{
    "info": {
        "author": "giantcroc",
        "author_email": "1204449533@qq.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 2 - Pre-Alpha",
            "Intended Audience :: Developers",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7"
        ],
        "description": "# featuretoolsOnSpark\n[Featuretools](https://github.com/Featuretools/featuretools) is a python library for automated feature engineering.\n\nThis repo is a simplified version of featuretools,using  automatic feature generation framework of featuretools.Instead of the fussy back-end architecture of featuretools,We mainly use [Spark DataFrame](http://spark.apache.org/docs/latest/api/python/index.html#) to achieve faster feature generation process(speed up 10x+).\n\n## Installation\nInstall with pip\n\n\tpip install featuretoolsOnSpark\nInstall from source\n\n\tgit clone https://github.com/giantcroc/featuretoolsOnSpark.git\n\tcd featuretoolsOnSpark\n\tpython setup.py install\n\n## Example\nBelow is an example of how to use apis of this repo.We Choose the dataset from Kaggle's competition([Home-Credit-Default-Risk](https://www.kaggle.com/c/home-credit-default-risk/data)).The relationships between tables are shown in the picture below.\n\n<p align=\"center\">\n<img src=\"https://storage.googleapis.com/kaggle-media/competitions/home-credit/home_credit.png\" alt=\"featuretoolsOnSpark\" />\n</p>\n\nFirst,you should guarantee that all csv files needed have been saved as [Spark DataFrame](http://spark.apache.org/docs/latest/api/python/pyspark.sql.html#pyspark.sql.DataFrame) format.\n\n#### 1. Create Spark Context\n```python\n>> from pyspark.sql import SparkSession\n\n>> spark = SparkSession \\\n   \t.builder \\\n\t.config(\"spark.sql.shuffle.partitions\", 500)\\\n\t.config(\"spark.driver.memory\", \"2g\") \\\n    \t.config(\"spark.executor.memory\", \"4g\") \\\n   \t.appName(\"home-credit\") \\\n   \t.enableHiveSupport()\\\n   \t.getOrCreate()\n```\n#### 2. Get Spark DataFrame\n```python\n>> app_train = spark.sql(''' select * from home_credit.app_train ''')\n\n>> bureau = spark.sql(''' select * from home_credit.bureau ''')\n\n>> bureau_balance = spark.sql(''' select * from home_credit.bureau_balance ''')\n\n>> cash = spark.sql(''' select * from home_credit.cash ''')\n\n>> credit = spark.sql(''' select * from home_credit.credit ''')\n\n>> installments = spark.sql(''' select * from home_credit.installments ''')\n\n>> previous = spark.sql(''' select * from home_credit.previous ''')\n```\n#### 3. Create TableSet\n```python\n>> import featuretoolsOnSpark as fts\n\n>> ts = fts.TableSet(\"home_credit\",verbose=False)\n```\n#### 4. Create Tables From Spark DataFrame\n```python\n>> ts.table_from_dataframe(table_id=\"bureau_balance\",dataframe=bureau_balance,index='bureau_balance_id',make_index = True)\n\n>> ts.table_from_dataframe(table_id=\"app_train\",dataframe=app_train,index='SK_ID_CURR')\n\n>> ts.table_from_dataframe(table_id=\"bureau\",dataframe=bureau,index='SK_ID_BUREAU')\n\n>> ts.table_from_dataframe(table_id=\"cash\",dataframe=cash,index='cash_id',make_index = True)\n\n>> ts.table_from_dataframe(table_id=\"credit\",dataframe=credit,index='credit_id',make_index = True)\n\n>> ts.table_from_dataframe(table_id=\"installments\",dataframe=installments,index='installments_id',make_index = True)\n\n>> ts.table_from_dataframe(table_id=\"previous\",dataframe=previous,index='SK_ID_PREV')\n```\n#### 5. Add Relationships of Tables\n```python\n>> re1 = Relationship(ts[\"app_train\"][\"SK_ID_CURR\"],ts[\"bureau\"][\"SK_ID_CURR\"])\n\n>> re2 = Relationship(ts[\"bureau\"][\"SK_ID_BUREAU\"],ts[\"bureau_balance\"][\"SK_ID_BUREAU\"])\n\n>> re3 = Relationship(ts[\"app_train\"][\"SK_ID_CURR\"],ts[\"previous\"][\"SK_ID_CURR\"])\n\n>> re4 = Relationship(ts[\"previous\"][\"SK_ID_PREV\"],ts[\"cash\"][\"SK_ID_PREV\"])\n\n>> re5 = Relationship(ts[\"previous\"][\"SK_ID_PREV\"],ts[\"credit\"][\"SK_ID_PREV\"])\n\n>> re6 = Relationship(ts[\"previous\"][\"SK_ID_PREV\"],ts[\"installments\"][\"SK_ID_PREV\"])\n\n>> ts.add_relationships([re1,re2,re3,re4,re5,re6])\n```\n#### 6. Add Interesting Values(Optional)\n```python\n>> ts[\"bureau\"][\"CREDIT_ACTIVE\"].interesting_values = ['Closed','Active']\n```\n#### 7. Add Interesting Columns(Optional)\n```python\n>> ts[\"bureau\"].interesting_columns = ['CREDIT_ACTIVE','CREDIT_CURRENCY']\n```\n#### 8. Print Available Agg_primitives\n```python\n>> fts.print_agg_prims()\n```\n```\n['avg', 