05,7850.05,6296.1,1553.95,0.0,0.0,0.0,Oct-2018,327.34,,Mar-2019,589.0,585.0,0.0,37.0,1.0,Individual,,,,0.0,0.0,41296.0,1.0,4.0,2.0,2.0,2.0,34631.0,88.0,2.0,3.0,3307.0,71.0,18800.0,0.0,3.0,1.0,5.0,4588.0,8193.0,28.8,0.0,0.0,171.0,120.0,11.0,2.0,0.0,12.0,37.0,4.0,37.0,2.0,1.0,3.0,3.0,8.0,12.0,6.0,12.0,3.0,10.0,0.0,0.0,0.0,4.0,77.3,33.3,0.0,0.0,58328.0,41296.0,11500.0,39528.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90724126,,8400.0,8400.0,8400.0, 36 months,16.99,299.45,D,D1,Caser operator,10+ years,OWN,50000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90724126,,debt_consolidation,Debt consolidation,141xx,NY,12.94,2.0,Oct-1997,690.0,694.0,0.0,15.0,,10.0,0.0,1458.0,22.1,21.0,w,1983.18,1983.18,8676.12,8676.12,6416.82,2259.3,0.0,0.0,0.0,Mar-2019,299.45,Apr-2019,Mar-2019,599.0,595.0,0.0,15.0,1.0,Individual,,,,0.0,0.0,20220.0,2.0,5.0,0.0,0.0,47.0,18762.0,54.0,4.0,5.0,511.0,49.0,6600.0,0.0,1.0,1.0,5.0,2022.0,789.0,39.3,0.0,0.0,227.0,59.0,0.0,0.0,3.0,0.0,,9.0,,3.0,1.0,2.0,2.0,2.0,12.0,5.0,6.0,2.0,10.0,0.0,0.0,2.0,4.0,81.0,0.0,0.0,0.0,41071.0,20220.0,1300.0,34471.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90706139,,16575.0,16575.0,16575.0, 36 months,17.99,599.15,D,D2,,,MORTGAGE,57399.72,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90706139,,debt_consolidation,Debt consolidation,350xx,AL,30.06,0.0,Jan-1998,715.0,719.0,0.0,,,7.0,0.0,12535.0,74.6,39.0,f,0.0,0.0,8842.09,8842.09,4572.86,2600.37,0.0,1668.86,300.3948000015,Oct-2017,599.15,,Aug-2018,569.0,565.0,0.0,,1.0,Individual,,,,0.0,0.0,257485.0,0.0,3.0,1.0,2.0,8.0,150186.0,81.0,1.0,2.0,9407.0,79.0,16800.0,1.0,5.0,2.0,4.0,36784.0,1000.0,92.2,0.0,0.0,130.0,224.0,9.0,8.0,2.0,14.0,,7.0,,0.0,2.0,3.0,2.0,4.0,30.0,3.0,7.0,3.0,7.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,272889.0,162721.0,12800.0,146089.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90571325,,5000.0,5000.0,5000.0, 36 months,9.49,160.15,B,B2,,,RENT,18636.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90571325,,credit_card,Credit card refinancing,836xx,ID,11.27,0.0,Jun-1983,695.0,699.0,0.0,,51.0,6.0,2.0,4864.0,31.2,10.0,w,1086.07,1086.07,4641.71,4641.71,3913.93,727.78,0.0,0.0,0.0,Mar-2019,160.15,Apr-2019,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,346.0,4864.0,0.0,0.0,0.0,0.0,59.0,0.0,,2.0,3.0,1466.0,31.0,15600.0,0.0,1.0,1.0,3.0,811.0,3605.0,50.6,0.0,0.0,59.0,399.0,9.0,9.0,0.0,13.0,,9.0,,0.0,3.0,5.0,3.0,4.0,1.0,6.0,9.0,5.0,6.0,0.0,0.0,0.0,2.0,100.0,33.3,1.0,1.0,15600.0,4864.0,7300.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90706289,,35000.0,35000.0,35000.0, 60 months,15.59,843.53,C,C5,Sergeant ,10+ years,RENT,100000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90706289,,debt_consolidation,Debt consolidation,330xx,FL,29.44,0.0,Sep-1995,675.0,679.0,0.0,,68.0,21.0,1.0,26232.0,54.0,59.0,w,0.0,0.0,18869.99,18869.99,9318.68,9551.31,0.0,0.0,0.0,Oct-2018,843.53,,Mar-2019,584.0,580.0,0.0,,1.0,Individual,,,,0.0,0.0,129056.0,0.0,3.0,0.0,2.0,14.0,102824.0,70.0,3.0,9.0,6381.0,59.0,48600.0,1.0,2.0,4.0,11.0,6146.0,7335.0,64.0,0.0,0.0,120.0,252.0,10.0,10.0,3.0,11.0,,7.0,,0.0,7.0,15.0,7.0,9.0,30.0,18.0,25.0,15.0,21.0,0.0,0.0,0.0,3.0,100.0,14.3,1.0,0.0,168068.0,129056.0,20400.0,119468.0,,,,,,,,,,,,,,N,INTEREST ONLY-3 MONTHS DEFERRAL,NATURAL_DISASTER,COMPLETED,3.0,395.39,Sep-2017,Dec-2017,Oct-2017,3.0,0.0,Current,1186.17,30737.14,0.08,Cash,N,,,,,,
+90242190,,5000.0,5000.0,5000.0, 36 months,17.99,180.74,D,D2,Meat dept,2 years,MORTGAGE,40000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90242190,,debt_consolidation,Debt consolidation,983xx,WA,26.49,4.0,Nov-2004,660.0,664.0,3.0,6.0,104.0,19.0,1.0,6114.0,52.3,35.0,w,0.0,0.0,6343.8720336821,6343.87,5000.0,1343.87,0.0,0.0,0.0,Nov-2018,2011.11,,Nov-2018,614.0,610.0,0.0,46.0,1.0,Individual,,,,0.0,1229.0,158550.0,3.0,1.0,0.0,0.0,33.0,10210.0,69.0,4.0,6.0,1323.0,61.0,11700.0,0.0,6.0,4.0,6.0,8808.0,3558.0,58.6,0.0,0.0,134.0,142.0,2.0,2.0,4.0,2.0,9.0,3.0,6.0,2.0,9.0,13.0,9.0,13.0,7.0,17.0,24.0,13.0,19.0,0.0,0.0,0.0,4.0,74.3,55.6,1.0,0.0,239072.0,16324.0,8600.0,14872.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90197688,,6000.0,6000.0,6000.0, 36 months,9.49,192.17,B,B2,,,RENT,32360.16,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90197688,,credit_card,Credit card refinancing,354xx,AL,23.0,0.0,Oct-1974,660.0,664.0,1.0,,29.0,6.0,1.0,4136.0,47.0,20.0,w,0.0,0.0,6419.9227718797,6419.92,6000.0,419.92,0.0,0.0,0.0,Aug-2017,4693.55,,Jan-2018,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,34880.0,2.0,1.0,1.0,1.0,6.0,30744.0,96.0,1.0,4.0,2445.0,91.0,6100.0,2.0,1.0,5.0,5.0,6976.0,64.0,99.5,0.0,0.0,172.0,503.0,3.0,3.0,0.0,17.0,,3.0,,0.0,2.0,2.0,2.0,7.0,9.0,5.0,11.0,2.0,5.0,0.0,0.0,0.0,2.0,100.0,100.0,1.0,0.0,38172.0,34880.0,4200.0,32072.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89898200,,10000.0,10000.0,10000.0, 36 months,9.49,320.29,B,B2,Project Manager,10+ years,OWN,100000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89898200,,credit_card,Credit card refinancing,705xx,LA,16.82,0.0,Mar-1989,670.0,674.0,0.0,31.0,,20.0,0.0,15585.0,47.4,24.0,w,2173.42,2173.42,9283.14,9283.14,7826.58,1456.56,0.0,0.0,0.0,Mar-2019,320.29,Apr-2019,Mar-2019,619.0,615.0,0.0,,1.0,Individual,,,,0.0,533.0,27231.0,2.0,2.0,0.0,1.0,18.0,11646.0,31.0,4.0,6.0,2454.0,38.0,32900.0,0.0,0.0,0.0,7.0,1433.0,16620.0,40.9,0.0,0.0,56.0,330.0,4.0,4.0,0.0,4.0,32.0,14.0,31.0,0.0,14.0,16.0,15.0,16.0,4.0,18.0,20.0,16.0,20.0,0.0,0.0,0.0,4.0,87.5,7.1,0.0,0.0,70901.0,27231.0,28100.0,38001.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90571683,,13500.0,13500.0,13500.0, 36 months,8.99,429.24,B,B1,Marketing Program Lead,3 years,MORTGAGE,130000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90571683,,credit_card,Credit card refinancing,483xx,MI,12.18,0.0,Jul-2001,720.0,724.0,2.0,,,15.0,0.0,26428.0,31.8,41.0,w,0.0,0.0,14279.4879176999,14279.49,13500.0,779.49,0.0,0.0,0.0,Jun-2017,11281.55,,Jun-2017,749.0,745.0,0.0,,1.0,Individual,,,,0.0,0.0,66201.0,2.0,3.0,2.0,2.0,4.0,39773.0,77.0,2.0,5.0,7719.0,49.0,83100.0,4.0,8.0,5.0,8.0,4729.0,27609.0,39.3,0.0,0.0,169.0,182.0,1.0,1.0,3.0,1.0,,1.0,,0.0,3.0,5.0,5.0,16.0,13.0,12.0,25.0,5.0,15.0,0.0,0.0,0.0,5.0,100.0,40.0,0.0,0.0,134704.0,66201.0,45500.0,51604.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90414847,,15000.0,15000.0,15000.0, 36 months,6.99,463.09,A,A2,CEO,2 years,OWN,75000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90414847,,debt_consolidation,Debt consolidation,008xx,IN,6.96,0.0,Sep-1983,740.0,744.0,0.0,33.0,,19.0,0.0,13917.0,16.0,30.0,w,3167.32,3167.32,13423.79,13423.79,11832.68,1591.11,0.0,0.0,0.0,Mar-2019,463.09,Apr-2019,Mar-2019,764.0,760.0,0.0,,1.0,Individual,,,,0.0,0.0,13917.0,0.0,0.0,0.0,0.0,95.0,0.0,,1.0,2.0,2939.0,16.0,87000.0,1.0,0.0,3.0,2.0,994.0,65787.0,14.7,0.0,0.0,101.0,396.0,8.0,8.0,1.0,8.0,,8.0,33.0,0.0,8.0,10.0,14.0,18.0,2.0,19.0,27.0,10.0,19.0,0.0,0.0,0.0,1.0,96.7,10.0,0.0,0.0,87000.0,13917.0,77100.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90571698,,4800.0,4800.0,4800.0, 36 months,13.49,162.87,C,C2,Respiratory therapist,< 1 year,RENT,36000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90571698,,vacation,Vacation,919xx,CA,16.4,0.0,Sep-2002,660.0,664.0,3.0,68.0,26.0,5.0,1.0,5771.0,38.5,24.0,w,0.0,0.0,5725.309845761601,5725.31,4800.0,925.31,0.0,0.0,0.0,Oct-2018,1982.9,,Mar-2019,704.0,700.0,0.0,68.0,1.0,Individual,,,,0.0,0.0,13574.0,0.0,2.0,0.0,1.0,15.0,7803.0,71.0,0.0,3.0,4000.0,52.0,15000.0,1.0,0.0,3.0,4.0,2715.0,723.0,85.2,0.0,0.0,151.0,168.0,15.0,15.0,2.0,15.0,,0.0,,4.0,2.0,3.0,2.0,4.0,12.0,3.0,10.0,3.0,5.0,0.0,0.0,0.0,0.0,82.6,50.0,1.0,0.0,26017.0,13574.0,4900.0,11017.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90611626,,4000.0,4000.0,4000.0, 36 months,14.49,137.67,C,C4,Station Agent ,4 years,RENT,56000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90611626,,other,Other,112xx,NY,26.25,2.0,Sep-2006,670.0,674.0,1.0,20.0,76.0,9.0,1.0,11082.0,59.9,16.0,w,0.0,0.0,4738.51500679,4738.52,4000.0,738.52,0.0,0.0,0.0,Mar-2019,133.98,,Feb-2019,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,38959.0,1.0,4.0,1.0,3.0,9.0,27877.0,84.0,1.0,5.0,3148.0,75.0,18500.0,1.0,3.0,1.0,8.0,4329.0,3911.0,64.1,0.0,0.0,120.0,70.0,5.0,5.0,0.0,5.0,20.0,5.0,20.0,0.0,4.0,5.0,4.0,6.0,9.0,5.0,7.0,5.0,9.0,0.0,0.0,0.0,2.0,87.5,50.0,1.0,0.0,51639.0,38959.0,10900.0,33139.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90591820,,10000.0,10000.0,10000.0, 36 months,8.99,317.96,B,B1,Credit Analyst,7 years,MORTGAGE,46920.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90591820,,credit_card,Credit card refinancing,720xx,AR,18.77,0.0,Apr-2002,715.0,719.0,1.0,,,19.0,0.0,12731.0,43.2,37.0,w,2160.13,2160.13,9215.85,9215.85,7839.87,1375.98,0.0,0.0,0.0,Mar-2019,317.96,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,131884.0,1.0,4.0,0.0,1.0,19.0,13622.0,52.0,2.0,3.0,3479.0,48.0,29500.0,0.0,0.0,1.0,4.0,7758.0,5253.0,66.3,0.0,0.0,173.0,134.0,5.0,5.0,3.0,22.0,,5.0,,0.0,5.0,7.0,6.0,11.0,10.0,14.0,24.0,7.0,19.0,0.0,0.0,0.0,2.0,100.0,50.0,0.0,0.0,168988.0,26353.0,15600.0,25988.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90692960,,8000.0,8000.0,8000.0, 36 months,10.99,261.88,B,B4,Budget Analyst,10+ years,MORTGAGE,134000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90692960,,debt_consolidation,Debt consolidation,206xx,MD,32.12,2.0,Sep-1993,670.0,674.0,1.0,4.0,78.0,29.0,1.0,10508.0,33.5,46.0,w,1768.6,1768.6,7618.94,7618.94,6231.4,1387.54,0.0,0.0,0.0,Mar-2019,261.88,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,602.0,396005.0,2.0,5.0,1.0,5.0,1.0,130125.0,70.0,3.0,10.0,2826.0,58.0,31400.0,9.0,0.0,2.0,15.0,13655.0,9242.0,39.2,0.0,0.0,124.0,276.0,1.0,1.0,1.0,1.0,4.0,3.0,4.0,0.0,8.0,15.0,9.0,11.0,12.0,23.0,33.0,15.0,29.0,0.0,0.0,0.0,4.0,78.3,11.1,0.0,0.0,499897.0,140633.0,15200.0,170997.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90284637,,5600.0,5600.0,5600.0, 36 months,18.99,205.25,D,D3,General Manager,10+ years,RENT,180000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90284637,,debt_consolidation,Debt consolidation,305xx,GA,9.28,0.0,Mar-1991,670.0,674.0,2.0,,75.0,12.0,2.0,15236.0,43.2,25.0,w,0.0,0.0,1165.94,1165.94,355.46,254.38,0.0,556.1,100.098,Jan-2017,205.25,,Jul-2017,529.0,525.0,0.0,,1.0,Individual,,,,0.0,0.0,46385.0,4.0,2.0,0.0,1.0,23.0,31149.0,64.0,4.0,4.0,4069.0,55.0,35300.0,3.0,0.0,2.0,5.0,4217.0,18468.0,35.9,0.0,0.0,184.0,306.0,2.0,2.0,4.0,2.0,,0.0,,0.0,5.0,7.0,8.0,9.0,8.0,10.0,13.0,7.0,12.0,0.0,0.0,0.0,4.0,100.0,71.4,1.0,1.0,84154.0,46385.0,28800.0,48854.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90131333,,6025.0,6025.0,6025.0, 36 months,8.99,191.57,B,B1,cold food cook,10+ years,RENT,40000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90131333,,other,Other,017xx,MA,29.55,1.0,May-2005,675.0,679.0,1.0,21.0,,19.0,0.0,16129.0,35.8,22.0,w,1301.51,1301.51,5552.52,5552.52,4723.49,829.03,0.0,0.0,0.0,Mar-2019,191.57,Apr-2019,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,876.0,22200.0,1.0,1.0,0.0,0.0,55.0,6071.0,31.0,2.0,2.0,3061.0,34.0,45000.0,0.0,0.0,1.0,2.0,1168.0,11191.0,47.5,0.0,0.0,55.0,136.0,2.0,2.0,0.0,29.0,,2.0,28.0,0.0,7.0,18.0,7.0,7.0,1.0,18.0,20.0,18.0,19.0,0.0,0.0,0.0,2.0,90.9,28.6,0.0,0.0,64525.0,22200.0,21300.0,19525.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90280637,,14000.0,14000.0,14000.0, 36 months,8.99,445.14,B,B1,Assistant Manager,4 years,RENT,50000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90280637,,debt_consolidation,Debt consolidation,604xx,IL,17.4,0.0,May-2006,720.0,724.0,0.0,,,6.0,0.0,16218.0,66.2,7.0,w,3024.32,3024.32,12902.07,12902.07,10975.68,1926.39,0.0,0.0,0.0,Mar-2019,445.14,Apr-2019,Mar-2019,829.0,825.0,0.0,,1.0,Individual,,,,0.0,0.0,28483.0,0.0,1.0,0.0,0.0,34.0,12265.0,60.0,0.0,0.0,8106.0,63.0,24500.0,0.0,0.0,0.0,0.0,4747.0,7686.0,66.6,0.0,0.0,34.0,124.0,70.0,34.0,0.0,70.0,,,,0.0,4.0,5.0,4.0,5.0,1.0,5.0,6.0,5.0,6.0,0.0,0.0,0.0,0.0,100.0,50.0,0.0,0.0,45099.0,28483.0,23000.0,20599.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90441696,,2500.0,2500.0,2500.0, 36 months,12.79,83.99,C,C1,Manager,2 years,OWN,31200.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90441696,,other,Other,456xx,OH,20.38,0.0,Apr-2012,700.0,704.0,1.0,,68.0,7.0,2.0,907.0,6.9,8.0,w,0.0,0.0,2948.2287561133003,2948.23,2500.0,448.23,0.0,0.0,0.0,Sep-2018,1102.23,,Dec-2018,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,23766.0,0.0,2.0,1.0,3.0,8.0,22859.0,88.0,1.0,1.0,576.0,61.0,13200.0,1.0,0.0,4.0,4.0,3395.0,2524.0,18.6,0.0,0.0,24.0,53.0,11.0,8.0,0.0,43.0,,3.0,,0.0,1.0,2.0,2.0,2.0,3.0,5.0,5.0,2.0,7.0,0.0,0.0,0.0,2.0,100.0,0.0,1.0,1.0,39295.0,23766.0,3100.0,26095.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90312343,,12000.0,12000.0,12000.0, 36 months,8.99,381.55,B,B1,Produce Coordinator ,10+ years,MORTGAGE,82000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90312343,,debt_consolidation,Debt consolidation,925xx,CA,13.99,1.0,May-2004,675.0,679.0,1.0,17.0,79.0,11.0,1.0,9063.0,37.1,25.0,w,0.0,0.0,13284.957462531298,13284.96,12000.0,1284.96,0.0,0.0,0.0,Apr-2018,6804.6,,Jan-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,221146.0,0.0,2.0,0.0,1.0,14.0,16420.0,52.0,2.0,2.0,3367.0,46.0,24400.0,4.0,2.0,5.0,5.0,20104.0,3271.0,68.2,0.0,0.0,148.0,115.0,9.0,9.0,4.0,9.0,,2.0,,0.0,4.0,6.0,4.0,8.0,5.0,8.0,16.0,6.0,11.0,0.0,0.0,0.0,4.0,95.7,50.0,1.0,0.0,254487.0,25483.0,10300.0,31454.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90439399,,25600.0,25600.0,25600.0, 36 months,19.99,951.26,D,D4,E6,10+ years,RENT,87000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90439399,,debt_consolidation,Debt consolidation,968xx,HI,16.77,1.0,Jun-2006,660.0,664.0,1.0,1.0,,13.0,0.0,33012.0,43.3,28.0,w,0.0,0.0,28917.9738097026,28917.97,25600.0,3317.97,0.0,0.0,0.0,Jun-2017,22287.58,,Dec-2018,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,35436.0,0.0,1.0,0.0,0.0,26.0,2424.0,8.0,1.0,4.0,12581.0,33.0,76300.0,0.0,9.0,3.0,4.0,2726.0,12721.0,55.0,1.0,0.0,123.0,118.0,8.0,8.0,2.0,8.0,,0.0,,0.0,2.0,6.0,5.0,8.0,10.0,12.0,16.0,6.0,13.0,0.0,0.0,0.0,1.0,96.4,40.0,0.0,0.0,106218.0,35436.0,28300.0,29918.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90696208,,18000.0,18000.0,18000.0, 36 months,9.49,576.51,B,B2,President,2 years,MORTGAGE,60000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90696208,,home_improvement,Home improvement,610xx,IL,24.68,0.0,Oct-1989,665.0,669.0,2.0,69.0,77.0,10.0,2.0,11417.0,49.9,22.0,w,0.0,0.0,20048.955880462,20048.96,18000.0,2048.96,0.0,0.0,0.0,Apr-2018,10257.78,,Mar-2019,724.0,720.0,0.0,69.0,1.0,Individual,,,,0.0,0.0,36789.0,0.0,3.0,2.0,2.0,10.0,25372.0,77.0,2.0,2.0,9999.0,66.0,22900.0,2.0,2.0,8.0,4.0,3679.0,9683.0,51.8,0.0,0.0,139.0,323.0,7.0,7.0,6.0,7.0,,6.0,,1.0,3.0,4.0,5.0,6.0,7.0,7.0,9.0,4.0,10.0,0.0,0.0,0.0,4.0,94.7,20.0,2.0,0.0,55675.0,36789.0,20100.0,32775.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695304,,35000.0,35000.0,35000.0, 36 months,17.99,1265.16,D,D2,Pharmacist ,< 1 year,MORTGAGE,145000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695304,,major_purchase,Major purchase,630xx,MO,25.38,0.0,Sep-2004,740.0,744.0,4.0,,71.0,27.0,1.0,8716.0,13.1,57.0,f,0.0,0.0,13440.7,13440.7,3814.94,2440.9,0.0,7184.86,1293.2748000127,Mar-2017,1265.16,,Sep-2017,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,367721.0,4.0,3.0,2.0,3.0,9.0,140314.0,86.0,5.0,15.0,2768.0,50.0,66400.0,6.0,0.0,10.0,20.0,14143.0,36665.0,18.3,0.0,0.0,132.0,144.0,0.0,0.0,2.0,0.0,,0.0,,0.0,6.0,9.0,12.0,20.0,9.0,23.0,46.0,9.0,27.0,0.0,0.0,0.0,7.0,100.0,0.0,1.0,0.0,467032.0,149030.0,44900.0,176477.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90160432,,9800.0,9800.0,9800.0, 36 months,8.99,311.6,B,B1,GIS Analyst,4 years,RENT,56000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90160432,,credit_card,Credit card refinancing,585xx,ND,17.87,0.0,Jun-2001,665.0,669.0,2.0,43.0,,11.0,0.0,11352.0,57.6,15.0,w,2116.96,2116.96,9031.51,9031.51,7683.04,1348.47,0.0,0.0,0.0,Mar-2019,311.6,Apr-2019,Mar-2019,669.0,665.0,0.0,45.0,1.0,Individual,,,,0.0,0.0,33426.0,1.0,1.0,0.0,1.0,15.0,22074.0,84.0,2.0,6.0,2668.0,72.0,19700.0,6.0,0.0,7.0,7.0,3039.0,4882.0,62.7,0.0,0.0,72.0,56.0,3.0,3.0,0.0,15.0,,2.0,47.0,2.0,6.0,9.0,6.0,6.0,4.0,9.0,10.0,9.0,11.0,0.0,0.0,0.0,2.0,66.7,16.7,0.0,0.0,46140.0,33426.0,13100.0,26440.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90187200,,3600.0,3600.0,3600.0, 36 months,7.59,112.14,A,A3,,,RENT,22260.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90187200,,medical,Medical expenses,951xx,CA,14.89,0.0,May-1976,730.0,734.0,0.0,,72.0,16.0,1.0,8957.0,14.9,27.0,w,0.0,0.0,3745.1996964458003,3745.2,3600.0,145.2,0.0,0.0,0.0,Sep-2017,149.6,,Feb-2019,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,8957.0,3.0,0.0,0.0,1.0,13.0,0.0,,5.0,5.0,2851.0,15.0,60200.0,0.0,2.0,0.0,6.0,560.0,46272.0,15.9,0.0,0.0,128.0,484.0,4.0,4.0,0.0,4.0,,,,0.0,7.0,9.0,11.0,17.0,3.0,16.0,24.0,9.0,16.0,0.0,0.0,0.0,5.0,100.0,0.0,0.0,1.0,60200.0,8957.0,55000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90581716,,3000.0,3000.0,3000.0, 36 months,7.59,93.45,A,A3,Clean Room,< 1 year,MORTGAGE,80000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90581716,,credit_card,Credit card refinancing,469xx,IN,15.86,0.0,Jun-1997,740.0,744.0,3.0,41.0,1.0,17.0,1.0,5290.0,13.0,62.0,w,0.0,0.0,3331.1513730171,3331.15,3000.0,331.15,0.0,0.0,0.0,Dec-2018,996.16,,Nov-2018,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,509754.0,3.0,4.0,3.0,4.0,1.0,45611.0,85.0,0.0,3.0,4336.0,54.0,40600.0,3.0,18.0,6.0,11.0,31860.0,17998.0,19.7,0.0,0.0,161.0,231.0,15.0,1.0,10.0,15.0,,1.0,41.0,0.0,2.0,4.0,5.0,12.0,25.0,11.0,27.0,4.0,17.0,0.0,0.0,0.0,5.0,95.2,20.0,0.0,1.0,555874.0,50901.0,22400.0,53594.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90561744,,30000.0,30000.0,30000.0, 36 months,16.99,1069.44,D,D1,Mailhandler,10+ years,RENT,72000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90561744,,credit_card,Credit card refinancing,117xx,NY,13.74,0.0,Jun-2000,660.0,664.0,0.0,,,10.0,0.0,26700.0,60.4,25.0,f,0.0,0.0,32289.653039482204,32289.65,30000.0,2289.65,0.0,0.0,0.0,Apr-2017,1970.77,,Jan-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,32151.0,0.0,1.0,1.0,2.0,12.0,5451.0,64.0,1.0,3.0,6782.0,61.0,44200.0,0.0,4.0,0.0,5.0,3215.0,14315.0,63.9,0.0,0.0,172.0,195.0,11.0,11.0,0.0,11.0,,13.0,,0.0,7.0,8.0,7.0,10.0,7.0,9.0,17.0,8.0,10.0,0.0,0.0,0.0,2.0,100.0,28.6,0.0,0.0,52732.0,32151.0,39700.0,8532.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90541756,,35000.0,35000.0,35000.0, 60 months,8.99,726.38,B,B1,Network Engineer,8 years,MORTGAGE,185000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90541756,,debt_consolidation,Debt consolidation,301xx,GA,11.92,0.0,Apr-1995,715.0,719.0,0.0,,,14.0,0.0,35363.0,40.2,20.0,f,0.0,0.0,39421.830007364704,39421.83,35000.0,4421.83,0.0,0.0,0.0,May-2018,26331.13,,May-2018,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,355669.0,2.0,2.0,1.0,2.0,9.0,56937.0,100.0,2.0,4.0,10166.0,53.0,87900.0,0.0,0.0,1.0,8.0,25405.0,47899.0,42.2,0.0,0.0,257.0,213.0,6.0,6.0,2.0,6.0,,11.0,,0.0,7.0,8.0,10.0,10.0,7.0,11.0,11.0,8.0,14.0,0.0,0.0,0.0,3.0,100.0,10.0,0.0,0.0,424542.0,92300.0,82900.0,65892.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90225384,,4000.0,4000.0,4000.0, 36 months,8.99,127.19,B,B1,Owner,4 years,OWN,15000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90225384,,credit_card,Credit card refinancing,163xx,PA,29.92,0.0,Nov-1998,720.0,724.0,2.0,,87.0,11.0,1.0,10197.0,23.0,20.0,w,863.86,863.86,3686.51,3686.51,3136.14,550.37,0.0,0.0,0.0,Mar-2019,127.19,Apr-2019,Sep-2017,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,14728.0,1.0,1.0,0.0,1.0,22.0,4531.0,56.0,1.0,1.0,1667.0,28.0,44300.0,1.0,0.0,2.0,2.0,1473.0,10631.0,20.7,0.0,0.0,169.0,115.0,1.0,1.0,1.0,1.0,,1.0,,0.0,2.0,5.0,2.0,4.0,3.0,10.0,16.0,5.0,11.0,0.0,0.0,0.0,1.0,100.0,0.0,1.0,0.0,52399.0,14728.0,13400.0,8099.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90581558,,35000.0,35000.0,34950.0, 36 months,14.49,1204.57,C,C4,Senior Confidential Specialist,10+ years,MORTGAGE,161000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90581558,,debt_consolidation,Debt consolidation,220xx,VA,16.43,0.0,Feb-1980,665.0,669.0,1.0,31.0,,17.0,0.0,171391.0,78.4,38.0,f,8096.21,8084.65,35121.89,35071.72,26903.79,8022.41,195.69,0.0,0.0,Mar-2019,1204.57,Apr-2019,Mar-2019,679.0,675.0,0.0,31.0,1.0,Individual,,,,0.0,0.0,595158.0,1.0,1.0,0.0,2.0,13.0,26603.0,89.0,2.0,5.0,5366.0,82.0,198000.0,2.0,4.0,8.0,8.0,35009.0,4473.0,82.4,0.0,0.0,96.0,439.0,3.0,3.0,6.0,3.0,,3.0,,1.0,9.0,14.0,10.0,15.0,6.0,15.0,24.0,14.0,17.0,0.0,0.0,0.0,3.0,97.3,70.0,0.0,0.0,637400.0,197994.0,25400.0,30000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521565,,12000.0,12000.0,12000.0, 36 months,9.49,384.34,B,B2,Business Development Manager,2 years,MORTGAGE,150000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521565,,debt_consolidation,Debt consolidation,483xx,MI,25.3,0.0,Dec-1978,700.0,704.0,1.0,38.0,,26.0,0.0,72120.0,38.6,44.0,w,2608.17,2608.17,11139.53,11139.53,9391.83,1747.7,0.0,0.0,0.0,Mar-2019,384.34,Apr-2019,Mar-2019,784.0,780.0,0.0,,1.0,Individual,,,,0.0,576.0,277465.0,3.0,8.0,3.0,7.0,1.0,94852.0,91.0,2.0,2.0,7315.0,66.0,126500.0,0.0,3.0,3.0,9.0,10672.0,36105.0,42.3,0.0,0.0,150.0,453.0,1.0,1.0,1.0,11.0,38.0,5.0,38.0,0.0,7.0,14.0,7.0,11.0,18.0,16.0,24.0,14.0,26.0,0.0,0.0,0.0,5.0,95.5,42.9,0.0,0.0,394159.0,167221.0,62600.0,104827.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90621785,,23350.0,23350.0,23350.0, 36 months,16.99,832.38,D,D1,Transportation Supervisor,10+ years,RENT,90000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90621785,,debt_consolidation,Debt consolidation,956xx,CA,20.27,0.0,Sep-2000,675.0,679.0,2.0,50.0,,10.0,0.0,19478.0,75.5,24.0,w,0.0,0.0,18367.45,18367.45,12846.2,5521.25,0.0,0.0,0.0,Aug-2018,832.38,,Dec-2018,499.0,0.0,0.0,50.0,1.0,Individual,,,,0.0,0.0,49333.0,0.0,2.0,0.0,1.0,14.0,29855.0,73.0,0.0,4.0,3243.0,74.0,25800.0,2.0,1.0,3.0,5.0,4933.0,71.0,98.5,0.0,0.0,110.0,192.0,14.0,14.0,3.0,117.0,,0.0,,1.0,2.0,7.0,2.0,4.0,11.0,8.0,10.0,7.0,10.0,0.0,0.0,0.0,0.0,91.7,100.0,0.0,0.0,66797.0,49333.0,4700.0,40997.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90440267,,11725.0,11725.0,11725.0, 36 months,9.49,375.54,B,B2,Cabinet assembler,10+ years,MORTGAGE,25000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90440267,,credit_card,Credit card refinancing,656xx,MO,19.64,0.0,Dec-2005,710.0,714.0,0.0,,,6.0,0.0,9287.0,72.6,13.0,w,2547.23,2547.23,10884.48,10884.48,9177.77,1706.71,0.0,0.0,0.0,Mar-2019,375.54,Apr-2019,Mar-2019,774.0,770.0,0.0,,1.0,Joint App,39000.0,19.72,Not Verified,0.0,0.0,72821.0,0.0,1.0,0.0,1.0,24.0,2252.0,38.0,0.0,0.0,3719.0,61.0,12800.0,0.0,0.0,0.0,1.0,12137.0,3513.0,72.6,0.0,0.0,87.0,122.0,60.0,24.0,2.0,60.0,,,,0.0,3.0,3.0,4.0,5.0,4.0,4.0,7.0,3.0,6.0,0.0,0.0,0.0,0.0,100.0,75.0,0.0,0.0,87552.0,11539.0,12800.0,6002.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88763817,,10000.0,10000.0,10000.0, 36 months,7.99,313.32,A,A4,Owner,3 years,RENT,75000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88763817,,credit_card,Credit card refinancing,784xx,TX,15.68,1.0,Jan-1988,680.0,684.0,0.0,23.0,,5.0,0.0,7766.0,65.3,39.0,w,0.0,0.0,11143.0981665754,11143.1,10000.0,1143.1,0.0,0.0,0.0,Nov-2018,3627.86,,Mar-2019,684.0,680.0,0.0,39.0,1.0,Individual,,,,0.0,0.0,32330.0,0.0,1.0,2.0,4.0,12.0,24564.0,,1.0,2.0,2990.0,65.0,11900.0,2.0,2.0,2.0,6.0,6466.0,1562.0,81.4,0.0,0.0,344.0,198.0,12.0,12.0,2.0,12.0,23.0,12.0,23.0,1.0,3.0,4.0,3.0,5.0,30.0,4.0,7.0,4.0,5.0,0.0,0.0,0.0,3.0,84.6,66.7,0.0,0.0,49972.0,32330.0,8400.0,38072.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90671748,,18000.0,18000.0,18000.0, 36 months,7.99,563.98,A,A4,,,MORTGAGE,76500.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671748,,debt_consolidation,Debt consolidation,042xx,ME,14.92,0.0,May-1982,780.0,784.0,2.0,,,11.0,0.0,162098.0,20.5,17.0,w,3844.45,3844.45,16347.43,16347.43,14155.55,2191.88,0.0,0.0,0.0,Mar-2019,563.98,Apr-2019,Mar-2019,769.0,765.0,0.0,,1.0,Individual,,,,0.0,0.0,162098.0,4.0,0.0,0.0,0.0,123.0,0.0,,5.0,5.0,6312.0,21.0,209100.0,2.0,0.0,4.0,5.0,14736.0,37323.0,19.9,0.0,0.0,123.0,412.0,2.0,2.0,2.0,4.0,,2.0,,0.0,5.0,8.0,6.0,8.0,1.0,11.0,14.0,8.0,11.0,0.0,0.0,0.0,5.0,100.0,0.0,0.0,0.0,209100.0,162098.0,46600.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90641606,,40000.0,40000.0,40000.0, 36 months,7.59,1245.91,A,A3,Branch Chief,10+ years,MORTGAGE,129000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90641606,,home_improvement,Home improvement,871xx,NM,7.03,0.0,Jan-1998,805.0,809.0,0.0,,,9.0,0.0,8991.0,21.3,14.0,w,0.0,0.0,42076.1822589734,42076.18,40000.0,2076.18,0.0,0.0,0.0,Jul-2017,32125.77,,Jul-2018,824.0,820.0,0.0,,1.0,Individual,,,,0.0,0.0,305799.0,0.0,2.0,0.0,0.0,46.0,5792.0,11.0,0.0,1.0,5519.0,16.0,42300.0,0.0,2.0,0.0,1.0,33978.0,33309.0,21.3,0.0,0.0,157.0,224.0,20.0,20.0,4.0,20.0,,,,0.0,3.0,3.0,4.0,4.0,4.0,4.0,6.0,3.0,9.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,495200.0,14783.0,42300.0,51100.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90621550,,20000.0,20000.0,20000.0, 60 months,9.49,419.94,B,B2,stocker/picker,10+ years,MORTGAGE,60000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90621550,,debt_consolidation,Debt consolidation,442xx,OH,11.56,1.0,Nov-2004,725.0,729.0,0.0,13.0,,17.0,0.0,18391.0,26.2,29.0,w,11505.05,11505.05,12167.72,12167.72,8494.95,3672.77,0.0,0.0,0.0,Mar-2019,419.94,Apr-2019,Mar-2019,784.0,780.0,0.0,,1.0,Individual,,,,0.0,0.0,107172.0,0.0,0.0,0.0,0.0,38.0,0.0,,0.0,2.0,3706.0,26.0,70300.0,0.0,1.0,0.0,2.0,6698.0,40819.0,30.6,0.0,0.0,136.0,142.0,18.0,18.0,1.0,26.0,13.0,,13.0,0.0,11.0,14.0,11.0,15.0,2.0,16.0,25.0,14.0,17.0,0.0,0.0,0.0,0.0,93.1,0.0,0.0,0.0,177500.0,18391.0,58800.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90681487,,4800.0,4800.0,4800.0, 36 months,8.99,152.62,B,B1,Poker Cashier,3 years,MORTGAGE,35000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90681487,,debt_consolidation,Debt consolidation,945xx,CA,13.12,0.0,Aug-2000,660.0,664.0,0.0,67.0,,7.0,0.0,15260.0,63.0,16.0,w,0.0,0.0,5086.2452806399,5086.25,4800.0,286.25,0.0,0.0,0.0,Jul-2018,286.25,,Mar-2019,679.0,675.0,0.0,90.0,1.0,Individual,,,,0.0,1142.0,15260.0,0.0,0.0,0.0,0.0,68.0,0.0,,1.0,1.0,7066.0,63.0,20600.0,0.0,1.0,0.0,1.0,2180.0,2011.0,78.3,0.0,0.0,146.0,193.0,7.0,7.0,2.0,36.0,67.0,,67.0,1.0,4.0,7.0,4.0,6.0,2.0,7.0,12.0,7.0,7.0,0.0,0.0,0.0,1.0,86.7,75.0,0.0,0.0,20600.0,15260.0,14400.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90256191,,14700.0,14700.0,14700.0, 36 months,21.49,557.53,D,D5,Custodial,2 years,OWN,35000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90256191,,credit_card,Credit card refinancing,482xx,MI,31.76,0.0,May-2007,675.0,679.0,0.0,,,8.0,0.0,13586.0,56.6,17.0,w,0.0,0.0,7720.35,7720.35,3543.05,2572.23,0.0,1605.07,288.9126,Sep-2017,557.53,,Mar-2018,529.0,525.0,0.0,,1.0,Individual,,,,0.0,0.0,17467.0,1.0,1.0,0.0,1.0,16.0,3881.0,43.0,3.0,6.0,5748.0,53.0,24000.0,0.0,1.0,1.0,7.0,2183.0,5999.0,66.7,0.0,0.0,16.0,112.0,5.0,5.0,0.0,5.0,,10.0,,0.0,5.0,6.0,5.0,12.0,1.0,7.0,16.0,6.0,8.0,0.0,0.0,0.0,3.0,100.0,40.0,0.0,0.0,33000.0,17467.0,18000.0,9000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90239923,,9600.0,9600.0,9600.0, 36 months,13.49,325.74,C,C2,Job Coach aide,< 1 year,RENT,30000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90239923,,credit_card,Credit card refinancing,959xx,CA,31.68,0.0,Dec-2005,700.0,704.0,0.0,40.0,,12.0,0.0,3965.0,37.4,16.0,w,0.0,0.0,4900.26,4900.26,2781.66,1167.73,0.0,950.87,171.1566,Oct-2017,325.74,,Apr-2018,549.0,545.0,0.0,,1.0,Individual,,,,0.0,0.0,42248.0,2.0,2.0,1.0,2.0,6.0,38283.0,85.0,5.0,7.0,1764.0,76.0,10600.0,8.0,2.0,15.0,9.0,3521.0,414.0,82.0,0.0,0.0,101.0,34.0,1.0,1.0,0.0,7.0,,2.0,,0.0,2.0,4.0,2.0,2.0,6.0,9.0,9.0,4.0,12.0,0.0,0.0,0.0,6.0,100.0,50.0,0.0,0.0,55622.0,42248.0,2300.0,45022.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90388337,,40000.0,40000.0,40000.0, 60 months,13.49,920.19,C,C2,Human Resources,9 years,MORTGAGE,112517.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90388337,,debt_consolidation,Debt consolidation,200xx,DC,3.7,0.0,Aug-2005,795.0,799.0,0.0,,,17.0,0.0,5020.0,3.9,30.0,w,23973.21,23973.21,26655.53,26655.53,16026.79,10628.74,0.0,0.0,0.0,Mar-2019,920.19,Apr-2019,Mar-2019,814.0,810.0,0.0,,1.0,Individual,,,,0.0,0.0,401855.0,0.0,1.0,0.0,0.0,133.0,27837.0,80.0,2.0,2.0,2757.0,20.0,129500.0,0.0,0.0,2.0,3.0,23639.0,118080.0,4.1,0.0,0.0,133.0,100.0,9.0,9.0,4.0,9.0,,10.0,,0.0,3.0,3.0,12.0,16.0,2.0,15.0,22.0,3.0,17.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,539334.0,32857.0,123100.0,34834.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90461599,,8400.0,8400.0,8400.0, 36 months,6.99,259.33,A,A2,Secretary,10+ years,OWN,62000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90461599,,credit_card,Credit card refinancing,932xx,CA,14.71,0.0,Feb-1984,680.0,684.0,0.0,40.0,,10.0,0.0,6853.0,41.5,36.0,w,0.0,0.0,9266.4802945577,9266.48,8400.0,866.48,0.0,0.0,0.0,Jan-2019,2527.16,,Mar-2019,724.0,720.0,0.0,49.0,1.0,Individual,,,,0.0,25987.0,163166.0,0.0,1.0,0.0,0.0,35.0,19825.0,,0.0,2.0,2728.0,42.0,16500.0,0.0,1.0,0.0,2.0,23309.0,6464.0,43.8,0.0,0.0,173.0,391.0,23.0,23.0,5.0,23.0,49.0,16.0,49.0,3.0,3.0,4.0,3.0,11.0,5.0,8.0,25.0,4.0,10.0,0.0,0.0,0.0,0.0,88.9,66.7,0.0,0.0,203813.0,26678.0,11500.0,36243.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90191113,,1500.0,1500.0,1500.0, 36 months,12.79,50.39,C,C1,Busniess Support,1 year,OWN,26000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90191113,,debt_consolidation,Debt consolidation,752xx,TX,13.25,0.0,Sep-2004,665.0,669.0,1.0,,,8.0,0.0,367.0,18.4,10.0,w,338.13,338.13,1460.24,1460.24,1161.87,298.37,0.0,0.0,0.0,Mar-2019,50.39,Apr-2019,Mar-2019,629.0,625.0,2.0,,1.0,Individual,,,,0.0,10219.0,62865.0,1.0,5.0,0.0,0.0,26.0,62498.0,107.0,1.0,1.0,367.0,104.0,2000.0,0.0,0.0,2.0,1.0,8981.0,133.0,73.4,0.0,0.0,144.0,112.0,2.0,2.0,0.0,2.0,,2.0,,0.0,1.0,1.0,1.0,1.0,6.0,3.0,4.0,1.0,8.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,60558.0,62865.0,500.0,58558.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90611311,,35000.0,35000.0,35000.0, 36 months,19.99,1300.55,D,D4,E-7,10+ years,RENT,105640.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90611311,,debt_consolidation,Debt consolidation,963xx,FL,20.99,0.0,Apr-2006,680.0,684.0,1.0,35.0,,8.0,0.0,24021.0,64.1,22.0,w,8526.2,8526.2,37677.08,37677.08,26473.8,11203.28,0.0,0.0,0.0,Mar-2019,1300.55,Apr-2019,Mar-2019,659.0,655.0,0.0,35.0,1.0,Individual,,,,0.0,92.0,47377.0,1.0,2.0,0.0,1.0,16.0,23356.0,54.0,3.0,3.0,891.0,59.0,37500.0,0.0,3.0,1.0,4.0,5922.0,109.0,89.1,0.0,0.0,125.0,50.0,3.0,3.0,0.0,42.0,35.0,3.0,35.0,1.0,1.0,6.0,1.0,2.0,15.0,6.0,7.0,6.0,8.0,0.0,0.0,0.0,3.0,95.5,100.0,0.0,0.0,80963.0,47377.0,1000.0,43463.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90581199,,14000.0,14000.0,14000.0, 36 months,16.99,499.07,D,D1,Senior CAD Designer,10+ years,OWN,68000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90581199,,moving,Moving and relocation,805xx,CO,17.72,0.0,Jul-2005,665.0,669.0,0.0,,,11.0,0.0,16539.0,71.6,27.0,f,3303.69,3303.69,14459.82,14459.82,10696.31,3763.51,0.0,0.0,0.0,Mar-2019,499.07,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,34521.0,3.0,2.0,1.0,2.0,5.0,17982.0,56.0,2.0,4.0,4027.0,62.0,23100.0,0.0,2.0,0.0,6.0,3836.0,2167.0,81.9,0.0,0.0,77.0,134.0,1.0,1.0,0.0,1.0,,,,0.0,3.0,6.0,5.0,8.0,11.0,9.0,16.0,6.0,11.0,0.0,0.0,0.0,3.0,100.0,66.7,0.0,0.0,55289.0,34521.0,12000.0,32189.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90281106,,5000.0,5000.0,5000.0, 36 months,8.59,158.05,A,A5,,,OWN,40000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90281106,,credit_card,Credit card refinancing,857xx,AZ,15.36,0.0,Nov-2006,700.0,704.0,1.0,,,4.0,0.0,5753.0,63.9,17.0,w,0.0,0.0,1719.86,1719.86,1394.02,325.84,0.0,0.0,0.0,Aug-2017,158.05,,Aug-2017,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,15419.0,1.0,1.0,1.0,1.0,3.0,9666.0,92.0,0.0,2.0,4718.0,79.0,9000.0,0.0,1.0,2.0,4.0,3855.0,282.0,94.4,0.0,0.0,3.0,115.0,13.0,3.0,3.0,18.0,,3.0,,0.0,1.0,3.0,1.0,9.0,1.0,3.0,13.0,3.0,4.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,19533.0,15419.0,5000.0,10533.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90081916,,5400.0,5400.0,5400.0, 36 months,7.99,169.2,A,A4,Firefighter,10+ years,MORTGAGE,78500.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90081916,,home_improvement,Home improvement,616xx,IL,5.26,1.0,Dec-1992,690.0,694.0,0.0,12.0,,8.0,0.0,5100.0,30.4,17.0,w,0.0,0.0,5852.7657693124,5852.77,5400.0,452.77,0.0,0.0,0.0,Jan-2018,3486.37,,Jan-2018,684.0,680.0,0.0,50.0,1.0,Individual,,,,0.0,1132.0,119629.0,0.0,2.0,0.0,0.0,26.0,6770.0,44.0,0.0,2.0,1724.0,37.0,16800.0,0.0,0.0,1.0,2.0,14954.0,7680.0,29.5,0.0,0.0,127.0,285.0,14.0,14.0,2.0,22.0,12.0,7.0,12.0,1.0,2.0,4.0,2.0,2.0,9.0,5.0,6.0,4.0,8.0,0.0,0.0,0.0,0.0,76.5,0.0,0.0,0.0,146205.0,11870.0,10900.0,15405.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90135483,,8200.0,8200.0,8200.0, 36 months,13.49,278.23,C,C2,Fabrication Specialist,< 1 year,MORTGAGE,50000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90135483,,car,Car financing,152xx,PA,22.61,0.0,Feb-2004,660.0,664.0,1.0,,81.0,12.0,1.0,10697.0,57.8,19.0,w,0.0,0.0,8717.81,8717.81,8200.0,517.81,0.0,0.0,0.0,Apr-2017,7332.81,,Jun-2017,749.0,745.0,0.0,,1.0,Individual,,,,0.0,0.0,39268.0,1.0,5.0,0.0,1.0,18.0,28571.0,60.0,1.0,1.0,3635.0,60.0,18500.0,0.0,0.0,1.0,2.0,3570.0,5003.0,65.7,0.0,0.0,131.0,140.0,3.0,3.0,2.0,44.0,,3.0,,0.0,3.0,4.0,4.0,6.0,7.0,7.0,10.0,4.0,12.0,0.0,0.0,0.0,1.0,100.0,75.0,1.0,0.0,65899.0,39268.0,14600.0,47399.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90073718,,12000.0,12000.0,12000.0, 36 months,25.29,478.97,E,E5,manager,5 years,RENT,72000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90073718,,other,Other,112xx,NY,10.1,0.0,Feb-2012,680.0,684.0,1.0,,,19.0,0.0,34915.0,27.6,23.0,w,0.0,0.0,8778.49,8778.49,4249.13,3397.53,0.0,1131.83,101.8647,Feb-2018,478.97,,Aug-2018,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,34915.0,0.0,0.0,0.0,0.0,33.0,0.0,,4.0,7.0,11315.0,28.0,126500.0,1.0,0.0,2.0,7.0,1838.0,85587.0,29.0,0.0,0.0,33.0,55.0,7.0,7.0,0.0,7.0,,0.0,,0.0,12.0,13.0,18.0,19.0,1.0,19.0,20.0,13.0,19.0,0.0,0.0,0.0,4.0,100.0,16.7,0.0,0.0,126500.0,34915.0,120500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90096019,,15000.0,15000.0,15000.0, 36 months,17.99,542.22,D,D2,Truck driver,2 years,RENT,62000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90096019,,debt_consolidation,Debt consolidation,233xx,VA,3.99,0.0,Sep-2011,665.0,669.0,1.0,,,6.0,0.0,4277.0,44.6,7.0,w,3592.78,3592.78,15709.39,15709.39,11407.22,4302.17,0.0,0.0,0.0,Mar-2019,542.22,Apr-2019,Mar-2019,659.0,655.0,0.0,,1.0,Individual,,,,0.0,530.0,8276.0,0.0,2.0,0.0,0.0,36.0,3999.0,85.0,2.0,3.0,2332.0,58.0,9600.0,3.0,0.0,4.0,3.0,1379.0,3460.0,51.3,0.0,0.0,60.0,25.0,8.0,8.0,0.0,8.0,,2.0,,0.0,3.0,4.0,3.0,3.0,3.0,4.0,4.0,4.0,6.0,0.0,0.0,0.0,2.0,100.0,33.3,0.0,0.0,14331.0,8276.0,7100.0,4731.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90601565,,25000.0,25000.0,25000.0, 60 months,8.99,518.84,B,B1,Electrical Engineer,8 years,RENT,120000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90601565,,debt_consolidation,Debt consolidation,773xx,TX,8.39,0.0,Oct-2004,795.0,799.0,1.0,,,12.0,0.0,4700.0,12.6,26.0,w,0.0,0.0,26708.064681077798,26708.06,25000.0,1708.06,0.0,0.0,0.0,Jul-2017,22569.83,,Dec-2018,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,34856.0,1.0,6.0,0.0,0.0,31.0,30156.0,58.0,1.0,2.0,2416.0,39.0,37400.0,0.0,0.0,3.0,2.0,2905.0,31600.0,12.9,0.0,0.0,143.0,130.0,1.0,1.0,1.0,1.0,,2.0,,0.0,3.0,3.0,4.0,6.0,15.0,6.0,10.0,3.0,12.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,89879.0,34856.0,36300.0,52479.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90661574,,19200.0,19200.0,19200.0, 36 months,8.99,610.47,B,B1,Information Assurance Manager,7 years,MORTGAGE,150000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90661574,,debt_consolidation,Debt consolidation,226xx,VA,13.48,0.0,Oct-1995,670.0,674.0,1.0,44.0,63.0,13.0,4.0,17015.0,90.5,34.0,w,0.0,0.0,20956.4329851164,20956.43,19200.0,1756.43,0.0,0.0,0.0,Dec-2017,13029.91,,Mar-2019,734.0,730.0,0.0,44.0,1.0,Individual,,,,0.0,0.0,410009.0,0.0,3.0,2.0,4.0,7.0,33100.0,84.0,0.0,1.0,8949.0,86.0,18800.0,3.0,4.0,3.0,5.0,31539.0,297.0,98.0,0.0,0.0,223.0,251.0,21.0,7.0,4.0,115.0,81.0,4.0,81.0,2.0,2.0,5.0,2.0,5.0,16.0,6.0,12.0,5.0,13.0,0.0,0.0,0.0,2.0,88.2,100.0,0.0,1.0,464342.0,53517.0,14700.0,39568.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693742,,8750.0,8750.0,8750.0, 36 months,8.99,278.21,B,B1,Payroll Manager,< 1 year,MORTGAGE,90000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693742,,debt_consolidation,Debt consolidation,221xx,VA,18.19,0.0,Aug-1994,720.0,724.0,0.0,,,19.0,0.0,25543.0,41.5,39.0,w,1890.28,1890.28,8066.41,8066.41,6859.72,1206.69,0.0,0.0,0.0,Mar-2019,280.9,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,68946.0,2.0,3.0,0.0,1.0,13.0,43403.0,75.0,2.0,9.0,5603.0,58.0,61500.0,1.0,1.0,0.0,10.0,3629.0,14362.0,59.0,0.0,0.0,154.0,265.0,1.0,1.0,2.0,1.0,,13.0,,0.0,6.0,8.0,8.0,13.0,10.0,16.0,27.0,8.0,19.0,0.0,0.0,0.0,2.0,100.0,62.5,0.0,0.0,119322.0,68946.0,35000.0,57822.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90438251,,20000.0,20000.0,20000.0, 36 months,9.49,640.57,B,B2,Controller,2 years,RENT,75000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90438251,,other,Other,800xx,CO,22.64,0.0,Oct-2003,675.0,679.0,0.0,,53.0,20.0,1.0,20007.0,55.6,33.0,w,4345.27,4345.27,18565.99,18565.99,15654.73,2911.26,0.0,0.0,0.0,Mar-2019,640.57,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,996.0,74940.0,2.0,7.0,1.0,1.0,5.0,54933.0,110.0,3.0,7.0,5319.0,91.0,176400.0,0.0,0.0,3.0,8.0,3747.0,149572.0,52.5,0.0,0.0,130.0,155.0,1.0,1.0,0.0,13.0,,5.0,,0.0,4.0,9.0,5.0,8.0,13.0,13.0,20.0,9.0,20.0,0.0,0.0,0.0,4.0,100.0,40.0,1.0,0.0,226438.0,74940.0,160300.0,50038.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521491,,4800.0,4800.0,4800.0, 36 months,10.99,157.13,B,B4,Sales assistant,3 years,RENT,52000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521491,,debt_consolidation,Debt consolidation,233xx,VA,23.98,0.0,Mar-2000,675.0,679.0,0.0,63.0,36.0,13.0,1.0,3223.0,20.8,39.0,w,0.0,0.0,5076.4230994365,5076.42,4800.0,276.42,0.0,0.0,0.0,Apr-2017,4293.7,,Dec-2017,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,49717.0,1.0,7.0,1.0,1.0,0.0,46494.0,36.0,2.0,2.0,1612.0,30.0,15500.0,0.0,1.0,2.0,3.0,4520.0,10401.0,20.0,0.0,0.0,180.0,198.0,10.0,0.0,0.0,12.0,,10.0,,0.0,2.0,3.0,2.0,12.0,12.0,6.0,27.0,3.0,13.0,0.0,0.0,0.0,3.0,97.2,0.0,1.0,0.0,77813.0,49717.0,13000.0,62313.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90451413,,32000.0,32000.0,32000.0, 60 months,13.99,744.42,C,C3,Supervisor/Clinical Psychologist,1 year,MORTGAGE,80000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90451413,,credit_card,Credit card refinancing,923xx,CA,26.79,2.0,Dec-2003,675.0,679.0,1.0,14.0,64.0,16.0,3.0,16334.0,39.3,29.0,w,19273.77,19273.77,21563.31,21563.31,12726.23,8837.08,0.0,0.0,0.0,Mar-2019,744.42,Apr-2019,Mar-2019,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,993209.0,3.0,5.0,2.0,5.0,4.0,976875.0,57.0,2.0,5.0,9639.0,48.0,41600.0,2.0,2.0,4.0,10.0,62076.0,15366.0,51.5,0.0,0.0,123.0,153.0,5.0,4.0,0.0,6.0,14.0,4.0,14.0,0.0,5.0,5.0,8.0,8.0,18.0,11.0,11.0,5.0,15.0,0.0,0.0,0.0,4.0,89.7,25.0,0.0,3.0,956199.0,993209.0,31700.0,914599.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90413417,,17000.0,17000.0,17000.0, 60 months,8.99,352.81,B,B1,Registered nurse,2 years,MORTGAGE,67000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90413417,,debt_consolidation,Debt consolidation,853xx,AZ,28.03,0.0,Jun-2008,690.0,694.0,0.0,,,8.0,0.0,10148.0,86.0,12.0,w,9727.59,9727.59,10223.0,10223.0,7272.41,2950.59,0.0,0.0,0.0,Mar-2019,352.81,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Joint App,152000.0,13.35,Not Verified,0.0,0.0,433494.0,2.0,3.0,1.0,2.0,4.0,71860.0,98.0,0.0,1.0,5610.0,92.0,11800.0,0.0,4.0,2.0,4.0,61928.0,1652.0,86.0,0.0,0.0,44.0,99.0,19.0,4.0,1.0,19.0,,8.0,,0.0,3.0,3.0,3.0,5.0,5.0,4.0,6.0,3.0,8.0,0.0,0.0,0.0,2.0,100.0,66.7,0.0,0.0,454953.0,82008.0,11800.0,90202.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90171603,,35000.0,35000.0,35000.0, 36 months,11.49,1154.0,B,B5,Construction management ,10+ years,OWN,100000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90171603,,debt_consolidation,Debt consolidation,600xx,IL,18.91,1.0,Jan-2003,665.0,669.0,0.0,20.0,,20.0,0.0,32977.0,60.1,46.0,w,0.0,0.0,16134.03,16134.03,9451.49,3220.17,0.0,3462.37,623.2266,Sep-2017,1154.0,,Mar-2018,599.0,595.0,0.0,,1.0,Individual,,,,0.0,0.0,208689.0,0.0,2.0,0.0,1.0,15.0,21337.0,48.0,1.0,3.0,9552.0,55.0,54900.0,0.0,1.0,0.0,4.0,10984.0,9625.0,74.8,0.0,0.0,147.0,164.0,11.0,11.0,4.0,20.0,,15.0,,0.0,9.0,14.0,10.0,20.0,8.0,17.0,33.0,14.0,20.0,0.0,0.0,0.0,1.0,97.8,40.0,0.0,0.0,267610.0,54314.0,38200.0,44569.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693648,,12500.0,12500.0,12500.0, 36 months,8.99,397.44,B,B1,Administrative Officer 2,10+ years,MORTGAGE,80000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693648,,debt_consolidation,Debt consolidation,430xx,OH,23.31,0.0,Mar-1998,805.0,809.0,0.0,,,12.0,0.0,9458.0,16.9,32.0,w,0.0,0.0,13442.3115729842,13442.31,12500.0,942.31,0.0,0.0,0.0,Sep-2017,9436.7,,Mar-2019,794.0,790.0,0.0,,1.0,Individual,,,,0.0,0.0,218649.0,0.0,4.0,2.0,2.0,8.0,72716.0,80.0,1.0,2.0,6591.0,56.0,55800.0,2.0,3.0,1.0,4.0,18221.0,39244.0,17.9,0.0,0.0,125.0,222.0,9.0,8.0,6.0,9.0,,11.0,,0.0,2.0,3.0,5.0,10.0,13.0,7.0,13.0,3.0,12.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,296315.0,82174.0,47800.0,90601.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90427712,,10500.0,10500.0,10500.0, 36 months,13.49,356.27,C,C2,Taxi Driver,4 years,RENT,50000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90427712,,home_improvement,Home improvement,328xx,FL,20.76,0.0,Jul-2007,665.0,669.0,0.0,25.0,99.0,14.0,1.0,19044.0,49.5,27.0,w,2385.42,2385.42,10323.96,10323.96,8114.58,2209.38,0.0,0.0,0.0,Mar-2019,356.27,Apr-2019,Mar-2019,674.0,670.0,0.0,25.0,1.0,Individual,,,,0.0,0.0,22662.0,2.0,2.0,2.0,4.0,4.0,3618.0,29.0,2.0,2.0,5332.0,44.0,38500.0,0.0,0.0,0.0,6.0,1619.0,16404.0,50.7,0.0,0.0,105.0,110.0,5.0,4.0,1.0,5.0,,,,1.0,9.0,11.0,9.0,11.0,10.0,12.0,16.0,11.0,14.0,0.0,0.0,0.0,4.0,96.3,22.2,0.0,1.0,51073.0,22662.0,33300.0,12573.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695598,,20000.0,20000.0,20000.0, 60 months,24.49,581.07,E,E3,Mortgage Loan Originator,1 year,MORTGAGE,82502.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695598,,debt_consolidation,Debt consolidation,294xx,SC,7.71,0.0,Feb-2005,680.0,684.0,1.0,,93.0,9.0,1.0,5117.0,53.3,14.0,f,13251.23,13251.23,16864.29,16864.29,6748.77,10115.52,0.0,0.0,0.0,Mar-2019,581.07,Apr-2019,Mar-2019,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,13450.0,3.0,1.0,1.0,1.0,9.0,8333.0,86.0,3.0,5.0,1252.0,70.0,9600.0,1.0,3.0,2.0,6.0,1494.0,2427.0,63.2,0.0,0.0,127.0,139.0,0.0,0.0,0.0,21.0,,4.0,,0.0,5.0,8.0,5.0,6.0,4.0,8.0,10.0,8.0,9.0,0.0,0.0,0.0,4.0,100.0,20.0,1.0,0.0,19257.0,13450.0,6600.0,9657.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90095819,,35200.0,35200.0,35200.0, 36 months,17.99,1272.39,D,D2,Production Operator ,10+ years,RENT,100000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90095819,,credit_card,Credit card refinancing,622xx,IL,27.19,0.0,Jan-2006,750.0,754.0,0.0,,,13.0,0.0,19933.0,24.5,23.0,w,0.0,0.0,36360.632652153196,36360.63,35200.0,1160.63,0.0,0.0,0.0,Dec-2016,35123.42,,Apr-2017,809.0,805.0,0.0,,1.0,Individual,,,,0.0,0.0,66292.0,0.0,4.0,1.0,1.0,10.0,46359.0,59.0,4.0,4.0,7499.0,42.0,81400.0,0.0,11.0,1.0,5.0,5099.0,52858.0,24.1,0.0,0.0,116.0,128.0,8.0,8.0,0.0,12.0,,12.0,,0.0,4.0,5.0,7.0,7.0,9.0,9.0,14.0,5.0,13.0,0.0,0.0,0.0,5.0,100.0,14.3,0.0,0.0,159450.0,66292.0,69600.0,78050.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90541479,,2500.0,2500.0,2500.0, 36 months,13.99,85.44,C,C3,Presentation Team Member,9 years,RENT,22000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90541479,,other,Other,750xx,TX,26.02,0.0,Sep-2005,665.0,669.0,0.0,,,7.0,0.0,2585.0,48.8,13.0,w,0.0,0.0,2984.3508760094,2984.35,2500.0,484.35,0.0,0.0,0.0,Aug-2018,1183.75,,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,369.0,12665.0,0.0,1.0,0.0,1.0,18.0,10080.0,67.0,1.0,5.0,468.0,62.0,5300.0,2.0,0.0,1.0,6.0,1809.0,275.0,75.0,0.0,0.0,132.0,34.0,9.0,9.0,0.0,17.0,,3.0,,0.0,2.0,5.0,2.0,2.0,7.0,6.0,6.0,5.0,7.0,0.0,0.0,0.0,1.0,100.0,50.0,0.0,0.0,20420.0,12665.0,1100.0,15120.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90621599,,7275.0,7275.0,7275.0, 36 months,17.99,262.98,D,D2,,,OWN,22753.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90621599,,debt_consolidation,Debt consolidation,433xx,OH,29.59,0.0,Jan-1998,665.0,669.0,1.0,,4.0,15.0,8.0,4447.0,25.9,19.0,w,0.0,0.0,7521.8367538754,7521.84,7275.0,246.84,0.0,0.0,0.0,Dec-2016,7266.13,,Mar-2019,549.0,545.0,1.0,,1.0,Individual,,,,0.0,2348.0,22463.0,0.0,1.0,0.0,1.0,16.0,4405.0,70.0,2.0,5.0,995.0,38.0,17200.0,2.0,0.0,5.0,6.0,1728.0,10524.0,21.5,0.0,0.0,41.0,224.0,7.0,7.0,1.0,15.0,,4.0,,0.0,7.0,11.0,7.0,10.0,2.0,13.0,16.0,11.0,15.0,0.0,0.0,0.0,2.0,100.0,0.0,1.0,7.0,42942.0,8852.0,13400.0,6300.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88957928,,5000.0,5000.0,5000.0, 36 months,8.99,158.98,B,B1,,,MORTGAGE,50000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88957928,,credit_card,Credit card refinancing,554xx,MN,10.15,0.0,Jul-1995,665.0,669.0,0.0,32.0,70.0,13.0,3.0,7149.0,51.8,36.0,w,0.0,0.0,5263.0391292976,5263.04,5000.0,263.04,0.0,0.0,0.0,May-2017,4311.66,,Mar-2019,694.0,690.0,1.0,48.0,1.0,Individual,,,,0.0,1122.0,76587.0,1.0,1.0,0.0,1.0,14.0,2498.0,58.0,3.0,5.0,3794.0,53.0,13800.0,1.0,0.0,1.0,7.0,6962.0,3059.0,68.5,0.0,0.0,152.0,254.0,1.0,1.0,1.0,16.0,32.0,10.0,32.0,9.0,3.0,6.0,4.0,10.0,14.0,11.0,20.0,6.0,13.0,0.0,0.0,0.0,4.0,69.4,66.7,0.0,2.0,88098.0,9647.0,9700.0,4298.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90551649,,15000.0,15000.0,15000.0, 36 months,8.59,474.14,A,A5,,,OWN,33000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90551649,,credit_card,Credit card refinancing,462xx,IN,30.91,0.0,Dec-1989,780.0,784.0,0.0,27.0,,11.0,0.0,12850.0,15.3,20.0,w,3225.91,3225.91,13742.9,13742.9,11774.09,1968.81,0.0,0.0,0.0,Mar-2019,474.14,Apr-2019,Mar-2019,814.0,810.0,0.0,,1.0,Individual,,,,0.0,0.0,28575.0,0.0,1.0,0.0,0.0,36.0,15725.0,62.0,0.0,1.0,3835.0,26.0,83800.0,0.0,4.0,0.0,1.0,2598.0,62923.0,14.5,0.0,0.0,177.0,321.0,15.0,15.0,2.0,47.0,,,,0.0,6.0,9.0,7.0,9.0,3.0,10.0,14.0,9.0,11.0,0.0,0.0,0.0,0.0,95.0,0.0,0.0,0.0,109117.0,28575.0,73600.0,25317.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90501608,,7000.0,7000.0,7000.0, 36 months,11.49,230.8,B,B5,Waiter,9 years,RENT,44000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90501608,,debt_consolidation,Debt consolidation,104xx,NY,11.62,0.0,Sep-2010,685.0,689.0,0.0,,,6.0,0.0,4508.0,82.0,7.0,w,1555.41,1555.41,6682.03,6682.03,5444.59,1237.44,0.0,0.0,0.0,Mar-2019,230.8,Apr-2019,Mar-2019,639.0,635.0,0.0,,1.0,Individual,,,,0.0,0.0,7892.0,0.0,1.0,0.0,1.0,15.0,3384.0,71.0,0.0,0.0,1529.0,77.0,5500.0,0.0,0.0,0.0,1.0,1315.0,222.0,94.8,0.0,0.0,15.0,72.0,33.0,15.0,0.0,33.0,,14.0,,0.0,4.0,5.0,4.0,5.0,1.0,5.0,6.0,5.0,6.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,10300.0,7892.0,4300.0,4800.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90179895,,11050.0,11050.0,11050.0, 36 months,18.99,405.0,D,D3,Assistant Branch Manager,2 years,RENT,60000.0,Source Verified,Oct-2016,In Grace Period,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90179895,,house,Home buying,212xx,MD,24.26,0.0,Aug-1999,675.0,679.0,0.0,,69.0,7.0,2.0,10926.0,93.4,10.0,f,3042.83,3042.83,11405.57,11405.57,8007.17,3378.15,20.25,0.0,0.0,Mar-2019,425.25,Apr-2019,Mar-2019,549.0,545.0,0.0,,1.0,Individual,,,,0.0,0.0,93583.0,1.0,2.0,0.0,0.0,65.0,82657.0,23.0,2.0,3.0,4537.0,47.0,11700.0,0.0,0.0,0.0,3.0,15597.0,105.0,98.7,0.0,0.0,157.0,205.0,1.0,1.0,0.0,23.0,,23.0,,0.0,2.0,4.0,3.0,5.0,3.0,5.0,7.0,4.0,7.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,1.0,114944.0,93583.0,8100.0,103244.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693813,,9000.0,9000.0,9000.0, 36 months,8.99,286.16,B,B1,Office Manager,2 years,RENT,55000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693813,,credit_card,Credit card refinancing,606xx,IL,9.71,0.0,Sep-2009,735.0,739.0,1.0,,,21.0,0.0,7961.0,27.9,36.0,w,1462.05,1462.05,8699.14,8699.14,7537.95,1161.19,0.0,0.0,0.0,Mar-2019,286.16,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,59672.0,0.0,17.0,0.0,2.0,19.0,51711.0,100.0,0.0,1.0,5439.0,74.0,28500.0,0.0,0.0,1.0,3.0,2842.0,18739.0,29.8,0.0,0.0,84.0,47.0,15.0,15.0,0.0,15.0,,3.0,,0.0,2.0,2.0,3.0,3.0,31.0,4.0,4.0,2.0,21.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,80160.0,59672.0,26700.0,51660.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90094115,,9000.0,9000.0,9000.0, 36 months,8.99,286.16,B,B1,Portfolio Manager,10+ years,OWN,230000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90094115,,credit_card,Credit card refinancing,774xx,TX,24.23,0.0,Apr-1975,705.0,709.0,1.0,,,13.0,0.0,170977.0,77.0,28.0,w,1944.25,1944.25,8294.14,8294.14,7055.75,1238.39,0.0,0.0,0.0,Mar-2019,286.16,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,300843.0,0.0,1.0,1.0,1.0,9.0,12245.0,79.0,1.0,1.0,42382.0,77.0,196100.0,1.0,2.0,1.0,2.0,23142.0,8308.0,91.2,0.0,0.0,149.0,497.0,12.0,9.0,2.0,44.0,,1.0,,0.0,5.0,6.0,6.0,13.0,5.0,10.0,19.0,6.0,13.0,0.0,0.0,0.0,2.0,100.0,83.3,0.0,0.0,437921.0,194165.0,130100.0,15454.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521458,,7925.0,7925.0,7925.0, 36 months,21.49,300.58,D,D5,Senior merchandise manager,1 year,MORTGAGE,58000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521458,,credit_card,Credit card refinancing,065xx,CT,26.45,0.0,Dec-1995,670.0,674.0,3.0,61.0,46.0,21.0,2.0,15785.0,30.2,37.0,w,0.0,0.0,9812.3842583338,9812.38,7925.0,1887.38,0.0,0.0,0.0,Jan-2018,5613.72,,Mar-2019,804.0,800.0,0.0,61.0,1.0,Individual,,,,0.0,939.0,35939.0,2.0,2.0,0.0,2.0,18.0,20154.0,62.0,7.0,15.0,3517.0,42.0,52300.0,2.0,0.0,6.0,17.0,1711.0,27947.0,35.9,0.0,0.0,151.0,249.0,5.0,5.0,1.0,6.0,61.0,1.0,61.0,9.0,11.0,12.0,15.0,22.0,4.0,19.0,32.0,12.0,21.0,0.0,0.0,0.0,7.0,73.0,13.3,0.0,0.0,84755.0,35939.0,43600.0,32455.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90225127,,12000.0,12000.0,12000.0, 60 months,27.79,372.12,F,F5,Apprentice Carpenter,3 years,MORTGAGE,56000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90225127,,major_purchase,Major purchase,551xx,MN,6.77,2.0,Jun-2007,680.0,684.0,0.0,19.0,,5.0,0.0,0.0,0.0,12.0,w,0.0,0.0,5293.09,5293.09,1285.55,3161.36,0.0,846.18,152.3124,Oct-2017,372.12,,Jul-2018,529.0,525.0,0.0,,1.0,Individual,,,,0.0,0.0,15687.0,0.0,3.0,0.0,2.0,14.0,15687.0,84.0,0.0,1.0,0.0,79.0,1200.0,4.0,0.0,6.0,3.0,3137.0,1200.0,0.0,0.0,0.0,36.0,111.0,16.0,14.0,0.0,16.0,19.0,3.0,19.0,0.0,0.0,0.0,2.0,3.0,4.0,2.0,8.0,0.0,5.0,0.0,0.0,0.0,0.0,66.7,0.0,0.0,0.0,19793.0,15687.0,1200.0,18593.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90561448,,15000.0,15000.0,15000.0, 36 months,9.49,480.43,B,B2,Quality Analyst,10+ years,RENT,46000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90561448,,debt_consolidation,Debt consolidation,342xx,FL,24.16,0.0,Aug-2002,705.0,709.0,0.0,54.0,99.0,14.0,1.0,5524.0,23.5,33.0,w,0.0,0.0,17220.848477216798,17220.85,15000.0,2220.85,0.0,0.0,0.0,Mar-2019,3746.14,,Mar-2019,689.0,685.0,0.0,54.0,1.0,Individual,,,,0.0,1069.0,28886.0,2.0,4.0,1.0,3.0,3.0,23362.0,61.0,1.0,6.0,2441.0,47.0,23500.0,0.0,1.0,1.0,9.0,2063.0,8870.0,30.7,0.0,0.0,169.0,75.0,3.0,3.0,0.0,3.0,,7.0,,3.0,3.0,6.0,5.0,7.0,17.0,10.0,15.0,6.0,14.0,0.0,0.0,0.0,2.0,78.1,20.0,1.0,0.0,61574.0,28886.0,12800.0,38074.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90251897,,3800.0,3800.0,3800.0, 36 months,7.99,119.07,A,A4,Service Specialist,3 years,MORTGAGE,56000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90251897,,home_improvement,Home improvement,282xx,NC,14.17,0.0,May-2005,730.0,734.0,1.0,74.0,99.0,15.0,1.0,4225.0,24.7,26.0,w,0.0,0.0,3934.0298957767,3934.03,3800.0,134.03,0.0,0.0,0.0,Mar-2017,3459.44,,May-2017,744.0,740.0,0.0,74.0,1.0,Individual,,,,0.0,238.0,180579.0,1.0,2.0,1.0,2.0,12.0,20226.0,64.0,0.0,2.0,2774.0,50.0,17100.0,0.0,4.0,3.0,5.0,16416.0,10394.0,26.3,0.0,0.0,131.0,136.0,22.0,4.0,1.0,25.0,,5.0,,1.0,4.0,7.0,4.0,7.0,7.0,12.0,18.0,7.0,15.0,0.0,0.0,0.0,2.0,96.2,0.0,1.0,0.0,205555.0,24451.0,14100.0,31705.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90121402,,6500.0,6500.0,6500.0, 36 months,14.49,223.71,C,C4,driver,3 years,RENT,32500.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90121402,,debt_consolidation,Debt consolidation,554xx,MN,9.86,0.0,Sep-2003,690.0,694.0,0.0,70.0,,6.0,0.0,2162.0,45.0,8.0,f,1493.73,1493.73,6495.9,6495.9,5006.27,1489.63,0.0,0.0,0.0,Mar-2019,223.71,Apr-2019,Mar-2019,539.0,535.0,1.0,70.0,1.0,Individual,,,,0.0,0.0,6339.0,1.0,1.0,0.0,1.0,20.0,4177.0,77.0,1.0,3.0,774.0,62.0,4800.0,2.0,0.0,1.0,4.0,1057.0,1880.0,44.7,0.0,0.0,20.0,46.0,1.0,1.0,0.0,1.0,,7.0,,1.0,2.0,4.0,2.0,3.0,1.0,5.0,6.0,4.0,6.0,0.0,0.0,0.0,1.0,85.7,50.0,0.0,0.0,10262.0,6339.0,3400.0,5462.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90171956,,11000.0,11000.0,11000.0, 36 months,9.49,352.32,B,B2,sales,8 years,MORTGAGE,71000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90171956,,debt_consolidation,Debt consolidation,975xx,OR,9.33,1.0,Feb-1989,675.0,679.0,0.0,9.0,,14.0,0.0,8376.0,31.0,18.0,w,0.0,0.0,12359.3519073802,12359.35,11000.0,1359.35,0.0,0.0,0.0,Jun-2018,5353.55,,Oct-2018,629.0,625.0,0.0,,1.0,Individual,,,,0.0,0.0,10520.0,0.0,1.0,0.0,0.0,30.0,2054.0,26.0,0.0,0.0,2018.0,29.0,27000.0,0.0,0.0,0.0,0.0,751.0,17024.0,33.0,0.0,0.0,66.0,331.0,26.0,26.0,0.0,27.0,,24.0,9.0,0.0,6.0,6.0,10.0,10.0,4.0,12.0,13.0,6.0,14.0,0.0,0.0,0.0,0.0,94.4,50.0,0.0,0.0,35723.0,10520.0,25400.0,8000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90068202,,20000.0,20000.0,20000.0, 36 months,15.59,699.1,C,C5,Owner,1 year,RENT,74000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90068202,,debt_consolidation,Debt consolidation,773xx,TX,20.19,0.0,Mar-1988,660.0,664.0,1.0,63.0,70.0,13.0,1.0,13428.0,52.2,38.0,f,4648.95,4648.95,20256.58,20256.58,15351.05,4905.53,0.0,0.0,0.0,Mar-2019,699.1,Apr-2019,Mar-2019,729.0,725.0,0.0,63.0,1.0,Individual,,,,0.0,850.0,86540.0,3.0,3.0,0.0,2.0,13.0,73112.0,93.0,4.0,7.0,5138.0,59.0,25700.0,0.0,0.0,1.0,9.0,6657.0,9854.0,56.6,0.0,0.0,165.0,342.0,3.0,3.0,2.0,3.0,,5.0,63.0,3.0,7.0,9.0,7.0,16.0,12.0,10.0,24.0,9.0,13.0,0.0,0.0,0.0,4.0,91.2,0.0,0.0,0.0,112586.0,86540.0,22700.0,86886.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693799,,5000.0,5000.0,5000.0, 36 months,7.59,155.74,A,A3,Sr. Executive Assistant,8 years,RENT,145000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693799,,major_purchase,Major purchase,945xx,CA,8.1,0.0,Jan-2002,775.0,779.0,0.0,,,18.0,0.0,17485.0,26.6,24.0,w,1063.03,1063.03,4514.35,4514.35,3936.97,577.38,0.0,0.0,0.0,Mar-2019,155.74,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,30489.0,0.0,1.0,0.0,1.0,23.0,13004.0,54.0,2.0,2.0,7577.0,34.0,65800.0,1.0,0.0,2.0,3.0,1694.0,33923.0,29.0,0.0,0.0,34.0,176.0,7.0,7.0,0.0,7.0,,0.0,,0.0,6.0,11.0,8.0,11.0,2.0,17.0,22.0,11.0,18.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,89693.0,30489.0,47800.0,23893.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90393767,,1000.0,1000.0,1000.0, 36 months,17.99,36.15,D,D2,water truck driver,2 years,MORTGAGE,50000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90393767,,other,Other,809xx,CO,24.29,1.0,Sep-1983,660.0,664.0,4.0,12.0,62.0,20.0,1.0,7126.0,45.4,65.0,w,0.0,0.0,1176.4677615614999,1176.47,1000.0,176.47,0.0,0.0,0.0,Nov-2017,743.67,,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,73797.0,2.0,3.0,1.0,1.0,7.0,66671.0,88.0,4.0,14.0,2969.0,80.0,15700.0,4.0,4.0,15.0,15.0,4100.0,1701.0,78.2,0.0,0.0,172.0,313.0,1.0,1.0,1.0,9.0,12.0,1.0,12.0,0.0,4.0,6.0,4.0,17.0,17.0,17.0,46.0,6.0,19.0,0.0,0.0,0.0,5.0,96.1,50.0,1.0,0.0,91896.0,73797.0,7800.0,76196.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693224,,10000.0,10000.0,10000.0, 36 months,17.99,361.48,D,D2,Team Leader,5 years,MORTGAGE,33280.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693224,,debt_consolidation,Debt consolidation,480xx,MI,23.26,0.0,Aug-2009,690.0,694.0,0.0,,,8.0,0.0,7289.0,49.6,9.0,w,0.0,0.0,5053.85,5053.85,2509.73,1481.02,0.0,1063.1,191.358,Sep-2017,361.48,,Mar-2018,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,81583.0,0.0,1.0,0.0,1.0,14.0,8152.0,68.0,0.0,0.0,3564.0,58.0,14700.0,0.0,0.0,0.0,1.0,10198.0,0.0,101.7,0.0,0.0,14.0,85.0,29.0,14.0,1.0,29.0,,,,0.0,3.0,5.0,3.0,4.0,1.0,6.0,7.0,5.0,8.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,97395.0,15441.0,4600.0,12000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90408983,,7400.0,7400.0,7400.0, 36 months,18.99,271.22,D,D3,Bus monitor,3 years,RENT,20600.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90408983,,debt_consolidation,Debt consolidation,112xx,NY,33.29,0.0,May-2007,710.0,714.0,0.0,48.0,,14.0,0.0,7174.0,35.3,23.0,w,0.0,0.0,3008.44,3008.44,1302.52,859.43,0.0,846.49,152.3682,Jun-2017,271.22,,Dec-2017,539.0,535.0,0.0,48.0,1.0,Individual,,,,0.0,0.0,19437.0,0.0,3.0,1.0,1.0,11.0,12263.0,98.0,0.0,6.0,3895.0,59.0,20300.0,0.0,0.0,0.0,7.0,1495.0,660.0,89.8,0.0,0.0,106.0,112.0,13.0,11.0,0.0,13.0,,24.0,48.0,1.0,2.0,4.0,3.0,4.0,6.0,11.0,17.0,5.0,14.0,0.0,0.0,0.0,1.0,100.0,66.7,0.0,0.0,32800.0,19437.0,6500.0,12500.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89828620,,11850.0,11850.0,11850.0, 36 months,16.99,422.43,D,D1,Office Manager,1 year,RENT,50000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89828620,,debt_consolidation,Debt consolidation,212xx,MD,32.36,0.0,Jul-2006,660.0,664.0,0.0,,,17.0,0.0,18032.0,87.5,28.0,w,0.0,0.0,5493.67,5493.67,2715.06,1498.05,0.0,1280.56,230.5008,Aug-2017,422.43,,Aug-2018,564.0,560.0,0.0,,1.0,Individual,,,,0.0,0.0,77453.0,0.0,6.0,2.0,4.0,9.0,59421.0,75.0,1.0,1.0,7499.0,78.0,20600.0,0.0,0.0,1.0,5.0,4556.0,27.0,99.8,0.0,0.0,111.0,122.0,11.0,9.0,0.0,11.0,,11.0,,0.0,8.0,11.0,8.0,8.0,17.0,11.0,11.0,11.0,17.0,0.0,0.0,0.0,3.0,100.0,100.0,0.0,0.0,99809.0,77453.0,15900.0,79209.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90692756,,19000.0,19000.0,19000.0, 60 months,14.49,446.94,C,C4,Project Coordinator III,10+ years,RENT,102000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90692756,,debt_consolidation,Debt consolidation,220xx,VA,21.53,0.0,Jul-2000,665.0,669.0,0.0,,,21.0,0.0,16707.0,32.6,31.0,f,0.0,0.0,5894.33,5894.33,3040.4,2853.93,0.0,0.0,0.0,Nov-2017,446.94,,Jul-2018,589.0,585.0,0.0,,1.0,Individual,,,,0.0,341.0,70684.0,2.0,2.0,1.0,2.0,9.0,53977.0,74.0,5.0,8.0,6314.0,44.0,51300.0,1.0,0.0,0.0,10.0,3366.0,16714.0,46.8,0.0,0.0,81.0,194.0,1.0,1.0,0.0,4.0,,17.0,,0.0,6.0,8.0,9.0,10.0,6.0,19.0,25.0,8.0,21.0,0.0,0.0,0.0,6.0,100.0,33.3,0.0,0.0,113858.0,70684.0,31400.0,62558.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90087304,,5600.0,5600.0,5600.0, 36 months,16.99,199.63,D,D1,Sous chef ,2 years,RENT,36000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90087304,,car,Car financing,891xx,NV,12.17,1.0,Apr-2007,685.0,689.0,2.0,18.0,,9.0,0.0,6307.0,90.1,12.0,w,1321.41,1321.41,5783.98,5783.98,4278.59,1505.39,0.0,0.0,0.0,Mar-2019,199.63,Apr-2019,Mar-2019,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,30545.0,0.0,8.0,0.0,0.0,47.0,24238.0,90.0,0.0,0.0,6307.0,90.0,7000.0,1.0,0.0,2.0,0.0,3394.0,693.0,90.1,0.0,0.0,113.0,101.0,30.0,30.0,0.0,30.0,49.0,0.0,49.0,0.0,1.0,1.0,1.0,2.0,10.0,1.0,2.0,1.0,9.0,0.0,0.0,0.0,0.0,83.3,100.0,0.0,0.0,33891.0,30545.0,7000.0,26891.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90410163,,12000.0,12000.0,12000.0, 60 months,22.39,334.1,E,E1,Office Manager,3 years,MORTGAGE,35000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90410163,,credit_card,Credit card refinancing,339xx,FL,17.97,0.0,Aug-2011,665.0,669.0,0.0,,,7.0,0.0,3810.0,60.5,10.0,w,0.0,0.0,2734.16,2734.16,453.3,979.1,0.0,1301.76,234.3168,Feb-2017,334.1,,Aug-2017,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,119651.0,3.0,2.0,1.0,1.0,2.0,5431.0,45.0,2.0,4.0,2469.0,50.0,6300.0,2.0,0.0,0.0,7.0,17093.0,719.0,83.3,0.0,0.0,61.0,45.0,0.0,0.0,2.0,13.0,,13.0,,0.0,2.0,4.0,2.0,2.0,3.0,4.0,5.0,4.0,7.0,0.0,0.0,0.0,5.0,100.0,50.0,0.0,0.0,131335.0,9241.0,4300.0,12118.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90248766,,10000.0,10000.0,10000.0, 36 months,10.49,324.98,B,B3,Forklift Driver. ,10+ years,RENT,47000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90248766,,debt_consolidation,Debt consolidation,953xx,CA,23.51,0.0,Sep-1997,670.0,674.0,0.0,,65.0,10.0,1.0,13749.0,45.7,19.0,w,0.0,0.0,4013.91,4013.91,2214.38,741.48,0.0,1058.05,190.449,Jul-2017,324.98,,Jan-2018,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,26398.0,0.0,2.0,0.0,0.0,31.0,12649.0,43.0,1.0,3.0,7427.0,44.0,30100.0,0.0,1.0,0.0,3.0,2640.0,10073.0,42.4,0.0,0.0,56.0,228.0,8.0,8.0,1.0,26.0,,21.0,,0.0,1.0,3.0,3.0,7.0,2.0,8.0,16.0,3.0,10.0,0.0,0.0,0.0,1.0,100.0,33.3,1.0,0.0,59730.0,26398.0,17500.0,29630.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90405762,,19750.0,19750.0,19750.0, 60 months,24.99,579.58,E,E4,Coding & Compliance Specialist,1 year,RENT,52000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90405762,,debt_consolidation,Debt consolidation,042xx,ME,25.56,0.0,Jul-2000,665.0,669.0,1.0,24.0,60.0,20.0,1.0,16165.0,53.7,32.0,w,13139.98,13139.98,16780.4,16780.4,6610.02,10170.38,0.0,0.0,0.0,Mar-2019,579.58,Apr-2019,Mar-2019,624.0,620.0,0.0,24.0,1.0,Individual,,,,0.0,71.0,31680.0,5.0,3.0,1.0,2.0,6.0,15515.0,62.0,5.0,7.0,4384.0,58.0,30100.0,0.0,6.0,1.0,9.0,1584.0,1022.0,92.2,0.0,0.0,161.0,194.0,0.0,0.0,0.0,4.0,24.0,6.0,24.0,2.0,7.0,13.0,7.0,11.0,9.0,17.0,23.0,13.0,20.0,0.0,0.0,0.0,6.0,87.5,100.0,0.0,0.0,55080.0,31680.0,13100.0,24980.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90541551,,24000.0,24000.0,24000.0, 60 months,18.99,622.45,D,D3,Corrections officer ,5 years,RENT,75000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90541551,,other,Other,125xx,NY,24.75,2.0,Feb-1999,660.0,664.0,0.0,16.0,81.0,5.0,1.0,1897.0,17.7,10.0,w,15158.47,15158.47,18030.66,18030.66,8841.53,9189.13,0.0,0.0,0.0,Mar-2019,622.45,Apr-2019,Mar-2019,709.0,705.0,0.0,77.0,1.0,Individual,,,,0.0,0.0,25304.0,0.0,2.0,1.0,1.0,9.0,23407.0,59.0,0.0,0.0,1897.0,50.0,10700.0,0.0,1.0,1.0,1.0,6326.0,1903.0,49.9,0.0,0.0,159.0,211.0,37.0,9.0,0.0,43.0,16.0,3.0,16.0,1.0,1.0,1.0,1.0,1.0,5.0,3.0,5.0,1.0,5.0,0.0,0.0,0.0,1.0,50.0,0.0,0.0,1.0,50599.0,25304.0,3800.0,39899.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90149043,,10000.0,10000.0,10000.0, 36 months,17.99,361.48,D,D2,Materials Manager,10+ years,RENT,90000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90149043,,other,Other,461xx,IN,13.23,0.0,Sep-1987,665.0,669.0,2.0,32.0,,9.0,0.0,12120.0,84.8,26.0,w,0.0,0.0,12908.425345560901,12908.43,10000.0,2908.43,0.0,0.0,0.0,Mar-2019,2756.02,,Mar-2019,554.0,550.0,0.0,42.0,1.0,Individual,,,,0.0,0.0,49828.0,1.0,4.0,1.0,2.0,5.0,37708.0,81.0,0.0,2.0,4432.0,82.0,14300.0,1.0,3.0,3.0,4.0,5536.0,8.0,99.9,0.0,0.0,348.0,56.0,20.0,5.0,0.0,20.0,,0.0,,0.0,3.0,5.0,3.0,4.0,20.0,5.0,6.0,5.0,9.0,0.0,0.0,0.0,1.0,88.5,100.0,0.0,0.0,60876.0,49828.0,10200.0,46576.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90298610,,10000.0,10000.0,10000.0, 60 months,24.99,293.46,E,E4,Rn care manager,10+ years,MORTGAGE,62000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90298610,,debt_consolidation,Debt consolidation,354xx,AL,34.3,2.0,Oct-1988,675.0,679.0,2.0,9.0,101.0,13.0,1.0,6466.0,39.4,35.0,w,0.0,0.0,6150.74,6150.74,1716.97,3257.97,0.0,1175.8,211.644,Mar-2018,293.46,,Sep-2018,524.0,520.0,0.0,11.0,1.0,Individual,,,,0.0,0.0,67157.0,2.0,5.0,2.0,6.0,9.0,60691.0,86.0,2.0,3.0,1985.0,77.0,16400.0,4.0,6.0,3.0,9.0,5166.0,15.0,99.3,0.0,0.0,111.0,335.0,3.0,3.0,3.0,3.0,11.0,3.0,9.0,1.0,1.0,5.0,1.0,2.0,13.0,8.0,19.0,5.0,13.0,0.0,0.0,1.0,4.0,94.3,100.0,1.0,0.0,86737.0,67157.0,2000.0,70337.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90471487,,5000.0,5000.0,5000.0, 36 months,8.59,158.05,A,A5,Teacher ,6 years,MORTGAGE,45000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90471487,,credit_card,Credit card refinancing,405xx,KY,18.72,0.0,Apr-2006,700.0,704.0,1.0,,,8.0,0.0,35517.0,87.7,19.0,w,1075.2,1075.2,4595.37,4595.37,3924.8,670.57,0.0,0.0,0.0,Mar-2019,158.05,Apr-2019,Mar-2019,794.0,790.0,0.0,,1.0,Individual,,,,0.0,0.0,171805.0,0.0,1.0,0.0,0.0,51.0,9287.0,38.0,1.0,2.0,4428.0,69.0,40500.0,0.0,5.0,4.0,3.0,21476.0,4272.0,50.9,0.0,0.0,84.0,125.0,8.0,8.0,2.0,23.0,,0.0,,0.0,1.0,4.0,3.0,4.0,9.0,6.0,8.0,4.0,8.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,193020.0,44804.0,8700.0,24520.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90068577,,7000.0,7000.0,7000.0, 36 months,9.49,224.2,B,B2,Chef,1 year,MORTGAGE,41600.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90068577,,debt_consolidation,Debt consolidation,922xx,CA,3.4,3.0,May-1996,660.0,664.0,0.0,4.0,,2.0,0.0,1849.0,74.0,22.0,w,1520.83,1520.83,6498.11,6498.11,5479.17,1018.94,0.0,0.0,0.0,Mar-2019,224.2,Apr-2019,Mar-2019,739.0,735.0,0.0,4.0,1.0,Individual,,,,0.0,0.0,126809.0,0.0,0.0,0.0,0.0,86.0,0.0,,1.0,1.0,1849.0,74.0,2500.0,0.0,1.0,1.0,1.0,63405.0,651.0,74.0,0.0,0.0,133.0,244.0,8.0,8.0,2.0,8.0,22.0,8.0,22.0,5.0,1.0,1.0,1.0,9.0,3.0,1.0,15.0,1.0,2.0,0.0,0.0,2.0,1.0,71.4,0.0,0.0,0.0,160500.0,1849.0,2500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90631581,,35000.0,35000.0,35000.0, 60 months,14.49,823.31,C,C4,Clinical Program Consultant,< 1 year,MORTGAGE,95000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90631581,,credit_card,Credit card refinancing,805xx,CO,25.33,0.0,Apr-2000,665.0,669.0,1.0,57.0,45.0,16.0,1.0,32322.0,70.0,27.0,w,0.0,0.0,41875.8403986216,41875.84,35000.0,6875.84,0.0,0.0,0.0,Apr-2018,27907.75,,Apr-2018,704.0,700.0,0.0,57.0,1.0,Individual,,,,0.0,0.0,330827.0,2.0,3.0,0.0,1.0,21.0,56646.0,71.0,2.0,2.0,10677.0,71.0,46200.0,0.0,1.0,1.0,4.0,23631.0,11793.0,72.6,0.0,0.0,138.0,197.0,6.0,6.0,5.0,6.0,57.0,6.0,57.0,3.0,8.0,9.0,8.0,12.0,6.0,12.0,16.0,9.0,16.0,0.0,0.0,0.0,2.0,81.5,75.0,0.0,0.0,377355.0,88968.0,43000.0,83555.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90440153,,10000.0,10000.0,10000.0, 36 months,7.59,311.48,A,A3,PRESIDENT,10+ years,MORTGAGE,100000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90440153,,debt_consolidation,Debt consolidation,606xx,IL,12.16,1.0,Jul-1977,695.0,699.0,0.0,3.0,,14.0,0.0,10823.0,23.1,35.0,w,2126.06,2126.06,9028.7,9028.7,7873.94,1154.76,0.0,0.0,0.0,Mar-2019,311.48,Apr-2019,Mar-2019,774.0,770.0,0.0,67.0,1.0,Individual,,,,0.0,0.0,187792.0,0.0,1.0,0.0,1.0,21.0,17670.0,57.0,3.0,5.0,5465.0,36.0,46900.0,4.0,0.0,4.0,6.0,14446.0,33077.0,24.7,0.0,0.0,120.0,197.0,8.0,8.0,6.0,8.0,3.0,8.0,3.0,1.0,6.0,6.0,9.0,14.0,8.0,11.0,20.0,6.0,14.0,0.0,0.0,0.0,3.0,91.4,0.0,0.0,0.0,255923.0,28493.0,43900.0,30897.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90121024,,20000.0,20000.0,20000.0, 60 months,25.29,590.44,E,E5,Supervisor,8 years,MORTGAGE,74000.0,Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90121024,,debt_consolidation,Debt consolidation,688xx,NE,27.28,2.0,Mar-1997,670.0,674.0,2.0,6.0,82.0,15.0,1.0,6981.0,32.6,22.0,w,14934.61,14934.61,15468.88,15468.88,5065.39,10403.49,0.0,0.0,0.0,Mar-2019,1182.0,Apr-2019,Mar-2019,579.0,575.0,0.0,60.0,1.0,Individual,,,,0.0,1440.0,146740.0,2.0,4.0,1.0,3.0,9.0,53920.0,75.0,3.0,7.0,3366.0,66.0,21400.0,5.0,0.0,8.0,10.0,9783.0,4615.0,58.8,0.0,0.0,176.0,234.0,6.0,6.0,1.0,12.0,,0.0,60.0,1.0,3.0,5.0,4.0,6.0,8.0,10.0,13.0,5.0,15.0,0.0,0.0,0.0,4.0,86.4,50.0,0.0,1.0,181758.0,60901.0,11200.0,71507.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90299040,,40000.0,40000.0,40000.0, 60 months,10.49,859.56,B,B3,Operations Supervisor,10+ years,MORTGAGE,105000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90299040,,debt_consolidation,Debt consolidation,814xx,CO,14.38,0.0,Apr-2005,705.0,709.0,0.0,,,11.0,0.0,33071.0,37.5,18.0,w,0.0,0.0,44976.8845016614,44976.88,40000.0,4976.88,0.0,0.0,0.0,Jan-2018,32966.35,,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,0.0,283249.0,0.0,1.0,0.0,0.0,30.0,12017.0,60.0,1.0,1.0,7878.0,42.0,88200.0,1.0,1.0,4.0,1.0,25750.0,51645.0,34.0,0.0,0.0,112.0,108.0,9.0,9.0,5.0,9.0,,4.0,,0.0,5.0,6.0,8.0,8.0,3.0,9.0,10.0,6.0,11.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,373590.0,45088.0,78300.0,20000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90571587,,7000.0,7000.0,7000.0, 36 months,8.99,222.57,B,B1,Administrative Asst.,10+ years,MORTGAGE,33254.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90571587,,debt_consolidation,Debt consolidation,890xx,NV,28.87,0.0,Jul-2005,750.0,754.0,1.0,24.0,,14.0,0.0,6595.0,25.0,22.0,w,0.0,0.0,7386.9045071938,7386.9,7000.0,386.9,0.0,0.0,0.0,Jun-2017,5512.91,,Mar-2019,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,56245.0,2.0,1.0,0.0,0.0,26.0,22101.0,71.0,3.0,3.0,4948.0,50.0,26400.0,0.0,0.0,2.0,3.0,4327.0,8497.0,43.4,0.0,0.0,118.0,134.0,6.0,6.0,2.0,6.0,,6.0,,0.0,6.0,7.0,6.0,7.0,2.0,12.0,18.0,7.0,14.0,0.0,0.0,0.0,3.0,90.9,16.7,0.0,0.0,109645.0,28696.0,15000.0,31228.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695776,,3800.0,3800.0,3800.0, 36 months,7.99,119.07,A,A4,Maintenance Supervisor,3 years,MORTGAGE,75000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695776,,debt_consolidation,Debt consolidation,601xx,IL,5.01,1.0,May-2000,730.0,734.0,0.0,18.0,,7.0,0.0,1335.0,9.6,8.0,w,0.0,0.0,4109.8183397382,4109.82,3800.0,309.82,0.0,0.0,0.0,Feb-2019,24.67,,Feb-2019,754.0,750.0,0.0,,1.0,Individual,,,,0.0,222.0,135531.0,0.0,1.0,0.0,1.0,13.0,4393.0,63.0,1.0,2.0,1181.0,27.0,13900.0,0.0,0.0,0.0,3.0,19362.0,12565.0,9.6,0.0,0.0,196.0,178.0,10.0,10.0,1.0,10.0,,,,1.0,3.0,3.0,5.0,5.0,2.0,5.0,5.0,3.0,7.0,0.0,0.0,0.0,1.0,87.5,0.0,0.0,0.0,259158.0,5728.0,13900.0,6975.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89799042,,20800.0,20800.0,20800.0, 60 months,26.99,635.02,F,F3,ICU nurse,2 years,RENT,60000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89799042,,car,Car financing,722xx,AR,25.28,0.0,Jan-1988,695.0,699.0,1.0,,,8.0,0.0,9952.0,59.6,9.0,w,13244.95,13244.95,18853.2,18853.2,7555.05,11298.15,0.0,0.0,0.0,Mar-2019,635.02,Apr-2019,Mar-2019,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,52046.0,1.0,3.0,3.0,3.0,3.0,42094.0,88.0,0.0,0.0,9590.0,81.0,16700.0,2.0,0.0,10.0,3.0,6506.0,5548.0,64.2,0.0,0.0,12.0,344.0,27.0,3.0,0.0,27.0,,3.0,,0.0,2.0,2.0,3.0,4.0,3.0,5.0,6.0,2.0,8.0,0.0,0.0,0.0,3.0,100.0,33.3,0.0,0.0,64295.0,52046.0,15500.0,47595.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89867567,,35000.0,35000.0,35000.0, 60 months,28.88,1108.41,G,G2,Owner,5 years,MORTGAGE,100000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89867567,,small_business,Business,015xx,MA,10.81,1.0,Dec-2007,670.0,674.0,2.0,22.0,,11.0,0.0,76716.0,42.2,19.0,w,24021.0,24021.0,32087.73,32087.73,10979.0,21108.73,0.0,0.0,0.0,Mar-2019,1108.41,Apr-2019,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,447590.0,1.0,1.0,1.0,2.0,7.0,12393.0,83.0,2.0,3.0,11235.0,54.0,161100.0,2.0,2.0,13.0,6.0,49732.0,18620.0,44.1,0.0,0.0,27.0,105.0,2.0,2.0,2.0,29.0,,1.0,,0.0,3.0,5.0,5.0,5.0,3.0,9.0,14.0,5.0,11.0,0.0,0.0,0.0,3.0,94.7,25.0,0.0,0.0,536212.0,89109.0,33300.0,15000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90404913,,25825.0,25825.0,25825.0, 60 months,26.99,788.43,F,F3,,,MORTGAGE,56168.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90404913,,debt_consolidation,Debt consolidation,190xx,PA,30.77,0.0,Sep-1990,705.0,709.0,1.0,,,14.0,0.0,32225.0,82.2,23.0,w,0.0,0.0,33637.7465825732,33637.75,25825.0,7812.75,0.0,0.0,0.0,Dec-2017,23426.88,,Dec-2017,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,178825.0,0.0,1.0,0.0,1.0,23.0,4105.0,21.0,2.0,3.0,14324.0,59.0,39200.0,4.0,0.0,2.0,4.0,14902.0,5397.0,84.8,0.0,0.0,48.0,312.0,8.0,8.0,2.0,8.0,,1.0,,0.0,6.0,8.0,9.0,13.0,3.0,11.0,17.0,8.0,14.0,0.0,0.0,0.0,2.0,100.0,42.9,0.0,0.0,221233.0,38168.0,35400.0,20015.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90210460,,6400.0,6400.0,6400.0, 36 months,16.99,228.15,D,D1,driver,1 year,RENT,30000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90210460,,debt_consolidation,Debt consolidation,895xx,NV,6.76,1.0,Aug-2005,660.0,664.0,0.0,2.0,76.0,8.0,1.0,3722.0,14.7,12.0,f,0.0,0.0,8010.806873917801,8010.81,6400.0,1610.81,0.0,0.0,0.0,Nov-2018,2541.25,,Nov-2018,689.0,685.0,0.0,,1.0,Individual,,,,0.0,215.0,3722.0,1.0,0.0,0.0,0.0,36.0,0.0,,3.0,3.0,1992.0,15.0,25300.0,0.0,0.0,0.0,3.0,465.0,12355.0,19.8,0.0,0.0,133.0,53.0,3.0,3.0,0.0,3.0,,,2.0,0.0,4.0,7.0,5.0,5.0,2.0,8.0,10.0,7.0,8.0,0.0,0.0,0.0,3.0,91.7,0.0,1.0,0.0,25300.0,3722.0,15400.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90501519,,8000.0,8000.0,8000.0, 36 months,5.32,240.92,A,A1,,,MORTGAGE,55000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90501519,,credit_card,Credit card refinancing,863xx,AZ,21.12,0.0,Dec-1979,730.0,734.0,0.0,50.0,,15.0,0.0,12318.0,25.5,32.0,w,0.0,0.0,8642.3464140494,8642.35,8000.0,642.35,0.0,0.0,0.0,Feb-2019,2133.39,,Sep-2017,739.0,735.0,0.0,50.0,1.0,Individual,,,,0.0,0.0,13513.0,0.0,1.0,0.0,0.0,36.0,1195.0,6.0,3.0,5.0,6282.0,20.0,48400.0,0.0,1.0,1.0,5.0,965.0,18366.0,34.6,0.0,0.0,134.0,441.0,7.0,7.0,3.0,7.0,,9.0,,1.0,4.0,7.0,7.0,11.0,5.0,14.0,24.0,7.0,15.0,0.0,0.0,0.0,3.0,96.9,14.3,0.0,0.0,67225.0,13513.0,28100.0,18825.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90581281,,21600.0,21600.0,21600.0, 36 months,12.79,725.61,C,C1,Sales,10+ years,OWN,110000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90581281,,credit_card,Credit card refinancing,622xx,IL,14.66,0.0,Jul-1992,695.0,699.0,0.0,40.0,82.0,11.0,1.0,32569.0,81.8,24.0,f,0.0,0.0,25070.813304811098,25070.81,21600.0,3470.81,0.0,0.0,0.0,May-2018,12025.18,,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,267369.0,1.0,2.0,1.0,1.0,8.0,37281.0,69.0,1.0,3.0,5968.0,74.0,39800.0,2.0,4.0,5.0,7.0,24306.0,2444.0,89.5,0.0,0.0,125.0,290.0,5.0,5.0,3.0,15.0,62.0,0.0,40.0,0.0,5.0,7.0,5.0,8.0,6.0,8.0,15.0,7.0,11.0,0.0,0.0,0.0,2.0,82.6,80.0,0.0,0.0,306236.0,69850.0,23200.0,54436.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90571568,,4400.0,4400.0,4400.0, 36 months,17.99,159.05,D,D2,Executive Assistant,10+ years,RENT,74000.0,Verified,Oct-2016,In Grace Period,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90571568,,credit_card,Credit card refinancing,200xx,DC,17.15,0.0,Jan-2003,675.0,679.0,4.0,40.0,73.0,21.0,1.0,4653.0,17.2,61.0,w,1200.51,1200.51,4481.98,4481.98,3199.49,1282.49,0.0,0.0,0.0,Mar-2019,159.05,Apr-2019,Mar-2019,674.0,670.0,0.0,40.0,1.0,Individual,,,,0.0,0.0,28176.0,7.0,2.0,2.0,4.0,4.0,23523.0,92.0,12.0,21.0,1374.0,54.0,27000.0,0.0,12.0,12.0,25.0,1342.0,6948.0,17.3,0.0,0.0,131.0,164.0,1.0,1.0,0.0,3.0,,0.0,,2.0,2.0,7.0,6.0,22.0,10.0,18.0,49.0,7.0,21.0,0.0,0.0,0.0,14.0,100.0,0.0,1.0,0.0,52647.0,28176.0,8400.0,25647.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521257,,3350.0,3350.0,3350.0, 36 months,18.99,122.79,D,D3,Chef,5 years,RENT,50000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521257,,other,Other,911xx,CA,18.99,1.0,May-1995,665.0,669.0,1.0,9.0,64.0,8.0,1.0,1144.0,11.4,25.0,f,0.0,0.0,3645.408976491,3645.41,3350.0,295.41,0.0,0.0,0.0,Apr-2017,2666.62,,Jan-2019,629.0,625.0,0.0,54.0,1.0,Individual,,,,0.0,0.0,46691.0,1.0,6.0,0.0,0.0,42.0,45547.0,72.0,1.0,1.0,1144.0,64.0,10000.0,0.0,0.0,1.0,1.0,6670.0,8856.0,11.4,0.0,0.0,167.0,256.0,2.0,2.0,0.0,2.0,70.0,2.0,70.0,0.0,1.0,1.0,1.0,7.0,12.0,2.0,13.0,1.0,7.0,0.0,0.0,0.0,1.0,87.0,0.0,1.0,0.0,73050.0,46691.0,10000.0,63050.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90407317,,8000.0,8000.0,8000.0, 36 months,8.99,254.37,B,B1,DISPATCHER,10+ years,MORTGAGE,52000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90407317,,credit_card,Credit card refinancing,405xx,KY,17.66,0.0,Aug-2004,670.0,674.0,2.0,48.0,89.0,9.0,1.0,9270.0,79.2,17.0,w,1728.04,1728.04,7372.73,7372.73,6271.96,1100.77,0.0,0.0,0.0,Mar-2019,254.37,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,168418.0,1.0,1.0,0.0,1.0,24.0,22350.0,69.0,0.0,1.0,4924.0,72.0,11700.0,0.0,3.0,4.0,3.0,24060.0,191.0,97.4,0.0,0.0,145.0,86.0,16.0,5.0,3.0,57.0,,1.0,48.0,0.0,2.0,5.0,2.0,4.0,5.0,6.0,8.0,5.0,9.0,0.0,0.0,0.0,1.0,93.8,100.0,1.0,0.0,181370.0,31620.0,7300.0,32206.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90671156,,15000.0,15000.0,15000.0, 60 months,24.99,440.19,E,E4,Registered Nurse,< 1 year,RENT,56000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671156,,debt_consolidation,Debt consolidation,441xx,OH,20.51,0.0,Feb-2005,660.0,664.0,1.0,32.0,109.0,16.0,1.0,11197.0,48.7,36.0,w,0.0,0.0,6266.79,6266.79,2051.76,4215.03,0.0,0.0,0.0,Dec-2017,440.19,,Jul-2018,544.0,540.0,0.0,32.0,1.0,Individual,,,,0.0,141.0,88996.0,4.0,5.0,2.0,5.0,4.0,77799.0,85.0,3.0,7.0,2947.0,70.0,23000.0,1.0,0.0,3.0,12.0,5562.0,106.0,98.1,0.0,0.0,121.0,139.0,5.0,4.0,0.0,8.0,43.0,6.0,42.0,2.0,3.0,10.0,3.0,4.0,21.0,11.0,15.0,10.0,16.0,0.0,0.0,0.0,5.0,88.9,100.0,1.0,0.0,104240.0,88996.0,5500.0,81240.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90280947,,4500.0,4500.0,4500.0, 36 months,13.49,152.69,C,C2,Admin Assistant,10+ years,RENT,50000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90280947,,other,Other,481xx,MI,18.82,0.0,Oct-1986,675.0,679.0,2.0,,75.0,8.0,1.0,1252.0,12.8,23.0,w,1022.22,1022.22,4438.13,4438.13,3477.78,960.35,0.0,0.0,0.0,Mar-2019,152.69,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,17656.0,3.0,2.0,0.0,1.0,14.0,16404.0,44.0,3.0,4.0,733.0,38.0,9800.0,3.0,4.0,2.0,5.0,2522.0,67.0,91.6,0.0,0.0,129.0,359.0,1.0,1.0,0.0,56.0,,0.0,,0.0,1.0,4.0,1.0,7.0,8.0,6.0,14.0,4.0,8.0,0.0,0.0,0.0,3.0,100.0,100.0,1.0,0.0,46900.0,17656.0,800.0,37100.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90671547,,12000.0,12000.0,12000.0, 36 months,5.32,361.38,A,A1,Legal Assistant,6 years,OWN,52000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671547,,debt_consolidation,Debt consolidation,751xx,TX,9.23,0.0,Mar-1992,770.0,774.0,0.0,,,12.0,0.0,19803.0,34.8,16.0,w,0.0,0.0,12811.930591434399,12811.93,12000.0,811.93,0.0,0.0,0.0,Jun-2018,5949.26,,Jul-2018,814.0,810.0,0.0,,1.0,Individual,,,,0.0,0.0,183264.0,0.0,0.0,0.0,0.0,69.0,0.0,,1.0,1.0,7980.0,35.0,59000.0,0.0,0.0,0.0,1.0,16660.0,36497.0,37.8,0.0,0.0,102.0,294.0,8.0,8.0,1.0,8.0,,,,0.0,6.0,6.0,8.0,8.0,2.0,11.0,13.0,6.0,12.0,0.0,0.0,0.0,1.0,100.0,25.0,0.0,0.0,281400.0,19803.0,56300.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90230752,,30000.0,30000.0,30000.0, 60 months,19.99,794.65,D,D4,Registered Nurse,10+ years,RENT,88898.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90230752,,medical,Medical expenses,113xx,NY,8.3,2.0,Nov-2005,670.0,674.0,1.0,12.0,72.0,9.0,1.0,2371.0,19.1,20.0,w,0.0,0.0,39826.509439624,39826.51,30000.0,9826.51,0.0,0.0,0.0,Aug-2018,23158.92,,Mar-2019,674.0,670.0,0.0,12.0,1.0,Individual,,,,0.0,0.0,32653.0,0.0,1.0,0.0,1.0,13.0,30282.0,88.0,0.0,4.0,1009.0,70.0,12400.0,7.0,2.0,1.0,5.0,4665.0,7371.0,16.2,0.0,0.0,119.0,130.0,16.0,13.0,0.0,18.0,,4.0,12.0,1.0,2.0,4.0,2.0,6.0,3.0,8.0,17.0,4.0,9.0,0.0,0.0,1.0,0.0,85.0,0.0,1.0,0.0,46781.0,32653.0,8800.0,34381.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90451504,,18000.0,18000.0,18000.0, 36 months,13.99,615.11,C,C3,Contractor Support,2 years,MORTGAGE,30000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90451504,,debt_consolidation,Debt consolidation,840xx,UT,56.16,2.0,Feb-2000,675.0,679.0,0.0,8.0,,16.0,0.0,23983.0,71.4,48.0,w,0.0,0.0,10838.77,10838.77,7560.35,3216.9,61.52,0.0,0.0,Jul-2018,121.71,,Mar-2019,524.0,520.0,0.0,42.0,1.0,Joint App,125000.0,25.1,Not Verified,0.0,0.0,164274.0,0.0,3.0,0.0,1.0,16.0,49291.0,89.0,1.0,6.0,3586.0,83.0,33600.0,1.0,11.0,1.0,7.0,12636.0,5084.0,59.3,0.0,0.0,161.0,199.0,12.0,12.0,2.0,12.0,42.0,12.0,13.0,1.0,3.0,8.0,3.0,7.0,21.0,11.0,22.0,8.0,16.0,0.0,0.0,0.0,1.0,79.2,66.7,0.0,0.0,183809.0,74274.0,12500.0,55209.0,,,,,,,,,,,,,,N,INTEREST ONLY-3 MONTHS DEFERRAL,INCOME_CURTAILMENT,COMPLETED,3.0,121.71,Apr-2018,Jul-2018,May-2018,3.0,20.0,Late (16-30 days),365.13,10673.25,165.32,Cash,N,,,,,,
+90197470,,8500.0,8500.0,8500.0, 36 months,13.99,290.47,C,C3,Bartender,9 years,RENT,25000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90197470,,debt_consolidation,Debt consolidation,782xx,TX,29.33,0.0,Jun-2004,680.0,684.0,2.0,,,24.0,0.0,10036.0,28.4,46.0,w,0.0,0.0,4041.88,4041.88,2232.22,956.34,0.0,853.32,153.5976,Sep-2017,290.47,,Mar-2018,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,10036.0,3.0,0.0,0.0,0.0,39.0,0.0,,3.0,9.0,1433.0,28.0,35300.0,1.0,0.0,2.0,9.0,436.0,12246.0,33.4,0.0,0.0,147.0,125.0,1.0,1.0,0.0,1.0,,1.0,,0.0,10.0,17.0,11.0,12.0,18.0,24.0,28.0,17.0,24.0,0.0,0.0,0.0,3.0,100.0,9.1,0.0,0.0,35300.0,10036.0,18400.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521478,,18000.0,18000.0,18000.0, 60 months,22.39,501.14,E,E1,Customer Service,< 1 year,OWN,49000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521478,,debt_consolidation,Debt consolidation,481xx,MI,16.9,0.0,Sep-2007,670.0,674.0,1.0,,94.0,9.0,1.0,20499.0,65.9,18.0,w,0.0,0.0,24480.3735154525,24480.37,18000.0,6480.37,0.0,0.0,0.0,Jul-2018,14513.55,,Mar-2019,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,21036.0,1.0,1.0,0.0,0.0,33.0,537.0,31.0,1.0,4.0,7023.0,64.0,31100.0,0.0,0.0,1.0,4.0,2337.0,4505.0,63.7,0.0,0.0,108.0,98.0,3.0,3.0,0.0,42.0,,0.0,,0.0,2.0,8.0,2.0,4.0,5.0,8.0,13.0,8.0,9.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,1.0,32820.0,21036.0,12400.0,1720.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90066831,,25000.0,25000.0,25000.0, 36 months,16.99,891.2,D,D1,loader,5 years,MORTGAGE,78000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90066831,,debt_consolidation,Debt consolidation,641xx,MO,31.48,0.0,Jan-2005,685.0,689.0,0.0,62.0,,17.0,0.0,13119.0,46.9,33.0,w,5899.33,5899.33,25821.2,25821.2,19100.67,6720.53,0.0,0.0,0.0,Mar-2019,891.2,Apr-2019,Mar-2019,649.0,645.0,0.0,62.0,1.0,Joint App,100000.0,31.25,Not Verified,0.0,147.0,177284.0,1.0,4.0,1.0,4.0,7.0,65721.0,70.0,1.0,2.0,7174.0,62.0,28000.0,2.0,2.0,2.0,7.0,10428.0,5132.0,70.5,0.0,0.0,104.0,140.0,4.0,4.0,3.0,4.0,,7.0,,1.0,4.0,8.0,6.0,7.0,13.0,12.0,16.0,8.0,17.0,0.0,0.0,0.0,2.0,97.0,50.0,0.0,0.0,220568.0,78840.0,17400.0,91093.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89919003,,8000.0,8000.0,8000.0, 36 months,5.32,240.92,A,A1,ENERGY CONSULTANT,6 years,MORTGAGE,83000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89919003,,home_improvement,Home improvement,600xx,IL,18.63,0.0,Apr-1968,750.0,754.0,1.0,34.0,,10.0,0.0,3414.0,14.3,25.0,w,0.0,0.0,8477.146477915501,8477.15,8000.0,477.15,0.0,0.0,0.0,Mar-2018,4624.79,,Mar-2019,809.0,805.0,0.0,,1.0,Individual,,,,0.0,0.0,234471.0,1.0,2.0,0.0,2.0,13.0,53442.0,79.0,1.0,2.0,1807.0,44.0,23800.0,1.0,0.0,1.0,4.0,26052.0,13453.0,14.3,0.0,0.0,169.0,581.0,5.0,5.0,4.0,5.0,,1.0,,0.0,2.0,4.0,3.0,6.0,8.0,7.0,13.0,4.0,10.0,0.0,0.0,0.0,1.0,96.0,0.0,0.0,0.0,279609.0,56856.0,15700.0,63757.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695781,,15000.0,15000.0,15000.0, 36 months,19.99,557.38,D,D4,accounting,2 years,RENT,60000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695781,,debt_consolidation,Debt consolidation,857xx,AZ,34.66,0.0,Dec-2002,675.0,679.0,0.0,49.0,,7.0,0.0,7961.0,36.9,16.0,w,0.0,0.0,16751.2079822157,16751.21,15000.0,1751.21,0.0,0.0,0.0,Oct-2017,2586.72,,Nov-2017,649.0,645.0,0.0,50.0,1.0,Individual,,,,0.0,0.0,47264.0,1.0,2.0,1.0,2.0,3.0,39303.0,97.0,1.0,4.0,5003.0,62.0,21600.0,0.0,2.0,2.0,6.0,6752.0,997.0,83.4,0.0,0.0,98.0,165.0,11.0,3.0,0.0,17.0,49.0,7.0,49.0,3.0,1.0,4.0,1.0,5.0,5.0,5.0,11.0,4.0,7.0,0.0,0.0,0.0,2.0,75.0,100.0,0.0,0.0,78487.0,47264.0,6000.0,56887.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90067222,,8000.0,8000.0,8000.0, 36 months,18.99,293.21,D,D3,general mngr,10+ years,RENT,70000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90067222,,debt_consolidation,Debt consolidation,038xx,NH,23.66,1.0,Feb-2005,660.0,664.0,3.0,4.0,104.0,10.0,3.0,5304.0,53.0,21.0,w,1665.69,1665.69,8728.78,8728.78,6334.31,2394.47,0.0,0.0,0.0,Mar-2019,293.21,Apr-2019,Mar-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,52120.0,1.0,2.0,1.0,3.0,5.0,46816.0,77.0,2.0,2.0,1521.0,60.0,10000.0,0.0,4.0,6.0,5.0,5791.0,1577.0,66.4,0.0,0.0,139.0,80.0,12.0,5.0,0.0,12.0,,1.0,,0.0,4.0,5.0,4.0,5.0,12.0,8.0,9.0,5.0,10.0,0.0,0.0,0.0,3.0,90.5,25.0,3.0,0.0,59643.0,52120.0,4700.0,49643.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90161024,,10000.0,10000.0,10000.0, 36 months,5.32,301.15,A,A1,Supervisor,10+ years,MORTGAGE,78000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90161024,,credit_card,Credit card refinancing,531xx,WI,12.14,0.0,Jan-1997,805.0,809.0,0.0,,,16.0,0.0,9628.0,9.5,27.0,w,0.0,0.0,10231.3972723913,10231.4,10000.0,231.4,0.0,0.0,0.0,Oct-2017,217.11,,Mar-2019,844.0,840.0,0.0,,1.0,Individual,,,,0.0,0.0,183559.0,1.0,1.0,0.0,0.0,27.0,24633.0,,1.0,2.0,9302.0,10.0,101800.0,0.0,1.0,0.0,2.0,14120.0,76872.0,11.1,0.0,0.0,126.0,236.0,1.0,1.0,2.0,1.0,,,,0.0,3.0,3.0,6.0,9.0,6.0,14.0,19.0,3.0,16.0,0.0,0.0,0.0,1.0,100.0,16.7,0.0,0.0,310357.0,34261.0,86500.0,36057.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90073206,,11200.0,11200.0,11200.0, 60 months,13.49,257.66,C,C2,framer,< 1 year,RENT,40000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90073206,,debt_consolidation,Debt consolidation,917xx,CA,15.69,0.0,Dec-1991,750.0,754.0,0.0,,,12.0,0.0,8931.0,18.6,19.0,f,0.0,0.0,13439.3729183245,13439.37,11200.0,2239.37,0.0,0.0,0.0,Jun-2018,8552.22,,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,16876.0,0.0,2.0,1.0,2.0,11.0,7945.0,80.0,0.0,1.0,1861.0,29.0,47900.0,0.0,0.0,0.0,3.0,1406.0,33658.0,17.7,0.0,0.0,297.0,121.0,20.0,11.0,0.0,20.0,,,,0.0,7.0,8.0,8.0,11.0,3.0,10.0,16.0,8.0,12.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,57900.0,16876.0,40900.0,10000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88763812,,12000.0,12000.0,12000.0, 60 months,13.99,279.16,C,C3,Administrative Assistant,10+ years,MORTGAGE,30000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88763812,,debt_consolidation,Debt consolidation,489xx,MI,29.76,1.0,Jun-1995,670.0,674.0,0.0,7.0,,6.0,0.0,6937.0,86.7,9.0,w,7227.58,7227.58,8086.31,8086.31,4772.42,3313.89,0.0,0.0,0.0,Mar-2019,279.16,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,80768.0,0.0,2.0,0.0,0.0,54.0,7833.0,24.0,1.0,1.0,4193.0,36.0,8000.0,0.0,2.0,2.0,1.0,13461.0,481.0,92.0,0.0,0.0,255.0,84.0,12.0,12.0,2.0,12.0,,12.0,7.0,0.0,2.0,3.0,2.0,2.0,4.0,3.0,3.0,3.0,6.0,0.0,0.0,0.0,1.0,88.9,100.0,0.0,0.0,112836.0,14770.0,6000.0,33159.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89859181,,35000.0,35000.0,35000.0, 36 months,7.59,1090.17,A,A3,Advisor,10+ years,MORTGAGE,350000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89859181,,credit_card,Credit card refinancing,752xx,TX,7.83,1.0,Oct-1994,700.0,704.0,0.0,12.0,,9.0,0.0,11031.0,71.6,22.0,w,7441.53,7441.53,31600.17,31600.17,27558.47,4041.7,0.0,0.0,0.0,Mar-2019,1090.17,Apr-2019,Mar-2019,714.0,710.0,0.0,41.0,1.0,Individual,,,,0.0,0.0,53993.0,0.0,2.0,0.0,1.0,24.0,42962.0,52.0,1.0,1.0,6692.0,55.0,15400.0,0.0,0.0,3.0,2.0,6749.0,2669.0,80.5,0.0,0.0,132.0,263.0,7.0,7.0,5.0,102.0,12.0,1.0,12.0,1.0,2.0,2.0,4.0,5.0,10.0,6.0,7.0,2.0,9.0,0.0,0.0,0.0,1.0,89.5,66.7,0.0,0.0,98770.0,53993.0,13700.0,83370.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90177103,,24000.0,24000.0,24000.0, 60 months,8.99,498.09,B,B1,Commercial Truck Driver,< 1 year,MORTGAGE,55000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90177103,,debt_consolidation,Debt consolidation,728xx,AR,24.11,0.0,Mar-2004,705.0,709.0,1.0,,,18.0,0.0,24968.0,39.5,33.0,w,13734.27,13734.27,14498.54,14498.54,10265.73,4232.81,0.0,0.0,0.0,Mar-2019,498.09,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,147481.0,2.0,1.0,0.0,0.0,30.0,11758.0,60.0,3.0,3.0,6820.0,44.0,63200.0,0.0,2.0,1.0,5.0,8193.0,24010.0,32.0,0.0,0.0,150.0,106.0,5.0,5.0,5.0,5.0,,5.0,,0.0,6.0,8.0,10.0,13.0,7.0,16.0,21.0,8.0,18.0,0.0,0.0,0.0,3.0,100.0,10.0,0.0,0.0,197939.0,36726.0,35300.0,19747.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90461223,,10000.0,10000.0,10000.0, 60 months,21.49,273.3,D,D5,Crew Supervisor,10+ years,MORTGAGE,42000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90461223,,debt_consolidation,Debt consolidation,401xx,KY,27.6,0.0,Jan-1987,660.0,664.0,0.0,41.0,73.0,9.0,1.0,45845.0,88.3,22.0,w,6459.46,6459.46,7913.76,7913.76,3540.54,4373.22,0.0,0.0,0.0,Mar-2019,273.3,Apr-2019,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,55315.0,0.0,2.0,1.0,5.0,9.0,9470.0,65.0,0.0,1.0,2892.0,73.0,52600.0,1.0,4.0,2.0,6.0,6914.0,293.0,95.8,0.0,0.0,105.0,356.0,14.0,9.0,1.0,14.0,41.0,9.0,41.0,0.0,3.0,4.0,3.0,5.0,11.0,6.0,10.0,4.0,8.0,0.0,0.0,0.0,1.0,90.5,100.0,1.0,0.0,67244.0,55315.0,7000.0,14644.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90551350,,10000.0,10000.0,10000.0, 36 months,9.49,320.29,B,B2,Front Desk Auxillary,4 years,RENT,42500.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90551350,,debt_consolidation,Debt consolidation,604xx,IL,23.71,0.0,Feb-1996,695.0,699.0,0.0,26.0,,10.0,0.0,6753.0,37.7,31.0,w,2172.47,2172.47,9283.14,9283.14,7827.53,1455.61,0.0,0.0,0.0,Mar-2019,320.29,Apr-2019,Mar-2019,749.0,745.0,0.0,70.0,1.0,Individual,,,,0.0,0.0,23570.0,1.0,2.0,2.0,2.0,11.0,16817.0,74.0,1.0,3.0,4300.0,58.0,19400.0,1.0,0.0,2.0,5.0,2357.0,11392.0,33.6,0.0,0.0,147.0,247.0,2.0,2.0,5.0,2.0,27.0,11.0,26.0,2.0,4.0,5.0,7.0,12.0,8.0,8.0,18.0,5.0,10.0,0.0,0.0,0.0,3.0,75.9,0.0,0.0,0.0,41998.0,23570.0,16400.0,22598.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90099666,,8000.0,8000.0,8000.0, 36 months,10.99,261.88,B,B4,Finance,,MORTGAGE,100314.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90099666,,debt_consolidation,Debt consolidation,489xx,MI,23.38,0.0,Jun-1994,665.0,669.0,1.0,,71.0,12.0,2.0,20068.0,86.5,24.0,w,0.0,0.0,5102.34,5102.34,3452.46,1030.39,0.0,619.49,111.5082,Mar-2018,261.88,,Mar-2019,579.0,575.0,0.0,,1.0,Individual,,,,0.0,0.0,162429.0,1.0,4.0,2.0,3.0,4.0,42965.0,74.0,0.0,0.0,6884.0,78.0,23200.0,3.0,8.0,3.0,3.0,14766.0,237.0,97.5,0.0,0.0,136.0,267.0,36.0,4.0,2.0,36.0,,4.0,,0.0,3.0,6.0,3.0,3.0,15.0,7.0,7.0,6.0,12.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,2.0,190557.0,63033.0,9300.0,57906.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90631337,,18000.0,18000.0,18000.0, 60 months,26.49,544.17,F,F2,regional manager,6 years,MORTGAGE,110000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90631337,,debt_consolidation,Debt consolidation,923xx,CA,15.1,0.0,Sep-2003,665.0,669.0,1.0,,,36.0,0.0,18651.0,35.9,45.0,w,0.0,0.0,5722.07,5722.07,1552.71,2285.82,0.0,1883.54,339.0372,Apr-2017,544.17,,Oct-2017,539.0,535.0,0.0,,1.0,Individual,,,,0.0,1062.0,44080.0,5.0,5.0,0.0,0.0,30.0,25429.0,68.0,6.0,15.0,1467.0,49.0,52000.0,11.0,0.0,17.0,15.0,1259.0,3669.0,49.0,0.0,0.0,156.0,126.0,0.0,0.0,0.0,0.0,,2.0,,0.0,4.0,16.0,7.0,7.0,7.0,31.0,38.0,17.0,36.0,0.0,0.0,0.0,6.0,100.0,57.1,0.0,0.0,89681.0,44080.0,7200.0,37681.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90121445,,29650.0,29650.0,29650.0, 36 months,17.99,1071.77,D,D2,,,MORTGAGE,84000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90121445,,debt_consolidation,Debt consolidation,104xx,NY,25.53,0.0,Apr-1999,675.0,679.0,2.0,68.0,,9.0,0.0,21841.0,88.1,44.0,w,0.0,0.0,10846.47,10846.47,4593.35,2746.05,0.0,3507.07,631.2726,Apr-2017,1071.77,,Oct-2017,559.0,555.0,0.0,,1.0,Individual,,,,0.0,0.0,443560.0,1.0,2.0,0.0,2.0,16.0,28415.0,67.0,2.0,8.0,10333.0,80.0,24800.0,2.0,2.0,4.0,11.0,49284.0,2959.0,88.1,0.0,0.0,137.0,209.0,3.0,3.0,2.0,3.0,,2.0,,0.0,5.0,5.0,5.0,19.0,12.0,5.0,28.0,5.0,9.0,0.0,0.0,0.0,2.0,97.7,80.0,0.0,0.0,481848.0,53941.0,24800.0,54303.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88725689,,25000.0,25000.0,25000.0, 60 months,10.99,543.44,B,B4,Supervisor Firefighter,10+ years,OWN,90000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88725689,,debt_consolidation,Debt consolidation,923xx,CA,20.41,1.0,Aug-1993,710.0,714.0,1.0,22.0,,12.0,0.0,25580.0,43.8,32.0,w,14608.31,14608.31,15744.5,15744.5,10391.69,5352.81,0.0,0.0,0.0,Mar-2019,543.44,Apr-2019,Mar-2019,764.0,760.0,0.0,22.0,1.0,Individual,,,,0.0,0.0,298508.0,0.0,3.0,0.0,2.0,13.0,56126.0,80.0,0.0,2.0,8552.0,56.0,58400.0,0.0,7.0,1.0,4.0,27137.0,21907.0,46.4,0.0,0.0,145.0,277.0,17.0,13.0,4.0,17.0,,5.0,,1.0,4.0,7.0,4.0,7.0,11.0,8.0,17.0,7.0,12.0,0.0,0.0,1.0,0.0,96.9,25.0,0.0,0.0,365751.0,81706.0,40900.0,68151.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90205531,,33600.0,33600.0,33600.0, 36 months,5.32,1011.86,A,A1,Vice Provost,5 years,MORTGAGE,308000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90205531,,home_improvement,Home improvement,941xx,CA,4.24,0.0,Mar-1999,795.0,799.0,0.0,,,4.0,0.0,9088.0,19.0,8.0,w,6958.94,6958.94,29334.01,29334.01,26641.06,2692.95,0.0,0.0,0.0,Mar-2019,1011.86,Apr-2019,Mar-2019,814.0,810.0,0.0,,1.0,Individual,,,,0.0,0.0,878107.0,0.0,1.0,0.0,0.0,36.0,944.0,3.0,0.0,0.0,4602.0,13.0,47900.0,0.0,0.0,0.0,0.0,219527.0,38812.0,19.0,0.0,0.0,125.0,210.0,86.0,36.0,2.0,189.0,,,,0.0,2.0,2.0,2.0,2.0,3.0,2.0,3.0,2.0,4.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,1012900.0,10032.0,47900.0,30000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90311988,,6000.0,6000.0,6000.0, 36 months,19.99,222.96,D,D4,Lvn,3 years,MORTGAGE,45000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90311988,,debt_consolidation,Debt consolidation,754xx,TX,17.01,1.0,Feb-2006,665.0,669.0,2.0,6.0,,15.0,0.0,3859.0,72.8,17.0,f,0.0,0.0,6949.752064021,6949.75,6000.0,949.75,0.0,0.0,0.0,Aug-2017,4919.79,,Jul-2018,649.0,645.0,0.0,6.0,1.0,Individual,,,,0.0,1363.0,108366.0,3.0,8.0,0.0,1.0,19.0,31669.0,97.0,4.0,5.0,1704.0,94.0,5300.0,0.0,0.0,4.0,7.0,7224.0,775.0,78.5,0.0,0.0,95.0,17.0,4.0,4.0,1.0,4.0,,1.0,,1.0,4.0,5.0,4.0,4.0,10.0,5.0,5.0,5.0,15.0,0.0,0.0,1.0,5.0,93.8,25.0,0.0,0.0,111765.0,37505.0,3600.0,32811.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90551272,,6000.0,6000.0,6000.0, 36 months,16.99,213.89,D,D1,CLinician II,6 years,RENT,42000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90551272,,moving,Moving and relocation,341xx,FL,29.66,0.0,Aug-2002,680.0,684.0,0.0,,,15.0,0.0,17453.0,46.7,28.0,w,1415.76,1415.76,6224.62,6224.62,4584.24,1640.38,0.0,0.0,0.0,Mar-2019,213.89,Apr-2019,Mar-2019,589.0,585.0,0.0,,1.0,Individual,,,,0.0,0.0,143864.0,0.0,2.0,1.0,1.0,9.0,126411.0,92.0,2.0,9.0,4013.0,67.0,37400.0,1.0,0.0,1.0,10.0,9591.0,9437.0,59.1,0.0,0.0,164.0,169.0,11.0,9.0,1.0,11.0,,7.0,,0.0,10.0,13.0,10.0,12.0,12.0,13.0,15.0,13.0,15.0,0.0,0.0,0.0,3.0,100.0,40.0,0.0,0.0,153002.0,143864.0,23100.0,115602.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90405710,,29900.0,29900.0,29900.0, 36 months,18.99,1095.87,D,D3,Smog technician,1 year,MORTGAGE,65000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90405710,,debt_consolidation,Debt consolidation,923xx,CA,15.01,0.0,Mar-2005,710.0,714.0,3.0,69.0,68.0,6.0,1.0,2589.0,55.1,14.0,f,0.0,0.0,37504.4622750895,37504.46,29900.0,7604.46,0.0,0.0,0.0,Jun-2018,16714.47,,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,148718.0,0.0,3.0,1.0,3.0,10.0,18054.0,72.0,0.0,0.0,2009.0,69.0,4700.0,2.0,1.0,3.0,3.0,24786.0,291.0,87.3,0.0,0.0,138.0,135.0,58.0,10.0,4.0,61.0,,0.0,,0.0,1.0,2.0,1.0,1.0,6.0,2.0,4.0,2.0,6.0,0.0,0.0,0.0,1.0,92.9,100.0,1.0,0.0,162310.0,20643.0,2300.0,25056.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90694374,,6075.0,6075.0,6075.0, 36 months,18.99,222.66,D,D3,House Officer,10+ years,RENT,60000.0,Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90694374,,debt_consolidation,Debt consolidation,112xx,NY,12.44,0.0,Feb-1999,660.0,664.0,0.0,,47.0,6.0,3.0,2863.0,71.6,10.0,f,2089.22,2089.22,5827.75,5827.75,3985.78,1796.97,45.0,0.0,0.0,Jan-2019,237.66,Apr-2019,Mar-2019,539.0,535.0,0.0,,1.0,Individual,,,,0.0,0.0,34540.0,3.0,1.0,1.0,1.0,3.0,31677.0,98.0,3.0,4.0,970.0,95.0,4000.0,0.0,0.0,5.0,5.0,6908.0,637.0,81.8,0.0,0.0,3.0,169.0,5.0,3.0,0.0,5.0,,3.0,,0.0,3.0,3.0,3.0,7.0,1.0,4.0,8.0,3.0,6.0,0.0,0.0,0.0,4.0,100.0,66.7,0.0,3.0,36340.0,34540.0,3500.0,32340.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90401984,,10800.0,10800.0,10800.0, 36 months,18.99,395.84,D,D3,,,RENT,30000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90401984,,debt_consolidation,Debt consolidation,952xx,CA,14.2,0.0,Jul-2007,705.0,709.0,1.0,,,5.0,0.0,1903.0,21.4,10.0,f,0.0,0.0,435.72,435.72,224.93,210.79,0.0,0.0,0.0,Nov-2016,447.11,,Dec-2018,624.0,620.0,0.0,,1.0,Joint App,50000.0,12.67,Not Verified,0.0,0.0,8001.0,2.0,1.0,1.0,1.0,1.0,6098.0,102.0,1.0,2.0,1060.0,54.0,8900.0,1.0,0.0,2.0,3.0,1600.0,6363.0,19.5,0.0,0.0,1.0,110.0,3.0,1.0,0.0,3.0,,2.0,,0.0,3.0,4.0,3.0,7.0,1.0,4.0,9.0,4.0,5.0,0.0,0.0,0.0,2.0,100.0,33.3,0.0,0.0,14900.0,8001.0,7900.0,6000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90398081,,20000.0,20000.0,20000.0, 60 months,17.99,507.76,D,D2,Correctional Deputy,5 years,MORTGAGE,65000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90398081,,debt_consolidation,Debt consolidation,959xx,CA,22.53,4.0,Jul-2008,660.0,664.0,0.0,13.0,,8.0,0.0,3416.0,69.7,12.0,f,0.0,0.0,22353.2235700273,22353.22,20000.0,2353.22,0.0,0.0,0.0,Jun-2017,18809.1,,Jul-2018,684.0,680.0,0.0,20.0,1.0,Individual,,,,0.0,0.0,32427.0,1.0,4.0,1.0,1.0,5.0,29011.0,56.0,0.0,0.0,1671.0,57.0,4900.0,2.0,2.0,3.0,1.0,4053.0,1484.0,69.7,0.0,0.0,98.0,74.0,36.0,5.0,0.0,36.0,19.0,12.0,19.0,1.0,4.0,4.0,4.0,6.0,6.0,4.0,6.0,4.0,8.0,0.0,0.0,1.0,1.0,72.7,50.0,0.0,0.0,56576.0,32427.0,4900.0,51676.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90481462,,10000.0,10000.0,10000.0, 36 months,14.49,344.17,C,C4,Clinical coordinator ,10+ years,RENT,45000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90481462,,debt_consolidation,Debt consolidation,907xx,CA,27.04,0.0,Apr-2003,660.0,664.0,0.0,80.0,69.0,12.0,1.0,10856.0,71.4,20.0,f,2296.55,2296.55,9972.88,9972.88,7703.45,2269.43,0.0,0.0,0.0,Mar-2019,344.17,Apr-2019,Mar-2019,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,34346.0,0.0,2.0,1.0,2.0,11.0,23490.0,75.0,0.0,1.0,3428.0,74.0,15200.0,2.0,0.0,1.0,3.0,3122.0,233.0,97.1,0.0,0.0,161.0,151.0,24.0,11.0,0.0,24.0,,7.0,,0.0,4.0,8.0,4.0,8.0,4.0,10.0,16.0,8.0,12.0,0.0,0.0,0.0,1.0,93.8,100.0,1.0,0.0,46687.0,34346.0,8100.0,31487.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90541284,,27225.0,27225.0,27200.0, 36 months,18.99,997.83,D,D3,Registered Nurse,10+ years,MORTGAGE,67500.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90541284,,debt_consolidation,Debt consolidation,613xx,IL,31.31,0.0,Jun-2000,690.0,694.0,0.0,36.0,,30.0,0.0,32850.0,56.0,49.0,f,0.0,0.0,30531.4748666563,30503.44,27225.0,3306.47,0.0,0.0,0.0,Jun-2017,23474.86,,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,294290.0,2.0,12.0,3.0,7.0,4.0,77342.0,76.0,0.0,5.0,5739.0,69.0,58700.0,0.0,1.0,2.0,13.0,9810.0,11332.0,69.9,0.0,0.0,133.0,195.0,13.0,3.0,5.0,16.0,,4.0,36.0,0.0,7.0,11.0,10.0,10.0,18.0,17.0,26.0,11.0,30.0,0.0,0.0,0.0,4.0,95.9,50.0,0.0,0.0,345103.0,110192.0,37600.0,101404.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90591455,,36000.0,36000.0,36000.0, 60 months,10.49,773.61,B,B3,Director Road Operations,10+ years,MORTGAGE,185000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90591455,,credit_card,Credit card refinancing,956xx,CA,13.34,0.0,Feb-2001,715.0,719.0,0.0,,,23.0,0.0,51620.0,50.7,42.0,w,0.0,0.0,38798.8303324052,38798.83,36000.0,2798.83,0.0,0.0,0.0,Jul-2017,32662.4,,Jul-2017,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,429421.0,0.0,7.0,0.0,0.0,25.0,49837.0,73.0,1.0,1.0,14053.0,58.0,101900.0,0.0,3.0,2.0,2.0,18670.0,36786.0,55.2,0.0,0.0,151.0,187.0,10.0,10.0,1.0,10.0,,10.0,,0.0,6.0,9.0,8.0,10.0,21.0,14.0,19.0,9.0,23.0,0.0,0.0,0.0,1.0,100.0,37.5,0.0,0.0,576516.0,104160.0,82200.0,75913.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90671322,,35000.0,35000.0,35000.0, 36 months,8.99,1112.83,B,B1,Assistant Controller,5 years,MORTGAGE,110000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671322,,debt_consolidation,Debt consolidation,604xx,IL,12.14,2.0,Sep-1995,685.0,689.0,0.0,0.0,,14.0,0.0,35087.0,31.0,44.0,w,7561.44,7561.44,32254.59,32254.59,27438.56,4816.03,0.0,0.0,0.0,Mar-2019,1112.83,Apr-2019,Mar-2019,659.0,655.0,0.0,,1.0,Individual,,,,1.0,0.0,190166.0,0.0,1.0,0.0,2.0,19.0,15626.0,72.0,2.0,2.0,19142.0,38.0,113300.0,0.0,2.0,2.0,4.0,13583.0,61852.0,34.9,0.0,71.0,252.0,220.0,7.0,7.0,3.0,7.0,25.0,7.0,0.0,0.0,6.0,8.0,8.0,19.0,10.0,12.0,31.0,8.0,13.0,0.0,1.0,0.0,2.0,90.9,12.5,0.0,0.0,294504.0,50713.0,95000.0,21598.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90392970,,10000.0,10000.0,9975.0, 36 months,17.99,361.48,D,D2,Stockroom ,10+ years,OWN,20000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90392970,,debt_consolidation,Debt consolidation,705xx,LA,24.25,1.0,Jul-1991,660.0,664.0,0.0,4.0,,3.0,0.0,11996.0,56.3,5.0,f,2384.94,2378.97,10491.0,10464.77,7615.06,2857.87,18.07,0.0,0.0,Mar-2019,379.55,Apr-2019,Mar-2019,649.0,645.0,0.0,,1.0,Individual,,,,0.0,0.0,11996.0,0.0,0.0,0.0,0.0,78.0,0.0,,0.0,0.0,11326.0,56.0,21300.0,0.0,0.0,0.0,0.0,3999.0,8578.0,57.1,0.0,0.0,138.0,302.0,120.0,78.0,0.0,120.0,,,4.0,0.0,2.0,3.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,0.0,0.0,0.0,0.0,80.0,50.0,0.0,0.0,21300.0,11996.0,20000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90087974,,5000.0,5000.0,5000.0, 36 months,12.79,167.97,C,C1,Personal lines associate ,< 1 year,RENT,40000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90087974,,debt_consolidation,Debt consolidation,178xx,PA,14.76,1.0,Jul-2010,690.0,694.0,2.0,21.0,,21.0,0.0,2533.0,23.2,27.0,f,1127.01,1127.01,4894.22,4894.22,3872.99,1021.23,0.0,0.0,0.0,Mar-2019,167.97,Apr-2019,Mar-2019,569.0,565.0,0.0,21.0,1.0,Individual,,,,0.0,0.0,57534.0,1.0,16.0,1.0,2.0,5.0,55001.0,101.0,1.0,3.0,2437.0,88.0,10900.0,2.0,1.0,4.0,5.0,2877.0,7463.0,24.6,0.0,0.0,68.0,74.0,9.0,5.0,0.0,9.0,,0.0,21.0,1.0,1.0,2.0,3.0,4.0,19.0,5.0,8.0,2.0,21.0,0.0,0.0,1.0,2.0,96.3,0.0,0.0,0.0,65332.0,57534.0,9900.0,54432.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90318045,,8000.0,8000.0,8000.0, 36 months,13.99,273.39,C,C3,Truck driver,1 year,RENT,50000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90318045,,debt_consolidation,Debt consolidation,737xx,OK,11.83,0.0,Jul-2011,680.0,684.0,0.0,60.0,,9.0,0.0,4958.0,29.7,14.0,f,1827.21,1827.21,7959.39,7959.39,6172.79,1786.6,0.0,0.0,0.0,Mar-2019,273.39,Apr-2019,Mar-2019,769.0,765.0,0.0,60.0,1.0,Individual,,,,0.0,0.0,11017.0,0.0,2.0,0.0,2.0,13.0,6059.0,66.0,0.0,4.0,2473.0,43.0,16700.0,3.0,0.0,8.0,6.0,1224.0,10216.0,31.9,0.0,0.0,31.0,55.0,15.0,13.0,0.0,18.0,,0.0,,1.0,5.0,6.0,6.0,7.0,4.0,7.0,8.0,6.0,9.0,0.0,0.0,0.0,0.0,92.9,0.0,0.0,0.0,25844.0,11017.0,15000.0,9144.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90290771,,5100.0,5100.0,5100.0, 36 months,19.99,189.51,D,D4,Laundry/Houseperson/Housekeeping,< 1 year,RENT,15000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90290771,,debt_consolidation,Debt consolidation,691xx,NE,18.88,0.0,Oct-2006,665.0,669.0,0.0,24.0,,16.0,0.0,4673.0,99.4,29.0,f,1242.34,1242.34,5490.13,5490.13,3857.66,1632.47,0.0,0.0,0.0,Mar-2019,189.51,Apr-2019,Mar-2019,674.0,670.0,0.0,24.0,1.0,Individual,,,,0.0,0.0,45191.0,0.0,13.0,0.0,0.0,49.0,40518.0,108.0,0.0,0.0,3081.0,107.0,4700.0,0.0,1.0,0.0,0.0,2824.0,0.0,102.2,0.0,0.0,108.0,119.0,38.0,38.0,0.0,38.0,24.0,,24.0,0.0,2.0,3.0,2.0,10.0,18.0,3.0,11.0,3.0,16.0,0.0,0.0,0.0,0.0,89.3,100.0,0.0,0.0,42086.0,45191.0,4000.0,37386.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90694192,,6025.0,6025.0,6025.0, 36 months,16.99,214.78,D,D1,,,RENT,30000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90694192,,debt_consolidation,Debt consolidation,021xx,MA,27.64,0.0,Sep-1982,665.0,669.0,0.0,30.0,,5.0,0.0,10126.0,85.8,8.0,w,1227.06,1227.06,6406.43,6406.43,4797.94,1608.49,0.0,0.0,0.0,Mar-2019,214.78,Apr-2019,Mar-2019,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,19086.0,0.0,2.0,1.0,2.0,8.0,8960.0,81.0,0.0,0.0,7690.0,84.0,11800.0,1.0,0.0,1.0,2.0,3817.0,322.0,96.6,0.0,0.0,170.0,408.0,39.0,8.0,0.0,39.0,,8.0,30.0,2.0,2.0,3.0,2.0,3.0,3.0,3.0,5.0,3.0,5.0,0.0,0.0,0.0,1.0,62.5,100.0,0.0,0.0,22825.0,19086.0,9400.0,11025.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90379972,,40000.0,40000.0,40000.0, 60 months,24.99,1173.82,E,E4,Machinist ,10+ years,MORTGAGE,80000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90379972,,home_improvement,Home improvement,141xx,NY,29.67,0.0,Sep-2007,740.0,744.0,0.0,70.0,,15.0,0.0,2005.0,10.7,21.0,f,0.0,0.0,59571.6645501679,59571.66,40000.0,19571.66,0.0,0.0,0.0,Feb-2019,158.81,,Feb-2019,704.0,700.0,0.0,70.0,1.0,Joint App,90000.0,32.47,Not Verified,0.0,0.0,154047.0,1.0,4.0,1.0,4.0,11.0,52842.0,64.0,0.0,5.0,300.0,54.0,18700.0,3.0,0.0,1.0,10.0,10270.0,8506.0,4.4,0.0,0.0,86.0,88.0,18.0,3.0,3.0,18.0,,5.0,,1.0,3.0,4.0,6.0,6.0,9.0,9.0,9.0,4.0,15.0,0.0,0.0,0.0,2.0,95.2,0.0,0.0,0.0,199990.0,54847.0,8900.0,82090.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90121658,,7750.0,7750.0,7750.0, 36 months,15.59,270.91,C,C5,Surgical Tech,1 year,MORTGAGE,72000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90121658,,debt_consolidation,Debt consolidation,916xx,CA,11.61,0.0,Mar-2000,680.0,684.0,5.0,57.0,,11.0,0.0,6131.0,61.3,24.0,f,0.0,0.0,8631.201252987901,8631.2,7750.0,881.2,0.0,0.0,0.0,Aug-2017,5399.72,,Aug-2018,534.0,530.0,0.0,62.0,1.0,Individual,,,,0.0,0.0,480118.0,5.0,2.0,1.0,1.0,2.0,79724.0,100.0,4.0,7.0,2803.0,90.0,10000.0,3.0,0.0,9.0,8.0,43647.0,2148.0,71.4,0.0,0.0,131.0,198.0,2.0,2.0,1.0,4.0,68.0,2.0,68.0,5.0,4.0,7.0,4.0,12.0,7.0,8.0,16.0,7.0,11.0,0.0,0.0,0.0,5.0,75.0,50.0,0.0,0.0,514650.0,85855.0,7500.0,75050.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90541228,,20625.0,20625.0,20625.0, 60 months,18.99,534.92,D,D3,Staff Assistant ,10+ years,RENT,43000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90541228,,debt_consolidation,Debt consolidation,277xx,NC,18.84,0.0,Mar-1998,715.0,719.0,0.0,,,17.0,0.0,20036.0,38.3,22.0,f,13025.75,13025.75,15490.92,15490.92,7599.25,7891.67,0.0,0.0,0.0,Mar-2019,534.92,Apr-2019,Mar-2019,614.0,610.0,0.0,,1.0,Individual,,,,0.0,0.0,20036.0,2.0,0.0,0.0,0.0,,0.0,,2.0,7.0,7209.0,38.0,52300.0,0.0,0.0,0.0,7.0,1252.0,14999.0,52.5,0.0,0.0,,222.0,2.0,2.0,0.0,2.0,,15.0,,0.0,6.0,13.0,7.0,11.0,0.0,17.0,22.0,13.0,17.0,0.0,0.0,0.0,2.0,100.0,42.9,0.0,0.0,52300.0,20036.0,31600.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90077018,,7000.0,7000.0,7000.0, 36 months,13.49,237.52,C,C2,Service Manager ,10+ years,MORTGAGE,70000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90077018,,debt_consolidation,Debt consolidation,620xx,IL,30.1,1.0,Mar-2002,670.0,674.0,1.0,12.0,,10.0,0.0,18361.0,90.4,32.0,f,0.0,0.0,8067.5483196088,8067.55,7000.0,1067.55,0.0,0.0,0.0,Feb-2018,4510.0,,Aug-2018,684.0,680.0,0.0,65.0,1.0,Individual,,,,0.0,19757.0,69986.0,0.0,2.0,1.0,1.0,11.0,16051.0,49.0,0.0,1.0,14513.0,65.0,20300.0,1.0,0.0,1.0,2.0,6999.0,1647.0,91.4,0.0,0.0,139.0,174.0,13.0,11.0,3.0,13.0,12.0,4.0,12.0,3.0,4.0,5.0,6.0,17.0,6.0,7.0,23.0,5.0,10.0,0.0,0.0,0.0,1.0,81.3,66.7,0.0,0.0,92103.0,34412.0,19100.0,32803.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693505,,35000.0,35000.0,35000.0, 60 months,8.99,726.38,B,B1,Director,10+ years,MORTGAGE,225000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693505,,home_improvement,Home improvement,405xx,KY,25.31,0.0,Dec-1996,725.0,729.0,0.0,73.0,,8.0,0.0,63361.0,60.3,20.0,w,20031.58,20031.58,21047.54,21047.54,14968.42,6079.12,0.0,0.0,0.0,Mar-2019,726.38,Apr-2019,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,629827.0,0.0,4.0,2.0,2.0,8.0,208870.0,69.0,0.0,0.0,39344.0,64.0,80800.0,0.0,2.0,2.0,3.0,78728.0,4639.0,89.0,0.0,0.0,155.0,237.0,32.0,8.0,3.0,148.0,,8.0,,0.0,2.0,2.0,2.0,3.0,11.0,3.0,6.0,2.0,8.0,0.0,0.0,0.0,2.0,95.0,100.0,0.0,0.0,719651.0,272231.0,68000.0,273851.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88995307,,18000.0,18000.0,18000.0, 60 months,13.49,414.09,C,C2,Project Manager,2 years,MORTGAGE,90000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88995307,,debt_consolidation,Debt consolidation,023xx,MA,10.29,0.0,Aug-2004,665.0,669.0,0.0,,,6.0,0.0,7756.0,81.6,10.0,f,10787.79,10787.79,11995.12,11995.12,7212.21,4782.91,0.0,0.0,0.0,Mar-2019,414.09,Apr-2019,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,285239.0,0.0,2.0,0.0,0.0,33.0,24007.0,55.0,0.0,1.0,4257.0,60.0,9500.0,0.0,1.0,0.0,1.0,47540.0,1744.0,81.6,0.0,0.0,132.0,34.0,22.0,22.0,2.0,22.0,,,,1.0,3.0,3.0,3.0,3.0,5.0,3.0,3.0,3.0,6.0,0.0,0.0,0.0,0.0,90.0,66.7,0.0,0.0,308236.0,31763.0,9500.0,43736.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90264848,,10000.0,10000.0,10000.0, 36 months,12.79,335.93,C,C1,Senior Maintenance Director,9 years,MORTGAGE,52000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90264848,,debt_consolidation,Debt consolidation,559xx,MN,14.33,1.0,May-2004,665.0,669.0,1.0,6.0,,8.0,0.0,8067.0,60.2,11.0,w,0.0,0.0,11838.9786138276,11838.98,10000.0,1838.98,0.0,0.0,0.0,Oct-2018,4119.7,,Mar-2019,584.0,580.0,0.0,,1.0,Individual,,,,0.0,0.0,142477.0,0.0,1.0,0.0,1.0,23.0,14918.0,80.0,1.0,3.0,2437.0,72.0,13400.0,1.0,0.0,2.0,4.0,17810.0,4242.0,64.4,0.0,0.0,82.0,65.0,10.0,10.0,2.0,19.0,,0.0,,0.0,4.0,5.0,4.0,5.0,3.0,5.0,6.0,5.0,8.0,0.0,0.0,0.0,1.0,81.8,25.0,0.0,0.0,180149.0,22985.0,11900.0,18749.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90332001,,12225.0,12225.0,12225.0, 36 months,19.99,454.27,D,D4,,,MORTGAGE,36000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90332001,,debt_consolidation,Debt consolidation,710xx,LA,8.2,0.0,Jun-2010,695.0,699.0,0.0,,,3.0,0.0,8265.0,97.2,6.0,f,2977.84,2977.84,13160.25,13160.25,9247.16,3913.09,0.0,0.0,0.0,Mar-2019,454.27,Apr-2019,Mar-2019,634.0,630.0,0.0,,1.0,Individual,,,,0.0,25.0,181955.0,0.0,0.0,0.0,0.0,38.0,0.0,,0.0,0.0,7929.0,97.0,8500.0,0.0,1.0,0.0,1.0,60652.0,235.0,97.2,0.0,0.0,75.0,66.0,31.0,14.0,1.0,31.0,,16.0,,0.0,2.0,2.0,2.0,2.0,3.0,2.0,2.0,2.0,3.0,0.0,0.0,0.0,0.0,100.0,50.0,0.0,0.0,185500.0,8265.0,8500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90681407,,10000.0,10000.0,10000.0, 36 months,15.59,349.55,C,C5,Executive Secretary,10+ years,RENT,58000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90681407,,credit_card,Credit card refinancing,956xx,CA,18.83,0.0,Jan-2007,660.0,664.0,0.0,,91.0,5.0,1.0,7267.0,76.5,7.0,f,2324.47,2324.47,10128.29,10128.29,7675.53,2452.76,0.0,0.0,0.0,Mar-2019,349.55,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,35103.0,1.0,2.0,2.0,3.0,6.0,27836.0,87.0,0.0,2.0,3935.0,84.0,9500.0,1.0,0.0,0.0,5.0,7021.0,2233.0,76.5,0.0,0.0,17.0,116.0,13.0,6.0,0.0,13.0,,17.0,,0.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,3.0,5.0,0.0,0.0,0.0,2.0,100.0,66.7,0.0,1.0,41625.0,35103.0,9500.0,32125.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90194989,,9600.0,9600.0,9600.0, 36 months,14.49,330.4,C,C4,Bus Attendance,8 years,RENT,45000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90194989,,home_improvement,Home improvement,207xx,MD,9.16,1.0,Apr-1994,660.0,664.0,1.0,23.0,,9.0,0.0,3704.0,51.4,22.0,f,0.0,0.0,11571.3599672276,11571.36,9600.0,1971.36,0.0,0.0,0.0,Sep-2018,4310.29,,Sep-2018,634.0,630.0,0.0,23.0,1.0,Individual,,,,0.0,0.0,241123.0,2.0,2.0,0.0,0.0,71.0,34966.0,165.0,2.0,4.0,1262.0,136.0,7200.0,0.0,0.0,2.0,4.0,26791.0,1035.0,63.0,0.0,0.0,131.0,269.0,0.0,0.0,3.0,1.0,74.0,1.0,74.0,5.0,2.0,4.0,3.0,7.0,6.0,6.0,13.0,4.0,9.0,0.0,0.0,1.0,2.0,63.6,66.7,0.0,0.0,265049.0,38670.0,2800.0,21228.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90119439,,19775.0,19775.0,19750.0, 36 months,14.49,680.58,C,C4,Agent,2 years,MORTGAGE,43000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90119439,,debt_consolidation,Debt consolidation,279xx,NC,7.59,0.0,Aug-1972,660.0,664.0,3.0,61.0,61.0,7.0,1.0,4410.0,56.5,20.0,f,0.0,0.0,22628.1551787765,22599.55,19775.0,2853.16,0.0,0.0,0.0,Nov-2017,14397.53,,Jan-2019,589.0,585.0,0.0,61.0,1.0,Individual,,,,0.0,0.0,267128.0,2.0,1.0,2.0,3.0,8.0,2718.0,89.0,1.0,4.0,3898.0,66.0,7800.0,2.0,0.0,7.0,8.0,44521.0,2688.0,59.3,0.0,0.0,116.0,529.0,6.0,1.0,2.0,20.0,61.0,0.0,61.0,3.0,2.0,3.0,2.0,7.0,6.0,5.0,12.0,3.0,7.0,0.0,0.0,0.0,4.0,89.5,0.0,1.0,0.0,270867.0,7128.0,6600.0,3067.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90409958,,3200.0,3200.0,3200.0, 36 months,8.59,101.15,A,A5,,,MORTGAGE,30000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90409958,,medical,Medical expenses,206xx,MD,32.0,0.0,Apr-2002,735.0,739.0,0.0,,,8.0,0.0,8070.0,39.2,15.0,w,688.19,688.19,2931.82,2931.82,2511.81,420.01,0.0,0.0,0.0,Mar-2019,101.15,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,75609.0,0.0,2.0,0.0,1.0,23.0,17029.0,52.0,0.0,0.0,3540.0,47.0,20600.0,0.0,0.0,0.0,1.0,9451.0,5773.0,54.2,0.0,0.0,173.0,156.0,82.0,23.0,1.0,118.0,,,,0.0,3.0,5.0,3.0,3.0,6.0,5.0,8.0,5.0,8.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,0.0,107579.0,25099.0,12600.0,32579.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90651473,,14700.0,14700.0,14700.0, 36 months,13.49,498.78,C,C2,PCT,10+ years,MORTGAGE,35000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90651473,,home_improvement,Home improvement,631xx,MO,10.05,2.0,Apr-2004,680.0,684.0,0.0,13.0,,4.0,0.0,2143.0,29.8,9.0,f,3339.51,3339.51,14453.6,14453.6,11360.49,3093.11,0.0,0.0,0.0,Mar-2019,498.78,Apr-2019,Mar-2019,729.0,725.0,0.0,24.0,1.0,Individual,,,,0.0,0.0,3781.0,1.0,1.0,0.0,0.0,30.0,1638.0,26.0,1.0,1.0,1070.0,28.0,7200.0,0.0,0.0,0.0,1.0,945.0,4554.0,26.5,0.0,0.0,149.0,130.0,5.0,5.0,0.0,5.0,,,24.0,0.0,2.0,3.0,2.0,3.0,4.0,3.0,5.0,3.0,4.0,0.0,0.0,0.0,1.0,66.7,0.0,0.0,0.0,13425.0,3781.0,6200.0,6225.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90551462,,24000.0,24000.0,24000.0, 60 months,19.99,635.72,D,D4,"Associate Director, Network Contracting",5 years,OWN,104873.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90551462,,debt_consolidation,Debt consolidation,234xx,VA,15.46,0.0,Jun-1997,670.0,674.0,1.0,66.0,,16.0,0.0,23067.0,52.1,27.0,f,15295.29,15295.29,18409.23,18409.23,8704.71,9704.52,0.0,0.0,0.0,Mar-2019,635.72,Apr-2019,Mar-2019,719.0,715.0,0.0,66.0,1.0,Individual,,,,0.0,0.0,351102.0,3.0,3.0,0.0,1.0,21.0,30749.0,63.0,1.0,2.0,9951.0,55.0,44300.0,2.0,0.0,4.0,5.0,21944.0,4998.0,79.5,0.0,0.0,155.0,231.0,1.0,1.0,3.0,26.0,,1.0,,1.0,4.0,9.0,4.0,5.0,6.0,12.0,18.0,9.0,16.0,0.0,0.0,0.0,3.0,96.3,50.0,0.0,0.0,400463.0,53816.0,24400.0,58877.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90229096,,23000.0,23000.0,23000.0, 36 months,16.99,819.9,D,D1,Respiratory therapist,1 year,MORTGAGE,105000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90229096,,debt_consolidation,Debt consolidation,925xx,CA,9.61,0.0,Jul-2004,675.0,679.0,1.0,30.0,,6.0,0.0,18862.0,79.9,19.0,f,0.0,0.0,24574.141427015402,24574.14,23000.0,1574.14,0.0,0.0,0.0,Mar-2017,21316.25,,Mar-2017,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,388633.0,2.0,1.0,1.0,1.0,4.0,18708.0,98.0,0.0,2.0,2649.0,88.0,23600.0,3.0,4.0,3.0,5.0,64772.0,251.0,91.3,0.0,0.0,146.0,123.0,15.0,1.0,5.0,105.0,30.0,3.0,30.0,0.0,1.0,4.0,1.0,2.0,5.0,4.0,9.0,4.0,6.0,0.0,0.0,0.0,2.0,94.7,100.0,0.0,0.0,395806.0,37570.0,2900.0,19072.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90621506,,20800.0,20800.0,20800.0, 36 months,21.49,788.89,D,D5,Contract Specialist,1 year,RENT,94000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90621506,,debt_consolidation,Debt consolidation,206xx,MD,13.52,0.0,Feb-1989,680.0,684.0,3.0,25.0,25.0,25.0,1.0,22361.0,39.9,51.0,w,0.0,0.0,24472.8024761648,24472.8,20800.0,3672.8,0.0,0.0,0.0,Sep-2017,16397.62,,Feb-2019,614.0,610.0,0.0,65.0,1.0,Individual,,,,0.0,938.0,87467.0,4.0,1.0,0.0,0.0,34.0,65106.0,,6.0,6.0,5204.0,40.0,56000.0,2.0,3.0,7.0,6.0,4604.0,18601.0,34.7,0.0,0.0,191.0,331.0,1.0,1.0,0.0,1.0,72.0,0.0,25.0,2.0,6.0,10.0,7.0,14.0,9.0,22.0,42.0,10.0,25.0,0.0,0.0,0.0,6.0,87.0,28.6,0.0,0.0,110176.0,87467.0,28500.0,54176.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90694318,,16500.0,16500.0,16500.0, 36 months,12.79,554.29,C,C1,Assistant Director,9 years,MORTGAGE,58650.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90694318,,debt_consolidation,Debt consolidation,890xx,NV,30.33,0.0,Mar-1996,665.0,669.0,0.0,,101.0,13.0,1.0,15454.0,83.1,19.0,f,3719.47,3719.47,16062.69,16062.69,12780.53,3282.16,0.0,0.0,0.0,Mar-2019,554.29,Apr-2019,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,32082.0,1.0,2.0,0.0,0.0,32.0,16628.0,40.0,1.0,2.0,6466.0,53.0,18600.0,0.0,0.0,0.0,2.0,2917.0,106.0,99.0,0.0,0.0,42.0,246.0,1.0,1.0,0.0,48.0,,,,0.0,3.0,9.0,3.0,5.0,2.0,11.0,17.0,9.0,13.0,0.0,0.0,0.0,1.0,100.0,100.0,1.0,0.0,60415.0,32082.0,10600.0,41815.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693354,,6400.0,6400.0,6400.0, 36 months,23.99,251.06,E,E2,maintenance Engineer,2 years,OWN,45000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693354,,small_business,Business,761xx,TX,18.96,0.0,Jun-2004,715.0,719.0,0.0,32.0,,11.0,0.0,3036.0,37.5,37.0,w,0.0,0.0,8632.08249072,8632.08,6400.0,2232.08,0.0,0.0,0.0,Sep-2018,3117.29,,Mar-2019,659.0,655.0,0.0,44.0,1.0,Individual,,,,0.0,0.0,152952.0,0.0,3.0,1.0,2.0,8.0,26874.0,89.0,0.0,3.0,1888.0,78.0,8100.0,10.0,3.0,15.0,5.0,13905.0,4464.0,40.5,1.0,0.0,135.0,141.0,17.0,8.0,3.0,17.0,43.0,0.0,43.0,7.0,3.0,3.0,4.0,11.0,11.0,6.0,21.0,3.0,11.0,0.0,0.0,0.0,1.0,81.8,0.0,0.0,0.0,201716.0,29910.0,7500.0,30116.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90631502,,2400.0,2400.0,2400.0, 36 months,5.32,72.28,A,A1,,,MORTGAGE,73000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90631502,,home_improvement,Home improvement,726xx,AR,17.69,0.0,Mar-2003,740.0,744.0,1.0,69.0,,15.0,0.0,2443.0,4.5,42.0,w,0.0,0.0,2400.71,2400.71,2400.0,0.71,0.0,0.0,0.0,Oct-2016,2401.42,,Mar-2019,624.0,620.0,0.0,69.0,1.0,Individual,,,,0.0,0.0,218777.0,2.0,2.0,1.0,1.0,1.0,9643.0,22.0,0.0,3.0,2336.0,12.0,53900.0,0.0,4.0,3.0,5.0,16829.0,50457.0,4.6,0.0,0.0,162.0,134.0,15.0,1.0,5.0,15.0,69.0,1.0,69.0,0.0,2.0,2.0,9.0,21.0,11.0,12.0,26.0,2.0,15.0,0.0,0.0,0.0,2.0,95.2,0.0,0.0,0.0,306794.0,12086.0,52900.0,44944.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90441274,,12000.0,12000.0,12000.0, 36 months,13.99,410.08,C,C3,Administrative assistant ,1 year,RENT,47000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90441274,,credit_card,Credit card refinancing,581xx,MT,31.79,0.0,Feb-2002,700.0,704.0,0.0,42.0,80.0,13.0,1.0,18348.0,63.3,28.0,f,0.0,0.0,13982.1149682455,13982.11,12000.0,1982.11,0.0,0.0,0.0,Mar-2018,7430.16,,Mar-2019,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,43223.0,0.0,2.0,0.0,3.0,15.0,24875.0,79.0,0.0,2.0,14547.0,71.0,29000.0,1.0,2.0,2.0,5.0,3929.0,7109.0,70.3,0.0,0.0,166.0,175.0,21.0,15.0,1.0,35.0,42.0,10.0,42.0,0.0,4.0,6.0,5.0,5.0,7.0,11.0,20.0,6.0,13.0,0.0,0.0,0.0,0.0,96.4,20.0,0.0,0.0,60653.0,43223.0,23900.0,31653.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90591214,,9975.0,9975.0,9975.0, 36 months,18.99,365.6,D,D3,Equipment operator,10+ years,RENT,60000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90591214,,debt_consolidation,Debt consolidation,940xx,CA,15.8,0.0,Nov-2005,665.0,669.0,0.0,25.0,91.0,10.0,1.0,4517.0,46.6,16.0,w,0.0,0.0,11656.6713148249,11656.67,9975.0,1681.67,0.0,0.0,0.0,Oct-2017,7645.59,,Oct-2017,679.0,675.0,0.0,25.0,1.0,Individual,,,,0.0,846.0,23394.0,2.0,2.0,2.0,2.0,11.0,18877.0,87.0,3.0,3.0,1554.0,74.0,9700.0,0.0,1.0,2.0,5.0,2599.0,1594.0,68.7,0.0,0.0,122.0,130.0,5.0,5.0,1.0,5.0,25.0,11.0,25.0,1.0,3.0,5.0,3.0,5.0,3.0,8.0,12.0,5.0,10.0,0.0,0.0,0.0,5.0,87.5,33.3,1.0,0.0,31478.0,23394.0,5100.0,21778.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90661478,,32000.0,32000.0,32000.0, 60 months,21.49,874.56,D,D5,"RN, Med-Surg Manager",< 1 year,MORTGAGE,130000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90661478,,debt_consolidation,Debt consolidation,959xx,CA,13.99,0.0,Aug-2005,670.0,674.0,0.0,,70.0,33.0,1.0,25034.0,35.1,42.0,w,0.0,0.0,20208.09,20208.09,6752.43,9826.01,0.0,3629.65,326.6685,May-2018,874.56,,Nov-2018,554.0,550.0,1.0,,1.0,Individual,,,,0.0,150.0,276189.0,4.0,5.0,1.0,5.0,3.0,74110.0,94.0,5.0,19.0,5509.0,60.0,71300.0,1.0,2.0,7.0,25.0,8631.0,26036.0,37.7,0.0,0.0,115.0,133.0,3.0,3.0,2.0,3.0,,5.0,,0.0,7.0,10.0,13.0,15.0,11.0,27.0,29.0,10.0,33.0,0.0,0.0,0.0,6.0,100.0,16.7,1.0,0.0,344285.0,99144.0,41800.0,91262.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90591257,,25000.0,25000.0,25000.0, 60 months,13.49,575.12,C,C2,HR Benefit Leader,< 1 year,MORTGAGE,85000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90591257,,debt_consolidation,Debt consolidation,630xx,MO,14.16,0.0,Oct-1992,665.0,669.0,0.0,,,8.0,0.0,24514.0,58.6,21.0,f,0.0,0.0,29068.101209747798,29068.1,25000.0,4068.1,0.0,0.0,0.0,Feb-2018,20460.04,,Feb-2018,764.0,760.0,0.0,,1.0,Individual,,,,0.0,146.0,40524.0,0.0,1.0,0.0,1.0,17.0,16010.0,76.0,0.0,1.0,10509.0,65.0,41800.0,1.0,2.0,0.0,2.0,5789.0,16053.0,47.7,0.0,0.0,150.0,287.0,24.0,17.0,1.0,62.0,,14.0,,0.0,2.0,4.0,4.0,7.0,8.0,7.0,12.0,4.0,8.0,0.0,0.0,0.0,0.0,100.0,50.0,0.0,0.0,62800.0,40524.0,30700.0,21000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90561309,,27600.0,27600.0,27600.0, 60 months,24.99,809.94,E,E4,City Letter Carrier,10+ years,MORTGAGE,60000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90561309,,other,Other,481xx,MI,10.01,0.0,Sep-1993,660.0,664.0,0.0,,51.0,5.0,2.0,2077.0,5.7,13.0,w,18362.89,18362.89,23449.94,23449.94,9237.11,14212.83,0.0,0.0,0.0,Mar-2019,809.94,Apr-2019,Mar-2019,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,14030.0,0.0,1.0,1.0,1.0,10.0,11953.0,70.0,0.0,1.0,1183.0,26.0,36500.0,2.0,0.0,7.0,2.0,2806.0,26523.0,7.3,0.0,0.0,135.0,276.0,13.0,10.0,0.0,13.0,,2.0,,0.0,2.0,2.0,3.0,6.0,5.0,4.0,8.0,2.0,5.0,0.0,0.0,0.0,1.0,100.0,0.0,2.0,0.0,53660.0,14030.0,28600.0,17160.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90071483,,11000.0,11000.0,11000.0, 36 months,16.99,392.13,D,D1,Administrative Coordinator,2 years,OWN,22000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90071483,,debt_consolidation,Debt consolidation,705xx,LA,32.68,0.0,Sep-2005,680.0,684.0,0.0,,,5.0,0.0,7553.0,55.5,19.0,f,2595.63,2595.63,11361.39,11361.39,8404.37,2957.02,0.0,0.0,0.0,Mar-2019,392.13,Apr-2019,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,600.0,10440.0,0.0,1.0,0.0,0.0,40.0,2887.0,17.0,1.0,3.0,4708.0,34.0,13600.0,0.0,0.0,0.0,3.0,2088.0,1114.0,85.9,0.0,0.0,132.0,116.0,10.0,10.0,0.0,18.0,,13.0,,0.0,2.0,4.0,2.0,4.0,10.0,4.0,9.0,4.0,5.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,30985.0,10440.0,7900.0,17385.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90217433,,35000.0,35000.0,35000.0, 36 months,14.49,1204.57,C,C4,Financial Advisor,8 years,MORTGAGE,306000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90217433,,credit_card,Credit card refinancing,917xx,CA,25.27,2.0,Jul-1990,705.0,709.0,1.0,19.0,,10.0,0.0,45893.0,66.6,22.0,f,8038.78,8038.78,34904.35,34904.35,26961.22,7943.13,0.0,0.0,0.0,Mar-2019,1204.57,Apr-2019,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,141104.0,0.0,5.0,1.0,1.0,12.0,52013.0,38.0,0.0,0.0,20386.0,48.0,68900.0,1.0,0.0,1.0,1.0,14110.0,23007.0,66.6,0.0,0.0,176.0,314.0,117.0,12.0,2.0,199.0,19.0,4.0,19.0,0.0,4.0,4.0,4.0,5.0,9.0,4.0,10.0,4.0,10.0,0.0,0.0,0.0,1.0,86.4,50.0,0.0,0.0,254616.0,141104.0,68900.0,136549.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90204297,,14700.0,14700.0,14700.0, 60 months,18.99,381.25,D,D3,Head cashier,10+ years,MORTGAGE,35000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90204297,,debt_consolidation,Debt consolidation,855xx,AZ,17.76,0.0,Aug-1999,675.0,679.0,0.0,28.0,12.0,6.0,1.0,18078.0,66.0,11.0,f,0.0,0.0,9227.54,9227.54,4298.09,4929.45,0.0,0.0,0.0,Oct-2018,381.25,,Mar-2019,509.0,505.0,0.0,,1.0,Individual,,,,0.0,108.0,118592.0,0.0,0.0,0.0,0.0,,0.0,,0.0,0.0,10702.0,66.0,27400.0,0.0,0.0,0.0,0.0,19765.0,8522.0,67.6,0.0,0.0,,205.0,66.0,66.0,3.0,122.0,,,41.0,0.0,4.0,5.0,4.0,7.0,0.0,5.0,8.0,5.0,6.0,0.0,0.0,0.0,0.0,81.8,75.0,0.0,0.0,141191.0,18078.0,26300.