'count', 'kurtosis', 'skewness', 'stddev', 'min', 'max', 'sum']\n```\n#### 9. Run DFS To Generate Features\n```python\n>> fts.dfs(tableset=ts, agg_primitives=[\"sum\",'min','max','avg'],where_primitives=['count','min','max'],target_table='app_train',max_depth=2,verbose=False)\n```\n#### 10. Get Features\n```python\n>> new_app_train = ts[\"app_train\"].df\n\n>> old_len = ts[\"app_train\"].old_len\n\n>> print('new_generate_feature_len:{}'.format(len(new_app_train.columns)-old_len))\n\n>> print(new_app_train.columns[old_len:])\n```\n```\nnew_generate_feature_len:734\n['min_bureau_max_bureau_balance_MONTHS_BALANCE', 'min_bureau_CREDIT_DAY_OVERDUE', 'min_bureau_CNT_CREDIT_PROLONG', 'min_bureau_DAYS_CREDIT_ENDDATE', 'min_bureau_DAYS_CREDIT_UPDATE', 'min_bureau_min_bureau_balance_MONTHS_BALANCE', 'min_bureau_sum_bureau_balance_MONTHS_BALANCE', 'min_bureau_AMT_CREDIT_MAX_OVERDUE', 'min_bureau_DAYS_ENDDATE_FACT', 'min_bureau_AMT_CREDIT_SUM_LIMIT', 'min_bureau_DAYS_CREDIT', 'min_bureau_avg_bureau_balance_MONTHS_BALANCE', 'min_bureau_AMT_CREDIT_SUM_DEBT', 'min_bureau_AMT_CREDIT_SUM', 'min_bureau_AMT_ANNUITY', 'min_bureau_AMT_CREDIT_SUM_OVERDUE', 'max_bureau_max_bureau_balance_MONTHS_BALANCE', 'max_bureau_CREDIT_DAY_OVERDUE', 'max_bureau_CNT_CREDIT_PROLONG', 'max_bureau_DAYS_CREDIT_ENDDATE', 'max_bureau_DAYS_CREDIT_UPDATE', 'max_bureau_min_bureau_balance_MONTHS_BALANCE', 'max_bureau_sum_bureau_balance_MONTHS_BALANCE', 'max_bureau_AMT_CREDIT_MAX_OVERDUE', 'max_bureau_DAYS_ENDDATE_FACT', 'max_bureau_AMT_CREDIT_SUM_LIMIT', 'max_bureau_DAYS_CREDIT', 'max_bureau_avg_bureau_balance_MONTHS_BALANCE', 'max_bureau_AMT_CREDIT_SUM_DEBT', 'max_bureau_AMT_CREDIT_SUM', 'max_bureau_AMT_ANNUITY', 'max_bureau_AMT_CREDIT_SUM_OVERDUE', 'sum_bureau_max_bureau_balance_MONTHS_BALANCE', 'sum_bureau_CREDIT_DAY_OVERDUE', 'sum_bureau_CNT_CREDIT_PROLONG', 'sum_bureau_DAYS_CREDIT_ENDDATE', 'sum_bureau_DAYS_CREDIT_UPDATE', 'sum_bureau_min_bureau_balance_MONTHS_BALANCE', 'sum_bureau_sum_bureau_balance_MONTHS_BALANCE', 'sum_bureau_AMT_CREDIT_MAX_OVERDUE', 'sum_bureau_DAYS_ENDDATE_FACT', 'sum_bureau_AMT_CREDIT_SUM_LIMIT', 'sum_bureau_DAYS_CREDIT', 'sum_bureau_avg_bureau_balance_MONTHS_BALANCE', 'sum_bureau_AMT_CREDIT_SUM_DEBT', 'sum_bureau_AMT_CREDIT_SUM', 'sum_bureau_AMT_ANNUITY', 'sum_bureau_AMT_CREDIT_SUM_OVERDUE', 'avg_bureau_max_bureau_balance_MONTHS_BALANCE', 'avg_bureau_CREDIT_DAY_OVERDUE', 'avg_bureau_CNT_CREDIT_PROLONG', 'avg_bureau_DAYS_CREDIT_ENDDATE', 'avg_bureau_DAYS_CREDIT_UPDATE', 'avg_bureau_min_bureau_balance_MONTHS_BALANCE', 'avg_bureau_sum_bureau_balance_MONTHS_BALANCE', 'avg_bureau_AMT_CREDIT_MAX_OVERDUE', 'avg_bureau_DAYS_ENDDATE_FACT', 'avg_bureau_AMT_CREDIT_SUM_LIMIT', 'avg_bureau_DAYS_CREDIT', 'avg_bureau_avg_bureau_balance_MONTHS_BALANCE', 'avg_bureau_AMT_CREDIT_SUM_DEBT', 'avg_bureau_AMT_CREDIT_SUM', 'avg_bureau_AMT_ANNUITY', 'avg_bureau_AMT_CREDIT_SUM_OVERDUE', 'count_bureau_CREDIT_ACTIVE_Active_max_bureau_balance_MONTHS_BALANCE', 'count_bureau_CREDIT_ACTIVE_Active_CREDIT_DAY_OVERDUE', 'count_bureau_CREDIT_ACTIVE_Active_CNT_CREDIT_PROLONG', 'count_bureau_CREDIT_ACTIVE_Active_DAYS_CREDIT_ENDDATE', 'count_bureau_CREDIT_ACTIVE_Active_DAYS_CREDIT_UPDATE', 'count_bureau_CREDIT_ACTIVE_Active_min_bureau_balance_MONTHS_BALANCE', 'count_bureau_CREDIT_ACTIVE_Active_sum_bureau_balance_MONTHS_BALANCE', 'count_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_MAX_OVERDUE', 'count_bureau_CREDIT_ACTIVE_Active_DAYS_ENDDATE_FACT', 'count_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM_LIMIT', 'count_bureau_CREDIT_ACTIVE_Active_DAYS_CREDIT', 'count_bureau_CREDIT_ACTIVE_Active_avg_bureau_balance_MONTHS_BALANCE', 'count_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM_DEBT', 'count_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM', 'count_bureau_CREDIT_ACTIVE_Active_AMT_ANNUITY', 'count_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM_OVERDUE', 'min_bureau_CREDIT_ACTIVE_Active_max_bureau_balance_MONTHS_BALANCE', 'min_bureau_CREDIT_ACTIVE_Active_CREDIT_DAY_OVERDUE', 'min_bureau_CREDIT_ACTIVE_Active_CNT_CREDIT_PROLONG', 'min_bureau_CREDIT_ACTIVE_Active_DAYS_CREDIT_ENDDATE', 'min_bureau_CREDIT_ACTIVE_Active_DAYS_CREDIT_UPDATE', 'min_bureau_CREDIT_ACTIVE_Active_min_bureau_balance_MONTHS_BALANCE', 'min_bureau_CREDIT_ACTIVE_Active_sum_bureau_balance_MONTHS_BALANCE', 'min_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_MAX_OVERDUE', 