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90182232,,28000.0,28000.0,28000.0, 36 months,15.59,978.74,C,C5,Regional HR Manager,10+ years,MORTGAGE,150000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90182232,,debt_consolidation,Debt consolidation,549xx,WI,15.16,0.0,Sep-2001,665.0,669.0,1.0,,,18.0,0.0,52819.0,61.4,36.0,f,0.0,0.0,33091.8258398599,33091.83,28000.0,5091.83,0.0,0.0,0.0,Mar-2018,17456.24,,Mar-2019,599.0,595.0,0.0,,1.0,Individual,,,,0.0,0.0,85266.0,1.0,1.0,0.0,2.0,14.0,32447.0,,2.0,6.0,14065.0,61.0,86000.0,4.0,0.0,2.0,8.0,5016.0,11061.0,75.5,0.0,0.0,166.0,180.0,2.0,2.0,2.0,12.0,,2.0,,0.0,7.0,14.0,7.0,9.0,10.0,17.0,24.0,14.0,18.0,0.0,0.0,0.0,2.0,100.0,42.9,0.0,0.0,126803.0,85266.0,45200.0,40803.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90403347,,32400.0,32400.0,32150.0, 60 months,26.49,979.5,F,F2,General Manager,3 years,RENT,85000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90403347,,debt_consolidation,Debt consolidation,773xx,TX,23.8,0.0,Jun-1998,660.0,664.0,2.0,47.0,,14.0,0.0,21079.0,59.5,31.0,f,0.0,0.0,44345.6287862979,44003.46,32400.0,11945.63,0.0,0.0,0.0,Apr-2018,27694.13,,Mar-2019,709.0,705.0,0.0,,1.0,Joint App,141000.0,15.57,Not Verified,0.0,0.0,63925.0,2.0,3.0,0.0,2.0,16.0,42846.0,73.0,3.0,3.0,4079.0,68.0,35400.0,2.0,1.0,2.0,5.0,4566.0,728.0,94.8,0.0,0.0,154.0,219.0,2.0,2.0,1.0,2.0,,3.0,47.0,0.0,5.0,10.0,5.0,7.0,11.0,11.0,19.0,10.0,14.0,0.0,0.0,0.0,3.0,90.3,100.0,0.0,0.0,94277.0,63925.0,14100.0,58877.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90159459,,18000.0,18000.0,18000.0, 36 months,21.49,682.69,D,D5,Corrections Officer,4 years,MORTGAGE,60000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90159459,,debt_consolidation,Debt consolidation,809xx,CO,27.14,0.0,Sep-2009,680.0,684.0,1.0,70.0,,22.0,0.0,6317.0,29.0,42.0,f,0.0,0.0,5664.72,5664.72,1867.4,1524.56,0.0,2272.76,409.0968,Mar-2017,682.69,,Sep-2017,534.0,530.0,0.0,70.0,1.0,Individual,,,,0.0,280.0,131395.0,3.0,3.0,1.0,5.0,5.0,125078.0,84.0,4.0,10.0,456.0,60.0,21800.0,0.0,4.0,3.0,15.0,6257.0,5544.0,7.6,0.0,0.0,79.0,72.0,1.0,1.0,0.0,1.0,,2.0,,1.0,1.0,4.0,8.0,9.0,21.0,19.0,20.0,4.0,22.0,0.0,0.0,0.0,5.0,97.6,0.0,0.0,0.0,157376.0,131395.0,6000.0,135576.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90251436,,10000.0,10000.0,10000.0, 36 months,16.99,356.48,D,D1,Patient Register ,10+ years,OWN,50000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90251436,,debt_consolidation,Debt consolidation,277xx,NC,25.59,2.0,Jun-2003,720.0,724.0,1.0,15.0,,21.0,0.0,1541.0,6.3,32.0,f,0.0,0.0,10182.95,10182.95,10000.0,182.95,0.0,0.0,0.0,Nov-2016,10192.39,,Mar-2019,659.0,655.0,0.0,74.0,1.0,Individual,,,,0.0,0.0,26353.0,4.0,3.0,3.0,3.0,1.0,24812.0,90.0,3.0,10.0,625.0,51.0,24300.0,4.0,5.0,1.0,13.0,1255.0,14697.0,5.2,0.0,0.0,159.0,107.0,1.0,1.0,0.0,14.0,,2.0,15.0,1.0,2.0,5.0,4.0,4.0,10.0,18.0,22.0,5.0,21.0,0.0,0.0,0.0,6.0,75.0,0.0,0.0,0.0,51900.0,26353.0,15500.0,27600.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695153,,15000.0,15000.0,15000.0, 36 months,14.49,516.25,C,C4,School Bus Driver,10+ years,RENT,50000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695153,,debt_consolidation,Debt consolidation,440xx,OH,13.23,0.0,Oct-1998,670.0,674.0,0.0,,73.0,6.0,1.0,11731.0,45.3,25.0,f,0.0,0.0,18096.5455211844,18096.55,15000.0,3096.55,0.0,0.0,0.0,Sep-2018,6705.0,,Sep-2018,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,14264.0,0.0,1.0,1.0,2.0,9.0,2533.0,63.0,1.0,2.0,8084.0,48.0,25900.0,1.0,5.0,1.0,4.0,2377.0,4179.0,73.7,0.0,0.0,168.0,195.0,10.0,9.0,1.0,22.0,,9.0,,0.0,3.0,4.0,3.0,7.0,13.0,5.0,10.0,4.0,6.0,0.0,0.0,0.0,2.0,100.0,66.7,1.0,0.0,29900.0,14264.0,15900.0,4000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90601460,,12800.0,12800.0,12800.0, 36 months,11.49,422.04,B,B5,,,OWN,42200.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90601460,,debt_consolidation,Debt consolidation,640xx,MO,30.43,0.0,Jul-1985,710.0,714.0,1.0,,74.0,10.0,2.0,18294.0,47.4,29.0,w,0.0,0.0,2511.81,2511.81,1840.45,671.36,0.0,0.0,0.0,Apr-2017,422.04,,Jun-2017,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,42927.0,3.0,2.0,0.0,0.0,35.0,24633.0,58.0,3.0,3.0,12437.0,53.0,38600.0,0.0,0.0,1.0,3.0,4770.0,13381.0,57.0,0.0,0.0,137.0,374.0,2.0,2.0,2.0,4.0,,2.0,,0.0,3.0,4.0,4.0,9.0,5.0,8.0,22.0,4.0,10.0,0.0,0.0,0.0,3.0,100.0,50.0,0.0,2.0,80753.0,42927.0,31100.0,42153.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90601271,,11200.0,11200.0,11200.0, 36 months,10.99,366.63,B,B4,Team Lead,1 year,RENT,60000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90601271,,debt_consolidation,Debt consolidation,841xx,UT,17.21,0.0,Dec-2010,695.0,699.0,2.0,,,11.0,0.0,17008.0,41.3,17.0,w,0.0,0.0,12039.991451978898,12039.99,11200.0,839.99,0.0,0.0,0.0,Jun-2017,9143.84,,Nov-2018,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,52024.0,2.0,2.0,1.0,1.0,11.0,35016.0,97.0,2.0,4.0,8165.0,67.0,41200.0,1.0,9.0,3.0,5.0,4729.0,15883.0,48.3,0.0,0.0,64.0,69.0,0.0,0.0,0.0,5.0,,4.0,,0.0,3.0,7.0,3.0,3.0,8.0,9.0,9.0,7.0,11.0,0.0,0.0,0.0,3.0,100.0,33.3,0.0,0.0,77450.0,52024.0,30700.0,36250.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90692473,,5000.0,5000.0,5000.0, 36 months,13.99,170.87,C,C3,ADMIN OFFICE SUPPORT ASST,10+ years,MORTGAGE,47500.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90692473,,debt_consolidation,Debt consolidation,630xx,MO,16.09,1.0,Apr-1990,660.0,664.0,2.0,12.0,87.0,21.0,1.0,4508.0,40.3,26.0,w,0.0,0.0,3916.59,3916.59,2661.06,927.47,0.0,328.06,59.0508,Jul-2018,170.87,,Jan-2019,594.0,590.0,0.0,12.0,1.0,Individual,,,,0.0,2291.0,8509.0,3.0,3.0,2.0,4.0,1.0,4001.0,78.0,4.0,15.0,1317.0,52.0,11200.0,3.0,3.0,5.0,19.0,425.0,2083.0,55.7,1.0,0.0,34.0,317.0,0.0,0.0,0.0,12.0,46.0,1.0,46.0,3.0,5.0,10.0,5.0,6.0,6.0,18.0,20.0,10.0,21.0,0.0,0.0,1.0,6.0,88.5,0.0,1.0,0.0,16332.0,8509.0,4700.0,5132.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90531328,,6400.0,6400.0,6400.0, 36 months,21.49,242.74,D,D5,Reserve Counsler,10+ years,RENT,50500.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90531328,,other,Other,967xx,HI,10.6,3.0,Mar-2005,670.0,674.0,1.0,9.0,,3.0,0.0,792.0,31.7,17.0,w,0.0,0.0,6907.6012074198,6907.6,6400.0,492.6,15.0,0.0,0.0,Feb-2017,6672.5,,Dec-2017,624.0,620.0,0.0,9.0,1.0,Individual,,,,0.0,0.0,16183.0,0.0,2.0,0.0,2.0,13.0,15391.0,79.0,0.0,1.0,792.0,74.0,2500.0,2.0,4.0,2.0,3.0,5394.0,1708.0,31.7,0.0,0.0,120.0,138.0,21.0,13.0,1.0,21.0,12.0,0.0,12.0,2.0,1.0,1.0,1.0,2.0,11.0,1.0,5.0,1.0,3.0,0.0,0.0,1.0,0.0,71.4,0.0,0.0,0.0,21918.0,16183.0,2500.0,19418.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90695390,,5875.0,5875.0,5875.0, 36 months,10.99,192.32,B,B4,install tech,2 years,RENT,45000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90695390,,debt_consolidation,Debt consolidation,992xx,WA,6.11,0.0,Oct-2004,670.0,674.0,0.0,,37.0,5.0,1.0,2315.0,52.6,12.0,w,1297.93,1297.93,5573.69,5573.69,4577.07,996.62,0.0,0.0,0.0,Mar-2019,192.32,Apr-2019,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,745.0,6379.0,1.0,1.0,0.0,1.0,22.0,4064.0,61.0,1.0,3.0,981.0,58.0,4400.0,0.0,1.0,0.0,4.0,1276.0,2085.0,52.6,0.0,0.0,143.0,138.0,5.0,5.0,0.0,5.0,,13.0,,0.0,3.0,3.0,4.0,6.0,2.0,4.0,10.0,3.0,5.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,1.0,11045.0,6379.0,4400.0,6645.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90471411,,7500.0,7500.0,7500.0, 36 months,16.99,267.36,D,D1,Estimator / Buyer,10+ years,MORTGAGE,64000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90471411,,debt_consolidation,Debt consolidation,014xx,MA,17.94,0.0,Jun-2004,660.0,664.0,3.0,43.0,44.0,13.0,1.0,7213.0,26.5,31.0,f,1769.8,1769.8,7746.36,7746.36,5730.2,2016.16,0.0,0.0,0.0,Mar-2019,267.36,Apr-2019,Mar-2019,669.0,665.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,178409.0,5.0,2.0,2.0,2.0,6.0,32386.0,94.0,3.0,6.0,784.0,64.0,27200.0,5.0,4.0,7.0,9.0,13724.0,13067.0,11.1,0.0,0.0,147.0,145.0,1.0,1.0,5.0,1.0,43.0,1.0,43.0,0.0,4.0,9.0,4.0,10.0,8.0,10.0,18.0,9.0,13.0,0.0,0.0,0.0,6.0,96.3,0.0,1.0,0.0,201537.0,39599.0,14700.0,34333.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90661382,,20000.0,20000.0,20000.0, 60 months,9.49,419.94,B,B2,Field Coordinartor,10+ years,MORTGAGE,130000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90661382,,debt_consolidation,Debt consolidation,826xx,WY,9.43,0.0,Jul-1994,715.0,719.0,0.0,,,8.0,0.0,24809.0,67.6,20.0,w,11505.06,11505.06,12230.98,12230.98,8494.94,3736.04,0.0,0.0,0.0,Mar-2019,419.94,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,254219.0,0.0,1.0,0.0,0.0,29.0,10757.0,48.0,1.0,2.0,12632.0,60.0,36700.0,0.0,0.0,2.0,3.0,31777.0,991.0,95.1,0.0,0.0,232.0,266.0,9.0,9.0,1.0,22.0,,9.0,,0.0,2.0,4.0,2.0,6.0,6.0,6.0,13.0,4.0,8.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,280468.0,35566.0,20100.0,22418.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90441372,,10000.0,10000.0,10000.0, 36 months,16.99,356.48,D,D1,FInancial Crimes Specalist 2,1 year,RENT,32000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90441372,,debt_consolidation,Debt consolidation,282xx,NC,27.49,1.0,Jan-2009,670.0,674.0,0.0,8.0,,19.0,0.0,6722.0,56.5,30.0,f,0.0,0.0,12442.844841228702,12442.84,10000.0,2442.84,0.0,0.0,0.0,Sep-2018,4609.72,,Oct-2018,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,61318.0,0.0,14.0,0.0,0.0,25.0,54596.0,95.0,0.0,1.0,2757.0,88.0,11900.0,1.0,0.0,2.0,1.0,3227.0,2296.0,74.2,0.0,0.0,92.0,69.0,14.0,14.0,0.0,14.0,,3.0,,0.0,4.0,5.0,4.0,4.0,25.0,5.0,5.0,5.0,19.0,0.0,0.0,0.0,0.0,96.4,25.0,0.0,0.0,69363.0,61318.0,8900.0,57463.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90491429,,35000.0,35000.0,35000.0, 60 months,8.99,726.38,B,B1,Principal,3 years,MORTGAGE,200000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90491429,,home_improvement,Home improvement,774xx,TX,11.67,0.0,Dec-1975,700.0,704.0,0.0,46.0,,6.0,0.0,9727.0,41.4,26.0,w,20027.18,20027.18,21130.39,21130.39,14972.82,6157.57,0.0,0.0,0.0,Mar-2019,726.38,Apr-2019,Mar-2019,774.0,770.0,0.0,59.0,1.0,Individual,,,,0.0,0.0,477098.0,1.0,1.0,1.0,1.0,4.0,52817.0,,0.0,1.0,8434.0,52.0,23500.0,1.0,0.0,1.0,4.0,79516.0,13773.0,41.4,0.0,0.0,173.0,489.0,24.0,4.0,3.0,24.0,74.0,4.0,74.0,4.0,3.0,3.0,3.0,5.0,15.0,3.0,7.0,3.0,6.0,0.0,0.0,0.0,1.0,65.4,0.0,0.0,0.0,500273.0,67728.0,23500.0,54589.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90491453,,35000.0,35000.0,35000.0, 60 months,8.59,719.6,A,A5,Director,1 year,MORTGAGE,235000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90491453,,debt_consolidation,Debt consolidation,460xx,IN,5.6,0.0,Jun-1998,705.0,709.0,0.0,44.0,76.0,10.0,1.0,31439.0,52.9,32.0,w,19942.03,19942.03,20866.9,20866.9,15057.97,5808.93,0.0,0.0,0.0,Mar-2019,719.6,Apr-2019,Mar-2019,699.0,695.0,0.0,64.0,1.0,Individual,,,,0.0,0.0,380281.0,0.0,2.0,1.0,1.0,11.0,123077.0,,0.0,1.0,15699.0,53.0,59400.0,2.0,10.0,0.0,3.0,38028.0,15466.0,66.4,0.0,0.0,149.0,126.0,18.0,11.0,5.0,18.0,44.0,16.0,44.0,1.0,2.0,3.0,3.0,6.0,16.0,6.0,10.0,3.0,10.0,0.0,0.0,0.0,1.0,83.9,66.7,0.0,1.0,426373.0,161804.0,46000.0,115942.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90641305,,6450.0,6450.0,6450.0, 36 months,18.99,236.4,D,D3,911 Telecommunicator / Dispatcher,2 years,RENT,52000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90641305,,debt_consolidation,Debt consolidation,087xx,NJ,14.65,0.0,Feb-2004,660.0,664.0,0.0,24.0,44.0,6.0,1.0,2484.0,65.4,13.0,f,1555.21,1555.21,6874.31,6874.31,4894.79,1979.52,0.0,0.0,0.0,Mar-2019,236.4,Apr-2019,Mar-2019,614.0,610.0,0.0,,1.0,Individual,,,,0.0,0.0,27885.0,1.0,1.0,1.0,2.0,3.0,25401.0,97.0,3.0,3.0,1020.0,93.0,3800.0,2.0,0.0,3.0,5.0,4648.0,446.0,82.8,0.0,0.0,121.0,151.0,7.0,3.0,1.0,9.0,24.0,3.0,24.0,0.0,3.0,5.0,3.0,7.0,3.0,5.0,9.0,5.0,6.0,0.0,0.0,0.0,4.0,84.6,100.0,0.0,0.0,30067.0,27885.0,2600.0,26267.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90427759,,15000.0,15000.0,15000.0, 60 months,25.69,446.36,F,F1,Security Officer,4 years,MORTGAGE,68000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90427759,,home_improvement,Home improvement,339xx,FL,15.43,0.0,Nov-2000,670.0,674.0,0.0,57.0,,15.0,0.0,9658.0,42.4,22.0,f,10037.34,10037.34,12923.03,12923.03,4962.66,7960.37,0.0,0.0,0.0,Mar-2019,446.36,Apr-2019,Mar-2019,584.0,580.0,0.0,57.0,1.0,Individual,,,,0.0,0.0,138834.0,0.0,2.0,1.0,3.0,11.0,19394.0,83.0,3.0,5.0,2221.0,63.0,22800.0,2.0,0.0,4.0,8.0,9917.0,450.0,90.2,0.0,0.0,20.0,190.0,8.0,8.0,2.0,46.0,57.0,0.0,57.0,2.0,3.0,8.0,3.0,7.0,3.0,12.0,17.0,8.0,15.0,0.0,0.0,0.0,4.0,90.9,100.0,0.0,0.0,161757.0,29052.0,4600.0,23357.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90242005,,24000.0,24000.0,24000.0, 60 months,17.99,609.32,D,D2,Tax Accountant ,10+ years,MORTGAGE,55537.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90242005,,debt_consolidation,Debt consolidation,727xx,AR,16.98,2.0,Sep-2001,685.0,689.0,0.0,21.0,,21.0,0.0,17554.0,74.7,41.0,f,0.0,0.0,29697.2448403227,29697.24,24000.0,5697.24,0.0,0.0,0.0,Mar-2018,19972.11,,Aug-2018,724.0,720.0,0.0,,1.0,Individual,,,,0.0,328.0,198996.0,0.0,13.0,0.0,0.0,37.0,45019.0,103.0,2.0,2.0,7298.0,93.0,23500.0,0.0,0.0,0.0,2.0,9476.0,1698.0,89.6,0.0,0.0,180.0,177.0,10.0,10.0,4.0,119.0,,13.0,,1.0,4.0,6.0,4.0,4.0,26.0,7.0,11.0,6.0,21.0,0.0,0.0,0.0,2.0,85.0,50.0,0.0,0.0,211326.0,62573.0,16400.0,43599.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90205391,,35000.0,35000.0,35000.0, 36 months,17.99,1265.16,D,D2,Consultant. Architect continuous improve,< 1 year,RENT,115000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90205391,,credit_card,Credit card refinancing,488xx,MI,25.07,0.0,Jan-1993,680.0,684.0,0.0,32.0,,6.0,0.0,37923.0,90.5,19.0,f,0.0,0.0,36321.4851792897,36321.49,35000.0,1321.49,0.0,0.0,0.0,Dec-2016,35091.31,,Mar-2019,829.0,825.0,0.0,32.0,1.0,Individual,,,,0.0,0.0,146073.0,0.0,3.0,1.0,1.0,11.0,108150.0,59.0,1.0,1.0,13912.0,75.0,41900.0,0.0,1.0,1.0,2.0,24346.0,3977.0,90.5,0.0,0.0,145.0,284.0,11.0,11.0,1.0,11.0,,11.0,,4.0,3.0,3.0,3.0,4.0,13.0,3.0,5.0,3.0,6.0,0.0,0.0,0.0,2.0,78.9,100.0,0.0,0.0,190173.0,146073.0,41900.0,148273.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90611254,,30000.0,30000.0,30000.0, 36 months,13.99,1025.19,C,C3,Sr. Sales Engineer,10+ years,RENT,135000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90611254,,debt_consolidation,Debt consolidation,117xx,NY,10.22,0.0,Feb-2001,690.0,694.0,0.0,24.0,,15.0,0.0,41392.0,51.0,31.0,f,0.0,0.0,13355.41,13355.41,9332.18,3971.97,51.26,0.0,0.0,Nov-2017,5177.21,,Mar-2019,554.0,550.0,0.0,,1.0,Individual,,,,0.0,0.0,47203.0,3.0,2.0,1.0,2.0,6.0,5811.0,35.0,4.0,4.0,11545.0,48.0,90800.0,1.0,1.0,2.0,6.0,3372.0,48590.0,48.7,0.0,0.0,157.0,187.0,0.0,0.0,0.0,0.0,24.0,8.0,24.0,0.0,7.0,9.0,9.0,13.0,8.0,13.0,23.0,9.0,15.0,0.0,0.0,0.0,5.0,86.7,33.3,0.0,0.0,107225.0,47203.0,85900.0,16425.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90561214,,6000.0,6000.0,6000.0, 36 months,8.99,190.78,B,B1,Nurse Mgr,1 year,MORTGAGE,70000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90561214,,home_improvement,Home improvement,641xx,MO,14.81,1.0,Jul-2003,670.0,674.0,0.0,21.0,,12.0,0.0,11890.0,38.9,34.0,w,1295.95,1295.95,5529.62,5529.62,4704.05,825.57,0.0,0.0,0.0,Mar-2019,190.78,Apr-2019,Mar-2019,704.0,700.0,1.0,,1.0,Individual,,,,0.0,169.0,182755.0,1.0,2.0,1.0,2.0,4.0,67952.0,72.0,1.0,1.0,4420.0,48.0,30600.0,0.0,1.0,0.0,3.0,15230.0,6082.0,58.6,0.0,0.0,149.0,158.0,9.0,4.0,2.0,9.0,21.0,15.0,21.0,0.0,5.0,7.0,5.0,8.0,20.0,9.0,12.0,7.0,12.0,0.0,0.0,0.0,2.0,94.1,20.0,0.0,0.0,216703.0,79842.0,14700.0,71286.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90671232,,7500.0,7500.0,7500.0, 36 months,15.59,262.17,C,C5,Flight Attendant,10+ years,RENT,75000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90671232,,debt_consolidation,Debt consolidation,956xx,CA,17.33,1.0,Jun-1991,660.0,664.0,0.0,11.0,,15.0,0.0,6821.0,24.2,22.0,f,0.0,0.0,8590.474092390601,8590.47,7500.0,1090.47,0.0,0.0,0.0,Oct-2017,5682.05,,Mar-2019,589.0,585.0,1.0,11.0,1.0,Individual,,,,0.0,0.0,31443.0,3.0,2.0,1.0,1.0,6.0,24622.0,77.0,3.0,9.0,1520.0,52.0,28200.0,0.0,3.0,0.0,10.0,2096.0,13416.0,19.7,0.0,0.0,216.0,303.0,1.0,1.0,0.0,4.0,,15.0,72.0,2.0,3.0,10.0,4.0,4.0,5.0,13.0,16.0,10.0,15.0,0.0,0.0,1.0,4.0,81.8,75.0,0.0,0.0,60101.0,31443.0,16700.0,31901.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90693347,,32000.0,32000.0,32000.0, 60 months,8.99,664.12,B,B1,Registered Nurse,4 years,MORTGAGE,120000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90693347,,medical,Medical expenses,922xx,CA,7.33,0.0,Feb-1995,740.0,744.0,0.0,69.0,,13.0,0.0,39063.0,44.0,31.0,f,0.0,0.0,35114.6274626996,35114.63,32000.0,3114.63,0.0,0.0,0.0,Dec-2017,26521.03,,Dec-2017,784.0,780.0,0.0,69.0,1.0,Joint App,160000.0,7.83,Not Verified,0.0,0.0,574779.0,1.0,2.0,0.0,0.0,38.0,23382.0,93.0,2.0,5.0,6050.0,55.0,88800.0,0.0,0.0,1.0,7.0,44214.0,48686.0,11.2,0.0,0.0,47.0,259.0,2.0,2.0,7.0,2.0,,11.0,72.0,2.0,2.0,3.0,7.0,12.0,2.0,9.0,22.0,3.0,13.0,0.0,0.0,0.0,4.0,93.5,0.0,0.0,0.0,641855.0,62445.0,54800.0,25196.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90641281,,35000.0,35000.0,35000.0, 36 months,13.49,1187.57,C,C2,RN,10+ years,MORTGAGE,110000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90641281,,debt_consolidation,Debt consolidation,984xx,WA,31.74,1.0,Apr-1992,660.0,664.0,1.0,0.0,,21.0,0.0,41053.0,51.2,37.0,f,0.0,0.0,41047.2601077117,41047.26,35000.0,6047.26,0.0,0.0,0.0,May-2018,19697.23,,Jul-2018,779.0,775.0,0.0,,1.0,Individual,,,,1.0,0.0,488992.0,1.0,7.0,1.0,2.0,1.0,140524.0,68.0,0.0,2.0,10132.0,59.0,80200.0,2.0,6.0,1.0,4.0,24450.0,10316.0,76.0,0.0,98.0,131.0,293.0,19.0,1.0,1.0,22.0,,1.0,0.0,0.0,6.0,10.0,6.0,9.0,13.0,13.0,23.0,10.0,20.0,0.0,0.0,0.0,1.0,94.6,66.7,0.0,0.0,611727.0,181577.0,43000.0,180490.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90641359,,6000.0,6000.0,6000.0, 36 months,15.59,209.73,C,C5,Sales,10+ years,RENT,40000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90641359,,debt_consolidation,Debt consolidation,276xx,NC,9.06,0.0,Sep-1999,660.0,664.0,2.0,55.0,38.0,8.0,2.0,8190.0,52.8,10.0,f,0.0,0.0,7039.4630626616,7039.46,6000.0,1039.46,0.0,0.0,0.0,Feb-2018,3898.71,,Mar-2019,654.0,650.0,0.0,55.0,1.0,Individual,,,,0.0,0.0,8190.0,2.0,0.0,0.0,0.0,,0.0,,3.0,8.0,4118.0,53.0,15500.0,0.0,0.0,2.0,8.0,1024.0,452.0,94.2,0.0,0.0,,29.0,2.0,2.0,1.0,2.0,,1.0,,1.0,3.0,6.0,3.0,4.0,0.0,8.0,9.0,6.0,8.0,0.0,0.0,0.0,3.0,90.0,100.0,2.0,0.0,15500.0,8190.0,7800.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90441310,,20000.0,20000.0,20000.0, 36 months,16.99,712.96,D,D1,driver,3 years,RENT,70000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90441310,,debt_consolidation,Debt consolidation,076xx,NJ,6.45,1.0,Mar-2007,660.0,664.0,1.0,7.0,,10.0,0.0,4336.0,18.8,14.0,f,0.0,0.0,23888.393059734502,23888.39,20000.0,3888.39,0.0,0.0,0.0,May-2018,6873.99,,May-2018,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,10717.0,0.0,2.0,0.0,1.0,18.0,6381.0,64.0,2.0,2.0,2577.0,32.0,23100.0,0.0,1.0,1.0,3.0,1191.0,16564.0,20.7,0.0,0.0,108.0,114.0,10.0,10.0,0.0,10.0,7.0,0.0,7.0,0.0,3.0,3.0,6.0,7.0,5.0,8.0,9.0,3.0,10.0,0.0,0.0,0.0,2.0,85.7,0.0,0.0,0.0,33100.0,10717.0,20900.0,10000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90279094,,5000.0,5000.0,5000.0, 36 months,15.59,174.78,C,C5,,,MORTGAGE,55235.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90279094,,debt_consolidation,Debt consolidation,080xx,NJ,30.28,0.0,Sep-1997,660.0,664.0,4.0,26.0,,17.0,0.0,6799.0,42.8,52.0,f,0.0,0.0,5893.3018763873,5893.3,5000.0,893.3,0.0,0.0,0.0,Feb-2018,3260.78,,Mar-2019,644.0,640.0,0.0,42.0,1.0,Individual,,,,0.0,0.0,44266.0,5.0,1.0,0.0,0.0,26.0,25243.0,,8.0,12.0,1331.0,43.0,15900.0,1.0,0.0,7.0,12.0,2604.0,4793.0,49.0,0.0,0.0,161.0,228.0,1.0,1.0,2.0,1.0,26.0,1.0,26.0,1.0,6.0,13.0,8.0,21.0,5.0,15.0,45.0,13.0,17.0,0.0,0.0,0.0,8.0,94.1,25.0,0.0,0.0,160871.0,32042.0,9400.0,36366.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521239,,25000.0,25000.0,25000.0, 36 months,13.99,854.32,C,C3,Estimator,10+ years,OWN,125000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521239,,debt_consolidation,Debt consolidation,917xx,CA,19.62,0.0,Oct-2003,695.0,699.0,5.0,70.0,,17.0,0.0,11605.0,29.8,25.0,f,0.0,0.0,11887.69,11887.69,6565.31,2812.78,0.0,2509.6,451.728,Sep-2017,854.32,,Mar-2018,579.0,575.0,0.0,70.0,1.0,Individual,,,,0.0,0.0,93296.0,5.0,4.0,3.0,5.0,2.0,81691.0,91.0,4.0,7.0,3045.0,63.0,38900.0,11.0,1.0,21.0,12.0,5488.0,13204.0,44.3,0.0,0.0,126.0,155.0,3.0,2.0,0.0,4.0,,3.0,,1.0,8.0,10.0,9.0,11.0,7.0,13.0,18.0,10.0,17.0,0.0,0.0,0.0,7.0,100.0,22.2,0.0,0.0,127356.0,93296.0,23700.0,88456.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90694239,,22550.0,22550.0,22550.0, 36 months,15.59,788.24,C,C5,,,OWN,58077.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90694239,,debt_consolidation,Debt consolidation,103xx,NY,15.4,0.0,May-1999,750.0,754.0,0.0,,,2.0,0.0,10903.0,99.1,18.0,f,5241.52,5241.52,22839.43,22839.43,17308.48,5530.95,0.0,0.0,0.0,Mar-2019,788.24,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,32047.0,0.0,1.0,0.0,0.0,28.0,21144.0,62.0,0.0,0.0,10903.0,71.0,11000.0,1.0,0.0,0.0,0.0,16024.0,97.0,99.1,0.0,0.0,150.0,208.0,56.0,28.0,0.0,71.0,,15.0,,0.0,1.0,1.0,1.0,5.0,10.0,1.0,8.0,1.0,2.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,44918.0,32047.0,11000.0,33918.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90170197,,24600.0,24600.0,24600.0, 36 months,13.49,834.69,C,C2,owner,4 years,RENT,75000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90170197,,home_improvement,Home improvement,275xx,NC,8.86,2.0,Jun-2011,665.0,669.0,1.0,11.0,,12.0,0.0,5583.0,23.4,14.0,f,5588.68,5588.68,24187.57,24187.57,19011.32,5176.25,0.0,0.0,0.0,Mar-2019,834.69,Apr-2019,Mar-2019,554.0,550.0,1.0,,1.0,Individual,,,,0.0,344.0,9466.0,3.0,1.0,0.0,0.0,45.0,3883.0,27.0,3.0,3.0,2920.0,25.0,23900.0,1.0,0.0,1.0,3.0,789.0,15617.0,22.7,0.0,0.0,49.0,63.0,1.0,1.0,0.0,1.0,,3.0,21.0,0.0,7.0,8.0,9.0,9.0,2.0,11.0,12.0,8.0,12.0,0.0,0.0,0.0,3.0,85.7,0.0,0.0,0.0,38137.0,9466.0,20200.0,14237.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90148527,,18000.0,18000.0,17725.0, 36 months,13.49,610.75,C,C2,Rest Area Attendant,8 years,OWN,43500.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90148527,,credit_card,Credit card refinancing,718xx,AR,33.68,0.0,Oct-1993,665.0,669.0,0.0,34.0,95.0,12.0,1.0,14072.0,67.3,30.0,f,4089.23,4026.76,17698.26,17427.87,13910.77,3787.49,0.0,0.0,0.0,Mar-2019,610.75,Apr-2019,Mar-2019,639.0,635.0,0.0,,1.0,Individual,,,,0.0,302.0,23774.0,0.0,3.0,2.0,3.0,9.0,9702.0,56.0,0.0,5.0,4287.0,62.0,20900.0,0.0,3.0,0.0,8.0,1981.0,386.0,94.0,0.0,0.0,275.0,85.0,13.0,9.0,0.0,51.0,34.0,20.0,34.0,0.0,2.0,8.0,2.0,3.0,19.0,9.0,11.0,8.0,12.0,0.0,0.0,0.0,2.0,90.0,100.0,1.0,0.0,38208.0,23774.0,6400.0,17308.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90694186,,30000.0,30000.0,30000.0, 36 months,16.99,1069.44,D,D1,Senior Consultant,10+ years,MORTGAGE,150000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90694186,,debt_consolidation,Debt consolidation,215xx,MD,27.81,0.0,Dec-2001,685.0,689.0,2.0,55.0,,17.0,0.0,49399.0,91.5,45.0,f,7117.39,7117.39,31155.34,31155.34,22882.61,8272.73,0.0,0.0,0.0,Mar-2019,1069.44,Apr-2019,Mar-2019,689.0,685.0,0.0,55.0,1.0,Individual,,,,0.0,0.0,299039.0,2.0,10.0,2.0,6.0,0.0,118989.0,75.0,1.0,2.0,24754.0,81.0,54000.0,0.0,7.0,4.0,8.0,17591.0,1064.0,97.8,0.0,0.0,135.0,177.0,1.0,0.0,1.0,36.0,55.0,1.0,55.0,0.0,3.0,5.0,3.0,11.0,29.0,5.0,14.0,5.0,17.0,0.0,0.0,0.0,3.0,91.1,100.0,0.0,0.0,377569.0,177597.0,47500.0,160762.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90381419,,12000.0,12000.0,12000.0, 36 months,15.59,419.46,C,C5,,,MORTGAGE,36000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90381419,,debt_consolidation,Debt consolidation,707xx,LA,25.0,0.0,May-2002,675.0,679.0,0.0,,64.0,6.0,1.0,3043.0,35.0,19.0,f,0.0,0.0,14676.8003176281,14676.8,12000.0,2676.8,0.0,0.0,0.0,Sep-2018,5459.07,,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,30452.0,1.0,2.0,1.0,2.0,3.0,27409.0,79.0,0.0,0.0,1603.0,70.0,8700.0,0.0,2.0,0.0,2.0,5075.0,4558.0,28.8,0.0,0.0,86.0,172.0,30.0,3.0,0.0,30.0,,,,0.0,2.0,3.0,2.0,9.0,7.0,4.0,12.0,3.0,6.0,0.0,0.0,0.0,1.0,100.0,50.0,1.0,0.0,43480.0,30452.0,6400.0,34780.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90154296,,28000.0,28000.0,28000.0, 36 months,9.49,896.8,B,B2,Electrician,10+ years,MORTGAGE,135000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90154296,,debt_consolidation,Debt consolidation,088xx,NJ,14.99,0.0,Apr-2001,670.0,674.0,0.0,,,11.0,0.0,17980.0,30.9,22.0,w,0.0,0.0,31552.0480968712,31552.05,28000.0,3552.05,0.0,0.0,0.0,Jul-2018,13537.56,,Jul-2018,634.0,630.0,0.0,,1.0,Individual,,,,0.0,872.0,315860.0,2.0,2.0,1.0,2.0,2.0,50000.0,90.0,3.0,5.0,4935.0,60.0,58100.0,2.0,0.0,3.0,7.0,28715.0,37226.0,31.2,0.0,0.0,134.0,185.0,3.0,2.0,2.0,3.0,,2.0,,0.0,5.0,6.0,7.0,10.0,7.0,8.0,13.0,6.0,11.0,0.0,0.0,0.0,4.0,100.0,28.6,0.0,0.0,407800.0,67980.0,54100.0,55500.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90331777,,9600.0,9600.0,9600.0, 36 months,12.79,322.5,C,C1,Recruiting Manager,4 years,RENT,60000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90331777,,small_business,Business,300xx,GA,31.2,0.0,Dec-1999,705.0,709.0,1.0,,,8.0,0.0,34904.0,90.0,14.0,f,0.0,0.0,4543.08,4543.08,3304.83,1238.25,0.0,0.0,0.0,Dec-2017,357.4,,Jul-2018,519.0,515.0,0.0,,1.0,Individual,,,,0.0,0.0,46858.0,0.0,2.0,0.0,1.0,16.0,11954.0,40.0,0.0,0.0,13212.0,68.0,38800.0,1.0,0.0,2.0,1.0,5857.0,143.0,99.5,0.0,0.0,101.0,201.0,45.0,16.0,0.0,45.0,,1.0,,0.0,3.0,5.0,4.0,9.0,3.0,6.0,11.0,5.0,8.0,0.0,0.0,0.0,0.0,100.0,75.0,0.0,0.0,68772.0,46858.0,29100.0,29972.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90440234,,33600.0,33600.0,33550.0, 36 months,14.49,1156.39,C,C4,Estimator,4 years,RENT,65000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90440234,,credit_card,Credit card refinancing,605xx,IL,14.09,0.0,May-2013,665.0,669.0,1.0,,,8.0,0.0,15503.0,62.8,10.0,f,0.0,0.0,38247.5007225452,38190.58,33600.0,4647.5,0.0,0.0,0.0,Nov-2017,24397.87,,Mar-2019,724.0,720.0,0.0,,1.0,Joint App,141000.0,9.75,Not Verified,0.0,66.0,35598.0,1.0,1.0,0.0,1.0,17.0,20095.0,82.0,2.0,5.0,6467.0,73.0,24700.0,2.0,0.0,1.0,6.0,4450.0,8223.0,60.5,0.0,0.0,17.0,40.0,6.0,6.0,0.0,12.0,,0.0,,0.0,4.0,5.0,5.0,7.0,1.0,7.0,9.0,5.0,8.0,0.0,0.0,0.0,2.0,100.0,40.0,0.0,0.0,49112.0,35598.0,20800.0,24412.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90181406,,21125.0,21125.0,21125.0, 60 months,18.99,547.88,D,D3,Custodian,10+ years,RENT,55000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90181406,,credit_card,Credit card refinancing,078xx,NJ,21.86,0.0,Sep-2003,695.0,699.0,1.0,,94.0,7.0,1.0,8800.0,62.4,13.0,f,0.0,0.0,7521.03,7521.03,2048.47,2826.73,0.0,2645.83,476.2494000012,Jul-2017,547.88,,Jan-2018,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,25270.0,1.0,2.0,1.0,1.0,4.0,16470.0,67.0,1.0,3.0,4421.0,65.0,14100.0,0.0,0.0,2.0,4.0,4212.0,2536.0,74.4,0.0,0.0,155.0,156.0,11.0,4.0,0.0,19.0,,1.0,,0.0,2.0,4.0,2.0,3.0,6.0,5.0,7.0,4.0,7.0,0.0,0.0,0.0,2.0,100.0,50.0,1.0,0.0,38753.0,25270.0,9900.0,24653.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90415945,,28800.0,28800.0,28800.0, 36 months,18.99,1055.55,D,D3,Eligibility Clerk,10+ years,RENT,60000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90415945,,debt_consolidation,Debt consolidation,112xx,NY,28.96,0.0,May-1998,705.0,709.0,1.0,,,12.0,0.0,36264.0,56.4,24.0,f,0.0,0.0,3926.0,3926.0,599.79,425.38,0.0,2900.83,522.1494,Nov-2016,1055.55,,Dec-2016,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,61035.0,1.0,1.0,1.0,1.0,2.0,24771.0,99.0,0.0,0.0,13604.0,68.0,64300.0,1.0,0.0,1.0,1.0,6104.0,23336.0,60.8,0.0,0.0,2.0,220.0,46.0,2.0,0.0,60.0,,2.0,,0.0,5.0,5.0,7.0,12.0,1.0,11.0,23.0,5.0,12.0,0.0,0.0,0.0,1.0,100.0,16.7,0.0,0.0,89300.0,61035.0,59600.0,25000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90131031,,18000.0,18000.0,18000.0, 60 months,12.79,407.63,C,C1,Mechanic,10+ years,RENT,50000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90131031,,debt_consolidation,Debt consolidation,916xx,CA,17.26,0.0,Apr-2004,725.0,729.0,0.0,31.0,,16.0,0.0,12771.0,29.1,35.0,f,10712.52,10712.52,11808.48,11808.48,7287.48,4521.0,0.0,0.0,0.0,Mar-2019,407.63,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,100.0,17592.0,1.0,1.0,0.0,0.0,37.0,4821.0,27.0,2.0,4.0,3691.0,29.0,43900.0,0.0,1.0,0.0,4.0,1100.0,26629.0,32.1,0.0,0.0,131.0,149.0,2.0,2.0,0.0,2.0,31.0,,31.0,0.0,7.0,8.0,13.0,21.0,5.0,15.0,30.0,8.0,16.0,0.0,0.0,0.0,2.0,97.1,15.4,0.0,0.0,61489.0,17592.0,39200.0,17589.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90404062,,6000.0,6000.0,6000.0, 36 months,18.99,219.91,D,D3,,,MORTGAGE,70000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90404062,,home_improvement,Home improvement,551xx,MN,10.66,0.0,Oct-2002,670.0,674.0,1.0,75.0,76.0,16.0,1.0,7652.0,44.0,25.0,f,1446.2,1446.2,6371.06,6371.06,4553.8,1817.26,0.0,0.0,0.0,Mar-2019,219.91,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,199535.0,4.0,2.0,2.0,4.0,5.0,15479.0,93.0,2.0,5.0,3210.0,68.0,17400.0,0.0,1.0,4.0,12.0,12471.0,4248.0,64.3,0.0,0.0,23.0,167.0,1.0,1.0,3.0,13.0,75.0,5.0,75.0,0.0,5.0,5.0,6.0,9.0,4.0,13.0,18.0,5.0,16.0,0.0,0.0,0.0,7.0,95.8,16.7,1.0,0.0,211261.0,23131.0,11900.0,16737.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90292228,,31500.0,31500.0,31500.0, 36 months,14.49,1084.11,C,C4,Officer,6 years,RENT,97200.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90292228,,debt_consolidation,Debt consolidation,917xx,CA,24.33,0.0,Jun-2006,710.0,714.0,0.0,,,9.0,0.0,15015.0,55.0,26.0,f,7235.01,7235.01,31565.97,31565.97,24264.99,7300.98,0.0,0.0,0.0,Mar-2019,1084.11,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,52405.0,1.0,4.0,3.0,5.0,3.0,37390.0,70.0,0.0,1.0,9917.0,63.0,27300.0,2.0,0.0,2.0,6.0,5823.0,1206.0,89.3,0.0,0.0,123.0,102.0,15.0,3.0,0.0,31.0,,1.0,,0.0,2.0,3.0,2.0,3.0,17.0,5.0,9.0,3.0,9.0,0.0,0.0,0.0,3.0,100.0,50.0,0.0,0.0,96117.0,52405.0,11300.0,68817.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90111729,,12000.0,12000.0,12000.0, 36 months,13.49,407.17,C,C2,Network Engineer,4 years,RENT,125000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90111729,,credit_card,Credit card refinancing,895xx,NV,26.49,0.0,Jul-1990,690.0,694.0,0.0,51.0,,11.0,0.0,22596.0,84.3,20.0,f,0.0,0.0,14515.080745095,14515.08,12000.0,2515.08,0.0,0.0,0.0,Jan-2019,3910.12,,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,93916.0,0.0,5.0,2.0,3.0,10.0,71320.0,75.0,0.0,1.0,6874.0,77.0,26800.0,2.0,0.0,2.0,4.0,8538.0,318.0,98.2,0.0,0.0,146.0,314.0,19.0,10.0,1.0,19.0,,9.0,,0.0,3.0,5.0,3.0,6.0,9.0,6.0,10.0,5.0,11.0,0.0,0.0,0.0,2.0,95.0,100.0,0.0,0.0,121378.0,93916.0,17500.0,94578.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90139598,,25500.0,25500.0,25500.0, 36 months,15.59,891.36,C,C5,,,OWN,113400.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90139598,,debt_consolidation,Debt consolidation,754xx,TX,23.8,3.0,Jul-1990,680.0,684.0,0.0,7.0,,12.0,0.0,15330.0,60.4,23.0,f,5927.15,5927.15,25827.35,25827.35,19572.85,6254.5,0.0,0.0,0.0,Mar-2019,891.36,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Joint App,113400.0,32.56,Not Verified,0.0,0.0,185031.0,0.0,3.0,0.0,1.0,20.0,52116.0,68.0,0.0,1.0,5248.0,67.0,22500.0,1.0,1.0,1.0,2.0,16821.0,3522.0,58.2,0.0,0.0,149.0,314.0,21.0,20.0,5.0,113.0,15.0,12.0,15.0,0.0,3.0,6.0,3.0,8.0,5.0,7.0,13.0,6.0,12.0,0.0,0.0,0.0,0.0,77.3,66.7,0.0,0.0,333958.0,67446.0,12900.0,104158.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90171980,,15650.0,15650.0,15650.0, 60 months,26.99,477.79,F,F3,SECURITY GUARD ,8 years,MORTGAGE,50000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90171980,,credit_card,Credit card refinancing,894xx,NV,29.91,1.0,Apr-1999,675.0,679.0,1.0,7.0,,14.0,0.0,27686.0,51.0,30.0,f,0.0,0.0,8510.53,8510.53,832.53,1123.0,0.0,6555.0,1179.9000000288002,Feb-2017,100.0,,Nov-2018,644.0,640.0,0.0,,1.0,Individual,,,,0.0,0.0,270910.0,2.0,2.0,4.0,6.0,6.0,32799.0,87.0,2.0,5.0,9631.0,66.0,54300.0,8.0,10.0,15.0,15.0,19351.0,12169.0,44.2,0.0,0.0,182.0,209.0,10.0,2.0,5.0,10.0,,1.0,7.0,0.0,1.0,3.0,5.0,6.0,12.0,11.0,13.0,3.0,14.0,0.0,0.0,0.0,7.0,96.7,20.0,0.0,0.0,302960.0,60485.0,21800.0,37530.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Nov-2018,COMPLETE,Sep-2017,6555.0,40.0,14.0
+90231201,,28000.0,28000.0,28000.0, 60 months,21.49,765.24,D,D5,Superintendent,8 years,MORTGAGE,69000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90231201,,debt_consolidation,Debt consolidation,230xx,VA,21.51,0.0,Jul-2004,695.0,699.0,0.0,,,12.0,0.0,13953.0,55.6,18.0,f,0.0,0.0,11183.17,11183.17,2861.14,4757.83,0.0,3564.2,641.5559999763,Aug-2017,765.24,,Feb-2018,539.0,535.0,0.0,,1.0,Joint App,108000.0,19.47,Not Verified,0.0,63.0,277499.0,0.0,3.0,0.0,1.0,14.0,26296.0,74.0,2.0,3.0,3798.0,66.0,25100.0,1.0,4.0,4.0,5.0,23125.0,493.0,94.9,0.0,0.0,146.0,130.0,9.0,9.0,3.0,9.0,,10.0,,0.0,4.0,7.0,4.0,4.0,7.0,8.0,8.0,7.0,12.0,0.0,0.0,0.0,3.0,100.0,100.0,0.0,0.0,300853.0,40249.0,9700.0,35678.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90427663,,15000.0,15000.0,15000.0, 60 months,17.99,380.82,D,D2,Manager,10+ years,RENT,110000.0,Source Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90427663,,debt_consolidation,Debt consolidation,917xx,CA,34.44,0.0,Oct-1998,665.0,669.0,0.0,30.0,,18.0,0.0,32587.0,77.0,46.0,f,9861.65,9861.65,10286.19,10286.19,5138.35,5128.8,19.04,0.0,0.0,Jan-2019,380.82,Apr-2019,Mar-2019,674.0,670.0,0.0,30.0,1.0,Individual,,,,0.0,0.0,223648.0,4.0,3.0,2.0,5.0,4.0,191061.0,,4.0,4.0,6199.0,77.0,42300.0,4.0,8.0,4.0,9.0,12425.0,982.0,92.3,0.0,0.0,126.0,215.0,1.0,1.0,0.0,8.0,30.0,6.0,30.0,0.0,5.0,11.0,5.0,10.0,22.0,15.0,24.0,11.0,18.0,0.0,0.0,0.0,6.0,97.8,80.0,0.0,0.0,245919.0,223648.0,12700.0,203619.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89907669,,12000.0,12000.0,12000.0, 36 months,12.79,403.12,C,C1,G. Manager,3 years,RENT,60000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89907669,,credit_card,Credit card refinancing,770xx,TX,20.9,0.0,Apr-2003,685.0,689.0,1.0,,,21.0,0.0,16220.0,48.2,29.0,f,2705.07,2705.07,11681.95,11681.95,9294.93,2387.02,0.0,0.0,0.0,Mar-2019,403.12,Apr-2019,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,41820.0,3.0,2.0,1.0,3.0,4.0,25460.0,92.0,3.0,10.0,3786.0,67.0,71000.0,0.0,4.0,3.0,14.0,2091.0,48574.0,54.6,0.0,0.0,123.0,161.0,4.0,4.0,0.0,4.0,,6.0,,0.0,9.0,11.0,9.0,11.0,7.0,18.0,21.0,11.0,21.0,0.0,0.0,0.0,5.0,100.0,33.3,0.0,0.0,99718.0,41820.0,62000.0,27678.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90451180,,8000.0,8000.0,8000.0, 36 months,14.49,275.33,C,C4,Information Specialist,10+ years,RENT,60000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90451180,,debt_consolidation,Debt consolidation,982xx,WA,30.16,0.0,Dec-2006,660.0,664.0,0.0,,90.0,15.0,1.0,27344.0,63.3,22.0,f,0.0,0.0,3094.94,3094.94,1491.75,704.45,0.0,898.74,161.7732,Jun-2017,275.33,,Dec-2017,514.0,510.0,0.0,,1.0,Individual,,,,0.0,0.0,63303.0,3.0,2.0,1.0,1.0,10.0,35959.0,78.0,3.0,5.0,4985.0,71.0,43200.0,0.0,3.0,5.0,6.0,4220.0,5397.0,70.0,0.0,0.0,76.0,117.0,2.0,2.0,0.0,2.0,,10.0,,0.0,5.0,12.0,5.0,6.0,6.0,13.0,16.0,12.0,15.0,0.0,0.0,0.0,4.0,100.0,60.0,1.0,0.0,89128.0,63303.0,18000.0,45928.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90240895,,30000.0,30000.0,30000.0, 60 months,15.59,723.03,C,C5,Director of admin and finance,4 years,MORTGAGE,86000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90240895,,debt_consolidation,Debt consolidation,281xx,NC,26.34,2.0,Jul-1996,670.0,674.0,0.0,14.0,,17.0,0.0,20787.0,75.9,34.0,f,18352.86,18352.86,20941.89,20941.89,11647.14,9294.75,0.0,0.0,0.0,Mar-2019,723.03,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,154182.0,2.0,3.0,2.0,2.0,4.0,53964.0,96.0,1.0,1.0,5923.0,89.0,27400.0,1.0,0.0,1.0,3.0,9636.0,938.0,93.9,0.0,0.0,122.0,242.0,8.0,4.0,2.0,8.0,22.0,7.0,22.0,0.0,5.0,10.0,5.0,6.0,16.0,13.0,16.0,10.0,17.0,0.0,0.0,0.0,3.0,94.1,80.0,0.0,0.0,167206.0,74751.0,15500.0,56260.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90292156,,15000.0,15000.0,15000.0, 60 months,10.99,326.07,B,B4,Store Manager,10+ years,MORTGAGE,65000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90292156,,debt_consolidation,Debt consolidation,293xx,SC,19.93,0.0,Oct-2004,690.0,694.0,0.0,,53.0,20.0,1.0,17451.0,34.1,32.0,f,0.0,0.0,15706.536185377,15706.54,15000.0,706.54,0.0,0.0,0.0,Mar-2017,14425.16,,Aug-2018,789.0,785.0,0.0,,1.0,Individual,,,,0.0,0.0,97328.0,0.0,1.0,0.0,1.0,19.0,29365.0,,1.0,8.0,3746.0,34.0,51200.0,2.0,0.0,0.0,10.0,4866.0,25085.0,39.1,0.0,0.0,119.0,143.0,9.0,9.0,1.0,13.0,,13.0,,0.0,10.0,12.0,14.0,19.0,6.0,18.0,25.0,12.0,20.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,1.0,142619.0,46816.0,41200.0,36419.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88836890,,40000.0,40000.0,40000.0, 60 months,14.49,940.93,C,C4,Corporate Controller,6 years,RENT,200000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88836890,,debt_consolidation,Debt consolidation,330xx,FL,10.76,0.0,May-2000,680.0,684.0,0.0,,63.0,11.0,1.0,16391.0,45.4,26.0,f,24210.71,24210.71,27254.77,27254.77,15789.29,11465.48,0.0,0.0,0.0,Mar-2019,940.93,Apr-2019,Mar-2019,759.0,755.0,0.0,,1.0,Individual,,,,0.0,0.0,67211.0,1.0,5.0,2.0,2.0,4.0,50820.0,80.0,1.0,2.0,9241.0,68.0,36100.0,1.0,1.0,1.0,4.0,6721.0,13761.0,50.3,0.0,0.0,143.0,196.0,7.0,4.0,1.0,7.0,,4.0,,0.0,2.0,3.0,3.0,9.0,12.0,6.0,13.0,3.0,10.0,0.0,0.0,0.0,3.0,100.0,0.0,1.0,0.0,99309.0,67211.0,27700.0,63209.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90271793,,30000.0,30000.0,30000.0, 36 months,13.49,1017.92,C,C2,Project Manager,< 1 year,RENT,115000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90271793,,credit_card,Credit card refinancing,967xx,HI,22.25,0.0,Sep-2010,715.0,719.0,0.0,,,14.0,0.0,23744.0,43.1,23.0,w,6815.28,6815.28,29497.2,29497.2,23184.72,6312.48,0.0,0.0,0.0,Mar-2019,1017.92,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,47980.0,1.0,2.0,0.0,1.0,14.0,24236.0,41.0,3.0,5.0,10307.0,42.0,55100.0,1.0,0.0,1.0,6.0,3427.0,27856.0,46.0,0.0,0.0,60.0,72.0,1.0,1.0,0.0,1.0,,7.0,,0.0,5.0,5.0,9.0,11.0,3.0,12.0,20.0,5.0,14.0,0.0,0.0,0.0,3.0,100.0,11.1,0.0,0.0,114216.0,47980.0,51600.0,59116.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90413922,,25000.0,25000.0,25000.0, 60 months,12.79,566.15,C,C1,Operations Manager,4 years,MORTGAGE,100000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90413922,,home_improvement,Home improvement,531xx,WI,15.29,0.0,Dec-2004,725.0,729.0,1.0,59.0,,17.0,0.0,6872.0,6.8,33.0,f,14878.59,14878.59,16400.59,16400.59,10121.41,6279.18,0.0,0.0,0.0,Mar-2019,566.15,Apr-2019,Mar-2019,704.0,700.0,0.0,59.0,1.0,Joint App,150000.0,12.16,Not Verified,0.0,0.0,309800.0,1.0,2.0,2.0,2.0,2.0,37083.0,94.0,0.0,4.0,2918.0,31.0,101500.0,2.0,3.0,7.0,8.0,18224.0,62159.0,7.6,0.0,0.0,117.0,141.0,14.0,2.0,2.0,24.0,59.0,2.0,59.0,1.0,3.0,6.0,8.0,14.0,5.0,13.0,23.0,6.0,17.0,0.0,0.0,0.0,2.0,97.0,0.0,0.0,0.0,411677.0,44113.0,67300.0,39269.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90320243,,8000.0,8000.0,8000.0, 36 months,21.49,303.42,D,D5,Hha ,6 years,RENT,35000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90320243,,credit_card,Credit card refinancing,112xx,NY,25.21,1.0,Jun-2011,680.0,684.0,1.0,17.0,,10.0,0.0,4964.0,41.7,11.0,f,0.0,0.0,10786.8375677653,10786.84,8000.0,2786.84,0.0,0.0,0.0,Mar-2019,2300.63,,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,20974.0,3.0,2.0,2.0,3.0,3.0,16010.0,89.0,2.0,4.0,697.0,70.0,11900.0,1.0,1.0,2.0,7.0,2097.0,3972.0,27.8,0.0,0.0,18.0,63.0,1.0,1.0,0.0,1.0,,6.0,17.0,0.0,3.0,7.0,3.0,3.0,3.0,8.0,8.0,7.0,10.0,0.0,0.0,0.0,4.0,90.9,33.3,0.0,0.0,29905.0,20974.0,5500.0,18005.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90078227,,29900.0,29900.0,29900.0, 36 months,17.99,1080.81,D,D2,office manager,3 years,OWN,65000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90078227,,debt_consolidation,Debt consolidation,221xx,VA,21.16,0.0,Aug-1985,670.0,674.0,2.0,,58.0,22.0,1.0,18169.0,65.4,32.0,f,7131.51,7131.51,31343.49,31343.49,22768.49,8575.0,0.0,0.0,0.0,Mar-2019,1080.81,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,49309.0,4.0,1.0,1.0,1.0,4.0,31140.0,97.0,4.0,6.0,9612.0,82.0,27800.0,1.0,0.0,5.0,7.0,3082.0,2198.0,87.2,0.0,0.0,48.0,373.0,2.0,2.0,0.0,6.0,,1.0,,0.0,4.0,11.0,5.0,10.0,2.0,21.0,30.0,11.0,21.0,0.0,0.0,0.0,5.0,100.0,60.0,1.0,0.0,60084.0,49309.0,17200.0,32284.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90427586,,7000.0,7000.0,7000.0, 36 months,16.99,249.54,D,D1,Production specialist,10+ years,RENT,45000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90427586,,debt_consolidation,Debt consolidation,852xx,AZ,18.21,1.0,Jan-1992,665.0,669.0,0.0,7.0,,10.0,0.0,7905.0,54.9,21.0,f,0.0,0.0,8419.2345654474,8419.23,7000.0,1419.23,0.0,0.0,0.0,Aug-2018,154.01,,Mar-2019,724.0,720.0,0.0,41.0,1.0,Individual,,,,0.0,0.0,21700.0,1.0,2.0,2.0,2.0,7.0,13795.0,86.0,2.0,4.0,1207.0,71.0,14400.0,0.0,0.0,1.0,6.0,2170.0,2250.0,61.2,0.0,0.0,296.0,34.0,2.0,2.0,0.0,2.0,,12.0,7.0,2.0,4.0,7.0,4.0,4.0,12.0,8.0,9.0,7.0,10.0,0.0,0.0,0.0,4.0,85.7,75.0,0.0,0.0,30468.0,21700.0,5800.0,16068.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90571114,,10000.0,10000.0,10000.0, 36 months,17.99,361.48,D,D2,Director Business Development ,< 1 year,RENT,180000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90571114,,debt_consolidation,Debt consolidation,902xx,CA,21.04,0.0,Jan-2002,665.0,669.0,0.0,,87.0,11.0,3.0,68394.0,95.5,16.0,f,0.0,0.0,10996.470055795,10996.47,10000.0,996.47,0.0,0.0,0.0,May-2017,8837.58,,Mar-2019,594.0,590.0,0.0,,1.0,Individual,,,,0.0,0.0,112210.0,0.0,2.0,0.0,1.0,24.0,43816.0,66.0,0.0,3.0,14336.0,82.0,71600.0,0.0,2.0,0.0,4.0,10201.0,2031.0,95.8,0.0,0.0,176.0,150.0,18.0,18.0,0.0,18.0,,20.0,,0.0,7.0,8.0,7.0,7.0,7.0,9.0,9.0,8.0,11.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,3.0,137639.0,112210.0,48600.0,66039.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90114693,,6500.0,6500.0,6500.0, 36 months,11.49,214.32,B,B5,,,RENT,40000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90114693,,debt_consolidation,Debt consolidation,112xx,NY,9.6,0.0,Nov-2002,660.0,664.0,0.0,,70.0,13.0,1.0,5375.0,23.8,18.0,w,1444.12,1444.12,6211.13,6211.13,5055.88,1155.25,0.0,0.0,0.0,Mar-2019,214.32,Apr-2019,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,0.0,5375.0,1.0,0.0,0.0,0.0,,0.0,,3.0,8.0,1420.0,24.0,22600.0,0.0,0.0,1.0,8.0,413.0,9312.0,27.3,0.0,0.0,,166.0,6.0,6.0,0.0,6.0,,10.0,,0.0,5.0,12.0,6.0,7.0,0.0,13.0,18.0,12.0,13.0,0.0,0.0,0.0,3.0,100.0,0.0,1.0,0.0,22600.0,5375.0,12800.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521136,,28000.0,28000.0,28000.0, 36 months,15.59,978.74,C,C5,TABLE GAMES,10+ years,OWN,83000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521136,,car,Car financing,480xx,MI,19.32,0.0,Dec-1999,670.0,674.0,1.0,35.0,,9.0,0.0,15654.0,82.0,33.0,f,6554.77,6554.77,28380.73,28380.73,21445.23,6935.5,0.0,0.0,0.0,Mar-2019,978.74,Apr-2019,Dec-2018,599.0,595.0,0.0,35.0,1.0,Individual,,,,0.0,0.0,246649.0,1.0,1.0,0.0,0.0,39.0,24773.0,,3.0,4.0,5591.0,82.0,19100.0,1.0,0.0,2.0,4.0,27405.0,397.0,97.1,0.0,0.0,201.0,136.0,2.0,2.0,3.0,11.0,60.0,2.0,60.0,4.0,4.0,7.0,4.0,11.0,12.0,7.0,18.0,7.0,9.0,0.0,0.0,0.0,3.0,81.3,100.0,0.0,0.0,273953.0,40427.0,13900.0,43953.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90100511,,32625.0,32625.0,32625.0, 36 months,17.99,1179.31,D,D2,sales,8 years,RENT,68000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90100511,,debt_consolidation,Debt consolidation,953xx,CA,27.93,0.0,May-2004,700.0,704.0,1.0,31.0,109.0,7.0,1.0,15059.0,47.1,25.0,f,0.0,0.0,20788.99,20788.99,11513.44,6339.24,0.0,2936.31,528.535800026,Jan-2018,1179.31,,Jul-2018,559.0,555.0,0.0,,1.0,Individual,,,,0.0,0.0,42757.0,1.0,2.0,0.0,1.0,14.0,27698.0,60.0,1.0,1.0,3048.0,55.0,32000.0,0.0,2.0,1.0,2.0,6108.0,16677.0,31.4,0.0,0.0,148.0,119.0,2.0,2.0,1.0,2.0,36.0,1.0,31.0,0.0,4.0,5.0,4.0,11.0,9.0,5.0,15.0,5.0,7.0,0.0,0.0,0.0,1.0,80.0,25.0,1.0,0.0,78156.0,42757.0,24300.0,46156.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90412571,,4500.0,4500.0,4500.0, 36 months,18.99,164.93,D,D3,,,OWN,13308.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90412571,,debt_consolidation,Debt consolidation,992xx,WA,19.03,0.0,May-1997,670.0,674.0,0.0,,66.0,9.0,1.0,7508.0,29.2,19.0,w,0.0,0.0,2943.25,2943.25,1934.17,1009.08,0.0,0.0,0.0,Mar-2018,164.93,,Mar-2019,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,19861.0,0.0,1.0,0.0,0.0,108.0,12353.0,58.0,0.0,4.0,3480.0,42.0,25700.0,0.0,3.0,0.0,4.0,2207.0,7204.0,44.2,0.0,0.0,123.0,232.0,14.0,14.0,1.0,14.0,,19.0,,0.0,3.0,6.0,4.0,6.0,4.0,8.0,13.0,6.0,9.0,0.0,0.0,0.0,0.0,100.0,25.0,1.0,0.0,47081.0,19861.0,12900.0,21381.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90067546,,36000.0,36000.0,35950.0, 36 months,13.99,1230.22,C,C3,Lead Technical Account Specialist,10+ years,MORTGAGE,103000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90067546,,debt_consolidation,Debt consolidation,274xx,NC,20.81,1.0,Aug-1997,690.0,694.0,0.0,12.0,,20.0,0.0,48263.0,74.0,36.0,f,0.0,0.0,43515.5180144388,43455.08,36000.0,7515.52,0.0,0.0,0.0,Dec-2018,12788.0,,Dec-2018,784.0,780.0,0.0,,1.0,Individual,,,,0.0,0.0,269377.0,1.0,4.0,0.0,1.0,22.0,41736.0,58.0,1.0,3.0,9063.0,66.0,65200.0,2.0,0.0,0.0,4.0,14178.0,8728.0,83.0,0.0,0.0,229.0,199.0,2.0,2.0,1.0,2.0,,22.0,12.0,0.0,7.0,9.0,8.0,9.0,15.0,15.0,20.0,9.0,20.0,0.0,0.0,0.0,1.0,97.1,62.5,0.0,0.0,334538.0,89999.0,51200.0,71681.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90131367,,21000.0,21000.0,20950.0, 60 months,11.49,461.74,B,B5,Office Administrator,10+ years,MORTGAGE,47000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90131367,,debt_consolidation,Debt consolidation,631xx,MO,17.77,0.0,Jul-2000,760.0,764.0,1.0,,,6.0,0.0,2954.0,40.5,26.0,f,0.0,0.0,24016.999804195497,23959.82,21000.0,3017.0,0.0,0.0,0.0,Feb-2018,17104.3,,Jun-2018,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,183684.0,1.0,2.0,1.0,2.0,3.0,19729.0,52.0,0.0,0.0,2679.0,50.0,7300.0,4.0,1.0,7.0,3.0,30614.0,321.0,89.3,0.0,0.0,191.0,194.0,70.0,3.0,6.0,80.0,,1.0,,0.0,1.0,2.0,1.0,3.0,12.0,3.0,8.0,2.0,6.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,210918.0,22683.0,3000.0,37680.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90162230,,10000.0,10000.0,10000.0, 36 months,13.49,339.31,C,C2,Registered Nurse,< 1 year,RENT,62000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90162230,,major_purchase,Major purchase,335xx,FL,6.12,1.0,May-2001,675.0,679.0,0.0,12.0,,8.0,0.0,8614.0,59.8,12.0,f,0.0,0.0,11896.3730875381,11896.37,10000.0,1896.37,0.0,0.0,0.0,Sep-2018,4439.04,,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,13145.0,0.0,2.0,0.0,1.0,23.0,4531.0,74.0,2.0,4.0,5698.0,64.0,14400.0,2.0,0.0,3.0,5.0,1878.0,498.0,93.8,0.0,0.0,130.0,184.0,8.0,8.0,0.0,8.0,,11.0,,0.0,2.0,4.0,3.0,3.0,5.0,6.0,7.0,4.0,8.0,0.0,0.0,0.0,2.0,91.7,100.0,0.0,0.0,20565.0,13145.0,8000.0,6165.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90521151,,13000.0,13000.0,13000.0, 60 months,8.99,269.8,B,B1,route driver,9 years,MORTGAGE,50000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90521151,,debt_consolidation,Debt consolidation,563xx,MN,5.54,0.0,Sep-1999,755.0,759.0,1.0,78.0,,8.0,0.0,3312.0,11.0,22.0,f,0.0,0.0,13785.1082133895,13785.11,13000.0,785.11,0.0,0.0,0.0,Jun-2017,11903.0,,Mar-2019,799.0,795.0,0.0,,1.0,Individual,,,,0.0,0.0,118558.0,1.0,1.0,0.0,0.0,35.0,452.0,9.0,1.0,2.0,2590.0,11.0,30200.0,0.0,0.0,1.0,2.0,14820.0,20949.0,11.2,0.0,0.0,204.0,138.0,1.0,1.0,1.0,53.0,,1.0,78.0,0.0,2.0,3.0,4.0,8.0,7.0,6.0,14.0,3.0,8.0,0.0,0.0,0.0,1.0,95.5,0.0,0.0,0.0,163800.0,3764.0,23600.0,4800.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90414630,,10000.0,10000.0,10000.0, 36 months,12.79,335.93,C,C1,Assistant Branch Manager,7 years,RENT,65000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90414630,,debt_consolidation,Debt consolidation,114xx,NY,14.07,1.0,Apr-2000,665.0,669.0,1.0,7.0,,13.0,0.0,8891.0,46.1,28.0,f,0.0,0.0,11382.6098600735,11382.61,10000.0,1382.61,0.0,0.0,0.0,May-2018,2842.98,,Jan-2019,704.0,700.0,0.0,46.0,1.0,Individual,,,,0.0,613.0,17562.0,1.0,1.0,1.0,1.0,7.0,8671.0,81.0,2.0,3.0,3308.0,58.0,19300.0,1.0,0.0,4.0,4.0,1464.0,7174.0,54.9,0.0,0.0,7.0,197.0,4.0,4.0,0.0,4.0,68.0,4.0,7.0,2.0,6.0,8.0,8.0,13.0,1.0,12.0,26.0,8.0,13.0,0.0,0.0,0.0,3.0,81.5,12.5,0.0,0.0,30064.0,17562.0,15900.0,10764.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90412931,,22500.0,22500.0,22500.0, 36 months,16.99,802.08,D,D1,Engineering Tech,3 years,MORTGAGE,45000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90412931,,home_improvement,Home improvement,853xx,AZ,2.45,0.0,Sep-2007,725.0,729.0,0.0,38.0,,5.0,0.0,1060.0,11.5,8.0,f,0.0,0.0,28225.816155661098,28225.82,22500.0,5725.82,0.0,0.0,0.0,Oct-2018,9650.56,,Mar-2019,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,184550.0,2.0,2.0,0.0,0.0,72.0,5066.0,85.0,1.0,1.0,1060.0,40.0,9200.0,2.0,0.0,2.0,2.0,36910.0,4640.0,18.6,0.0,0.0,108.0,107.0,5.0,5.0,1.0,107.0,38.0,5.0,38.0,0.0,1.0,1.0,1.0,1.0,5.0,2.0,2.0,1.0,5.0,0.0,0.0,0.0,2.0,85.7,0.0,0.0,0.0,194463.0,6126.0,5700.0,5990.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90415753,,10000.0,10000.0,10000.0, 36 months,13.49,339.31,C,C2,Supervisor,10+ years,MORTGAGE,90000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90415753,,credit_card,Credit card refinancing,802xx,CO,14.84,0.0,Apr-1995,665.0,669.0,0.0,53.0,64.0,10.0,1.0,15428.0,73.8,18.0,f,2271.65,2271.65,9832.5,9832.5,7728.35,2104.15,0.0,0.0,0.0,Mar-2019,339.31,Apr-2019,Mar-2019,639.0,635.0,0.0,57.0,1.0,Individual,,,,0.0,0.0,36198.0,3.0,3.0,3.0,3.0,3.0,20770.0,92.0,1.0,2.0,7219.0,83.0,20900.0,2.0,1.0,3.0,5.0,3620.0,1482.0,90.8,0.0,0.0,257.0,206.0,3.0,3.0,0.0,3.0,62.0,4.0,53.0,1.0,5.0,7.0,5.0,8.0,5.0,7.0,11.0,7.0,10.0,0.0,0.0,0.0,4.0,83.3,60.0,0.0,0.0,43507.0,36198.0,16100.0,22607.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90278515,,29900.0,29900.0,29850.0, 36 months,17.99,1080.81,D,D2,Manager,10+ years,RENT,65000.0,Verified,Oct-2016,Late (16-30 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90278515,,debt_consolidation,Debt consolidation,440xx,OH,16.32,1.0,Nov-1989,685.0,689.0,0.0,23.0,,7.0,0.0,11333.0,44.6,16.0,f,8091.02,8077.49,30232.8,30182.24,21808.98,8423.82,0.0,0.0,0.0,Feb-2019,1080.81,Apr-2019,Mar-2019,614.0,610.0,0.0,,1.0,Individual,,,,0.0,0.0,24134.0,0.0,1.0,0.0,1.0,14.0,12801.0,80.0,0.0,0.0,3552.0,58.0,25400.0,1.0,0.0,0.0,1.0,3448.0,13467.0,45.7,0.0,0.0,124.0,322.0,97.0,14.0,0.0,157.0,23.0,14.0,23.0,0.0,5.0,5.0,5.0,10.0,4.0,6.0,12.0,5.0,7.0,0.0,0.0,0.0,0.0,87.5,80.0,0.0,0.0,41386.0,24134.0,24800.0,15986.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90180619,,15000.0,15000.0,15000.0, 36 months,16.99,534.72,D,D1,Project manager,< 1 year,RENT,50000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90180619,,debt_consolidation,Debt consolidation,207xx,MD,19.15,2.0,Aug-2007,675.0,679.0,0.0,23.0,,7.0,0.0,9893.0,45.6,11.0,f,3539.6,3539.6,15492.72,15492.72,11460.4,4032.32,0.0,0.0,0.0,Mar-2019,534.72,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,29111.0,0.0,1.0,0.0,0.0,28.0,19218.0,67.0,1.0,1.0,5914.0,58.0,21700.0,0.0,0.0,1.0,1.0,4159.0,6821.0,58.7,0.0,0.0,28.0,109.0,9.0,9.0,0.0,9.0,,7.0,23.0,0.0,3.0,4.0,3.0,5.0,1.0,6.0,10.0,4.0,7.0,0.0,0.0,0.0,1.0,72.7,33.3,0.0,0.0,50506.0,29111.0,16500.0,28806.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90130194,,5000.0,5000.0,5000.0, 36 months,12.79,167.97,C,C1,,,OWN,26000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90130194,,home_improvement,Home improvement,765xx,TX,30.56,0.0,Nov-1998,670.0,674.0,1.0,26.0,64.0,16.0,1.0,3946.0,16.4,36.0,f,0.0,0.0,5664.4881353231,5664.49,5000.0,664.49,0.0,0.0,0.0,Jan-2018,3316.46,,Mar-2019,679.0,675.0,0.0,26.0,1.0,Individual,,,,0.0,0.0,22717.0,4.0,1.0,1.0,2.0,8.0,18771.0,89.0,8.0,12.0,1077.0,50.0,24000.0,1.0,0.0,3.0,14.0,1514.0,10065.0,22.0,0.0,0.0,128.0,202.0,1.0,1.0,1.0,6.0,,5.0,26.0,1.0,5.0,9.0,6.0,11.0,10.0,15.0,25.0,9.0,16.0,0.0,0.0,0.0,9.0,97.0,0.0,1.0,0.0,45118.0,22717.0,12900.0,21118.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88896392,,9000.0,9000.0,9000.0, 36 months,15.59,314.6,C,C5,RN,2 years,RENT,65000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88896392,,debt_consolidation,Debt consolidation,897xx,NV,26.2,0.0,Jan-2010,680.0,684.0,2.0,,,17.0,0.0,17641.0,39.0,18.0,f,0.0,0.0,11173.0353124495,11173.04,9000.0,2173.04,0.0,0.0,0.0,Mar-2019,1772.04,,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,71873.0,3.0,5.0,0.0,1.0,14.0,54232.0,83.0,5.0,6.0,8023.0,55.0,45200.0,7.0,0.0,7.0,7.0,4228.0,17378.0,39.0,0.0,0.0,68.0,80.0,1.0,1.0,0.0,1.0,,2.0,,0.0,3.0,7.0,6.0,6.0,6.0,12.0,12.0,7.0,17.0,0.0,0.0,0.0,5.0,100.0,0.0,0.0,0.0,109623.0,71873.0,28500.0,64423.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90271438,,15175.0,15175.0,15175.0, 60 months,17.99,385.27,D,D2,correctional officer,10+ years,MORTGAGE,98600.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90271438,,debt_consolidation,Debt consolidation,995xx,AK,20.86,0.0,Aug-2006,705.0,709.0,2.0,,,13.0,0.0,10304.0,48.6,23.0,w,0.0,0.0,16694.2974029536,16694.3,15175.0,1519.3,0.0,0.0,0.0,Apr-2017,14783.12,,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,309143.0,1.0,3.0,3.0,6.0,4.0,69893.0,93.0,0.0,4.0,5463.0,70.0,21200.0,6.0,14.0,3.0,11.0,25762.0,137.0,97.6,0.0,0.0,121.0,116.0,13.0,4.0,1.0,13.0,,2.0,,0.0,1.0,5.0,1.0,2.0,12.0,9.0,10.0,5.0,13.0,0.0,0.0,0.0,3.0,100.0,100.0,0.0,0.0,336538.0,80197.0,5600.0,80196.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90441191,,20000.0,20000.0,20000.0, 36 months,14.49,688.33,C,C4,Owner,8 years,RENT,75000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90441191,,debt_consolidation,Debt consolidation,061xx,CT,14.39,0.0,Dec-1998,695.0,699.0,1.0,,,5.0,0.0,31350.0,83.6,21.0,f,0.0,0.0,21700.4220547207,21700.42,20000.0,1700.42,0.0,0.0,0.0,May-2017,17586.54,,May-2017,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,36688.0,0.0,0.0,0.0,0.0,125.0,0.0,,0.0,1.0,20941.0,82.0,37500.0,0.0,0.0,1.0,1.0,7338.0,2227.0,93.0,0.0,0.0,125.0,213.0,19.0,19.0,3.0,19.0,,6.0,,0.0,3.0,4.0,3.0,7.0,1.0,4.0,15.0,4.0,5.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,44879.0,36688.0,32000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90170498,,5000.0,5000.0,5000.0, 36 months,13.49,169.66,C,C2,Referral coordinator ,10+ years,MORTGAGE,35500.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90170498,,medical,Medical expenses,629xx,IL,29.85,1.0,Mar-1996,660.0,664.0,0.0,11.0,117.0,6.0,1.0,17153.0,90.3,29.0,f,1135.65,1135.65,4916.39,4916.39,3864.35,1052.04,0.0,0.0,0.0,Mar-2019,169.66,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,98888.0,1.0,1.0,1.0,1.0,5.0,27304.0,96.0,1.0,3.0,7423.0,94.0,19000.0,4.0,3.0,6.0,4.0,19778.0,77.0,99.0,0.0,0.0,116.0,246.0,8.0,5.0,1.0,23.0,,5.0,,0.0,1.0,3.0,1.0,7.0,13.0,4.0,15.0,3.0,6.0,0.0,0.0,0.0,2.0,89.7,100.0,1.0,0.0,126709.0,44457.0,7500.0,28509.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90222118,,16200.0,16200.0,16200.0, 60 months,12.79,366.87,C,C1,Tax senior,2 years,RENT,52000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90222118,,credit_card,Credit card refinancing,146xx,NY,19.9,0.0,May-2008,715.0,719.0,0.0,29.0,,8.0,0.0,14680.0,53.4,13.0,f,9641.17,9641.17,10691.03,10691.03,6558.83,4132.2,0.0,0.0,0.0,Mar-2019,366.87,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,39039.0,0.0,2.0,0.0,0.0,26.0,24359.0,76.0,1.0,1.0,12034.0,66.0,27500.0,0.0,0.0,0.0,1.0,4880.0,10320.0,58.7,0.0,0.0,43.0,100.0,8.0,8.0,0.0,8.0,29.0,,29.0,0.0,2.0,2.0,4.0,9.0,2.0,6.0,11.0,2.0,8.0,0.0,0.0,0.0,1.0,92.3,25.0,0.0,0.0,59624.0,39039.0,25000.0,32124.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90410106,,18000.0,18000.0,18000.0, 36 months,17.99,650.66,D,D2,Special education teacher,1 year,MORTGAGE,50000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90410106,,debt_consolidation,Debt consolidation,025xx,MA,19.16,0.0,Oct-2005,665.0,669.0,2.0,,,16.0,0.0,6373.0,45.5,20.0,f,0.0,0.0,20549.4038941139,20549.4,18000.0,2549.4,0.0,0.0,0.0,Aug-2017,14711.45,,Aug-2017,634.0,630.0,0.0,,1.0,Individual,,,,0.0,0.0,81467.0,1.0,6.0,1.0,2.0,12.0,75094.0,113.0,2.0,6.0,1803.0,101.0,14000.0,2.0,0.0,3.0,8.0,5092.0,4931.0,52.6,0.0,0.0,102.0,131.0,6.0,6.0,0.0,6.0,,0.0,,0.0,5.0,9.0,5.0,6.0,9.0,10.0,11.0,9.0,16.0,0.0,0.0,0.0,3.0,100.0,20.0,0.0,0.0,80450.0,81467.0,10400.0,66450.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90427258,,35000.0,35000.0,34750.0, 60 months,25.69,1041.51,F,F1,production operator,10+ years,MORTGAGE,85000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90427258,,debt_consolidation,Debt consolidation,760xx,TX,27.7,1.0,Jun-2004,685.0,689.0,2.0,21.0,,11.0,0.0,4134.0,29.7,26.0,f,0.0,0.0,40249.4998654484,39962.0,35000.0,5249.5,0.0,0.0,0.0,May-2017,34025.42,,Oct-2018,539.0,535.0,0.0,,1.0,Joint App,111600.0,21.88,Not Verified,0.0,0.0,250403.0,4.0,3.0,3.0,7.0,7.0,91259.0,100.0,4.0,5.0,2786.0,68.0,13900.0,6.0,2.0,6.0,13.0,22764.0,7366.0,35.9,0.0,0.0,147.0,140.0,1.0,1.0,2.0,2.0,,1.0,,0.0,4.0,4.0,6.0,8.0,14.0,7.0,10.0,4.0,11.0,0.0,0.0,0.0,8.0,92.3,33.3,0.0,0.0,277020.0,95393.0,11500.0,107120.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90301545,,25000.0,25000.0,25000.0, 36 months,16.99,891.2,D,D1,Service tech,5 years,RENT,105000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90301545,,debt_consolidation,Debt consolidation,770xx,TX,7.33,6.0,Oct-1999,680.0,684.0,0.0,23.0,,12.0,0.0,12561.0,35.1,17.0,f,5899.33,5899.33,25986.38,25986.38,19100.67,6885.71,0.0,0.0,0.0,Mar-2019,891.2,Apr-2019,Mar-2019,679.0,675.0,0.0,23.0,1.0,Individual,,,,0.0,0.0,36079.0,2.0,6.0,0.0,0.0,90.0,23518.0,115.0,3.0,3.0,10071.0,64.0,35800.0,0.0,0.0,0.0,3.0,3007.0,15239.0,45.2,0.0,0.0,203.0,91.0,0.0,0.0,0.0,3.0,77.0,14.0,77.0,7.0,4.0,4.0,4.0,5.0,7.0,6.0,10.0,4.0,12.0,0.0,0.0,6.0,3.0,76.9,25.0,0.0,0.0,56253.0,36079.0,27800.0,20453.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90149378,,7500.0,7500.0,7500.0, 36 months,13.49,254.48,C,C2,Project Manager ,3 years,OWN,92500.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90149378,,home_improvement,Home improvement,071xx,NJ,13.06,2.0,Nov-2000,665.0,669.0,0.0,17.0,,10.0,0.0,12756.0,78.7,14.0,f,0.0,0.0,2030.22,2030.22,1416.12,614.1,0.0,0.0,0.0,Jun-2017,254.48,,Feb-2019,519.0,515.0,0.0,,1.0,Individual,,,,0.0,0.0,28978.0,0.0,2.0,1.0,2.0,10.0,16222.0,59.0,1.0,2.0,5503.0,66.0,16200.0,2.0,3.0,2.0,4.0,3622.0,2766.0,81.2,0.0,0.0,33.0,190.0,12.0,10.0,0.0,24.0,17.0,3.0,17.0,0.0,5.0,6.0,7.0,9.0,3.0,8.0,11.0,6.0,10.0,0.0,0.0,0.0,2.0,78.6,40.0,0.0,0.0,43792.0,28978.0,14700.0,27592.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90112071,,3000.0,3000.0,3000.0, 36 months,13.99,102.52,C,C3,,5 years,OWN,74000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90112071,,home_improvement,Home improvement,190xx,PA,2.4,0.0,Jun-2012,715.0,719.0,3.0,,,5.0,0.0,1380.0,11.1,6.0,f,685.24,685.24,2970.75,2970.75,2314.76,655.99,0.0,0.0,0.0,Mar-2019,102.52,Apr-2019,Mar-2019,559.0,555.0,0.0,,1.0,Individual,,,,0.0,0.0,274011.0,3.0,0.0,0.0,0.0,51.0,0.0,,2.0,4.0,247.0,11.0,12400.0,2.0,0.0,5.0,5.0,54802.0,8903.0,3.2,0.0,0.0,51.0,14.0,3.0,3.0,1.0,3.0,,0.0,,0.0,2.0,3.0,3.0,3.0,1.0,4.0,4.0,3.0,5.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,287229.0,1380.0,9200.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90252180,,5000.0,5000.0,5000.0, 36 months,12.79,167.97,C,C1,Office Manager,10+ years,RENT,40000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90252180,,debt_consolidation,Debt consolidation,062xx,CT,18.84,1.0,Mar-2001,665.0,669.0,3.0,18.0,87.0,10.0,1.0,6060.0,58.3,18.0,f,1127.0,1127.0,4888.41,4888.41,3873.0,1015.41,0.0,0.0,0.0,Mar-2019,167.97,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,868.0,30767.0,3.0,1.0,2.0,2.0,2.0,24707.0,100.0,2.0,4.0,2138.0,88.0,10400.0,3.0,1.0,9.0,6.0,3077.0,314.0,92.7,0.0,0.0,123.0,186.0,5.0,2.0,0.0,23.0,36.0,2.0,18.0,0.0,2.0,8.0,2.0,6.0,5.0,9.0,13.0,8.0,10.0,0.0,0.0,0.0,4.0,88.9,100.0,1.0,0.0,35107.0,30767.0,4300.0,24707.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89834185,,25000.0,25000.0,25000.0, 36 months,15.59,873.88,C,C5,Sr. Buyer ,3 years,RENT,77000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89834185,,credit_card,Credit card refinancing,024xx,MA,16.44,0.0,Jun-2006,680.0,684.0,0.0,,,8.0,0.0,31740.0,96.2,16.0,f,0.0,0.0,29556.603838518902,29556.6,25000.0,4556.6,0.0,0.0,0.0,Mar-2018,15509.56,,Mar-2018,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,37690.0,1.0,5.0,0.0,0.0,74.0,5950.0,35.0,1.0,2.0,24836.0,75.0,33000.0,0.0,1.0,0.0,2.0,4711.0,1260.0,96.2,0.0,0.0,123.0,96.0,4.0,4.0,0.0,4.0,,,,0.0,3.0,3.0,3.0,3.0,13.0,3.0,3.0,3.0,8.0,0.0,0.0,0.0,1.0,100.0,66.7,0.0,0.0,50172.0,37690.0,33000.0,17172.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90412122,,11500.0,11500.0,11500.0, 36 months,18.99,421.49,D,D3,,,RENT,28752.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90412122,,debt_consolidation,Debt consolidation,234xx,VA,19.7,0.0,Jun-1997,705.0,709.0,0.0,68.0,,10.0,0.0,6855.0,49.7,18.0,f,2772.03,2772.03,12211.08,12211.08,8727.97,3483.11,0.0,0.0,0.0,Mar-2019,421.49,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,20646.0,0.0,1.0,0.0,1.0,14.0,13791.0,84.0,0.0,0.0,4488.0,69.0,13800.0,0.0,1.0,0.0,1.0,2294.0,4145.0,62.3,0.0,0.0,92.0,231.0,34.0,14.0,0.0,45.0,,,68.0,0.0,5.0,5.0,6.0,10.0,2.0,9.0,15.0,5.0,10.0,0.0,0.0,0.0,0.0,94.4,16.7,0.0,0.0,30157.0,20646.0,11000.0,16357.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90210347,,14000.0,14000.0,14000.0, 60 months,18.99,363.1,D,D3,IT Support Analyst,2 years,MORTGAGE,80000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90210347,,debt_consolidation,Debt consolidation,328xx,FL,22.65,1.0,Oct-2004,675.0,679.0,0.0,18.0,,37.0,0.0,17867.0,33.1,57.0,f,8841.62,8841.62,10515.13,10515.13,5158.38,5356.75,0.0,0.0,0.0,Mar-2019,363.1,Apr-2019,Mar-2019,639.0,635.0,0.0,18.0,1.0,Individual,,,,0.0,0.0,242359.0,2.0,19.0,0.0,1.0,24.0,109953.0,89.0,3.0,5.0,5630.0,72.0,53900.0,0.0,1.0,0.0,6.0,6925.0,21286.0,45.3,0.0,0.0,142.0,143.0,0.0,0.0,4.0,4.0,,,,3.0,8.0,9.0,13.0,16.0,22.0,17.0,31.0,9.0,37.0,0.0,0.0,1.0,3.0,94.7,16.7,0.0,0.0,351812.0,127820.0,38900.0,123512.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90221688,,7200.0,7200.0,7200.0, 36 months,15.59,251.68,C,C5,Customer Service Representative,1 year,RENT,32000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90221688,,credit_card,Credit card refinancing,554xx,MN,27.16,0.0,Jan-2003,665.0,669.0,1.0,,64.0,14.0,2.0,8587.0,62.7,29.0,f,0.0,0.0,1841.01,1841.01,644.99,355.49,0.0,840.53,151.2954,Feb-2017,251.68,,Aug-2017,564.0,560.0,0.0,,1.0,Individual,,,,0.0,0.0,51421.0,0.0,8.0,0.0,4.0,14.0,42834.0,108.0,4.0,7.0,4693.0,96.0,13700.0,0.0,5.0,2.0,11.0,3673.0,175.0,97.2,0.0,0.0,164.0,67.0,7.0,7.0,0.0,19.0,,2.0,,0.0,2.0,5.0,2.0,5.0,18.0,6.0,11.0,5.0,14.0,0.0,0.0,0.0,4.0,100.0,100.0,2.0,0.0,53423.0,51421.0,6300.0,39723.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90414499,,18400.0,18400.0,18400.0, 36 months,16.99,655.92,D,D1,Owner,6 years,MORTGAGE,40000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90414499,,debt_consolidation,Debt consolidation,728xx,AR,15.39,0.0,May-2006,710.0,714.0,1.0,,,10.0,0.0,14720.0,37.2,15.0,f,0.0,0.0,20774.8215229666,20774.82,18400.0,2374.82,0.0,0.0,0.0,Aug-2017,14888.91,,Jun-2018,714.0,710.0,0.0,,1.0,Individual,,,,0.0,3121.0,45184.0,0.0,1.0,1.0,1.0,8.0,5314.0,87.0,1.0,1.0,6136.0,44.0,39600.0,0.0,1.0,4.0,2.0,4518.0,17965.0,34.4,0.0,0.0,87.0,117.0,12.0,8.0,2.0,12.0,,1.0,,0.0,3.0,5.0,6.0,7.0,2.0,8.0,11.0,5.0,10.0,0.0,0.0,0.0,2.0,100.0,16.7,0.0,0.0,77762.0,20034.0,27400.0,6129.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90172039,,7000.0,7000.0,7000.0, 36 months,16.99,249.54,D,D1,Lab Assoc,10+ years,OWN,46000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90172039,,vacation,Vacation,150xx,PA,27.34,0.0,Jul-2004,690.0,694.0,1.0,42.0,,14.0,0.0,42536.0,12.2,28.0,f,1652.91,1652.91,7230.05,7230.05,5347.09,1882.96,0.0,0.0,0.0,Mar-2019,249.54,Apr-2019,Mar-2019,529.0,525.0,0.0,44.0,1.0,Individual,,,,0.0,0.0,116763.0,9.0,2.0,4.0,4.0,2.0,24144.0,80.0,11.0,13.0,2074.0,52.0,61300.0,1.0,2.0,6.0,18.0,8340.0,16294.0,13.8,0.0,0.0,146.0,75.0,0.0,0.0,1.0,4.0,59.0,2.0,59.0,4.0,5.0,6.0,7.0,9.0,12.0,11.0,15.0,6.0,14.0,0.0,0.0,0.0,15.0,82.1,0.0,0.0,0.0,142546.0,66680.0,18900.0,30246.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90124427,,18000.0,18000.0,18000.0, 36 months,13.49,610.75,C,C2,district manager,10+ years,MORTGAGE,135000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90124427,,major_purchase,Major purchase,029xx,RI,29.99,0.0,Dec-2003,690.0,694.0,1.0,,,17.0,0.0,49453.0,59.9,31.0,f,0.0,0.0,19287.319152495802,19287.32,18000.0,1287.32,0.0,0.0,0.0,May-2017,157.31,,Dec-2018,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,393691.0,2.0,5.0,1.0,3.0,2.0,84145.0,53.0,2.0,2.0,14557.0,57.0,82500.0,3.0,3.0,2.0,5.0,24606.0,31322.0,60.3,0.0,0.0,121.0,153.0,6.0,2.0,4.0,6.0,,2.0,,0.0,8.0,9.0,8.0,11.0,11.0,10.0,16.0,9.0,17.0,0.0,0.0,0.0,3.0,100.0,25.0,0.0,0.0,516535.0,133598.0,78900.0,115085.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89968547,,16000.0,16000.0,16000.0, 36 months,16.99,570.37,D,D1,Systems Analyst,7 years,MORTGAGE,81000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89968547,,debt_consolidation,Debt consolidation,460xx,IN,26.25,0.0,May-1996,680.0,684.0,2.0,26.0,25.0,17.0,2.0,8300.0,32.0,55.0,f,0.0,0.0,19996.1245427923,19996.12,16000.0,3996.12,0.0,0.0,0.0,Oct-2018,19.1,,Mar-2019,644.0,640.0,0.0,32.0,1.0,Individual,,,,0.0,0.0,186253.0,5.0,5.0,4.0,6.0,2.0,46206.0,84.0,2.0,5.0,3823.0,68.0,25900.0,4.0,5.0,6.0,11.0,10956.0,9682.0,36.7,0.0,0.0,212.0,244.0,2.0,2.0,3.0,2.0,,2.0,,7.0,4.0,8.0,6.0,10.0,30.0,11.0,22.0,8.0,17.0,0.0,0.0,0.0,6.0,83.3,16.7,0.0,2.0,219199.0,54506.0,15300.0,54801.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90276664,,18000.0,18000.0,18000.0, 60 months,8.99,373.57,B,B1,Corrections Officer,10+ years,MORTGAGE,106000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90276664,,home_improvement,Home improvement,564xx,MN,9.26,0.0,Sep-2001,730.0,734.0,0.0,,,9.0,0.0,5056.0,42.1,16.0,f,0.0,0.0,10731.34,10731.34,2214.0,1139.14,0.0,7378.2,1328.076,Jul-2017,373.57,,Aug-2018,614.0,610.0,0.0,,1.0,Individual,,,,0.0,0.0,143360.0,2.0,3.0,1.0,2.0,3.0,23767.0,75.0,1.0,1.0,4335.0,66.0,12000.0,1.0,1.0,0.0,4.0,15929.0,5560.0,46.5,0.0,0.0,135.0,180.0,2.0,2.0,1.0,2.0,,13.0,,0.0,3.0,4.0,3.0,6.0,7.0,5.0,8.0,4.0,9.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,161165.0,28823.0,10400.0,31921.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Mar-2018,COMPLETE,Feb-2018,7378.2,45.0,1.0
+90191920,,20000.0,20000.0,20000.0, 36 months,12.79,671.86,C,C1,System Administrato,2 years,RENT,80000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90191920,,debt_consolidation,Debt consolidation,799xx,TX,16.26,0.0,Oct-2000,660.0,664.0,0.0,38.0,,6.0,0.0,14490.0,52.5,20.0,f,0.0,0.0,21115.1276951798,21115.13,20000.0,1115.13,0.0,0.0,0.0,Mar-2017,18441.9,,Jul-2018,699.0,695.0,0.0,38.0,1.0,Individual,,,,0.0,0.0,66929.0,0.0,1.0,1.0,1.0,7.0,52439.0,,2.0,3.0,4848.0,53.0,27600.0,0.0,2.0,0.0,4.0,11155.0,5391.0,58.8,0.0,0.0,127.0,191.0,7.0,7.0,0.0,27.0,,22.0,,1.0,2.0,3.0,3.0,4.0,8.0,5.0,11.0,3.0,6.0,0.0,0.0,0.0,3.0,90.0,33.3,0.0,0.0,82371.0,66929.0,13100.0,54771.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90122081,,7000.0,7000.0,7000.0, 36 months,13.99,239.21,C,C3,,,MORTGAGE,30000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90122081,,credit_card,Credit card refinancing,112xx,NY,11.76,0.0,Jan-1991,665.0,669.0,2.0,70.0,64.0,9.0,1.0,5924.0,31.1,26.0,f,0.0,0.0,8348.7498460761,8348.75,7000.0,1333.75,15.0000000857,0.0,0.0,Aug-2018,3115.78,,Jan-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,5924.0,3.0,0.0,0.0,0.0,135.0,0.0,,5.0,6.0,2687.0,31.0,16100.0,0.0,0.0,4.0,6.0,658.0,3602.0,48.8,0.0,0.0,135.0,307.0,1.0,1.0,0.0,5.0,,1.0,70.0,0.0,4.0,8.0,4.0,13.0,1.0,9.0,24.0,8.0,9.0,0.0,0.0,0.0,5.0,95.5,75.0,1.0,0.0,16100.0,5924.0,8300.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90078040,,15000.0,15000.0,15000.0, 60 months,13.99,348.95,C,C3,Administrative Assistant,10+ years,MORTGAGE,64000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90078040,,debt_consolidation,Debt consolidation,453xx,OH,34.7,0.0,Apr-2003,690.0,694.0,3.0,25.0,,15.0,0.0,10663.0,43.9,35.0,f,0.0,0.0,17678.3501661063,17678.35,15000.0,2678.35,0.0,0.0,0.0,Mar-2018,12124.3,,Feb-2019,739.0,735.0,0.0,98.0,1.0,Individual,,,,0.0,0.0,190399.0,1.0,9.0,1.0,2.0,6.0,100743.0,97.0,2.0,2.0,4125.0,82.0,24300.0,9.0,2.0,15.0,4.0,12693.0,12020.0,37.7,0.0,0.0,145.0,161.0,7.0,6.0,4.0,7.0,98.0,1.0,98.0,1.0,3.0,4.0,4.0,9.0,18.0,5.0,13.0,4.0,15.0,0.0,0.0,0.0,3.0,85.3,0.0,0.0,0.0,217901.0,111406.0,19300.0,108333.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90177899,,11050.0,11050.0,11050.0, 36 months,17.99,399.43,D,D2,personal trainer,5 years,OWN,40000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90177899,,other,Other,451xx,OH,4.11,1.0,Aug-2007,670.0,674.0,0.0,22.0,,7.0,0.0,4116.0,22.7,13.0,f,2395.34,2395.34,11772.43,11772.43,8654.66,3117.77,0.0,0.0,0.0,Mar-2019,399.43,Apr-2019,Mar-2019,764.0,760.0,0.0,58.0,1.0,Individual,,,,0.0,19970.0,123768.0,0.0,0.0,0.0,0.0,98.0,0.0,,0.0,0.0,3691.0,23.0,18100.0,0.0,0.0,1.0,0.0,17681.0,3809.0,49.2,0.0,0.0,101.0,109.0,25.0,25.0,1.0,28.0,58.0,3.0,22.0,1.0,1.0,2.0,2.0,5.0,2.0,6.0,10.0,2.0,7.0,0.0,0.0,0.0,0.0,83.3,50.0,0.0,0.0,157500.0,4116.0,7500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90197017,,19475.0,19475.0,19425.0, 60 months,24.49,565.81,E,E3,SECURITY,10+ years,RENT,46402.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90197017,,home_improvement,Home improvement,783xx,TX,25.63,0.0,Jul-2006,660.0,664.0,0.0,58.0,,8.0,0.0,3896.0,41.9,45.0,f,0.0,0.0,13552.94,13518.14,5138.6,8414.34,0.0,0.0,0.0,Oct-2018,565.81,,Mar-2019,624.0,620.0,0.0,,1.0,Individual,,,,0.0,0.0,40716.0,1.0,3.0,5.0,13.0,5.0,36820.0,92.0,0.0,3.0,1911.0,83.0,9300.0,3.0,8.0,5.0,16.0,5090.0,3889.0,32.9,0.0,0.0,122.0,45.0,16.0,5.0,0.0,20.0,,3.0,,0.0,1.0,4.0,2.0,2.0,39.0,5.0,6.0,4.0,8.0,0.0,0.0,0.0,5.0,97.8,0.0,0.0,0.0,49130.0,40716.0,5800.0,39830.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90215360,,20000.0,20000.0,20000.0, 36 months,13.99,683.46,C,C3,Corporate Marketing Manager,2 years,RENT,90000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90215360,,debt_consolidation,Debt consolidation,333xx,FL,11.13,0.0,Jan-2004,660.0,664.0,0.0,66.0,,15.0,0.0,30460.0,73.4,32.0,f,0.0,0.0,23249.837410045697,23249.84,20000.0,3249.84,0.0,0.0,0.0,Feb-2018,12935.76,,Mar-2019,684.0,680.0,0.0,66.0,1.0,Individual,,,,0.0,0.0,30460.0,0.0,0.0,0.0,1.0,24.0,0.0,,0.0,3.0,8985.0,73.0,41500.0,0.0,0.0,0.0,4.0,2176.0,8823.0,77.1,0.0,0.0,148.0,152.0,16.0,16.0,0.0,18.0,,,,1.0,9.0,11.0,12.0,17.0,8.0,15.0,23.0,11.0,15.0,0.0,0.0,0.0,0.0,96.8,58.3,0.0,0.0,41500.0,30460.0,38600.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90292068,,7500.0,7500.0,7500.0, 36 months,13.99,256.3,C,C3,Retail Sales Associate,2 years,RENT,45000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90292068,,credit_card,Credit card refinancing,922xx,CA,13.49,0.0,Feb-2012,690.0,694.0,0.0,,,10.0,0.0,9567.0,30.9,17.0,f,0.0,0.0,2557.17,2557.17,1780.03,777.14,0.0,0.0,0.0,Aug-2017,256.3,,May-2018,499.0,0.0,1.0,,1.0,Individual,,,,0.0,54.0,31145.0,3.0,1.0,1.0,1.0,4.0,21578.0,97.0,4.0,6.0,2431.0,58.0,31000.0,0.0,0.0,1.0,7.0,3115.0,15930.0,23.8,0.0,0.0,4.0,55.0,3.0,3.0,0.0,3.0,,4.0,,0.0,3.0,4.0,4.0,5.0,1.0,9.0,16.0,4.0,10.0,0.0,0.0,0.0,5.0,100.0,25.0,0.0,0.0,53331.0,31145.0,20900.0,22331.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90152214,,20000.0,20000.0,20000.0, 36 months,13.99,683.46,C,C3,plant manager,2 years,MORTGAGE,135000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90152214,,debt_consolidation,Debt consolidation,328xx,FL,25.86,0.0,Aug-2001,670.0,674.0,1.0,,,18.0,0.0,30221.0,80.6,39.0,f,4568.51,4568.51,19804.8,19804.8,15431.49,4373.31,0.0,0.0,0.0,Mar-2019,683.46,Apr-2019,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,570804.0,4.0,5.0,2.0,3.0,2.0,34978.0,55.0,3.0,3.0,7348.0,63.0,37500.0,0.0,4.0,1.0,7.0,33577.0,2763.0,90.6,0.0,0.0,153.0,181.0,1.0,1.0,5.0,6.0,,2.0,,0.0,6.0,9.0,6.0,8.0,15.0,10.0,18.0,9.0,18.0,0.0,0.0,0.0,5.0,100.0,83.3,0.0,0.0,628574.0,68305.0,29300.0,64205.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89063139,,35000.0,35000.0,35000.0, 36 months,17.99,1265.16,D,D2,Managing Director,10+ years,MORTGAGE,500000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89063139,,credit_card,Credit card refinancing,606xx,IL,9.33,0.0,Aug-1995,680.0,684.0,4.0,,,15.0,0.0,311486.0,77.9,24.0,f,0.0,0.0,43533.8204049345,43533.82,35000.0,8533.82,0.0,0.0,0.0,Jul-2018,18265.6,,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,1277368.0,2.0,3.0,0.0,0.0,34.0,49074.0,55.0,2.0,4.0,15681.0,69.0,346800.0,1.0,6.0,4.0,5.0,85158.0,24628.0,65.7,0.0,0.0,151.0,253.0,4.0,4.0,5.0,4.0,,0.0,,0.0,6.0,10.0,7.0,7.0,4.0,11.0,14.0,10.0,15.0,0.0,0.0,0.0,2.0,100.0,71.4,0.0,0.0,1377471.0,360560.0,71800.0,88671.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90191767,,18000.0,18000.0,17975.0, 60 months,13.99,418.74,C,C3,Pharmacist,2 years,MORTGAGE,95000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90191767,,debt_consolidation,Debt consolidation,730xx,OK,16.01,5.0,Apr-1995,660.0,664.0,0.0,6.0,17.0,7.0,1.0,7501.0,91.5,15.0,f,10841.37,10826.31,12169.18,12152.28,7158.63,5010.55,0.0,0.0,0.0,Mar-2019,418.74,Apr-2019,Mar-2019,679.0,675.0,0.0,17.0,1.0,Individual,,,,0.0,150.0,170225.0,0.0,4.0,3.0,3.0,7.0,48563.0,89.0,0.0,0.0,5496.0,89.0,8200.0,4.0,0.0,10.0,3.0,24318.0,699.0,91.5,0.0,0.0,135.0,172.0,96.0,7.0,1.0,96.0,6.0,10.0,6.0,2.0,2.0,2.0,2.0,4.0,6.0,2.0,7.0,2.0,7.0,0.0,0.0,2.0,3.0,53.3,100.0,0.0,1.0,204642.0,56064.0,8200.0,54558.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90180936,,25000.0,25000.0,25000.0, 36 months,12.79,839.83,C,C1,sheetmetal,7 years,OWN,64000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90180936,,credit_card,Credit card refinancing,560xx,MN,11.51,0.0,May-2006,680.0,684.0,0.0,,103.0,5.0,1.0,7334.0,66.1,7.0,f,0.0,0.0,7540.71,7540.71,5385.91,2154.8,0.0,0.0,0.0,Jul-2017,839.83,,Feb-2019,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,17918.0,0.0,1.0,0.0,0.0,25.0,10584.0,53.0,0.0,0.0,7334.0,58.0,11100.0,0.0,0.0,0.0,0.0,4480.0,3766.0,66.1,0.0,0.0,124.0,95.0,50.0,25.0,0.0,72.0,,,,0.0,1.0,1.0,3.0,3.0,2.0,4.0,5.0,1.0,5.0,0.0,0.0,0.0,0.0,100.0,33.3,1.0,0.0,31100.0,17918.0,11100.0,20000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90197636,,35000.0,35000.0,35000.0, 60 months,18.99,907.73,D,D3,PRINCIPAL DATABASE ADMIN,1 year,MORTGAGE,128000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90197636,,debt_consolidation,Debt consolidation,750xx,TX,25.0,0.0,Nov-1999,720.0,724.0,0.0,34.0,,8.0,0.0,20672.0,72.5,35.0,w,22142.82,22142.82,26287.25,26287.25,12857.18,13430.07,0.0,0.0,0.0,Mar-2019,907.73,Apr-2019,Mar-2019,634.0,630.0,0.0,,1.0,Individual,,,,0.0,0.0,476601.0,1.0,3.0,1.0,2.0,9.0,66376.0,53.0,1.0,3.0,11291.0,61.0,28500.0,2.0,1.0,2.0,6.0,68086.0,7828.0,72.5,0.0,0.0,102.0,202.0,5.0,5.0,2.0,5.0,34.0,2.0,34.0,0.0,3.0,3.0,4.0,16.0,5.0,4.0,26.0,3.0,8.0,0.0,0.0,0.0,2.0,97.1,33.3,0.0,0.0,519079.0,87048.0,28500.0,90579.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90182234,,10000.0,10000.0,10000.0, 36 months,12.79,335.93,C,C1,Senior Accountant,4 years,MORTGAGE,73000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90182234,,credit_card,Credit card refinancing,370xx,TN,24.03,1.0,Dec-2003,690.0,694.0,0.0,5.0,,16.0,0.0,13937.0,57.6,31.0,f,2254.34,2254.34,9734.86,9734.86,7745.66,1989.2,0.0,0.0,0.0,Mar-2019,335.93,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,210030.0,0.0,6.0,0.0,2.0,23.0,18484.0,42.0,0.0,0.0,5900.0,48.0,24200.0,0.0,2.0,1.0,2.0,13127.0,3749.0,76.1,0.0,0.0,132.0,153.0,37.0,23.0,4.0,58.0,,2.0,,0.0,5.0,7.0,5.0,6.0,16.0,9.0,11.0,7.0,16.0,0.0,0.0,0.0,0.0,96.8,40.0,0.0,0.0,263026.0,32421.0,15700.0,44033.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90161622,,6500.0,6500.0,6500.0, 36 months,12.79,218.36,C,C1,Therapy Services Aide,10+ years,RENT,43000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90161622,,debt_consolidation,Debt consolidation,535xx,WI,17.53,1.0,Oct-2004,695.0,699.0,1.0,10.0,,8.0,0.0,7329.0,39.2,16.0,f,1465.13,1465.13,6327.82,6327.82,5034.87,1292.95,0.0,0.0,0.0,Mar-2019,218.36,Apr-2019,Mar-2019,614.0,610.0,0.0,,1.0,Individual,,,,0.0,0.0,17530.0,1.0,2.0,0.0,0.0,28.0,10201.0,43.0,2.0,4.0,3957.0,41.0,18700.0,0.0,2.0,1.0,4.0,2191.0,9667.0,35.6,0.0,0.0,143.0,133.0,3.0,3.0,0.0,3.0,72.0,3.0,10.0,0.0,3.0,6.0,3.0,5.0,4.0,6.0,12.0,6.0,8.0,0.0,0.0,0.0,2.0,75.0,33.3,0.0,0.0,42717.0,17530.0,15000.0,24017.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89977645,,32000.0,32000.0,32000.0, 60 months,21.49,874.56,D,D5,I.T. Specialist,5 years,RENT,77000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89977645,,debt_consolidation,Debt consolidation,474xx,IN,18.38,0.0,Oct-2007,710.0,714.0,0.0,,47.0,16.0,2.0,9417.0,32.4,21.0,f,0.0,0.0,38358.4834711079,38358.48,32000.0,6358.48,0.0,0.0,0.0,Sep-2017,29651.08,,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,40768.0,0.0,3.0,1.0,3.0,9.0,31351.0,77.0,1.0,3.0,4831.0,58.0,29100.0,2.0,2.0,3.0,6.0,2718.0,12986.0,37.3,0.0,0.0,76.0,107.0,12.0,9.0,0.0,12.0,,0.0,,0.0,5.0,9.0,7.0,8.0,4.0,13.0,17.0,9.0,16.0,0.0,0.0,0.0,2.0,100.0,14.3,1.0,1.0,69813.0,40768.0,20700.0,40713.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90413786,,5000.0,5000.0,5000.0, 36 months,16.99,178.24,D,D1,Teacher ,6 years,RENT,85000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90413786,,other,Other,112xx,NY,3.37,1.0,Jul-2009,665.0,669.0,1.0,23.0,,9.0,0.0,8109.0,40.7,11.0,f,1179.87,1179.87,5164.24,5164.24,3820.13,1344.11,0.0,0.0,0.0,Mar-2019,178.24,Apr-2019,Mar-2019,724.0,720.0,0.0,23.0,1.0,Individual,,,,0.0,0.0,14609.0,2.0,1.0,0.0,0.0,66.0,6474.0,89.0,3.0,5.0,2672.0,54.0,19900.0,0.0,0.0,1.0,6.0,1623.0,11791.0,40.7,0.0,0.0,66.0,86.0,3.0,3.0,0.0,3.0,,3.0,,1.0,7.0,7.0,7.0,7.0,1.0,7.0,9.0,7.0,9.0,0.0,0.0,1.0,4.0,81.8,0.0,0.0,0.0,27221.0,14609.0,19900.0,7295.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90398856,,35000.0,35000.0,35000.0, 60 months,16.99,869.66,D,D1,Senior Manager,10+ years,OWN,250000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90398856,,home_improvement,Home improvement,786xx,TX,8.58,1.0,Jun-2005,730.0,734.0,1.0,17.0,,9.0,0.0,7500.0,25.0,27.0,f,21698.89,21698.89,25137.55,25137.55,13301.11,11836.44,0.0,0.0,0.0,Mar-2019,869.66,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,27490.0,0.0,3.0,1.0,4.0,11.0,19990.0,53.0,0.0,2.0,4541.0,41.0,30000.0,1.0,0.0,4.0,6.0,3054.0,19051.0,28.1,0.0,0.0,111.0,135.0,13.0,11.0,0.0,13.0,61.0,0.0,61.0,0.0,2.0,4.0,3.0,10.0,9.0,6.0,18.0,4.0,9.0,0.0,0.0,0.0,1.0,92.0,0.0,0.0,0.0,67950.0,27490.0,26500.0,37950.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90280510,,20000.0,20000.0,19975.0, 36 months,19.99,743.17,D,D4,AAA Director,10+ years,MORTGAGE,72000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90280510,,debt_consolidation,Debt consolidation,287xx,NC,33.95,0.0,Jun-1992,660.0,664.0,1.0,,,15.0,0.0,22489.0,74.5,35.0,f,0.0,0.0,20828.9291289677,20802.89,20000.0,828.93,0.0,0.0,0.0,Dec-2016,20107.97,,Feb-2018,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,39170.0,0.0,2.0,0.0,4.0,13.0,16681.0,51.0,0.0,0.0,4452.0,62.0,30200.0,1.0,0.0,1.0,4.0,3264.0,4422.0,79.1,0.0,0.0,64.0,291.0,40.0,13.0,0.0,49.0,,4.0,,0.0,6.0,9.0,6.0,18.0,8.0,13.0,27.0,9.0,14.0,0.0,0.0,0.0,0.0,100.0,85.7,0.0,0.0,62778.0,39170.0,21200.0,32578.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90160497,,15600.0,15600.0,15600.0, 36 months,12.79,524.05,C,C1,Admin Asst,10+ years,RENT,45000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90160497,,credit_card,Credit card refinancing,751xx,TX,30.73,0.0,Oct-2003,660.0,664.0,1.0,30.0,,12.0,0.0,14794.0,55.2,24.0,f,0.0,0.0,5010.37,5010.37,3360.77,1344.6,0.0,305.0,54.9000000788,Jul-2017,524.05,,Mar-2019,589.0,585.0,0.0,,1.0,Individual,,,,0.0,0.0,19535.0,2.0,1.0,0.0,0.0,63.0,4741.0,14.0,3.0,8.0,4960.0,32.0,26800.0,1.0,1.0,1.0,8.0,1628.0,3230.0,76.8,0.0,0.0,109.0,155.0,4.0,4.0,0.0,4.0,52.0,4.0,52.0,0.0,5.0,9.0,5.0,13.0,4.0,11.0,20.0,9.0,12.0,0.0,0.0,0.0,3.0,83.3,80.0,0.0,0.0,61684.0,19535.0,13900.0,34884.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Mar-2018,ACTIVE,Feb-2018,5812.96,45.0,24.0
+90111587,,14000.0,14000.0,14000.0, 60 months,13.99,325.69,C,C3,Headend/Video Tech,10+ years,MORTGAGE,83500.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90111587,,debt_consolidation,Debt consolidation,206xx,MD,20.37,2.0,Jan-1995,685.0,689.0,1.0,22.0,,10.0,0.0,14498.0,66.5,24.0,f,8432.06,8432.06,9417.81,9417.81,5567.94,3849.87,0.0,0.0,0.0,Mar-2019,325.69,Apr-2019,Mar-2019,744.0,740.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,211223.0,1.0,1.0,0.0,2.0,15.0,12870.0,77.0,1.0,5.0,10233.0,71.0,21800.0,0.0,1.0,1.0,7.0,21122.0,0.0,100.2,0.0,0.0,133.0,260.0,5.0,5.0,2.0,18.0,,5.0,22.0,2.0,2.0,5.0,2.0,6.0,5.0,8.0,17.0,5.0,10.0,0.0,0.0,0.0,1.0,70.8,100.0,0.0,0.0,320968.0,27368.0,10700.0,16788.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89958357,,19225.0,19225.0,19225.0, 36 months,13.49,652.32,C,C2,Manager,4 years,MORTGAGE,50000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89958357,,debt_consolidation,Debt consolidation,234xx,VA,24.68,0.0,Nov-1992,685.0,689.0,0.0,75.0,,9.0,0.0,23559.0,74.6,18.0,f,4367.36,4367.36,18938.89,18938.89,14857.64,4081.25,0.0,0.0,0.0,Mar-2019,652.32,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,217807.0,2.0,1.0,0.0,0.0,31.0,2179.0,17.0,2.0,5.0,9474.0,58.0,31600.0,0.0,0.0,3.0,5.0,24201.0,1302.0,90.8,0.0,0.0,117.0,286.0,5.0,5.0,5.0,5.0,,1.0,,0.0,3.0,6.0,3.0,4.0,2.0,7.0,11.0,6.0,9.0,0.0,0.0,0.0,2.0,94.4,100.0,0.0,0.0,244924.0,25738.0,14200.0,13074.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90196723,,35000.0,35000.0,35000.0, 60 months,15.59,843.53,C,C5,superintendent,10+ years,MORTGAGE,135000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90196723,,debt_consolidation,Debt consolidation,959xx,CA,10.52,2.0,May-2003,675.0,679.0,0.0,4.0,,10.0,0.0,11484.0,70.9,31.0,w,0.0,0.0,36244.5050782775,36244.51,35000.0,1244.51,0.0,0.0,0.0,Dec-2016,35431.29,,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,521498.0,0.0,3.0,0.0,2.0,13.0,59286.0,92.0,0.0,2.0,1735.0,88.0,16200.0,0.0,9.0,4.0,6.0,65187.0,3707.0,40.2,0.0,0.0,97.0,160.0,16.0,13.0,7.0,60.0,4.0,6.0,4.0,0.0,2.0,3.0,2.0,4.0,10.0,5.0,14.0,3.0,10.0,0.0,0.0,0.0,0.0,93.5,0.0,0.0,0.0,546407.0,70770.0,6200.0,64457.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90302239,,15000.0,15000.0,15000.0, 36 months,14.49,516.25,C,C4,Manager,2 years,MORTGAGE,90000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90302239,,debt_consolidation,Debt consolidation,925xx,CA,4.83,0.0,Dec-2000,675.0,679.0,0.0,,73.0,10.0,1.0,17054.0,72.9,26.0,f,0.0,0.0,16154.9138980325,16154.91,15000.0,1154.91,0.0,0.0,0.0,Jul-2017,1486.99,,Mar-2018,584.0,580.0,0.0,,1.0,Individual,,,,0.0,0.0,258230.0,1.0,2.0,0.0,0.0,29.0,9754.0,90.0,6.0,8.0,9945.0,78.0,23400.0,1.0,0.0,4.0,9.0,28692.0,4923.0,77.0,0.0,0.0,147.0,189.0,1.0,1.0,1.0,1.0,,1.0,,0.0,5.0,6.0,5.0,10.0,8.0,7.0,17.0,6.0,10.0,0.0,0.0,0.0,6.0,100.0,60.0,1.0,0.0,269909.0,26808.0,21400.0,10856.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89824506,,36000.0,36000.0,36000.0, 60 months,21.49,983.88,D,D5,Federal Officer ,9 years,MORTGAGE,100000.0,Source Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=89824506,,debt_consolidation,Debt consolidation,640xx,MO,27.82,0.0,Mar-2000,690.0,694.0,3.0,77.0,,30.0,0.0,31632.0,52.9,49.0,f,25406.37,25406.37,24784.73,24784.73,10593.63,14191.1,0.0,0.0,0.0,Nov-2018,983.88,Apr-2019,Mar-2019,564.0,560.0,0.0,,1.0,Individual,,,,0.0,0.0,283322.0,2.0,13.0,2.0,2.0,4.0,190916.0,101.0,0.0,0.0,8177.0,84.0,59800.0,3.0,3.0,11.0,2.0,9770.0,3403.0,86.5,0.0,0.0,135.0,198.0,32.0,4.0,3.0,95.0,,1.0,,0.0,4.0,9.0,6.0,9.0,26.0,15.0,20.0,9.0,30.0,0.0,0.0,0.0,2.0,95.9,66.7,0.0,0.0,329943.0,222548.0,25200.0,195701.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90331654,,35000.0,35000.0,35000.0, 36 months,21.49,1327.45,D,D5,Supply Sergeant,10+ years,RENT,80976.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90331654,,debt_consolidation,Debt consolidation,030xx,NH,28.59,0.0,Dec-2010,715.0,719.0,0.0,,,10.0,0.0,14727.0,57.3,14.0,f,0.0,0.0,9423.62,9423.62,4396.71,3776.91,0.0,1250.0,224.9999998595,Apr-2017,1327.45,,Mar-2019,584.0,580.0,0.0,,1.0,Individual,,,,0.0,0.0,62799.0,2.0,4.0,1.0,3.0,1.0,48072.0,74.0,3.0,4.0,805.0,69.0,25700.0,0.0,6.0,0.0,7.0,6280.0,395.0,67.1,0.0,0.0,69.0,54.0,3.0,1.0,0.0,24.0,,,,0.0,1.0,4.0,1.0,1.0,8.0,6.0,6.0,4.0,10.0,0.0,0.0,0.0,4.0,100.0,0.0,0.0,0.0,90844.0,62799.0,1200.0,65144.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Sep-2018,ACTIVE,Sep-2018,15032.28,44.99,24.0
+90131767,,7000.0,7000.0,7000.0, 36 months,12.79,235.16,C,C1,Senior Accountant,8 years,MORTGAGE,85700.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90131767,,debt_consolidation,Debt consolidation,820xx,WY,15.15,0.0,Dec-1991,665.0,669.0,1.0,28.0,10.0,17.0,1.0,26441.0,70.9,30.0,f,0.0,0.0,8010.4144299773,8010.41,7000.0,1010.41,0.0,0.0,0.0,Mar-2018,34.44,,Mar-2018,624.0,620.0,0.0,,1.0,Individual,,,,0.0,0.0,260905.0,1.0,1.0,0.0,0.0,46.0,3858.0,25.0,2.0,3.0,3929.0,57.0,37300.0,2.0,0.0,5.0,4.0,17394.0,956.0,89.3,0.0,0.0,88.0,297.0,5.0,5.0,1.0,15.0,,1.0,,1.0,3.0,9.0,4.0,13.0,4.0,15.0,25.0,9.0,17.0,0.0,0.0,0.0,2.0,76.7,75.0,0.0,1.0,288775.0,30299.0,8900.0,15455.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90171801,,35000.0,35000.0,34750.0, 60 months,25.69,1041.51,F,F1,Creative Services Director,9 years,RENT,85000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90171801,,debt_consolidation,Debt consolidation,029xx,RI,27.77,0.0,Oct-1993,675.0,679.0,0.0,41.0,,6.0,0.0,34723.0,88.8,12.0,f,0.0,0.0,23956.86,23785.74,7636.39,14185.37,52.08,2083.02,374.943600021,Jul-2018,1041.51,,Oct-2017,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,59317.0,1.0,2.0,0.0,1.0,23.0,24594.0,50.0,1.0,1.0,17076.0,67.0,39100.0,0.0,0.0,0.0,2.0,9886.0,4377.0,88.8,0.0,0.0,275.0,174.0,2.0,2.0,0.0,2.0,41.0,,41.0,0.0,4.0,4.0,4.0,5.0,7.0,4.0,5.0,4.0,6.0,0.0,0.0,0.0,1.0,90.9,100.0,0.0,0.0,88026.0,59317.0,39100.0,48926.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90191303,,27600.0,27600.0,27550.0, 36 months,16.99,983.88,D,D1,Digital Support Specialist,10+ years,RENT,60000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90191303,,debt_consolidation,Debt consolidation,906xx,CA,31.1,0.0,Sep-2000,660.0,664.0,2.0,91.0,66.0,7.0,2.0,1151.0,6.3,27.0,f,0.0,0.0,29760.552458898903,29706.64,27600.0,2160.55,0.0,0.0,0.0,Mar-2017,25851.08,,Mar-2019,724.0,720.0,0.0,91.0,1.0,Individual,,,,0.0,0.0,19196.0,1.0,1.0,2.0,3.0,1.0,18045.0,100.0,1.0,3.0,1151.0,53.0,18200.0,1.0,0.0,3.0,6.0,2742.0,15449.0,6.9,0.0,0.0,145.0,192.0,12.0,1.0,1.0,12.0,91.0,3.0,91.0,1.0,1.0,1.0,4.0,13.0,7.0,6.0,19.0,1.0,7.0,0.0,0.0,0.0,3.0,95.7,0.0,2.0,0.0,36200.0,19196.0,16600.0,18000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90221765,,10000.0,10000.0,10000.0, 36 months,12.79,335.93,C,C1,Design Engineer,10+ years,MORTGAGE,93000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90221765,,home_improvement,Debt consolidation,532xx,WI,12.05,1.0,Jun-1998,675.0,679.0,3.0,18.0,69.0,7.0,1.0,9587.0,82.6,14.0,f,2254.34,2254.34,9734.86,9734.86,7745.66,1989.2,0.0,0.0,0.0,Mar-2019,335.93,Apr-2019,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,0.0,204638.0,1.0,2.0,1.0,2.0,5.0,24869.0,83.0,0.0,1.0,4764.0,83.0,11600.0,4.0,2.0,5.0,4.0,29234.0,2013.0,82.6,0.0,0.0,79.0,219.0,21.0,5.0,2.0,21.0,18.0,2.0,18.0,0.0,3.0,3.0,4.0,4.0,6.0,4.0,5.0,3.0,7.0,0.0,0.0,0.0,2.0,92.9,50.0,0.0,0.0,218016.0,34456.0,11600.0,30084.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90312349,,20000.0,20000.0,20000.0, 60 months,12.79,452.92,C,C1,IT Manager,1 year,RENT,115000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90312349,,debt_consolidation,Debt consolidation,986xx,WA,18.28,0.0,Sep-2005,690.0,694.0,0.0,,,11.0,0.0,27151.0,92.0,54.0,f,11906.16,11906.16,13120.47,13120.47,8093.84,5026.63,0.0,0.0,0.0,Mar-2019,452.92,Apr-2019,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,161664.0,0.0,4.0,1.0,1.0,8.0,134513.0,76.0,0.0,2.0,7683.0,82.0,29500.0,0.0,8.0,2.0,3.0,14697.0,1052.0,94.3,0.0,0.0,132.0,126.0,14.0,8.0,1.0,14.0,,8.0,,0.0,4.0,6.0,4.0,6.0,43.0,7.0,9.0,6.0,11.0,0.0,0.0,0.0,1.0,100.0,75.0,0.0,0.0,173784.0,161664.0,18500.0,144284.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90403585,,6000.0,6000.0,6000.0, 36 months,15.59,209.73,C,C5,Shift Supervisor ,4 years,RENT,20000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90403585,,credit_card,Credit card refinancing,329xx,FL,11.64,0.0,May-2012,685.0,689.0,0.0,,,4.0,0.0,9323.0,82.5,4.0,f,1396.95,1396.95,6076.97,6076.97,4603.05,1473.92,0.0,0.0,0.0,Mar-2019,209.73,Apr-2019,Mar-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,9323.0,0.0,0.0,0.0,0.0,,0.0,,2.0,2.0,3296.0,83.0,11300.0,0.0,0.0,0.0,2.0,2331.0,1031.0,90.0,0.0,0.0,,52.0,7.0,7.0,0.0,7.0,,,,0.0,3.0,4.0,3.0,3.0,0.0,4.0,4.0,4.0,4.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,11300.0,9323.0,10300.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90141646,,12800.0,12800.0,12800.0, 36 months,14.49,440.53,C,C4,Public Relations Manager,6 years,RENT,80000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90141646,,other,Other,908xx,CA,21.84,19.0,May-2000,665.0,669.0,0.0,7.0,,19.0,0.0,7110.0,82.7,31.0,f,2942.87,2942.87,12779.24,12779.24,9857.13,2922.11,0.0,0.0,0.0,Mar-2019,440.53,Apr-2019,Mar-2019,719.0,715.0,0.0,14.0,1.0,Individual,,,,0.0,0.0,106417.0,1.0,12.0,1.0,1.0,3.0,99307.0,86.0,0.0,1.0,3154.0,86.0,8600.0,0.0,0.0,0.0,2.0,5912.0,200.0,96.7,0.0,0.0,121.0,196.0,23.0,3.0,0.0,23.0,,23.0,18.0,0.0,2.0,4.0,2.0,3.0,22.0,7.0,9.0,4.0,19.0,0.0,0.0,16.0,1.0,36.7,100.0,0.0,0.0,116530.0,106417.0,6000.0,107930.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90195919,,14400.0,14400.0,14400.0, 60 months,21.49,393.55,D,D5,Laborer,10+ years,OWN,36000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90195919,,debt_consolidation,Debt consolidation,179xx,PA,33.0,0.0,Jun-2006,670.0,674.0,1.0,,,9.0,0.0,9371.0,84.4,18.0,f,9299.87,9299.87,11369.97,11369.97,5100.13,6269.84,0.0,0.0,0.0,Mar-2019,393.55,Apr-2019,Mar-2019,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,29019.0,2.0,3.0,2.0,2.0,3.0,19648.0,68.0,1.0,1.0,3023.0,73.0,11100.0,1.0,0.0,3.0,3.0,3224.0,729.0,92.8,0.0,0.0,100.0,123.0,3.0,3.0,0.0,52.0,,3.0,,0.0,5.0,5.0,5.0,5.0,12.0,6.0,6.0,5.0,9.0,0.0,0.0,0.0,3.0,100.0,100.0,0.0,0.0,40036.0,29019.0,10100.0,28936.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90156180,,12000.0,12000.0,12000.0, 60 months,12.79,271.75,C,C1,Machinist,4 years,RENT,42500.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90156180,,car,Car financing,054xx,VT,18.5,0.0,Jul-2004,695.0,699.0,0.0,,,11.0,0.0,14397.0,51.1,31.0,f,7141.79,7141.79,7872.22,7872.22,4858.21,3014.01,0.0,0.0,0.0,Mar-2019,271.75,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,22882.0,1.0,2.0,0.0,1.0,15.0,8485.0,57.0,2.0,5.0,5317.0,53.0,28200.0,0.0,1.0,0.0,6.0,2080.0,11803.0,55.0,0.0,0.0,135.0,146.0,4.0,4.0,2.0,4.0,,16.0,,0.0,3.0,3.0,7.0,14.0,8.0,9.0,21.0,3.0,11.0,0.0,0.0,0.0,2.0,100.0,42.9,0.0,0.0,43126.0,22882.0,26200.0,14926.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90413899,,16800.0,16800.0,16800.0, 60 months,10.49,361.02,B,B3,Registered Nurse,10+ years,MORTGAGE,92000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90413899,,home_improvement,Home improvement,773xx,TX,3.21,1.0,Oct-2001,695.0,699.0,0.0,18.0,,10.0,0.0,9675.0,36.2,27.0,f,0.0,0.0,7234.9,7234.9,4405.6,2611.25,18.05,200.0,35.99999997,Oct-2018,200.0,,Mar-2019,509.0,505.0,0.0,35.0,1.0,Individual,,,,0.0,1127.0,268109.0,2.0,1.0,0.0,0.0,49.0,122110.0,,2.0,2.0,3378.0,36.0,26700.0,1.0,0.0,1.0,3.0,26811.0,11609.0,35.5,0.0,0.0,179.0,144.0,3.0,3.0,4.0,54.0,55.0,11.0,18.0,1.0,3.0,5.0,3.0,7.0,9.0,8.0,14.0,5.0,10.0,0.0,0.0,0.0,3.0,77.8,0.0,0.0,0.0,221013.0,131785.0,18000.0,53013.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Aug-2018,ACTIVE,Aug-2018,6369.0,50.0,18.0
+90319662,,24000.0,24000.0,24000.0, 36 months,14.49,825.99,C,C4,CEO,< 1 year,OWN,50000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90319662,,credit_card,Credit card refinancing,018xx,MA,16.35,0.0,Aug-2007,710.0,714.0,1.0,,,6.0,0.0,13274.0,54.0,24.0,f,0.0,0.0,8740.58,8740.58,5662.83,2577.75,0.0,500.0,90.0,Aug-2017,825.99,,Mar-2019,559.0,555.0,0.0,,1.0,Individual,,,,0.0,0.0,82738.0,0.0,1.0,0.0,0.0,26.0,69464.0,,2.0,3.0,6415.0,54.0,17700.0,0.0,4.0,2.0,3.0,13790.0,0.0,,0.0,0.0,108.0,109.0,4.0,4.0,0.0,4.0,,1.0,,0.0,1.0,3.0,1.0,6.0,13.0,5.0,11.0,3.0,6.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,78036.0,82738.0,5000.0,60336.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Dec-2018,BROKEN,Jun-2018,7800.0,40.03,24.0
+89937804,,15000.0,15000.0,15000.0, 36 months,15.59,524.33,C,C5,Machine Operator,10+ years,MORTGAGE,40000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89937804,,debt_consolidation,Debt consolidation,463xx,IN,14.91,0.0,May-2005,660.0,664.0,1.0,,,9.0,0.0,13162.0,70.4,15.0,w,0.0,0.0,8900.62,8900.62,6222.43,2678.19,0.0,0.0,0.0,Mar-2018,524.33,,Mar-2019,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,149387.0,0.0,1.0,0.0,1.0,15.0,4020.0,67.0,2.0,4.0,4905.0,70.0,18700.0,2.0,1.0,4.0,6.0,16599.0,2628.0,77.3,0.0,0.0,101.0,136.0,9.0,9.0,1.0,10.0,,1.0,,0.0,3.0,5.0,4.0,6.0,5.0,7.0,9.0,5.0,9.0,0.0,0.0,0.0,3.0,100.0,75.0,0.0,0.0,158500.0,17182.0,11600.0,6000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90392859,,8000.0,8000.0,8000.0, 36 months,14.49,275.33,C,C4,waitress,4 years,RENT,40000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90392859,,debt_consolidation,Debt consolidation,030xx,NH,19.25,0.0,Dec-2010,685.0,689.0,3.0,32.0,,12.0,0.0,7902.0,27.2,20.0,f,0.0,0.0,8972.7230746392,8972.72,8000.0,957.72,15.0,0.0,0.0,Sep-2017,5960.86,,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,3007.0,74960.0,2.0,2.0,0.0,1.0,24.0,67058.0,33.0,2.0,4.0,1517.0,29.0,29000.0,1.0,0.0,4.0,5.0,6815.0,15998.0,33.1,0.0,0.0,63.0,69.0,0.0,0.0,0.0,0.0,32.0,0.0,32.0,0.0,8.0,8.0,8.0,8.0,3.0,10.0,17.0,8.0,12.0,0.0,0.0,0.0,2.0,90.0,0.0,0.0,0.0,99297.0,74960.0,23900.0,70297.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90130583,,15400.0,15400.0,15400.0, 36 months,14.49,530.01,C,C4,CMA,2 years,RENT,35000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90130583,,debt_consolidation,Debt consolidation,775xx,TX,22.36,0.0,Aug-2003,685.0,689.0,4.0,43.0,,11.0,0.0,16034.0,51.6,31.0,f,0.0,0.0,17925.6053616488,17925.61,15400.0,2525.61,0.0,0.0,0.0,Feb-2018,9987.86,,Mar-2019,709.0,705.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,24611.0,2.0,1.0,0.0,0.0,31.0,8577.0,52.0,3.0,5.0,7771.0,52.0,31100.0,2.0,0.0,7.0,5.0,2461.0,5149.0,73.3,0.0,0.0,116.0,157.0,2.0,2.0,1.0,10.0,48.0,2.0,48.0,3.0,5.0,7.0,5.0,10.0,6.0,10.0,24.0,7.0,11.0,0.0,0.0,0.0,3.0,90.3,60.0,0.0,0.0,47461.0,24611.0,19300.0,16361.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90098837,,20000.0,20000.0,20000.0, 60 months,16.99,496.95,D,D1,Senior Accountant,< 1 year,MORTGAGE,70000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90098837,,credit_card,Credit card refinancing,451xx,OH,19.06,0.0,Apr-2004,685.0,689.0,1.0,73.0,,15.0,0.0,9880.0,28.2,36.0,f,0.0,0.0,20562.9000000001,20562.9,20000.0,562.9,0.0,0.0,0.0,Dec-2016,20084.83,,Mar-2019,779.0,775.0,0.0,73.0,1.0,Individual,,,,0.0,150.0,242670.0,1.0,2.0,0.0,2.0,18.0,38844.0,78.0,3.0,6.0,2730.0,58.0,35000.0,3.0,1.0,6.0,8.0,16178.0,11002.0,37.5,0.0,0.0,140.0,149.0,2.0,2.0,4.0,12.0,,2.0,76.0,1.0,4.0,8.0,5.0,11.0,7.0,12.0,25.0,8.0,14.0,0.0,0.0,0.0,3.0,91.7,20.0,0.0,0.0,285581.0,48724.0,17600.0,49561.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90412802,,17000.0,17000.0,17000.0, 36 months,14.49,585.08,C,C4,Administrative Assistant ,4 years,MORTGAGE,58006.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90412802,,debt_consolidation,Debt consolidation,021xx,MA,27.0,0.0,Mar-1998,665.0,669.0,0.0,37.0,,14.0,0.0,16549.0,74.2,31.0,f,0.0,0.0,18399.5011441349,18399.5,17000.0,1399.5,0.0,0.0,0.0,May-2017,14902.7,,Sep-2018,689.0,685.0,0.0,37.0,1.0,Individual,,,,0.0,1381.0,360672.0,1.0,9.0,1.0,1.0,6.0,51616.0,93.0,0.0,1.0,10136.0,88.0,22300.0,0.0,2.0,0.0,2.0,25762.0,1962.0,89.1,0.0,0.0,149.0,222.0,15.0,6.0,3.0,15.0,,14.0,,2.0,3.0,4.0,3.0,6.0,17.0,4.0,11.0,4.0,14.0,0.0,0.0,0.0,1.0,96.7,66.7,0.0,0.0,385627.0,68165.0,18000.0,55327.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90330906,,24000.0,24000.0,24000.0, 60 months,10.49,515.74,B,B3,Senior Pricing Manager,< 1 year,MORTGAGE,92000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90330906,,credit_card,Credit card refinancing,631xx,MO,12.34,0.0,Apr-1999,695.0,699.0,0.0,,,10.0,0.0,21169.0,46.5,22.0,f,13951.42,13951.42,15019.83,15019.83,10048.58,4971.25,0.0,0.0,0.0,Mar-2019,515.74,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,440.0,202143.0,0.0,3.0,0.0,0.0,45.0,10617.0,37.0,2.0,2.0,11276.0,43.0,45500.0,0.0,0.0,3.0,3.0,20214.0,20008.0,49.3,0.0,0.0,142.0,209.0,10.0,10.0,4.0,10.0,,10.0,,0.0,3.0,4.0,4.0,4.0,9.0,6.0,9.0,4.0,10.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,247624.0,31786.0,39500.0,29124.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90407600,,30000.0,30000.0,30000.0, 36 months,17.99,1084.43,D,D2,Sales,10+ years,RENT,725000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90407600,,debt_consolidation,Debt consolidation,606xx,IL,6.31,0.0,Mar-1989,675.0,679.0,1.0,,,17.0,0.0,178379.0,63.0,29.0,f,0.0,0.0,31046.588688763197,31046.59,30000.0,1046.59,0.0,0.0,0.0,Dec-2016,29992.14,,Mar-2019,634.0,630.0,0.0,,1.0,Individual,,,,0.0,0.0,201817.0,0.0,0.0,0.0,1.0,21.0,0.0,,1.0,2.0,37423.0,68.0,244400.0,0.0,4.0,3.0,3.0,11872.0,34378.0,71.2,0.0,0.0,136.0,330.0,7.0,7.0,0.0,24.0,,0.0,,0.0,9.0,13.0,11.0,15.0,6.0,16.0,22.0,13.0,17.0,0.0,0.0,0.0,1.0,100.0,63.6,0.0,0.0,267838.0,201817.0,181200.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90220886,,10050.0,10050.0,10050.0, 36 months,17.99,363.29,D,D2,maintenance,5 years,RENT,28000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90220886,,debt_consolidation,Debt consolidation,920xx,CA,19.2,0.0,Nov-2006,660.0,664.0,1.0,,,9.0,0.0,4398.0,37.9,13.0,w,0.0,0.0,8237.69,8237.69,5202.56,2416.49,0.0,618.64,111.3552,Jul-2018,363.29,,Mar-2019,509.0,505.0,0.0,,1.0,Individual,,,,0.0,1343.0,10503.0,1.0,1.0,1.0,2.0,1.0,6105.0,101.0,1.0,6.0,1437.0,59.0,11600.0,1.0,0.0,1.0,8.0,1167.0,1502.0,74.5,0.0,0.0,54.0,118.0,11.0,1.0,0.0,11.0,,1.0,,0.0,5.0,5.0,5.0,6.0,4.0,8.0,9.0,5.0,9.0,0.0,0.0,0.0,2.0,100.0,80.0,0.0,0.0,17675.0,10503.0,5900.0,6075.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Dec-2018,ACTIVE,Dec-2018,2615.0,50.01,12.0
+90413568,,30000.0,30000.0,29750.0, 36 months,15.59,1048.65,C,C5,Security Analyst,4 years,OWN,95000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90413568,,debt_consolidation,Debt consolidation,201xx,VA,11.38,1.0,Apr-2007,680.0,684.0,1.0,22.0,,9.0,0.0,33372.0,74.0,14.0,f,6973.42,6915.3,30506.12,30251.9,23026.58,7479.54,0.0,0.0,0.0,Mar-2019,1048.65,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,396970.0,0.0,2.0,0.0,1.0,24.0,1139.0,35.0,2.0,3.0,12534.0,71.0,45100.0,1.0,0.0,4.0,5.0,44108.0,10074.0,75.4,0.0,0.0,69.0,113.0,11.0,11.0,1.0,11.0,22.0,0.0,22.0,0.0,4.0,6.0,4.0,7.0,4.0,6.0,9.0,6.0,9.0,0.0,0.0,0.0,3.0,92.9,75.0,0.0,0.0,416000.0,34511.0,41000.0,3250.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90407990,,5000.0,5000.0,5000.0, 36 months,18.99,183.26,D,D3,Assembler,10+ years,MORTGAGE,36000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90407990,,home_improvement,Home improvement,276xx,NC,18.53,4.0,Oct-1999,685.0,689.0,4.0,3.0,,7.0,0.0,979.0,14.8,10.0,f,0.0,0.0,5104.492363187,5104.49,5000.0,104.49,0.0,0.0,0.0,Jun-2017,126.95,,May-2018,559.0,555.0,0.0,,1.0,Individual,,,,0.0,81.0,143366.0,1.0,1.0,0.0,1.0,20.0,19987.0,86.0,1.0,1.0,497.0,70.0,6600.0,2.0,0.0,4.0,2.0,20481.0,2204.0,21.3,0.0,0.0,130.0,110.0,1.0,1.0,2.0,28.0,13.0,1.0,7.0,0.0,2.0,3.0,2.0,2.0,3.0,5.0,5.0,3.0,7.0,0.0,0.0,0.0,1.0,55.6,0.0,0.0,0.0,159553.0,20966.0,2800.0,23344.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90415558,,15000.0,15000.0,15000.0, 60 months,13.99,348.95,C,C3,AVP Commercial Relationship Manager,10+ years,MORTGAGE,54000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90415558,,credit_card,Credit card refinancing,245xx,VA,18.56,0.0,Jun-1998,670.0,674.0,0.0,33.0,,9.0,0.0,11994.0,93.0,23.0,f,9038.81,9038.81,10125.34,10125.34,5961.19,4146.7,17.45,0.0,0.0,Mar-2019,348.95,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,172029.0,0.0,1.0,0.0,1.0,20.0,10699.0,71.0,0.0,0.0,4941.0,81.0,12900.0,0.0,5.0,0.0,2.0,24576.0,60.0,99.4,0.0,0.0,128.0,219.0,29.0,14.0,4.0,29.0,,15.0,33.0,0.0,3.0,5.0,4.0,6.0,9.0,7.0,10.0,5.0,9.0,0.0,0.0,0.0,0.0,95.7,100.0,0.0,0.0,180216.0,22693.0,10100.0,15098.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90384636,,6100.0,6100.0,6100.0, 36 months,16.99,217.46,D,D1,Caregiver,5 years,RENT,18000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90384636,,credit_card,Credit card refinancing,606xx,IL,20.27,0.0,Dec-2006,660.0,664.0,1.0,,91.0,6.0,1.0,6333.0,71.2,11.0,w,1439.18,1439.18,6343.76,6343.76,4660.82,1682.94,0.0,0.0,0.0,Mar-2019,217.46,Apr-2019,Mar-2019,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,6333.0,0.0,0.0,0.0,0.0,,0.0,,0.0,3.0,1150.0,71.0,8900.0,0.0,0.0,2.0,3.0,1267.0,850.0,57.5,0.0,0.0,,117.0,17.0,17.0,0.0,17.0,,0.0,,0.0,1.0,5.0,1.0,2.0,0.0,6.0,11.0,5.0,6.0,0.0,0.0,0.0,0.0,100.0,0.0,1.0,0.0,8900.0,6333.0,2000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90191293,,13725.0,13725.0,13725.0, 60 months,27.79,425.61,F,F5,,,OWN,42960.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90191293,,debt_consolidation,Debt consolidation,973xx,OR,34.19,0.0,Mar-2005,675.0,679.0,1.0,,59.0,8.0,3.0,6753.0,38.8,15.0,f,0.0,0.0,15511.333089695801,15511.33,13725.0,1786.33,0.0,0.0,0.0,Mar-2017,13830.08,,Oct-2018,689.0,685.0,0.0,,1.0,Individual,,,,0.0,414.0,98989.0,1.0,1.0,0.0,3.0,13.0,92236.0,,2.0,3.0,5012.0,39.0,17400.0,1.0,2.0,2.0,6.0,12374.0,6288.0,44.4,0.0,0.0,114.0,138.0,0.0,0.0,0.0,0.0,,5.0,,0.0,1.0,2.0,3.0,4.0,5.0,7.0,10.0,2.0,8.0,0.0,0.0,0.0,2.0,100.0,33.3,1.0,2.0,115309.0,98989.0,11300.0,97909.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90141480,,28000.0,28000.0,28000.0, 36 months,12.79,940.61,C,C1,"Accountant, CPA",1 year,MORTGAGE,62000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90141480,,debt_consolidation,Debt consolidation,700xx,LA,7.34,1.0,Feb-2009,715.0,719.0,2.0,18.0,,18.0,0.0,6634.0,13.3,31.0,f,0.0,0.0,31972.032878667902,31972.03,28000.0,3972.03,0.0,0.0,0.0,Aug-2018,6239.12,,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,779.0,174712.0,1.0,3.0,0.0,0.0,72.0,8494.0,64.0,1.0,3.0,3354.0,24.0,49700.0,1.0,0.0,2.0,3.0,11647.0,31646.0,9.6,0.0,0.0,91.0,70.0,6.0,6.0,1.0,6.0,18.0,1.0,18.0,0.0,1.0,2.0,7.0,9.0,7.0,14.0,22.0,2.0,18.0,0.0,0.0,0.0,1.0,96.8,0.0,0.0,0.0,229295.0,15128.0,35000.0,13345.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90407180,,20000.0,20000.0,20000.0, 36 months,18.99,733.02,D,D3,Supervisor,10+ years,OWN,75000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90407180,,debt_consolidation,Debt consolidation,727xx,AR,24.11,0.0,Oct-2001,690.0,694.0,3.0,,,13.0,0.0,17287.0,44.7,41.0,f,0.0,0.0,21823.8019282749,21823.8,20000.0,1823.8,0.0,0.0,0.0,May-2017,6098.15,,Dec-2018,614.0,610.0,0.0,,1.0,Individual,,,,0.0,0.0,191571.0,4.0,2.0,1.0,2.0,11.0,38488.0,80.0,4.0,9.0,4792.0,55.0,32800.0,1.0,1.0,5.0,13.0,17416.0,2375.0,67.9,0.0,0.0,155.0,179.0,1.0,1.0,2.0,1.0,,0.0,,0.0,2.0,5.0,4.0,10.0,8.0,10.0,31.0,5.0,13.0,0.0,0.0,0.0,6.0,97.5,33.3,0.0,0.0,216356.0,55775.0,7400.0,47300.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90188492,,12000.0,12000.0,12000.0, 60 months,24.49,348.64,E,E3,Shipping/Warehouse,4 years,MORTGAGE,50000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90188492,,debt_consolidation,Debt consolidation,983xx,WA,34.42,0.0,Jun-2003,705.0,709.0,1.0,,,6.0,0.0,7140.0,62.6,11.0,w,7950.83,7950.83,10102.39,10102.39,4049.17,6053.22,0.0,0.0,0.0,Mar-2019,348.64,Apr-2019,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,182541.0,1.0,1.0,1.0,1.0,11.0,175401.0,,1.0,2.0,4155.0,63.0,11400.0,0.0,0.0,2.0,3.0,30424.0,486.0,91.2,0.0,0.0,143.0,159.0,2.0,2.0,0.0,2.0,,2.0,,0.0,2.0,4.0,2.0,5.0,3.0,5.0,8.0,4.0,6.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,189463.0,182541.0,5500.0,178063.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90230013,,10000.0,10000.0,10000.0, 36 months,12.79,335.93,C,C1,Sales,1 year,RENT,50000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90230013,,debt_consolidation,Debt consolidation,191xx,PA,0.6,1.0,Jul-1968,680.0,684.0,1.0,14.0,37.0,9.0,3.0,684.0,2.8,30.0,f,0.0,0.0,11036.5999623101,11036.6,10000.0,1036.6,0.0,0.0,0.0,Sep-2017,684.41,,Nov-2017,709.0,705.0,1.0,,1.0,Individual,,,,0.0,1050.0,684.0,1.0,0.0,0.0,0.0,37.0,0.0,,1.0,3.0,684.0,3.0,24400.0,0.0,0.0,1.0,3.0,98.0,16716.0,3.9,0.0,0.0,37.0,578.0,4.0,4.0,0.0,4.0,,4.0,14.0,0.0,1.0,1.0,3.0,7.0,1.0,9.0,29.0,1.0,9.0,0.0,0.0,0.0,1.0,96.7,0.0,0.0,2.0,24400.0,684.0,17400.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90270943,,5000.0,5000.0,5000.0, 36 months,15.59,174.78,C,C5,Nurse ,10+ years,MORTGAGE,67000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90270943,,other,Other,319xx,GA,19.68,0.0,Sep-1994,695.0,699.0,3.0,47.0,64.0,17.0,1.0,5658.0,39.3,26.0,f,1163.07,1163.07,5064.29,5064.29,3836.93,1227.36,0.0,0.0,0.0,Mar-2019,174.78,Apr-2019,Mar-2019,674.0,670.0,0.0,50.0,1.0,Individual,,,,0.0,138.0,249994.0,5.0,13.0,7.0,8.0,2.0,87385.0,103.0,1.0,1.0,2808.0,89.0,14400.0,0.0,1.0,4.0,10.0,14706.0,5022.0,39.5,0.0,0.0,158.0,264.0,5.0,2.0,1.0,5.0,47.0,4.0,47.0,1.0,2.0,3.0,2.0,2.0,21.0,3.0,4.0,3.0,17.0,0.0,0.0,0.0,9.0,92.3,50.0,0.0,1.0,262353.0,93043.0,8300.0,89621.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90230621,,30000.0,30000.0,30000.0, 36 months,13.49,1017.92,C,C2,tech,6 years,MORTGAGE,100000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90230621,,credit_card,Credit card refinancing,843xx,UT,25.1,1.0,Mar-1999,685.0,689.0,0.0,18.0,,13.0,0.0,37756.0,79.7,32.0,f,0.0,0.0,31758.9279183792,31758.93,30000.0,1758.93,0.0,0.0,0.0,Mar-2017,27795.55,,Dec-2017,729.0,725.0,0.0,61.0,1.0,Individual,,,,0.0,0.0,167881.0,0.0,1.0,0.0,0.0,36.0,2044.0,7.0,0.0,1.0,12518.0,51.0,47400.0,0.0,6.0,0.0,1.0,13990.0,6188.0,84.0,0.0,0.0,136.0,210.0,24.0,24.0,4.0,24.0,,,61.0,1.0,6.0,8.0,7.0,12.0,7.0,11.0,21.0,8.0,13.0,0.0,0.0,0.0,0.0,96.8,57.1,0.0,0.0,227400.0,39800.0,38700.0,30000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90221125,,10000.0,10000.0,10000.0, 36 months,17.99,361.48,D,D2,HIM Clerk,4 years,RENT,30000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90221125,,debt_consolidation,Debt consolidation,480xx,MI,32.84,0.0,Mar-2003,670.0,674.0,2.0,,41.0,21.0,1.0,8294.0,16.1,28.0,f,0.0,0.0,12657.7077064222,12657.71,10000.0,2657.71,0.0,0.0,0.0,Sep-2018,4655.18,,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,1415.0,49651.0,1.0,10.0,0.0,0.0,26.0,41357.0,102.0,2.0,3.0,5055.0,54.0,51400.0,0.0,0.0,3.0,3.0,2364.0,30258.0,20.8,0.0,0.0,85.0,162.0,6.0,6.0,0.0,6.0,,3.0,,0.0,5.0,7.0,6.0,9.0,14.0,11.0,14.0,7.0,21.0,0.0,0.0,0.0,2.0,100.0,0.0,1.0,0.0,92050.0,49651.0,38200.0,40650.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89868382,,10000.0,10000.0,10000.0, 36 months,17.99,361.48,D,D2,Preferred account opening SR. rep,3 years,RENT,56000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89868382,,debt_consolidation,Debt consolidation,322xx,FL,20.36,0.0,Sep-2001,670.0,674.0,0.0,,83.0,12.0,1.0,5533.0,46.5,22.0,f,0.0,0.0,10654.1683742774,10654.17,10000.0,654.17,0.0,0.0,0.0,Feb-2017,9579.72,,Mar-2017,659.0,655.0,0.0,,1.0,Individual,,,,0.0,1805.0,23725.0,3.0,3.0,0.0,2.0,14.0,18192.0,53.0,4.0,8.0,2026.0,51.0,11900.0,0.0,2.0,1.0,10.0,1977.0,2889.0,64.8,0.0,0.0,140.0,180.0,3.0,3.0,0.0,4.0,,8.0,,0.0,4.0,5.0,4.0,7.0,5.0,9.0,17.0,5.0,12.0,0.0,0.0,0.0,4.0,100.0,50.0,1.0,0.0,46386.0,23725.0,8200.0,34486.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90158512,,12000.0,12000.0,12000.0, 36 months,14.49,413.0,C,C4,,,RENT,40641.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90158512,,car,Car financing,337xx,FL,23.83,0.0,May-1995,670.0,674.0,0.0,,44.0,7.0,1.0,1873.0,11.6,22.0,f,0.0,0.0,14436.3596134386,14436.36,12000.0,2436.36,0.0,0.0,0.0,Sep-2018,5360.02,,Nov-2018,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,28447.0,1.0,3.0,2.0,3.0,5.0,26574.0,78.0,0.0,3.0,24.0,57.0,16200.0,1.0,1.0,2.0,6.0,4064.0,4376.0,0.5,0.0,0.0,138.0,256.0,15.0,5.0,4.0,15.0,,5.0,,0.0,1.0,2.0,1.0,5.0,7.0,4.0,11.0,2.0,7.0,0.0,0.0,0.0,2.0,100.0,0.0,1.0,0.0,50303.0,28447.0,4400.0,34103.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90414131,,9225.0,9225.0,9225.0, 36 months,15.59,322.46,C,C5,Office Partner,3 years,RENT,33280.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90414131,,debt_consolidation,Debt consolidation,146xx,NY,29.28,0.0,Oct-2005,685.0,689.0,0.0,,,21.0,0.0,15775.0,58.9,35.0,f,2147.04,2147.04,9376.55,9376.55,7077.96,2298.59,0.0,0.0,0.0,Mar-2019,322.46,Apr-2019,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,51455.0,0.0,9.0,0.0,1.0,13.0,35680.0,93.0,0.0,0.0,3949.0,79.0,26800.0,0.0,2.0,0.0,1.0,2859.0,2114.0,84.3,0.0,0.0,131.0,126.0,25.0,13.0,0.0,25.0,,,,0.0,4.0,7.0,6.0,6.0,20.0,12.0,15.0,7.0,21.0,0.0,0.0,0.0,0.0,100.0,75.0,0.0,0.0,65122.0,51455.0,13500.0,38322.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90241808,,19600.0,19600.0,19600.0, 36 months,18.99,718.36,D,D3,Registered Nurse,4 years,RENT,45000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90241808,,debt_consolidation,Debt consolidation,647xx,MO,28.08,1.0,Dec-2006,660.0,664.0,0.0,11.0,,22.0,0.0,14368.0,46.5,33.0,f,4724.7,4724.7,20811.76,20811.76,14875.3,5936.46,0.0,0.0,0.0,Mar-2019,718.36,Apr-2019,Mar-2019,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,78940.0,3.0,11.0,0.0,0.0,27.0,64572.0,107.0,5.0,6.0,5715.0,79.0,30900.0,2.0,3.0,2.0,6.0,3759.0,12091.0,50.6,0.0,0.0,115.0,117.0,1.0,1.0,0.0,1.0,,3.0,,0.0,4.0,6.0,9.0,10.0,19.0,11.0,14.0,6.0,22.0,0.0,0.0,0.0,5.0,87.9,25.0,0.0,0.0,101498.0,78940.0,24500.0,70598.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89907135,,25000.0,25000.0,24750.0, 36 months,13.49,848.27,C,C2,Warrant Officer ,10+ years,RENT,75000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89907135,,other,Other,735xx,OK,34.51,0.0,Sep-1999,665.0,669.0,1.0,35.0,,11.0,0.0,24093.0,54.8,36.0,f,0.0,0.0,29407.4036903261,29113.33,25000.0,4407.4,0.0,0.0,0.0,May-2018,14044.87,,Mar-2019,659.0,655.0,0.0,54.0,1.0,Individual,,,,0.0,423.0,62477.0,2.0,2.0,1.0,4.0,8.0,38384.0,85.0,4.0,6.0,11405.0,66.0,44000.0,1.0,1.0,4.0,10.0,5680.0,14627.0,59.5,0.0,0.0,204.0,126.0,3.0,3.0,0.0,8.0,,3.0,35.0,3.0,3.0,4.0,6.0,6.0,24.0,9.0,10.0,4.0,11.0,0.0,0.0,0.0,5.0,86.1,33.3,0.0,0.0,104403.0,62477.0,36100.0,60403.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90066229,,35000.0,35000.0,35000.0, 36 months,13.49,1187.57,C,C2,Paralegal,10+ years,RENT,85000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90066229,,debt_consolidation,Debt consolidation,913xx,CA,14.23,0.0,Jun-2004,665.0,669.0,1.0,31.0,,9.0,0.0,9216.0,88.6,23.0,f,7951.27,7951.27,34413.3,34413.3,27048.73,7364.57,0.0,0.0,0.0,Mar-2019,1187.57,Apr-2019,Mar-2019,674.0,670.0,0.0,31.0,1.0,Individual,,,,0.0,0.0,50521.0,0.0,3.0,3.0,4.0,7.0,41305.0,91.0,0.0,0.0,3421.0,91.0,10400.0,3.0,0.0,5.0,4.0,6315.0,973.0,87.8,0.0,0.0,107.0,147.0,26.0,7.0,5.0,26.0,,0.0,,3.0,4.0,5.0,4.0,7.0,7.0,6.0,11.0,5.0,9.0,0.0,0.0,0.0,3.0,82.6,100.0,0.0,0.0,55772.0,50521.0,8000.0,45372.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90211317,,7000.0,7000.0,7000.0, 36 months,14.49,240.92,C,C4,Service Representative IV,4 years,RENT,46728.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90211317,,other,Other,920xx,CA,21.73,3.0,Jun-2009,670.0,674.0,1.0,3.0,,6.0,0.0,1010.0,16.0,21.0,f,0.0,0.0,8333.606090110101,8333.61,7000.0,1333.61,0.0,0.0,0.0,Jun-2018,3961.37,,Oct-2018,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,23910.0,0.0,2.0,0.0,0.0,30.0,22900.0,55.0,0.0,1.0,1010.0,50.0,6300.0,1.0,0.0,1.0,1.0,3985.0,1790.0,36.1,0.0,0.0,70.0,87.0,18.0,18.0,0.0,49.0,,3.0,8.0,0.0,1.0,1.0,2.0,7.0,5.0,4.0,16.0,1.0,6.0,0.0,0.0,0.0,0.0,85.0,50.0,0.0,0.0,48050.0,23910.0,2800.0,41750.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90083043,,8000.0,8000.0,8000.0, 36 months,13.99,273.39,C,C3,Customer service Representative ,< 1 year,RENT,40000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90083043,,debt_consolidation,Debt consolidation,763xx,TX,21.57,2.0,Mar-2003,675.0,679.0,1.0,16.0,,10.0,0.0,3892.0,37.1,21.0,f,0.0,0.0,9433.8648934433,9433.86,8000.0,1433.86,0.0,0.0,0.0,Jun-2018,4245.67,,Mar-2019,749.0,745.0,0.0,16.0,1.0,Individual,,,,0.0,0.0,59579.0,2.0,2.0,0.0,0.0,27.0,55687.0,101.0,2.0,4.0,2486.0,91.0,10500.0,0.0,1.0,2.0,4.0,5958.0,4797.0,40.0,0.0,0.0,162.0,131.0,2.0,2.0,0.0,6.0,,6.0,,3.0,2.0,5.0,3.0,4.0,11.0,8.0,9.0,5.0,10.0,0.0,0.0,2.0,2.0,78.9,33.3,0.0,0.0,65401.0,59579.0,8000.0,54901.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90219218,,15425.0,15425.0,15425.0, 36 months,27.49,633.8,F,F4,,,OWN,38604.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90219218,,debt_consolidation,Debt consolidation,980xx,WA,28.75,0.0,Sep-1995,690.0,694.0,1.0,,,8.0,0.0,30895.0,79.0,13.0,f,0.0,0.0,5997.22,5997.22,2431.88,2614.96,0.0,950.38,171.06839997790001,Jun-2017,633.8,,Mar-2019,534.0,530.0,0.0,,1.0,Individual,,,,0.0,0.0,40494.0,3.0,1.0,1.0,1.0,5.0,9599.0,96.0,2.0,4.0,9406.0,83.0,39100.0,2.0,0.0,1.0,5.0,5062.0,5350.0,75.0,0.0,0.0,177.0,252.0,2.0,2.0,0.0,3.0,,5.0,,0.0,4.0,5.0,4.0,4.0,3.0,7.0,10.0,5.0,8.0,0.0,0.0,0.0,3.0,100.0,25.0,0.0,0.0,49100.0,40494.0,21400.0,10000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90111482,,7475.0,7475.0,7475.0, 36 months,14.49,257.27,C,C4,,,RENT,22000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90111482,,debt_consolidation,Debt consolidation,331xx,FL,14.18,0.0,Aug-2003,665.0,669.0,1.0,,67.0,10.0,1.0,12982.0,47.4,33.0,f,0.0,0.0,7845.1739021557,7845.17,7475.0,370.17,0.0,0.0,0.0,Feb-2017,7079.38,,Aug-2018,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,12982.0,2.0,0.0,0.0,1.0,23.0,0.0,,3.0,4.0,9800.0,47.0,27400.0,2.0,0.0,6.0,5.0,1442.0,9418.0,58.0,0.0,0.0,157.0,155.0,2.0,2.0,0.0,6.0,,1.0,,0.0,2.0,2.0,6.0,20.0,2.0,10.0,31.0,2.0,10.0,0.0,0.0,0.0,3.0,100.0,40.0,1.0,0.0,27400.0,12982.0,22400.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90121553,,28800.0,28800.0,28800.0, 60 months,13.99,669.98,C,C3,Owner/CEO,7 years,MORTGAGE,90000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90121553,,debt_consolidation,Debt consolidation,850xx,AZ,13.01,0.0,Jul-2004,695.0,699.0,2.0,,,11.0,0.0,39117.0,70.1,17.0,f,17349.52,17349.52,19407.04,19407.04,11450.48,7956.56,0.0,0.0,0.0,Mar-2019,669.98,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,270653.0,2.0,0.0,0.0,0.0,146.0,0.0,,2.0,2.0,8444.0,69.0,55800.0,0.0,0.0,2.0,2.0,24605.0,13125.0,71.7,0.0,0.0,146.0,138.0,1.0,1.0,3.0,32.0,,1.0,,0.0,5.0,7.0,7.0,10.0,1.0,9.0,12.0,7.0,11.0,0.0,0.0,0.0,2.0,100.0,57.1,0.0,0.0,316586.0,40452.0,46300.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90100674,,10000.0,10000.0,10000.0, 36 months,16.99,356.48,D,D1,Front desk,2 years,OWN,40000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90100674,,debt_consolidation,Debt consolidation,281xx,NC,26.59,0.0,Jan-1998,660.0,664.0,1.0,35.0,35.0,26.0,1.0,11100.0,48.9,39.0,f,0.0,0.0,3611.99,3611.99,2291.18,1320.81,0.0,0.0,0.0,Aug-2017,356.48,,Sep-2018,539.0,535.0,0.0,35.0,1.0,Individual,,,,0.0,1144.0,123831.0,3.0,1.0,0.0,0.0,28.0,12725.0,68.0,7.0,15.0,2362.0,58.0,22700.0,1.0,1.0,3.0,16.0,4763.0,3363.0,67.3,0.0,0.0,142.0,224.0,4.0,4.0,3.0,10.0,35.0,4.0,35.0,2.0,7.0,15.0,9.0,12.0,3.0,24.0,33.0,15.0,26.0,0.0,0.0,0.0,8.0,92.3,33.3,0.0,0.0,142543.0,23825.0,10300.0,18733.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90111718,,19950.0,19950.0,19950.0, 36 months,15.59,697.36,C,C5,STAFF ASSISTANT,8 years,OWN,63000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90111718,,debt_consolidation,Debt consolidation,021xx,MA,18.4,0.0,Jul-2004,685.0,689.0,0.0,,,13.0,0.0,29272.0,57.6,25.0,f,4637.31,4637.31,20246.88,20246.88,15312.69,4934.19,0.0,0.0,0.0,Mar-2019,699.65,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,384528.0,1.0,1.0,0.0,1.0,22.0,4751.0,56.0,2.0,4.0,9047.0,57.0,50800.0,0.0,0.0,2.0,6.0,29579.0,15492.0,61.6,0.0,0.0,97.0,146.0,8.0,5.0,3.0,8.0,,6.0,,0.0,8.0,10.0,9.0,13.0,5.0,11.0,17.0,10.0,13.0,0.0,0.0,0.0,3.0,100.0,33.3,0.0,0.0,411285.0,34023.0,40300.0,8485.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90301557,,30000.0,30000.0,30000.0, 60 months,17.99,761.64,D,D2,Program Manager IT,1 year,MORTGAGE,125000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90301557,,debt_consolidation,Debt consolidation,913xx,CA,9.23,0.0,Apr-2006,670.0,674.0,0.0,,47.0,5.0,2.0,9019.0,63.5,6.0,f,0.0,0.0,36159.350713883796,36159.35,30000.0,6159.35,0.0,0.0,0.0,Jan-2018,25571.35,,Mar-2018,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,29185.0,0.0,2.0,1.0,2.0,8.0,20166.0,81.0,0.0,0.0,6252.0,75.0,14200.0,0.0,1.0,2.0,2.0,5837.0,5181.0,63.5,0.0,0.0,125.0,41.0,28.0,8.0,0.0,28.0,,3.0,,0.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,5.0,0.0,0.0,0.0,1.0,100.0,33.3,1.0,1.0,39200.0,29185.0,14200.0,25000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90101442,,35000.0,35000.0,35000.0, 60 months,19.99,927.1,D,D4,Director,10+ years,MORTGAGE,186000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90101442,,debt_consolidation,Debt consolidation,917xx,CA,24.95,0.0,Apr-2000,720.0,724.0,2.0,59.0,,20.0,0.0,33238.0,41.3,39.0,f,0.0,0.0,13588.79,13588.79,3710.3,5521.83,0.0,4356.66,784.1988,Aug-2017,927.1,,Feb-2018,629.0,625.0,0.0,68.0,1.0,Individual,,,,0.0,0.0,791861.0,3.0,6.0,2.0,4.0,5.0,148140.0,87.0,3.0,5.0,9682.0,66.0,80500.0,1.0,0.0,4.0,11.0,39593.0,27586.0,51.1,0.0,0.0,145.0,197.0,4.0,4.0,6.0,4.0,,0.0,,2.0,6.0,8.0,7.0,9.0,10.0,13.0,23.0,8.0,20.0,0.0,0.0,0.0,5.0,94.7,42.9,0.0,0.0,868737.0,181378.0,56400.0,162930.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90219907,,11200.0,11200.0,11200.0, 60 months,15.59,269.93,C,C5,Teacher,3 years,MORTGAGE,41000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90219907,,home_improvement,Home improvement,852xx,AZ,17.74,0.0,Aug-2010,685.0,689.0,0.0,,,16.0,0.0,11223.0,46.4,17.0,f,6851.78,6851.78,7818.27,7818.27,4348.22,3470.05,0.0,0.0,0.0,Mar-2019,269.93,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,332622.0,1.0,7.0,1.0,2.0,8.0,49610.0,95.0,1.0,3.0,2240.0,80.0,24200.0,3.0,0.0,2.0,7.0,20789.0,2939.0,67.7,0.0,0.0,73.0,58.0,11.0,6.0,2.0,11.0,,6.0,,0.0,4.0,6.0,4.0,4.0,7.0,8.0,8.0,6.0,16.0,0.0,0.0,0.0,3.0,100.0,50.0,0.0,0.0,349709.0,60833.0,9100.0,51990.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90410406,,15575.0,15575.0,15575.0, 36 months,18.99,570.84,D,D3,,,MORTGAGE,52300.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90410406,,debt_consolidation,Debt consolidation,820xx,WY,32.79,0.0,Feb-1994,725.0,729.0,0.0,,,12.0,0.0,42516.0,65.6,30.0,f,0.0,0.0,19804.4665234697,19804.47,15575.0,4229.47,0.0,0.0,0.0,Sep-2018,7262.42,,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,0.0,283125.0,0.0,1.0,0.0,1.0,22.0,12377.0,70.0,0.0,0.0,12631.0,67.0,64800.0,0.0,4.0,0.0,2.0,25739.0,15955.0,70.5,0.0,0.0,151.0,271.0,36.0,19.0,5.0,40.0,,20.0,,0.0,6.0,9.0,6.0,13.0,8.0,10.0,17.0,9.0,12.0,0.0,0.0,0.0,0.0,100.0,33.3,0.0,0.0,317162.0,54893.0,54000.0,17593.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90077274,,35000.0,35000.0,35000.0, 36 months,15.59,1223.43,C,C5,Acquisition Program Manager,6 years,MORTGAGE,113000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90077274,,debt_consolidation,Debt consolidation,361xx,AL,20.63,0.0,May-1993,690.0,694.0,0.0,,,8.0,0.0,19415.0,76.1,24.0,f,0.0,0.0,41836.2802121918,41836.28,35000.0,6836.28,0.0,0.0,0.0,May-2018,20919.84,,Oct-2018,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,363427.0,2.0,3.0,4.0,6.0,2.0,78333.0,92.0,1.0,3.0,13173.0,85.0,25500.0,6.0,3.0,7.0,10.0,51918.0,6085.0,76.1,0.0,0.0,81.0,280.0,9.0,2.0,2.0,9.0,,3.0,,0.0,2.0,2.0,3.0,3.0,16.0,4.0,6.0,2.0,8.0,0.0,0.0,0.0,6.0,100.0,66.7,0.0,0.0,374650.0,97748.0,25500.0,81650.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88999750,,15000.0,15000.0,15000.0, 60 months,13.99,348.95,C,C3,Enterprise Risk and CyberSecurity Mgr. ,1 year,OWN,240000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88999750,,debt_consolidation,Debt consolidation,113xx,NY,11.81,0.0,Jun-1988,715.0,719.0,2.0,,,14.0,0.0,47163.0,31.6,28.0,f,9034.47,9034.47,10119.14,10119.14,5965.53,4153.61,0.0,0.0,0.0,Mar-2019,348.95,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,222437.0,3.0,5.0,0.0,3.0,15.0,174584.0,90.0,3.0,5.0,15131.0,47.0,149400.0,0.0,0.0,2.0,8.0,15888.0,102237.0,31.6,0.0,0.0,170.0,339.0,0.0,0.0,0.0,0.0,,0.0,,0.0,6.0,6.0,8.0,11.0,16.0,8.0,11.0,6.0,14.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,352245.0,222437.0,149400.0,201922.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90409567,,22000.0,22000.0,22000.0, 36 months,16.99,784.26,D,D1,INSURANCE BROKER,10+ years,RENT,62000.0,Not Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90409567,,debt_consolidation,Debt consolidation,900xx,CA,23.61,0.0,Mar-1998,685.0,689.0,0.0,42.0,,6.0,0.0,17629.0,67.0,18.0,f,9574.63,9574.63,18816.08,18816.08,12425.37,6390.71,0.0,0.0,0.0,Feb-2019,784.26,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,38654.0,4.0,1.0,1.0,1.0,4.0,21025.0,96.0,3.0,5.0,5968.0,80.0,26300.0,1.0,0.0,2.0,6.0,6442.0,3396.0,71.2,0.0,0.0,129.0,222.0,2.0,2.0,0.0,16.0,,4.0,42.0,0.0,2.0,4.0,2.0,4.0,8.0,5.0,10.0,4.0,6.0,0.0,0.0,0.0,4.0,94.4,50.0,0.0,0.0,48197.0,38654.0,11800.0,21897.0,,,,,,,,,,,,,,N,INTEREST ONLY-3 MONTHS DEFERRAL,EXCESSIVE_OBLIGATIONS,COMPLETED,3.0,224.76,Nov-2017,Feb-2018,Dec-2017,3.0,12.0,In Grace Period,674.28,16193.18,336.94,Cash,N,,,,,,
+90266004,,28000.0,28000.0,28000.0, 36 months,16.99,998.14,D,D1,Senior Marketing Manager,3 years,MORTGAGE,130000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90266004,,car,Car financing,280xx,NC,15.77,0.0,Jan-1994,665.0,669.0,0.0,,,13.0,0.0,36743.0,81.3,21.0,f,0.0,0.0,34355.7545889014,34355.75,28000.0,6355.75,0.0,0.0,0.0,Jun-2018,15219.31,,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,603484.0,2.0,1.0,0.0,0.0,29.0,20915.0,62.0,1.0,2.0,8575.0,74.0,45200.0,0.0,0.0,1.0,4.0,46422.0,8177.0,81.1,0.0,0.0,141.0,272.0,1.0,1.0,3.0,14.0,,6.0,,0.0,7.0,8.0,7.0,10.0,3.0,9.0,14.0,8.0,12.0,0.0,0.0,0.0,2.0,100.0,87.5,0.0,0.0,632942.0,61435.0,43200.0,33971.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88897816,,16000.0,16000.0,16000.0, 60 months,19.99,423.82,D,D4,manager,4 years,MORTGAGE,100000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88897816,,other,Other,330xx,FL,24.6,0.0,Dec-2001,705.0,709.0,1.0,,,22.0,0.0,17593.0,37.2,33.0,f,10196.62,10196.62,12273.01,12273.01,5803.38,6469.63,0.0,0.0,0.0,Mar-2019,423.82,Apr-2019,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,314172.0,0.0,4.0,1.0,4.0,10.0,66447.0,82.0,1.0,4.0,5246.0,66.0,47300.0,1.0,1.0,2.0,8.0,16535.0,7169.0,61.7,0.0,0.0,152.0,177.0,8.0,8.0,4.0,25.0,,2.0,,0.0,6.0,8.0,7.0,7.0,10.0,17.0,19.0,8.0,22.0,0.0,0.0,0.0,2.0,100.0,42.9,0.0,0.0,377655.0,84040.0,18700.0,80755.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90238481,,10000.0,10000.0,10000.0, 60 months,18.99,259.36,D,D3,,,RENT,30000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90238481,,credit_card,Credit card refinancing,900xx,CA,19.04,0.0,Jul-2002,670.0,674.0,1.0,,,7.0,0.0,9572.0,44.3,12.0,f,0.0,0.0,6134.93,6134.93,2086.73,2571.2,0.0,1477.0,265.86,Apr-2018,259.36,,Mar-2019,544.0,540.0,0.0,,1.0,Individual,,,,0.0,0.0,17133.0,1.0,0.0,1.0,1.0,9.0,7561.0,95.0,1.0,4.0,3861.0,58.0,21600.0,0.0,0.0,1.0,5.0,2448.0,10953.0,46.3,0.0,0.0,170.0,53.0,4.0,4.0,0.0,4.0,,2.0,,0.0,5.0,6.0,5.0,5.0,6.0,6.0,6.0,6.0,7.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,29600.0,17133.0,20400.0,8000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Nov-2018,ACTIVE,Oct-2018,3421.76,40.0,8.0