'min_bureau_CREDIT_ACTIVE_Active_DAYS_ENDDATE_FACT', 'min_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM_LIMIT', 'min_bureau_CREDIT_ACTIVE_Active_DAYS_CREDIT', 'min_bureau_CREDIT_ACTIVE_Active_avg_bureau_balance_MONTHS_BALANCE', 'min_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM_DEBT', 'min_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM', 'min_bureau_CREDIT_ACTIVE_Active_AMT_ANNUITY', 'min_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM_OVERDUE', 'max_bureau_CREDIT_ACTIVE_Active_max_bureau_balance_MONTHS_BALANCE', 'max_bureau_CREDIT_ACTIVE_Active_CREDIT_DAY_OVERDUE', 'max_bureau_CREDIT_ACTIVE_Active_CNT_CREDIT_PROLONG', 'max_bureau_CREDIT_ACTIVE_Active_DAYS_CREDIT_ENDDATE', 'max_bureau_CREDIT_ACTIVE_Active_DAYS_CREDIT_UPDATE', 'max_bureau_CREDIT_ACTIVE_Active_min_bureau_balance_MONTHS_BALANCE', 'max_bureau_CREDIT_ACTIVE_Active_sum_bureau_balance_MONTHS_BALANCE', 'max_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_MAX_OVERDUE', 'max_bureau_CREDIT_ACTIVE_Active_DAYS_ENDDATE_FACT', 'max_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM_LIMIT', 'max_bureau_CREDIT_ACTIVE_Active_DAYS_CREDIT', 'max_bureau_CREDIT_ACTIVE_Active_avg_bureau_balance_MONTHS_BALANCE', 'max_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM_DEBT', 'max_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM', 'max_bureau_CREDIT_ACTIVE_Active_AMT_ANNUITY', 'max_bureau_CREDIT_ACTIVE_Active_AMT_CREDIT_SUM_OVERDUE', 'count_bureau_CREDIT_ACTIVE_Closed_max_bureau_balance_MONTHS_BALANCE', 'count_bureau_CREDIT_ACTIVE_Closed_CREDIT_DAY_OVERDUE', 'count_bureau_CREDIT_ACTIVE_Closed_CNT_CREDIT_PROLONG', 'count_bureau_CREDIT_ACTIVE_Closed_DAYS_CREDIT_ENDDATE', 'count_bureau_CREDIT_ACTIVE_Closed_DAYS_CREDIT_UPDATE', 'count_bureau_CREDIT_ACTIVE_Closed_min_bureau_balance_MONTHS_BALANCE', 'count_bureau_CREDIT_ACTIVE_Closed_sum_bureau_balance_MONTHS_BALANCE', 'count_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_MAX_OVERDUE', 'count_bureau_CREDIT_ACTIVE_Closed_DAYS_ENDDATE_FACT', 'count_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM_LIMIT', 'count_bureau_CREDIT_ACTIVE_Closed_DAYS_CREDIT', 'count_bureau_CREDIT_ACTIVE_Closed_avg_bureau_balance_MONTHS_BALANCE', 'count_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM_DEBT', 'count_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM', 'count_bureau_CREDIT_ACTIVE_Closed_AMT_ANNUITY', 'count_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM_OVERDUE', 'min_bureau_CREDIT_ACTIVE_Closed_max_bureau_balance_MONTHS_BALANCE', 'min_bureau_CREDIT_ACTIVE_Closed_CREDIT_DAY_OVERDUE', 'min_bureau_CREDIT_ACTIVE_Closed_CNT_CREDIT_PROLONG', 'min_bureau_CREDIT_ACTIVE_Closed_DAYS_CREDIT_ENDDATE', 'min_bureau_CREDIT_ACTIVE_Closed_DAYS_CREDIT_UPDATE', 'min_bureau_CREDIT_ACTIVE_Closed_min_bureau_balance_MONTHS_BALANCE', 'min_bureau_CREDIT_ACTIVE_Closed_sum_bureau_balance_MONTHS_BALANCE', 'min_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_MAX_OVERDUE', 'min_bureau_CREDIT_ACTIVE_Closed_DAYS_ENDDATE_FACT', 'min_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM_LIMIT', 'min_bureau_CREDIT_ACTIVE_Closed_DAYS_CREDIT', 'min_bureau_CREDIT_ACTIVE_Closed_avg_bureau_balance_MONTHS_BALANCE', 'min_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM_DEBT', 'min_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM', 'min_bureau_CREDIT_ACTIVE_Closed_AMT_ANNUITY', 'min_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM_OVERDUE', 'max_bureau_CREDIT_ACTIVE_Closed_max_bureau_balance_MONTHS_BALANCE', 'max_bureau_CREDIT_ACTIVE_Closed_CREDIT_DAY_OVERDUE', 'max_bureau_CREDIT_ACTIVE_Closed_CNT_CREDIT_PROLONG', 'max_bureau_CREDIT_ACTIVE_Closed_DAYS_CREDIT_ENDDATE', 'max_bureau_CREDIT_ACTIVE_Closed_DAYS_CREDIT_UPDATE', 'max_bureau_CREDIT_ACTIVE_Closed_min_bureau_balance_MONTHS_BALANCE', 'max_bureau_CREDIT_ACTIVE_Closed_sum_bureau_balance_MONTHS_BALANCE', 'max_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_MAX_OVERDUE', 'max_bureau_CREDIT_ACTIVE_Closed_DAYS_ENDDATE_FACT', 'max_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM_LIMIT', 'max_bureau_CREDIT_ACTIVE_Closed_DAYS_CREDIT', 'max_bureau_CREDIT_ACTIVE_Closed_avg_bureau_balance_MONTHS_BALANCE', 'max_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM_DEBT', 'max_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM', 'max_bureau_CREDIT_ACTIVE_Closed_AMT_ANNUITY', 'max_bureau_CREDIT_ACTIVE_Closed_AMT_CREDIT_SUM_OVERDUE', 'CREDIT_CURRENCY', 'CREDIT_ACTIVE', 