+90408167,,24000.0,24000.0,24000.0, 36 months,16.99,855.55,D,D1,Owner,9 years,MORTGAGE,62000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90408167,,debt_consolidation,Debt consolidation,064xx,CT,9.45,3.0,May-1995,660.0,664.0,0.0,8.0,,8.0,0.0,14330.0,66.0,20.0,f,5663.43,5663.43,24788.3,24788.3,18336.57,6451.73,0.0,0.0,0.0,Mar-2019,855.55,Apr-2019,Mar-2019,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,123083.0,0.0,0.0,0.0,0.0,84.0,0.0,,0.0,1.0,4283.0,66.0,21700.0,0.0,1.0,1.0,1.0,15385.0,4030.0,70.1,0.0,0.0,123.0,256.0,23.0,23.0,4.0,27.0,19.0,2.0,19.0,0.0,3.0,5.0,5.0,11.0,2.0,7.0,14.0,5.0,8.0,0.0,0.0,0.0,0.0,75.0,60.0,0.0,0.0,151700.0,14330.0,13500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90409501,,12000.0,12000.0,12000.0, 36 months,13.49,407.17,C,C2,Production Mgr,10+ years,MORTGAGE,85000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90409501,,debt_consolidation,Debt consolidation,580xx,ND,13.43,0.0,May-2001,675.0,679.0,0.0,87.0,54.0,16.0,1.0,20902.0,60.6,25.0,f,0.0,0.0,13504.530262679,13504.53,12000.0,1504.53,0.0,0.0,0.0,Nov-2017,364.53,,Mar-2019,704.0,700.0,0.0,87.0,1.0,Individual,,,,0.0,6196.0,102220.0,1.0,1.0,0.0,0.0,112.0,341.0,3.0,5.0,9.0,4972.0,45.0,34500.0,0.0,0.0,3.0,10.0,6389.0,8257.0,63.3,0.0,0.0,124.0,184.0,2.0,2.0,2.0,2.0,,11.0,87.0,1.0,6.0,12.0,8.0,11.0,2.0,14.0,21.0,12.0,16.0,0.0,0.0,0.0,5.0,92.0,50.0,0.0,0.0,132749.0,21243.0,22500.0,12627.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90181772,,16500.0,16500.0,16250.0, 36 months,14.49,567.87,C,C4,Mortgage Support Assistant,< 1 year,RENT,38000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90181772,,debt_consolidation,Debt consolidation,285xx,NC,29.44,0.0,Aug-2008,690.0,694.0,2.0,,,16.0,0.0,17149.0,49.6,24.0,f,3589.67,3535.28,16654.95,16402.6,12910.33,3744.62,0.0,0.0,0.0,Mar-2019,767.87,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,47846.0,1.0,6.0,0.0,0.0,39.0,30697.0,74.0,2.0,3.0,5679.0,63.0,35200.0,0.0,2.0,2.0,3.0,2990.0,5542.0,74.6,0.0,0.0,97.0,87.0,2.0,2.0,0.0,12.0,,0.0,,0.0,4.0,6.0,4.0,4.0,12.0,10.0,12.0,6.0,16.0,0.0,0.0,0.0,2.0,100.0,50.0,0.0,0.0,76688.0,47846.0,21800.0,41488.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90241151,,20000.0,20000.0,20000.0, 36 months,8.59,632.19,A,A5,Maintanence,,MORTGAGE,100000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90241151,,credit_card,Credit card refinancing,140xx,NY,17.7,0.0,Nov-1980,730.0,734.0,1.0,,,8.0,0.0,25848.0,51.7,26.0,w,0.0,0.0,21679.6896696774,21679.69,20000.0,1679.69,0.0,0.0,0.0,Dec-2017,13470.76,,Dec-2017,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,125824.0,1.0,2.0,0.0,0.0,26.0,99976.0,84.0,1.0,1.0,11380.0,60.0,50000.0,1.0,4.0,1.0,1.0,17975.0,20650.0,47.1,0.0,0.0,168.0,430.0,1.0,1.0,1.0,1.0,,1.0,,0.0,2.0,3.0,3.0,7.0,10.0,6.0,15.0,3.0,8.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,158625.0,125824.0,39000.0,108625.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90139407,,10000.0,10000.0,9750.0, 36 months,15.59,349.55,C,C5,Advertising Manager,10+ years,MORTGAGE,100000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90139407,,credit_card,Credit card refinancing,342xx,FL,19.49,0.0,Nov-2001,690.0,694.0,3.0,30.0,,18.0,0.0,44948.0,53.3,29.0,f,0.0,0.0,11421.9045165047,11136.36,10000.0,1421.9,0.0,0.0,0.0,Oct-2017,7585.51,,Nov-2017,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,255743.0,4.0,3.0,1.0,3.0,2.0,21013.0,75.0,3.0,4.0,29342.0,59.0,84300.0,0.0,1.0,4.0,8.0,15984.0,27224.0,57.8,0.0,0.0,64.0,178.0,5.0,2.0,2.0,5.0,30.0,3.0,30.0,0.0,3.0,6.0,6.0,11.0,4.0,14.0,23.0,6.0,18.0,0.0,0.0,0.0,5.0,89.7,16.7,0.0,0.0,306725.0,65961.0,64500.0,27925.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90109317,,7000.0,7000.0,7000.0, 36 months,18.99,256.56,D,D3,Fabricator/Installer,10+ years,MORTGAGE,31900.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90109317,,debt_consolidation,Debt consolidation,871xx,NM,33.03,1.0,Mar-2001,690.0,694.0,3.0,7.0,88.0,18.0,1.0,7171.0,28.5,28.0,f,1692.32,1692.32,7432.86,7432.86,5307.68,2125.18,0.0,0.0,0.0,Mar-2019,256.56,Apr-2019,Mar-2019,619.0,615.0,0.0,,1.0,Individual,,,,0.0,0.0,103135.0,5.0,3.0,0.0,1.0,17.0,12738.0,40.0,6.0,8.0,2335.0,35.0,25200.0,0.0,3.0,3.0,9.0,5730.0,1940.0,75.1,0.0,0.0,132.0,186.0,1.0,1.0,1.0,4.0,,1.0,,0.0,5.0,10.0,5.0,5.0,7.0,14.0,20.0,10.0,18.0,0.0,0.0,0.0,6.0,96.4,80.0,1.0,0.0,169315.0,19909.0,7800.0,32192.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90320895,,23275.0,23275.0,23275.0, 36 months,13.99,795.38,C,C3,Director,10+ years,RENT,161200.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90320895,,credit_card,Credit card refinancing,327xx,FL,16.22,1.0,Nov-1999,665.0,669.0,0.0,7.0,,9.0,0.0,27074.0,71.2,21.0,f,0.0,0.0,27030.4037068229,27030.4,23275.0,3755.4,0.0,0.0,0.0,Mar-2018,14322.41,,Mar-2018,724.0,720.0,0.0,33.0,1.0,Individual,,,,0.0,0.0,80329.0,0.0,2.0,0.0,1.0,18.0,45056.0,74.0,0.0,1.0,14740.0,65.0,38000.0,0.0,0.0,0.0,2.0,10041.0,8426.0,76.3,0.0,0.0,161.0,185.0,15.0,15.0,2.0,15.0,,,7.0,1.0,4.0,4.0,4.0,8.0,5.0,6.0,13.0,4.0,8.0,0.0,0.0,0.0,0.0,85.7,25.0,0.0,0.0,124065.0,80329.0,35500.0,60766.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90271373,,15000.0,15000.0,15000.0, 36 months,16.99,534.72,D,D1,Project Superintendent ,6 years,MORTGAGE,46500.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90271373,,debt_consolidation,Debt consolidation,765xx,TX,13.45,0.0,May-2013,670.0,674.0,0.0,,,5.0,0.0,6602.0,79.5,5.0,f,0.0,0.0,18726.8232833609,18726.82,15000.0,3726.82,0.0,0.0,0.0,Oct-2018,6442.42,,Oct-2018,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,98884.0,1.0,1.0,0.0,1.0,14.0,14673.0,85.0,2.0,2.0,4232.0,83.0,8300.0,1.0,0.0,1.0,4.0,19777.0,268.0,94.0,0.0,0.0,14.0,40.0,1.0,1.0,1.0,40.0,,7.0,,0.0,1.0,3.0,1.0,1.0,1.0,3.0,3.0,3.0,5.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,105419.0,21275.0,4500.0,17238.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90280518,,8000.0,8000.0,8000.0, 36 months,13.99,273.39,C,C3,Server,3 years,RENT,40000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90280518,,debt_consolidation,Debt consolidation,926xx,CA,34.95,0.0,Jul-2011,695.0,699.0,1.0,,,8.0,0.0,12381.0,79.9,10.0,f,0.0,0.0,8833.7648656852,8833.76,8000.0,833.76,0.0,0.0,0.0,Jul-2017,6618.67,,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,28099.0,0.0,2.0,0.0,1.0,15.0,15718.0,45.0,1.0,1.0,3391.0,56.0,15500.0,0.0,0.0,2.0,2.0,3512.0,2066.0,76.5,0.0,0.0,56.0,62.0,10.0,10.0,0.0,45.0,,2.0,,0.0,3.0,5.0,3.0,4.0,3.0,6.0,7.0,5.0,8.0,0.0,0.0,0.0,1.0,100.0,66.7,0.0,0.0,50598.0,28099.0,8800.0,35098.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90399198,,15000.0,15000.0,15000.0, 36 months,12.79,503.9,C,C1,Sales manager,10+ years,OWN,70000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90399198,,debt_consolidation,Debt consolidation,916xx,CA,22.15,0.0,Jun-2004,715.0,719.0,0.0,,100.0,15.0,1.0,6307.0,20.3,30.0,w,0.0,0.0,16032.1012769177,16032.1,15000.0,1032.1,0.0,0.0,0.0,Apr-2017,13457.17,,Oct-2017,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,35925.0,1.0,3.0,2.0,3.0,3.0,29618.0,75.0,0.0,3.0,1442.0,51.0,31000.0,1.0,3.0,1.0,6.0,2395.0,19349.0,9.6,0.0,0.0,147.0,95.0,13.0,3.0,0.0,13.0,,3.0,,0.0,3.0,4.0,9.0,16.0,10.0,12.0,20.0,4.0,15.0,0.0,0.0,0.0,2.0,100.0,11.1,1.0,0.0,70415.0,35925.0,21400.0,39415.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90383177,,12000.0,12000.0,12000.0, 60 months,21.49,327.96,D,D5,Paralegal,5 years,RENT,65000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90383177,,debt_consolidation,Debt consolidation,871xx,NM,9.16,0.0,Nov-1997,675.0,679.0,1.0,44.0,35.0,4.0,2.0,6123.0,70.4,11.0,f,7548.1,7548.1,9716.96,9716.96,4451.9,5265.06,0.0,0.0,0.0,Mar-2019,327.96,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,280.0,24040.0,1.0,1.0,0.0,1.0,16.0,17917.0,84.0,1.0,2.0,4674.0,80.0,8700.0,2.0,1.0,1.0,3.0,6010.0,1377.0,81.6,0.0,0.0,134.0,226.0,3.0,3.0,1.0,3.0,,3.0,,0.0,2.0,2.0,2.0,3.0,3.0,3.0,7.0,2.0,4.0,0.0,0.0,0.0,1.0,81.8,50.0,0.0,2.0,30170.0,24040.0,7500.0,21470.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90311146,,15000.0,15000.0,15000.0, 36 months,12.79,503.9,C,C1,Field Service Tech,10+ years,RENT,86000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90311146,,debt_consolidation,Debt consolidation,207xx,MD,8.0,0.0,Jul-2000,665.0,669.0,2.0,,52.0,11.0,1.0,14598.0,32.6,29.0,f,0.0,0.0,16305.419942081899,16305.42,15000.0,1305.42,0.0,0.0,0.0,Jul-2017,12284.88,,Jul-2017,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,21484.0,3.0,1.0,0.0,1.0,19.0,6886.0,70.0,4.0,5.0,2893.0,39.0,44800.0,2.0,4.0,5.0,6.0,2148.0,16478.0,29.3,0.0,0.0,194.0,150.0,4.0,4.0,4.0,5.0,,5.0,,0.0,4.0,7.0,4.0,8.0,7.0,10.0,18.0,7.0,11.0,0.0,0.0,0.0,4.0,100.0,0.0,1.0,0.0,54668.0,21484.0,23300.0,9868.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90067297,,32400.0,32400.0,32400.0, 60 months,14.49,762.15,C,C4,Principal Programmer,< 1 year,MORTGAGE,145000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90067297,,credit_card,Credit card refinancing,021xx,MA,14.8,0.0,Mar-1992,730.0,734.0,0.0,,,8.0,0.0,203075.0,82.0,19.0,f,0.0,0.0,38394.8264156956,38394.83,32400.0,5994.83,0.0,0.0,0.0,Feb-2018,26911.75,,Mar-2018,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,451147.0,1.0,2.0,1.0,2.0,1.0,39737.0,101.0,1.0,2.0,16208.0,86.0,219600.0,0.0,0.0,0.0,4.0,56393.0,7568.0,78.1,0.0,0.0,110.0,294.0,12.0,1.0,2.0,20.0,,13.0,,0.0,2.0,4.0,3.0,9.0,5.0,5.0,12.0,4.0,8.0,0.0,0.0,0.0,2.0,100.0,66.7,0.0,0.0,492537.0,242812.0,34600.0,45937.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90410698,,8000.0,8000.0,8000.0, 36 months,17.99,289.18,D,D2,associate,9 years,RENT,83000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90410698,,debt_consolidation,Debt consolidation,208xx,MD,31.84,0.0,Sep-2003,665.0,669.0,1.0,,,18.0,0.0,30428.0,79.4,35.0,f,1908.09,1908.09,8378.22,8378.22,6091.91,2286.31,0.0,0.0,0.0,Mar-2019,289.18,Apr-2019,Mar-2019,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,81689.0,1.0,7.0,1.0,5.0,9.0,51261.0,73.0,1.0,2.0,9031.0,75.0,38300.0,0.0,6.0,2.0,7.0,4805.0,240.0,99.0,0.0,0.0,130.0,156.0,1.0,1.0,0.0,43.0,,1.0,,0.0,4.0,9.0,4.0,6.0,18.0,11.0,17.0,9.0,18.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,108576.0,81689.0,24100.0,70276.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90121588,,10000.0,10000.0,10000.0, 36 months,16.99,356.48,D,D1,Marketing Coordinator,3 years,RENT,45000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90121588,,debt_consolidation,Debt consolidation,330xx,FL,30.33,1.0,Jul-2011,665.0,669.0,0.0,11.0,,13.0,0.0,12007.0,56.9,15.0,f,0.0,0.0,11769.745143326101,11769.75,10000.0,1769.75,0.0,0.0,0.0,Dec-2017,7083.19,,Mar-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,39078.0,2.0,2.0,0.0,0.0,25.0,25798.0,71.0,2.0,8.0,4462.0,66.0,21100.0,1.0,0.0,3.0,8.0,3006.0,211.0,96.5,0.0,0.0,25.0,62.0,2.0,2.0,0.0,4.0,,0.0,,0.0,3.0,8.0,3.0,3.0,2.0,10.0,12.0,9.0,13.0,0.0,0.0,0.0,2.0,93.3,100.0,0.0,0.0,59535.0,39078.0,6000.0,36487.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90041121,,16700.0,16700.0,16700.0, 36 months,14.49,574.75,C,C4,,,MORTGAGE,38000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90041121,,debt_consolidation,Debt consolidation,809xx,CO,27.48,3.0,Oct-1995,690.0,694.0,1.0,17.0,,28.0,0.0,32803.0,39.5,47.0,f,0.0,0.0,18192.2424290482,18192.24,16700.0,1492.24,0.0,0.0,0.0,Jun-2017,13182.43,,Feb-2019,704.0,700.0,0.0,64.0,1.0,Individual,,,,0.0,0.0,98715.0,4.0,1.0,1.0,1.0,5.0,9904.0,97.0,3.0,4.0,8685.0,46.0,83000.0,0.0,1.0,1.0,5.0,3656.0,35671.0,45.3,0.0,0.0,37.0,251.0,3.0,3.0,5.0,3.0,17.0,3.0,17.0,4.0,8.0,12.0,14.0,23.0,2.0,26.0,40.0,12.0,28.0,0.0,0.0,0.0,4.0,85.1,35.7,0.0,0.0,163200.0,42707.0,65200.0,10200.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90301398,,15000.0,15000.0,15000.0, 36 months,14.49,516.25,C,C4,warehouse manager,2 years,RENT,30000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90301398,,major_purchase,Major purchase,560xx,MN,17.96,0.0,Sep-2003,685.0,689.0,1.0,29.0,,9.0,0.0,2364.0,16.3,18.0,f,0.0,0.0,15948.825430667099,15948.83,15000.0,948.83,0.0,0.0,0.0,Mar-2017,13895.91,,Mar-2019,669.0,665.0,0.0,29.0,1.0,Individual,,,,0.0,0.0,23276.0,2.0,1.0,0.0,2.0,15.0,20912.0,83.0,2.0,5.0,2364.0,59.0,14500.0,3.0,1.0,1.0,7.0,2910.0,4736.0,33.3,0.0,0.0,156.0,115.0,0.0,0.0,0.0,5.0,37.0,1.0,37.0,1.0,1.0,1.0,4.0,5.0,9.0,8.0,9.0,1.0,9.0,0.0,0.0,0.0,2.0,66.7,25.0,0.0,0.0,39566.0,23276.0,7100.0,25066.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90405075,,10000.0,10000.0,10000.0, 36 months,12.79,335.93,C,C1,Media Director,3 years,RENT,75000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90405075,,debt_consolidation,Debt consolidation,303xx,GA,18.36,0.0,Oct-1998,660.0,664.0,0.0,,69.0,9.0,1.0,10524.0,79.7,20.0,f,0.0,0.0,10207.98,10207.98,10000.0,207.98,0.0,0.0,0.0,Nov-2016,10215.09,,Feb-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,25769.0,0.0,3.0,2.0,3.0,9.0,15245.0,55.0,2.0,2.0,5281.0,63.0,13200.0,0.0,1.0,3.0,5.0,2863.0,252.0,97.5,0.0,0.0,119.0,215.0,7.0,7.0,0.0,7.0,,9.0,,0.0,3.0,5.0,3.0,7.0,7.0,6.0,13.0,5.0,9.0,0.0,0.0,0.0,4.0,100.0,100.0,1.0,0.0,41032.0,25769.0,9900.0,27832.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90140389,,18000.0,18000.0,17750.0, 36 months,14.49,619.49,C,C4,Property Manager,5 years,OWN,87000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90140389,,other,Other,070xx,NJ,13.97,0.0,May-2008,670.0,674.0,1.0,31.0,,13.0,0.0,9960.0,60.7,16.0,f,0.0,0.0,19023.1117064807,18758.9,18000.0,1023.11,0.0,0.0,0.0,Mar-2017,16559.64,,Feb-2019,664.0,660.0,0.0,31.0,1.0,Individual,,,,0.0,0.0,44729.0,1.0,5.0,0.0,2.0,14.0,34769.0,82.0,1.0,2.0,3197.0,76.0,16400.0,2.0,0.0,1.0,4.0,3441.0,1358.0,84.2,0.0,0.0,56.0,100.0,4.0,4.0,0.0,4.0,,5.0,,0.0,5.0,7.0,5.0,6.0,5.0,8.0,11.0,7.0,13.0,0.0,0.0,0.0,1.0,78.6,80.0,0.0,0.0,58958.0,44729.0,8600.0,42558.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90294323,,12000.0,12000.0,12000.0, 36 months,14.49,413.0,C,C4,Registered Nurse,< 1 year,MORTGAGE,58000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90294323,,other,Other,549xx,WI,17.9,0.0,Sep-2009,675.0,679.0,0.0,,,16.0,0.0,6964.0,27.4,25.0,f,0.0,0.0,12125.5800000504,12125.58,12000.0,125.58,0.0,0.0,0.0,Nov-2016,12135.24,,Sep-2016,679.0,675.0,0.0,,1.0,Individual,,,,0.0,299.0,86371.0,2.0,5.0,1.0,2.0,11.0,79407.0,96.0,2.0,3.0,4625.0,67.0,25400.0,1.0,8.0,0.0,6.0,5758.0,8337.0,43.7,0.0,0.0,84.0,51.0,3.0,3.0,0.0,3.0,,23.0,,0.0,2.0,4.0,4.0,5.0,10.0,10.0,14.0,4.0,16.0,0.0,0.0,0.0,4.0,100.0,25.0,0.0,0.0,103268.0,86371.0,14800.0,77868.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90240822,,7000.0,7000.0,7000.0, 36 months,16.99,249.54,D,D1,CSR,3 years,RENT,32000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90240822,,other,Other,974xx,OR,24.61,0.0,Mar-2004,680.0,684.0,0.0,26.0,,5.0,0.0,3380.0,99.4,15.0,f,1679.32,1679.32,7252.68,7252.68,5320.68,1932.0,0.0,0.0,0.0,Mar-2019,249.54,Apr-2019,Mar-2019,594.0,590.0,0.0,36.0,1.0,Individual,,,,0.0,0.0,15141.0,0.0,1.0,0.0,0.0,55.0,11761.0,60.0,0.0,1.0,2377.0,65.0,3400.0,0.0,5.0,1.0,1.0,5047.0,23.0,99.0,0.0,0.0,126.0,150.0,21.0,21.0,0.0,21.0,50.0,3.0,26.0,3.0,1.0,2.0,1.0,3.0,4.0,4.0,11.0,2.0,5.0,0.0,0.0,0.0,0.0,66.7,100.0,0.0,0.0,23142.0,15141.0,2400.0,19742.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90309401,,10000.0,10000.0,10000.0, 36 months,17.99,361.48,D,D2,Scheduling Supervisor,7 years,RENT,65000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90309401,,debt_consolidation,Debt consolidation,300xx,GA,21.92,0.0,Jul-2005,675.0,679.0,3.0,,,13.0,0.0,8682.0,56.4,22.0,f,2386.67,2386.67,10472.93,10472.93,7613.33,2859.6,0.0,0.0,0.0,Mar-2019,361.48,Apr-2019,Mar-2019,519.0,515.0,0.0,,1.0,Individual,,,,0.0,0.0,29815.0,6.0,3.0,1.0,2.0,6.0,21133.0,70.0,5.0,9.0,2237.0,66.0,15400.0,0.0,0.0,3.0,11.0,2293.0,5264.0,57.9,0.0,0.0,133.0,134.0,3.0,3.0,0.0,3.0,,3.0,,0.0,7.0,9.0,7.0,10.0,9.0,10.0,13.0,9.0,13.0,0.0,0.0,0.0,6.0,100.0,28.6,0.0,0.0,45512.0,29815.0,12500.0,30112.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90189903,,14000.0,14000.0,14000.0, 60 months,17.99,355.44,D,D2,Student Re;porting Facilator,10+ years,MORTGAGE,57000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90189903,,home_improvement,Home improvement,301xx,GA,28.21,3.0,Mar-2001,670.0,674.0,1.0,19.0,35.0,10.0,5.0,11437.0,68.5,16.0,f,8760.8,8760.8,10272.78,10272.78,5239.2,5033.58,0.0,0.0,0.0,Mar-2019,355.44,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,200977.0,0.0,3.0,1.0,2.0,10.0,36292.0,79.0,0.0,2.0,4956.0,76.0,16700.0,3.0,2.0,2.0,4.0,20098.0,2633.0,78.1,0.0,0.0,157.0,186.0,22.0,10.0,1.0,24.0,20.0,0.0,19.0,0.0,4.0,6.0,4.0,5.0,7.0,6.0,8.0,6.0,10.0,0.0,0.0,0.0,1.0,75.0,75.0,0.0,5.0,219083.0,47729.0,12000.0,45836.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90251373,,24000.0,24000.0,24000.0, 60 months,18.99,622.45,D,D3,Bartender,10+ years,RENT,64000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90251373,,debt_consolidation,Debt consolidation,956xx,CA,19.37,0.0,Aug-1991,710.0,714.0,0.0,,,10.0,0.0,18652.0,67.6,12.0,f,0.0,0.0,27829.368264330296,27829.37,24000.0,3829.37,0.0,0.0,0.0,Aug-2017,22252.64,,Aug-2017,769.0,765.0,0.0,,1.0,Individual,,,,0.0,0.0,36194.0,1.0,1.0,0.0,0.0,37.0,17542.0,56.0,1.0,3.0,4859.0,62.0,27600.0,0.0,0.0,0.0,3.0,3619.0,8282.0,64.0,0.0,0.0,37.0,301.0,2.0,2.0,0.0,2.0,,15.0,,0.0,6.0,9.0,6.0,6.0,1.0,9.0,11.0,9.0,10.0,0.0,0.0,0.0,1.0,100.0,33.3,0.0,0.0,58737.0,36194.0,23000.0,31137.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90067702,,25850.0,25850.0,25850.0, 36 months,18.99,947.43,D,D3,haba manager,10+ years,OWN,55000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90067702,,house,Home buying,600xx,IL,31.29,0.0,Feb-2005,720.0,724.0,0.0,,93.0,15.0,1.0,13389.0,28.1,21.0,f,0.0,0.0,32162.9224452473,32162.92,25850.0,6312.92,0.0,0.0,0.0,May-2018,15136.45,,May-2018,719.0,715.0,0.0,,1.0,Individual,,,,0.0,180.0,31340.0,1.0,3.0,0.0,1.0,19.0,17951.0,40.0,2.0,4.0,6807.0,34.0,47600.0,1.0,0.0,1.0,5.0,2089.0,22691.0,28.0,0.0,0.0,139.0,74.0,5.0,5.0,0.0,5.0,,1.0,,0.0,6.0,7.0,6.0,6.0,8.0,12.0,13.0,7.0,15.0,0.0,0.0,0.0,2.0,100.0,16.7,1.0,0.0,92546.0,31340.0,31500.0,44946.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90111085,,8000.0,8000.0,8000.0, 36 months,13.49,271.45,C,C2,Senior Accountant,< 1 year,MORTGAGE,70000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90111085,,moving,Moving and relocation,064xx,CT,7.39,0.0,Dec-2004,680.0,684.0,1.0,31.0,,8.0,0.0,17499.0,64.8,11.0,f,1817.25,1817.25,7866.05,7866.05,6182.75,1683.3,0.0,0.0,0.0,Mar-2019,271.45,Apr-2019,Mar-2019,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,149357.0,0.0,2.0,0.0,0.0,78.0,5905.0,33.0,1.0,3.0,8680.0,52.0,27000.0,0.0,0.0,2.0,3.0,18670.0,2501.0,87.5,0.0,0.0,130.0,141.0,10.0,10.0,3.0,10.0,34.0,0.0,34.0,0.0,4.0,4.0,4.0,4.0,3.0,5.0,5.0,4.0,8.0,0.0,0.0,0.0,1.0,81.8,75.0,0.0,0.0,183457.0,23404.0,20000.0,17857.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90151317,,25000.0,25000.0,25000.0, 36 months,14.49,860.41,C,C4,,,RENT,71000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90151317,,debt_consolidation,Debt consolidation,334xx,FL,21.28,0.0,Jul-1986,720.0,724.0,1.0,,,11.0,0.0,30110.0,39.1,33.0,f,5741.89,5741.89,24931.77,24931.77,19258.11,5673.66,0.0,0.0,0.0,Mar-2019,860.41,Apr-2019,Mar-2019,769.0,765.0,0.0,,1.0,Individual,,,,0.0,0.0,60509.0,1.0,1.0,0.0,2.0,18.0,30399.0,,1.0,1.0,14344.0,39.0,77100.0,0.0,0.0,1.0,3.0,5501.0,42690.0,41.4,0.0,0.0,181.0,362.0,0.0,0.0,1.0,0.0,,0.0,,0.0,6.0,6.0,8.0,14.0,5.0,10.0,26.0,6.0,11.0,0.0,0.0,0.0,1.0,100.0,25.0,0.0,0.0,115129.0,60509.0,72800.0,38029.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90118255,,35000.0,35000.0,34750.0, 36 months,15.59,1223.43,C,C5,Program Manager,4 years,RENT,95000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90118255,,credit_card,Credit card refinancing,941xx,CA,15.68,0.0,Nov-2001,700.0,704.0,0.0,,,7.0,0.0,37605.0,76.9,17.0,f,0.0,0.0,40428.2397176136,40139.47,35000.0,5428.24,0.0,0.0,0.0,Dec-2017,24553.96,,Feb-2019,754.0,750.0,0.0,,1.0,Individual,,,,0.0,0.0,63407.0,0.0,2.0,0.0,1.0,16.0,25802.0,65.0,1.0,3.0,15443.0,72.0,48900.0,0.0,2.0,0.0,4.0,9058.0,11295.0,76.9,0.0,0.0,152.0,178.0,9.0,9.0,0.0,9.0,,,,0.0,5.0,5.0,5.0,9.0,7.0,5.0,10.0,5.0,7.0,0.0,0.0,0.0,1.0,100.0,80.0,0.0,0.0,88432.0,63407.0,48900.0,39532.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90139416,,29900.0,29900.0,29900.0, 36 months,13.99,1021.77,C,C3,Area Trainer,9 years,RENT,140000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90139416,,debt_consolidation,Debt consolidation,980xx,WA,25.55,0.0,Jan-1997,680.0,684.0,0.0,72.0,3.0,13.0,1.0,18752.0,34.7,19.0,f,0.0,0.0,21518.27,21518.27,15911.09,5607.18,0.0,0.0,0.0,Jul-2018,1021.77,,Mar-2019,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,120179.0,2.0,4.0,2.0,5.0,3.0,101427.0,47.0,1.0,6.0,11543.0,40.0,54100.0,0.0,1.0,1.0,11.0,9245.0,33447.0,35.2,0.0,0.0,236.0,66.0,1.0,1.0,0.0,1.0,,8.0,,0.0,5.0,6.0,8.0,8.0,10.0,9.0,9.0,6.0,13.0,0.0,0.0,0.0,3.0,94.7,0.0,0.0,1.0,158755.0,120179.0,51600.0,104655.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90151297,,16925.0,16925.0,16900.0, 36 months,17.99,611.8,D,D2,Accounts Payable Coordinator,5 years,OWN,61000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90151297,,debt_consolidation,Debt consolidation,328xx,FL,22.71,1.0,May-1991,690.0,694.0,2.0,21.0,,9.0,0.0,29116.0,27.0,24.0,f,0.0,0.0,9946.88,9932.19,6420.56,3351.32,0.0,175.0,31.499999937800002,Feb-2018,611.8,,Mar-2019,664.0,660.0,0.0,21.0,1.0,Individual,,,,0.0,0.0,43498.0,3.0,1.0,1.0,1.0,6.0,14382.0,90.0,3.0,4.0,18104.0,35.0,107700.0,1.0,0.0,3.0,5.0,4833.0,75992.0,27.6,0.0,0.0,6.0,304.0,2.0,2.0,2.0,2.0,48.0,1.0,48.0,7.0,4.0,5.0,6.0,14.0,1.0,8.0,20.0,5.0,9.0,0.0,0.0,1.0,4.0,70.8,0.0,0.0,0.0,123700.0,43498.0,104900.0,16000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Sep-2018,ACTIVE,Aug-2018,5095.09,45.0,24.0
+90140842,,13000.0,13000.0,13000.0, 36 months,14.49,447.41,C,C4,Teacher,< 1 year,OWN,40900.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90140842,,credit_card,Credit card refinancing,678xx,KS,29.52,0.0,Jul-2009,715.0,719.0,3.0,,,14.0,0.0,7010.0,42.5,30.0,f,0.0,0.0,14764.0816826034,14764.08,13000.0,1764.08,0.0,0.0,0.0,Dec-2017,5319.61,,Mar-2019,759.0,755.0,0.0,,1.0,Individual,,,,0.0,0.0,86379.0,2.0,10.0,1.0,3.0,2.0,79369.0,91.0,1.0,2.0,6167.0,83.0,16500.0,0.0,1.0,8.0,5.0,6170.0,1433.0,81.1,0.0,0.0,86.0,48.0,1.0,1.0,0.0,29.0,,0.0,,0.0,1.0,2.0,1.0,1.0,24.0,4.0,6.0,2.0,14.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,103891.0,86379.0,7600.0,87391.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90181578,,8000.0,8000.0,8000.0, 36 months,14.49,275.33,C,C4,Sr Business Analyst,< 1 year,RENT,77000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90181578,,home_improvement,Home improvement,554xx,MN,9.34,1.0,Sep-2003,665.0,669.0,1.0,21.0,,6.0,0.0,3568.0,10.3,29.0,f,1838.94,1838.94,7981.35,7981.35,6161.06,1820.29,0.0,0.0,0.0,Mar-2019,275.33,Apr-2019,Mar-2019,704.0,700.0,0.0,21.0,1.0,Individual,,,,0.0,0.0,57587.0,2.0,2.0,2.0,3.0,2.0,54019.0,100.0,1.0,2.0,2083.0,36.0,34500.0,1.0,9.0,13.0,6.0,9598.0,30932.0,10.3,0.0,0.0,116.0,156.0,8.0,2.0,1.0,8.0,63.0,0.0,63.0,10.0,2.0,2.0,4.0,8.0,16.0,4.0,12.0,2.0,6.0,0.0,0.0,1.0,4.0,66.7,0.0,0.0,0.0,90989.0,57587.0,34500.0,56489.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90190651,,15000.0,15000.0,15000.0, 36 months,15.59,524.33,C,C5,PROCESS TECHNICIAN,< 1 year,RENT,45000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90190651,,medical,Medical expenses,950xx,CA,30.59,2.0,Nov-2003,670.0,674.0,0.0,21.0,70.0,14.0,1.0,5864.0,27.9,27.0,f,0.0,0.0,7851.96,7851.96,5413.85,2438.11,0.0,0.0,0.0,Jan-2018,524.33,,Mar-2019,579.0,575.0,0.0,70.0,1.0,Individual,,,,0.0,0.0,44339.0,0.0,3.0,1.0,2.0,11.0,38475.0,84.0,5.0,5.0,1967.0,66.0,21000.0,5.0,7.0,10.0,7.0,3411.0,2533.0,43.7,0.0,0.0,118.0,154.0,8.0,8.0,0.0,28.0,21.0,1.0,21.0,1.0,1.0,6.0,2.0,4.0,7.0,11.0,20.0,6.0,14.0,0.0,0.0,0.0,6.0,85.7,50.0,1.0,0.0,67096.0,44339.0,4500.0,46096.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90405695,,6200.0,6200.0,6200.0, 36 months,14.49,213.38,C,C4,Building Official,1 year,RENT,61000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90405695,,debt_consolidation,Debt consolidation,750xx,TX,14.66,3.0,Oct-2004,670.0,674.0,1.0,2.0,,8.0,0.0,6027.0,67.0,14.0,f,0.0,0.0,7475.761565011,7475.76,6200.0,1275.76,0.0,0.0,0.0,Aug-2018,2969.83,,Sep-2018,699.0,695.0,0.0,2.0,1.0,Individual,,,,1.0,0.0,20662.0,0.0,1.0,0.0,0.0,29.0,13630.0,43.0,1.0,2.0,1884.0,49.0,9000.0,0.0,4.0,2.0,3.0,2583.0,1844.0,62.4,0.0,1002.0,44.0,81.0,10.0,7.0,2.0,10.0,,0.0,,3.0,2.0,5.0,2.0,5.0,2.0,5.0,8.0,5.0,7.0,1.0,0.0,2.0,2.0,64.3,50.0,0.0,0.0,41797.0,20662.0,4900.0,31792.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90404729,,25000.0,25000.0,24975.0, 36 months,16.99,891.2,D,D1,Office manager,10+ years,RENT,54000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90404729,,debt_consolidation,Debt consolidation,903xx,CA,22.09,0.0,May-1996,690.0,694.0,0.0,41.0,,14.0,0.0,16955.0,53.0,24.0,f,0.0,0.0,21101.46,21080.36,14485.98,6282.19,44.56,288.73,51.9714,Feb-2019,288.73,,Mar-2019,549.0,545.0,0.0,,1.0,Individual,,,,0.0,0.0,40965.0,1.0,1.0,1.0,1.0,4.0,24010.0,95.0,0.0,0.0,4932.0,72.0,32000.0,0.0,0.0,1.0,1.0,2926.0,9337.0,55.5,0.0,0.0,127.0,244.0,36.0,4.0,0.0,41.0,,4.0,41.0,0.0,5.0,11.0,6.0,10.0,4.0,13.0,20.0,11.0,14.0,0.0,0.0,0.0,1.0,95.8,50.0,0.0,0.0,57297.0,40965.0,21000.0,25297.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Dec-2018,ACTIVE,Dec-2018,4952.0,45.0,18.0
+90320378,,35000.0,35000.0,34725.0, 60 months,27.79,1085.33,F,F5,Sales,4 years,MORTGAGE,130000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90320378,,debt_consolidation,Debt consolidation,782xx,TX,34.03,0.0,Mar-1996,685.0,689.0,3.0,,,25.0,0.0,22336.0,39.5,54.0,f,0.0,0.0,10799.26,10714.41,3052.67,7746.59,0.0,0.0,0.0,Aug-2017,1085.33,,Mar-2019,644.0,640.0,0.0,,1.0,Individual,,,,0.0,0.0,417587.0,3.0,7.0,1.0,5.0,4.0,176684.0,53.0,2.0,4.0,2515.0,46.0,56500.0,7.0,12.0,8.0,9.0,16703.0,13763.0,34.5,0.0,0.0,246.0,63.0,2.0,2.0,1.0,2.0,,1.0,,0.0,5.0,11.0,9.0,15.0,23.0,17.0,30.0,11.0,25.0,0.0,0.0,0.0,3.0,100.0,11.1,0.0,0.0,497866.0,199020.0,21000.0,214649.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90410252,,11725.0,11725.0,11725.0, 36 months,13.49,397.84,C,C2,VENDING ROUTE DRIVER,10+ years,MORTGAGE,31200.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90410252,,debt_consolidation,Debt consolidation,245xx,VA,17.12,0.0,Jul-1986,660.0,664.0,1.0,,,9.0,0.0,13485.0,89.3,12.0,f,2663.54,2663.54,11528.57,11528.57,9061.46,2467.11,0.0,0.0,0.0,Mar-2019,397.84,Apr-2019,Mar-2019,559.0,555.0,0.0,,1.0,Individual,,,,0.0,2008.0,106197.0,1.0,0.0,0.0,0.0,,0.0,,1.0,3.0,1897.0,89.0,15100.0,0.0,0.0,1.0,3.0,11800.0,355.0,94.0,0.0,0.0,,362.0,5.0,5.0,3.0,13.0,,5.0,,0.0,5.0,6.0,5.0,6.0,0.0,7.0,9.0,6.0,9.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,133902.0,13485.0,5900.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90240868,,12000.0,12000.0,12000.0, 36 months,13.49,407.17,C,C2,Designer,3 years,MORTGAGE,60000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90240868,,debt_consolidation,Debt consolidation,481xx,MI,18.32,3.0,Jun-2003,660.0,664.0,0.0,14.0,71.0,22.0,5.0,11810.0,62.5,30.0,f,2699.68,2699.68,11826.11,11826.11,9300.32,2525.79,0.0,0.0,0.0,Mar-2019,407.17,Apr-2019,Mar-2019,659.0,655.0,0.0,20.0,1.0,Individual,,,,0.0,150.0,62273.0,1.0,6.0,1.0,1.0,10.0,50463.0,128.0,2.0,4.0,2080.0,107.0,18900.0,0.0,0.0,0.0,5.0,3114.0,3108.0,74.3,0.0,0.0,121.0,159.0,3.0,3.0,0.0,19.0,14.0,21.0,14.0,1.0,8.0,10.0,8.0,10.0,9.0,16.0,21.0,10.0,22.0,0.0,0.0,1.0,3.0,89.3,75.0,1.0,4.0,58323.0,62273.0,12100.0,39423.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90386210,,35000.0,35000.0,35000.0, 60 months,21.49,956.55,D,D5,Vice President,10+ years,MORTGAGE,130000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90386210,,debt_consolidation,Debt consolidation,657xx,MO,11.78,2.0,Aug-1986,665.0,669.0,0.0,13.0,,17.0,0.0,8846.0,89.4,54.0,f,22611.58,22611.58,27635.48,27635.48,12388.42,15247.06,0.0,0.0,0.0,Mar-2019,956.55,Apr-2019,Mar-2019,689.0,685.0,0.0,44.0,1.0,Joint App,160000.0,11.93,Not Verified,0.0,0.0,154266.0,1.0,6.0,0.0,4.0,13.0,44619.0,70.0,1.0,6.0,968.0,73.0,9900.0,2.0,0.0,0.0,10.0,9642.0,73.0,97.2,0.0,0.0,185.0,361.0,2.0,2.0,2.0,14.0,38.0,14.0,13.0,0.0,4.0,9.0,5.0,16.0,26.0,10.0,26.0,9.0,17.0,0.0,0.0,0.0,1.0,72.2,100.0,0.0,0.0,203721.0,53465.0,2600.0,63676.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90160890,,25000.0,25000.0,24950.0, 36 months,13.49,848.27,C,C2,Controller,9 years,MORTGAGE,345000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90160890,,debt_consolidation,Debt consolidation,085xx,NJ,17.15,0.0,Dec-2005,660.0,664.0,1.0,,115.0,24.0,1.0,376435.0,63.4,38.0,f,0.0,0.0,27910.340028485098,27854.52,25000.0,2910.34,0.0,0.0,0.0,Oct-2017,1199.11,,Mar-2019,649.0,645.0,0.0,,1.0,Individual,,,,0.0,0.0,1064850.0,1.0,4.0,2.0,3.0,5.0,73700.0,79.0,0.0,4.0,24315.0,71.0,440500.0,2.0,1.0,2.0,9.0,44369.0,20429.0,73.5,0.0,0.0,121.0,129.0,14.0,5.0,4.0,14.0,,5.0,,0.0,10.0,13.0,14.0,21.0,6.0,19.0,28.0,13.0,24.0,0.0,0.0,0.0,2.0,100.0,57.1,1.0,0.0,1159280.0,450135.0,77200.0,93280.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90294629,,6725.0,6725.0,6725.0, 36 months,21.49,255.06,D,D5,Produce manager,10+ years,MORTGAGE,34000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90294629,,debt_consolidation,Debt consolidation,723xx,AR,33.36,0.0,Apr-1992,660.0,664.0,1.0,,15.0,7.0,1.0,1087.0,23.6,61.0,f,0.0,0.0,4756.72,4756.72,2293.29,1648.43,15.0,800.0,143.99999994479998,Jun-2018,50.0,,Mar-2019,614.0,610.0,0.0,,1.0,Individual,,,,0.0,4444.0,38477.0,1.0,2.0,2.0,3.0,6.0,37390.0,93.0,3.0,3.0,963.0,86.0,4600.0,14.0,18.0,28.0,6.0,6413.0,2113.0,34.0,0.0,0.0,121.0,154.0,7.0,6.0,1.0,7.0,,0.0,,0.0,2.0,2.0,3.0,19.0,27.0,5.0,33.0,2.0,6.0,0.0,0.0,0.0,5.0,100.0,0.0,1.0,0.0,44839.0,38477.0,3200.0,40239.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,May-2018,ACTIVE,May-2018,2577.0,54.99,18.0
+90147900,,9600.0,9600.0,9600.0, 36 months,21.49,364.11,D,D5,Cuatomer Serice Manager,7 years,RENT,50000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90147900,,other,Other,303xx,GA,2.52,0.0,Sep-1996,665.0,669.0,0.0,90.0,,6.0,0.0,2960.0,95.5,13.0,f,0.0,0.0,10582.2157795598,10582.22,9600.0,982.22,0.0,0.0,0.0,Apr-2017,8773.13,,Apr-2017,704.0,700.0,0.0,90.0,1.0,Individual,,,,0.0,0.0,12460.0,2.0,2.0,2.0,2.0,5.0,9500.0,100.0,0.0,0.0,2858.0,99.0,3100.0,0.0,0.0,0.0,2.0,3115.0,140.0,95.5,0.0,0.0,5.0,240.0,28.0,5.0,0.0,28.0,,,90.0,1.0,2.0,2.0,3.0,5.0,2.0,4.0,11.0,2.0,6.0,0.0,0.0,0.0,2.0,92.3,50.0,0.0,0.0,12600.0,12460.0,3100.0,9500.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90400846,,8000.0,8000.0,8000.0, 36 months,14.49,275.33,C,C4,Sr. Programmer Analyst,10+ years,MORTGAGE,51425.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90400846,,major_purchase,Major purchase,440xx,OH,13.19,0.0,Sep-1995,670.0,674.0,0.0,65.0,71.0,8.0,1.0,4184.0,41.8,14.0,f,0.0,0.0,9284.5833272572,9284.58,8000.0,1284.58,0.0,0.0,0.0,Feb-2018,5161.07,,Feb-2018,679.0,675.0,0.0,74.0,1.0,Individual,,,,0.0,109.0,90966.0,3.0,2.0,1.0,2.0,10.0,18765.0,86.0,3.0,4.0,2140.0,72.0,10000.0,1.0,0.0,0.0,6.0,11371.0,2836.0,51.9,0.0,0.0,104.0,252.0,0.0,0.0,2.0,0.0,,13.0,,1.0,2.0,3.0,3.0,3.0,4.0,5.0,7.0,3.0,8.0,0.0,0.0,0.0,4.0,85.7,0.0,0.0,0.0,109148.0,22949.0,5900.0,21942.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90221258,,32000.0,32000.0,32000.0, 60 months,14.49,752.74,C,C4,tacher,10+ years,MORTGAGE,87000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90221258,,debt_consolidation,Debt consolidation,751xx,TX,34.39,0.0,May-2000,690.0,694.0,0.0,,,12.0,0.0,21380.0,45.9,32.0,w,19368.7,19368.7,21826.02,21826.02,12631.3,9194.72,0.0,0.0,0.0,Mar-2019,752.74,Apr-2019,Mar-2019,734.0,730.0,1.0,,1.0,Individual,,,,0.0,423.0,148263.0,1.0,4.0,1.0,2.0,3.0,39518.0,55.0,0.0,0.0,7622.0,53.0,46600.0,0.0,2.0,1.0,2.0,12355.0,5450.0,70.2,0.0,0.0,196.0,155.0,56.0,3.0,3.0,106.0,,3.0,,0.0,2.0,4.0,2.0,4.0,19.0,6.0,9.0,4.0,12.0,0.0,0.0,0.0,1.0,100.0,50.0,0.0,0.0,220950.0,66249.0,18300.0,71949.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90092595,,15000.0,15000.0,15000.0, 60 months,18.99,389.03,D,D3,Account Manager ,10+ years,RENT,70210.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90092595,,debt_consolidation,Debt consolidation,721xx,AR,13.78,0.0,Sep-2000,695.0,699.0,2.0,31.0,,14.0,0.0,8668.0,30.4,22.0,f,0.0,0.0,19690.0617855017,19690.06,15000.0,4690.06,0.0,0.0,0.0,Aug-2018,11823.97,,Feb-2019,649.0,645.0,0.0,44.0,1.0,Individual,,,,0.0,389.0,41070.0,2.0,4.0,2.0,2.0,6.0,32402.0,94.0,1.0,8.0,3059.0,65.0,28500.0,3.0,1.0,6.0,11.0,2934.0,12045.0,33.5,0.0,0.0,192.0,87.0,4.0,4.0,1.0,4.0,,1.0,44.0,6.0,5.0,7.0,5.0,5.0,10.0,9.0,10.0,7.0,14.0,0.0,0.0,0.0,3.0,59.1,0.0,0.0,0.0,63367.0,41070.0,18100.0,34439.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90181443,,20000.0,20000.0,20000.0, 36 months,14.49,688.33,C,C4,Department Management,10+ years,RENT,42000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90181443,,credit_card,Credit card refinancing,453xx,OH,19.69,0.0,Dec-2000,685.0,689.0,0.0,,,9.0,0.0,22030.0,93.3,12.0,f,0.0,0.0,11707.65,11707.65,8376.13,3331.52,0.0,0.0,0.0,Mar-2018,688.33,,Jul-2018,594.0,590.0,0.0,,1.0,Individual,,,,0.0,0.0,22030.0,0.0,0.0,0.0,0.0,37.0,0.0,,0.0,0.0,7416.0,93.0,23600.0,0.0,0.0,0.0,0.0,2448.0,541.0,96.9,0.0,0.0,152.0,189.0,29.0,29.0,0.0,29.0,,20.0,,0.0,7.0,9.0,7.0,7.0,2.0,9.0,10.0,9.0,9.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,23600.0,22030.0,17400.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90220535,,7975.0,7975.0,7975.0, 36 months,13.49,270.6,C,C2,Service Rep III,5 years,OWN,70000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90220535,,credit_card,Credit card refinancing,115xx,NY,4.94,1.0,Oct-1989,665.0,669.0,1.0,16.0,,8.0,0.0,8613.0,22.7,31.0,f,0.0,0.0,9522.6267875725,9522.63,7975.0,1547.63,0.0,0.0,0.0,Sep-2018,3575.41,,Feb-2019,694.0,690.0,0.0,28.0,1.0,Individual,,,,0.0,0.0,26975.0,0.0,2.0,0.0,2.0,19.0,18362.0,105.0,0.0,2.0,4366.0,49.0,37900.0,1.0,0.0,5.0,5.0,3372.0,26044.0,20.8,0.0,0.0,323.0,189.0,16.0,15.0,2.0,16.0,,3.0,28.0,3.0,2.0,3.0,3.0,8.0,13.0,6.0,14.0,3.0,8.0,0.0,0.0,0.0,0.0,76.7,33.3,0.0,0.0,55396.0,26975.0,32900.0,17496.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90311542,,23000.0,23000.0,23000.0, 36 months,16.99,819.9,D,D1,Budget Analyst ,1 year,MORTGAGE,86000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90311542,,debt_consolidation,Debt consolidation,207xx,MD,32.13,0.0,Dec-2000,695.0,699.0,0.0,33.0,,44.0,0.0,16492.0,42.9,66.0,f,0.0,0.0,15595.94,15595.94,10677.98,4892.96,0.0,25.0,4.4999999883,May-2018,819.9,,Mar-2019,609.0,605.0,0.0,33.0,1.0,Individual,,,,0.0,0.0,509324.0,5.0,22.0,3.0,6.0,1.0,209485.0,115.0,4.0,7.0,4381.0,102.0,38400.0,2.0,7.0,5.0,13.0,12127.0,436.0,93.9,0.0,0.0,131.0,189.0,0.0,0.0,3.0,0.0,,2.0,,2.0,5.0,14.0,5.0,6.0,32.0,21.0,31.0,14.0,44.0,0.0,0.0,0.0,7.0,97.0,60.0,0.0,0.0,610765.0,225977.0,7200.0,182665.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Mar-2019,ACTIVE,Feb-2019,5973.33,45.0,24.0
+90067294,,16000.0,16000.0,16000.0, 60 months,17.99,406.21,D,D2,Supervisor,10+ years,MORTGAGE,67000.0,Source Verified,Oct-2016,Late (16-30 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90067294,,credit_card,Credit card refinancing,707xx,LA,15.74,0.0,Apr-2003,670.0,674.0,1.0,31.0,,8.0,0.0,4616.0,30.4,13.0,f,10267.36,10267.36,11357.89,11357.89,5732.64,5625.25,0.0,0.0,0.0,Feb-2019,406.21,Apr-2019,Mar-2019,614.0,610.0,0.0,,1.0,Individual,,,,0.0,2196.0,33436.0,1.0,1.0,0.0,0.0,25.0,28820.0,,1.0,1.0,1800.0,30.0,15200.0,0.0,1.0,4.0,1.0,4180.0,9210.0,28.6,0.0,0.0,138.0,161.0,1.0,1.0,0.0,1.0,77.0,1.0,31.0,0.0,4.0,6.0,5.0,6.0,4.0,7.0,9.0,6.0,8.0,0.0,0.0,0.0,1.0,53.8,40.0,0.0,0.0,54541.0,33436.0,12900.0,39341.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90291289,,25000.0,25000.0,25000.0, 60 months,19.99,662.21,D,D4,Border patrol agent ,10+ years,MORTGAGE,90000.0,Verified,Oct-2016,Late (31-120 days),y,https://lendingclub.com/browse/loanDetail.action?loan_id=90291289,,debt_consolidation,Debt consolidation,785xx,TX,22.71,1.0,May-2006,665.0,669.0,2.0,20.0,,9.0,0.0,17427.0,78.5,23.0,f,17087.59,17087.59,17730.55,17730.55,7912.41,9818.14,0.0,0.0,0.0,Mar-2019,284.66,Apr-2019,Mar-2019,634.0,630.0,0.0,,1.0,Individual,,,,0.0,0.0,293568.0,2.0,3.0,1.0,2.0,12.0,60750.0,79.0,1.0,1.0,7395.0,79.0,22200.0,3.0,0.0,7.0,4.0,32619.0,3806.0,80.7,0.0,0.0,119.0,124.0,3.0,3.0,3.0,3.0,20.0,0.0,20.0,0.0,3.0,4.0,4.0,7.0,9.0,5.0,11.0,4.0,9.0,0.0,0.0,0.0,3.0,95.7,75.0,0.0,0.0,310919.0,78177.0,19700.0,72704.0,,,,,,,,,,,,,,Y,INTEREST ONLY-3 MONTHS DEFERRAL,INCOME_CURTAILMENT,ACTIVE,3.0,284.66,Jan-2019,Apr-2019,Feb-2019,3.0,11.0,In Grace Period,853.98,17479.29,509.74,Cash,N,,,,,,
+90076680,,30000.0,30000.0,29950.0, 36 months,16.99,1069.44,D,D1,Loan Officer,4 years,MORTGAGE,146000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90076680,,credit_card,Credit card refinancing,326xx,FL,30.73,0.0,Feb-1990,705.0,709.0,1.0,,,23.0,0.0,45948.0,72.4,56.0,f,0.0,0.0,35803.5068993171,35743.83,30000.0,5803.51,0.0,0.0,0.0,Feb-2018,19618.2,,Feb-2018,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,490689.0,1.0,13.0,4.0,7.0,7.0,197315.0,74.0,1.0,3.0,12196.0,73.0,63500.0,2.0,13.0,3.0,10.0,21334.0,10395.0,80.9,0.0,0.0,144.0,319.0,4.0,4.0,6.0,4.0,,0.0,,0.0,6.0,7.0,6.0,18.0,21.0,8.0,29.0,7.0,23.0,0.0,0.0,0.0,5.0,100.0,83.3,0.0,0.0,605242.0,243263.0,54500.0,257260.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90231007,,27200.0,27200.0,27175.0, 60 months,8.99,564.5,B,B1,Electrical Project Manager,4 years,MORTGAGE,75000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90231007,,debt_consolidation,Debt consolidation,630xx,MO,21.33,0.0,Aug-1999,735.0,739.0,1.0,,,11.0,0.0,18960.0,37.0,28.0,f,0.0,0.0,31970.5149738625,31941.13,27200.0,4770.51,0.0,0.0,0.0,Mar-2019,16198.47,,Mar-2019,759.0,755.0,0.0,,1.0,Individual,,,,0.0,0.0,207657.0,1.0,2.0,2.0,3.0,1.0,48335.0,100.0,0.0,1.0,9575.0,49.0,51200.0,2.0,2.0,1.0,6.0,18878.0,31240.0,37.8,0.0,0.0,192.0,205.0,21.0,1.0,4.0,21.0,,3.0,,0.0,2.0,2.0,7.0,12.0,10.0,8.0,14.0,2.0,11.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,248758.0,67295.0,50200.0,53058.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90111260,,8000.0,8000.0,8000.0, 36 months,13.99,273.39,C,C3,Registered Nurse,< 1 year,MORTGAGE,68000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90111260,,home_improvement,Home improvement,762xx,TX,12.27,0.0,Nov-2001,660.0,664.0,3.0,,77.0,11.0,1.0,22018.0,62.4,45.0,f,1827.2,1827.2,7968.72,7968.72,6172.8,1795.92,0.0,0.0,0.0,Mar-2019,273.39,Apr-2019,Mar-2019,644.0,640.0,0.0,,1.0,Individual,,,,0.0,0.0,389956.0,3.0,1.0,0.0,1.0,14.0,29702.0,98.0,2.0,3.0,5508.0,79.0,35300.0,3.0,2.0,5.0,5.0,35451.0,4902.0,75.2,0.0,0.0,178.0,177.0,3.0,3.0,2.0,4.0,,4.0,,0.0,3.0,6.0,4.0,4.0,34.0,9.0,9.0,6.0,11.0,0.0,0.0,0.0,3.0,100.0,75.0,0.0,0.0,404862.0,51720.0,19800.0,30346.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90238787,,35000.0,35000.0,35000.0, 60 months,17.99,888.58,D,D2,Shop Floorman,10+ years,RENT,117000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90238787,,debt_consolidation,Debt consolidation,590xx,MT,21.66,1.0,Nov-2003,680.0,684.0,1.0,15.0,99.0,7.0,2.0,7662.0,51.4,39.0,f,21342.48,21342.48,26357.31,26357.31,13657.52,12699.79,0.0,0.0,0.0,Mar-2019,888.58,Apr-2019,Mar-2019,694.0,690.0,0.0,56.0,1.0,Individual,,,,0.0,66.0,87119.0,1.0,4.0,2.0,6.0,6.0,79457.0,88.0,0.0,1.0,0.0,78.0,14900.0,3.0,4.0,10.0,7.0,12446.0,,,0.0,0.0,154.0,138.0,21.0,6.0,3.0,,15.0,0.0,15.0,2.0,0.0,3.0,0.0,4.0,27.0,3.0,9.0,3.0,7.0,0.0,0.0,0.0,2.0,86.8,,0.0,2.0,104759.0,87119.0,0.0,89859.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90224953,,18000.0,18000.0,18000.0, 60 months,13.49,414.09,C,C2,Team Leader,3 years,MORTGAGE,55000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90224953,,debt_consolidation,Debt consolidation,088xx,NJ,14.9,0.0,Jan-1998,695.0,699.0,0.0,,,8.0,0.0,19368.0,82.4,25.0,f,0.0,0.0,4127.41,4127.41,2227.79,1899.62,0.0,0.0,0.0,Aug-2017,414.09,,Jul-2018,519.0,515.0,0.0,,1.0,Individual,,,,0.0,0.0,23238.0,1.0,1.0,0.0,0.0,27.0,3707.0,34.0,3.0,3.0,5296.0,64.0,23500.0,0.0,0.0,2.0,3.0,2905.0,4132.0,82.4,0.0,0.0,166.0,224.0,4.0,4.0,1.0,4.0,,11.0,,0.0,6.0,6.0,6.0,17.0,6.0,6.0,17.0,6.0,8.0,0.0,0.0,0.0,3.0,100.0,83.3,0.0,0.0,36218.0,23238.0,23500.0,10800.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90130792,,10000.0,10000.0,10000.0, 36 months,12.79,335.93,C,C1,driver,2 years,MORTGAGE,185000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90130792,,home_improvement,Home improvement,751xx,TX,2.45,0.0,Oct-2008,680.0,684.0,2.0,35.0,,6.0,0.0,5260.0,68.3,17.0,f,2254.34,2254.34,9734.86,9734.86,7745.66,1989.2,0.0,0.0,0.0,Mar-2019,335.93,Apr-2019,Mar-2019,644.0,640.0,0.0,46.0,1.0,Individual,,,,0.0,0.0,159289.0,0.0,1.0,0.0,0.0,27.0,619.0,13.0,1.0,2.0,4418.0,46.0,7700.0,2.0,3.0,5.0,2.0,26548.0,2440.0,68.3,0.0,0.0,89.0,95.0,7.0,7.0,1.0,7.0,35.0,0.0,35.0,3.0,3.0,3.0,4.0,7.0,7.0,4.0,8.0,3.0,6.0,0.0,0.0,0.0,1.0,76.5,25.0,0.0,0.0,184501.0,5879.0,7700.0,4971.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90156995,,28000.0,28000.0,28000.0, 60 months,19.99,741.68,D,D4,Owner,10+ years,MORTGAGE,225000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90156995,,debt_consolidation,Debt consolidation,982xx,WA,12.76,0.0,Nov-1999,695.0,699.0,2.0,38.0,91.0,29.0,1.0,34570.0,45.4,34.0,f,0.0,0.0,11835.78,11835.78,4999.35,6836.43,0.0,0.0,0.0,Feb-2018,741.68,,Mar-2019,544.0,540.0,0.0,,1.0,Individual,,,,0.0,0.0,455012.0,8.0,4.0,3.0,4.0,3.0,81399.0,88.0,5.0,7.0,8625.0,63.0,76100.0,11.0,0.0,10.0,13.0,15690.0,31187.0,41.2,0.0,0.0,132.0,202.0,4.0,3.0,2.0,6.0,38.0,4.0,38.0,0.0,8.0,11.0,17.0,19.0,5.0,23.0,27.0,11.0,29.0,0.0,0.0,0.0,10.0,97.1,23.5,0.0,1.0,508927.0,115969.0,53000.0,90678.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90406010,,12500.0,12500.0,12500.0, 60 months,10.99,271.72,B,B4,,,OWN,25000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90406010,,debt_consolidation,Debt consolidation,030xx,NH,13.35,1.0,Jun-1986,735.0,739.0,0.0,15.0,,8.0,0.0,14393.0,22.5,12.0,f,7304.15,7304.15,7872.25,7872.25,5195.85,2676.4,0.0,0.0,0.0,Mar-2019,271.72,Apr-2019,Mar-2019,769.0,765.0,0.0,,1.0,Individual,,,,0.0,0.0,14393.0,0.0,0.0,0.0,0.0,,0.0,,0.0,0.0,7102.0,23.0,64000.0,0.0,0.0,0.0,0.0,1799.0,41607.0,25.7,0.0,0.0,,363.0,34.0,34.0,0.0,42.0,15.0,,15.0,0.0,3.0,3.0,6.0,8.0,0.0,8.0,12.0,3.0,8.0,0.0,0.0,0.0,0.0,91.7,0.0,0.0,0.0,64000.0,14393.0,56000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90271232,,35000.0,35000.0,34975.0, 36 months,18.99,1282.79,D,D3,Administrative assistant ,7 years,RENT,76000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90271232,,debt_consolidation,Debt consolidation,113xx,NY,18.56,0.0,Oct-1997,675.0,679.0,0.0,,,4.0,0.0,17610.0,88.1,19.0,f,0.0,0.0,14073.77,14063.72,8683.59,5390.18,0.0,0.0,0.0,Sep-2017,1282.79,,Feb-2019,644.0,640.0,0.0,,1.0,Individual,,,,0.0,0.0,46384.0,1.0,0.0,0.0,0.0,51.0,0.0,,1.0,2.0,10673.0,88.0,20000.0,0.0,0.0,0.0,2.0,11596.0,2390.0,88.1,0.0,0.0,227.0,166.0,3.0,3.0,0.0,3.0,,17.0,,0.0,3.0,3.0,3.0,4.0,6.0,3.0,12.0,3.0,4.0,0.0,0.0,0.0,1.0,100.0,66.7,0.0,0.0,60746.0,46384.0,20000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90171102,,7500.0,7500.0,7500.0, 36 months,12.79,251.95,C,C1,Office Manager ,5 years,MORTGAGE,75000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90171102,,debt_consolidation,Debt consolidation,724xx,AR,31.34,0.0,Aug-2003,660.0,664.0,3.0,,48.0,11.0,1.0,6113.0,71.1,34.0,f,0.0,0.0,8829.3877262882,8829.39,7500.0,1329.39,0.0,0.0,0.0,Aug-2018,3543.77,,Aug-2018,649.0,645.0,0.0,,1.0,Individual,,,,0.0,0.0,204996.0,2.0,5.0,2.0,4.0,2.0,75096.0,81.0,1.0,2.0,2635.0,80.0,8600.0,3.0,0.0,7.0,7.0,18636.0,732.0,85.4,0.0,0.0,157.0,108.0,3.0,2.0,2.0,17.0,,3.0,,0.0,2.0,4.0,2.0,7.0,17.0,4.0,15.0,4.0,11.0,0.0,0.0,0.0,3.0,100.0,100.0,1.0,0.0,239867.0,81209.0,5000.0,93180.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90189908,,12000.0,12000.0,12000.0, 36 months,13.49,407.17,C,C2,Teacter,10+ years,MORTGAGE,78000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90189908,,debt_consolidation,Debt consolidation,440xx,OH,19.94,0.0,Nov-1993,665.0,669.0,2.0,,75.0,12.0,1.0,15279.0,74.2,25.0,f,0.0,0.0,14077.409313055701,14077.41,12000.0,2077.41,0.0,0.0,0.0,Jun-2018,6350.17,,Jul-2018,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,247550.0,1.0,4.0,0.0,2.0,18.0,45875.0,69.0,3.0,4.0,1982.0,70.0,20600.0,2.0,0.0,4.0,8.0,22505.0,51.0,98.8,0.0,0.0,169.0,274.0,6.0,6.0,5.0,10.0,,6.0,,0.0,3.0,5.0,3.0,7.0,7.0,7.0,13.0,5.0,12.0,0.0,0.0,0.0,3.0,100.0,100.0,1.0,0.0,277910.0,61154.0,4400.0,66885.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90407152,,15000.0,15000.0,15000.0, 36 months,14.49,516.25,C,C4,Nurse,7 years,MORTGAGE,90000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90407152,,debt_consolidation,Debt consolidation,342xx,FL,16.0,0.0,Jan-1994,665.0,669.0,0.0,36.0,45.0,10.0,9.0,6450.0,43.9,19.0,w,0.0,0.0,17157.002212613,17157.0,15000.0,2157.0,0.0,0.0,0.0,Dec-2017,10457.83,,Mar-2019,654.0,650.0,0.0,60.0,1.0,Individual,,,,0.0,53.0,311306.0,1.0,2.0,1.0,2.0,8.0,28069.0,84.0,1.0,2.0,3383.0,72.0,14700.0,2.0,1.0,4.0,5.0,31131.0,5350.0,54.7,0.0,0.0,165.0,272.0,12.0,5.0,2.0,16.0,,5.0,,0.0,4.0,4.0,4.0,6.0,6.0,7.0,10.0,4.0,10.0,0.0,0.0,0.0,3.0,93.3,25.0,8.0,0.0,326370.0,34519.0,11800.0,33551.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90075704,,16000.0,16000.0,15925.0, 36 months,13.49,542.89,C,C2,Quality Assurance Lead,3 years,RENT,39000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90075704,,debt_consolidation,Debt consolidation,836xx,ID,25.69,0.0,Aug-2010,665.0,669.0,0.0,,49.0,15.0,1.0,14184.0,51.0,18.0,f,0.0,0.0,5137.61,5113.53,2238.86,1006.49,0.0,1892.26,340.6068,Apr-2017,542.89,,Oct-2017,524.0,520.0,0.0,,1.0,Joint App,48828.0,20.52,Not Verified,0.0,0.0,25363.0,0.0,1.0,0.0,0.0,30.0,11179.0,65.0,0.0,2.0,4405.0,56.0,27800.0,0.0,1.0,1.0,2.0,1691.0,472.0,92.5,0.0,0.0,30.0,73.0,16.0,16.0,0.0,16.0,,7.0,,0.0,3.0,9.0,3.0,5.0,1.0,14.0,17.0,9.0,15.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,45034.0,25363.0,6300.0,17234.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90270671,,23100.0,23100.0,23050.0, 36 months,14.49,795.02,C,C4,RN,2 years,RENT,55000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90270671,,debt_consolidation,Debt consolidation,128xx,NY,28.61,0.0,Feb-1997,675.0,679.0,0.0,,,11.0,0.0,21197.0,73.1,30.0,f,0.0,0.0,26146.1992193848,26089.61,23100.0,3046.2,0.0,0.0,0.0,Oct-2017,17419.58,,May-2018,784.0,780.0,0.0,,1.0,Individual,,,,0.0,0.0,102368.0,0.0,4.0,1.0,2.0,12.0,81171.0,87.0,2.0,7.0,8887.0,82.0,29000.0,1.0,0.0,2.0,9.0,9306.0,7803.0,73.1,0.0,0.0,235.0,81.0,10.0,10.0,0.0,10.0,,0.0,,0.0,6.0,6.0,7.0,13.0,11.0,7.0,19.0,6.0,11.0,0.0,0.0,0.0,3.0,100.0,42.9,0.0,0.0,113832.0,102368.0,29000.0,84832.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90221069,,10000.0,10000.0,10000.0, 60 months,13.49,230.05,C,C2,Dmv specialist ,10+ years,MORTGAGE,55000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90221069,,debt_consolidation,Debt consolidation,180xx,PA,16.46,0.0,Aug-2001,680.0,684.0,2.0,,,12.0,0.0,15460.0,66.1,39.0,f,0.0,0.0,12700.9186925352,12700.92,10000.0,2700.92,0.0,0.0,0.0,Mar-2019,6251.34,,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,132702.0,2.0,1.0,1.0,2.0,6.0,5768.0,41.0,3.0,4.0,4861.0,57.0,23400.0,4.0,0.0,5.0,6.0,12064.0,3360.0,80.9,0.0,0.0,75.0,181.0,1.0,1.0,2.0,9.0,,1.0,,0.0,5.0,9.0,5.0,18.0,7.0,10.0,30.0,9.0,12.0,0.0,0.0,0.0,4.0,100.0,80.0,0.0,0.0,168768.0,21228.0,17600.0,13968.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89025380,,14400.0,14400.0,14400.0, 36 months,12.79,483.74,C,C1,Senior Digital Designer,2 years,RENT,75000.0,Verified,Oct-2016,Late (31-120 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=89025380,,debt_consolidation,Debt consolidation,553xx,MN,22.03,0.0,Sep-2004,670.0,674.0,0.0,54.0,,7.0,0.0,14058.0,93.7,13.0,f,4130.35,4130.35,13117.25,13117.25,10269.65,2847.6,0.0,0.0,0.0,Jan-2019,483.74,Apr-2019,Mar-2019,629.0,625.0,0.0,54.0,1.0,Individual,,,,0.0,0.0,57505.0,0.0,4.0,1.0,3.0,10.0,43447.0,74.0,0.0,0.0,11056.0,78.0,15000.0,3.0,0.0,0.0,3.0,8215.0,970.0,92.2,0.0,0.0,122.0,144.0,34.0,10.0,0.0,34.0,54.0,22.0,54.0,1.0,2.0,3.0,2.0,5.0,6.0,3.0,7.0,3.0,7.0,0.0,0.0,0.0,1.0,92.3,100.0,0.0,0.0,73663.0,57505.0,12500.0,58663.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88853181,,6000.0,6000.0,6000.0, 36 months,12.79,201.56,C,C1,Warehouse/ counter ,2 years,OWN,43000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88853181,,major_purchase,Major purchase,756xx,TX,23.73,0.0,Feb-2004,680.0,684.0,3.0,39.0,,8.0,0.0,9849.0,45.2,22.0,f,0.0,0.0,6919.6592497124,6919.66,6000.0,919.66,0.0,0.0,0.0,Apr-2018,3497.4,,Apr-2018,654.0,650.0,1.0,39.0,1.0,Individual,,,,0.0,0.0,39780.0,1.0,2.0,1.0,2.0,3.0,29931.0,89.0,1.0,2.0,4949.0,47.0,21800.0,4.0,0.0,4.0,4.0,4973.0,11006.0,45.8,0.0,0.0,151.0,98.0,10.0,3.0,0.0,24.0,78.0,2.0,78.0,6.0,4.0,5.0,5.0,8.0,10.0,6.0,9.0,5.0,8.0,0.0,0.0,0.0,2.0,76.2,20.0,0.0,0.0,57820.0,39780.0,20300.0,36020.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90197175,,6250.0,6250.0,6250.0, 36 months,14.49,215.11,C,C4,Production Line Leader ,10+ years,MORTGAGE,60000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90197175,,home_improvement,Home improvement,310xx,GA,11.32,0.0,Nov-2005,670.0,674.0,2.0,30.0,23.0,9.0,1.0,2282.0,25.6,14.0,f,1435.21,1435.21,6233.16,6233.16,4814.79,1418.37,0.0,0.0,0.0,Mar-2019,215.11,Apr-2019,Mar-2019,739.0,735.0,0.0,80.0,1.0,Individual,,,,0.0,424.0,11199.0,3.0,2.0,2.0,2.0,3.0,8917.0,64.0,2.0,4.0,1107.0,49.0,8900.0,3.0,2.0,5.0,6.0,1244.0,526.0,79.0,0.0,0.0,130.0,67.0,5.0,3.0,0.0,5.0,,0.0,30.0,1.0,2.0,5.0,2.0,2.0,6.0,7.0,8.0,5.0,9.0,0.0,0.0,0.0,4.0,78.6,50.0,0.0,0.0,22952.0,11199.0,2500.0,14052.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88215952,,12000.0,12000.0,12000.0, 60 months,15.59,289.21,C,C5,Warehouse Supervisor,10+ years,OWN,50000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88215952,,debt_consolidation,Debt consolidation,921xx,CA,10.51,0.0,Sep-1992,675.0,679.0,1.0,41.0,,11.0,0.0,6874.0,41.9,26.0,f,0.0,0.0,13360.978345084799,13360.98,12000.0,1360.98,0.0,0.0,0.0,Jul-2017,11057.69,,Jul-2017,709.0,705.0,0.0,41.0,1.0,Individual,,,,0.0,0.0,10883.0,0.0,1.0,0.0,1.0,19.0,4009.0,68.0,2.0,7.0,2484.0,49.0,16400.0,1.0,0.0,1.0,8.0,989.0,1406.0,75.3,0.0,0.0,116.0,288.0,12.0,12.0,0.0,12.0,44.0,1.0,41.0,5.0,5.0,9.0,5.0,13.0,2.0,10.0,24.0,9.0,11.0,0.0,0.0,0.0,2.0,80.8,40.0,0.0,0.0,22274.0,10883.0,5700.0,5874.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90230566,,11000.0,11000.0,11000.0, 36 months,16.99,392.13,D,D1,GIS Technician,3 years,OWN,36000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90230566,,debt_consolidation,Debt consolidation,666xx,KS,15.2,1.0,Dec-1999,675.0,679.0,1.0,23.0,,9.0,0.0,3294.0,32.3,15.0,f,0.0,0.0,13227.839676247,13227.84,11000.0,2227.84,0.0,0.0,0.0,Mar-2018,6964.14,,Mar-2019,704.0,700.0,0.0,42.0,1.0,Individual,,,,0.0,397.0,20416.0,0.0,5.0,0.0,1.0,16.0,17122.0,78.0,1.0,3.0,1942.0,64.0,10200.0,2.0,0.0,4.0,4.0,2268.0,58.0,97.1,0.0,0.0,201.0,74.0,10.0,10.0,0.0,22.0,42.0,1.0,42.0,5.0,1.0,2.0,1.0,2.0,10.0,4.0,5.0,2.0,9.0,0.0,0.0,0.0,1.0,60.0,100.0,0.0,0.0,32061.0,20416.0,2000.0,21861.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90140455,,7200.0,7200.0,7200.0, 36 months,16.99,256.67,D,D1,Carpenter,1 year,RENT,30000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90140455,,other,Other,191xx,PA,7.68,0.0,Jul-2013,675.0,679.0,1.0,,,7.0,0.0,8235.0,38.8,7.0,f,0.0,0.0,2559.9,2559.9,1649.7,910.2,0.0,0.0,0.0,Aug-2017,256.67,,Feb-2019,629.0,625.0,0.0,,1.0,Individual,,,,0.0,0.0,8235.0,2.0,0.0,0.0,0.0,,0.0,,2.0,6.0,3846.0,39.0,21200.0,1.0,0.0,1.0,6.0,1176.0,10165.0,44.8,0.0,0.0,,38.0,5.0,5.0,0.0,5.0,,5.0,,0.0,4.0,4.0,5.0,5.0,0.0,7.0,7.0,4.0,7.0,0.0,0.0,0.0,2.0,100.0,40.0,0.0,0.0,21200.0,8235.0,18400.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90140563,,12000.0,12000.0,12000.0, 60 months,16.99,298.17,D,D1,Warenhouse Manager,8 years,RENT,50000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90140563,,debt_consolidation,Debt consolidation,201xx,VA,31.42,0.0,Jun-1996,695.0,699.0,0.0,,,13.0,0.0,23486.0,66.9,21.0,f,0.0,0.0,2413.67,2413.67,1078.47,1335.2,0.0,0.0,0.0,Jun-2017,298.17,,Jan-2018,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,49245.0,1.0,2.0,1.0,3.0,6.0,25759.0,87.0,0.0,0.0,5208.0,76.0,35100.0,0.0,0.0,0.0,3.0,4104.0,10090.0,68.6,0.0,0.0,34.0,243.0,39.0,6.0,1.0,39.0,,,,0.0,8.0,9.0,9.0,14.0,4.0,11.0,16.0,9.0,13.0,0.0,0.0,0.0,1.0,100.0,37.5,0.0,0.0,64600.0,49245.0,32100.0,29500.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90404436,,25000.0,25000.0,24750.0, 60 months,25.69,743.94,F,F1,District Manager,6 years,MORTGAGE,70000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90404436,,other,Other,812xx,CO,15.1,0.0,Sep-1999,675.0,679.0,3.0,,,9.0,0.0,5557.0,24.8,19.0,f,0.0,0.0,2196.14,2174.18,639.7,1556.44,0.0,0.0,0.0,Jan-2017,743.94,,Jul-2018,499.0,0.0,0.0,,1.0,Individual,,,,0.0,6659.0,35978.0,2.0,2.0,2.0,3.0,4.0,30421.0,81.0,2.0,3.0,1590.0,60.0,22400.0,0.0,10.0,4.0,6.0,3998.0,7410.0,17.7,0.0,0.0,113.0,204.0,2.0,2.0,0.0,2.0,,2.0,,0.0,1.0,3.0,3.0,5.0,10.0,7.0,9.0,3.0,9.0,0.0,0.0,0.0,4.0,100.0,0.0,0.0,0.0,60133.0,35978.0,9000.0,37733.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90075258,,7000.0,7000.0,7000.0, 36 months,8.59,221.27,A,A5,Catering,10+ years,OWN,35000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90075258,,debt_consolidation,Debt consolidation,770xx,TX,19.86,0.0,Oct-1998,785.0,789.0,1.0,,,5.0,0.0,7306.0,16.5,17.0,w,0.0,0.0,7259.7344970305,7259.73,7000.0,259.73,0.0,0.0,0.0,Mar-2017,6377.99,,Mar-2017,804.0,800.0,0.0,,1.0,Individual,,,,0.0,0.0,16602.0,0.0,1.0,1.0,1.0,12.0,9296.0,72.0,0.0,2.0,5798.0,29.0,44200.0,1.0,0.0,1.0,3.0,3320.0,34794.0,17.4,0.0,0.0,109.0,215.0,23.0,12.0,1.0,23.0,,4.0,,0.0,3.0,3.0,3.0,6.0,6.0,4.0,10.0,3.0,5.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,57200.0,16602.0,42100.0,13000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90180843,,10000.0,10000.0,10000.0, 36 months,13.49,339.31,C,C2,Marketing Traffic Coordinator ,2 years,RENT,80000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90180843,,other,Other,770xx,TX,11.36,0.0,Oct-2008,665.0,669.0,0.0,52.0,,4.0,0.0,5463.0,47.5,26.0,f,0.0,0.0,12104.4784516724,12104.48,10000.0,2104.48,0.0,0.0,0.0,Feb-2019,1765.23,,Mar-2019,759.0,755.0,0.0,52.0,1.0,Individual,,,,0.0,0.0,112011.0,2.0,2.0,2.0,3.0,5.0,106548.0,90.0,1.0,2.0,5250.0,77.0,11500.0,2.0,0.0,3.0,5.0,28003.0,6037.0,47.5,0.0,0.0,95.0,24.0,2.0,2.0,0.0,2.0,,9.0,,1.0,2.0,2.0,2.0,2.0,24.0,2.0,2.0,2.0,4.0,0.0,0.0,0.0,3.0,96.2,0.0,0.0,0.0,120846.0,112011.0,11500.0,109346.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90190873,,35000.0,35000.0,34950.0, 36 months,12.79,1175.76,C,C1,Firefighter. ,10+ years,MORTGAGE,110000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90190873,,credit_card,Credit card refinancing,773xx,TX,31.26,0.0,Oct-2000,695.0,699.0,1.0,,,24.0,0.0,42263.0,44.0,42.0,f,7890.01,7878.73,34072.17,34023.5,27109.99,6962.18,0.0,0.0,0.0,Mar-2019,1175.76,Apr-2019,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,0.0,131673.0,2.0,4.0,1.0,5.0,8.0,89410.0,84.0,5.0,6.0,12625.0,60.0,96100.0,4.0,1.0,9.0,11.0,5725.0,37401.0,48.8,0.0,0.0,107.0,191.0,1.0,1.0,4.0,1.0,,0.0,,0.0,11.0,14.0,12.0,13.0,11.0,20.0,27.0,14.0,24.0,0.0,0.0,0.0,6.0,100.0,8.3,0.0,0.0,203199.0,131673.0,73000.0,107099.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90150906,,18000.0,18000.0,18000.0, 60 months,10.49,386.81,B,B3,Food Merchandiser,10+ years,OWN,92500.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90150906,,debt_consolidation,Debt consolidation,481xx,MI,34.15,0.0,Oct-1998,730.0,734.0,2.0,,,26.0,0.0,17976.0,27.0,42.0,f,10463.39,10463.39,11263.33,11263.33,7536.61,3726.72,0.0,0.0,0.0,Mar-2019,386.81,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,87943.0,1.0,4.0,1.0,4.0,1.0,69967.0,58.0,0.0,1.0,3640.0,40.0,66700.0,1.0,1.0,6.0,5.0,3382.0,38156.0,31.0,0.0,0.0,127.0,215.0,18.0,1.0,2.0,18.0,,1.0,,0.0,15.0,17.0,17.0,21.0,13.0,22.0,27.0,17.0,26.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,158182.0,87943.0,55300.0,91482.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90387513,,23000.0,23000.0,23000.0, 36 months,15.59,803.97,C,C5,Owner,7 years,RENT,50000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90387513,,debt_consolidation,Debt consolidation,067xx,CT,24.56,0.0,Jun-2002,695.0,699.0,0.0,,72.0,7.0,1.0,6208.0,77.6,19.0,f,0.0,0.0,19343.85,19343.85,13978.45,5244.8,120.6,0.0,0.0,Nov-2018,2400.0,,Mar-2019,634.0,630.0,0.0,,1.0,Individual,,,,0.0,507.0,34679.0,0.0,5.0,0.0,1.0,21.0,28471.0,43.0,0.0,0.0,3442.0,46.0,8000.0,4.0,0.0,1.0,1.0,4954.0,1792.0,77.6,0.0,0.0,171.0,109.0,26.0,21.0,0.0,26.0,,8.0,,0.0,2.0,2.0,2.0,4.0,13.0,2.0,6.0,2.0,7.0,0.0,0.0,0.0,0.0,100.0,50.0,0.0,0.0,74783.0,34679.0,8000.0,66783.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90399582,,20000.0,20000.0,20000.0, 36 months,17.99,722.95,D,D2,manager,7 years,MORTGAGE,48000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90399582,,debt_consolidation,Debt consolidation,726xx,AR,34.15,0.0,May-2000,700.0,704.0,2.0,,,12.0,0.0,16223.0,61.0,27.0,f,0.0,0.0,24960.886153312702,24960.89,20000.0,4960.89,0.0,0.0,0.0,Jul-2018,10451.92,,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,123.0,123203.0,2.0,3.0,0.0,4.0,13.0,37352.0,75.0,3.0,4.0,6142.0,70.0,26600.0,2.0,1.0,4.0,8.0,10267.0,5153.0,73.2,0.0,0.0,121.0,196.0,1.0,1.0,2.0,1.0,,0.0,,0.0,6.0,8.0,6.0,9.0,13.0,8.0,12.0,8.0,12.0,0.0,0.0,0.0,3.0,100.0,66.7,0.0,0.0,169106.0,53575.0,19200.0,50006.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90403782,,20000.0,20000.0,20000.0, 36 months,13.99,683.46,C,C3,Dental hygienist,5 years,MORTGAGE,120000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90403782,,debt_consolidation,Debt consolidation,950xx,CA,26.28,1.0,Jul-1994,675.0,679.0,1.0,6.0,,25.0,0.0,45859.0,69.2,45.0,f,0.0,0.0,23916.8758299523,23916.88,20000.0,3916.88,0.0,0.0,0.0,Sep-2018,8896.3,,Jan-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,397863.0,2.0,5.0,0.0,0.0,35.0,27067.0,32.0,1.0,1.0,4901.0,49.0,66300.0,1.0,0.0,6.0,2.0,18085.0,11295.0,48.9,0.0,0.0,132.0,266.0,2.0,2.0,3.0,2.0,,0.0,,0.0,6.0,15.0,6.0,12.0,9.0,19.0,33.0,15.0,25.0,0.0,0.0,0.0,2.0,97.8,66.7,0.0,0.0,476702.0,72926.0,22100.0,84081.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90130178,,20000.0,20000.0,19975.0, 36 months,18.99,733.02,D,D3,Owner/ Operator ,6 years,OWN,74000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90130178,,small_business,Business,111xx,NY,27.86,0.0,Sep-2001,715.0,719.0,2.0,,,11.0,0.0,21352.0,55.5,26.0,f,0.0,0.0,8825.22,8814.19,3994.94,2581.14,0.0,2249.14,404.8452,Jul-2017,733.02,,Jan-2018,609.0,605.0,0.0,,1.0,Individual,,,,0.0,0.0,53174.0,0.0,2.0,1.0,1.0,9.0,31822.0,63.0,0.0,0.0,9379.0,60.0,38500.0,3.0,0.0,4.0,1.0,5317.0,13443.0,60.3,0.0,0.0,153.0,180.0,31.0,9.0,1.0,31.0,,0.0,,0.0,4.0,5.0,6.0,14.0,4.0,9.0,21.0,5.0,11.0,0.0,0.0,0.0,1.0,100.0,50.0,0.0,0.0,88794.0,53174.0,33900.0,50294.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90110762,,24000.0,24000.0,24000.0, 60 months,8.99,498.09,B,B1,Business Application Dev Manager,4 years,MORTGAGE,140000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90110762,,credit_card,Credit card refinancing,773xx,TX,21.78,0.0,Dec-1997,740.0,744.0,0.0,53.0,,13.0,0.0,22785.0,46.6,35.0,f,13732.9,13732.9,14486.56,14486.56,10267.1,4219.46,0.0,0.0,0.0,Mar-2019,498.09,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,478174.0,0.0,2.0,1.0,2.0,12.0,68487.0,78.0,1.0,1.0,14222.0,56.0,48900.0,1.0,1.0,0.0,4.0,36783.0,17353.0,55.3,0.0,0.0,225.0,216.0,8.0,8.0,4.0,8.0,,14.0,53.0,0.0,6.0,8.0,6.0,8.0,10.0,9.0,20.0,8.0,13.0,0.0,0.0,0.0,2.0,97.1,33.3,0.0,0.0,555317.0,95003.0,38800.0,91143.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90300768,,34425.0,34425.0,34125.0, 60 months,25.69,1024.4,F,F1,Supervisor,2 years,RENT,72000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90300768,,debt_consolidation,Debt consolidation,956xx,CA,14.02,0.0,Jul-1998,675.0,679.0,0.0,,74.0,10.0,1.0,11755.0,75.4,23.0,f,0.0,0.0,16393.08,16250.22,2819.7,6522.73,0.0,7050.65,1269.1170000159,Jul-2017,1024.4,,Oct-2017,529.0,525.0,0.0,,1.0,Individual,,,,0.0,0.0,20250.0,1.0,2.0,0.0,1.0,15.0,8495.0,49.0,4.0,8.0,5255.0,62.0,15600.0,0.0,8.0,0.0,9.0,2025.0,929.0,89.4,0.0,0.0,116.0,218.0,2.0,2.0,1.0,59.0,,17.0,,0.0,3.0,6.0,3.0,7.0,5.0,8.0,17.0,6.0,10.0,0.0,0.0,0.0,4.0,100.0,66.7,1.0,0.0,32794.0,20250.0,8800.0,17194.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90130342,,9600.0,9600.0,9575.0, 36 months,13.99,328.06,C,C3,BUSINESS APPLICATION ANALYST,10+ years,MORTGAGE,65000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90130342,,major_purchase,Major purchase,381xx,TN,9.62,1.0,Oct-2003,665.0,669.0,3.0,18.0,41.0,10.0,2.0,13396.0,66.6,18.0,f,0.0,0.0,6930.0,6911.95,4567.39,1658.29,0.0,704.32,126.7776,May-2018,328.06,,Nov-2018,499.0,0.0,0.0,68.0,1.0,Individual,,,,0.0,0.0,83007.0,2.0,1.0,1.0,1.0,8.0,69611.0,,3.0,6.0,2244.0,67.0,20100.0,1.0,2.0,4.0,7.0,8301.0,1532.0,72.1,0.0,0.0,144.0,155.0,1.0,1.0,1.0,16.0,68.0,1.0,18.0,1.0,3.0,8.0,3.0,5.0,4.0,9.0,13.0,8.0,10.0,0.0,0.0,0.0,4.0,88.9,66.7,2.0,0.0,86350.0,83007.0,5500.0,66250.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90169786,,18700.0,18700.0,18700.0, 36 months,18.99,685.38,D,D3,Production manager,10+ years,RENT,65520.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90169786,,credit_card,Credit card refinancing,064xx,CT,28.54,0.0,Apr-2005,685.0,689.0,3.0,,,23.0,0.0,16991.0,28.8,61.0,f,4507.53,4507.53,19856.29,19856.29,14192.47,5663.82,0.0,0.0,0.0,Mar-2019,685.38,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,42842.0,6.0,2.0,0.0,1.0,14.0,25643.0,53.0,9.0,10.0,3397.0,39.0,59000.0,1.0,2.0,5.0,12.0,1947.0,26786.0,36.1,0.0,0.0,135.0,137.0,1.0,1.0,0.0,1.0,,1.0,,0.0,7.0,10.0,12.0,31.0,9.0,20.0,51.0,10.0,23.0,0.0,0.0,0.0,9.0,100.0,0.0,0.0,0.0,109332.0,42842.0,41900.0,48605.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90075710,,14000.0,14000.0,14000.0, 36 months,12.79,470.31,C,C1,driver,10+ years,MORTGAGE,50000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90075710,,home_improvement,Home improvement,372xx,TN,13.32,0.0,Aug-1997,685.0,689.0,2.0,,36.0,9.0,1.0,2878.0,25.7,20.0,f,0.0,0.0,14949.894714386499,14949.89,14000.0,949.89,0.0,0.0,0.0,Apr-2017,12538.66,,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,1153.0,121810.0,1.0,1.0,1.0,1.0,9.0,8501.0,85.0,1.0,1.0,2413.0,54.0,11200.0,1.0,0.0,2.0,2.0,13534.0,4487.0,35.0,0.0,0.0,56.0,229.0,0.0,0.0,1.0,25.0,,0.0,,0.0,1.0,2.0,3.0,6.0,4.0,7.0,15.0,2.0,9.0,0.0,0.0,0.0,2.0,100.0,33.3,0.0,0.0,138927.0,11379.0,6900.0,10000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88877648,,40000.0,40000.0,40000.0, 60 months,21.49,1093.19,D,D5,Probation Officer,10+ years,RENT,93400.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88877648,,debt_consolidation,Debt consolidation,088xx,NJ,14.09,0.0,Jun-1983,705.0,709.0,0.0,,,8.0,0.0,48414.0,81.8,14.0,f,0.0,0.0,52583.9719723636,52583.97,40000.0,12583.97,0.0,0.0,0.0,May-2018,32954.31,,May-2018,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,48414.0,0.0,0.0,0.0,0.0,124.0,0.0,,0.0,0.0,23450.0,82.0,59200.0,0.0,1.0,0.0,0.0,8069.0,4854.0,90.8,0.0,0.0,147.0,399.0,29.0,29.0,0.0,29.0,,,,0.0,3.0,6.0,3.0,4.0,2.0,8.0,12.0,6.0,8.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,59200.0,48414.0,52500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90392915,,24000.0,24000.0,24000.0, 60 months,14.49,564.56,C,C4,Attorney,4 years,MORTGAGE,60000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90392915,,debt_consolidation,Debt consolidation,478xx,IN,21.0,1.0,Nov-2002,660.0,664.0,0.0,22.0,,14.0,0.0,16564.0,75.6,36.0,f,0.0,0.0,30845.9005403508,30845.9,24000.0,6845.9,0.0,0.0,0.0,Mar-2019,18.9,,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,0.0,178168.0,2.0,4.0,0.0,2.0,13.0,138182.0,92.0,2.0,2.0,3947.0,88.0,21900.0,1.0,2.0,0.0,4.0,13705.0,286.0,97.0,0.0,0.0,158.0,166.0,3.0,3.0,3.0,94.0,,19.0,22.0,0.0,3.0,6.0,4.0,5.0,17.0,8.0,16.0,6.0,14.0,0.0,0.0,0.0,2.0,94.4,100.0,0.0,0.0,194406.0,154746.0,9500.0,137218.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90227946,,35000.0,35000.0,35000.0, 36 months,10.49,1137.43,B,B3,Deputy Program Manager,1 year,MORTGAGE,200000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90227946,,credit_card,Credit card refinancing,606xx,IL,8.75,0.0,Aug-1996,670.0,674.0,1.0,,,20.0,0.0,40521.0,63.1,35.0,w,0.0,0.0,37897.548480666,37897.55,35000.0,2897.55,0.0,0.0,0.0,Oct-2018,999.92,,Nov-2018,749.0,745.0,0.0,,1.0,Individual,,,,0.0,0.0,63367.0,2.0,1.0,0.0,1.0,13.0,22846.0,76.0,2.0,2.0,8985.0,66.0,64200.0,3.0,4.0,2.0,3.0,3520.0,14974.0,69.6,0.0,0.0,78.0,241.0,1.0,1.0,1.0,59.0,,4.0,,0.0,10.0,11.0,12.0,20.0,3.0,18.0,30.0,11.0,20.0,0.0,0.0,0.0,2.0,100.0,41.7,0.0,0.0,96654.0,63367.0,49200.0,30187.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90318578,,12000.0,12000.0,12000.0, 36 months,12.79,403.12,C,C1,Maintenance Supervisor ,3 years,RENT,50000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90318578,,credit_card,Credit card refinancing,913xx,CA,21.21,0.0,Dec-1984,665.0,669.0,0.0,,105.0,6.0,1.0,5625.0,82.7,8.0,f,2705.07,2705.07,11681.95,11681.95,9294.93,2387.02,0.0,0.0,0.0,Mar-2019,403.12,Apr-2019,Mar-2019,579.0,575.0,1.0,,1.0,Individual,,,,0.0,700.0,23564.0,0.0,2.0,1.0,1.0,12.0,17825.0,65.0,0.0,3.0,2745.0,68.0,6800.0,0.0,0.0,0.0,5.0,3927.0,1175.0,82.7,0.0,0.0,36.0,381.0,14.0,12.0,0.0,14.0,,14.0,,0.0,3.0,3.0,3.0,4.0,2.0,3.0,4.0,3.0,6.0,0.0,0.0,0.0,1.0,100.0,66.7,0.0,1.0,34614.0,23564.0,6800.0,27639.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90120818,,12000.0,12000.0,12000.0, 36 months,16.99,427.78,D,D1,Assistant Director Athletic Development,2 years,RENT,38000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90120818,,debt_consolidation,Debt consolidation,822xx,WY,32.34,0.0,Jul-2005,680.0,684.0,0.0,,,11.0,0.0,12758.0,67.9,36.0,f,2831.53,2831.53,12462.25,12462.25,9168.47,3293.78,0.0,0.0,0.0,Mar-2019,427.78,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,136811.0,1.0,7.0,0.0,3.0,14.0,124053.0,64.0,2.0,2.0,7514.0,66.0,18800.0,0.0,2.0,1.0,5.0,12437.0,2786.0,73.0,0.0,0.0,134.0,50.0,5.0,5.0,0.0,5.0,,11.0,,0.0,1.0,3.0,2.0,2.0,32.0,4.0,4.0,3.0,11.0,0.0,0.0,0.0,2.0,100.0,50.0,0.0,0.0,155208.0,136811.0,10300.0,136408.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90150890,,24000.0,24000.0,23950.0, 60 months,14.49,564.56,C,C4,Dispatcher 3,10+ years,RENT,90000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90150890,,debt_consolidation,Debt consolidation,190xx,PA,18.24,0.0,Feb-2002,680.0,684.0,1.0,66.0,,8.0,0.0,7723.0,59.0,17.0,f,14530.48,14500.21,16401.18,16367.01,9469.52,6931.66,0.0,0.0,0.0,Mar-2019,564.56,Apr-2019,Mar-2019,679.0,675.0,1.0,,1.0,Individual,,,,0.0,222.0,40228.0,0.0,4.0,1.0,3.0,12.0,32505.0,57.0,0.0,0.0,2717.0,58.0,13100.0,2.0,3.0,1.0,3.0,5029.0,1033.0,77.5,0.0,0.0,148.0,175.0,31.0,12.0,2.0,142.0,,3.0,,0.0,2.0,4.0,2.0,3.0,9.0,4.0,6.0,4.0,8.0,0.0,0.0,0.0,1.0,94.1,100.0,0.0,0.0,69728.0,40228.0,4600.0,56628.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90265459,,14225.0,14225.0,14225.0, 60 months,8.99,295.22,B,B1,Project Engineer,2 years,MORTGAGE,54915.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90265459,,credit_card,Credit card refinancing,199xx,DE,15.78,0.0,Apr-1986,740.0,744.0,0.0,,,10.0,0.0,30326.0,51.9,15.0,f,0.0,0.0,14875.0726065373,14875.07,14225.0,650.07,0.0,0.0,0.0,Apr-2017,13406.07,,Apr-2017,734.0,730.0,0.0,,1.0,Individual,,,,0.0,0.0,212133.0,0.0,0.0,0.0,0.0,109.0,0.0,,0.0,0.0,12582.0,52.0,58400.0,0.0,0.0,0.0,0.0,21213.0,18130.0,59.6,0.0,0.0,109.0,365.0,46.0,46.0,4.0,46.0,,,,0.0,3.0,5.0,4.0,4.0,1.0,9.0,10.0,5.0,10.0,0.0,0.0,0.0,0.0,100.0,50.0,0.0,0.0,256400.0,30326.0,44900.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90300995,,8000.0,8000.0,8000.0, 36 months,15.59,279.64,C,C5,Salesperson,< 1 year,RENT,30000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90300995,,credit_card,Credit card refinancing,371xx,TN,14.28,0.0,Nov-2008,670.0,674.0,0.0,,,8.0,0.0,6263.0,83.5,9.0,f,1859.59,1859.59,8106.09,8106.09,6140.41,1965.68,0.0,0.0,0.0,Mar-2019,279.64,Apr-2019,Mar-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,52940.0,1.0,6.0,1.0,1.0,6.0,46677.0,123.0,1.0,1.0,4018.0,117.0,7500.0,0.0,0.0,1.0,2.0,6618.0,1237.0,83.5,0.0,0.0,94.0,65.0,8.0,6.0,0.0,8.0,,12.0,,0.0,2.0,2.0,2.0,2.0,7.0,2.0,2.0,2.0,8.0,0.0,0.0,0.0,2.0,100.0,100.0,0.0,0.0,45350.0,52940.0,7500.0,37850.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90229718,,16000.0,16000.0,16000.0, 60 months,17.99,406.21,D,D2,Sales,3 years,MORTGAGE,55000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90229718,,home_improvement,Home improvement,975xx,OR,23.48,0.0,Feb-2004,660.0,664.0,1.0,,20.0,11.0,1.0,16490.0,67.6,26.0,f,0.0,0.0,20675.8306213644,20675.83,16000.0,4675.83,0.0,0.0,0.0,Aug-2018,12272.44,,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,162049.0,1.0,1.0,0.0,1.0,13.0,30520.0,,1.0,2.0,4199.0,68.0,24400.0,1.0,4.0,2.0,4.0,14732.0,2215.0,77.6,0.0,0.0,151.0,118.0,1.0,1.0,2.0,22.0,,1.0,,1.0,4.0,8.0,4.0,8.0,7.0,9.0,17.0,8.0,11.0,0.0,0.0,0.0,1.0,92.3,75.0,0.0,0.0,177101.0,47010.0,9900.0,35899.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90189931,,35000.0,35000.0,35000.0, 36 months,12.79,1175.76,C,C1,Administrator,10+ years,OWN,150000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90189931,,debt_consolidation,Debt consolidation,785xx,TX,13.66,0.0,Dec-2003,725.0,729.0,3.0,52.0,,16.0,0.0,18941.0,32.7,28.0,f,0.0,0.0,11122.42,11122.42,4946.48,2083.21,0.0,4092.73,736.6914000121001,Apr-2017,1175.76,,Oct-2017,599.0,595.0,0.0,,1.0,Individual,,,,0.0,0.0,258043.0,5.0,6.0,5.0,6.0,3.0,88956.0,64.0,4.0,4.0,11921.0,47.0,57900.0,2.0,3.0,3.0,10.0,16128.0,15079.0,44.2,0.0,0.0,153.0,130.0,0.0,0.0,1.0,30.0,,0.0,,0.0,1.0,7.0,2.0,3.0,14.0,9.0,13.0,7.0,16.0,0.0,0.0,0.0,9.0,92.6,0.0,0.0,0.0,329724.0,107897.0,27000.0,98824.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90229828,,25000.0,25000.0,24950.0, 60 months,12.79,566.15,C,C1,Investment Officer,9 years,MORTGAGE,179000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90229828,,debt_consolidation,Debt consolidation,201xx,VA,16.54,1.0,May-2007,675.0,679.0,0.0,5.0,,9.0,0.0,74976.0,82.2,24.0,f,0.0,0.0,28652.773715933,28595.47,25000.0,3624.46,28.31,0.0,0.0,Dec-2017,21275.27,,Jan-2018,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,406136.0,1.0,4.0,2.0,5.0,5.0,64065.0,71.0,0.0,0.0,0.0,73.0,82000.0,0.0,16.0,0.0,5.0,45126.0,,,0.0,0.0,108.0,112.0,25.0,5.0,1.0,,,,,0.0,0.0,3.0,0.0,1.0,15.0,4.0,8.0,3.0,9.0,0.0,0.0,0.0,2.0,95.8,,0.0,0.0,480643.0,139041.0,0.0,90643.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90306947,,10000.0,10000.0,10000.0, 60 months,12.79,226.46,C,C1,Senior mechanic,10+ years,OWN,79000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90306947,,home_improvement,Home improvement,070xx,NJ,6.29,5.0,Mar-1984,715.0,719.0,1.0,22.0,,10.0,0.0,4011.0,21.3,43.0,f,5951.44,5951.44,6560.23,6560.23,4048.56,2511.67,0.0,0.0,0.0,Mar-2019,226.46,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,87296.0,2.0,1.0,1.0,3.0,7.0,8552.0,81.0,6.0,7.0,3107.0,43.0,18800.0,0.0,0.0,7.0,11.0,9700.0,11187.0,25.9,0.0,0.0,155.0,390.0,6.0,5.0,1.0,6.0,22.0,6.0,22.0,0.0,2.0,3.0,5.0,18.0,5.0,8.0,37.0,3.0,10.0,0.0,0.0,0.0,8.0,88.4,0.0,0.0,0.0,105417.0,12563.0,15100.0,10617.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90085272,,3000.0,3000.0,3000.0, 36 months,13.49,101.8,C,C2,Marketing Manager,1 year,RENT,40000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90085272,,other,Other,331xx,FL,19.83,0.0,Aug-2009,680.0,684.0,0.0,29.0,,10.0,0.0,1379.0,98.5,22.0,w,688.2,688.2,3006.61,3006.61,2311.8,649.81,45.0,0.0,0.0,Mar-2019,101.8,Apr-2019,Mar-2019,624.0,620.0,0.0,,1.0,Individual,,,,0.0,0.0,50695.0,0.0,6.0,0.0,0.0,36.0,49316.0,88.0,0.0,2.0,1379.0,88.0,1400.0,1.0,0.0,1.0,2.0,7242.0,21.0,98.5,0.0,0.0,85.0,63.0,20.0,20.0,0.0,52.0,,1.0,,0.0,1.0,1.0,1.0,1.0,17.0,4.0,5.0,1.0,10.0,0.0,0.0,0.0,0.0,95.2,100.0,0.0,0.0,57703.0,50695.0,1400.0,56303.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90330536,,12000.0,12000.0,12000.0, 36 months,19.99,445.91,D,D4,Operations Manager,9 years,MORTGAGE,81000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90330536,,debt_consolidation,Debt consolidation,440xx,OH,32.78,1.0,Jul-1995,665.0,669.0,0.0,21.0,,19.0,0.0,46749.0,76.1,42.0,f,0.0,0.0,12009.060000012,12009.06,12000.0,9.06,0.0,0.0,0.0,Oct-2016,12022.39,,Sep-2018,654.0,650.0,0.0,62.0,1.0,Individual,,,,0.0,0.0,236497.0,3.0,2.0,1.0,2.0,5.0,33739.0,74.0,3.0,4.0,9615.0,75.0,61400.0,2.0,0.0,4.0,7.0,13139.0,5413.0,86.6,0.0,0.0,134.0,254.0,2.0,2.0,4.0,2.0,21.0,0.0,21.0,1.0,10.0,14.0,10.0,17.0,9.0,16.0,29.0,14.0,19.0,0.0,0.0,0.0,4.0,95.0,70.0,0.0,0.0,270826.0,80488.0,40500.0,45426.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90065962,,35000.0,35000.0,35000.0, 60 months,17.99,888.58,D,D2,Senior Permitting Services Specialist,< 1 year,OWN,87435.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90065962,,home_improvement,Home improvement,207xx,MD,13.27,0.0,Feb-2003,690.0,694.0,1.0,,,9.0,0.0,61758.0,87.0,11.0,f,0.0,0.0,16707.7,16707.7,5173.49,7265.62,44.43,4224.16,760.3487999887,Apr-2018,888.58,,Jul-2018,534.0,530.0,0.0,,1.0,Individual,,,,0.0,150.0,189156.0,1.0,2.0,0.0,0.0,105.0,14902.0,46.0,2.0,2.0,17032.0,74.0,71000.0,0.0,0.0,1.0,2.0,21017.0,8218.0,76.2,0.0,0.0,163.0,161.0,4.0,4.0,2.0,4.0,,2.0,,0.0,3.0,5.0,3.0,3.0,3.0,6.0,6.0,5.0,9.0,0.0,0.0,0.0,2.0,100.0,33.3,0.0,0.0,238596.0,76660.0,34500.0,32596.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90270210,,35000.0,35000.0,35000.0, 36 months,13.99,1196.05,C,C3,Regional Sales Manager,3 years,MORTGAGE,220000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90270210,,debt_consolidation,Debt consolidation,336xx,FL,23.6,0.0,Jul-1999,720.0,724.0,0.0,54.0,,13.0,0.0,88247.0,95.9,30.0,f,8000.51,8000.51,34740.22,34740.22,26999.49,7740.73,0.0,0.0,0.0,Mar-2019,1196.05,Apr-2019,Mar-2019,659.0,655.0,0.0,54.0,1.0,Individual,,,,0.0,0.0,376788.0,4.0,8.0,2.0,2.0,1.0,128882.0,51.0,2.0,2.0,26678.0,71.0,90000.0,1.0,0.0,2.0,4.0,28984.0,1828.0,95.9,0.0,0.0,206.0,132.0,3.0,1.0,4.0,3.0,81.0,1.0,81.0,8.0,2.0,3.0,3.0,4.0,20.0,4.0,6.0,3.0,12.0,0.0,0.0,0.0,4.0,66.7,66.7,0.0,0.0,436162.0,217129.0,45000.0,158962.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90257098,,17400.0,17400.0,17400.0, 60 months,18.99,451.27,D,D3,Driver,10+ years,MORTGAGE,80000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90257098,,debt_consolidation,Debt consolidation,786xx,TX,17.16,2.0,Apr-1999,660.0,664.0,0.0,2.0,,7.0,0.0,3355.0,69.9,13.0,w,10989.29,10989.29,13068.47,13068.47,6410.71,6657.76,0.0,0.0,0.0,Mar-2019,451.27,Apr-2019,Mar-2019,569.0,565.0,0.0,2.0,1.0,Individual,,,,1.0,0.0,190506.0,2.0,2.0,1.0,1.0,2.0,32151.0,76.0,1.0,1.0,2900.0,76.0,4800.0,1.0,3.0,3.0,2.0,27215.0,100.0,96.7,0.0,339.0,36.0,47.0,4.0,2.0,1.0,47.0,18.0,2.0,18.0,2.0,1.0,3.0,1.0,2.0,4.0,3.0,7.0,3.0,6.0,0.0,0.0,2.0,2.0,76.9,100.0,0.0,0.0,212713.0,35902.0,3000.0,42362.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90400370,,12600.0,12600.0,12600.0, 60 months,17.99,319.89,D,D2,Systems engineer,1 year,OWN,87000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90400370,,debt_consolidation,Debt consolidation,606xx,IL,12.52,1.0,Oct-2001,670.0,674.0,4.0,15.0,,15.0,0.0,15346.0,49.0,29.0,f,0.0,0.0,15535.106381951398,15535.11,12600.0,2935.11,0.0,0.0,0.0,Apr-2018,9349.57,,Nov-2018,594.0,590.0,0.0,33.0,1.0,Individual,,,,0.0,0.0,209749.0,6.0,3.0,2.0,2.0,1.0,29572.0,89.0,4.0,6.0,7056.0,70.0,31300.0,0.0,0.0,7.0,8.0,13983.0,5182.0,66.8,0.0,0.0,135.0,179.0,4.0,1.0,1.0,4.0,15.0,1.0,15.0,2.0,4.0,8.0,4.0,9.0,8.0,11.0,18.0,8.0,15.0,0.0,0.0,0.0,6.0,75.0,75.0,0.0,0.0,235907.0,44918.0,15600.0,33362.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90310980,,10000.0,10000.0,10000.0, 36 months,16.99,356.48,D,D1,Patient interviewer,3 years,MORTGAGE,45000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90310980,,debt_consolidation,Debt consolidation,191xx,PA,26.88,0.0,Oct-1998,675.0,679.0,1.0,,,17.0,0.0,3704.0,41.2,34.0,f,0.0,0.0,12027.085314938,12027.09,10000.0,2027.09,0.0,0.0,0.0,Mar-2018,6280.94,,Jan-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,1744.0,140766.0,0.0,6.0,0.0,2.0,17.0,45034.0,86.0,1.0,6.0,1767.0,80.0,9000.0,5.0,0.0,2.0,11.0,9384.0,4396.0,45.7,0.0,0.0,79.0,215.0,10.0,10.0,3.0,10.0,,1.0,,0.0,3.0,3.0,6.0,14.0,12.0,9.0,19.0,3.0,17.0,0.0,0.0,0.0,1.0,100.0,20.0,0.0,0.0,155129.0,48738.0,8100.0,52116.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90238477,,20000.0,20000.0,20000.0, 36 months,10.49,649.96,B,B3,Social Worker,5 years,OWN,110000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90238477,,credit_card,Credit card refinancing,067xx,CT,24.77,1.0,Sep-1999,665.0,669.0,2.0,7.0,,17.0,0.0,120310.0,32.5,40.0,w,0.0,0.0,3238.14,3238.14,2417.53,820.61,0.0,0.0,0.0,Mar-2017,649.96,,Nov-2017,549.0,545.0,0.0,7.0,1.0,Individual,,,,0.0,0.0,313735.0,1.0,3.0,0.0,1.0,13.0,134526.0,,1.0,2.0,2421.0,33.0,148500.0,3.0,1.0,2.0,3.0,18455.0,4265.0,59.4,0.0,0.0,154.0,204.0,2.0,2.0,2.0,2.0,,2.0,,2.0,3.0,6.0,4.0,9.0,16.0,13.0,22.0,6.0,16.0,0.0,0.0,1.0,1.0,92.5,75.0,0.0,0.0,387281.0,254836.0,10500.0,111781.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90398275,,25000.0,25000.0,25000.0, 60 months,10.49,537.23,B,B3,Senior Implementation Consultant,8 years,MORTGAGE,110000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90398275,,debt_consolidation,Debt consolidation,794xx,TX,13.23,1.0,Jul-2001,700.0,704.0,0.0,19.0,,11.0,0.0,18193.0,63.2,20.0,f,14532.7,14532.7,15565.1,15565.1,10467.3,5097.8,0.0,0.0,0.0,Mar-2019,537.23,Apr-2019,Mar-2019,719.0,715.0,0.0,65.0,1.0,Individual,,,,0.0,0.0,140195.0,0.0,1.0,0.0,0.0,35.0,21011.0,,1.0,1.0,4397.0,63.0,28800.0,0.0,0.0,0.0,1.0,12745.0,8387.0,63.1,0.0,0.0,113.0,182.0,10.0,10.0,1.0,10.0,,,,1.0,6.0,8.0,6.0,12.0,3.0,9.0,15.0,8.0,11.0,0.0,0.0,0.0,1.0,89.5,16.7,0.0,0.0,189807.0,39204.0,22700.0,36007.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90240777,,15000.0,15000.0,15000.0, 60 months,14.49,352.85,C,C4,Manager,10+ years,MORTGAGE,110000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90240777,,debt_consolidation,Debt consolidation,913xx,CA,11.07,1.0,Mar-2005,740.0,744.0,1.0,20.0,,10.0,0.0,3994.0,12.2,28.0,f,0.0,0.0,17412.2264262068,17412.23,15000.0,2412.23,0.0,0.0,0.0,Dec-2017,12837.26,,Aug-2018,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,394952.0,4.0,2.0,1.0,2.0,9.0,18853.0,57.0,4.0,4.0,3558.0,35.0,32800.0,2.0,3.0,2.0,7.0,43884.0,16442.0,17.8,0.0,0.0,138.0,123.0,1.0,1.0,2.0,2.0,20.0,0.0,20.0,0.0,1.0,2.0,3.0,5.0,11.0,7.0,15.0,2.0,10.0,0.0,0.0,0.0,5.0,96.4,0.0,0.0,0.0,443992.0,22847.0,20000.0,33017.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90402629,,30000.0,30000.0,29750.0, 36 months,15.59,1048.65,C,C5,Engineer,2 years,RENT,83000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90402629,,debt_consolidation,Debt consolidation,088xx,NJ,14.44,0.0,Mar-2001,675.0,679.0,0.0,,,8.0,0.0,31378.0,82.4,9.0,f,0.0,0.0,17865.0,17716.13,10834.95,4996.05,0.0,2034.0,366.12,Jan-2018,1048.65,,Mar-2019,519.0,515.0,0.0,,1.0,Individual,,,,0.0,0.0,49958.0,2.0,2.0,0.0,1.0,18.0,18580.0,66.0,3.0,3.0,9450.0,75.0,38100.0,0.0,0.0,0.0,4.0,6245.0,6722.0,82.4,0.0,0.0,32.0,186.0,2.0,2.0,0.0,2.0,,13.0,,0.0,5.0,5.0,6.0,6.0,2.0,6.0,7.0,5.0,8.0,0.0,0.0,0.0,3.0,100.0,50.0,0.0,0.0,66344.0,49958.0,38100.0,28244.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Jul-2018,ACTIVE,Jul-2018,9208.0,45.0,18.0
+90300169,,8000.0,8000.0,8000.0, 36 months,13.49,271.45,C,C2,epidemiologist and professor,10+ years,MORTGAGE,73000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90300169,,debt_consolidation,Debt consolidation,378xx,TN,13.41,0.0,May-2006,665.0,669.0,1.0,59.0,61.0,7.0,1.0,6832.0,73.5,32.0,f,0.0,0.0,9406.1217938311,9406.12,8000.0,1406.12,0.0,0.0,0.0,May-2018,4491.14,,Mar-2019,634.0,630.0,0.0,59.0,1.0,Individual,,,,0.0,0.0,270710.0,3.0,2.0,2.0,2.0,3.0,167123.0,98.0,1.0,1.0,272.0,92.0,9300.0,2.0,0.0,3.0,3.0,38673.0,1828.0,13.0,0.0,0.0,122.0,124.0,4.0,3.0,1.0,4.0,71.0,3.0,71.0,6.0,1.0,3.0,2.0,6.0,22.0,4.0,9.0,3.0,7.0,0.0,0.0,0.0,3.0,66.7,0.0,1.0,0.0,293729.0,173955.0,2100.0,167519.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90247214,,16925.0,16925.0,16925.0, 60 months,14.49,398.13,C,C4,Operations Manger,2 years,RENT,86000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90247214,,credit_card,Credit card refinancing,890xx,NV,23.65,0.0,Sep-2003,720.0,724.0,0.0,37.0,93.0,10.0,1.0,3211.0,19.5,29.0,f,10156.74,10156.74,11596.71,11596.71,6768.26,4828.45,0.0,0.0,0.0,Mar-2019,398.13,Apr-2019,Mar-2019,659.0,655.0,0.0,79.0,1.0,Individual,,,,0.0,0.0,59047.0,1.0,2.0,1.0,4.0,2.0,55836.0,47.0,0.0,3.0,2997.0,38.0,16500.0,0.0,2.0,1.0,7.0,5905.0,4803.0,38.4,0.0,0.0,141.0,156.0,20.0,2.0,0.0,21.0,,8.0,37.0,1.0,1.0,2.0,3.0,5.0,12.0,8.0,16.0,2.0,10.0,0.0,0.0,0.0,1.0,93.1,33.3,1.0,0.0,90112.0,59047.0,7800.0,73612.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90240045,,28000.0,28000.0,28000.0, 36 months,15.59,978.74,C,C5,Payroll Director,10+ years,RENT,100000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90240045,,debt_consolidation,Debt consolidation,305xx,GA,18.06,0.0,Jul-1993,665.0,669.0,0.0,67.0,26.0,8.0,2.0,11305.0,34.5,22.0,f,0.0,0.0,33266.2842289307,33266.28,28000.0,5266.28,0.0,0.0,0.0,Apr-2018,16651.95,,Mar-2019,759.0,755.0,0.0,67.0,1.0,Individual,,,,0.0,0.0,73434.0,0.0,3.0,2.0,3.0,7.0,62129.0,78.0,1.0,2.0,4278.0,57.0,32800.0,1.0,1.0,1.0,5.0,9179.0,13895.0,44.9,0.0,0.0,128.0,278.0,7.0,7.0,0.0,7.0,67.0,7.0,67.0,4.0,3.0,3.0,3.0,6.0,11.0,5.0,11.0,3.0,8.0,0.0,0.0,0.0,3.0,72.7,0.0,0.0,2.0,105324.0,73434.0,25200.0,72524.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90119696,,28000.0,28000.0,28000.0, 60 months,9.49,587.92,B,B2,Sr Support Manager,1 year,MORTGAGE,130000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90119696,,home_improvement,Home improvement,980xx,WA,4.32,0.0,Mar-1994,735.0,739.0,1.0,,,8.0,0.0,26530.0,33.8,38.0,f,0.0,0.0,32624.8301651287,32624.83,28000.0,4624.83,0.0,0.0,0.0,Dec-2018,15257.67,,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,373513.0,0.0,0.0,0.0,1.0,14.0,0.0,,1.0,2.0,11266.0,34.0,78600.0,0.0,7.0,2.0,3.0,46689.0,18522.0,54.4,0.0,0.0,192.0,270.0,8.0,8.0,2.0,8.0,,5.0,,0.0,2.0,5.0,3.0,17.0,9.0,7.0,26.0,5.0,8.0,0.0,0.0,0.0,1.0,100.0,33.3,0.0,0.0,443984.0,26530.0,40600.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90140001,,35000.0,35000.0,35000.0, 60 months,21.49,956.55,D,D5,STAFF CHAPLAIN,< 1 year,RENT,72000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90140001,,major_purchase,Major purchase,352xx,AL,16.63,0.0,Oct-2006,675.0,679.0,0.0,79.0,,5.0,0.0,16267.0,49.1,16.0,f,0.0,0.0,6394.77,6394.77,1007.1,1758.08,0.0,3629.59,653.3261999915001,Jan-2017,956.55,,Jul-2017,559.0,555.0,0.0,,1.0,Individual,,,,0.0,118.0,45137.0,1.0,1.0,0.0,0.0,26.0,28870.0,,1.0,2.0,8299.0,49.0,33100.0,0.0,1.0,1.0,2.0,9027.0,16833.0,49.1,0.0,0.0,102.0,119.0,6.0,6.0,0.0,6.0,79.0,7.0,79.0,0.0,4.0,4.0,4.0,9.0,5.0,4.0,10.0,4.0,5.0,0.0,0.0,0.0,1.0,93.8,25.0,0.0,0.0,75499.0,45137.0,33100.0,42399.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90276270,,12800.0,12800.0,12800.0, 60 months,17.99,324.97,D,D2,Human Resouces Technician ,3 years,RENT,60500.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90276270,,debt_consolidation,Debt consolidation,952xx,CA,31.38,0.0,Feb-2007,690.0,694.0,1.0,,,15.0,0.0,11871.0,59.4,39.0,f,8010.0,8010.0,9411.34,9411.34,4790.0,4621.34,0.0,0.0,0.0,Mar-2019,324.97,Apr-2019,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,65058.0,2.0,7.0,1.0,5.0,5.0,53187.0,58.0,1.0,2.0,3787.0,59.0,20000.0,5.0,13.0,1.0,7.0,4647.0,2930.0,77.3,0.0,0.0,115.0,114.0,5.0,5.0,0.0,22.0,,5.0,,0.0,4.0,5.0,4.0,6.0,28.0,8.0,11.0,5.0,15.0,0.0,0.0,0.0,2.0,100.0,75.0,0.0,0.0,97076.0,65058.0,12900.0,77076.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90403513,,35000.0,35000.0,35000.0, 36 months,13.99,1196.05,C,C3,Locomotive engineer,10+ years,RENT,127000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90403513,,debt_consolidation,Debt consolidation,986xx,WA,10.12,0.0,Nov-1995,675.0,679.0,0.0,39.0,,12.0,0.0,23062.0,83.3,26.0,f,0.0,0.0,4933.81,4933.81,3207.58,1726.23,0.0,0.0,0.0,Feb-2017,1196.05,,Jun-2017,539.0,535.0,0.0,39.0,1.0,Individual,,,,0.0,0.0,48987.0,2.0,2.0,2.0,3.0,6.0,25925.0,94.0,1.0,2.0,7442.0,89.0,27700.0,1.0,11.0,0.0,5.0,4899.0,90.0,99.3,0.0,0.0,131.0,250.0,12.0,6.0,2.0,12.0,,13.0,,1.0,4.0,6.0,5.0,7.0,9.0,10.0,15.0,6.0,12.0,0.0,0.0,0.0,3.0,96.2,100.0,0.0,0.0,55342.0,48987.0,12000.0,27642.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90099481,,30000.0,30000.0,30000.0, 36 months,15.59,1048.65,C,C5,Aircraft  Engine  Mechanic ,10+ years,RENT,85000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90099481,,debt_consolidation,Debt consolidation,105xx,NY,12.27,0.0,Sep-1996,670.0,674.0,0.0,,,10.0,0.0,20216.0,87.5,17.0,f,6979.49,6979.49,30384.87,30384.87,23020.51,7364.36,0.0,0.0,0.0,Mar-2019,1048.65,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,54.0,28861.0,2.0,1.0,0.0,1.0,16.0,8645.0,79.0,3.0,8.0,9532.0,85.0,23100.0,0.0,0.0,1.0,9.0,3207.0,977.0,94.4,0.0,0.0,87.0,240.0,6.0,6.0,2.0,6.0,,10.0,,0.0,4.0,7.0,5.0,6.0,2.0,9.0,13.0,7.0,10.0,0.0,0.0,0.0,3.0,100.0,100.0,0.0,0.0,34100.0,28861.0,17500.0,11000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90250005,,8000.0,8000.0,8000.0, 36 months,12.79,268.75,C,C1,Payroll Specialist,1 year,MORTGAGE,63000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90250005,,debt_consolidation,Debt consolidation,980xx,WA,19.2,0.0,Sep-1999,665.0,669.0,1.0,45.0,62.0,14.0,1.0,10474.0,59.2,34.0,f,0.0,0.0,8648.1230267153,8648.12,8000.0,648.12,0.0,0.0,0.0,Jun-2017,6772.55,,Jan-2018,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,20561.0,0.0,3.0,0.0,7.0,16.0,10087.0,43.0,1.0,4.0,3793.0,50.0,17700.0,2.0,1.0,1.0,11.0,1869.0,310.0,96.7,0.0,0.0,201.0,204.0,11.0,11.0,1.0,13.0,45.0,3.0,45.0,0.0,3.0,6.0,4.0,11.0,11.0,11.0,22.0,6.0,13.0,0.0,0.0,0.0,1.0,93.5,100.0,1.0,0.0,41121.0,20561.0,9500.0,23421.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89866897,,21000.0,21000.0,21000.0, 60 months,10.49,451.27,B,B3,Radiology Directir,2 years,RENT,123600.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89866897,,debt_consolidation,Debt consolidation,750xx,TX,21.03,4.0,May-1987,685.0,689.0,0.0,18.0,,7.0,0.0,13490.0,75.8,28.0,f,11863.02,11863.02,13427.95,13427.95,9136.98,4290.97,0.0,0.0,0.0,Mar-2019,451.27,Apr-2019,Mar-2019,664.0,660.0,0.0,41.0,1.0,Individual,,,,0.0,0.0,51110.0,0.0,4.0,0.0,1.0,24.0,37620.0,50.0,0.0,0.0,13157.0,55.0,17800.0,2.0,0.0,1.0,1.0,7301.0,1523.0,89.6,0.0,0.0,105.0,183.0,26.0,24.0,4.0,26.0,30.0,0.0,19.0,2.0,2.0,3.0,2.0,13.0,5.0,3.0,17.0,3.0,7.0,0.0,0.0,0.0,0.0,67.9,50.0,0.0,0.0,93826.0,51110.0,14700.0,76026.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90395032,,10000.0,10000.0,10000.0, 60 months,18.99,259.36,D,D3,Account Manager,3 years,MORTGAGE,110000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90395032,,debt_consolidation,Debt consolidation,927xx,CA,10.04,1.0,May-2005,665.0,669.0,1.0,11.0,,12.0,0.0,24082.0,52.2,15.0,f,6315.35,6315.35,7526.71,7526.71,3684.65,3842.06,0.0,0.0,0.0,Mar-2019,259.36,Apr-2019,Mar-2019,589.0,585.0,0.0,53.0,1.0,Joint App,160000.0,8.46,Not Verified,0.0,829.0,502323.0,2.0,1.0,0.0,2.0,17.0,19424.0,80.0,3.0,8.0,4393.0,62.0,46100.0,1.0,0.0,3.0,11.0,41860.0,15261.0,38.2,0.0,0.0,133.0,136.0,2.0,2.0,1.0,2.0,,4.0,11.0,0.0,4.0,6.0,6.0,6.0,4.0,10.0,10.0,6.0,12.0,0.0,0.0,0.0,3.0,86.7,33.3,0.0,0.0,536876.0,43506.0,24700.0,24380.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90298490,,21000.0,21000.0,21000.0, 60 months,8.99,435.83,B,B1,EVP,< 1 year,MORTGAGE,108000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90298490,,credit_card,Credit card refinancing,751xx,TX,17.97,0.0,Sep-1991,750.0,754.0,0.0,,,11.0,0.0,46374.0,54.2,29.0,f,12016.25,12016.25,12660.04,12660.04,8983.75,3676.29,0.0,0.0,0.0,Mar-2019,435.83,Apr-2019,Mar-2019,834.0,830.0,0.0,,1.0,Individual,,,,0.0,0.0,277090.0,0.0,1.0,0.0,0.0,35.0,10343.0,48.0,0.0,1.0,19620.0,53.0,85600.0,0.0,5.0,0.0,1.0,25190.0,29426.0,61.1,0.0,0.0,156.0,300.0,18.0,18.0,3.0,18.0,,17.0,,0.0,7.0,8.0,7.0,9.0,9.0,9.0,17.0,8.0,11.0,0.0,0.0,0.0,0.0,100.0,42.9,0.0,0.0,377710.0,56717.0,75600.0,21527.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90246319,,18000.0,18000.0,18000.0, 60 months,9.49,377.95,B,B2,Quantitative Analyst,< 1 year,RENT,130000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90246319,,debt_consolidation,Debt consolidation,114xx,NY,20.15,0.0,Aug-2004,735.0,739.0,0.0,27.0,,15.0,0.0,13665.0,37.1,31.0,f,0.0,0.0,19782.5210671423,19782.52,18000.0,1782.52,0.0,0.0,0.0,Dec-2017,14070.84,,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,0.0,89506.0,0.0,6.0,1.0,2.0,12.0,75841.0,59.0,0.0,0.0,5708.0,52.0,36800.0,2.0,0.0,4.0,2.0,5967.0,18433.0,40.9,0.0,0.0,97.0,145.0,27.0,12.0,0.0,27.0,33.0,3.0,27.0,0.0,6.0,8.0,6.0,9.0,16.0,9.0,15.0,8.0,15.0,0.0,0.0,0.0,1.0,92.9,16.7,0.0,0.0,153435.0,89506.0,31200.0,116635.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90328998,,25000.0,25000.0,25000.0, 60 months,9.49,524.93,B,B2,Senior Consultant,10+ years,MORTGAGE,120000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90328998,,debt_consolidation,Debt consolidation,852xx,AZ,12.69,0.0,Mar-2004,760.0,764.0,0.0,,,10.0,0.0,13445.0,32.9,31.0,f,14381.15,14381.15,15209.79,15209.79,10618.85,4590.94,0.0,0.0,0.0,Mar-2019,524.93,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,327572.0,1.0,2.0,1.0,5.0,9.0,43509.0,79.0,0.0,1.0,6954.0,59.0,40900.0,0.0,7.0,1.0,7.0,32757.0,19255.0,41.1,0.0,0.0,129.0,150.0,22.0,2.0,5.0,22.0,,5.0,,0.0,2.0,2.0,3.0,6.0,13.0,6.0,13.0,2.0,10.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,378556.0,56954.0,32700.0,55415.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90084633,,36000.0,36000.0,36000.0, 60 months,10.99,782.55,B,B4,System Analyst,2 years,MORTGAGE,106000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90084633,,debt_consolidation,Debt consolidation,640xx,MO,22.96,0.0,May-1995,725.0,729.0,1.0,,,20.0,0.0,24443.0,38.2,47.0,f,0.0,0.0,17943.7,17943.7,11535.29,6408.41,0.0,0.0,0.0,Sep-2018,782.55,,Mar-2019,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,243144.0,2.0,2.0,1.0,2.0,5.0,50634.0,82.0,2.0,3.0,7569.0,60.0,64000.0,0.0,0.0,1.0,5.0,12797.0,31147.0,36.6,0.0,0.0,180.0,256.0,4.0,4.0,4.0,50.0,,4.0,,0.0,7.0,14.0,7.0,12.0,13.0,17.0,30.0,14.0,20.0,0.0,0.0,0.0,3.0,100.0,71.4,0.0,0.0,308227.0,75077.0,49100.0,61497.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Feb-2019,ACTIVE,Feb-2019,11531.0,45.0,24.0
+90298474,,12000.0,12000.0,12000.0, 60 months,9.49,251.97,B,B2,Customer Success Manager,< 1 year,OWN,57000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90298474,,debt_consolidation,Debt consolidation,601xx,IL,12.77,0.0,Aug-2008,755.0,759.0,0.0,,,8.0,0.0,11725.0,42.2,14.0,f,6902.84,6902.84,7300.8,7300.8,5097.16,2203.64,0.0,0.0,0.0,Mar-2019,251.97,Apr-2019,Mar-2019,789.0,785.0,0.0,,1.0,Individual,,,,0.0,0.0,199893.0,0.0,1.0,0.0,0.0,61.0,6202.0,27.0,1.0,1.0,8888.0,35.0,27800.0,0.0,0.0,1.0,2.0,24987.0,10075.0,53.8,0.0,0.0,97.0,93.0,11.0,11.0,1.0,11.0,,11.0,,0.0,3.0,3.0,3.0,3.0,7.0,6.0,6.0,3.0,8.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,237377.0,17927.0,21800.0,23118.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90158397,,18000.0,18000.0,18000.0, 60 months,10.99,391.28,B,B4,Public works,10+ years,MORTGAGE,45000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90158397,,debt_consolidation,Debt consolidation,807xx,CO,31.17,0.0,Nov-1987,710.0,714.0,0.0,,,8.0,0.0,22229.0,75.1,23.0,f,0.0,0.0,21583.8245365722,21583.82,18000.0,3583.82,0.0,0.0,0.0,Dec-2018,11812.81,,Dec-2018,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,155985.0,0.0,1.0,1.0,2.0,11.0,31252.0,89.0,0.0,0.0,13907.0,83.0,29600.0,0.0,0.0,3.0,2.0,19498.0,4276.0,81.5,0.0,0.0,132.0,346.0,33.0,11.0,4.0,33.0,,11.0,,0.0,4.0,5.0,4.0,9.0,5.0,6.0,14.0,5.0,8.0,0.0,0.0,0.0,1.0,100.0,75.0,0.0,0.0,181561.0,53481.0,23100.0,35000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90127883,,14400.0,14400.0,14400.0, 60 months,8.99,298.86,B,B1,Paralegal,10+ years,RENT,55000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90127883,,debt_consolidation,Debt consolidation,968xx,HI,23.13,0.0,Jan-2001,695.0,699.0,1.0,25.0,,12.0,0.0,11642.0,43.8,68.0,f,0.0,0.0,5959.22,5959.22,4104.06,1855.16,0.0,0.0,0.0,Jun-2018,298.86,,Mar-2019,539.0,535.0,0.0,38.0,1.0,Individual,,,,0.0,0.0,148142.0,1.0,4.0,2.0,3.0,4.0,136500.0,49.0,4.0,10.0,2614.0,47.0,26600.0,1.0,2.0,5.0,13.0,12345.0,10362.0,46.3,0.0,0.0,136.0,188.0,8.0,4.0,0.0,10.0,,2.0,38.0,4.0,5.0,7.0,6.0,10.0,41.0,8.0,27.0,7.0,12.0,0.0,0.0,0.0,6.0,76.5,33.3,0.0,0.0,180542.0,148142.0,19300.0,153942.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90009215,,14000.0,14000.0,14000.0, 36 months,14.49,481.83,C,C4,finance manager,8 years,MORTGAGE,160000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90009215,,debt_consolidation,Debt consolidation,608xx,IL,18.89,2.0,May-1996,670.0,674.0,1.0,14.0,,17.0,0.0,27819.0,72.3,34.0,f,0.0,0.0,17060.1816932186,17060.18,14000.0,3060.18,0.0,0.0,0.0,Dec-2018,5025.7,,Mar-2019,739.0,735.0,0.0,14.0,1.0,Individual,,,,0.0,0.0,268629.0,1.0,6.0,0.0,0.0,27.0,18004.0,37.0,1.0,1.0,12864.0,59.0,38500.0,0.0,3.0,2.0,1.0,15802.0,4181.0,84.5,0.0,0.0,244.0,141.0,1.0,1.0,5.0,1.0,20.0,2.0,20.0,0.0,6.0,7.0,6.0,7.0,15.0,9.0,12.0,7.0,17.0,0.0,0.0,1.0,1.0,91.2,83.3,0.0,0.0,401732.0,61730.0,27000.0,48694.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90239754,,15000.0,15000.0,15000.0, 36 months,15.59,524.33,C,C5,Human Resources Specialist,10+ years,RENT,46000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90239754,,debt_consolidation,Debt consolidation,664xx,KS,22.12,0.0,Mar-1999,660.0,664.0,2.0,27.0,39.0,13.0,2.0,5660.0,52.4,35.0,f,0.0,0.0,17915.2567507435,17915.26,15000.0,2915.26,0.0,0.0,0.0,Apr-2018,8975.67,,Apr-2018,674.0,670.0,0.0,27.0,1.0,Individual,,,,0.0,311.0,29300.0,3.0,6.0,3.0,4.0,5.0,23640.0,88.0,3.0,8.0,3610.0,69.0,10800.0,2.0,2.0,7.0,12.0,2442.0,3639.0,52.1,0.0,0.0,148.0,210.0,6.0,5.0,2.0,16.0,,4.0,,8.0,2.0,4.0,3.0,8.0,15.0,7.0,18.0,4.0,13.0,0.0,0.0,0.0,6.0,100.0,0.0,1.0,1.0,41094.0,29300.0,7600.0,30294.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89846231,,10000.0,10000.0,10000.0, 60 months,11.49,219.88,B,B5,Buyer,< 1 year,RENT,75000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89846231,,debt_consolidation,Debt consolidation,905xx,CA,18.51,1.0,Nov-1993,685.0,689.0,0.0,19.0,,7.0,0.0,10489.0,66.8,15.0,f,5873.73,5873.73,6407.19,6407.19,4126.27,2280.92,0.0,0.0,0.0,Mar-2019,219.88,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,38668.0,0.0,2.0,0.0,1.0,22.0,28179.0,69.0,1.0,1.0,7173.0,69.0,15700.0,0.0,0.0,0.0,2.0,5524.0,1240.0,86.8,0.0,0.0,151.0,274.0,8.0,8.0,0.0,107.0,,,19.0,0.0,2.0,5.0,2.0,6.0,5.0,5.0,10.0,5.0,7.0,0.0,0.0,0.0,1.0,93.3,50.0,0.0,0.0,56387.0,38668.0,9400.0,40687.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90278015,,24000.0,24000.0,24000.0, 60 months,9.49,503.93,B,B2,Pilot,10+ years,MORTGAGE,180000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90278015,,home_improvement,Home improvement,902xx,CA,15.98,6.0,Apr-2001,705.0,709.0,0.0,12.0,,11.0,0.0,14614.0,47.0,30.0,f,0.0,0.0,25878.2170734512,25878.22,24000.0,1853.02,25.2000005232,0.0,0.0,Aug-2017,21374.48,,Mar-2019,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,800931.0,2.0,5.0,2.0,4.0,2.0,169950.0,86.0,0.0,0.0,7782.0,71.0,31100.0,0.0,2.0,0.0,4.0,72812.0,16493.0,44.3,0.0,0.0,141.0,172.0,25.0,2.0,9.0,25.0,12.0,,12.0,0.0,3.0,4.0,3.0,5.0,9.0,4.0,11.0,4.0,11.0,0.0,0.0,0.0,2.0,73.3,33.3,0.0,0.0,907923.0,185716.0,29600.0,202522.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90384621,,14400.0,14400.0,14400.0, 60 months,9.49,302.36,B,B2,Branch Manager,10+ years,OWN,68000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90384621,,medical,Medical expenses,760xx,TX,25.89,0.0,May-2003,720.0,724.0,1.0,,,19.0,0.0,30551.0,26.2,40.0,f,0.0,0.0,15814.4303444882,15814.43,14400.0,1414.43,0.0,0.0,0.0,Nov-2017,12182.32,,Nov-2017,764.0,760.0,0.0,,1.0,Individual,,,,0.0,0.0,47261.0,3.0,1.0,0.0,0.0,27.0,16710.0,62.0,5.0,6.0,8452.0,34.0,100800.0,1.0,1.0,2.0,6.0,2487.0,45093.0,17.8,0.0,0.0,133.0,160.0,2.0,2.0,3.0,2.0,,0.0,,0.0,5.0,10.0,10.0,15.0,10.0,18.0,27.0,10.0,19.0,0.0,0.0,0.0,5.0,100.0,0.0,0.0,0.0,127800.0,47261.0,61000.0,27000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90167766,,15000.0,15000.0,15000.0, 60 months,9.49,314.96,B,B2,Clinical Dietitian,2 years,MORTGAGE,53000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90167766,,credit_card,Credit card refinancing,329xx,FL,28.34,0.0,Jun-1994,770.0,774.0,0.0,65.0,,8.0,0.0,18958.0,20.5,20.0,f,8628.63,8628.63,9125.93,9125.93,6371.37,2754.56,0.0,0.0,0.0,Mar-2019,314.96,Apr-2019,Mar-2019,769.0,765.0,0.0,,1.0,Individual,,,,0.0,0.0,157649.0,0.0,2.0,1.0,2.0,11.0,12692.0,40.0,0.0,0.0,9314.0,25.0,92600.0,0.0,8.0,0.0,2.0,19706.0,54723.0,20.2,0.0,0.0,228.0,267.0,37.0,11.0,4.0,95.0,,,,0.0,3.0,4.0,4.0,5.0,9.0,5.0,7.0,4.0,8.0,0.0,0.0,0.0,1.0,95.0,25.0,0.0,0.0,262875.0,31650.0,68600.0,32000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90167921,,29000.0,29000.0,29000.0, 60 months,10.99,630.39,B,B4,,,MORTGAGE,66081.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90167921,,credit_card,Credit card refinancing,890xx,NV,29.51,0.0,Jan-1978,690.0,694.0,0.0,,,17.0,0.0,42944.0,47.5,30.0,f,16945.65,16945.65,18237.04,18237.04,12054.35,6182.69,0.0,0.0,0.0,Mar-2019,630.39,Apr-2019,Mar-2019,819.0,815.0,0.0,,1.0,Individual,,,,0.0,0.0,212363.0,0.0,3.0,0.0,0.0,27.0,36473.0,80.0,0.0,0.0,7403.0,58.0,90500.0,1.0,0.0,1.0,0.0,12492.0,36846.0,53.7,0.0,0.0,159.0,453.0,35.0,27.0,5.0,45.0,,7.0,,0.0,9.0,10.0,10.0,14.0,7.0,12.0,17.0,10.0,17.0,0.0,0.0,0.0,0.0,100.0,50.0,0.0,0.0,278778.0,79431.0,79500.0,45531.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90388599,,10000.0,10000.0,10000.0, 36 months,13.49,339.31,C,C2,Driver,1 year,RENT,30000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90388599,,debt_consolidation,Debt consolidation,902xx,CA,13.49,0.0,Jan-2013,665.0,669.0,1.0,,,11.0,0.0,10477.0,34.1,12.0,f,0.0,0.0,10761.0953361987,10761.1,10000.0,761.1,0.0,0.0,0.0,Jun-2017,6525.56,,Feb-2019,759.0,755.0,0.0,,1.0,Individual,,,,0.0,0.0,10477.0,3.0,0.0,0.0,0.0,,0.0,,3.0,6.0,2013.0,34.0,30700.0,0.0,0.0,1.0,6.0,952.0,13378.0,36.3,0.0,0.0,,44.0,2.0,2.0,0.0,2.0,,2.0,,0.0,8.0,11.0,8.0,8.0,0.0,11.0,12.0,11.0,11.0,0.0,0.0,0.0,3.0,100.0,25.0,0.0,0.0,30700.0,10477.0,21000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89868463,,25000.0,25000.0,25000.0, 36 months,8.59,790.24,A,A5,Counselor ,10+ years,MORTGAGE,90000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89868463,,credit_card,Credit card refinancing,922xx,CA,17.17,0.0,Jan-2003,730.0,734.0,1.0,,35.0,9.0,1.0,13463.0,52.8,23.0,w,0.0,0.0,13301.42,13301.42,7631.18,1839.77,0.0,3830.47,344.7423,Oct-2017,790.24,,Mar-2019,589.0,585.0,0.0,,1.0,Individual,,,,0.0,650.0,218003.0,1.0,2.0,0.0,1.0,17.0,51939.0,82.0,0.0,3.0,1270.0,66.0,25500.0,1.0,7.0,1.0,5.0,24223.0,30.0,97.7,0.0,0.0,138.0,164.0,14.0,2.0,2.0,76.0,,4.0,,0.0,1.0,5.0,1.0,2.0,10.0,6.0,11.0,6.0,9.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,1.0,245427.0,65402.0,1300.0,67927.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90147333,,20000.0,20000.0,19750.0, 36 months,14.49,688.33,C,C4,Engineer,3 years,RENT,60000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90147333,,debt_consolidation,Debt consolidation,622xx,IL,20.92,0.0,Jul-2004,670.0,674.0,0.0,39.0,,17.0,0.0,8389.0,71.7,26.0,f,3400.0,3357.5,21060.25,20797.0,16600.0,4460.25,0.0,0.0,0.0,Mar-2019,1055.31,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,790.0,76989.0,1.0,10.0,0.0,1.0,17.0,68600.0,109.0,1.0,1.0,3608.0,99.0,11700.0,1.0,1.0,0.0,2.0,4812.0,2149.0,78.9,0.0,0.0,116.0,146.0,1.0,1.0,0.0,1.0,39.0,18.0,39.0,0.0,3.0,5.0,4.0,5.0,14.0,7.0,12.0,5.0,17.0,0.0,0.0,0.0,1.0,92.3,50.0,0.0,0.0,83346.0,76989.0,10200.0,71646.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90106158,,16800.0,16800.0,16800.0, 60 months,10.99,365.19,B,B4,dentist/owner,10+ years,MORTGAGE,150000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90106158,,small_business,Business,038xx,NH,25.25,0.0,Dec-1984,720.0,724.0,0.0,,,14.0,0.0,58178.0,57.5,30.0,w,0.0,0.0,5653.05,5653.05,1297.37,883.51,0.0,3472.17,624.9906,Apr-2017,365.19,,Oct-2017,529.0,525.0,0.0,,1.0,Individual,,,,0.0,0.0,268422.0,0.0,2.0,1.0,2.0,11.0,33324.0,59.0,2.0,3.0,17688.0,58.0,101200.0,1.0,0.0,0.0,5.0,19173.0,40128.0,58.3,0.0,0.0,171.0,381.0,7.0,7.0,1.0,7.0,,19.0,,0.0,9.0,10.0,9.0,13.0,11.0,10.0,18.0,10.0,14.0,0.0,0.0,0.0,3.0,100.0,22.2,0.0,0.0,379802.0,91502.0,96200.0,56602.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90064387,,15000.0,15000.0,15000.0, 60 months,10.49,322.34,B,B3,Owner,10+ years,MORTGAGE,72000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90064387,,home_improvement,Home improvement,956xx,CA,15.92,0.0,Oct-1989,720.0,724.0,0.0,43.0,,6.0,0.0,9138.0,37.8,12.0,f,8719.56,8719.56,9339.12,9339.12,6280.44,3058.68,0.0,0.0,0.0,Mar-2019,322.34,Apr-2019,Mar-2019,734.0,730.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,32149.0,0.0,2.0,1.0,1.0,8.0,23011.0,73.0,1.0,1.0,825.0,58.0,24200.0,1.0,0.0,2.0,2.0,5358.0,775.0,51.6,0.0,0.0,168.0,323.0,7.0,7.0,1.0,25.0,,7.0,,0.0,1.0,3.0,2.0,2.0,5.0,4.0,6.0,3.0,6.0,0.0,0.0,0.0,2.0,90.0,0.0,0.0,0.0,55913.0,32149.0,1600.0,31713.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90397488,,10000.0,10000.0,10000.0, 60 months,19.99,264.89,D,D4,Paraprofessional,10+ years,MORTGAGE,35000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90397488,,debt_consolidation,Debt consolidation,624xx,IL,8.44,0.0,Feb-2001,660.0,664.0,0.0,,75.0,6.0,1.0,7248.0,48.0,11.0,f,0.0,0.0,12694.4237006257,12694.42,10000.0,2694.42,0.0,0.0,0.0,Mar-2018,8432.09,,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,24813.0,0.0,0.0,0.0,0.0,,0.0,,1.0,3.0,4783.0,48.0,15100.0,0.0,0.0,1.0,3.0,4136.0,5946.0,54.6,0.0,0.0,,187.0,10.0,10.0,2.0,10.0,,10.0,,0.0,3.0,4.0,3.0,6.0,0.0,5.0,9.0,4.0,6.0,0.0,0.0,0.0,1.0,100.0,0.0,1.0,0.0,37900.0,7248.0,13100.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88947401,,18000.0,18000.0,18000.0, 60 months,9.49,377.95,B,B2,State Prosecutor ,10+ years,MORTGAGE,169000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88947401,,debt_consolidation,Debt consolidation,066xx,CT,28.0,0.0,May-1974,680.0,684.0,4.0,,,22.0,0.0,146992.0,71.0,39.0,f,10354.42,10354.42,10936.83,10936.83,7645.58,3291.25,0.0,0.0,0.0,Mar-2019,377.95,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,427238.0,1.0,2.0,1.0,1.0,7.0,35959.0,82.0,1.0,2.0,15658.0,71.0,207180.0,0.0,1.0,3.0,3.0,20344.0,6888.0,99.0,0.0,0.0,150.0,331.0,1.0,1.0,3.0,15.0,,1.0,,0.0,11.0,15.0,19.0,19.0,7.0,15.0,28.0,16.0,21.0,,0.0,0.0,2.0,100.0,100.0,0.0,0.0,591303.0,128394.0,68880.0,43600.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90098207,,20000.0,20000.0,20000.0, 60 months,10.99,434.75,B,B4,Controller ,< 1 year,MORTGAGE,88000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90098207,,credit_card,Credit card refinancing,970xx,OR,10.64,0.0,Oct-2004,740.0,744.0,0.0,,,9.0,0.0,16497.0,37.2,17.0,f,0.0,0.0,23170.3393819548,23170.34,20000.0,3170.34,0.0,0.0,0.0,May-2018,15357.05,,May-2018,774.0,770.0,0.0,,1.0,Individual,,,,0.0,0.0,280781.0,1.0,1.0,1.0,1.0,1.0,27986.0,100.0,0.0,3.0,9575.0,62.0,44300.0,1.0,1.0,1.0,5.0,31198.0,23303.0,41.4,0.0,0.0,60.0,143.0,20.0,1.0,1.0,20.0,,1.0,,0.0,4.0,4.0,6.0,11.0,3.0,7.0,13.0,4.0,9.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,315766.0,44483.0,39800.0,27986.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90288832,,15650.0,15650.0,15650.0, 60 months,26.49,473.12,F,F2,Manager,10+ years,MORTGAGE,58000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90288832,,debt_consolidation,Debt consolidation,194xx,PA,27.81,0.0,Jul-2002,685.0,689.0,1.0,,83.0,13.0,1.0,8273.0,50.4,29.0,w,0.0,0.0,21591.5002187624,21591.5,15650.0,5941.5,0.0,0.0,0.0,Apr-2018,13571.49,,Apr-2018,694.0,690.0,0.0,,1.0,Individual,,,,0.0,415.0,249357.0,2.0,5.0,2.0,6.0,5.0,45547.0,78.0,3.0,7.0,685.0,72.0,16400.0,1.0,11.0,4.0,14.0,19181.0,2214.0,32.9,0.0,0.0,170.0,76.0,4.0,4.0,1.0,7.0,,5.0,,0.0,2.0,6.0,2.0,3.0,20.0,7.0,8.0,6.0,13.0,0.0,0.0,0.0,5.0,100.0,50.0,1.0,0.0,275876.0,53820.0,3300.0,58215.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90169797,,27450.0,27450.0,27450.0, 36 months,21.49,1041.1,D,D5,Sr UR RN,6 years,MORTGAGE,80000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90169797,,debt_consolidation,Debt consolidation,856xx,AZ,15.17,0.0,Jun-2007,705.0,709.0,0.0,41.0,,12.0,0.0,6220.0,35.5,21.0,f,0.0,0.0,36206.4797442109,36206.48,27450.0,8756.48,0.0,0.0,0.0,Oct-2018,12293.95,,Mar-2019,594.0,590.0,0.0,,1.0,Individual,,,,0.0,336.0,169079.0,1.0,2.0,0.0,1.0,13.0,26375.0,60.0,2.0,3.0,3417.0,53.0,17500.0,0.0,0.0,1.0,6.0,15371.0,4035.0,59.7,0.0,0.0,43.0,111.0,2.0,2.0,4.0,2.0,,12.0,41.0,0.0,3.0,4.0,4.0,5.0,2.0,9.0,15.0,4.0,12.0,0.0,0.0,0.0,2.0,90.5,66.7,0.0,0.0,211158.0,32595.0,10000.0,44033.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90186012,,17500.0,17500.0,17500.0, 60 months,10.99,380.41,B,B4,Fiscal Agent,10+ years,OWN,65250.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90186012,,credit_card,Credit card refinancing,191xx,PA,11.26,0.0,Oct-2000,715.0,719.0,0.0,36.0,,10.0,0.0,12598.0,44.4,25.0,f,10226.87,10226.87,11021.21,11021.21,7273.13,3748.08,0.0,0.0,0.0,Mar-2019,380.41,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,130058.0,0.0,1.0,0.0,0.0,75.0,61279.0,,1.0,2.0,5864.0,44.0,28400.0,0.0,0.0,1.0,2.0,16257.0,14535.0,43.2,0.0,0.0,191.0,178.0,9.0,9.0,5.0,9.0,,9.0,,0.0,4.0,5.0,5.0,8.0,6.0,8.0,14.0,5.0,10.0,0.0,0.0,0.0,1.0,96.0,20.0,0.0,0.0,178081.0,73877.0,25600.0,47181.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90189463,,12000.0,12000.0,12000.0, 60 months,19.99,317.86,D,D4,Test Engineer,10+ years,RENT,55000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90189463,,debt_consolidation,Debt consolidation,469xx,IN,25.7,0.0,Dec-2000,660.0,664.0,0.0,,,9.0,0.0,8754.0,77.5,24.0,f,7647.64,7647.64,9209.74,9209.74,4352.36,4857.38,0.0,0.0,0.0,Mar-2019,317.86,Apr-2019,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,48724.0,1.0,5.0,2.0,4.0,6.0,39970.0,85.0,1.0,3.0,3552.0,84.0,11300.0,4.0,1.0,2.0,7.0,5414.0,0.0,100.1,0.0,0.0,189.0,54.0,10.0,6.0,0.0,16.0,,10.0,,0.0,3.0,4.0,3.0,4.0,19.0,4.0,5.0,4.0,9.0,0.0,0.0,0.0,3.0,100.0,100.0,0.0,0.0,58296.0,48724.0,5300.0,46996.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90391784,,10000.0,10000.0,10000.0, 36 months,10.49,324.98,B,B3,Crane Operator Assistant,10+ years,MORTGAGE,62000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90391784,,debt_consolidation,Debt consolidation,061xx,CT,9.5,0.0,Sep-1992,675.0,679.0,0.0,79.0,78.0,16.0,1.0,8056.0,26.2,53.0,w,0.0,0.0,11531.6914976088,11531.69,10000.0,1531.69,0.0,0.0,0.0,Nov-2018,3746.74,,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,20685.0,3.0,1.0,0.0,2.0,13.0,3599.0,72.0,6.0,7.0,4391.0,33.0,30700.0,0.0,1.0,4.0,10.0,1293.0,9741.0,43.7,0.0,0.0,145.0,288.0,0.0,0.0,1.0,2.0,,7.0,,0.0,4.0,8.0,7.0,20.0,18.0,14.0,34.0,8.0,16.0,0.0,0.0,0.0,7.0,95.3,14.3,1.0,0.0,45700.0,11655.0,17300.0,5000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90130176,,40000.0,40000.0,40000.0, 60 months,19.99,1059.54,D,D4,Air traffic Controller,10+ years,RENT,160000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90130176,,debt_consolidation,Debt consolidation,334xx,FL,16.13,0.0,Jul-2002,720.0,724.0,0.0,43.0,,9.0,0.0,17817.0,46.4,32.0,f,0.0,0.0,40943.4900000244,40943.49,40000.0,943.49,0.0,0.0,0.0,Dec-2016,6995.01,,Mar-2019,719.0,715.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,136206.0,1.0,6.0,2.0,3.0,10.0,118389.0,87.0,1.0,1.0,15313.0,78.0,38400.0,0.0,5.0,0.0,4.0,15134.0,20583.0,46.4,0.0,0.0,156.0,170.0,6.0,6.0,2.0,6.0,,,,1.0,2.0,2.0,3.0,5.0,25.0,3.0,5.0,2.0,9.0,0.0,0.0,0.0,3.0,96.9,0.0,0.0,0.0,174364.0,136206.0,38400.0,135964.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90239801,,30000.0,30000.0,30000.0, 36 months,15.59,1048.65,C,C5,RN,10+ years,RENT,180000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90239801,,house,Home buying,301xx,GA,11.69,0.0,Nov-1992,675.0,679.0,0.0,,,22.0,0.0,53665.0,73.7,37.0,f,0.0,0.0,32849.5350450611,32849.54,30000.0,2849.54,0.0,0.0,0.0,Apr-2018,48.47,,Mar-2018,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,53665.0,0.0,0.0,0.0,0.0,81.0,0.0,,2.0,6.0,11917.0,74.0,72801.0,0.0,0.0,2.0,6.0,2683.0,4571.0,88.5,0.0,0.0,156.0,286.0,10.0,10.0,2.0,10.0,,0.0,,0.0,6.0,18.0,6.0,12.0,2.0,22.0,33.0,18.0,22.0,0.0,0.0,0.0,2.0,100.0,66.7,0.0,0.0,72801.0,53665.0,39600.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90306865,,30000.0,30000.0,30000.0, 60 months,9.49,629.91,B,B2,MRI Supervisor Evenings ,1 year,MORTGAGE,125000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90306865,,other,Other,068xx,CT,18.87,1.0,May-1999,730.0,734.0,1.0,12.0,,15.0,0.0,154559.0,54.2,28.0,f,17257.58,17257.58,18227.85,18227.85,12742.42,5485.43,0.0,0.0,0.0,Mar-2019,629.91,Apr-2019,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,422240.0,1.0,7.0,0.0,3.0,14.0,144956.0,89.0,1.0,2.0,14222.0,81.0,201800.0,0.0,0.0,1.0,5.0,28149.0,19145.0,59.4,0.0,0.0,170.0,208.0,5.0,5.0,3.0,5.0,,1.0,,0.0,3.0,4.0,4.0,4.0,15.0,7.0,10.0,4.0,15.0,0.0,0.0,0.0,1.0,96.4,50.0,0.0,0.0,552595.0,299515.0,47200.0,162558.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90249713,,40000.0,40000.0,39900.0, 60 months,15.59,964.03,C,C5,Sales,< 1 year,MORTGAGE,168000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90249713,,other,Other,380xx,TN,13.11,0.0,Mar-2002,710.0,714.0,1.0,72.0,,17.0,0.0,50802.0,48.5,44.0,f,0.0,0.0,52072.4094978851,51942.23,40000.0,12072.41,0.0,0.0,0.0,Feb-2019,26038.24,,Feb-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,341412.0,1.0,1.0,0.0,1.0,23.0,38084.0,,3.0,6.0,15233.0,49.0,104800.0,0.0,0.0,1.0,7.0,21338.0,26788.0,46.7,0.0,0.0,67.0,174.0,4.0,4.0,4.0,4.0,,4.0,,0.0,4.0,8.0,8.0,18.0,2.0,15.0,38.0,8.0,17.0,0.0,0.0,0.0,3.0,97.7,37.5,0.0,0.0,435977.0,88886.0,50300.0,55384.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90230276,,20000.0,20000.0,20000.0, 60 months,21.49,546.6,D,D5,Maintenance Supervisor,10+ years,MORTGAGE,75000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90230276,,debt_consolidation,Debt consolidation,238xx,VA,25.23,1.0,Jul-1998,670.0,674.0,1.0,11.0,,9.0,0.0,19185.0,78.3,21.0,f,0.0,0.0,28569.5393148935,28569.54,20000.0,8569.54,0.0,0.0,0.0,Jan-2019,14238.56,,Jan-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,188888.0,1.0,2.0,1.0,1.0,9.0,19758.0,56.0,1.0,2.0,9897.0,68.0,24500.0,0.0,3.0,1.0,4.0,20988.0,0.0,100.4,0.0,0.0,130.0,218.0,3.0,3.0,2.0,22.0,,3.0,11.0,0.0,2.0,4.0,2.0,5.0,7.0,6.0,12.0,4.0,9.0,0.0,0.0,0.0,2.0,95.2,100.0,0.0,0.0,232376.0,38943.0,15000.0,54754.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90270467,,20000.0,20000.0,20000.0, 36 months,16.99,712.96,D,D1,Dealer,6 years,MORTGAGE,81000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90270467,,home_improvement,Home improvement,891xx,NV,9.97,2.0,May-1998,660.0,664.0,1.0,20.0,81.0,13.0,1.0,6053.0,58.2,18.0,f,0.0,0.0,2258.55,2258.55,1307.73,950.82,0.0,0.0,0.0,Jan-2017,712.96,,Feb-2019,549.0,545.0,0.0,,1.0,Individual,,,,0.0,0.0,299993.0,3.0,2.0,1.0,2.0,1.0,7567.0,84.0,1.0,2.0,2053.0,70.0,10400.0,0.0,1.0,2.0,5.0,29999.0,1047.0,84.4,0.0,0.0,111.0,220.0,6.0,1.0,2.0,6.0,20.0,6.0,20.0,0.0,4.0,5.0,7.0,9.0,3.0,10.0,13.0,5.0,13.0,0.0,0.0,0.0,3.0,82.4,60.0,1.0,0.0,307152.0,13620.0,6700.0,9030.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90229625,,19200.0,19200.0,19200.0, 60 months,12.79,434.8,C,C1,Director of Development and Construction,3 years,MORTGAGE,136600.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90229625,,credit_card,Credit card refinancing,750xx,TX,18.14,0.0,Feb-1985,740.0,744.0,2.0,37.0,,12.0,0.0,15366.0,52.8,29.0,f,11426.87,11426.87,12595.56,12595.56,7773.13,4822.43,0.0,0.0,0.0,Mar-2019,434.8,Apr-2019,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,268512.0,0.0,3.0,1.0,3.0,9.0,32106.0,78.0,2.0,2.0,7853.0,68.0,29100.0,0.0,0.0,4.0,5.0,22376.0,4841.0,62.8,0.0,0.0,152.0,379.0,11.0,9.0,5.0,12.0,37.0,1.0,37.0,0.0,3.0,6.0,4.0,7.0,7.0,8.0,17.0,6.0,12.0,0.0,0.0,0.0,3.0,93.1,25.0,0.0,0.0,315600.0,47472.0,13000.0,41000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90104437,,28000.0,28000.0,28000.0, 36 months,16.99,998.14,D,D1,Business Development Manager,10+ years,OWN,119900.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90104437,,credit_card,Credit card refinancing,296xx,SC,19.41,0.0,Jun-2001,675.0,679.0,1.0,,,13.0,0.0,24685.0,68.2,22.0,f,0.0,0.0,31967.5474986415,31967.55,28000.0,3967.55,0.0,0.0,0.0,Sep-2017,22012.58,,Sep-2017,764.0,760.0,0.0,,1.0,Individual,,,,0.0,0.0,264967.0,6.0,2.0,2.0,3.0,4.0,64395.0,96.0,3.0,4.0,5569.0,80.0,36200.0,2.0,2.0,3.0,8.0,24088.0,8232.0,67.3,0.0,0.0,143.0,183.0,1.0,1.0,1.0,1.0,,4.0,,0.0,5.0,7.0,8.0,13.0,6.0,10.0,15.0,7.0,13.0,0.0,0.0,0.0,6.0,100.0,50.0,0.0,0.0,279596.0,89080.0,25200.0,67396.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90076386,,22000.0,22000.0,21750.0, 36 months,15.59,769.01,C,C5,Investor Relations ,2 years,RENT,80000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90076386,,credit_card,Credit card refinancing,073xx,NJ,14.51,0.0,Aug-2007,660.0,664.0,0.0,35.0,,21.0,0.0,20651.0,58.8,35.0,f,0.0,0.0,25815.9570690857,25522.59,22000.0,3815.96,0.0,0.0,0.0,Feb-2018,13297.01,,Mar-2019,734.0,730.0,0.0,35.0,1.0,Individual,,,,0.0,175.0,54518.0,2.0,9.0,0.0,0.0,60.0,33867.0,109.0,4.0,5.0,7796.0,83.0,35100.0,0.0,0.0,1.0,5.0,2596.0,3084.0,82.4,0.0,0.0,109.0,104.0,4.0,4.0,0.0,7.0,,9.0,,1.0,4.0,10.0,5.0,7.0,21.0,12.0,14.0,10.0,21.0,0.0,0.0,0.0,4.0,97.1,60.0,0.0,0.0,66100.0,54518.0,17500.0,31000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90120372,,30000.0,30000.0,30000.0, 36 months,19.99,1114.76,D,D4,Faculty Member,4 years,RENT,60000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90120372,,credit_card,Credit card refinancing,606xx,IL,19.19,1.0,Dec-2007,675.0,679.0,0.0,20.0,,16.0,0.0,25785.0,86.8,27.0,f,7308.07,7308.07,32294.72,32294.72,22691.93,9602.79,0.0,0.0,0.0,Mar-2019,1114.76,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,53119.0,0.0,11.0,0.0,0.0,27.0,27310.0,78.0,0.0,0.0,12673.0,79.0,29700.0,0.0,0.0,0.0,0.0,3320.0,3915.0,86.8,0.0,0.0,92.0,105.0,32.0,27.0,0.0,32.0,20.0,,20.0,0.0,3.0,3.0,3.0,7.0,13.0,3.0,10.0,3.0,16.0,0.0,0.0,0.0,0.0,96.3,100.0,0.0,0.0,67184.0,53119.0,29700.0,35140.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90391734,,20000.0,20000.0,20000.0, 60 months,13.49,460.1,C,C2,Case Worker,3 years,MORTGAGE,49188.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90391734,,debt_consolidation,Debt consolidation,606xx,IL,21.66,0.0,Sep-1997,700.0,704.0,1.0,36.0,,20.0,0.0,6493.0,20.7,34.0,f,11666.28,11666.28,13706.27,13706.27,8333.72,5372.55,0.0,0.0,0.0,Mar-2019,460.1,Apr-2019,Mar-2019,679.0,675.0,0.0,36.0,1.0,Individual,,,,0.0,0.0,159464.0,0.0,2.0,0.0,0.0,40.0,63545.0,49.0,1.0,1.0,2390.0,31.0,32200.0,0.0,0.0,1.0,1.0,10631.0,5497.0,39.6,0.0,0.0,132.0,228.0,9.0,9.0,1.0,49.0,36.0,3.0,36.0,1.0,3.0,9.0,3.0,5.0,11.0,17.0,22.0,9.0,20.0,0.0,0.0,0.0,1.0,93.9,0.0,0.0,0.0,220171.0,70038.0,9100.0,72971.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90400857,,24000.0,24000.0,23750.0, 36 months,13.99,820.15,C,C3,Air Traffic Controller,10+ years,MORTGAGE,136799.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90400857,,debt_consolidation,Debt consolidation,805xx,CO,23.25,0.0,May-1999,660.0,664.0,0.0,,,20.0,0.0,57198.0,60.4,48.0,f,4726.05,4676.82,24473.93,24218.99,19273.95,5199.98,0.0,0.0,0.0,Mar-2019,820.15,Apr-2019,Mar-2019,759.0,755.0,0.0,,1.0,Individual,,,,0.0,0.0,555173.0,6.0,3.0,4.0,5.0,1.0,54589.0,93.0,4.0,5.0,13211.0,73.0,94700.0,1.0,0.0,6.0,12.0,27759.0,28807.0,60.3,0.0,0.0,124.0,208.0,1.0,1.0,4.0,1.0,,5.0,,0.0,6.0,10.0,11.0,18.0,15.0,16.0,29.0,10.0,20.0,0.0,0.0,0.0,10.0,100.0,45.5,0.0,0.0,601689.0,111787.0,72500.0,58807.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90296109,,22075.0,22075.0,22075.0, 60 months,15.59,532.03,C,C5,Project Manager,9 years,OWN,60000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90296109,,home_improvement,Home improvement,480xx,MI,8.78,1.0,Oct-2003,670.0,674.0,0.0,11.0,,5.0,0.0,2939.0,62.5,12.0,f,0.0,0.0,28137.144335327797,28137.14,22075.0,6035.54,26.600000030100002,0.0,0.0,Oct-2018,15892.97,,Oct-2018,704.0,700.0,0.0,11.0,1.0,Individual,,,,0.0,0.0,4754.0,0.0,1.0,0.0,1.0,18.0,1815.0,24.0,0.0,0.0,1606.0,38.0,4700.0,0.0,2.0,0.0,1.0,951.0,1454.0,65.4,0.0,0.0,155.0,66.0,32.0,18.0,0.0,32.0,,18.0,11.0,0.0,2.0,3.0,3.0,3.0,8.0,4.0,4.0,3.0,5.0,0.0,0.0,1.0,0.0,91.7,33.3,0.0,0.0,12398.0,4754.0,4200.0,7698.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90100160,,10000.0,10000.0,10000.0, 36 months,15.59,349.55,C,C5,SAFETY DIRECTOR,9 years,RENT,62000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90100160,,debt_consolidation,Debt consolidation,770xx,TX,16.74,0.0,Mar-2000,660.0,664.0,5.0,,49.0,15.0,1.0,9418.0,29.3,48.0,f,0.0,0.0,11109.550892951002,11109.55,10000.0,1109.55,0.0,0.0,0.0,Jul-2017,8321.81,,May-2018,649.0,645.0,0.0,,1.0,Individual,,,,0.0,4000.0,28582.0,8.0,2.0,1.0,4.0,12.0,19164.0,70.0,9.0,10.0,4296.0,48.0,32100.0,6.0,0.0,10.0,14.0,2042.0,9882.0,38.2,0.0,0.0,127.0,198.0,0.0,0.0,1.0,0.0,,2.0,,0.0,3.0,5.0,3.0,15.0,16.0,12.0,29.0,5.0,14.0,0.0,0.0,0.0,10.0,100.0,33.3,1.0,0.0,59482.0,28582.0,16000.0,27382.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90327480,,20000.0,20000.0,20000.0, 36 months,13.99,683.46,C,C3,Claims ,10+ years,MORTGAGE,80000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90327480,,credit_card,Credit card refinancing,300xx,GA,18.75,0.0,May-2006,675.0,679.0,1.0,,,16.0,0.0,27756.0,44.2,48.0,f,0.0,0.0,22187.0343982313,22187.03,20000.0,2152.86,34.17,0.0,0.0,Aug-2017,16641.63,,Apr-2018,649.0,645.0,0.0,,1.0,Individual,,,,0.0,0.0,176240.0,2.0,2.0,1.0,2.0,9.0,19984.0,47.0,4.0,6.0,5478.0,45.0,62800.0,1.0,12.0,3.0,10.0,11015.0,24856.0,46.3,0.0,0.0,92.0,124.0,1.0,1.0,3.0,1.0,,3.0,,0.0,8.0,10.0,9.0,21.0,18.0,13.0,27.0,10.0,16.0,0.0,0.0,0.0,6.0,100.0,55.6,0.0,0.0,233816.0,47740.0,46300.0,42516.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90287178,,15000.0,15000.0,15000.0, 60 months,8.99,311.31,B,B1,Technical Recruiter,< 1 year,RENT,115000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90287178,,debt_consolidation,Debt consolidation,331xx,FL,10.86,0.0,Dec-2004,715.0,719.0,0.0,38.0,,15.0,0.0,14538.0,28.6,23.0,f,0.0,0.0,16435.8566075182,16435.86,15000.0,1435.86,0.0,0.0,0.0,Dec-2017,12407.56,,Feb-2019,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,456669.0,1.0,2.0,0.0,1.0,15.0,8610.0,37.0,3.0,4.0,6114.0,31.0,50800.0,0.0,0.0,1.0,5.0,32619.0,22062.0,38.4,0.0,0.0,29.0,141.0,6.0,6.0,1.0,6.0,38.0,11.0,38.0,0.0,5.0,7.0,6.0,10.0,2.0,12.0,20.0,7.0,15.0,0.0,0.0,0.0,3.0,87.0,16.7,0.0,0.0,545614.0,23148.0,35800.0,23364.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88819142,,22400.0,22400.0,22400.0, 60 months,10.49,481.36,B,B3,Supervisor,10+ years,MORTGAGE,50000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88819142,,debt_consolidation,Debt consolidation,349xx,FL,15.48,0.0,Dec-2004,720.0,724.0,0.0,,,7.0,0.0,16666.0,51.1,27.0,f,0.0,0.0,26916.66175848,26916.66,22400.0,4516.66,0.0,0.0,0.0,Mar-2019,4392.4,,Mar-2019,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,120146.0,0.0,1.0,0.0,2.0,13.0,13172.0,84.0,1.0,1.0,15417.0,62.0,32600.0,1.0,0.0,1.0,4.0,17164.0,12934.0,56.3,0.0,0.0,134.0,141.0,7.0,7.0,5.0,39.0,,9.0,,0.0,2.0,2.0,4.0,10.0,5.0,5.0,17.0,2.0,7.0,0.0,0.0,0.0,2.0,100.0,25.0,0.0,0.0,140556.0,29838.0,29600.0,15677.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90287762,,16000.0,16000.0,16000.0, 60 months,8.99,332.06,B,B1,,,OWN,46000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90287762,,credit_card,Credit card refinancing,180xx,PA,14.84,0.0,Jul-1986,755.0,759.0,0.0,,,10.0,0.0,22090.0,36.0,16.0,f,9155.26,9155.26,9609.76,9609.76,6844.74,2765.02,0.0,0.0,0.0,Mar-2019,332.06,Apr-2019,Mar-2019,784.0,780.0,0.0,,1.0,Individual,,,,0.0,0.0,25119.0,0.0,0.0,0.0,0.0,100.0,0.0,,1.0,2.0,8558.0,36.0,61400.0,0.0,0.0,1.0,2.0,2512.0,36139.0,36.7,0.0,0.0,161.0,362.0,10.0,10.0,1.0,10.0,,10.0,,0.0,7.0,8.0,8.0,10.0,3.0,9.0,12.0,8.0,10.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,149400.0,22090.0,57100.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88769177,,35000.0,35000.0,35000.0, 60 months,10.49,752.12,B,B3,Owner,6 years,RENT,114000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88769177,,credit_card,Credit card refinancing,346xx,FL,16.24,0.0,Jun-2001,700.0,704.0,0.0,,,20.0,0.0,36464.0,58.4,26.0,f,20345.85,20345.85,21791.08,21791.08,14654.15,7136.93,0.0,0.0,0.0,Mar-2019,752.12,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,47148.0,2.0,1.0,0.0,1.0,14.0,10684.0,61.0,3.0,4.0,12178.0,59.0,62400.0,0.0,1.0,0.0,5.0,2357.0,9566.0,75.2,0.0,0.0,151.0,183.0,2.0,2.0,0.0,21.0,,,,0.0,10.0,18.0,10.0,10.0,5.0,19.0,21.0,18.0,20.0,0.0,0.0,0.0,3.0,100.0,40.0,0.0,0.0,79883.0,47148.0,38500.0,17483.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90240094,,19800.0,19800.0,19800.0, 36 months,12.79,665.14,C,C1,Delivery manager,3 years,OWN,45000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90240094,,debt_consolidation,Debt consolidation,365xx,AL,11.49,0.0,Jun-2004,675.0,679.0,0.0,,57.0,6.0,1.0,6075.0,27.7,23.0,f,0.0,0.0,11789.44,11789.44,6817.24,2586.16,0.0,2386.04,429.4871999357,Dec-2017,665.14,,Mar-2019,504.0,500.0,0.0,,1.0,Individual,,,,0.0,0.0,15664.0,0.0,1.0,0.0,2.0,14.0,9589.0,80.0,1.0,3.0,3411.0,46.0,21900.0,0.0,1.0,0.0,5.0,2611.0,14825.0,29.1,0.0,0.0,138.0,147.0,7.0,7.0,3.0,15.0,,,,0.0,2.0,2.0,4.0,8.0,9.0,5.0,11.0,2.0,6.0,0.0,0.0,0.0,1.0,100.0,25.0,1.0,0.0,33915.0,15664.0,20900.0,12015.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90249245,,8000.0,8000.0,8000.0, 36 months,13.99,273.39,C,C3,Attorney,5 years,RENT,60000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90249245,,debt_consolidation,Debt consolidation,334xx,FL,24.74,1.0,Aug-2001,665.0,669.0,0.0,17.0,,33.0,0.0,2923.0,41.2,54.0,f,0.0,0.0,9731.5370008751,9731.54,8000.0,1731.54,0.0,0.0,0.0,Feb-2019,2356.23,,Feb-2019,749.0,745.0,0.0,,1.0,Individual,,,,0.0,0.0,187260.0,2.0,27.0,3.0,3.0,2.0,184337.0,100.0,1.0,4.0,597.0,98.0,7100.0,1.0,2.0,0.0,7.0,5675.0,573.0,61.8,0.0,0.0,154.0,181.0,4.0,2.0,0.0,15.0,,13.0,,0.0,2.0,3.0,2.0,5.0,43.0,6.0,10.0,3.0,33.0,0.0,0.0,0.0,4.0,97.9,0.0,0.0,0.0,191345.0,187260.0,1500.0,184245.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90195681,,6400.0,6400.0,6400.0, 36 months,19.99,237.82,D,D4,,,MORTGAGE,18876.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90195681,,debt_consolidation,Debt consolidation,114xx,NY,12.84,0.0,May-2006,670.0,674.0,0.0,,89.0,5.0,1.0,7380.0,70.3,11.0,f,0.0,0.0,7439.2114978442005,7439.21,6400.0,1039.21,0.0,0.0,0.0,Sep-2017,5068.12,,Nov-2018,634.0,630.0,0.0,,1.0,Individual,,,,0.0,0.0,7380.0,1.0,0.0,0.0,0.0,112.0,0.0,,1.0,4.0,4174.0,70.0,10500.0,0.0,0.0,0.0,4.0,1476.0,2320.0,76.1,0.0,0.0,112.0,124.0,4.0,4.0,0.0,4.0,,18.0,,0.0,3.0,3.0,4.0,7.0,1.0,5.0,9.0,3.0,5.0,0.0,0.0,0.0,1.0,100.0,50.0,1.0,0.0,10500.0,7380.0,9700.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90397786,,13000.0,13000.0,13000.0, 36 months,13.99,444.25,C,C3,Sales Manager,10+ years,MORTGAGE,122000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90397786,,debt_consolidation,Debt consolidation,945xx,CA,13.77,0.0,Nov-1996,665.0,669.0,0.0,,74.0,18.0,1.0,12887.0,33.2,28.0,f,0.0,0.0,3189.62,3189.62,292.69,141.46,0.0,2755.47,495.9846000075,Nov-2016,444.25,,Mar-2017,499.0,0.0,0.0,,1.0,Individual,,,,0.0,281.0,29723.0,2.0,2.0,0.0,2.0,16.0,16836.0,62.0,3.0,6.0,6090.0,45.0,38800.0,0.0,0.0,3.0,8.0,1982.0,15079.0,35.3,0.0,0.0,149.0,238.0,1.0,1.0,0.0,35.0,,5.0,,0.0,2.0,9.0,3.0,6.0,7.0,16.0,21.0,9.0,18.0,0.0,0.0,0.0,3.0,100.0,66.7,1.0,0.0,65800.0,29723.0,23300.0,27000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90085659,,35000.0,35000.0,35000.0, 36 months,13.99,1196.05,C,C3,Program Manager,10+ years,MORTGAGE,117000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90085659,,credit_card,Credit card refinancing,853xx,AZ,28.26,0.0,Feb-1991,690.0,694.0,1.0,,,11.0,0.0,45654.0,21.3,19.0,f,0.0,0.0,38401.7112590335,38401.71,35000.0,3401.71,0.0,0.0,0.0,Jul-2017,28860.51,,Mar-2019,769.0,765.0,0.0,,1.0,Individual,,,,0.0,0.0,413886.0,1.0,3.0,0.0,3.0,13.0,246840.0,81.0,0.0,2.0,39493.0,63.0,62900.0,0.0,0.0,2.0,6.0,41389.0,15446.0,22.7,0.0,0.0,145.0,307.0,17.0,3.0,4.0,17.0,,0.0,,0.0,2.0,2.0,5.0,6.0,7.0,6.0,7.0,2.0,11.0,0.0,0.0,0.0,1.0,100.0,25.0,0.0,0.0,434104.0,295398.0,61100.0,246410.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90176419,,40000.0,40000.0,40000.0, 60 months,10.49,859.56,B,B3,Director IT/Production,< 1 year,MORTGAGE,105000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90176419,,credit_card,Credit card refinancing,601xx,IL,17.45,0.0,Oct-1994,705.0,709.0,1.0,81.0,,14.0,0.0,40174.0,70.4,29.0,f,23252.59,23252.59,24868.96,24868.96,16747.41,8121.55,0.0,0.0,0.0,Mar-2019,859.56,Apr-2019,Mar-2019,759.0,755.0,0.0,,1.0,Individual,,,,0.0,322.0,209660.0,0.0,2.0,0.0,0.0,36.0,21944.0,17.0,1.0,2.0,13818.0,60.0,57100.0,2.0,0.0,1.0,2.0,17472.0,15626.0,72.0,0.0,0.0,155.0,263.0,9.0,9.0,3.0,9.0,,6.0,,0.0,5.0,5.0,7.0,11.0,11.0,10.0,15.0,5.0,14.0,0.0,0.0,0.0,1.0,96.6,42.9,0.0,0.0,266527.0,62118.0,55800.0,50302.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90393111,,16000.0,16000.0,16000.0, 36 months,12.79,537.49,C,C1,checker,10+ years,OWN,48000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90393111,,debt_consolidation,Debt consolidation,928xx,CA,33.6,1.0,Sep-1986,675.0,679.0,0.0,8.0,,11.0,0.0,13174.0,44.1,17.0,f,0.0,0.0,19005.3676185112,19005.37,16000.0,3005.37,0.0,0.0,0.0,Oct-2018,6617.4,,Nov-2018,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,21854.0,0.0,2.0,0.0,1.0,20.0,8680.0,32.0,0.0,1.0,5374.0,38.0,29900.0,0.0,1.0,0.0,2.0,2185.0,13027.0,47.3,0.0,0.0,167.0,182.0,16.0,16.0,1.0,50.0,,16.0,8.0,0.0,4.0,7.0,6.0,6.0,4.0,9.0,12.0,7.0,11.0,0.0,0.0,0.0,0.0,88.2,20.0,0.0,0.0,56875.0,21854.0,24700.0,26975.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90394107,,9600.0,9600.0,9600.0, 36 months,14.49,330.4,C,C4,Assembly ,2 years,OWN,24000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90394107,,debt_consolidation,Debt consolidation,482xx,MI,28.73,0.0,May-2013,695.0,699.0,0.0,,,10.0,0.0,7003.0,25.7,11.0,f,2204.81,2204.81,9620.23,9620.23,7395.19,2225.04,0.0,0.0,0.0,Mar-2019,330.4,Apr-2019,Mar-2019,669.0,665.0,0.0,,1.0,Individual,,,,0.0,100.0,8712.0,1.0,2.0,0.0,1.0,24.0,1709.0,18.0,1.0,7.0,2841.0,24.0,27200.0,0.0,0.0,3.0,8.0,871.0,13670.0,32.7,0.0,0.0,40.0,25.0,2.0,2.0,0.0,2.0,,3.0,,0.0,6.0,7.0,6.0,6.0,2.0,8.0,9.0,7.0,10.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,36592.0,8712.0,20300.0,9392.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90249773,,8000.0,8000.0,8000.0, 36 months,15.59,279.64,C,C5,Resident Physician,< 1 year,RENT,50000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90249773,,other,Other,757xx,TX,30.34,0.0,Aug-2005,660.0,664.0,1.0,,45.0,23.0,4.0,6834.0,78.6,44.0,f,1862.71,1862.71,8102.63,8102.63,6137.29,1965.34,0.0,0.0,0.0,Mar-2019,279.64,Apr-2019,Mar-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,402691.0,1.0,18.0,0.0,1.0,20.0,395857.0,116.0,2.0,5.0,3449.0,114.0,8700.0,2.0,2.0,2.0,6.0,17508.0,866.0,88.8,0.0,0.0,133.0,112.0,4.0,4.0,0.0,4.0,,3.0,,0.0,4.0,4.0,4.0,5.0,35.0,5.0,9.0,4.0,23.0,0.0,0.0,0.0,2.0,100.0,75.0,0.0,0.0,342765.0,402691.0,7700.0,334065.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90189605,,7200.0,7200.0,7200.0, 36 months,12.79,241.87,C,C1,General Manager ,2 years,MORTGAGE,54900.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90189605,,credit_card,Credit card refinancing,034xx,NH,28.41,0.0,Jan-2008,675.0,679.0,1.0,38.0,33.0,10.0,1.0,7105.0,71.1,23.0,f,0.0,0.0,4858.99,4858.99,1916.39,739.06,0.0,2203.54,396.6372,Sep-2017,241.87,,Aug-2018,544.0,540.0,0.0,38.0,1.0,Individual,,,,0.0,0.0,160445.0,1.0,4.0,0.0,1.0,13.0,45058.0,93.0,2.0,2.0,3429.0,69.0,10000.0,1.0,1.0,1.0,6.0,16045.0,2895.0,71.1,0.0,0.0,98.0,104.0,2.0,2.0,2.0,2.0,38.0,2.0,38.0,2.0,4.0,4.0,4.0,5.0,13.0,4.0,7.0,4.0,10.0,0.0,0.0,0.0,2.0,82.6,25.0,0.0,1.0,189266.0,60789.0,10000.0,48528.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Aug-2018,COMPLETE,Jan-2018,2203.54,40.0,7.0