'min_previous_sum_credit_AMT_INST_MIN_REGULARITY', 'min_previous_min_credit_AMT_RECIVABLE', 'min_previous_sum_credit_AMT_PAYMENT_CURRENT', 'min_previous_min_credit_CNT_DRAWINGS_POS_CURRENT', 'min_previous_HOUR_APPR_PROCESS_START', 'min_previous_min_credit_AMT_CREDIT_LIMIT_ACTUAL', 'min_previous_min_installments_AMT_PAYMENT', 'min_previous_sum_credit_CNT_DRAWINGS_OTHER_CURRENT', 'min_previous_min_credit_AMT_RECEIVABLE_PRINCIPAL', 'min_previous_avg_credit_AMT_DRAWINGS_OTHER_CURRENT', 'min_previous_sum_installments_DAYS_INSTALMENT', 'min_previous_DAYS_LAST_DUE_1ST_VERSION', 'min_previous_min_credit_CNT_DRAWINGS_CURRENT', 'min_previous_avg_credit_AMT_TOTAL_RECEIVABLE', 'min_previous_max_credit_AMT_PAYMENT_CURRENT', 'min_previous_sum_credit_CNT_DRAWINGS_CURRENT', 'min_previous_min_cash_CNT_INSTALMENT', 'min_previous_sum_credit_AMT_CREDIT_LIMIT_ACTUAL', 'min_previous_DAYS_FIRST_DRAWING', 'min_previous_avg_credit_AMT_BALANCE', 'min_previous_sum_credit_AMT_TOTAL_RECEIVABLE', 'min_previous_sum_credit_SK_DPD', 'min_previous_max_installments_NUM_INSTALMENT_VERSION', 'min_previous_sum_cash_CNT_INSTALMENT_FUTURE', 'min_previous_max_cash_MONTHS_BALANCE', 'min_previous_sum_credit_CNT_INSTALMENT_MATURE_CUM', 'min_previous_AMT_APPLICATION', 'min_previous_avg_credit_AMT_DRAWINGS_POS_CURRENT', 'min_previous_avg_credit_AMT_PAYMENT_TOTAL_CURRENT', 'min_previous_sum_cash_SK_DPD_DEF', 'min_previous_max_credit_CNT_INSTALMENT_MATURE_CUM', 'min_previous_avg_cash_CNT_INSTALMENT_FUTURE', 'min_previous_min_cash_SK_DPD_DEF', 'min_previous_sum_credit_MONTHS_BALANCE', 'min_previous_max_credit_CNT_DRAWINGS_CURRENT', 'min_previous_DAYS_DECISION', 'min_previous_NFLAG_LAST_APPL_IN_DAY', 'min_previous_avg_credit_AMT_RECEIVABLE_PRINCIPAL', 'min_previous_avg_cash_CNT_INSTALMENT', 'min_previous_sum_credit_AMT_DRAWINGS_POS_CURRENT', 'min_previous_avg_cash_SK_DPD_DEF', 'min_previous_min_credit_MONTHS_BALANCE', 'min_previous_max_credit_AMT_TOTAL_RECEIVABLE', 'min_previous_max_credit_AMT_DRAWINGS_OTHER_CURRENT', 'min_previous_max_credit_CNT_DRAWINGS_OTHER_CURRENT', 'min_previous_avg_credit_AMT_CREDIT_LIMIT_ACTUAL', 'min_previous_sum_installments_NUM_INSTALMENT_NUMBER', 'min_previous_avg_credit_MONTHS_BALANCE', 'min_previous_CNT_PAYMENT', 'min_previous_DAYS_FIRST_DUE', 'min_previous_sum_credit_CNT_DRAWINGS_ATM_CURRENT', 'min_previous_max_cash_CNT_INSTALMENT_FUTURE', 'min_previous_max_credit_CNT_DRAWINGS_POS_CURRENT', 'min_previous_max_credit_AMT_CREDIT_LIMIT_ACTUAL', 'min_previous_max_credit_AMT_DRAWINGS_ATM_CURRENT', 'min_previous_DAYS_TERMINATION', 'min_previous_max_credit_AMT_DRAWINGS_CURRENT', 'min_previous_sum_credit_SK_DPD_DEF', 'min_previous_min_credit_CNT_DRAWINGS_OTHER_CURRENT', 'min_previous_avg_installments_NUM_INSTALMENT_VERSION', 'min_previous_min_installments_DAYS_INSTALMENT', 'min_previous_min_installments_NUM_INSTALMENT_VERSION', 'min_previous_min_credit_CNT_INSTALMENT_MATURE_CUM', 'min_previous_RATE_INTEREST_PRIMARY', 'min_previous_avg_credit_SK_DPD', 'min_previous_min_installments_AMT_INSTALMENT', 'min_previous_max_credit_CNT_DRAWINGS_ATM_CURRENT', 'min_previous_min_credit_AMT_DRAWINGS_POS_CURRENT', 'min_previous_avg_credit_CNT_INSTALMENT_MATURE_CUM', 'min_previous_max_credit_SK_DPD_DEF', 'min_previous_avg_credit_AMT_RECIVABLE', 'min_previous_avg_credit_AMT_DRAWINGS_ATM_CURRENT', 'min_previous_max_credit_AMT_INST_MIN_REGULARITY', 'min_previous_avg_installments_NUM_INSTALMENT_NUMBER', 'min_previous_max_credit_AMT_PAYMENT_TOTAL_CURRENT', 'min_previous_max_credit_SK_DPD', 'min_previous_AMT_DOWN_PAYMENT', 'min_previous_avg_credit_CNT_DRAWINGS_POS_CURRENT', 'min_previous_min_credit_SK_DPD_DEF', 'min_previous_max_credit_AMT_BALANCE', 'min_previous_sum_installments_AMT_PAYMENT', 'min_previous_max_installments_AMT_PAYMENT', 'min_previous_min_credit_AMT_PAYMENT_CURRENT', 'min_previous_max_cash_SK_DPD_DEF', 'min_previous_max_credit_AMT_DRAWINGS_POS_CURRENT', 'min_previous_min_cash_CNT_INSTALMENT_FUTURE', 'min_previous_min_credit_AMT_PAYMENT_TOTAL_CURRENT', 'min_previous_max_credit_AMT_RECEIVABLE_PRINCIPAL', 'min_previous_sum_cash_CNT_INSTALMENT', 'min_previous_min_credit_AMT_DRAWINGS_OTHER_CURRENT', 'min_previous_sum_credit_AMT_BALANCE', 'min_previous_avg_credit_AMT_PAYMENT_CURRENT', 'min_previous_avg_credit_SK_DPD_DEF', 'min_previous_AMT_ANNUITY', 'min_previous_min_credit_AMT_TOTAL_RECEIVABLE', 'min_previous_max_installments_DAYS_ENTRY_PAYMENT', 'min_previous_sum_cash_SK_DPD', 