+90395529,,8000.0,8000.0,8000.0, 36 months,14.49,275.33,C,C4,Business Development,2 years,MORTGAGE,130000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90395529,,major_purchase,Major purchase,804xx,CO,27.78,2.0,Apr-1997,660.0,664.0,0.0,1.0,,17.0,0.0,47165.0,90.0,30.0,f,1837.44,1837.44,7978.13,7978.13,6162.56,1815.57,0.0,0.0,0.0,Mar-2019,275.33,Apr-2019,Mar-2019,614.0,610.0,0.0,,1.0,Individual,,,,0.0,0.0,185060.0,0.0,4.0,1.0,2.0,11.0,42301.0,71.0,0.0,1.0,6006.0,79.0,50500.0,0.0,1.0,0.0,3.0,10886.0,3096.0,89.8,0.0,0.0,148.0,233.0,23.0,11.0,4.0,23.0,,,1.0,0.0,8.0,10.0,8.0,10.0,11.0,10.0,14.0,10.0,17.0,0.0,0.0,0.0,1.0,89.7,75.0,0.0,0.0,215508.0,93693.0,30500.0,59636.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90300066,,20000.0,20000.0,20000.0, 36 months,13.99,683.46,C,C3,Dental Hygienist,2 years,MORTGAGE,280000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90300066,,home_improvement,Home improvement,327xx,FL,13.28,2.0,Mar-2002,685.0,689.0,1.0,4.0,,22.0,0.0,24005.0,49.0,37.0,f,4568.51,4568.51,19804.8,19804.8,15431.49,4373.31,0.0,0.0,0.0,Mar-2019,683.46,Apr-2019,Mar-2019,739.0,735.0,0.0,69.0,1.0,Individual,,,,0.0,0.0,543813.0,2.0,9.0,1.0,2.0,9.0,101545.0,65.0,3.0,4.0,4925.0,60.0,49000.0,0.0,0.0,2.0,7.0,24719.0,15323.0,50.7,0.0,0.0,152.0,174.0,1.0,1.0,1.0,4.0,,3.0,4.0,1.0,6.0,10.0,6.0,7.0,19.0,12.0,17.0,10.0,22.0,0.0,0.0,0.0,4.0,88.9,16.7,0.0,0.0,604237.0,125550.0,31100.0,128229.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90218131,,20400.0,20400.0,20400.0, 60 months,15.59,491.66,C,C5,Operating Engineer,10+ years,MORTGAGE,90000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90218131,,debt_consolidation,Debt consolidation,480xx,MI,17.29,0.0,Jun-2004,715.0,719.0,1.0,44.0,,13.0,0.0,3489.0,24.9,25.0,f,12481.49,12481.49,14240.47,14240.47,7918.51,6321.96,0.0,0.0,0.0,Mar-2019,491.66,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,173.0,167763.0,0.0,4.0,1.0,2.0,11.0,47262.0,74.0,2.0,6.0,383.0,65.0,14000.0,2.0,3.0,2.0,9.0,12905.0,3386.0,15.4,0.0,0.0,119.0,147.0,10.0,10.0,2.0,19.0,,6.0,,0.0,3.0,5.0,4.0,5.0,12.0,8.0,11.0,5.0,13.0,0.0,0.0,0.0,3.0,80.0,25.0,0.0,0.0,197410.0,50751.0,4000.0,63584.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90215582,,28475.0,28475.0,28475.0, 60 months,10.99,618.98,B,B4,Operator,9 years,MORTGAGE,130000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90215582,,debt_consolidation,Debt consolidation,757xx,TX,18.03,2.0,Jan-1991,730.0,734.0,0.0,11.0,,20.0,0.0,18480.0,40.5,39.0,f,16638.8,16638.8,17933.03,17933.03,11836.2,6096.83,0.0,0.0,0.0,Mar-2019,618.98,Apr-2019,Mar-2019,774.0,770.0,0.0,,1.0,Individual,,,,0.0,0.0,173116.0,0.0,3.0,0.0,0.0,39.0,24614.0,40.0,1.0,5.0,3397.0,40.0,45600.0,0.0,0.0,1.0,5.0,9111.0,15875.0,40.5,0.0,0.0,160.0,308.0,8.0,8.0,1.0,19.0,,8.0,,0.0,6.0,13.0,6.0,10.0,11.0,16.0,27.0,13.0,20.0,0.0,0.0,0.0,1.0,97.2,0.0,0.0,0.0,271870.0,43094.0,26700.0,62270.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90393746,,10000.0,10000.0,10000.0, 36 months,10.49,324.98,B,B3,,,OWN,58880.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90393746,,other,Other,322xx,FL,28.94,0.0,May-1993,720.0,724.0,0.0,57.0,,22.0,0.0,10452.0,24.9,42.0,w,2197.25,2197.25,9418.59,9418.59,7802.75,1615.84,0.0,0.0,0.0,Mar-2019,324.98,Apr-2019,Mar-2019,684.0,680.0,0.0,57.0,1.0,Individual,,,,0.0,12250.0,45209.0,1.0,2.0,1.0,2.0,6.0,34757.0,89.0,0.0,3.0,3095.0,36.0,40200.0,0.0,12.0,0.0,5.0,2153.0,16222.0,20.1,0.0,0.0,134.0,280.0,22.0,6.0,0.0,35.0,57.0,22.0,57.0,1.0,4.0,11.0,8.0,15.0,9.0,20.0,33.0,11.0,22.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,89019.0,45209.0,20300.0,48819.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90149382,,12000.0,12000.0,12000.0, 60 months,14.49,282.28,C,C4,security,2 years,MORTGAGE,24000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90149382,,home_improvement,Home improvement,751xx,TX,16.4,0.0,Aug-2006,670.0,674.0,0.0,,,2.0,0.0,12652.0,79.1,14.0,f,7263.18,7263.18,8161.97,8161.97,4736.82,3425.15,0.0,0.0,0.0,Mar-2019,282.28,Apr-2019,Mar-2019,629.0,625.0,0.0,,1.0,Individual,,,,0.0,0.0,12652.0,0.0,0.0,0.0,0.0,96.0,0.0,,0.0,0.0,7389.0,79.0,16000.0,0.0,0.0,0.0,0.0,6326.0,111.0,98.5,0.0,0.0,121.0,105.0,29.0,29.0,0.0,50.0,,,,0.0,1.0,2.0,1.0,2.0,11.0,2.0,3.0,2.0,2.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,16000.0,12652.0,7500.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90008783,,12000.0,12000.0,12000.0, 60 months,9.49,251.97,B,B2, Systems Engineeri,8 years,MORTGAGE,185000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90008783,,home_improvement,Home improvement,087xx,NJ,5.55,2.0,Oct-1994,700.0,704.0,0.0,16.0,,7.0,0.0,4579.0,37.8,37.0,f,6903.91,6903.91,7291.31,7291.31,5096.09,2195.22,0.0,0.0,0.0,Mar-2019,251.97,Apr-2019,Mar-2019,704.0,700.0,0.0,36.0,1.0,Individual,,,,0.0,0.0,388101.0,0.0,2.0,0.0,0.0,47.0,44182.0,67.0,0.0,0.0,4579.0,62.0,12100.0,0.0,0.0,0.0,0.0,55443.0,7521.0,37.8,0.0,0.0,233.0,263.0,27.0,27.0,6.0,27.0,16.0,,16.0,8.0,1.0,1.0,4.0,9.0,19.0,4.0,12.0,1.0,7.0,0.0,0.0,0.0,0.0,64.9,25.0,0.0,0.0,446367.0,48761.0,12100.0,66339.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90107556,,11200.0,11200.0,11200.0, 60 months,8.99,232.44,B,B1,QA Tech,10+ years,MORTGAGE,40000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90107556,,debt_consolidation,Debt consolidation,497xx,MI,12.42,0.0,Nov-1994,680.0,684.0,1.0,,,6.0,0.0,11594.0,46.8,19.0,f,0.0,0.0,12139.9802662212,12139.98,11200.0,939.98,0.0,0.0,0.0,Oct-2017,9588.73,,Jan-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,283.0,75867.0,0.0,0.0,1.0,2.0,9.0,0.0,,2.0,2.0,3415.0,47.0,24800.0,1.0,1.0,1.0,4.0,12645.0,8322.0,50.5,0.0,0.0,252.0,262.0,9.0,9.0,1.0,9.0,,4.0,,0.0,3.0,4.0,3.0,7.0,7.0,5.0,11.0,4.0,6.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,94432.0,11594.0,16800.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90267261,,24000.0,24000.0,24000.0, 60 months,9.49,503.93,B,B2,Specialist Call Center Operations,9 years,MORTGAGE,78000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90267261,,credit_card,Credit card refinancing,982xx,WA,9.78,0.0,Sep-1999,710.0,714.0,1.0,,,6.0,0.0,45646.0,86.1,25.0,f,0.0,0.0,26056.0942585804,26056.09,24000.0,2056.09,0.0,0.0,0.0,Sep-2017,21048.42,,Feb-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,211369.0,2.0,0.0,0.0,1.0,23.0,0.0,,2.0,3.0,385.0,86.0,53000.0,0.0,3.0,1.0,4.0,35228.0,4615.0,7.7,0.0,0.0,204.0,150.0,2.0,2.0,1.0,2.0,,2.0,,0.0,1.0,5.0,1.0,7.0,4.0,5.0,20.0,5.0,6.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,237300.0,45646.0,5000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90306188,,18000.0,18000.0,18000.0, 60 months,10.99,391.28,B,B4,Paralegal ,< 1 year,RENT,75000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90306188,,credit_card,Credit card refinancing,333xx,FL,16.85,0.0,Jan-1996,690.0,694.0,1.0,43.0,,15.0,0.0,16472.0,54.5,23.0,f,0.0,0.0,9379.73,9379.73,6047.02,3332.71,0.0,0.0,0.0,Oct-2018,391.28,,Mar-2019,524.0,520.0,0.0,44.0,1.0,Individual,,,,0.0,0.0,54560.0,2.0,7.0,0.0,0.0,37.0,38088.0,73.0,2.0,5.0,4780.0,66.0,30200.0,0.0,0.0,1.0,5.0,3637.0,6085.0,71.7,0.0,0.0,248.0,226.0,2.0,2.0,0.0,6.0,44.0,6.0,44.0,6.0,4.0,6.0,5.0,10.0,10.0,7.0,13.0,6.0,15.0,0.0,0.0,0.0,2.0,60.9,60.0,0.0,0.0,82284.0,54560.0,21500.0,52084.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89774741,,32000.0,32000.0,32000.0, 60 months,15.59,771.23,C,C5,Staff Software Engineer,6 years,MORTGAGE,106500.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89774741,,debt_consolidation,Debt consolidation,761xx,TX,33.5,0.0,Jan-2000,695.0,699.0,0.0,,,24.0,0.0,40195.0,73.6,49.0,f,0.0,0.0,20024.26,20024.26,10912.28,9111.98,0.0,0.0,0.0,Dec-2018,771.23,,Nov-2018,654.0,650.0,0.0,,1.0,Individual,,,,0.0,0.0,288674.0,4.0,14.0,2.0,6.0,5.0,118158.0,90.0,1.0,1.0,9110.0,85.0,54600.0,1.0,5.0,3.0,8.0,12028.0,12732.0,72.1,0.0,0.0,129.0,200.0,4.0,4.0,2.0,4.0,,5.0,,0.0,5.0,6.0,7.0,8.0,36.0,9.0,11.0,7.0,24.0,0.0,0.0,0.0,4.0,100.0,42.9,0.0,0.0,317240.0,158353.0,45600.0,131640.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90207805,,13000.0,13000.0,13000.0, 36 months,12.79,436.71,C,C1,,,MORTGAGE,60000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90207805,,debt_consolidation,Debt consolidation,350xx,AL,20.59,0.0,Oct-1975,670.0,674.0,0.0,50.0,43.0,11.0,1.0,5977.0,43.3,29.0,w,0.0,0.0,14765.5253413485,14765.53,13000.0,1765.53,0.0,0.0,0.0,Feb-2018,55.2,,Mar-2019,784.0,780.0,0.0,56.0,1.0,Individual,,,,0.0,0.0,127362.0,1.0,2.0,1.0,2.0,7.0,41837.0,81.0,1.0,2.0,3386.0,73.0,13800.0,0.0,0.0,0.0,4.0,11578.0,2768.0,60.5,0.0,0.0,180.0,491.0,3.0,3.0,2.0,20.0,56.0,16.0,56.0,2.0,2.0,5.0,2.0,5.0,10.0,8.0,17.0,5.0,11.0,0.0,0.0,0.0,2.0,89.3,50.0,0.0,0.0,187334.0,47814.0,7000.0,51434.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90299523,,35000.0,35000.0,35000.0, 60 months,19.99,927.1,D,D4,Physician,9 years,OWN,235000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90299523,,debt_consolidation,Debt consolidation,794xx,TX,20.66,0.0,Jan-1996,675.0,679.0,0.0,,,30.0,0.0,134488.0,93.3,49.0,f,22305.33,22305.33,26847.03,26847.03,12694.67,14152.36,0.0,0.0,0.0,Mar-2019,927.1,Apr-2019,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,502138.0,1.0,1.0,1.0,1.0,8.0,10298.0,93.0,3.0,6.0,50402.0,92.0,140100.0,0.0,0.0,3.0,7.0,16738.0,0.0,99.6,0.0,0.0,171.0,247.0,3.0,3.0,3.0,13.0,,2.0,,0.0,9.0,19.0,10.0,15.0,10.0,26.0,35.0,19.0,30.0,0.0,0.0,0.0,4.0,100.0,90.0,0.0,0.0,568929.0,148273.0,115500.0,11100.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90229508,,30000.0,30000.0,30000.0, 60 months,17.99,761.64,D,D2,Special Agent,10+ years,RENT,130000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90229508,,debt_consolidation,Debt consolidation,103xx,NY,10.54,0.0,Oct-1997,695.0,699.0,2.0,24.0,,17.0,0.0,21536.0,36.4,39.0,f,0.0,0.0,33308.4459705573,33308.45,30000.0,3308.45,0.0,0.0,0.0,May-2017,28768.59,,May-2017,704.0,700.0,0.0,24.0,1.0,Individual,,,,0.0,0.0,412261.0,3.0,4.0,0.0,2.0,13.0,81343.0,68.0,6.0,9.0,8711.0,46.0,59100.0,1.0,0.0,4.0,11.0,24251.0,33176.0,33.6,0.0,0.0,129.0,227.0,3.0,3.0,3.0,3.0,24.0,0.0,24.0,4.0,3.0,4.0,10.0,15.0,17.0,12.0,19.0,4.0,17.0,0.0,0.0,0.0,6.0,64.1,20.0,0.0,0.0,508607.0,102879.0,50000.0,90507.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90307701,,16000.0,16000.0,16000.0, 60 months,13.99,372.21,C,C3,Lead Maintenance,4 years,OWN,80000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90307701,,debt_consolidation,Debt consolidation,751xx,TX,16.52,0.0,Sep-1999,675.0,679.0,0.0,42.0,,11.0,0.0,11980.0,42.0,32.0,f,0.0,0.0,12972.13,12972.13,3468.78,2846.35,0.0,6657.0,1198.26,Mar-2018,372.21,,Dec-2018,589.0,585.0,0.0,42.0,1.0,Individual,,,,0.0,0.0,157107.0,3.0,1.0,0.0,1.0,23.0,10079.0,84.0,4.0,8.0,3298.0,54.0,28500.0,8.0,2.0,12.0,10.0,14282.0,2416.0,78.6,0.0,0.0,151.0,204.0,3.0,3.0,4.0,12.0,75.0,0.0,74.0,4.0,3.0,6.0,3.0,11.0,8.0,9.0,20.0,6.0,11.0,0.0,0.0,0.0,5.0,90.3,66.7,0.0,0.0,176513.0,22059.0,11300.0,12013.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Dec-2018,COMPLETE,Sep-2018,6657.0,50.0,12.0
+90189530,,10000.0,10000.0,10000.0, 60 months,12.79,226.46,C,C1,Assistant Escrow Officer,10+ years,MORTGAGE,50000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90189530,,debt_consolidation,Debt consolidation,863xx,AZ,16.2,0.0,Dec-2000,660.0,664.0,0.0,,56.0,6.0,2.0,7099.0,52.6,16.0,f,0.0,0.0,11864.689336655701,11864.69,10000.0,1864.69,0.0,0.0,0.0,Jun-2018,7.98,,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,2132.0,210584.0,1.0,1.0,0.0,1.0,23.0,20712.0,78.0,0.0,1.0,3932.0,69.0,13500.0,1.0,1.0,2.0,3.0,35097.0,6027.0,52.9,0.0,0.0,153.0,189.0,20.0,6.0,3.0,20.0,,8.0,,0.0,2.0,3.0,3.0,5.0,5.0,4.0,8.0,3.0,6.0,0.0,0.0,0.0,1.0,100.0,33.3,2.0,0.0,224236.0,27811.0,12800.0,26633.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90275214,,14000.0,14000.0,14000.0, 60 months,8.99,290.55,B,B1,PRINCIPAL FIELD ENGINEER,2 years,MORTGAGE,90000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90275214,,credit_card,Credit card refinancing,234xx,VA,11.57,2.0,Jun-2001,690.0,694.0,0.0,13.0,,5.0,0.0,14645.0,54.2,23.0,f,8010.94,8010.94,8418.96,8418.96,5989.06,2429.9,0.0,0.0,0.0,Mar-2019,290.55,Apr-2019,Mar-2019,719.0,715.0,2.0,13.0,1.0,Individual,,,,0.0,0.0,211712.0,0.0,1.0,0.0,0.0,40.0,23477.0,,0.0,1.0,8799.0,54.0,27000.0,0.0,10.0,0.0,3.0,42342.0,8201.0,51.8,0.0,0.0,147.0,183.0,13.0,13.0,5.0,33.0,,,,2.0,1.0,2.0,2.0,6.0,6.0,3.0,10.0,2.0,5.0,0.0,0.0,2.0,0.0,91.3,0.0,0.0,0.0,255231.0,38122.0,17000.0,40275.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90196134,,20000.0,20000.0,20000.0, 36 months,12.79,671.86,C,C1,Truck Driver,10+ years,RENT,75000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90196134,,credit_card,Credit card refinancing,131xx,NY,10.91,0.0,Dec-1988,665.0,669.0,0.0,58.0,,8.0,0.0,6788.0,27.9,13.0,w,4509.54,4509.54,19469.73,19469.73,15490.46,3979.27,0.0,0.0,0.0,Mar-2019,671.86,Apr-2019,Mar-2019,719.0,715.0,0.0,58.0,1.0,Individual,,,,0.0,327.0,19719.0,2.0,2.0,1.0,1.0,6.0,12931.0,81.0,2.0,4.0,2375.0,49.0,24300.0,0.0,1.0,1.0,5.0,2465.0,320.0,94.2,0.0,0.0,43.0,333.0,1.0,1.0,0.0,15.0,58.0,11.0,58.0,1.0,3.0,5.0,3.0,4.0,4.0,6.0,9.0,5.0,8.0,0.0,0.0,0.0,3.0,92.3,100.0,0.0,0.0,40344.0,19719.0,5500.0,16044.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88673875,,35000.0,35000.0,35000.0, 60 months,14.49,823.31,C,C4,Supervisor IT Department,10+ years,RENT,92000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88673875,,debt_consolidation,Debt consolidation,554xx,MN,20.38,0.0,Sep-2001,675.0,679.0,0.0,36.0,,25.0,0.0,33579.0,22.2,31.0,f,21238.06,21238.06,23887.89,23887.89,13761.94,10043.61,82.34,0.0,0.0,Mar-2019,823.31,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Joint App,136000.0,15.3,Not Verified,0.0,0.0,57089.0,0.0,4.0,1.0,1.0,8.0,23510.0,64.0,0.0,6.0,6672.0,30.0,151300.0,0.0,0.0,1.0,7.0,2595.0,107676.0,23.6,0.0,0.0,127.0,180.0,13.0,8.0,0.0,16.0,36.0,8.0,36.0,0.0,13.0,14.0,14.0,15.0,6.0,21.0,25.0,14.0,25.0,0.0,0.0,0.0,1.0,96.7,28.6,0.0,0.0,188084.0,57089.0,140900.0,36784.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90155344,,7000.0,7000.0,7000.0, 36 months,16.99,249.54,D,D1,Service technician,< 1 year,RENT,68000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90155344,,debt_consolidation,Debt consolidation,770xx,TX,12.6,0.0,Jul-2004,665.0,669.0,1.0,80.0,,7.0,0.0,4897.0,85.9,15.0,w,0.0,0.0,7834.9108236365,7834.91,7000.0,834.91,0.0,0.0,0.0,Jul-2017,5205.11,,Mar-2019,749.0,745.0,0.0,80.0,1.0,Individual,,,,0.0,0.0,16401.0,2.0,3.0,3.0,4.0,4.0,11504.0,83.0,1.0,1.0,2290.0,84.0,5700.0,2.0,0.0,2.0,5.0,2343.0,803.0,85.9,0.0,0.0,146.0,128.0,10.0,4.0,0.0,10.0,,4.0,,0.0,3.0,3.0,3.0,6.0,8.0,3.0,7.0,3.0,7.0,0.0,0.0,0.0,4.0,80.0,66.7,0.0,0.0,19560.0,16401.0,5700.0,13860.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90117198,,22400.0,22400.0,22400.0, 60 months,15.59,539.86,C,C5,Train Operator,10+ years,RENT,80000.0,Not Verified,Oct-2016,Late (16-30 days),n,https://lendingclub.com/browse/loanDetail.action?loan_id=90117198,,credit_card,Credit card refinancing,103xx,NY,25.32,0.0,Dec-2006,670.0,674.0,0.0,,,17.0,0.0,30790.0,42.6,34.0,f,14083.45,14083.45,15230.62,15230.62,8316.55,6806.11,107.96,0.0,0.0,Feb-2019,566.85,Apr-2019,Mar-2019,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,63992.0,1.0,2.0,1.0,4.0,12.0,32872.0,80.0,2.0,5.0,3722.0,56.0,72300.0,2.0,7.0,1.0,9.0,3764.0,34194.0,36.9,0.0,0.0,86.0,117.0,4.0,4.0,0.0,4.0,,9.0,,0.0,9.0,11.0,11.0,16.0,10.0,14.0,23.0,11.0,17.0,0.0,0.0,0.0,3.0,100.0,9.1,0.0,0.0,114679.0,63992.0,54200.0,41000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90082579,,39000.0,39000.0,39000.0, 60 months,10.99,847.77,B,B4,Account Executive,6 years,MORTGAGE,128000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90082579,,debt_consolidation,Debt consolidation,028xx,MA,29.94,0.0,Jan-1997,730.0,734.0,2.0,47.0,,30.0,0.0,31054.0,28.8,68.0,f,0.0,0.0,44467.740532957,44467.74,39000.0,5467.74,0.0,0.0,0.0,Mar-2018,30867.71,,Mar-2018,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,313423.0,2.0,6.0,2.0,5.0,9.0,76767.0,75.0,2.0,6.0,8554.0,51.0,107800.0,1.0,4.0,4.0,12.0,11194.0,53526.0,31.6,0.0,0.0,168.0,236.0,3.0,3.0,5.0,16.0,47.0,0.0,47.0,0.0,5.0,11.0,12.0,22.0,20.0,23.0,42.0,11.0,30.0,0.0,0.0,0.0,5.0,97.1,8.3,0.0,0.0,418317.0,107821.0,78300.0,102417.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90249187,,35000.0,35000.0,35000.0, 60 months,12.79,792.61,C,C1,General manager,10+ years,OWN,130000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90249187,,debt_consolidation,Debt consolidation,853xx,AZ,6.83,0.0,Dec-2000,710.0,714.0,2.0,,,17.0,0.0,16894.0,46.9,26.0,f,20830.03,20830.03,22960.82,22960.82,14169.97,8790.85,0.0,0.0,0.0,Mar-2019,792.61,Apr-2019,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,218864.0,1.0,1.0,1.0,2.0,9.0,1702.0,28.0,1.0,2.0,3556.0,44.0,36000.0,1.0,0.0,3.0,4.0,12874.0,11140.0,54.0,0.0,0.0,124.0,189.0,3.0,3.0,2.0,3.0,,3.0,,0.0,7.0,12.0,7.0,8.0,8.0,14.0,16.0,12.0,17.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,284263.0,18596.0,24200.0,6013.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90277441,,5100.0,5100.0,5100.0, 36 months,24.49,201.41,E,E3,,,RENT,17000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90277441,,debt_consolidation,Debt consolidation,678xx,KS,25.99,0.0,Jul-2007,675.0,679.0,2.0,,,9.0,0.0,2165.0,22.6,12.0,f,1301.12,1301.12,5833.95,5833.95,3798.88,2035.07,0.0,0.0,0.0,Mar-2019,201.41,Apr-2019,Mar-2019,649.0,645.0,0.0,,1.0,Individual,,,,0.0,592.0,9191.0,3.0,2.0,1.0,4.0,8.0,7026.0,93.0,3.0,5.0,829.0,54.0,9600.0,5.0,1.0,14.0,9.0,1021.0,5721.0,22.7,0.0,0.0,110.0,106.0,5.0,5.0,0.0,6.0,,2.0,,0.0,3.0,5.0,3.0,3.0,5.0,7.0,7.0,5.0,9.0,0.0,0.0,0.0,4.0,100.0,0.0,0.0,0.0,17129.0,9191.0,7400.0,7529.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90392397,,12000.0,12000.0,12000.0, 60 months,15.59,289.21,C,C5,Senior Director,3 years,RENT,96000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90392397,,debt_consolidation,Debt consolidation,900xx,CA,4.35,0.0,May-2006,665.0,669.0,1.0,52.0,23.0,13.0,1.0,10553.0,41.7,18.0,f,6721.46,6721.46,8870.39,8870.39,5278.54,3591.85,0.0,0.0,0.0,Mar-2019,310.0,Apr-2019,Mar-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,10553.0,1.0,0.0,0.0,0.0,74.0,0.0,,3.0,8.0,2101.0,42.0,25300.0,1.0,0.0,2.0,8.0,812.0,13389.0,43.7,0.0,0.0,124.0,112.0,4.0,4.0,0.0,4.0,,6.0,,0.0,9.0,10.0,12.0,14.0,3.0,13.0,15.0,10.0,13.0,0.0,0.0,0.0,3.0,94.1,25.0,0.0,1.0,25300.0,10553.0,23800.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90265158,,19200.0,19200.0,19200.0, 60 months,17.99,487.45,D,D2,food service manager,10+ years,RENT,55000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90265158,,debt_consolidation,Debt consolidation,337xx,FL,28.47,1.0,May-2002,670.0,674.0,0.0,13.0,77.0,20.0,1.0,12698.0,44.6,33.0,f,0.0,0.0,11312.36,11312.36,5427.88,5884.48,0.0,0.0,0.0,Sep-2018,487.45,,Mar-2019,569.0,565.0,0.0,,1.0,Individual,,,,0.0,0.0,27952.0,1.0,2.0,1.0,1.0,11.0,15254.0,66.0,1.0,4.0,3750.0,54.0,28500.0,2.0,0.0,1.0,5.0,1747.0,3035.0,72.4,0.0,0.0,90.0,172.0,5.0,5.0,2.0,5.0,,11.0,13.0,0.0,3.0,9.0,4.0,7.0,4.0,18.0,27.0,9.0,20.0,0.0,0.0,0.0,2.0,96.2,25.0,1.0,0.0,51700.0,27952.0,11000.0,23200.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Jan-2019,ACTIVE,Jan-2019,6487.0,45.0,18.0
+90138435,,24000.0,24000.0,24000.0, 60 months,13.49,552.12,C,C2,Sr Manager ,5 years,OWN,76000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90138435,,credit_card,Credit card refinancing,152xx,PA,16.12,0.0,Apr-2004,670.0,674.0,0.0,30.0,,42.0,0.0,32977.0,59.0,59.0,f,8347.75,8347.75,21966.51,21966.51,15652.25,6314.26,0.0,0.0,0.0,Mar-2019,552.12,Apr-2019,Mar-2019,794.0,790.0,0.0,,1.0,Individual,,,,0.0,0.0,341294.0,0.0,21.0,0.0,0.0,39.0,152330.0,113.0,1.0,7.0,6723.0,97.0,55900.0,2.0,0.0,1.0,8.0,8751.0,15374.0,67.1,0.0,0.0,145.0,149.0,10.0,10.0,1.0,10.0,,12.0,,0.0,10.0,13.0,11.0,19.0,21.0,20.0,37.0,13.0,42.0,0.0,0.0,0.0,1.0,98.3,36.4,0.0,0.0,351885.0,185307.0,46800.0,134466.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90225992,,21000.0,21000.0,21000.0, 60 months,15.59,506.12,C,C5,Owner,1 year,OWN,100000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90225992,,debt_consolidation,Debt consolidation,553xx,MN,17.32,0.0,Jan-2008,675.0,679.0,0.0,,86.0,7.0,1.0,16807.0,78.2,12.0,f,12847.04,12847.04,14659.29,14659.29,8152.96,6506.33,0.0,0.0,0.0,Mar-2019,506.12,Apr-2019,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,48447.0,1.0,2.0,0.0,1.0,13.0,31640.0,71.0,1.0,1.0,5022.0,73.0,21500.0,1.0,1.0,0.0,2.0,6921.0,4693.0,78.2,0.0,0.0,104.0,77.0,6.0,6.0,0.0,6.0,,13.0,,0.0,5.0,5.0,5.0,6.0,5.0,5.0,7.0,5.0,7.0,0.0,0.0,0.0,1.0,100.0,60.0,1.0,0.0,66379.0,48447.0,21500.0,44879.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90090631,,16000.0,16000.0,16000.0, 60 months,8.99,332.06,B,B1,Systems Engineer,3 years,MORTGAGE,79000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90090631,,credit_card,Credit card refinancing,871xx,NM,6.43,0.0,Dec-2000,700.0,704.0,0.0,34.0,,8.0,0.0,17846.0,41.8,15.0,f,0.0,0.0,17636.4967254949,17636.5,16000.0,1636.5,0.0,0.0,0.0,Jan-2018,12995.65,,Jun-2018,739.0,735.0,0.0,34.0,1.0,Individual,,,,0.0,2454.0,164674.0,0.0,0.0,0.0,0.0,111.0,0.0,,2.0,3.0,9280.0,42.0,42700.0,0.0,1.0,1.0,3.0,20584.0,20429.0,46.2,0.0,0.0,171.0,189.0,9.0,9.0,1.0,12.0,34.0,9.0,34.0,1.0,2.0,3.0,5.0,10.0,2.0,7.0,12.0,3.0,8.0,0.0,0.0,0.0,2.0,86.7,0.0,0.0,0.0,204978.0,17846.0,38000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89874675,,35000.0,35000.0,35000.0, 60 months,10.99,760.82,B,B4,CIO,3 years,RENT,330000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89874675,,car,Car financing,902xx,CA,9.83,1.0,May-2009,725.0,729.0,0.0,19.0,,5.0,0.0,2660.0,14.6,14.0,f,0.0,0.0,42637.5060205692,42637.51,35000.0,7637.51,0.0,0.0,0.0,Mar-2019,21355.92,,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,109701.0,1.0,2.0,1.0,1.0,5.0,92002.0,,0.0,0.0,0.0,45.0,18200.0,0.0,0.0,2.0,1.0,21940.0,15000.0,0.0,0.0,0.0,69.0,88.0,39.0,5.0,0.0,88.0,,2.0,19.0,0.0,0.0,1.0,1.0,5.0,5.0,2.0,8.0,1.0,5.0,0.0,0.0,0.0,1.0,85.7,0.0,0.0,0.0,159679.0,109701.0,15000.0,120544.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90185682,,12600.0,12600.0,12600.0, 60 months,14.49,296.4,C,C4,CFO,3 years,RENT,235000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90185682,,debt_consolidation,Debt consolidation,902xx,CA,18.97,0.0,Sep-2005,695.0,699.0,1.0,,,25.0,0.0,43484.0,53.4,29.0,f,7626.13,7626.13,8585.46,8585.46,4973.87,3611.59,0.0,0.0,0.0,Mar-2019,296.4,Apr-2019,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,113496.0,2.0,6.0,3.0,5.0,1.0,69676.0,71.0,1.0,2.0,12697.0,59.0,81500.0,0.0,0.0,1.0,7.0,4540.0,26467.0,62.1,0.0,0.0,120.0,132.0,2.0,1.0,0.0,18.0,,0.0,,0.0,11.0,12.0,14.0,15.0,8.0,17.0,19.0,12.0,25.0,0.0,0.0,0.0,4.0,100.0,64.3,0.0,0.0,191217.0,113496.0,69800.0,98289.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88780082,,35000.0,35000.0,35000.0, 60 months,14.49,823.31,C,C4,Content Author,8 years,MORTGAGE,218000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88780082,,credit_card,Credit card refinancing,325xx,FL,12.38,0.0,Nov-2005,695.0,699.0,2.0,,,11.0,0.0,14212.0,41.4,19.0,f,21184.5,21184.5,23847.81,23847.81,13815.5,10032.31,0.0,0.0,0.0,Mar-2019,823.31,Apr-2019,Apr-2018,669.0,665.0,0.0,,1.0,Individual,,,,0.0,0.0,438490.0,2.0,2.0,0.0,0.0,30.0,65996.0,63.0,2.0,4.0,4495.0,53.0,34300.0,0.0,1.0,6.0,5.0,39863.0,3727.0,67.0,0.0,0.0,130.0,81.0,3.0,3.0,1.0,18.0,,3.0,,0.0,3.0,6.0,3.0,5.0,5.0,7.0,12.0,6.0,11.0,0.0,0.0,0.0,3.0,100.0,66.7,0.0,0.0,500425.0,89174.0,11300.0,100180.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90006999,,9000.0,9000.0,9000.0, 36 months,6.99,277.86,A,A2,Owner,10+ years,RENT,67000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90006999,,credit_card,Credit card refinancing,329xx,FL,16.39,0.0,Mar-1996,725.0,729.0,0.0,,,9.0,0.0,8119.0,35.5,15.0,w,1900.2,1900.2,8050.95,8050.95,7099.8,951.15,0.0,0.0,0.0,Mar-2019,277.86,Apr-2019,Mar-2019,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,23295.0,0.0,1.0,0.0,0.0,37.0,15176.0,65.0,1.0,3.0,997.0,50.0,22900.0,0.0,0.0,1.0,3.0,2588.0,2688.0,38.9,0.0,0.0,58.0,202.0,7.0,7.0,0.0,7.0,,7.0,,0.0,3.0,8.0,3.0,4.0,2.0,8.0,12.0,8.0,9.0,0.0,0.0,0.0,1.0,100.0,33.3,0.0,0.0,46269.0,23295.0,4400.0,23369.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90389289,,15500.0,15500.0,15500.0, 60 months,13.49,356.58,C,C2,Lead Equipment Maintenance Technician,3 years,RENT,83000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90389289,,debt_consolidation,Debt consolidation,953xx,CA,6.17,0.0,Aug-2005,675.0,679.0,1.0,40.0,,5.0,0.0,11912.0,58.1,15.0,f,0.0,0.0,18094.94280364,18094.94,15500.0,2594.94,0.0,0.0,0.0,Feb-2018,12763.81,,Dec-2018,654.0,650.0,0.0,40.0,1.0,Individual,,,,0.0,58.0,14790.0,1.0,1.0,1.0,1.0,11.0,2878.0,51.0,1.0,1.0,6618.0,57.0,20500.0,0.0,0.0,1.0,2.0,2958.0,2088.0,85.1,0.0,0.0,125.0,133.0,5.0,5.0,0.0,5.0,,5.0,,1.0,3.0,3.0,3.0,7.0,5.0,4.0,9.0,3.0,5.0,0.0,0.0,0.0,2.0,86.7,100.0,0.0,0.0,26094.0,14790.0,14000.0,5594.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89989625,,40000.0,40000.0,40000.0, 60 months,10.49,859.56,B,B3,Delivery driver,7 years,MORTGAGE,110000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89989625,,debt_consolidation,Debt consolidation,618xx,IL,10.44,0.0,Feb-1988,775.0,779.0,0.0,,,13.0,0.0,12513.0,32.8,24.0,f,23257.29,23257.29,24903.93,24903.93,16742.71,8161.22,0.0,0.0,0.0,Mar-2019,859.56,Apr-2019,Sep-2017,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,293617.0,0.0,1.0,0.0,0.0,31.0,13773.0,55.0,0.0,0.0,8010.0,42.0,38200.0,0.0,5.0,1.0,1.0,26692.0,12990.0,38.1,0.0,0.0,164.0,343.0,34.0,23.0,3.0,61.0,,1.0,,0.0,1.0,4.0,4.0,9.0,3.0,11.0,18.0,4.0,13.0,0.0,0.0,0.0,0.0,100.0,33.3,0.0,0.0,343200.0,26286.0,21000.0,25000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90287357,,30000.0,30000.0,30000.0, 60 months,13.49,690.15,C,C2,Maintenance Business Manager,2 years,RENT,120000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90287357,,debt_consolidation,Debt consolidation,275xx,NC,12.0,0.0,Jun-1993,680.0,684.0,0.0,42.0,,8.0,0.0,20391.0,87.5,22.0,f,17979.65,17979.65,19986.8,19986.8,12020.35,7966.45,0.0,0.0,0.0,Mar-2019,690.15,Apr-2019,Mar-2019,744.0,740.0,0.0,42.0,1.0,Individual,,,,0.0,0.0,55633.0,2.0,2.0,2.0,2.0,4.0,35242.0,77.0,1.0,2.0,6432.0,80.0,23300.0,0.0,4.0,1.0,4.0,6954.0,68.0,99.0,0.0,0.0,134.0,279.0,11.0,4.0,2.0,37.0,,11.0,,1.0,1.0,5.0,1.0,2.0,10.0,6.0,10.0,5.0,8.0,0.0,0.0,0.0,3.0,95.5,100.0,0.0,0.0,69173.0,55633.0,6500.0,45873.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90106110,,15000.0,15000.0,15000.0, 60 months,13.49,345.08,C,C2,Adjunct Faculty,3 years,RENT,90000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90106110,,debt_consolidation,Debt consolidation,890xx,NV,21.47,0.0,Oct-1983,695.0,699.0,1.0,25.0,,22.0,0.0,36471.0,56.5,47.0,f,0.0,0.0,2430.94,2430.94,354.89,324.03,0.0,1752.02,315.3636,Dec-2016,345.08,,Nov-2017,574.0,570.0,0.0,25.0,1.0,Individual,,,,0.0,0.0,57746.0,2.0,3.0,0.0,2.0,13.0,20294.0,58.0,2.0,2.0,15133.0,57.0,64500.0,2.0,4.0,3.0,4.0,3397.0,9243.0,78.3,0.0,0.0,87.0,395.0,1.0,1.0,6.0,1.0,,2.0,,1.0,5.0,9.0,8.0,13.0,4.0,18.0,36.0,9.0,22.0,0.0,0.0,0.0,2.0,93.6,57.1,0.0,0.0,128378.0,56765.0,42500.0,35090.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90105564,,27000.0,27000.0,27000.0, 60 months,14.49,635.13,C,C4,Manager,2 years,MORTGAGE,105000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90105564,,debt_consolidation,Debt consolidation,492xx,MI,8.46,0.0,Jan-2004,720.0,724.0,1.0,,80.0,9.0,1.0,6631.0,55.3,18.0,f,16342.15,16342.15,18397.03,18397.03,10657.85,7739.18,0.0,0.0,0.0,Mar-2019,635.13,Apr-2019,Mar-2019,744.0,740.0,0.0,,1.0,Individual,,,,0.0,0.0,110729.0,1.0,4.0,1.0,3.0,6.0,35188.0,82.0,1.0,1.0,6589.0,76.0,12000.0,0.0,1.0,1.0,4.0,12303.0,4369.0,60.3,0.0,0.0,148.0,149.0,12.0,6.0,5.0,12.0,,6.0,,0.0,2.0,2.0,3.0,4.0,8.0,4.0,5.0,2.0,9.0,0.0,0.0,0.0,2.0,100.0,33.3,1.0,0.0,126604.0,41819.0,11000.0,42904.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90237015,,35000.0,35000.0,35000.0, 60 months,15.59,843.53,C,C5,"Vice President, MF Agency Underwriter",10+ years,MORTGAGE,163500.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90237015,,credit_card,Credit card refinancing,913xx,CA,19.02,0.0,Nov-1987,695.0,699.0,3.0,40.0,,17.0,0.0,131631.0,82.0,36.0,f,0.0,0.0,45185.9928251626,45185.99,35000.0,10185.99,0.0,0.0,0.0,Dec-2018,24128.05,,Feb-2019,649.0,645.0,0.0,70.0,1.0,Individual,,,,0.0,0.0,564864.0,1.0,4.0,2.0,2.0,12.0,25233.0,49.0,1.0,7.0,8383.0,82.0,160500.0,0.0,0.0,3.0,9.0,35304.0,6222.0,52.0,0.0,0.0,146.0,346.0,4.0,4.0,7.0,4.0,,1.0,40.0,0.0,9.0,11.0,13.0,13.0,9.0,11.0,22.0,10.0,16.0,,0.0,0.0,3.0,86.0,33.3,0.0,0.0,620145.0,54329.0,56000.0,51645.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89613280,,13200.0,13200.0,13200.0, 36 months,15.59,461.41,C,C5,Park Manager,2 years,OWN,55000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89613280,,credit_card,Credit card refinancing,955xx,CA,11.54,0.0,Dec-2002,730.0,734.0,1.0,,,9.0,0.0,11459.0,33.9,13.0,f,0.0,0.0,14317.0500131646,14317.05,13200.0,1117.05,0.0,0.0,0.0,Sep-2017,406.61,,Apr-2018,764.0,760.0,0.0,,1.0,Individual,,,,0.0,0.0,15307.0,1.0,1.0,0.0,0.0,34.0,3848.0,42.0,1.0,5.0,8474.0,36.0,33800.0,0.0,1.0,1.0,5.0,1701.0,22341.0,33.9,0.0,0.0,34.0,165.0,5.0,5.0,0.0,5.0,,5.0,,0.0,3.0,3.0,8.0,9.0,1.0,8.0,12.0,3.0,9.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,42974.0,15307.0,33800.0,9174.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89909265,,30000.0,30000.0,30000.0, 60 months,14.49,705.7,C,C4,Creative Director,2 years,RENT,125000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89909265,,debt_consolidation,Debt consolidation,275xx,NC,17.29,0.0,Jun-2004,670.0,674.0,1.0,64.0,101.0,11.0,1.0,24887.0,60.1,16.0,f,18157.95,18157.95,20404.92,20404.92,11842.05,8562.87,0.0,0.0,0.0,Mar-2019,705.7,Apr-2019,Mar-2019,624.0,620.0,0.0,,1.0,Individual,,,,0.0,0.0,45558.0,2.0,1.0,1.0,1.0,6.0,20671.0,86.0,1.0,4.0,7655.0,70.0,41400.0,0.0,0.0,1.0,5.0,4142.0,7624.0,65.8,0.0,0.0,147.0,50.0,4.0,4.0,0.0,19.0,,4.0,,0.0,5.0,9.0,5.0,5.0,6.0,10.0,10.0,9.0,11.0,0.0,0.0,0.0,2.0,100.0,40.0,1.0,0.0,65405.0,45558.0,22300.0,24005.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90326231,,25000.0,25000.0,25000.0, 60 months,15.59,602.52,C,C5,Administrative Assistant,4 years,RENT,60000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90326231,,credit_card,Credit card refinancing,816xx,CO,17.84,0.0,Dec-2004,695.0,699.0,0.0,,,5.0,0.0,22475.0,98.6,9.0,f,15294.23,15294.23,17418.95,17418.95,9705.77,7713.18,0.0,0.0,0.0,Mar-2019,602.52,Apr-2019,Mar-2019,624.0,620.0,0.0,,1.0,Individual,,,,0.0,0.0,31177.0,0.0,1.0,0.0,0.0,32.0,8702.0,58.0,0.0,0.0,10894.0,83.0,22800.0,0.0,0.0,0.0,0.0,6235.0,325.0,98.6,0.0,0.0,111.0,141.0,30.0,30.0,0.0,30.0,,,,0.0,4.0,4.0,4.0,7.0,2.0,4.0,7.0,4.0,5.0,0.0,0.0,0.0,0.0,100.0,100.0,0.0,0.0,37800.0,31177.0,22800.0,15000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90081014,,12800.0,12800.0,12800.0, 60 months,9.49,268.77,B,B2,Sr. Tax Law Specialist - EP,6 years,MORTGAGE,101303.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90081014,,home_improvement,Home improvement,750xx,TX,13.03,0.0,Apr-2004,695.0,699.0,0.0,73.0,,11.0,0.0,28544.0,54.1,17.0,f,0.0,0.0,1910.29,1910.29,1201.0,709.29,0.0,0.0,0.0,May-2017,268.77,,Mar-2019,544.0,540.0,0.0,73.0,1.0,Individual,,,,0.0,76.0,187529.0,1.0,1.0,1.0,2.0,2.0,28000.0,100.0,1.0,2.0,8914.0,70.0,52800.0,0.0,1.0,0.0,4.0,17048.0,16074.0,54.8,0.0,0.0,140.0,68.0,9.0,2.0,4.0,9.0,,,,1.0,5.0,7.0,6.0,7.0,3.0,9.0,10.0,7.0,11.0,0.0,0.0,0.0,2.0,94.1,16.7,0.0,0.0,232740.0,56544.0,35600.0,28000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90206083,,24000.0,24000.0,24000.0, 60 months,15.59,578.42,C,C5,Financial Advisor,10+ years,RENT,115000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90206083,,debt_consolidation,Debt consolidation,787xx,TX,13.45,0.0,Jul-1978,680.0,684.0,1.0,73.0,,9.0,0.0,32025.0,74.8,28.0,f,14682.44,14682.44,16794.96,16794.96,9317.56,7477.4,0.0,0.0,0.0,Mar-2019,578.42,Apr-2019,Mar-2019,694.0,690.0,0.0,73.0,1.0,Individual,,,,0.0,0.0,76866.0,1.0,1.0,1.0,2.0,4.0,44841.0,,2.0,2.0,9776.0,75.0,42800.0,2.0,3.0,3.0,4.0,9608.0,8016.0,79.2,0.0,0.0,112.0,161.0,10.0,4.0,2.0,10.0,,4.0,,1.0,6.0,7.0,6.0,13.0,9.0,7.0,16.0,7.0,9.0,0.0,0.0,0.0,3.0,96.4,83.3,0.0,0.0,89293.0,76866.0,38600.0,46493.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90215114,,16000.0,16000.0,16000.0, 60 months,10.99,347.8,B,B4,Director of Loan Orgination,6 years,RENT,135000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90215114,,debt_consolidation,Debt consolidation,125xx,NY,13.8,0.0,Nov-2002,700.0,704.0,0.0,,91.0,12.0,1.0,21558.0,77.3,15.0,f,9350.0,9350.0,10090.01,10090.01,6650.0,3440.01,0.0,0.0,0.0,Mar-2019,347.8,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,73663.0,0.0,7.0,0.0,0.0,29.0,52105.0,66.0,0.0,2.0,6756.0,69.0,27900.0,0.0,0.0,0.0,2.0,6139.0,4501.0,81.9,0.0,0.0,166.0,55.0,14.0,14.0,0.0,18.0,,18.0,,0.0,4.0,5.0,4.0,6.0,8.0,5.0,7.0,5.0,12.0,0.0,0.0,0.0,0.0,100.0,100.0,1.0,0.0,106983.0,73663.0,24900.0,79083.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89917156,,30000.0,30000.0,30000.0, 60 months,13.99,697.9,C,C3,Programmer/IT,6 years,MORTGAGE,63500.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89917156,,debt_consolidation,Debt consolidation,571xx,SD,18.45,1.0,Feb-1998,690.0,694.0,0.0,5.0,,8.0,0.0,4595.0,52.8,22.0,f,0.0,0.0,32625.4474476263,32625.45,30000.0,2625.45,0.0,0.0,0.0,May-2017,28344.79,,Jun-2017,689.0,685.0,0.0,,1.0,Individual,,,,0.0,0.0,177135.0,2.0,4.0,1.0,3.0,4.0,25260.0,70.0,1.0,1.0,4086.0,66.0,8700.0,1.0,1.0,0.0,6.0,22142.0,3230.0,57.5,0.0,0.0,223.0,145.0,2.0,2.0,2.0,2.0,5.0,17.0,5.0,0.0,2.0,3.0,2.0,4.0,15.0,3.0,5.0,3.0,8.0,0.0,0.0,0.0,2.0,95.5,0.0,0.0,0.0,195907.0,29855.0,7600.0,36322.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90304259,,35000.0,35000.0,35000.0, 60 months,15.59,843.53,C,C5,Sr. Director,10+ years,MORTGAGE,180000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90304259,,debt_consolidation,Debt consolidation,327xx,FL,13.09,2.0,Mar-1995,690.0,694.0,3.0,13.0,,17.0,0.0,223516.0,91.0,31.0,f,0.0,0.0,36934.340877765404,36934.34,35000.0,1934.34,0.0,0.0,0.0,Feb-2017,34373.44,,Feb-2017,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,1074786.0,1.0,1.0,0.0,0.0,33.0,11275.0,50.0,1.0,2.0,11999.0,75.0,261500.0,1.0,1.0,3.0,2.0,71652.0,2301.0,93.5,0.0,0.0,156.0,258.0,3.0,3.0,4.0,3.0,48.0,1.0,48.0,0.0,7.0,9.0,7.0,15.0,3.0,12.0,24.0,9.0,17.0,0.0,0.0,0.0,1.0,90.3,71.4,0.0,0.0,1259960.0,234791.0,35500.0,22486.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90104160,,40000.0,40000.0,40000.0, 60 months,14.49,940.93,C,C4,Program Manager,8 years,MORTGAGE,140000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90104160,,credit_card,Credit card refinancing,207xx,MD,26.98,0.0,Apr-1998,725.0,729.0,1.0,43.0,,27.0,0.0,32745.0,43.7,49.0,f,24210.7,24210.7,27361.94,27361.94,15789.3,11572.64,0.0,0.0,0.0,Mar-2019,940.93,Apr-2019,Mar-2019,774.0,770.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,567522.0,3.0,13.0,2.0,4.0,4.0,158006.0,78.0,2.0,4.0,20063.0,66.0,74900.0,0.0,7.0,1.0,8.0,21828.0,23503.0,56.5,0.0,0.0,135.0,221.0,5.0,4.0,4.0,5.0,,6.0,,0.0,6.0,8.0,6.0,8.0,26.0,12.0,19.0,8.0,27.0,0.0,0.0,0.0,4.0,97.9,16.7,0.0,0.0,683099.0,190751.0,54000.0,169654.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+84093931,,10000.0,10000.0,10000.0, 60 months,10.99,217.38,B,B4,Valuation Director,3 years,OWN,142000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=84093931,,credit_card,Credit card refinancing,052xx,VT,12.49,0.0,May-2001,695.0,699.0,1.0,,,9.0,0.0,44868.0,56.8,33.0,f,5843.19,5843.19,6297.91,6297.91,4156.81,2141.1,0.0,0.0,0.0,Mar-2019,217.38,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,308431.0,1.0,2.0,1.0,1.0,8.0,8145.0,39.0,3.0,4.0,19226.0,53.0,78953.0,1.0,0.0,5.0,6.0,34270.0,34085.0,56.8,0.0,0.0,72.0,184.0,2.0,2.0,5.0,2.0,,3.0,,0.0,4.0,4.0,6.0,19.0,4.0,6.0,22.0,4.0,9.0,0.0,0.0,0.0,5.0,100.0,50.0,0.0,0.0,358246.0,53013.0,78953.0,20793.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89909317,,16000.0,16000.0,16000.0, 60 months,10.49,343.83,B,B3,Site Acquistion Specialist,1 year,MORTGAGE,75000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89909317,,credit_card,Credit card refinancing,801xx,CO,18.62,2.0,Jan-1998,680.0,684.0,2.0,18.0,,26.0,0.0,21908.0,43.7,60.0,f,0.0,0.0,4804.3,4804.3,3023.55,1780.75,0.0,0.0,0.0,Dec-2017,343.83,,Mar-2018,504.0,500.0,0.0,18.0,1.0,Individual,,,,0.0,0.0,483976.0,6.0,2.0,2.0,3.0,4.0,128719.0,57.0,8.0,11.0,4511.0,48.0,50100.0,1.0,5.0,6.0,15.0,21042.0,18157.0,48.4,0.0,0.0,154.0,224.0,2.0,2.0,3.0,2.0,,2.0,20.0,1.0,10.0,13.0,13.0,16.0,20.0,23.0,37.0,13.0,26.0,0.0,0.0,1.0,11.0,96.7,18.2,0.0,0.0,524072.0,150627.0,35200.0,140131.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90155323,,16000.0,16000.0,16000.0, 60 months,14.49,376.37,C,C4,Formen,10+ years,MORTGAGE,70000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90155323,,home_improvement,Home improvement,145xx,NY,15.4,1.0,Feb-2004,690.0,694.0,0.0,23.0,,11.0,0.0,2334.0,13.4,19.0,f,0.0,0.0,5165.61,5165.61,2138.82,1988.37,0.0,1038.42,186.9156,Sep-2017,376.37,,Jul-2018,549.0,545.0,0.0,23.0,1.0,Individual,,,,0.0,464.0,141796.0,3.0,2.0,1.0,4.0,12.0,44413.0,81.0,5.0,8.0,2253.0,34.0,17400.0,0.0,2.0,2.0,13.0,12891.0,6538.0,25.7,0.0,0.0,57.0,151.0,0.0,0.0,2.0,10.0,31.0,5.0,31.0,2.0,2.0,3.0,5.0,7.0,5.0,8.0,11.0,3.0,11.0,0.0,0.0,1.0,7.0,78.9,20.0,0.0,0.0,163729.0,46747.0,8800.0,51142.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90165728,,12000.0,12000.0,12000.0, 60 months,13.49,276.06,C,C2,retail associate,10+ years,MORTGAGE,85000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90165728,,debt_consolidation,Debt consolidation,109xx,NY,8.91,0.0,Apr-2001,660.0,664.0,0.0,,77.0,12.0,1.0,10109.0,46.6,24.0,f,0.0,0.0,13290.0580982955,13290.06,12000.0,1290.06,0.0,0.0,0.0,Aug-2017,10814.51,,Aug-2017,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,158493.0,1.0,1.0,1.0,2.0,5.0,22752.0,95.0,1.0,2.0,5976.0,72.0,21700.0,1.0,2.0,2.0,5.0,14408.0,8091.0,55.5,0.0,0.0,127.0,185.0,9.0,5.0,2.0,17.0,,9.0,,0.0,4.0,4.0,7.0,16.0,3.0,10.0,19.0,4.0,11.0,0.0,0.0,0.0,3.0,100.0,42.9,1.0,0.0,172985.0,32861.0,18200.0,23904.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88968758,,35000.0,35000.0,35000.0, 60 months,10.49,752.12,B,B3,QA Manager,2 years,MORTGAGE,130000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88968758,,debt_consolidation,Debt consolidation,982xx,WA,18.92,0.0,Nov-2000,700.0,704.0,1.0,29.0,,17.0,0.0,68222.0,70.7,40.0,f,20345.86,20345.86,21913.46,21913.46,14654.14,7259.32,0.0,0.0,0.0,Mar-2019,752.12,Apr-2019,Mar-2019,679.0,675.0,0.0,29.0,1.0,Individual,,,,0.0,0.0,490323.0,0.0,2.0,0.0,1.0,17.0,125521.0,,1.0,3.0,7166.0,71.0,118900.0,0.0,7.0,2.0,4.0,32688.0,6314.0,67.8,0.0,0.0,122.0,190.0,12.0,12.0,3.0,13.0,45.0,3.0,29.0,2.0,5.0,10.0,6.0,11.0,14.0,14.0,23.0,10.0,17.0,0.0,0.0,0.0,1.0,92.3,50.0,0.0,0.0,574107.0,193743.0,19600.0,132207.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90285347,,20000.0,20000.0,20000.0, 60 months,13.49,460.1,C,C2,Plumber,8 years,RENT,60000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90285347,,credit_card,Credit card refinancing,078xx,NJ,27.66,0.0,Dec-2004,670.0,674.0,0.0,50.0,60.0,14.0,1.0,24608.0,69.1,22.0,f,11986.44,11986.44,13327.91,13327.91,8013.56,5314.35,0.0,0.0,0.0,Mar-2019,460.1,Apr-2019,Mar-2019,749.0,745.0,0.0,50.0,1.0,Individual,,,,0.0,581.0,26942.0,0.0,2.0,0.0,0.0,29.0,2334.0,10.0,0.0,0.0,6960.0,46.0,35600.0,0.0,0.0,0.0,0.0,1924.0,3432.0,84.0,0.0,0.0,130.0,141.0,37.0,29.0,0.0,57.0,,,,1.0,8.0,11.0,8.0,11.0,6.0,12.0,15.0,11.0,14.0,0.0,0.0,0.0,0.0,95.5,75.0,0.0,0.0,58583.0,26942.0,21500.0,22983.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89837157,,35000.0,35000.0,35000.0, 60 months,13.49,805.17,C,C2,Sr. Software Engineer,1 year,OWN,170000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89837157,,credit_card,Credit card refinancing,945xx,CA,12.04,0.0,Sep-2004,705.0,709.0,1.0,,,15.0,0.0,27772.0,57.9,28.0,f,20977.47,20977.47,23463.98,23463.98,14022.53,9441.45,0.0,0.0,0.0,Mar-2019,805.17,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,407086.0,1.0,3.0,0.0,1.0,18.0,78364.0,95.0,1.0,3.0,13254.0,77.0,48000.0,2.0,0.0,3.0,6.0,27139.0,11433.0,66.3,0.0,0.0,144.0,103.0,12.0,4.0,2.0,12.0,,0.0,,0.0,4.0,5.0,6.0,8.0,12.0,10.0,13.0,5.0,15.0,0.0,0.0,0.0,2.0,100.0,50.0,0.0,0.0,450882.0,108741.0,33900.0,90277.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90096660,,12500.0,12500.0,12500.0, 60 months,13.49,287.56,C,C2,Driver,10+ years,RENT,75000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90096660,,debt_consolidation,Debt consolidation,871xx,NM,15.04,1.0,Nov-2000,680.0,684.0,1.0,22.0,,11.0,0.0,15085.0,61.1,38.0,f,7491.61,7491.61,8329.87,8329.87,5008.39,3321.48,0.0,0.0,0.0,Mar-2019,287.56,Apr-2019,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,31644.0,1.0,2.0,1.0,1.0,8.0,16559.0,78.0,2.0,2.0,3592.0,69.0,24700.0,2.0,4.0,6.0,3.0,2877.0,3671.0,70.6,0.0,0.0,151.0,190.0,5.0,5.0,0.0,5.0,71.0,5.0,22.0,0.0,5.0,8.0,5.0,11.0,15.0,9.0,23.0,8.0,11.0,0.0,0.0,0.0,3.0,84.2,60.0,0.0,0.0,45976.0,31644.0,12500.0,21276.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89052159,,36750.0,36750.0,36750.0, 60 months,10.99,798.86,B,B4,Supervisor ,10+ years,MORTGAGE,51000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89052159,,debt_consolidation,Debt consolidation,109xx,NY,15.76,1.0,Jun-1997,695.0,699.0,0.0,2.0,,21.0,0.0,31404.0,26.7,40.0,f,0.0,0.0,43380.5309453075,43380.53,36750.0,6630.53,0.0,0.0,0.0,Nov-2018,230.33,,Nov-2018,804.0,800.0,0.0,,1.0,Joint App,105000.0,11.66,Not Verified,0.0,0.0,205151.0,2.0,1.0,0.0,0.0,33.0,5030.0,77.0,2.0,3.0,8237.0,29.0,117500.0,1.0,4.0,1.0,3.0,9769.0,79096.0,28.4,0.0,0.0,154.0,231.0,4.0,4.0,3.0,4.0,,11.0,,0.0,10.0,10.0,16.0,23.0,6.0,19.0,31.0,10.0,21.0,0.0,0.0,0.0,2.0,97.5,12.5,0.0,0.0,307169.0,36434.0,110500.0,6516.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90080699,,25000.0,25000.0,25000.0, 60 months,8.99,518.84,B,B1,Senior Tax Professional I,10+ years,MORTGAGE,80250.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90080699,,credit_card,Credit card refinancing,282xx,NC,22.15,0.0,Aug-2000,710.0,714.0,0.0,,,16.0,0.0,34718.0,58.5,39.0,f,0.0,0.0,27833.9251422971,27833.93,25000.0,2833.93,0.0,0.0,0.0,Feb-2018,20026.37,,Oct-2018,764.0,760.0,0.0,,1.0,Individual,,,,0.0,0.0,230458.0,0.0,3.0,0.0,1.0,18.0,34304.0,54.0,0.0,2.0,18323.0,56.0,59300.0,1.0,0.0,3.0,3.0,14404.0,7344.0,81.9,0.0,0.0,144.0,193.0,14.0,14.0,5.0,14.0,,1.0,,0.0,5.0,7.0,6.0,13.0,9.0,12.0,25.0,7.0,16.0,0.0,0.0,0.0,0.0,97.4,50.0,0.0,0.0,280442.0,69022.0,40500.0,63362.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90060187,,19000.0,19000.0,19000.0, 60 months,14.49,446.94,C,C4,Investigator II,10+ years,MORTGAGE,52000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90060187,,credit_card,Credit card refinancing,681xx,NE,23.93,1.0,May-2001,670.0,674.0,0.0,6.0,,13.0,0.0,8340.0,40.5,26.0,f,11500.15,11500.15,13019.78,13019.78,7499.85,5519.93,0.0,0.0,0.0,Mar-2019,446.94,Apr-2019,Mar-2019,709.0,705.0,0.0,6.0,1.0,Individual,,,,0.0,0.0,76576.0,1.0,1.0,1.0,1.0,6.0,7760.0,94.0,0.0,1.0,2957.0,56.0,20601.0,0.0,9.0,0.0,2.0,6961.0,43.0,98.6,0.0,0.0,184.0,122.0,15.0,6.0,1.0,15.0,,16.0,,1.0,1.0,7.0,1.0,3.0,9.0,11.0,15.0,7.0,13.0,0.0,0.0,1.0,1.0,96.0,100.0,0.0,0.0,108353.0,16100.0,3000.0,8252.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90114941,,18850.0,18850.0,18850.0, 60 months,15.59,454.3,C,C5,Maintenance Mechanic,4 years,RENT,53300.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90114941,,other,Other,225xx,VA,22.61,2.0,Aug-2005,710.0,714.0,0.0,16.0,86.0,9.0,1.0,3219.0,15.9,32.0,f,11531.85,11531.85,13133.88,13133.88,7318.15,5815.73,0.0,0.0,0.0,Mar-2019,454.3,Apr-2019,Mar-2019,679.0,675.0,0.0,17.0,1.0,Individual,,,,0.0,0.0,93243.0,1.0,3.0,1.0,2.0,8.0,90024.0,86.0,1.0,1.0,2474.0,39.0,20200.0,2.0,3.0,4.0,3.0,10360.0,8781.0,26.8,0.0,0.0,133.0,67.0,6.0,6.0,0.0,6.0,,7.0,16.0,1.0,4.0,4.0,4.0,5.0,22.0,6.0,9.0,4.0,9.0,0.0,0.0,1.0,2.0,89.3,0.0,0.0,1.0,134167.0,93243.0,12000.0,113967.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90236496,,25000.0,25000.0,25000.0, 60 months,14.49,588.08,C,C4,Driver,10+ years,MORTGAGE,82500.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90236496,,debt_consolidation,Debt consolidation,727xx,AR,13.32,0.0,Oct-2001,695.0,699.0,0.0,,,12.0,0.0,14662.0,37.4,25.0,f,0.0,0.0,26486.601899787598,26486.6,25000.0,1486.6,0.0,0.0,0.0,Jul-2017,4802.08,,Dec-2018,729.0,725.0,0.0,,1.0,Joint App,106500.0,13.79,Not Verified,0.0,0.0,139941.0,0.0,2.0,1.0,2.0,9.0,18008.0,81.0,3.0,3.0,5110.0,53.0,39200.0,0.0,1.0,2.0,5.0,11662.0,8951.0,56.5,0.0,0.0,107.0,111.0,7.0,7.0,4.0,11.0,,9.0,,0.0,6.0,8.0,6.0,7.0,9.0,9.0,12.0,8.0,12.0,0.0,0.0,0.0,4.0,100.0,16.7,0.0,0.0,178991.0,32670.0,20600.0,22191.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90244987,,10000.0,10000.0,10000.0, 60 months,13.99,232.64,C,C3,Bus operator,10+ years,RENT,58000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90244987,,credit_card,Credit card refinancing,028xx,RI,13.18,1.0,Aug-2006,695.0,699.0,1.0,23.0,,20.0,0.0,36672.0,46.8,39.0,f,0.0,0.0,11424.8328135436,11424.83,10000.0,1424.83,0.0,0.0,0.0,Nov-2017,8613.72,,Aug-2018,669.0,665.0,0.0,23.0,1.0,Individual,,,,0.0,0.0,214986.0,2.0,1.0,1.0,3.0,1.0,9856.0,94.0,4.0,4.0,2498.0,52.0,78400.0,2.0,5.0,3.0,8.0,10749.0,14760.0,27.3,0.0,0.0,99.0,121.0,2.0,1.0,4.0,10.0,,1.0,,1.0,3.0,10.0,5.0,8.0,7.0,18.0,27.0,10.0,20.0,0.0,0.0,1.0,5.0,97.4,0.0,0.0,0.0,261836.0,46528.0,20300.0,10436.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89924710,,15550.0,15550.0,15550.0, 60 months,12.79,352.15,C,C1,Asst. produce manager,10+ years,RENT,54000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89924710,,other,Other,060xx,CT,10.67,0.0,Jul-1999,720.0,724.0,1.0,,100.0,11.0,1.0,7376.0,26.1,18.0,f,0.0,0.0,17806.4361359013,17806.44,15550.0,2256.44,0.0,0.0,0.0,Jan-2018,12887.39,,Nov-2018,789.0,785.0,0.0,,1.0,Individual,,,,0.0,225.0,15443.0,0.0,1.0,0.0,1.0,23.0,8067.0,61.0,1.0,2.0,2991.0,37.0,28300.0,1.0,0.0,2.0,3.0,1544.0,15145.0,31.5,0.0,0.0,90.0,206.0,10.0,10.0,0.0,18.0,,4.0,,0.0,4.0,6.0,6.0,7.0,3.0,10.0,15.0,6.0,11.0,0.0,0.0,0.0,1.0,100.0,20.0,1.0,0.0,41474.0,15443.0,22100.0,13174.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89838140,,13000.0,13000.0,13000.0, 60 months,15.59,313.31,C,C5,Sales,2 years,MORTGAGE,150000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89838140,,medical,Medical expenses,925xx,CA,29.14,0.0,Dec-1998,695.0,699.0,0.0,,,26.0,0.0,86634.0,47.0,53.0,f,0.0,0.0,15658.551363671999,15658.55,13000.0,2658.55,0.0,0.0,0.0,Mar-2018,10656.85,,Feb-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,432656.0,3.0,7.0,2.0,6.0,1.0,76599.0,63.0,3.0,7.0,17766.0,56.0,139200.0,1.0,0.0,0.0,13.0,16641.0,42017.0,52.5,0.0,0.0,162.0,213.0,1.0,1.0,2.0,1.0,,16.0,,0.0,7.0,9.0,13.0,15.0,23.0,18.0,28.0,9.0,26.0,0.0,0.0,0.0,5.0,100.0,23.1,0.0,0.0,553939.0,163233.0,88400.0,121971.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90082038,,12000.0,12000.0,12000.0, 60 months,12.79,271.75,C,C1,Community Relations/Exec Assistant,1 year,OWN,60000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90082038,,debt_consolidation,Debt consolidation,734xx,OK,24.38,3.0,Aug-2003,665.0,669.0,1.0,1.0,,10.0,0.0,7986.0,15.4,27.0,f,7144.97,7144.97,7866.94,7866.94,4855.03,3011.91,0.0,0.0,0.0,Mar-2019,271.75,Apr-2019,Mar-2019,704.0,700.0,0.0,1.0,1.0,Individual,,,,1.0,0.0,166436.0,1.0,3.0,1.0,2.0,12.0,46880.0,38.0,2.0,3.0,3134.0,24.0,52000.0,0.0,2.0,2.0,5.0,18493.0,29014.0,21.6,0.0,297.0,157.0,145.0,6.0,6.0,3.0,6.0,18.0,6.0,5.0,0.0,3.0,3.0,4.0,7.0,12.0,6.0,12.0,3.0,8.0,0.0,0.0,1.0,3.0,85.2,0.0,0.0,0.0,247185.0,54866.0,37000.0,68865.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89024107,,14000.0,14000.0,14000.0, 60 months,13.99,325.69,C,C3,Engineer Tech 4 ,10+ years,MORTGAGE,70000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89024107,,debt_consolidation,Debt consolidation,338xx,FL,25.6,1.0,Feb-1989,685.0,689.0,1.0,18.0,,11.0,0.0,90281.0,72.1,28.0,f,8432.14,8432.14,9456.71,9456.71,5567.86,3888.85,0.0,0.0,0.0,Mar-2019,325.69,Apr-2019,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,251807.0,1.0,2.0,1.0,1.0,2.0,20257.0,75.0,0.0,2.0,2959.0,73.0,106300.0,2.0,5.0,3.0,3.0,22892.0,163.0,97.3,0.0,0.0,104.0,331.0,21.0,2.0,3.0,21.0,,2.0,18.0,0.0,2.0,7.0,2.0,6.0,3.0,8.0,22.0,7.0,11.0,0.0,0.0,0.0,1.0,96.4,100.0,0.0,0.0,283544.0,110538.0,6000.0,27044.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90224507,,32000.0,32000.0,32000.0, 60 months,12.79,724.67,C,C1,Nurse Anesthetist  CRNA,10+ years,MORTGAGE,201000.0,Verified,Oct-2016,In Grace Period,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90224507,,credit_card,Credit card refinancing,544xx,WI,31.22,0.0,May-2001,680.0,684.0,1.0,,,24.0,0.0,75404.0,86.8,43.0,f,19560.85,19560.85,20233.92,20233.92,12439.15,7794.77,0.0,0.0,0.0,Feb-2019,724.67,Apr-2019,Mar-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,489559.0,0.0,10.0,2.0,4.0,7.0,196903.0,76.0,0.0,0.0,19624.0,79.0,86900.0,1.0,5.0,8.0,4.0,21285.0,9496.0,88.8,0.0,0.0,184.0,169.0,37.0,7.0,3.0,37.0,,3.0,,0.0,10.0,10.0,10.0,10.0,27.0,12.0,13.0,10.0,24.0,0.0,0.0,0.0,2.0,100.0,80.0,0.0,0.0,600073.0,272307.0,84900.0,260373.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90245138,,36000.0,36000.0,36000.0, 60 months,13.99,837.48,C,C3,Sales Manager,10+ years,MORTGAGE,120000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90245138,,debt_consolidation,Debt consolidation,782xx,TX,14.59,1.0,Dec-2002,680.0,684.0,0.0,23.0,,8.0,0.0,13688.0,83.5,15.0,f,21682.74,21682.74,24258.94,24258.94,14317.26,9941.68,0.0,0.0,0.0,Mar-2019,837.48,Apr-2019,Mar-2019,689.0,685.0,0.0,24.0,1.0,Joint App,155000.0,13.22,Not Verified,0.0,0.0,277050.0,0.0,2.0,0.0,1.0,14.0,63459.0,62.0,0.0,0.0,5950.0,70.0,16400.0,1.0,0.0,1.0,1.0,34631.0,2612.0,84.0,0.0,0.0,125.0,165.0,40.0,14.0,2.0,40.0,,4.0,,2.0,4.0,4.0,4.0,4.0,7.0,5.0,6.0,4.0,8.0,0.0,0.0,0.0,0.0,73.3,75.0,0.0,0.0,309763.0,77147.0,16300.0,78713.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88948489,,25000.0,25000.0,25000.0, 60 months,15.59,602.52,C,C5,Lieutenant,10+ years,MORTGAGE,70000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88948489,,debt_consolidation,Debt consolidation,133xx,NY,31.49,0.0,Jun-1999,700.0,704.0,1.0,35.0,,21.0,0.0,42105.0,67.3,31.0,f,15294.23,15294.23,17418.95,17418.95,9705.77,7713.18,0.0,0.0,0.0,Mar-2019,602.52,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,160816.0,2.0,1.0,0.0,0.0,28.0,4905.0,28.0,2.0,3.0,5457.0,59.0,62600.0,0.0,0.0,3.0,3.0,7658.0,9094.0,70.7,0.0,0.0,106.0,207.0,2.0,2.0,3.0,2.0,35.0,2.0,35.0,0.0,12.0,18.0,13.0,15.0,4.0,19.0,24.0,18.0,21.0,0.0,0.0,0.0,2.0,90.3,46.2,0.0,0.0,220382.0,47010.0,31000.0,17657.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90058120,,20000.0,20000.0,20000.0, 60 months,10.99,434.75,B,B4,RN,6 years,MORTGAGE,67000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90058120,,credit_card,Credit card refinancing,450xx,OH,17.87,1.0,Jun-1996,700.0,704.0,1.0,17.0,,7.0,0.0,17602.0,43.1,26.0,f,0.0,0.0,21845.826905184,21845.83,20000.0,1845.83,0.0,0.0,0.0,Aug-2017,17945.29,,Dec-2018,774.0,770.0,0.0,17.0,1.0,Individual,,,,0.0,0.0,193409.0,0.0,3.0,0.0,0.0,29.0,45496.0,68.0,0.0,0.0,17602.0,59.0,40800.0,0.0,2.0,1.0,0.0,27630.0,23198.0,43.1,0.0,0.0,193.0,243.0,72.0,26.0,3.0,125.0,,0.0,17.0,1.0,1.0,1.0,3.0,7.0,14.0,3.0,9.0,1.0,7.0,0.0,0.0,1.0,0.0,96.0,0.0,0.0,0.0,243043.0,63098.0,40800.0,66743.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90053125,,27950.0,27950.0,27925.0, 60 months,13.99,650.21,C,C3,sales manager,10+ years,RENT,71000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90053125,,debt_consolidation,Debt consolidation,633xx,MO,15.7,0.0,Jun-2004,690.0,694.0,0.0,,,7.0,0.0,30396.0,71.0,27.0,f,0.0,0.0,33933.7100777968,33903.36,27950.0,5983.71,0.0,0.0,0.0,Jun-2018,21494.46,,Jul-2018,739.0,735.0,0.0,,1.0,Individual,,,,0.0,812.0,357719.0,0.0,1.0,0.0,0.0,29.0,10327.0,66.0,0.0,0.0,13411.0,70.0,42800.0,0.0,3.0,0.0,0.0,51103.0,10512.0,74.0,0.0,0.0,144.0,147.0,43.0,29.0,6.0,43.0,,,,0.0,3.0,4.0,3.0,7.0,8.0,4.0,13.0,4.0,7.0,0.0,0.0,0.0,0.0,100.0,33.3,0.0,0.0,402391.0,40723.0,40500.0,15582.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90080158,,20000.0,20000.0,20000.0, 60 months,10.99,434.75,B,B4,Senior Scienrist,10+ years,MORTGAGE,150000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90080158,,debt_consolidation,Debt consolidation,077xx,NJ,9.46,3.0,Oct-1998,680.0,684.0,0.0,8.0,,6.0,0.0,7456.0,46.3,21.0,f,11686.71,11686.71,12595.54,12595.54,8313.29,4282.25,0.0,0.0,0.0,Mar-2019,434.75,Apr-2019,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,204387.0,0.0,1.0,0.0,0.0,38.0,16370.0,50.0,0.0,2.0,4583.0,49.0,16100.0,0.0,0.0,1.0,3.0,40877.0,5517.0,45.4,0.0,0.0,150.0,215.0,15.0,10.0,3.0,15.0,21.0,11.0,15.0,0.0,1.0,2.0,3.0,10.0,3.0,4.0,15.0,2.0,6.0,0.0,0.0,0.0,1.0,85.7,50.0,0.0,0.0,231552.0,23826.0,10100.0,32760.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89818980,,12800.0,12800.0,12800.0, 60 months,15.59,308.49,C,C5,Dispatcher,5 years,RENT,40000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89818980,,debt_consolidation,Debt consolidation,850xx,AZ,22.71,1.0,Jul-2004,695.0,699.0,1.0,12.0,,9.0,0.0,4803.0,31.6,20.0,f,7623.91,7623.91,9166.0,9166.0,5176.09,3989.91,0.0,0.0,0.0,Mar-2019,308.49,Apr-2019,Mar-2019,659.0,655.0,0.0,,1.0,Individual,,,,0.0,0.0,21731.0,0.0,3.0,0.0,2.0,19.0,16928.0,59.0,1.0,2.0,2754.0,49.0,15200.0,0.0,1.0,2.0,4.0,2415.0,1697.0,73.9,0.0,0.0,141.0,146.0,10.0,10.0,0.0,10.0,,0.0,,0.0,3.0,3.0,3.0,6.0,10.0,6.0,10.0,3.0,9.0,0.0,0.0,0.0,1.0,95.0,66.7,0.0,0.0,43980.0,21731.0,6500.0,28780.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90091610,,35000.0,35000.0,35000.0, 60 months,15.59,843.53,C,C5,Global Sales Executive,7 years,MORTGAGE,90000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90091610,,debt_consolidation,Debt consolidation,980xx,WA,13.73,0.0,Nov-1999,665.0,669.0,0.0,,,11.0,0.0,41528.0,64.5,34.0,f,0.0,0.0,37815.298564404904,37815.3,35000.0,2815.3,0.0,0.0,0.0,Apr-2017,33673.43,,Jul-2018,789.0,785.0,0.0,,1.0,Joint App,154000.0,9.36,Not Verified,0.0,0.0,377059.0,0.0,0.0,0.0,0.0,37.0,0.0,,0.0,1.0,12496.0,65.0,64400.0,1.0,2.0,0.0,2.0,47132.0,22872.0,64.5,0.0,0.0,132.0,202.0,20.0,11.0,4.0,20.0,,13.0,,0.0,7.0,7.0,10.0,22.0,6.0,10.0,24.0,7.0,11.0,0.0,0.0,0.0,1.0,100.0,42.9,0.0,0.0,404400.0,41528.0,64400.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89078465,,25000.0,25000.0,25000.0, 60 months,8.99,518.84,B,B1,Industrial Electrician ,10+ years,MORTGAGE,115000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89078465,,debt_consolidation,Debt consolidation,855xx,AZ,27.61,0.0,Nov-1986,735.0,739.0,0.0,45.0,,15.0,0.0,11322.0,29.6,39.0,f,14305.22,14305.22,15033.87,15033.87,10694.78,4339.09,0.0,0.0,0.0,Mar-2019,518.84,Apr-2019,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,81044.0,0.0,6.0,0.0,3.0,14.0,69722.0,59.0,1.0,4.0,10030.0,50.0,38200.0,0.0,0.0,1.0,7.0,5789.0,17225.0,38.5,0.0,0.0,247.0,217.0,9.0,9.0,0.0,16.0,,12.0,,0.0,3.0,5.0,4.0,10.0,17.0,9.0,21.0,5.0,15.0,0.0,0.0,0.0,1.0,97.4,25.0,0.0,0.0,167635.0,81044.0,28000.0,129435.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89885324,,11200.0,11200.0,11200.0, 60 months,9.49,235.17,B,B2,Laboratory Technician,10+ years,RENT,46109.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89885324,,debt_consolidation,Debt consolidation,902xx,CA,29.0,1.0,Sep-2000,680.0,684.0,0.0,11.0,59.0,11.0,1.0,14919.0,50.0,17.0,f,6442.71,6442.71,6814.03,6814.03,4757.29,2056.74,0.0,0.0,0.0,Mar-2019,235.17,Apr-2019,Mar-2019,684.0,680.0,0.0,59.0,1.0,Individual,,,,0.0,0.0,22036.0,1.0,2.0,0.0,0.0,32.0,7117.0,28.0,2.0,3.0,7401.0,50.0,29800.0,0.0,0.0,0.0,3.0,2003.0,3311.0,50.0,0.0,0.0,151.0,192.0,4.0,4.0,0.0,4.0,,,,0.0,9.0,9.0,10.0,11.0,5.0,9.0,12.0,9.0,11.0,,0.0,0.0,2.0,88.0,0.0,1.0,0.0,55211.0,22036.0,29800.0,25411.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90324722,,20000.0,20000.0,20000.0, 60 months,15.59,482.02,C,C5,VP ITSM Change Management,8 years,MORTGAGE,110000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90324722,,debt_consolidation,Debt consolidation,600xx,IL,15.76,1.0,Jul-1998,685.0,689.0,1.0,5.0,52.0,17.0,1.0,14565.0,33.2,49.0,f,0.0,0.0,23461.4104021692,23461.41,20000.0,3461.41,0.0,0.0,0.0,Dec-2017,17238.46,,Mar-2019,699.0,695.0,1.0,5.0,1.0,Individual,,,,0.0,0.0,47296.0,2.0,2.0,3.0,5.0,5.0,32731.0,83.0,2.0,3.0,5769.0,57.0,47700.0,1.0,1.0,3.0,8.0,2956.0,29518.0,35.1,1.0,0.0,153.0,218.0,4.0,4.0,2.0,4.0,,4.0,,1.0,7.0,10.0,9.0,20.0,15.0,13.0,29.0,10.0,17.0,0.0,0.0,1.0,5.0,97.4,11.1,1.0,0.0,87428.0,47296.0,43400.0,39550.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90052921,,20000.0,20000.0,20000.0, 60 months,10.49,429.78,B,B3,Policy Analyst,3 years,MORTGAGE,110000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90052921,,credit_card,Credit card refinancing,220xx,VA,20.82,2.0,Jul-1993,720.0,724.0,0.0,1.0,,26.0,0.0,21209.0,27.1,45.0,f,11626.28,11626.28,12509.7,12509.7,8373.72,4135.98,0.0,0.0,0.0,Mar-2019,429.78,Apr-2019,Nov-2018,709.0,705.0,0.0,,1.0,Individual,,,,1.0,0.0,364732.0,2.0,7.0,1.0,1.0,5.0,149020.0,40.0,4.0,7.0,11692.0,33.0,78200.0,0.0,2.0,0.0,8.0,15197.0,42950.0,32.0,0.0,45.0,226.0,278.0,3.0,3.0,3.0,7.0,1.0,21.0,1.0,0.0,8.0,12.0,8.0,18.0,14.0,18.0,28.0,12.0,25.0,0.0,1.0,0.0,5.0,93.2,0.0,0.0,0.0,457104.0,170229.0,63200.0,170504.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90285684,,29925.0,29925.0,29925.0, 60 months,12.79,677.68,C,C1,,,MORTGAGE,59865.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90285684,,debt_consolidation,Debt consolidation,900xx,CA,17.18,0.0,Feb-1997,770.0,774.0,0.0,26.0,,39.0,0.0,5541.0,5.5,51.0,f,17809.73,17809.73,19631.46,19631.46,12115.27,7516.19,0.0,0.0,0.0,Mar-2019,677.68,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,0.0,91.0,237882.0,2.0,1.0,0.0,2.0,16.0,23010.0,82.0,4.0,10.0,2305.0,22.0,100300.0,0.0,0.0,1.0,12.0,6608.0,50160.0,8.8,0.0,0.0,23.0,235.0,1.0,1.0,3.0,6.0,,9.0,26.0,0.0,4.0,5.0,15.0,17.0,2.0,37.0,46.0,5.0,39.0,0.0,0.0,0.0,4.0,98.0,0.0,0.0,0.0,356300.0,28551.0,55000.0,28000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90134183,,20000.0,20000.0,20000.0, 60 months,9.49,419.94,B,B2,Shipping/Receiving Manager,10+ years,RENT,62000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90134183,,debt_consolidation,Debt consolidation,109xx,NY,11.4,0.0,Aug-2002,710.0,714.0,1.0,68.0,,11.0,0.0,13599.0,35.0,42.0,f,0.0,0.0,10202.95,10202.95,4446.2,2325.56,0.0,3431.19,617.6142,Feb-2018,419.94,,Oct-2018,584.0,580.0,0.0,,1.0,Individual,,,,0.0,0.0,94742.0,3.0,3.0,1.0,2.0,7.0,81143.0,82.0,4.0,6.0,6757.0,46.0,38800.0,1.0,4.0,1.0,8.0,9474.0,12122.0,41.7,0.0,0.0,129.0,169.0,5.0,5.0,0.0,6.0,,3.0,,0.0,3.0,5.0,4.0,7.0,25.0,8.0,17.0,5.0,11.0,0.0,0.0,0.0,5.0,95.2,25.0,0.0,0.0,117473.0,94742.0,20800.0,78673.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89887458,,21600.0,21600.0,21600.0, 60 months,10.49,464.17,B,B3,Terminal Manager,3 years,MORTGAGE,72500.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89887458,,debt_consolidation,Debt consolidation,372xx,TN,19.81,0.0,Oct-1999,725.0,729.0,2.0,41.0,,19.0,0.0,7218.0,13.1,51.0,f,0.0,0.0,23455.9570429554,23455.96,21600.0,1855.96,0.0,0.0,0.0,Sep-2017,2296.85,,Nov-2018,789.0,785.0,0.0,,1.0,Individual,,,,0.0,0.0,208111.0,5.0,2.0,1.0,4.0,9.0,49352.0,76.0,5.0,8.0,6756.0,30.0,55000.0,1.0,0.0,7.0,13.0,12242.0,32448.0,18.1,0.0,0.0,138.0,203.0,2.0,2.0,6.0,3.0,,4.0,41.0,0.0,3.0,4.0,11.0,15.0,11.0,16.0,34.0,4.0,19.0,0.0,0.0,0.0,7.0,98.0,11.1,0.0,0.0,264656.0,56570.0,39600.0,57656.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90029127,,16100.0,16100.0,16100.0, 60 months,9.49,338.06,B,B2,Auto appraiser,1 year,MORTGAGE,70000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90029127,,debt_consolidation,Debt consolidation,117xx,NY,11.25,0.0,Dec-1998,730.0,734.0,0.0,71.0,,11.0,0.0,11242.0,23.8,19.0,f,0.0,0.0,17430.6799471927,17430.68,16100.0,1330.68,0.0,0.0,0.0,Sep-2017,14058.57,,Sep-2017,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,263839.0,0.0,1.0,1.0,2.0,11.0,3889.0,22.0,1.0,2.0,8367.0,23.0,47200.0,1.0,0.0,1.0,4.0,26384.0,31458.0,26.3,0.0,0.0,213.0,155.0,12.0,11.0,1.0,12.0,71.0,11.0,71.0,0.0,4.0,4.0,6.0,9.0,6.0,8.0,12.0,4.0,11.0,0.0,0.0,0.0,2.0,94.7,33.3,0.0,0.0,324319.0,15131.0,42700.0,17817.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89906326,,19250.0,19250.0,19250.0, 36 months,15.59,672.89,C,C5,Labour,6 years,OWN,56000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89906326,,small_business,Business,704xx,LA,3.32,0.0,Feb-2007,770.0,774.0,1.0,,,9.0,0.0,4604.0,12.3,13.0,f,0.0,0.0,21389.7643514833,21389.76,19250.0,2139.76,0.0,0.0,0.0,Jul-2017,16023.31,,Jul-2017,789.0,785.0,0.0,,1.0,Individual,,,,0.0,0.0,71157.0,1.0,0.0,0.0,0.0,60.0,0.0,,1.0,2.0,3972.0,12.0,37400.0,0.0,1.0,1.0,2.0,7906.0,28126.0,13.7,0.0,0.0,115.0,95.0,6.0,6.0,1.0,6.0,,6.0,,0.0,2.0,3.0,7.0,7.0,3.0,8.0,9.0,3.0,9.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,108095.0,4604.0,32600.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90245482,,24000.0,24000.0,24000.0, 60 months,12.79,543.5,C,C1,owner,5 years,RENT,62000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90245482,,debt_consolidation,Debt consolidation,915xx,CA,14.46,1.0,Feb-2004,675.0,679.0,1.0,17.0,,12.0,0.0,6780.0,34.1,22.0,f,0.0,0.0,11031.19,11031.19,6497.86,4533.33,0.0,0.0,0.0,Jun-2018,543.5,,Mar-2019,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,17516.0,0.0,1.0,0.0,2.0,13.0,10736.0,72.0,0.0,1.0,3245.0,50.0,19900.0,1.0,0.0,2.0,3.0,1592.0,11820.0,36.5,0.0,0.0,14.0,151.0,21.0,13.0,0.0,29.0,17.0,5.0,17.0,0.0,7.0,7.0,9.0,14.0,2.0,11.0,20.0,7.0,12.0,0.0,0.0,0.0,0.0,90.9,25.0,0.0,0.0,34900.0,17516.0,18600.0,15000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88849436,,35000.0,35000.0,35000.0, 60 months,10.99,760.82,B,B4,,,MORTGAGE,93500.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88849436,,debt_consolidation,Debt consolidation,926xx,CA,26.97,0.0,Jan-1968,740.0,744.0,0.0,,,16.0,0.0,48621.0,68.2,37.0,f,20451.5,20451.5,22042.41,22042.41,14548.5,7493.91,0.0,0.0,0.0,Mar-2019,760.82,Apr-2019,Mar-2019,784.0,780.0,0.0,,1.0,Individual,,,,0.0,0.0,410726.0,1.0,3.0,0.0,1.0,22.0,67389.0,68.0,0.0,0.0,15667.0,68.0,71300.0,0.0,10.0,3.0,2.0,27382.0,19440.0,69.6,0.0,0.0,133.0,584.0,25.0,6.0,6.0,25.0,,6.0,,0.0,9.0,10.0,10.0,12.0,12.0,12.0,18.0,10.0,16.0,0.0,0.0,0.0,1.0,100.0,55.6,0.0,0.0,455429.0,116010.0,64000.0,88129.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88553529,,12000.0,12000.0,12000.0, 60 months,11.49,263.86,B,B5,Client Support Specialist,10+ years,RENT,80000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88553529,,debt_consolidation,Debt consolidation,565xx,MN,22.76,0.0,Dec-1998,675.0,679.0,1.0,51.0,65.0,17.0,1.0,12939.0,58.0,26.0,f,7047.92,7047.92,7651.94,7651.94,4952.08,2699.86,0.0,0.0,0.0,Mar-2019,263.86,Apr-2019,Mar-2019,714.0,710.0,0.0,43.0,1.0,Individual,,,,0.0,0.0,32704.0,2.0,6.0,2.0,4.0,9.0,19765.0,63.0,3.0,4.0,6538.0,58.0,22460.0,0.0,0.0,2.0,8.0,1923.0,2775.0,59.0,0.0,0.0,213.0,190.0,2.0,2.0,1.0,2.0,,2.0,,0.0,6.0,11.0,6.0,6.0,14.0,11.0,11.0,6.0,17.0,,0.0,0.0,5.0,88.0,16.7,0.0,0.0,53860.0,32704.0,16650.0,31400.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90094364,,4500.0,4500.0,4500.0, 36 months,14.49,154.88,C,C4,IT Solutions Architect II,10+ years,MORTGAGE,120000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90094364,,debt_consolidation,Debt consolidation,750xx,TX,17.49,0.0,Jun-2001,660.0,664.0,0.0,80.0,,13.0,0.0,53599.0,100.0,20.0,f,0.0,0.0,5074.6731101726,5074.67,4500.0,574.67,0.0,0.0,0.0,Oct-2017,3374.61,,Oct-2017,594.0,590.0,0.0,,1.0,Individual,,,,0.0,0.0,182132.0,0.0,1.0,0.0,1.0,14.0,6960.0,45.0,1.0,1.0,7659.0,88.0,53600.0,0.0,2.0,2.0,2.0,14010.0,0.0,101.1,0.0,0.0,183.0,110.0,8.0,8.0,3.0,29.0,80.0,8.0,80.0,0.0,4.0,11.0,4.0,5.0,5.0,11.0,12.0,11.0,13.0,0.0,0.0,0.0,1.0,95.0,100.0,0.0,0.0,212885.0,60559.0,13300.0,15423.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89819101,,25000.0,25000.0,25000.0, 60 months,9.49,524.93,B,B2,Training Manager,1 year,MORTGAGE,75000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89819101,,debt_consolidation,Debt consolidation,891xx,NV,23.53,0.0,Aug-2003,750.0,754.0,1.0,,,13.0,0.0,11636.0,41.9,23.0,f,0.0,0.0,28674.0507742535,28674.05,25000.0,3674.05,0.0,0.0,0.0,Jul-2018,18155.68,,Jul-2018,734.0,730.0,0.0,,1.0,Individual,,,,0.0,0.0,268402.0,0.0,2.0,0.0,0.0,38.0,11696.0,37.0,0.0,1.0,11062.0,56.0,27800.0,1.0,0.0,1.0,2.0,22367.0,6162.0,64.6,0.0,0.0,93.0,157.0,17.0,17.0,1.0,47.0,,6.0,,0.0,2.0,3.0,4.0,6.0,8.0,9.0,13.0,3.0,13.0,0.0,0.0,0.0,0.0,100.0,25.0,0.0,0.0,309811.0,45677.0,17400.0,31666.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89936581,,4500.0,4500.0,4500.0, 36 months,8.59,142.25,A,A5,Foster care worker ,1 year,MORTGAGE,30000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89936581,,debt_consolidation,Debt consolidation,705xx,LA,3.88,0.0,Nov-2007,695.0,699.0,0.0,24.0,,8.0,0.0,1311.0,13.7,29.0,w,0.0,0.0,4570.6046448909,4570.6,4500.0,70.6,0.0,0.0,0.0,Mar-2017,1484.5,,Nov-2017,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,164622.0,1.0,1.0,0.0,3.0,17.0,48746.0,,0.0,4.0,1311.0,14.0,9600.0,6.0,0.0,3.0,8.0,23517.0,3089.0,29.8,0.0,0.0,51.0,106.0,13.0,5.0,1.0,13.0,24.0,8.0,24.0,0.0,1.0,1.0,2.0,6.0,16.0,6.0,11.0,1.0,8.0,0.0,0.0,0.0,1.0,100.0,0.0,0.0,0.0,173717.0,50057.0,4400.0,48746.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90040580,,35000.0,35000.0,35000.0, 60 months,12.79,792.61,C,C1,Analyst,2 years,MORTGAGE,160000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90040580,,debt_consolidation,Debt consolidation,957xx,CA,17.76,0.0,Jul-2003,670.0,674.0,1.0,72.0,61.0,15.0,1.0,41141.0,68.6,45.0,f,0.0,0.0,40678.6133355818,40678.61,35000.0,5678.61,0.0,0.0,0.0,Feb-2018,28696.1,,Jan-2019,744.0,740.0,0.0,72.0,1.0,Individual,,,,0.0,0.0,554301.0,2.0,3.0,3.0,3.0,3.0,78868.0,82.0,2.0,2.0,9264.0,74.0,60000.0,3.0,14.0,2.0,6.0,39593.0,16587.0,40.3,0.0,0.0,122.0,158.0,2.0,2.0,3.0,2.0,72.0,1.0,72.0,1.0,3.0,6.0,6.0,13.0,14.0,11.0,28.0,6.0,15.0,0.0,0.0,0.0,6.0,97.4,33.3,1.0,0.0,592323.0,120009.0,27800.0,91297.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88769873,,14400.0,14400.0,14400.0, 60 months,10.99,313.02,B,B4,Safety Director,1 year,OWN,49400.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88769873,,credit_card,Credit card refinancing,153xx,PA,13.85,0.0,Oct-2006,685.0,689.0,0.0,,64.0,18.0,1.0,5779.0,35.2,28.0,f,0.0,0.0,3677.17,3677.17,1112.03,757.3,0.0,1807.84,325.4112,Apr-2017,313.02,,Oct-2017,694.0,690.0,0.0,,1.0,Individual,,,,0.0,0.0,21772.0,1.0,1.0,1.0,2.0,11.0,15993.0,88.0,4.0,10.0,2151.0,63.0,16400.0,0.0,1.0,6.0,12.0,1361.0,757.0,76.3,0.0,0.0,110.0,119.0,6.0,6.0,0.0,45.0,,2.0,,0.0,2.0,8.0,2.0,8.0,4.0,17.0,24.0,8.0,18.0,0.0,0.0,0.0,5.0,100.0,50.0,1.0,0.0,34605.0,21772.0,3200.0,18205.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89928399,,16000.0,16000.0,16000.0, 60 months,13.99,372.21,C,C3,Sourcer/Researcher Consultant,2 years,RENT,50000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89928399,,vacation,Vacation,951xx,CA,18.14,0.0,Apr-2001,695.0,699.0,0.0,,,11.0,0.0,14680.0,84.9,14.0,f,9636.89,9636.89,10781.65,10781.65,6363.11,4418.54,0.0,0.0,0.0,Mar-2019,372.21,Apr-2019,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,33984.0,1.0,5.0,0.0,0.0,97.0,19304.0,72.0,1.0,1.0,9710.0,77.0,17300.0,0.0,0.0,0.0,1.0,3089.0,354.0,96.9,0.0,0.0,144.0,185.0,4.0,4.0,0.0,130.0,,22.0,,0.0,2.0,6.0,2.0,2.0,7.0,6.0,7.0,6.0,11.0,0.0,0.0,0.0,1.0,100.0,100.0,0.0,0.0,44265.0,33984.0,11500.0,26965.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89818677,,24000.0,24000.0,24000.0, 60 months,13.49,552.12,C,C2,Group enviromental Manager,10+ years,MORTGAGE,145000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89818677,,medical,Medical expenses,325xx,FL,25.85,0.0,Apr-1969,720.0,724.0,0.0,30.0,,22.0,0.0,60328.0,59.6,27.0,f,0.0,0.0,24012.2300001044,24012.23,24000.0,12.23,0.0,0.0,0.0,Oct-2016,24030.22,,Sep-2016,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,112899.0,0.0,2.0,0.0,1.0,16.0,45430.0,75.0,0.0,0.0,17366.0,61.0,101300.0,0.0,2.0,0.0,1.0,5132.0,14121.0,63.6,0.0,0.0,141.0,569.0,50.0,16.0,2.0,50.0,31.0,16.0,31.0,0.0,3.0,10.0,9.0,11.0,2.0,19.0,23.0,10.0,22.0,0.0,0.0,0.0,0.0,92.6,22.2,0.0,0.0,303334.0,105758.0,38800.0,129934.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90164560,,12000.0,12000.0,12000.0, 60 months,13.49,276.06,C,C2,Manager,6 years,MORTGAGE,40500.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90164560,,debt_consolidation,Debt consolidation,895xx,NV,23.23,0.0,Sep-1997,675.0,679.0,1.0,,69.0,8.0,1.0,7648.0,37.1,35.0,f,0.0,0.0,13964.2435254506,13964.24,12000.0,1964.24,0.0,0.0,0.0,Jan-2018,10063.66,,Feb-2018,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,14341.0,0.0,0.0,0.0,4.0,17.0,6693.0,67.0,0.0,1.0,7046.0,47.0,20600.0,2.0,0.0,3.0,6.0,2390.0,9573.0,44.0,0.0,0.0,119.0,228.0,21.0,16.0,2.0,33.0,,3.0,,0.0,2.0,3.0,4.0,11.0,19.0,7.0,14.0,3.0,7.0,0.0,0.0,0.0,0.0,100.0,25.0,1.0,0.0,30600.0,14341.0,17100.0,10000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88892395,,18000.0,18000.0,18000.0, 60 months,8.99,373.57,B,B1,Millworker,10+ years,MORTGAGE,110000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88892395,,debt_consolidation,Debt consolidation,117xx,NY,13.96,1.0,Dec-2004,685.0,689.0,0.0,23.0,,10.0,0.0,16105.0,47.8,23.0,f,10299.59,10299.59,10824.54,10824.54,7700.41,3124.13,0.0,0.0,0.0,Mar-2019,373.57,Apr-2019,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,0.0,309980.0,1.0,2.0,0.0,2.0,16.0,24087.0,68.0,2.0,2.0,5606.0,58.0,33700.0,3.0,1.0,1.0,4.0,30998.0,15806.0,48.0,0.0,0.0,133.0,134.0,2.0,2.0,1.0,2.0,,10.0,,0.0,5.0,6.0,5.0,9.0,6.0,7.0,15.0,6.0,10.0,0.0,0.0,0.0,2.0,95.7,60.0,0.0,0.0,397576.0,40192.0,30400.0,35476.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89024077,,25000.0,25000.0,25000.0, 60 months,9.49,524.93,B,B2,Boiler operator,6 years,MORTGAGE,75000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89024077,,debt_consolidation,Debt consolidation,557xx,MN,24.88,0.0,Sep-1989,730.0,734.0,0.0,,93.0,12.0,1.0,100372.0,39.6,27.0,f,0.0,0.0,29473.9864089143,29473.99,25000.0,4473.99,0.0,0.0,0.0,Feb-2019,15314.06,,Feb-2019,804.0,800.0,0.0,,1.0,Individual,,,,0.0,0.0,263301.0,0.0,2.0,0.0,0.0,28.0,11751.0,54.0,0.0,1.0,7477.0,43.0,147500.0,0.0,2.0,0.0,2.0,21942.0,35633.0,35.2,0.0,0.0,136.0,324.0,17.0,7.0,3.0,17.0,,16.0,,0.0,4.0,7.0,5.0,12.0,7.0,8.0,17.0,7.0,12.0,0.0,0.0,0.0,1.0,100.0,20.0,0.0,1.0,333662.0,112123.0,55000.0,21585.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90006838,,5000.0,5000.0,5000.0, 36 months,21.49,189.64,D,D5,Customer Service,2 years,RENT,43000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90006838,,moving,Moving and relocation,112xx,NY,1.4,1.0,May-2008,670.0,674.0,1.0,22.0,,4.0,0.0,913.0,22.8,19.0,f,0.0,0.0,5298.5310199892,5298.53,5000.0,298.53,0.0,0.0,0.0,Feb-2017,2517.2,,Mar-2017,759.0,755.0,0.0,22.0,1.0,Individual,,,,0.0,0.0,60559.0,0.0,1.0,0.0,1.0,21.0,59646.0,,0.0,1.0,782.0,19.0,4000.0,1.0,0.0,1.0,3.0,15140.0,3087.0,22.8,0.0,0.0,100.0,26.0,18.0,13.0,0.0,18.0,,3.0,,1.0,2.0,2.0,2.0,2.0,16.0,2.0,2.0,2.0,4.0,0.0,0.0,1.0,0.0,94.1,0.0,0.0,0.0,64546.0,60559.0,4000.0,59646.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89818207,,16000.0,16000.0,16000.0, 60 months,12.79,362.34,C,C1,,,OWN,105000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89818207,,debt_consolidation,Debt consolidation,064xx,CT,15.41,1.0,May-1977,680.0,684.0,0.0,1.0,,10.0,0.0,11240.0,23.5,37.0,f,9522.16,9522.16,10496.49,10496.49,6477.84,4018.65,0.0,0.0,0.0,Mar-2019,362.34,Apr-2019,Mar-2019,694.0,690.0,0.0,,1.0,Individual,,,,1.0,0.0,21488.0,1.0,2.0,1.0,2.0,12.0,10248.0,49.0,0.0,1.0,4925.0,31.0,47900.0,1.0,0.0,3.0,4.0,2388.0,26065.0,17.0,0.0,0.0,161.0,472.0,17.0,1.0,6.0,17.0,,3.0,,0.0,3.0,5.0,4.0,14.0,8.0,7.0,21.0,5.0,10.0,0.0,1.0,0.0,2.0,97.3,25.0,0.0,0.0,68726.0,21488.0,31400.0,20826.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89838483,,10000.0,10000.0,10000.0, 60 months,15.59,241.01,C,C5,Outside Sales,3 years,RENT,48000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89838483,,credit_card,Credit card refinancing,926xx,CA,29.18,0.0,Mar-2011,665.0,669.0,1.0,,49.0,9.0,3.0,14495.0,65.0,12.0,f,0.0,0.0,12612.3521450355,12612.35,10000.0,2612.35,0.0,0.0,0.0,Sep-2018,7318.79,,Mar-2019,674.0,670.0,0.0,,1.0,Individual,,,,0.0,371.0,32627.0,1.0,1.0,0.0,0.0,37.0,18132.0,,1.0,2.0,5014.0,65.0,22300.0,0.0,0.0,1.0,2.0,3625.0,6505.0,69.0,0.0,0.0,66.0,66.0,5.0,5.0,0.0,5.0,,5.0,,0.0,6.0,6.0,6.0,6.0,3.0,8.0,9.0,6.0,9.0,0.0,0.0,0.0,1.0,100.0,16.7,1.0,2.0,67016.0,32627.0,21000.0,44716.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89078718,,2000.0,2000.0,2000.0, 36 months,8.99,63.6,B,B1,Supervisor ,10+ years,MORTGAGE,75000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89078718,,debt_consolidation,Debt consolidation,328xx,FL,15.01,0.0,Dec-1984,710.0,714.0,1.0,,,12.0,0.0,7330.0,44.7,25.0,f,0.0,0.0,936.89,936.89,703.99,217.9,15.0,0.0,0.0,Apr-2018,142.2,,Mar-2019,554.0,550.0,0.0,,1.0,Individual,,,,0.0,4695.0,112063.0,3.0,2.0,1.0,3.0,2.0,29841.0,87.0,3.0,3.0,3716.0,73.0,16400.0,0.0,1.0,3.0,6.0,9339.0,578.0,91.5,0.0,0.0,151.0,381.0,1.0,1.0,5.0,6.0,,2.0,,1.0,2.0,5.0,2.0,2.0,6.0,9.0,14.0,5.0,12.0,0.0,0.0,0.0,4.0,96.0,100.0,0.0,0.0,163456.0,37171.0,6800.0,34256.0,,,,,,,,,,,,,,N,INTEREST ONLY-3 MONTHS DEFERRAL,NATURAL_DISASTER,COMPLETED,3.0,10.83,Sep-2017,Dec-2017,Oct-2017,3.0,0.0,Current,32.49,1452.66,63.25,Cash,N,,,,,,
+89814150,,20000.0,20000.0,20000.0, 60 months,8.99,415.08,B,B1,Owner,10+ years,MORTGAGE,120000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89814150,,credit_card,Credit card refinancing,398xx,GA,20.68,0.0,Sep-2003,695.0,699.0,0.0,,,10.0,0.0,52934.0,74.6,23.0,f,11443.92,11443.92,12027.33,12027.33,8556.08,3471.25,0.0,0.0,0.0,Mar-2019,415.08,Apr-2019,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,0.0,454040.0,0.0,1.0,0.0,1.0,16.0,18302.0,64.0,0.0,0.0,8903.0,71.0,71000.0,1.0,3.0,0.0,1.0,45404.0,15581.0,66.1,0.0,0.0,134.0,155.0,25.0,16.0,4.0,25.0,,21.0,,0.0,6.0,7.0,6.0,8.0,9.0,7.0,10.0,7.0,10.0,0.0,0.0,0.0,0.0,100.0,66.7,0.0,0.0,557750.0,71236.0,46000.0,28800.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89909390,,26000.0,26000.0,26000.0, 60 months,13.99,604.84,C,C3,Office Coordinator,4 years,MORTGAGE,85000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89909390,,debt_consolidation,Debt consolidation,975xx,OR,15.06,1.0,Oct-1990,675.0,679.0,0.0,12.0,40.0,21.0,1.0,19243.0,34.1,32.0,f,15659.98,15659.98,17489.84,17489.84,10340.02,7149.82,0.0,0.0,0.0,Mar-2019,604.84,Apr-2019,Mar-2019,699.0,695.0,0.0,,1.0,Individual,,,,0.0,3775.0,28124.0,0.0,1.0,0.0,1.0,18.0,8881.0,59.0,0.0,3.0,5371.0,39.0,56400.0,0.0,0.0,0.0,4.0,1406.0,20758.0,42.3,0.0,0.0,18.0,311.0,14.0,14.0,0.0,29.0,12.0,20.0,12.0,0.0,5.0,9.0,9.0,14.0,1.0,20.0,31.0,9.0,21.0,0.0,0.0,0.0,0.0,96.9,11.1,0.0,0.0,71400.0,28124.0,36000.0,15000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89995412,,24000.0,24000.0,24000.0, 60 months,11.49,527.71,B,B5,Project Manager,4 years,MORTGAGE,95000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89995412,,credit_card,Credit card refinancing,226xx,VA,22.01,1.0,Nov-2007,710.0,714.0,1.0,16.0,,15.0,0.0,50439.0,65.0,24.0,f,14096.18,14096.18,15288.27,15288.27,9903.82,5384.45,0.0,0.0,0.0,Mar-2019,527.71,Apr-2019,Mar-2019,649.0,645.0,0.0,,1.0,Individual,,,,0.0,0.0,358054.0,2.0,3.0,2.0,2.0,12.0,114440.0,92.0,3.0,3.0,4786.0,65.0,77200.0,0.0,2.0,3.0,5.0,23870.0,2550.0,57.0,0.0,0.0,106.0,103.0,3.0,3.0,3.0,5.0,16.0,4.0,16.0,0.0,4.0,11.0,3.0,4.0,11.0,11.0,11.0,6.0,15.0,,0.0,0.0,5.0,96.0,25.0,0.0,0.0,407953.0,122497.0,10200.0,124557.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89818294,,21000.0,21000.0,21000.0, 60 months,14.49,493.99,C,C4,Cad drafter,< 1 year,RENT,48000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89818294,,debt_consolidation,Debt consolidation,882xx,NM,27.0,0.0,Apr-2003,670.0,674.0,0.0,,,13.0,0.0,17328.0,63.7,20.0,f,12710.56,12710.56,14410.24,14410.24,8289.44,6120.8,0.0,0.0,0.0,Mar-2019,493.99,Apr-2019,Mar-2019,634.0,630.0,0.0,,1.0,Individual,,,,0.0,0.0,33489.0,0.0,1.0,0.0,0.0,25.0,16161.0,77.0,0.0,2.0,2660.0,70.0,27200.0,1.0,0.0,1.0,2.0,2791.0,5655.0,69.9,0.0,0.0,147.0,161.0,19.0,19.0,0.0,28.0,,7.0,,0.0,8.0,11.0,9.0,11.0,5.0,12.0,15.0,11.0,13.0,0.0,0.0,0.0,0.0,100.0,87.5,0.0,0.0,48217.0,33489.0,18800.0,21017.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89777803,,19200.0,19200.0,19200.0, 60 months,12.79,434.8,C,C1,personal investor,2 years,OWN,131209.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89777803,,debt_consolidation,Debt consolidation,290xx,SC,9.65,0.0,May-2004,675.0,679.0,0.0,62.0,66.0,15.0,2.0,18233.0,50.8,25.0,f,0.0,0.0,7792.29,7792.29,4540.42,3251.87,0.0,0.0,0.0,Apr-2018,434.8,,Dec-2016,669.0,665.0,0.0,62.0,1.0,Individual,,,,0.0,0.0,112459.0,1.0,3.0,0.0,2.0,13.0,94226.0,85.0,1.0,3.0,1386.0,66.0,35900.0,0.0,9.0,1.0,5.0,7497.0,3019.0,41.9,0.0,0.0,148.0,148.0,2.0,2.0,0.0,69.0,62.0,8.0,62.0,1.0,2.0,9.0,3.0,6.0,6.0,12.0,19.0,9.0,15.0,0.0,0.0,0.0,1.0,92.0,0.0,0.0,2.0,112707.0,112459.0,5200.0,76807.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88985606,,24000.0,24000.0,24000.0, 60 months,9.49,503.93,B,B2,Hand Former,10+ years,MORTGAGE,85500.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88985606,,other,Other,760xx,TX,29.96,0.0,May-1990,715.0,719.0,0.0,,,6.0,0.0,882.0,88.2,19.0,f,13806.0,13806.0,14670.91,14670.91,10194.0,4476.91,0.0,0.0,0.0,Mar-2019,503.93,Apr-2019,Mar-2019,734.0,730.0,0.0,,1.0,Individual,,,,0.0,0.0,227704.0,0.0,4.0,1.0,3.0,9.0,93900.0,81.0,0.0,0.0,882.0,82.0,1000.0,1.0,1.0,0.0,3.0,37951.0,118.0,88.2,0.0,0.0,138.0,316.0,91.0,9.0,2.0,99.0,,20.0,,0.0,1.0,1.0,1.0,3.0,10.0,1.0,7.0,1.0,6.0,0.0,0.0,0.0,1.0,94.7,100.0,0.0,0.0,276474.0,94782.0,1000.0,125474.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89867293,,20000.0,20000.0,20000.0, 60 months,13.49,460.1,C,C2,Maintenance Technician,4 years,RENT,55000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89867293,,other,Other,770xx,TX,25.18,0.0,Oct-2006,700.0,704.0,1.0,47.0,,10.0,0.0,4426.0,12.4,29.0,f,11988.22,11988.22,13305.43,13305.43,8011.78,5293.65,0.0,0.0,0.0,Mar-2019,460.1,Apr-2019,Mar-2019,639.0,635.0,0.0,57.0,1.0,Individual,,,,0.0,101.0,51518.0,4.0,2.0,2.0,4.0,1.0,47092.0,67.0,3.0,7.0,2769.0,28.0,35800.0,6.0,4.0,8.0,11.0,5152.0,8993.0,25.7,0.0,0.0,119.0,111.0,2.0,1.0,0.0,3.0,,2.0,47.0,0.0,3.0,6.0,3.0,3.0,17.0,8.0,12.0,6.0,10.0,0.0,0.0,0.0,5.0,86.2,0.0,0.0,0.0,87877.0,51518.0,12100.0,52077.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90039066,,30000.0,30000.0,30000.0, 60 months,14.49,705.7,C,C4,AP Manager,1 year,MORTGAGE,87000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90039066,,debt_consolidation,Debt consolidation,600xx,IL,17.89,5.0,Mar-2004,670.0,674.0,0.0,13.0,,22.0,0.0,32487.0,56.7,36.0,f,18157.95,18157.95,20404.92,20404.92,11842.05,8562.87,0.0,0.0,0.0,Mar-2019,705.7,Apr-2019,Mar-2019,709.0,705.0,0.0,13.0,1.0,Individual,,,,0.0,0.0,285477.0,0.0,9.0,0.0,2.0,20.0,22850.0,66.0,0.0,1.0,4569.0,60.0,57300.0,0.0,4.0,0.0,3.0,12976.0,7457.0,69.9,0.0,0.0,95.0,150.0,21.0,20.0,6.0,47.0,,,,0.0,5.0,8.0,5.0,8.0,13.0,12.0,17.0,8.0,22.0,0.0,0.0,5.0,0.0,100.0,60.0,0.0,0.0,338723.0,55337.0,24800.0,34423.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89846877,,11200.0,11200.0,11200.0, 60 months,13.99,260.55,C,C3,Supervisor ,10+ years,MORTGAGE,46000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89846877,,debt_consolidation,Debt consolidation,400xx,KY,22.62,1.0,Aug-2000,665.0,669.0,0.0,22.0,42.0,16.0,1.0,23226.0,70.4,43.0,f,0.0,0.0,11949.568615971,11949.57,11200.0,749.57,0.0,0.0,0.0,Dec-2017,0.41,,Apr-2018,684.0,680.0,0.0,,1.0,Individual,,,,0.0,118.0,167088.0,1.0,4.0,1.0,2.0,6.0,32565.0,95.0,0.0,4.0,5492.0,83.0,33000.0,0.0,2.0,1.0,6.0,11935.0,6131.0,51.0,0.0,0.0,121.0,193.0,14.0,6.0,3.0,22.0,,6.0,,0.0,3.0,8.0,4.0,11.0,13.0,10.0,26.0,8.0,14.0,0.0,0.0,0.0,1.0,97.4,0.0,1.0,0.0,188425.0,55791.0,12500.0,34425.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89848546,,24000.0,24000.0,24000.0, 60 months,13.99,558.32,C,C3,OR TECH ,9 years,OWN,70000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89848546,,debt_consolidation,Debt consolidation,071xx,NJ,13.94,0.0,Sep-2007,660.0,664.0,1.0,,,20.0,0.0,34824.0,43.3,42.0,f,14327.4,14327.4,16244.65,16244.65,9672.6,6572.05,0.0,0.0,0.0,Mar-2019,558.32,Apr-2019,Mar-2019,694.0,690.0,1.0,,1.0,Individual,,,,0.0,251.0,212878.0,0.0,2.0,0.0,0.0,30.0,3217.0,45.0,0.0,0.0,14712.0,43.0,80400.0,2.0,1.0,3.0,1.0,10644.0,28382.0,51.8,0.0,0.0,103.0,108.0,25.0,10.0,1.0,25.0,,1.0,,0.0,9.0,13.0,9.0,16.0,12.0,17.0,29.0,13.0,20.0,0.0,0.0,0.0,1.0,100.0,22.2,0.0,0.0,267290.0,38041.0,58900.0,7205.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90039262,,30000.0,30000.0,30000.0, 60 months,10.49,644.67,B,B3,Service technician,10+ years,MORTGAGE,65000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90039262,,credit_card,Credit card refinancing,060xx,CT,22.06,1.0,Sep-2001,735.0,739.0,0.0,8.0,,8.0,0.0,9426.0,33.7,21.0,f,0.0,0.0,34126.844830251204,34126.84,30000.0,4126.84,0.0,0.0,0.0,Mar-2018,23742.19,,Mar-2018,719.0,715.0,0.0,,1.0,Joint App,103000.0,19.13,Not Verified,0.0,0.0,252036.0,0.0,2.0,0.0,0.0,42.0,83079.0,17.0,1.0,2.0,8483.0,29.0,28000.0,3.0,0.0,3.0,2.0,31505.0,9269.0,47.9,0.0,0.0,150.0,180.0,11.0,11.0,2.0,11.0,8.0,11.0,8.0,0.0,2.0,3.0,3.0,9.0,6.0,5.0,13.0,3.0,8.0,0.0,0.0,0.0,1.0,95.2,33.3,0.0,0.0,301268.0,92505.0,17800.0,101968.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89937898,,25000.0,25000.0,25000.0, 60 months,8.99,518.84,B,B1,owner,10+ years,MORTGAGE,140000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89937898,,debt_consolidation,Debt consolidation,606xx,IL,12.64,0.0,Mar-1991,735.0,739.0,0.0,,,7.0,0.0,76171.0,86.0,13.0,f,14317.88,14317.88,15059.81,15059.81,10682.12,4351.75,25.94,0.0,0.0,Mar-2019,518.84,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,355986.0,0.0,0.0,0.0,0.0,54.0,0.0,,0.0,0.0,31444.0,86.0,97000.0,1.0,0.0,0.0,0.0,50855.0,20829.0,86.0,0.0,0.0,54.0,306.0,40.0,40.0,3.0,40.0,,20.0,,0.0,5.0,5.0,5.0,6.0,1.0,5.0,8.0,5.0,7.0,0.0,0.0,0.0,0.0,100.0,60.0,0.0,0.0,424485.0,76171.0,97000.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89937139,,40000.0,40000.0,39925.0, 60 months,13.49,920.19,C,C2,Director of Distribution,10+ years,MORTGAGE,200000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89937139,,debt_consolidation,Debt consolidation,270xx,NC,31.22,0.0,Nov-1983,710.0,714.0,0.0,,,17.0,0.0,125186.0,81.1,24.0,f,23973.21,23928.26,26610.57,26560.68,16026.79,10583.78,0.0,0.0,0.0,Mar-2019,920.19,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Individual,,,,0.0,0.0,513402.0,0.0,3.0,1.0,1.0,7.0,26015.0,46.0,1.0,4.0,33587.0,59.0,138400.0,0.0,5.0,1.0,6.0,32088.0,3730.0,63.1,0.0,0.0,104.0,193.0,11.0,7.0,2.0,51.0,,12.0,,0.0,4.0,10.0,5.0,5.0,5.0,11.0,15.0,10.0,17.0,0.0,0.0,0.0,2.0,100.0,50.0,0.0,0.0,595565.0,180207.0,43000.0,56557.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89856493,,22400.0,22400.0,22400.0, 60 months,13.49,515.31,C,C2,driver,10+ years,MORTGAGE,119000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89856493,,credit_card,Credit card refinancing,052xx,VT,23.22,0.0,Feb-1986,680.0,684.0,3.0,,75.0,20.0,1.0,17669.0,51.5,47.0,f,0.0,0.0,5111.13,5111.13,2772.34,2338.79,0.0,0.0,0.0,Aug-2017,515.31,,Feb-2019,604.0,600.0,0.0,,1.0,Individual,,,,0.0,0.0,364920.0,3.0,6.0,1.0,6.0,9.0,70224.0,74.0,3.0,5.0,6627.0,68.0,34300.0,5.0,2.0,4.0,13.0,18246.0,3848.0,70.8,0.0,0.0,66.0,367.0,1.0,1.0,4.0,18.0,,1.0,,0.0,5.0,8.0,6.0,23.0,12.0,12.0,31.0,8.0,20.0,0.0,0.0,0.0,4.0,100.0,50.0,1.0,0.0,428916.0,87893.0,13200.0,94816.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89906080,,19400.0,19400.0,19400.0, 60 months,14.49,456.35,C,C4,Clinical Applications Specialist,< 1 year,RENT,78000.0,Source Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89906080,,debt_consolidation,Debt consolidation,851xx,AZ,13.02,0.0,Apr-1994,665.0,669.0,1.0,90.0,31.0,10.0,6.0,13775.0,63.8,26.0,f,0.0,0.0,24960.4250672159,24960.43,19400.0,5560.43,0.0,0.0,0.0,Feb-2019,12594.45,,Mar-2019,719.0,715.0,0.0,90.0,1.0,Individual,,,,0.0,0.0,33166.0,1.0,1.0,2.0,2.0,3.0,19391.0,92.0,1.0,2.0,3204.0,78.0,21600.0,0.0,1.0,5.0,4.0,3317.0,3970.0,68.7,0.0,0.0,171.0,269.0,10.0,3.0,0.0,28.0,90.0,2.0,90.0,1.0,5.0,9.0,5.0,10.0,9.0,9.0,16.0,9.0,10.0,0.0,0.0,0.0,3.0,95.5,40.0,1.0,5.0,42728.0,33166.0,12700.0,21128.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90052831,,16000.0,16000.0,16000.0, 60 months,13.99,372.21,C,C3,Pilot,3 years,RENT,153000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90052831,,debt_consolidation,Debt consolidation,973xx,OR,15.0,1.0,Apr-2002,675.0,679.0,0.0,11.0,7.0,11.0,1.0,14233.0,56.5,32.0,f,9636.89,9636.89,10781.65,10781.65,6363.11,4418.54,0.0,0.0,0.0,Mar-2019,372.21,Apr-2019,Mar-2019,699.0,695.0,0.0,11.0,1.0,Individual,,,,0.0,0.0,154600.0,1.0,5.0,2.0,4.0,11.0,140367.0,66.0,2.0,3.0,5347.0,62.0,25200.0,5.0,0.0,2.0,7.0,14055.0,10967.0,56.5,0.0,0.0,158.0,173.0,5.0,5.0,2.0,5.0,37.0,2.0,37.0,6.0,6.0,6.0,6.0,7.0,23.0,6.0,7.0,6.0,11.0,0.0,0.0,1.0,4.0,77.4,16.7,0.0,1.0,177419.0,154600.0,25200.0,152219.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89775484,,24750.0,24750.0,24750.0, 60 months,10.49,531.86,B,B3,Supervisor,10+ years,MORTGAGE,55000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89775484,,debt_consolidation,Debt consolidation,328xx,FL,26.71,1.0,May-1991,685.0,689.0,0.0,7.0,,6.0,0.0,25967.0,64.0,11.0,f,14387.3,14387.3,15409.52,15409.52,10362.7,5046.82,0.0,0.0,0.0,Mar-2019,531.86,Apr-2019,Mar-2019,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,184463.0,0.0,1.0,1.0,1.0,8.0,27639.0,90.0,0.0,0.0,14119.0,64.0,40580.0,0.0,0.0,0.0,1.0,30743.0,18900.0,68.0,0.0,0.0,112.0,235.0,102.0,8.0,2.0,102.0,,,7.0,0.0,2.0,4.0,3.0,3.0,2.0,4.0,7.0,4.0,6.0,,0.0,0.0,1.0,91.0,50.0,0.0,0.0,207020.0,53606.0,37800.0,30665.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89068414,,20000.0,20000.0,20000.0, 60 months,15.59,482.02,C,C5,Technical Resource Manager,7 years,MORTGAGE,91000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89068414,,medical,Medical expenses,800xx,CO,23.24,2.0,May-1997,665.0,669.0,1.0,6.0,103.0,13.0,1.0,7674.0,54.4,32.0,f,12235.24,12235.24,13935.27,13935.27,7764.76,6170.51,0.0,0.0,0.0,Mar-2019,482.02,Apr-2019,Mar-2019,644.0,640.0,0.0,,1.0,Individual,,,,0.0,0.0,145097.0,1.0,7.0,2.0,5.0,1.0,137423.0,96.0,0.0,3.0,4572.0,83.0,14100.0,5.0,9.0,11.0,9.0,11161.0,2638.0,69.3,0.0,0.0,232.0,100.0,14.0,1.0,2.0,15.0,,1.0,6.0,1.0,2.0,5.0,3.0,4.0,20.0,6.0,10.0,5.0,13.0,0.0,0.0,0.0,2.0,96.7,33.3,1.0,0.0,143487.0,145097.0,8600.0,129387.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89907070,,24000.0,24000.0,24000.0, 60 months,11.49,527.71,B,B5,System Analyst,2 years,MORTGAGE,101000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89907070,,credit_card,Credit card refinancing,461xx,IN,17.99,0.0,Oct-2003,725.0,729.0,1.0,,,21.0,0.0,31294.0,37.5,53.0,f,14096.18,14096.18,15288.27,15288.27,9903.82,5384.45,0.0,0.0,0.0,Mar-2019,527.71,Apr-2019,Mar-2019,729.0,725.0,0.0,,1.0,Individual,,,,0.0,0.0,599733.0,0.0,1.0,0.0,1.0,19.0,33264.0,,0.0,1.0,5258.0,38.0,83400.0,5.0,11.0,4.0,6.0,29987.0,27892.0,33.1,0.0,0.0,155.0,137.0,13.0,13.0,9.0,13.0,,1.0,,0.0,7.0,12.0,9.0,20.0,12.0,17.0,32.0,12.0,21.0,0.0,0.0,0.0,0.0,100.0,11.1,0.0,0.0,676531.0,64558.0,41700.0,43631.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89876723,,38000.0,38000.0,38000.0, 60 months,13.49,874.18,C,C2,Area Director,10+ years,MORTGAGE,120000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89876723,,home_improvement,Home improvement,101xx,NY,14.44,0.0,May-2005,715.0,719.0,0.0,55.0,,14.0,0.0,33171.0,37.8,27.0,f,0.0,0.0,21191.57,21191.57,12914.79,8276.78,0.0,0.0,0.0,Sep-2018,874.18,,Mar-2019,609.0,605.0,0.0,55.0,1.0,Individual,,,,0.0,0.0,259919.0,1.0,1.0,0.0,1.0,16.0,1849.0,13.0,1.0,3.0,13424.0,34.0,83400.0,0.0,0.0,0.0,4.0,18566.0,42250.0,39.2,0.0,0.0,16.0,136.0,0.0,0.0,3.0,0.0,55.0,,55.0,2.0,4.0,7.0,6.0,10.0,1.0,12.0,23.0,7.0,14.0,0.0,0.0,0.0,1.0,78.3,33.3,0.0,0.0,332200.0,35020.0,72000.0,14400.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88959570,,32000.0,32000.0,32000.0, 60 months,13.99,744.42,C,C3,Assistant Director,10+ years,MORTGAGE,125000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88959570,,debt_consolidation,Debt consolidation,799xx,TX,29.89,1.0,Oct-1995,670.0,674.0,2.0,2.0,,15.0,0.0,44852.0,41.6,38.0,f,0.0,0.0,8403.35,8403.35,747.04,679.62,0.0,6976.69,1255.804199969,Dec-2016,744.42,,Jun-2017,539.0,535.0,0.0,,1.0,Individual,,,,1.0,0.0,436060.0,2.0,4.0,0.0,3.0,15.0,93273.0,56.0,2.0,3.0,22031.0,44.0,107800.0,0.0,4.0,2.0,6.0,29071.0,53336.0,43.6,0.0,2141.0,124.0,251.0,3.0,3.0,7.0,3.0,,3.0,,0.0,6.0,7.0,8.0,14.0,14.0,10.0,17.0,7.0,14.0,0.0,1.0,0.0,2.0,97.3,25.0,0.0,0.0,557391.0,138125.0,94600.0,124725.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88930300,,20000.0,20000.0,20000.0, 60 months,15.59,482.02,C,C5,Registered Nurse,9 years,MORTGAGE,177000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88930300,,renewable_energy,Green loan,950xx,CA,12.36,0.0,May-2001,665.0,669.0,0.0,62.0,29.0,11.0,5.0,12949.0,60.8,20.0,f,0.0,0.0,23465.19563442,23465.2,20000.0,3465.2,0.0,0.0,0.0,Jan-2018,15305.24,,Mar-2019,704.0,700.0,0.0,62.0,1.0,Individual,,,,0.0,0.0,912181.0,1.0,3.0,0.0,2.0,13.0,58398.0,40.0,0.0,3.0,4438.0,48.0,21300.0,5.0,2.0,1.0,7.0,82926.0,2454.0,79.7,0.0,0.0,137.0,184.0,15.0,2.0,2.0,18.0,,5.0,,1.0,5.0,6.0,5.0,6.0,7.0,7.0,8.0,6.0,11.0,0.0,0.0,0.0,2.0,89.5,80.0,0.0,5.0,949561.0,71347.0,12100.0,87427.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90014198,,16000.0,16000.0,16000.0, 60 months,10.99,347.8,B,B4,sanitation worker,10+ years,MORTGAGE,120000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90014198,,debt_consolidation,Debt consolidation,112xx,NY,12.4,1.0,Apr-2004,745.0,749.0,2.0,10.0,82.0,21.0,1.0,5995.0,7.6,34.0,f,0.0,0.0,18183.1476432249,18183.15,16000.0,2183.15,0.0,0.0,0.0,Jun-2018,5236.72,,Nov-2018,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,416784.0,2.0,2.0,0.0,1.0,13.0,44474.0,76.0,2.0,5.0,1390.0,38.0,73500.0,3.0,3.0,3.0,6.0,20839.0,57667.0,6.7,0.0,0.0,149.0,110.0,4.0,4.0,1.0,4.0,,4.0,10.0,0.0,10.0,13.0,12.0,19.0,6.0,18.0,26.0,13.0,21.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,534255.0,50469.0,61800.0,58182.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90041095,,32000.0,32000.0,31950.0, 60 months,14.49,752.74,C,C4,Manager,10+ years,MORTGAGE,98000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90041095,,debt_consolidation,Debt consolidation,956xx,CA,3.43,0.0,Mar-2003,665.0,669.0,0.0,,72.0,6.0,1.0,8094.0,74.9,25.0,f,19368.71,19338.45,21765.06,21731.05,12631.29,9133.77,0.0,0.0,0.0,Mar-2019,752.74,Apr-2019,Mar-2019,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,239243.0,1.0,0.0,1.0,2.0,12.0,0.0,,2.0,2.0,5334.0,75.0,10800.0,0.0,1.0,0.0,4.0,39874.0,429.0,94.8,0.0,0.0,99.0,156.0,3.0,3.0,3.0,34.0,,,,0.0,3.0,4.0,3.0,9.0,5.0,5.0,16.0,4.0,6.0,0.0,0.0,0.0,3.0,100.0,100.0,1.0,0.0,312351.0,8094.0,8300.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89968033,,11200.0,11200.0,11200.0, 60 months,13.49,257.66,C,C2,Sr. Photo Producer,5 years,RENT,86000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89968033,,debt_consolidation,Debt consolidation,981xx,WA,4.8,0.0,Apr-1994,665.0,669.0,0.0,75.0,21.0,7.0,2.0,12581.0,54.7,14.0,f,0.0,0.0,6182.92,6182.92,3606.66,2576.26,0.0,0.0,0.0,Oct-2018,257.66,,Mar-2019,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,12581.0,2.0,0.0,1.0,1.0,11.0,0.0,,2.0,3.0,4538.0,55.0,23000.0,0.0,2.0,1.0,4.0,1797.0,6720.0,57.7,0.0,0.0,269.0,70.0,1.0,1.0,0.0,3.0,,10.0,,0.0,3.0,6.0,3.0,3.0,5.0,7.0,7.0,6.0,7.0,0.0,0.0,0.0,3.0,92.9,33.3,0.0,2.0,23000.0,12581.0,15900.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89997513,,36000.0,36000.0,36000.0, 60 months,10.99,782.55,B,B4,Group Operations Manager,10+ years,OWN,101000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89997513,,credit_card,Credit card refinancing,241xx,VA,11.55,0.0,Sep-2002,690.0,694.0,0.0,,,8.0,0.0,24483.0,73.3,19.0,f,21036.08,21036.08,22759.89,22759.89,14963.92,7795.97,0.0,0.0,0.0,Mar-2019,782.55,Apr-2019,Mar-2019,714.0,710.0,0.0,,1.0,Individual,,,,0.0,0.0,311710.0,0.0,2.0,0.0,1.0,24.0,25076.0,93.0,0.0,0.0,8856.0,82.0,33400.0,3.0,1.0,1.0,2.0,38964.0,3157.0,84.1,0.0,0.0,168.0,121.0,61.0,13.0,4.0,61.0,,1.0,,0.0,3.0,5.0,3.0,4.0,8.0,5.0,7.0,5.0,8.0,0.0,0.0,0.0,0.0,100.0,66.7,0.0,0.0,326250.0,49559.0,19900.0,26850.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89976312,,22000.0,22000.0,22000.0, 60 months,13.99,511.79,C,C3,,,RENT,93600.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89976312,,debt_consolidation,Debt consolidation,231xx,VA,11.42,0.0,Jan-1985,720.0,724.0,0.0,,,8.0,0.0,12269.0,63.6,14.0,f,13250.68,13250.68,14824.81,14824.81,8749.32,6075.49,0.0,0.0,0.0,Mar-2019,511.79,Apr-2019,Mar-2019,704.0,700.0,0.0,,1.0,Joint App,106776.0,11.09,Not Verified,0.0,0.0,37326.0,0.0,1.0,0.0,1.0,14.0,25057.0,86.0,0.0,4.0,3916.0,77.0,19300.0,1.0,0.0,0.0,5.0,4666.0,5756.0,67.3,0.0,0.0,128.0,380.0,15.0,14.0,0.0,21.0,,14.0,,0.0,6.0,7.0,6.0,7.0,3.0,7.0,11.0,7.0,8.0,0.0,0.0,0.0,0.0,100.0,66.7,0.0,0.0,48608.0,37326.0,17600.0,29308.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89024450,,40000.0,40000.0,39975.0, 60 months,15.59,964.03,C,C5,Sr. Project Manager,< 1 year,MORTGAGE,220000.0,Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89024450,,debt_consolidation,Debt consolidation,114xx,NY,10.88,0.0,Feb-2004,715.0,719.0,2.0,,,19.0,0.0,43437.0,13.3,45.0,f,0.0,0.0,42089.4164107701,42063.11,40000.0,2089.42,0.0,0.0,0.0,Feb-2017,39283.94,,Mar-2019,779.0,775.0,0.0,,1.0,Individual,,,,0.0,0.0,394526.0,2.0,3.0,1.0,3.0,9.0,29395.0,83.0,1.0,3.0,24661.0,27.0,185700.0,1.0,5.0,3.0,7.0,20765.0,107774.0,8.9,0.0,0.0,104.0,151.0,2.0,2.0,4.0,16.0,,2.0,,0.0,5.0,8.0,9.0,13.0,12.0,14.0,28.0,8.0,19.0,0.0,0.0,0.0,3.0,100.0,0.0,0.0,0.0,558214.0,73480.0,141000.0,35551.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88423119,,24000.0,24000.0,24000.0, 60 months,12.79,543.5,C,C1,TMSG,10+ years,RENT,63000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88423119,,debt_consolidation,Debt consolidation,334xx,FL,19.73,1.0,Oct-2005,670.0,674.0,0.0,,,10.0,0.0,19845.0,47.0,23.0,f,14283.58,14283.58,15718.87,15718.87,9716.42,6002.45,0.0,0.0,0.0,Mar-2019,543.5,Apr-2019,Mar-2019,704.0,700.0,1.0,11.0,1.0,Individual,,,,0.0,159.0,35214.0,0.0,1.0,0.0,1.0,19.0,15369.0,65.0,1.0,2.0,7514.0,47.0,41850.0,0.0,0.0,0.0,3.0,3521.0,5800.0,57.0,0.0,0.0,131.0,125.0,7.0,7.0,2.0,17.0,,17.0,,0.0,4.0,9.0,5.0,5.0,6.0,9.0,15.0,7.0,10.0,,0.0,1.0,1.0,100.0,0.0,0.0,0.0,65648.0,35214.0,23200.0,23798.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89077638,,30000.0,30000.0,30000.0, 60 months,13.99,697.9,C,C3,Fire Lieutenant ,10+ years,RENT,107000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89077638,,debt_consolidation,Debt consolidation,060xx,CT,28.38,2.0,Jun-1993,690.0,694.0,1.0,15.0,,14.0,0.0,25120.0,51.3,35.0,f,17929.86,17929.86,20315.78,20315.78,12070.14,8245.64,0.0,0.0,0.0,Mar-2019,697.9,Apr-2019,Mar-2019,719.0,715.0,0.0,15.0,1.0,Individual,,,,0.0,0.0,69005.0,2.0,1.0,2.0,3.0,3.0,43885.0,75.0,0.0,0.0,8653.0,64.0,49000.0,2.0,2.0,2.0,3.0,5308.0,5776.0,80.4,0.0,0.0,119.0,279.0,82.0,3.0,4.0,82.0,,2.0,,3.0,9.0,10.0,9.0,18.0,8.0,11.0,22.0,10.0,14.0,0.0,0.0,2.0,2.0,91.4,66.7,0.0,0.0,107418.0,69005.0,29400.0,58418.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88878506,,30000.0,30000.0,30000.0, 60 months,9.49,629.91,B,B2,,,MORTGAGE,110000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88878506,,medical,Medical expenses,330xx,FL,10.2,1.0,May-1993,745.0,749.0,0.0,7.0,,10.0,0.0,25899.0,33.8,22.0,f,17268.58,17268.58,18314.57,18314.57,12731.42,5520.15,63.0,0.0,0.0,Mar-2019,629.91,Apr-2019,Mar-2019,664.0,660.0,0.0,,1.0,Individual,,,,0.0,0.0,159038.0,0.0,1.0,0.0,0.0,30.0,6490.0,65.0,1.0,3.0,20157.0,38.0,80400.0,0.0,2.0,0.0,3.0,15904.0,42192.0,36.1,0.0,0.0,118.0,239.0,12.0,12.0,4.0,12.0,,,7.0,0.0,4.0,5.0,5.0,9.0,4.0,8.0,14.0,5.0,10.0,0.0,0.0,0.0,1.0,95.2,20.0,0.0,0.0,334100.0,32389.0,66000.0,10000.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89846605,,15000.0,15000.0,15000.0, 36 months,10.49,487.47,B,B3,Billing clerk,8 years,MORTGAGE,60000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89846605,,debt_consolidation,Debt consolidation,802xx,CO,26.4,0.0,Oct-1980,680.0,684.0,0.0,,,24.0,0.0,48654.0,36.1,42.0,f,0.0,0.0,15908.001163397099,15908.0,15000.0,908.0,0.0,0.0,0.0,May-2017,12991.92,,Jun-2018,724.0,720.0,0.0,,1.0,Individual,,,,0.0,0.0,209074.0,1.0,0.0,0.0,0.0,92.0,0.0,,1.0,1.0,5544.0,36.0,134800.0,1.0,5.0,4.0,2.0,9090.0,57649.0,26.7,0.0,0.0,151.0,431.0,10.0,5.0,2.0,10.0,,7.0,,0.0,11.0,20.0,12.0,21.0,3.0,23.0,37.0,20.0,24.0,0.0,0.0,0.0,2.0,100.0,50.0,0.0,0.0,297396.0,48654.0,78700.0,0.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89007204,,36400.0,36400.0,36400.0, 60 months,14.49,856.24,C,C4,,5 years,RENT,95000.0,Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89007204,,credit_card,Credit card refinancing,906xx,CA,21.5,0.0,Feb-1987,720.0,724.0,0.0,,,11.0,0.0,55723.0,79.8,24.0,f,0.0,0.0,2539.42,2539.42,1265.29,1274.13,0.0,0.0,0.0,Jan-2017,856.24,,May-2017,554.0,550.0,0.0,,1.0,Individual,,,,0.0,0.0,481490.0,2.0,2.0,1.0,2.0,6.0,81554.0,75.0,1.0,1.0,16390.0,78.0,69800.0,1.0,4.0,1.0,3.0,43772.0,3676.0,91.5,0.0,0.0,82.0,355.0,5.0,5.0,6.0,38.0,,6.0,,0.0,3.0,5.0,4.0,6.0,5.0,7.0,13.0,5.0,11.0,0.0,0.0,0.0,2.0,100.0,75.0,0.0,0.0,529965.0,137277.0,43500.0,90665.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89867167,,23800.0,23800.0,23800.0, 60 months,14.49,559.85,C,C4,Exec Dir Internal Audit,10+ years,MORTGAGE,119000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89867167,,debt_consolidation,Debt consolidation,441xx,OH,32.73,0.0,Aug-1992,685.0,689.0,1.0,,,13.0,0.0,107747.0,89.5,29.0,f,0.0,0.0,29818.8711947384,29818.87,23800.0,6018.87,0.0,0.0,0.0,Oct-2018,16846.53,,Nov-2018,679.0,675.0,0.0,,1.0,Individual,,,,0.0,0.0,372285.0,1.0,4.0,3.0,4.0,4.0,84824.0,84.0,0.0,0.0,16150.0,87.0,117000.0,4.0,1.0,10.0,4.0,31024.0,6097.0,90.1,0.0,0.0,139.0,289.0,49.0,4.0,5.0,49.0,,0.0,,0.0,5.0,6.0,5.0,10.0,10.0,8.0,14.0,6.0,13.0,0.0,0.0,0.0,3.0,100.0,100.0,0.0,0.0,406737.0,192571.0,61600.0,95737.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89794723,,28000.0,28000.0,28000.0, 60 months,8.99,581.1,B,B1,Purchasing Manager,2 years,MORTGAGE,97000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89794723,,debt_consolidation,Debt consolidation,857xx,AZ,22.23,0.0,Aug-2000,745.0,749.0,0.0,,,22.0,0.0,16219.0,19.7,47.0,f,16021.88,16021.88,16914.83,16914.83,11978.12,4936.71,0.0,0.0,0.0,Mar-2019,581.1,Apr-2019,Mar-2019,684.0,680.0,0.0,,1.0,Individual,,,,0.0,0.0,302271.0,0.0,12.0,0.0,1.0,17.0,138211.0,84.0,1.0,1.0,6375.0,63.0,82500.0,0.0,5.0,1.0,2.0,13740.0,15281.0,51.5,0.0,0.0,193.0,192.0,7.0,7.0,1.0,30.0,,5.0,,0.0,3.0,3.0,7.0,10.0,32.0,9.0,14.0,3.0,22.0,0.0,0.0,0.0,1.0,100.0,42.9,0.0,0.0,411101.0,154430.0,31500.0,164626.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89905081,,18000.0,18000.0,18000.0, 60 months,9.49,377.95,B,B2,,5 years,OWN,130000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89905081,,home_improvement,Home improvement,775xx,TX,20.59,0.0,Jul-2004,735.0,739.0,1.0,,,17.0,0.0,23833.0,34.0,39.0,f,0.0,0.0,20756.2336319436,20756.23,18000.0,2756.23,0.0,0.0,0.0,Aug-2018,12828.77,,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,168758.0,0.0,6.0,0.0,3.0,15.0,30516.0,52.0,0.0,3.0,7061.0,41.0,70100.0,1.0,2.0,1.0,6.0,9927.0,4161.0,68.2,0.0,0.0,113.0,146.0,17.0,15.0,3.0,17.0,,2.0,,0.0,3.0,9.0,3.0,5.0,21.0,10.0,15.0,9.0,17.0,0.0,0.0,0.0,0.0,100.0,33.3,0.0,0.0,275356.0,54349.0,13100.0,77756.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88979824,,40000.0,40000.0,40000.0, 60 months,10.49,859.56,B,B3,Financial Advisor,5 years,MORTGAGE,150000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88979824,,debt_consolidation,Debt consolidation,325xx,FL,15.47,0.0,May-1998,725.0,729.0,0.0,,,7.0,0.0,51827.0,63.8,15.0,f,23252.59,23252.59,24903.93,24903.93,16747.41,8156.52,0.0,0.0,0.0,Mar-2019,859.56,Apr-2019,Mar-2019,839.0,835.0,0.0,,1.0,Individual,,,,0.0,0.0,273704.0,0.0,1.0,0.0,1.0,14.0,48721.0,,0.0,0.0,15471.0,64.0,81200.0,1.0,4.0,0.0,1.0,39101.0,29373.0,63.8,0.0,0.0,124.0,220.0,101.0,14.0,2.0,124.0,,20.0,,0.0,4.0,4.0,5.0,7.0,6.0,5.0,7.0,4.0,7.0,0.0,0.0,0.0,0.0,100.0,60.0,0.0,0.0,324428.0,100548.0,81200.0,55935.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88948836,,29400.0,29400.0,29400.0, 60 months,13.99,683.94,C,C3,Chief Operating Officer,9 years,MORTGAGE,180792.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88948836,,debt_consolidation,Debt consolidation,900xx,CA,22.03,0.0,Mar-2002,705.0,709.0,1.0,,,16.0,0.0,77480.0,85.2,32.0,f,0.0,0.0,35848.7645317365,35848.76,29400.0,6448.76,0.0,0.0,0.0,Jul-2018,22192.81,,Jul-2018,719.0,715.0,0.0,,1.0,Individual,,,,0.0,0.0,663465.0,0.0,4.0,2.0,4.0,8.0,70652.0,50.0,0.0,0.0,31069.0,68.0,86500.0,3.0,0.0,2.0,4.0,44231.0,8427.0,69.4,0.0,0.0,145.0,174.0,31.0,8.0,3.0,70.0,,3.0,,0.0,4.0,5.0,7.0,9.0,17.0,8.0,10.0,5.0,16.0,0.0,0.0,0.0,2.0,100.0,42.9,0.0,0.0,719056.0,148305.0,56500.0,95702.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89996426,,32000.0,32000.0,32000.0, 60 months,14.49,752.74,C,C4,Sales Manager,3 years,MORTGAGE,157000.0,Source Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89996426,,home_improvement,Home improvement,863xx,AZ,10.34,0.0,Jun-2011,735.0,739.0,0.0,,,14.0,0.0,111598.0,27.4,18.0,f,0.0,0.0,3737.94,3737.94,1876.47,1861.47,0.0,0.0,0.0,Mar-2017,752.74,,Dec-2018,499.0,0.0,0.0,,1.0,Individual,,,,0.0,0.0,408701.0,2.0,2.0,0.0,2.0,16.0,11274.0,47.0,2.0,7.0,736.0,36.0,207500.0,2.0,2.0,0.0,10.0,29193.0,14118.0,10.6,0.0,0.0,53.0,63.0,4.0,4.0,3.0,4.0,,15.0,,0.0,5.0,8.0,7.0,7.0,4.0,11.0,11.0,8.0,14.0,0.0,0.0,0.0,2.0,100.0,0.0,0.0,0.0,524379.0,122872.0,15800.0,23879.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+90006534,,16000.0,16000.0,16000.0, 60 months,12.79,362.34,C,C1,Manager,10+ years,RENT,150000.0,Not Verified,Oct-2016,Fully Paid,n,https://lendingclub.com/browse/loanDetail.action?loan_id=90006534,,medical,Medical expenses,284xx,NC,12.25,0.0,Aug-1997,665.0,669.0,0.0,68.0,26.0,12.0,4.0,7700.0,55.0,28.0,f,0.0,0.0,18660.6075694149,18660.61,16000.0,2660.61,0.0,0.0,0.0,Mar-2018,12874.54,,Mar-2019,684.0,680.0,0.0,68.0,1.0,Individual,,,,0.0,0.0,65797.0,1.0,5.0,2.0,6.0,4.0,58097.0,79.0,0.0,3.0,4516.0,75.0,14000.0,1.0,1.0,1.0,9.0,5982.0,2720.0,73.1,0.0,0.0,147.0,229.0,17.0,4.0,0.0,17.0,,12.0,,1.0,3.0,4.0,4.0,5.0,15.0,6.0,11.0,4.0,12.0,0.0,0.0,0.0,2.0,92.0,50.0,3.0,0.0,87473.0,65797.0,10100.0,73473.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89955820,,24000.0,24000.0,24000.0, 60 months,10.49,515.74,B,B3,Current Operations Officer,4 years,OWN,125000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89955820,,credit_card,Credit card refinancing,967xx,HI,10.98,0.0,Feb-2001,725.0,729.0,0.0,,42.0,15.0,2.0,22448.0,22.4,22.0,f,13951.43,13951.43,14977.43,14977.43,10048.57,4928.86,0.0,0.0,0.0,Mar-2019,515.74,Apr-2019,Mar-2019,739.0,735.0,0.0,,1.0,Individual,,,,0.0,0.0,31320.0,5.0,1.0,0.0,0.0,44.0,8872.0,31.0,5.0,10.0,6460.0,24.0,100300.0,0.0,0.0,0.0,10.0,2088.0,73489.0,21.6,0.0,0.0,44.0,187.0,0.0,0.0,0.0,0.0,,13.0,,0.0,6.0,8.0,11.0,14.0,1.0,14.0,21.0,8.0,15.0,0.0,0.0,0.0,5.0,100.0,0.0,0.0,2.0,128902.0,31320.0,93700.0,28602.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+89885898,,24000.0,24000.0,24000.0, 60 months,12.79,543.5,C,C1,Unit Operator,7 years,MORTGAGE,95000.0,Source Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=89885898,,home_improvement,Home improvement,356xx,AL,19.61,0.0,Dec-1999,665.0,669.0,0.0,,,5.0,0.0,49431.0,84.4,54.0,f,14287.39,14287.39,15760.5,15760.5,9712.61,6047.89,0.0,0.0,0.0,Mar-2019,543.5,Apr-2019,Mar-2019,709.0,705.0,0.0,,1.0,Individual,,,,0.0,0.0,104422.0,2.0,2.0,1.0,3.0,3.0,54991.0,106.0,2.0,2.0,0.0,103.0,50500.0,1.0,19.0,1.0,5.0,26106.0,,,0.0,0.0,201.0,88.0,3.0,3.0,0.0,,,4.0,,0.0,0.0,2.0,0.0,3.0,43.0,3.0,11.0,2.0,5.0,0.0,0.0,0.0,3.0,100.0,,0.0,0.0,102517.0,104422.0,0.0,52017.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88977788,,24000.0,24000.0,24000.0, 60 months,10.49,515.74,B,B3,Database Administrator,10+ years,MORTGAGE,108000.0,Not Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88977788,,debt_consolidation,Debt consolidation,840xx,UT,34.94,0.0,Feb-1991,695.0,699.0,1.0,60.0,69.0,24.0,1.0,21665.0,39.0,58.0,f,13951.42,13951.42,15008.53,15008.53,10048.58,4959.95,0.0,0.0,0.0,Mar-2019,515.74,Apr-2019,Mar-2019,734.0,730.0,0.0,60.0,1.0,Individual,,,,0.0,0.0,140118.0,0.0,4.0,0.0,5.0,16.0,118453.0,77.0,0.0,2.0,4090.0,59.0,55600.0,1.0,12.0,4.0,7.0,6369.0,15307.0,45.1,0.0,0.0,166.0,307.0,15.0,15.0,4.0,15.0,60.0,4.0,60.0,12.0,5.0,12.0,7.0,18.0,17.0,19.0,37.0,12.0,24.0,0.0,0.0,0.0,0.0,75.9,42.9,0.0,1.0,227883.0,140118.0,27900.0,172283.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88985880,,40000.0,40000.0,40000.0, 60 months,10.49,859.56,B,B3,Vice President ,9 years,MORTGAGE,227000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88985880,,debt_consolidation,,907xx,CA,12.75,7.0,Feb-1995,705.0,709.0,1.0,9.0,,5.0,0.0,8633.0,64.9,37.0,f,23252.59,23252.59,24903.93,24903.93,16747.41,8156.52,0.0,0.0,0.0,Mar-2019,859.56,Apr-2019,Mar-2019,724.0,720.0,0.0,10.0,1.0,Individual,,,,0.0,0.0,28398.0,0.0,2.0,0.0,1.0,15.0,19765.0,46.0,0.0,0.0,5141.0,51.0,13300.0,3.0,0.0,2.0,2.0,5680.0,4070.0,66.9,0.0,0.0,154.0,258.0,33.0,15.0,3.0,41.0,9.0,1.0,9.0,6.0,2.0,3.0,2.0,15.0,9.0,3.0,23.0,3.0,5.0,0.0,0.0,7.0,0.0,75.7,50.0,0.0,0.0,55970.0,28398.0,12300.0,42670.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+88224441,,24000.0,24000.0,24000.0, 60 months,14.49,564.56,C,C4,Program Manager,6 years,RENT,110000.0,Not Verified,Oct-2016,Charged Off,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88224441,,debt_consolidation,Debt consolidation,334xx,FL,18.3,0.0,Jul-1999,660.0,664.0,0.0,67.0,72.0,10.0,1.0,17641.0,68.1,31.0,f,0.0,0.0,6755.4,6755.4,3521.91,3233.49,0.0,0.0,0.0,Oct-2017,564.56,,Mar-2019,594.0,590.0,0.0,67.0,1.0,Individual,,,,0.0,0.0,62426.0,0.0,2.0,0.0,2.0,20.0,44785.0,78.0,1.0,5.0,6172.0,73.0,25900.0,0.0,0.0,1.0,7.0,6243.0,4660.0,77.5,0.0,0.0,132.0,206.0,9.0,9.0,2.0,9.0,,9.0,,1.0,5.0,7.0,5.0,15.0,4.0,8.0,24.0,7.0,10.0,0.0,0.0,0.0,1.0,96.2,40.0,1.0,0.0,84664.0,62426.0,20700.0,58764.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,Y,Mar-2019,ACTIVE,Mar-2019,10000.0,44.82,1.0
+88215728,,14000.0,14000.0,14000.0, 60 months,14.49,329.33,C,C4,Customer Service Technician,10+ years,MORTGAGE,95000.0,Verified,Oct-2016,Current,n,https://lendingclub.com/browse/loanDetail.action?loan_id=88215728,,debt_consolidation,,770xx,TX,23.36,0.0,Jun-1996,660.0,664.0,1.0,37.0,,8.0,0.0,7662.0,54.0,22.0,w,8456.12,8456.12,9621.25,9621.25,5543.88,4027.96,49.41,0.0,0.0,Mar-2019,329.33,Apr-2019,Mar-2019,669.0,665.0,0.0,37.0,1.0,Individual,,,,0.0,0.0,143066.0,0.0,1.0,1.0,2.0,7.0,32071.0,94.0,0.0,1.0,4093.0,84.0,14200.0,3.0,1.0,2.0,3.0,17883.0,1838.0,80.7,0.0,0.0,149.0,243.0,22.0,7.0,1.0,75.0,39.0,6.0,37.0,4.0,3.0,3.0,4.0,12.0,3.0,5.0,17.0,3.0,8.0,0.0,0.0,0.0,1.0,81.8,50.0,0.0,0.0,163804.0,44215.0,9500.0,34169.0,,,,,,,,,,,,,,N,,,,,,,,,,,,,,,Cash,N,,,,,,
+Total amount funded in policy code 1: 1465324575,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Total amount funded in policy code 2: 521953170,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
diff --git a/examples/notebooks/logging_example.ipynb b/examples/notebooks/logging_example.ipynb
new file mode 100644
index 0000000000..d5a35c0d7b
--- /dev/null
+++ b/examples/notebooks/logging_example.ipynb
@@ -0,0 +1,240 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Just a simple convenience function to send the internal python\n",
+    "# logs to stdout.  Definitely not required\n",
+    "from whylabs.logs import display_logging\n",
+    "display_logging('debug')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load some data\n",
+    "df = pd.read_csv('lending_club_1000.csv')\n",
+    "# Split into a test & training set\n",
+    "df_training = df.sample(int(len(df) * 0.8), replace=False, random_state=123)\n",
+    "df_test = df.drop(df_training.index)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Log dataset sketches"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from whylabs.logs import get_or_create_session, get_logger\n",
+    "\n",
+    "s = get_or_create_session(\n",
+    "    output_to_disk=True,\n",
+    "    output_flat_summary=True,\n",
+    "    output_to_cloud=False, # For now, we won't output to the cloud\n",
+    "    bucket='whylabs-isaac', # although we can still configure cloud output\n",
+    "    cloud_output_folder='test/logging',\n",
+    ")\n",
+    "logger = get_logger()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Available config options\n",
+    "s.config"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Log dataframe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "logger.log_dataframe(df_training, 'training.data')\n",
+    "# Then you could do whatever training or calculations you'd like"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Inspect profiles/statistics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# You can also capture the logger response and interact with the generated\n",
+    "# profiles\n",
+    "\n",
+    "# Log the test data\n",
+    "response = logger.log_dataframe(df_test, 'test.data')\n",
+    "# Inspect the dataset profile sketch\n",
+    "prof = response['profile']\n",
+    "summary = prof.flat_summary()\n",
+    "stats_df = summary['summary']\n",
+    "stats_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# See one of the inspected histograms\n",
+    "hist_data = summary['hist']['fico_range_high']\n",
+    "bins = hist_data['bin_edges']\n",
+    "n = hist_data['counts']\n",
+    "bin_width = np.diff(bins)\n",
+    "\n",
+    "plt.bar(bins[0:-1], n, bin_width, align='edge')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load logged data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import glob"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Load flat table statistics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Load the flat table statistics from the 'test.data' dataset\n",
+    "fnames = glob.glob('whylogs/test.data/dataset_summary/flat_table/dataset_summary*.csv')\n",
+    "fnames.sort()\n",
+    "# Load the most recent file\n",
+    "test_stats = pd.read_csv(fnames[-1])\n",
+    "test_stats"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Load the full dataset profile sketch"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from whylabs.logs.core import datasetprofile\n",
+    "\n",
+    "# Load a dataset profile from the 'test.data' dataset\n",
+    "fnames = glob.glob('whylogs/test.data/dataset_profile/protobuf/*.bin')\n",
+    "fnames.sort()\n",
+    "with open(fnames[-1], 'rb') as fp:\n",
+    "    test_prof = datasetprofile.DatasetProfile.from_protobuf_string(fp.read())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Not necessary, but you can reset the whylogs session if you want\n",
+    "from whylabs.logs.app.session import reset_session\n",
+    "reset_session()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python [conda env:whylogs]",
+   "language": "python",
+   "name": "conda-env-whylogs-py"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/notebooks/logging_images.ipynb b/examples/notebooks/logging_images.ipynb
new file mode 100644
index 0000000000..e5d404162c
--- /dev/null
+++ b/examples/notebooks/logging_images.ipynb
@@ -0,0 +1,264 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Using WhyLogs to Profile Images\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This notebook provides an example how you can use whylogs to profile unstructure data like images."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from PIL import Image\n",
+    "import numpy as np\n",
+    "import os\n",
+    "from matplotlib.pyplot import imshow\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "with open(\"../testdata/images/flower2.jpg\",\"rb\") as img_f:\n",
+    "    img= Image.open(img_f)\n",
+    "    imshow(np.asarray(img))\n",
+    "    w,h = img.size\n",
+    "    total_num_pixels= w*h\n",
+    "    print(\"withd :\\t{}\\nheight:\\t{}\\nnumber of pixels:{}\".format(w,h,total_num_pixels))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can create logger and create a profile sketch of the image data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from whylogs import get_or_create_session\n",
+    "_session=None\n",
+    "session = get_or_create_session()\n",
+    "logger=session.logger(\"image_dataset2\")\n",
+    "logger.log_image(os.path.join(\n",
+    "    \"..\",\"testdata\", \"images\", \"flower2.jpg\"))\n",
+    "profile=logger.profile\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can obtain the histogram sketch of image data features. e.g Saturation below"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "imageProfiles = profile.flat_summary()[\"hist\"]\n",
+    "print(imageProfiles[\"Saturation\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Along with all the metadata collected from the image"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(profile.flat_summary()[\"summary\"][\"column\"].values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Custom Functions\n",
+    "---\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "One can also create custom functions to profile image specific features. E.g. Two example below demostrate get the average of image pixels per column, while the second function simple allow you to create a distribution sketch of the blue values. Also ComposeTransforms functions allow you mix and match functions to create new features to monitor."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class AvgValue:\n",
+    "    \n",
+    "    def __call__(self, x):\n",
+    "        return np.mean(np.array(x)).reshape(-1,1)\n",
+    "    def __repr__(self,):\n",
+    "        return self.__class__.__name__\n",
+    "    \n",
+    "mylamdda =(lambda x: np.mean(x,axis=1).reshape(-1,1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class MyBlue:\n",
+    "    def __call__(self, x):\n",
+    "        _,_,b= x.split()\n",
+    "        return np.array(b).reshape(-1,1)\n",
+    "    def __repr__(self,):\n",
+    "        return self.__class__.__name__"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "from whylogs.features.transforms import ComposeTransforms, Brightness,Saturation\n",
+    "_session=None\n",
+    "session=None\n",
+    "session = get_or_create_session()\n",
+    "logger2=session.logger(\"image_dataset_custom_functions\")\n",
+    "\n",
+    "logger2.log_image(os.path.join(\n",
+    "    \"..\",\"testdata\", \"images\", \"flower2.jpg\"),\n",
+    "                 feature_transforms = [ AvgValue(), MyBlue(), ComposeTransforms([MyBlue(),AvgValue()])])\n",
+    "\n",
+    "profile2=logger2.profile\n",
+    "\n",
+    "print(profile2.flat_summary()[\"summary\"][\"column\"].values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Check histograms "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can obtain the idenvidual histograms for the features  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "minnpf = np.frompyfunc(lambda x, y: min(x,y), 2, 1)\n",
+    "maxnpf = np.frompyfunc(lambda x, y: max(x,y), 2, 1)\n",
+    "\n",
+    "\n",
+    "def get_custom_histogram_info(profiles, variable, n_bins):\n",
+    "    summaries = [profile.flat_summary()[\"summary\"] for profile in profiles]\n",
+    "    min_range= minnpf.accumulate([ summary[summary[\"column\"]==variable][\"min\"].values[0] for summary in summaries], dtype=np.object).astype(np.int)\n",
+    "    max_range= maxnpf.accumulate([ summary[summary[\"column\"]==variable][\"max\"].values[0] for summary in summaries], dtype=np.object).astype(np.int)\n",
+    "    \n",
+    "    bins = np.linspace(int(min_range), int(max_range), int((max_range-min_range)/n_bins))\n",
+    "\n",
+    "    counts= [ profile.columns[variable].number_tracker.histogram.get_pmf(bins[:-1]) for profile in profiles]\n",
+    "    return bins, counts\n",
+    "\n",
+    "\n",
+    "def plot_distribution_shift(profiles, variable, n_bins):\n",
+    "    \"\"\"Visualization for distribution shift\"\"\"\n",
+    "    \n",
+    "    bins, counts = get_custom_histogram_info(profiles, variable, n_bins)\n",
+    "\n",
+    "    fig, ax = plt.subplots(figsize=(10, 3))\n",
+    "    for idx, profile in enumerate(profiles):\n",
+    "        sns.histplot(x=bins, weights=counts[idx], bins=n_bins, \n",
+    "                 label=profile.name, alpha=0.7, ax=ax)\n",
+    "   \n",
+    "    ax.legend()\n",
+    "    plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plot_distribution_shift([profile2],\"MyBlue\",10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plot_distribution_shift([profile],\"Saturation\",10)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/requirements.txt b/examples/requirements.txt
new file mode 100644
index 0000000000..79dfe98d8a
--- /dev/null
+++ b/examples/requirements.txt
@@ -0,0 +1,6 @@
+boto3
+certifi
+chardet
+matplotlib
+numpy
+whylogs==0.1.10
diff --git a/proto b/proto
index b3de84139e..083464b1e5 160000
--- a/proto
+++ b/proto
@@ -1 +1 @@
-Subproject commit b3de84139e5fbde1196c71797a62023153bbf8a0
+Subproject commit 083464b1e5fdc200b3118e8621b0e99346d045f9
diff --git a/requirements-test.txt b/requirements-test.txt
index 2e26f7f3b5..72e9e4352f 100644
--- a/requirements-test.txt
+++ b/requirements-test.txt
@@ -31,3 +31,4 @@ xlrd==2.0.1
 openpyxl==3.0.6
 smart-open==4.1.2
 tqdm==4.54.0
+nbconvert==6.0.7
\ No newline at end of file
diff --git a/test_notebooks/__init__.py b/test_notebooks/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/test_notebooks/conftest.py b/test_notebooks/conftest.py
new file mode 100644
index 0000000000..b3afe61860
--- /dev/null
+++ b/test_notebooks/conftest.py
@@ -0,0 +1,13 @@
+import os
+import sys
+import pytest
+_MY_DIR = os.path.realpath(os.path.dirname(__file__))
+# Allow import of the test utilities packages
+
+
+@pytest.fixture(scope="session")
+def notebooks_path():
+
+    notebook_path = os.path.join(
+        _MY_DIR, os.pardir, os.pardir, "notebooks")
+    return os.path.abs(notebook_path)
diff --git a/test_notebooks/notebook_tests.py b/test_notebooks/notebook_tests.py
new file mode 100644
index 0000000000..8497f3e787
--- /dev/null
+++ b/test_notebooks/notebook_tests.py
@@ -0,0 +1,51 @@
+from nbconvert.preprocessors import CellExecutionError
+from nbconvert.preprocessors import ExecutePreprocessor
+import nbformat
+import subprocess
+import os
+import pytest
+
+TEST_DIR = os.path.dirname(os.path.abspath(__file__))
+PARENT_DIR = os.path.join(TEST_DIR, os.pardir)
+
+
+def process_notebook(notebook_filename, html_directory="notebook-html"):
+    """Checks if an IPython notebook runs without error from start to finish. If so, writes the notebook to HTML (with outputs) and overwrites the .ipynb file (without outputs)."""
+
+    with open(notebook_filename) as f:
+        nb = nbformat.read(f, as_version=4)
+
+    ep = ExecutePreprocessor(timeout=600, kernel_name="python3", allow_errors=True)
+
+    try:
+        # Check that the notebook runs
+        ep.preprocess(nb, {"metadata": {"path": ""}})
+    except CellExecutionError:
+        raise
+
+    print(f"Successfully executed {notebook_filename}")
+    return
+
+
+def test_all_notebooks(remove_fail_test=True):
+    """
+    Runs `process_notebook` on all notebooks in the git repository.
+    """
+
+    # Get all files included in the git repository
+    git_files = subprocess.check_output("git ls-tree --full-tree --name-only -r HEAD", shell=True).decode("utf-8").splitlines()
+
+    # Get just the notebooks from the git files
+    notebooks = [fn for fn in git_files if fn.endswith(".ipynb")]
+    print(notebooks)
+
+    # Test each notebook
+    for notebook in notebooks:
+        print("Testing", notebook)
+        process_notebook(os.path.join(PARENT_DIR, notebook))
+
+    return
+
+
+if __name__ == "__main__":
+    test_all_notebooks()