'min_previous_sum_credit_CNT_DRAWINGS_POS_CURRENT', 'min_previous_min_cash_MONTHS_BALANCE', 'min_previous_sum_installments_AMT_INSTALMENT', 'min_previous_avg_cash_MONTHS_BALANCE', 'min_previous_min_credit_AMT_DRAWINGS_CURRENT', 'min_previous_avg_cash_SK_DPD', 'min_previous_min_installments_DAYS_ENTRY_PAYMENT', 'min_previous_sum_credit_AMT_RECEIVABLE_PRINCIPAL', 'min_previous_min_credit_AMT_INST_MIN_REGULARITY', 'min_previous_avg_credit_AMT_INST_MIN_REGULARITY', 'min_previous_max_cash_SK_DPD', 'min_previous_avg_credit_CNT_DRAWINGS_OTHER_CURRENT', 'min_previous_max_cash_CNT_INSTALMENT', 'min_previous_avg_installments_DAYS_INSTALMENT', 'min_previous_sum_cash_MONTHS_BALANCE', 'min_previous_min_credit_AMT_DRAWINGS_ATM_CURRENT', 'min_previous_AMT_CREDIT', 'min_previous_RATE_INTEREST_PRIVILEGED', 'min_previous_max_installments_AMT_INSTALMENT', 'min_previous_avg_credit_AMT_DRAWINGS_CURRENT', 'min_previous_NFLAG_INSURED_ON_APPROVAL', 'min_previous_avg_installments_DAYS_ENTRY_PAYMENT', 'min_previous_min_credit_AMT_BALANCE', 'min_previous_sum_credit_AMT_PAYMENT_TOTAL_CURRENT', 'min_previous_min_cash_SK_DPD', 'min_previous_sum_credit_AMT_DRAWINGS_ATM_CURRENT', 'min_previous_avg_installments_AMT_INSTALMENT', 'min_previous_sum_credit_AMT_RECIVABLE', 'min_previous_sum_installments_NUM_INSTALMENT_VERSION', 'min_previous_SELLERPLACE_AREA', 'min_previous_max_credit_MONTHS_BALANCE', 'min_previous_sum_credit_AMT_DRAWINGS_CURRENT', 'min_previous_avg_installments_AMT_PAYMENT', 'min_previous_avg_credit_CNT_DRAWINGS_ATM_CURRENT', 'min_previous_max_installments_NUM_INSTALMENT_NUMBER', 'min_previous_DAYS_LAST_DUE', 'min_previous_max_installments_DAYS_INSTALMENT', 'min_previous_avg_credit_CNT_DRAWINGS_CURRENT', 'min_previous_sum_credit_AMT_DRAWINGS_OTHER_CURRENT', 'min_previous_sum_installments_DAYS_ENTRY_PAYMENT', 'min_previous_min_installments_NUM_INSTALMENT_NUMBER', 'min_previous_AMT_GOODS_PRICE', 'min_previous_max_credit_AMT_RECIVABLE', 'min_previous_RATE_DOWN_PAYMENT', 'min_previous_min_credit_SK_DPD', 'min_previous_min_credit_CNT_DRAWINGS_ATM_CURRENT', 'max_previous_sum_credit_AMT_INST_MIN_REGULARITY', 'max_previous_min_credit_AMT_RECIVABLE', 'max_previous_sum_credit_AMT_PAYMENT_CURRENT', 'max_previous_min_credit_CNT_DRAWINGS_POS_CURRENT', 'max_previous_HOUR_APPR_PROCESS_START', 'max_previous_min_credit_AMT_CREDIT_LIMIT_ACTUAL', 'max_previous_min_installments_AMT_PAYMENT', 'max_previous_sum_credit_CNT_DRAWINGS_OTHER_CURRENT', 'max_previous_min_credit_AMT_RECEIVABLE_PRINCIPAL', 'max_previous_avg_credit_AMT_DRAWINGS_OTHER_CURRENT', 'max_previous_sum_installments_DAYS_INSTALMENT', 'max_previous_DAYS_LAST_DUE_1ST_VERSION', 'max_previous_min_credit_CNT_DRAWINGS_CURRENT', 'max_previous_avg_credit_AMT_TOTAL_RECEIVABLE', 'max_previous_max_credit_AMT_PAYMENT_CURRENT', 'max_previous_sum_credit_CNT_DRAWINGS_CURRENT', 'max_previous_min_cash_CNT_INSTALMENT', 'max_previous_sum_credit_AMT_CREDIT_LIMIT_ACTUAL', 'max_previous_DAYS_FIRST_DRAWING', 'max_previous_avg_credit_AMT_BALANCE', 'max_previous_sum_credit_AMT_TOTAL_RECEIVABLE', 'max_previous_sum_credit_SK_DPD', 'max_previous_max_installments_NUM_INSTALMENT_VERSION', 'max_previous_sum_cash_CNT_INSTALMENT_FUTURE', 'max_previous_max_cash_MONTHS_BALANCE', 'max_previous_sum_credit_CNT_INSTALMENT_MATURE_CUM', 'max_previous_AMT_APPLICATION', 'max_previous_avg_credit_AMT_DRAWINGS_POS_CURRENT', 'max_previous_avg_credit_AMT_PAYMENT_TOTAL_CURRENT', 'max_previous_sum_cash_SK_DPD_DEF', 'max_previous_max_credit_CNT_INSTALMENT_MATURE_CUM', 'max_previous_avg_cash_CNT_INSTALMENT_FUTURE', 'max_previous_min_cash_SK_DPD_DEF', 'max_previous_sum_credit_MONTHS_BALANCE', 'max_previous_max_credit_CNT_DRAWINGS_CURRENT', 'max_previous_DAYS_DECISION', 'max_previous_NFLAG_LAST_APPL_IN_DAY', 'max_previous_avg_credit_AMT_RECEIVABLE_PRINCIPAL', 'max_previous_avg_cash_CNT_INSTALMENT', 'max_previous_sum_credit_AMT_DRAWINGS_POS_CURRENT', 'max_previous_avg_cash_SK_DPD_DEF', 'max_previous_min_credit_MONTHS_BALANCE', 'max_previous_max_credit_AMT_TOTAL_RECEIVABLE', 'max_previous_max_credit_AMT_DRAWINGS_OTHER_CURRENT', 'max_previous_max_credit_CNT_DRAWINGS_OTHER_CURRENT', 'max_previous_avg_credit_AMT_CREDIT_LIMIT_ACTUAL', 'max_previous_sum_installments_NUM_INSTALMENT_NUMBER', 'max_previous_avg_credit_MONTHS_BALANCE', 'max_previous_CNT_PAYMENT', 'max_previous_DAYS_FIRST_DUE', 'max_previous_sum_credit_CNT_DRAWINGS_ATM_CURRENT', 'max_previous_max_cash_CNT_INSTALMENT_FUTURE', 'max_previous_max_credit_CNT_DRAWINGS_POS_CURRENT', 'max_previous_max_credit_AMT_CREDIT_LIMIT_ACTUAL', 'max_previous_max_credit_AMT_DRAWINGS_ATM_CURRENT', 'max_previous_DAYS_TERMINATION', 'max_previous_max_credit_AMT_DRAWINGS_CURRENT', 'max_previous_sum_credit_SK_DPD_DEF', 'max_previous_min_credit_CNT_DRAWINGS_OTHER_CURRENT', 'max_previous_avg_installments_NUM_INSTALMENT_VERSION', 'max_previous_min_installments_DAYS_INSTALMENT', 'max_previous_min_installments_NUM_INSTALMENT_VERSION', 'max_previous_min_credit_CNT_INSTALMENT_MATURE_CUM', 'max_previous_RATE_INTEREST_PRIMARY', 'max_previous_avg_credit_SK_DPD', 'max_previous_min_installments_AMT_INSTALMENT', 'max_previous_max_credit_CNT_DRAWINGS_ATM_CURRENT', 'max_previous_min_credit_AMT_DRAWINGS_POS_CURRENT', 'max_previous_avg_credit_CNT_INSTALMENT_MATURE_CUM', 'max_previous_max_credit_SK_DPD_DEF', 'max_previous_avg_credit_AMT_RECIVABLE', 'max_previous_avg_credit_AMT_DRAWINGS_ATM_CURRENT', 'max_previous_max_credit_AMT_INST_MIN_REGULARITY', 'max_previous_avg_installments_NUM_INSTALMENT_NUMBER', 'max_previous_max_credit_AMT_PAYMENT_TOTAL_CURRENT', 'max_previous_max_credit_SK_DPD', 'max_previous_AMT_DOWN_PAYMENT', 'max_previous_avg_credit_CNT_DRAWINGS_POS_CURRENT', 'max_previous_min_credit_SK_DPD_DEF', 'max_previous_max_credit_AMT_BALANCE', 'max_previous_sum_installments_AMT_PAYMENT', 'max_previous_max_installments_AMT_PAYMENT', 'max_previous_min_credit_AMT_PAYMENT_CURRENT', 'max_previous_max_cash_SK_DPD_DEF', 'max_previous_max_credit_AMT_DRAWINGS_POS_CURRENT', 'max_previous_min_cash_CNT_INSTALMENT_FUTURE', 'max_previous_min_credit_AMT_PAYMENT_TOTAL_CURRENT', 'max_previous_max_credit_AMT_RECEIVABLE_PRINCIPAL', 'max_previous_sum_cash_CNT_INSTALMENT', 'max_previous_min_credit_AMT_DRAWINGS_OTHER_CURRENT', 'max_previous_sum_credit_AMT_BALANCE', 'max_previous_avg_credit_AMT_PAYMENT_CURRENT', 'max_previous_avg_credit_SK_DPD_DEF', 'max_previous_AMT_ANNUITY', 'max_previous_min_credit_AMT_TOTAL_RECEIVABLE', 'max_previous_max_installments_DAYS_ENTRY_PAYMENT', 'max_previous_sum_cash_SK_DPD', 'max_previous_sum_credit_CNT_DRAWINGS_POS_CURRENT', 'max_previous_min_cash_MONTHS_BALANCE', 'max_previous_sum_installments_AMT_INSTALMENT', 'max_previous_avg_cash_MONTHS_BALANCE', 'max_previous_min_credit_AMT_DRAWINGS_CURRENT', 'max_previous_avg_cash_SK_DPD', 'max_previous_min_installments_DAYS_ENTRY_PAYMENT', 'max_previous_sum_credit_AMT_RECEIVABLE_PRINCIPAL', 'max_previous_min_credit_AMT_INST_MIN_REGULARITY', 'max_previous_avg_credit_AMT_INST_MIN_REGULARITY', 'max_previous_max_cash_SK_DPD', 'max_previous_avg_credit_CNT_DRAWINGS_OTHER_CURRENT', 'max_previous_max_cash_CNT_INSTALMENT', 'max_previous_avg_installments_DAYS_INSTALMENT', 'max_previous_sum_cash_MONTHS_BALANCE', 'max_previous_min_credit_AMT_DRAWINGS_ATM_CURRENT', 'max_previous_AMT_CREDIT', 'max_previous_RATE_INTEREST_PRIVILEGED', 'max_previous_max_installments_AMT_INSTALMENT', 'max_previous_avg_credit_AMT_DRAWINGS_CURRENT', 'max_previous_NFLAG_INSURED_ON_APPROVAL', 'max_previous_avg_installments_DAYS_ENTRY_PAYMENT', 'max_previous_min_credit_AMT_BALANCE', 'max_previous_sum_credit_AMT_PAYMENT_TOTAL_CURRENT', 'max_previous_min_cash_SK_DPD', 'max_previous_sum_credit_AMT_DRAWINGS_ATM_CURRENT', 'max_previous_avg_installments_AMT_INSTALMENT', 'max_previous_sum_credit_AMT_RECIVABLE', 'max_previous_sum_installments_NUM_INSTALMENT_VERSION', 'max_previous_SELLERPLACE_AREA', 'max_previous_max_credit_MONTHS_BALANCE', 'max_previous_sum_credit_AMT_DRAWINGS_CURRENT', 'max_previous_avg_installments_AMT_PAYMENT', 'max_previous_avg_credit_CNT_DRAWINGS_ATM_CURRENT', 'max_previous_max_installments_NUM_INSTALMENT_NUMBER', 'max_previous_DAYS_LAST_DUE', 'max_previous_max_installments_DAYS_INSTALMENT', 'max_previous_avg_credit_CNT_DRAWINGS_CURRENT', 'max_previous_sum_credit_AMT_DRAWINGS_OTHER_CURRENT', 'max_previous_sum_installments_DAYS_ENTRY_PAYMENT', 'max_previous_min_installments_NUM_INSTALMENT_NUMBER', 'max_previous_AMT_GOODS_PRICE', 'max_previous_max_credit_AMT_RECIVABLE', 'max_previous_RATE_DOWN_PAYMENT', 'max_previous_min_credit_SK_DPD', 'max_previous_min_credit_CNT_DRAWINGS_ATM_CURRENT', 'sum_previous_sum_credit_AMT_INST_MIN_REGULARITY', 'sum_previous_min_credit_AMT_RECIVABLE', 'sum_previous_sum_credit_AMT_PAYMENT_CURRENT', 'sum_previous_min_credit_CNT_DRAWINGS_POS_CURRENT', 'sum_previous_HOUR_APPR_PROCESS_START', 'sum_previous_min_credit_AMT_CREDIT_LIMIT_ACTUAL', 'sum_previous_min_installments_AMT_PAYMENT', 'sum_previous_sum_credit_CNT_DRAWINGS_OTHER_CURRENT', 'sum_previous_min_credit_AMT_RECEIVABLE_PRINCIPAL', 'sum_previous_avg_credit_AMT_DRAWINGS_OTHER_CURRENT', 'sum_previous_sum_installments_DAYS_INSTALMENT', 'sum_previous_DAYS_LAST_DUE_1ST_VERSION', 'sum_previous_min_credit_CNT_DRAWINGS_CURRENT', 'sum_previous_avg_credit_AMT_TOTAL_RECEIVABLE', 'sum_previous_max_credit_AMT_PAYMENT_CURRENT', 'sum_previous_sum_credit_CNT_DRAWINGS_CURRENT', 'sum_previous_min_cash_CNT_INSTALMENT', 'sum_previous_sum_credit_AMT_CREDIT_LIMIT_ACTUAL', 'sum_previous_DAYS_FIRST_DRAWING', 'sum_previous_avg_credit_AMT_BALANCE', 'sum_previous_sum_credit_AMT_TOTAL_RECEIVABLE', 'sum_previous_sum_credit_SK_DPD', 'sum_previous_max_installments_NUM_INSTALMENT_VERSION', 'sum_previous_sum_cash_CNT_INSTALMENT_FUTURE', 'sum_previous_max_cash_MONTHS_BALANCE', 'sum_previous_sum_credit_CNT_INSTALMENT_MATURE_CUM', 'sum_previous_AMT_APPLICATION', 'sum_previous_avg_credit_AMT_DRAWINGS_POS_CURRENT', 'sum_previous_avg_credit_AMT_PAYMENT_TOTAL_CURRENT', 'sum_previous_sum_cash_SK_DPD_DEF', 'sum_previous_max_credit_CNT_INSTALMENT_MATURE_CUM', 'sum_previous_avg_cash_CNT_INSTALMENT_FUTURE', 'sum_previous_min_cash_SK_DPD_DEF', 'sum_previous_sum_credit_MONTHS_BALANCE', 'sum_previous_max_credit_CNT_DRAWINGS_CURRENT', 'sum_previous_DAYS_DECISION', 'sum_previous_NFLAG_LAST_APPL_IN_DAY', 'sum_previous_avg_credit_AMT_RECEIVABLE_PRINCIPAL', 'sum_previous_avg_cash_CNT_INSTALMENT', 'sum_previous_sum_credit_AMT_DRAWINGS_POS_CURRENT', 'sum_previous_avg_cash_SK_DPD_DEF', 'sum_previous_min_credit_MONTHS_BALANCE', 'sum_previous_max_credit_AMT_TOTAL_RECEIVABLE', 'sum_previous_max_credit_AMT_DRAWINGS_OTHER_CURRENT', 'sum_previous_max_credit_CNT_DRAWINGS_OTHER_CURRENT', 'sum_previous_avg_credit_AMT_CREDIT_LIMIT_ACTUAL', 'sum_previous_sum_installments_NUM_INSTALMENT_NUMBER', 'sum_previous_avg_credit_MONTHS_BALANCE', 'sum_previous_CNT_PAYMENT', 'sum_previous_DAYS_FIRST_DUE', 'sum_previous_sum_credit_CNT_DRAWINGS_ATM_CURRENT', 'sum_previous_max_cash_CNT_INSTALMENT_FUTURE', 'sum_previous_max_credit_CNT_DRAWINGS_POS_CURRENT', 'sum_previous_max_credit_AMT_CREDIT_LIMIT_ACTUAL', 'sum_previous_max_credit_AMT_DRAWINGS_ATM_CURRENT', 'sum_previous_DAYS_TERMINATION', 'sum_previous_max_credit_AMT_DRAWINGS_CURRENT', 'sum_previous_sum_credit_SK_DPD_DEF', 'sum_previous_min_credit_CNT_DRAWINGS_OTHER_CURRENT', 'sum_previous_avg_installments_NUM_INSTALMENT_VERSION', 'sum_previous_min_installments_DAYS_INSTALMENT', 'sum_previous_min_installments_NUM_INSTALMENT_VERSION', 'sum_previous_min_credit_CNT_INSTALMENT_MATURE_CUM', 'sum_previous_RATE_INTEREST_PRIMARY', 'sum_previous_avg_credit_SK_DPD', 'sum_previous_min_installments_AMT_INSTALMENT', 'sum_previous_max_credit_CNT_DRAWINGS_ATM_CURRENT', 'sum_previous_min_credit_AMT_DRAWINGS_POS_CURRENT', 'sum_previous_avg_credit_CNT_INSTALMENT_MATURE_CUM', 'sum_previous_max_credit_SK_DPD_DEF', 'sum_previous_avg_credit_AMT_RECIVABLE', 'sum_previous_avg_credit_AMT_DRAWINGS_ATM_CURRENT', 'sum_previous_max_credit_AMT_INST_MIN_REGULARITY', 'sum_previous_avg_installments_NUM_INSTALMENT_NUMBER', 'sum_previous_max_credit_AMT_PAYMENT_TOTAL_CURRENT', 'sum_previous_max_credit_SK_DPD', 'sum_previous_AMT_DOWN_PAYMENT', 'sum_previous_avg_credit_CNT_DRAWINGS_POS_CURRENT', 'sum_previous_min_credit_SK_DPD_DEF', 'sum_previous_max_credit_AMT_BALANCE', 'sum_previous_sum_installments_AMT_PAYMENT', 'sum_previous_max_installments_AMT_PAYMENT', 'sum_previous_min_credit_AMT_PAYMENT_CURRENT', 'sum_previous_max_cash_SK_DPD_DEF', 'sum_previous_max_credit_AMT_DRAWINGS_POS_CURRENT', 'sum_previous_min_cash_CNT_INSTALMENT_FUTURE', 'sum_previous_min_credit_AMT_PAYMENT_TOTAL_CURRENT', 'sum_previous_max_credit_AMT_RECEIVABLE_PRINCIPAL', 'sum_previous_sum_cash_CNT_INSTALMENT', 'sum_previous_min_credit_AMT_DRAWINGS_OTHER_CURRENT', 'sum_previous_sum_credit_AMT_BALANCE', 'sum_previous_avg_credit_AMT_PAYMENT_CURRENT', 'sum_previous_avg_credit_SK_DPD_DEF', 'sum_previous_AMT_ANNUITY', 'sum_previous_min_credit_AMT_TOTAL_RECEIVABLE', 'sum_previous_max_installments_DAYS_ENTRY_PAYMENT', 'sum_previous_sum_cash_SK_DPD', 'sum_previous_sum_credit_CNT_DRAWINGS_POS_CURRENT', 'sum_previous_min_cash_MONTHS_BALANCE', 'sum_previous_sum_installments_AMT_INSTALMENT', 'sum_previous_avg_cash_MONTHS_BALANCE', 'sum_previous_min_credit_AMT_DRAWINGS_CURRENT', 'sum_previous_avg_cash_SK_DPD', 'sum_previous_min_installments_DAYS_ENTRY_PAYMENT', 'sum_previous_sum_credit_AMT_RECEIVABLE_PRINCIPAL', 'sum_previous_min_credit_AMT_INST_MIN_REGULARITY', 'sum_previous_avg_credit_AMT_INST_MIN_REGULARITY', 'sum_previous_max_cash_SK_DPD', 'sum_previous_avg_credit_CNT_DRAWINGS_OTHER_CURRENT', 'sum_previous_max_cash_CNT_INSTALMENT', 'sum_previous_avg_installments_DAYS_INSTALMENT', 'sum_previous_sum_cash_MONTHS_BALANCE', 'sum_previous_min_credit_AMT_DRAWINGS_ATM_CURRENT', 'sum_previous_AMT_CREDIT', 'sum_previous_RATE_INTEREST_PRIVILEGED', 'sum_previous_max_installments_AMT_INSTALMENT', 'sum_previous_avg_credit_AMT_DRAWINGS_CURRENT', 'sum_previous_NFLAG_INSURED_ON_APPROVAL', 'sum_previous_avg_installments_DAYS_ENTRY_PAYMENT', 'sum_previous_min_credit_AMT_BALANCE', 'sum_previous_sum_credit_AMT_PAYMENT_TOTAL_CURRENT', 'sum_previous_min_cash_SK_DPD', 'sum_previous_sum_credit_AMT_DRAWINGS_ATM_CURRENT', 'sum_previous_avg_installments_AMT_INSTALMENT', 'sum_previous_sum_credit_AMT_RECIVABLE', 'sum_previous_sum_installments_NUM_INSTALMENT_VERSION', 'sum_previous_SELLERPLACE_AREA', 'sum_previous_max_credit_MONTHS_BALANCE', 'sum_previous_sum_credit_AMT_DRAWINGS_CURRENT', 'sum_previous_avg_installments_AMT_PAYMENT', 'sum_previous_avg_credit_CNT_DRAWINGS_ATM_CURRENT', 'sum_previous_max_installments_NUM_INSTALMENT_NUMBER', 'sum_previous_DAYS_LAST_DUE', 'sum_previous_max_installments_DAYS_INSTALMENT', 'sum_previous_avg_credit_CNT_DRAWINGS_CURRENT', 'sum_previous_sum_credit_AMT_DRAWINGS_OTHER_CURRENT', 'sum_previous_sum_installments_DAYS_ENTRY_PAYMENT', 'sum_previous_min_installments_NUM_INSTALMENT_NUMBER', 'sum_previous_AMT_GOODS_PRICE', 'sum_previous_max_credit_AMT_RECIVABLE', 'sum_previous_RATE_DOWN_PAYMENT', 'sum_previous_min_credit_SK_DPD', 'sum_previous_min_credit_CNT_DRAWINGS_ATM_CURRENT', 'avg_previous_sum_credit_AMT_INST_MIN_REGULARITY', 'avg_previous_min_credit_AMT_RECIVABLE', 'avg_previous_sum_credit_AMT_PAYMENT_CURRENT', 'avg_previous_min_credit_CNT_DRAWINGS_POS_CURRENT', 'avg_previous_HOUR_APPR_PROCESS_START', 'avg_previous_min_credit_AMT_CREDIT_LIMIT_ACTUAL', 'avg_previous_min_installments_AMT_PAYMENT', 'avg_previous_sum_credit_CNT_DRAWINGS_OTHER_CURRENT', 'avg_previous_min_credit_AMT_RECEIVABLE_PRINCIPAL', 'avg_previous_avg_credit_AMT_DRAWINGS_OTHER_CURRENT', 'avg_previous_sum_installments_DAYS_INSTALMENT', 'avg_previous_DAYS_LAST_DUE_1ST_VERSION', 'avg_previous_min_credit_CNT_DRAWINGS_CURRENT', 'avg_previous_avg_credit_AMT_TOTAL_RECEIVABLE', 'avg_previous_max_credit_AMT_PAYMENT_CURRENT', 'avg_previous_sum_credit_CNT_DRAWINGS_CURRENT', 'avg_previous_min_cash_CNT_INSTALMENT', 'avg_previous_sum_credit_AMT_CREDIT_LIMIT_ACTUAL', 'avg_previous_DAYS_FIRST_DRAWING', 'avg_previous_avg_credit_AMT_BALANCE', 'avg_previous_sum_credit_AMT_TOTAL_RECEIVABLE', 'avg_previous_sum_credit_SK_DPD', 'avg_previous_max_installments_NUM_INSTALMENT_VERSION', 'avg_previous_sum_cash_CNT_INSTALMENT_FUTURE', 'avg_previous_max_cash_MONTHS_BALANCE', 'avg_previous_sum_credit_CNT_INSTALMENT_MATURE_CUM', 'avg_previous_AMT_APPLICATION', 'avg_previous_avg_credit_AMT_DRAWINGS_POS_CURRENT', 'avg_previous_avg_credit_AMT_PAYMENT_TOTAL_CURRENT', 'avg_previous_sum_cash_SK_DPD_DEF', 'avg_previous_max_credit_CNT_INSTALMENT_MATURE_CUM', 'avg_previous_avg_cash_CNT_INSTALMENT_FUTURE', 'avg_previous_min_cash_SK_DPD_DEF', 'avg_previous_sum_credit_MONTHS_BALANCE', 'avg_previous_max_credit_CNT_DRAWINGS_CURRENT', 'avg_previous_DAYS_DECISION', 'avg_previous_NFLAG_LAST_APPL_IN_DAY', 'avg_previous_avg_credit_AMT_RECEIVABLE_PRINCIPAL', 'avg_previous_avg_cash_CNT_INSTALMENT', 'avg_previous_sum_credit_AMT_DRAWINGS_POS_CURRENT', 'avg_previous_avg_cash_SK_DPD_DEF', 'avg_previous_min_credit_MONTHS_BALANCE', 'avg_previous_max_credit_AMT_TOTAL_RECEIVABLE', 'avg_previous_max_credit_AMT_DRAWINGS_OTHER_CURRENT', 'avg_previous_max_credit_CNT_DRAWINGS_OTHER_CURRENT', 'avg_previous_avg_credit_AMT_CREDIT_LIMIT_ACTUAL', 'avg_previous_sum_installments_NUM_INSTALMENT_NUMBER', 'avg_previous_avg_credit_MONTHS_BALANCE', 'avg_previous_CNT_PAYMENT', 'avg_previous_DAYS_FIRST_DUE', 'avg_previous_sum_credit_CNT_DRAWINGS_ATM_CURRENT', 'avg_previous_max_cash_CNT_INSTALMENT_FUTURE', 'avg_previous_max_credit_CNT_DRAWINGS_POS_CURRENT', 'avg_previous_max_credit_AMT_CREDIT_LIMIT_ACTUAL', 'avg_previous_max_credit_AMT_DRAWINGS_ATM_CURRENT', 'avg_previous_DAYS_TERMINATION', 'avg_previous_max_credit_AMT_DRAWINGS_CURRENT', 'avg_previous_sum_credit_SK_DPD_DEF', 'avg_previous_min_credit_CNT_DRAWINGS_OTHER_CURRENT', 'avg_previous_avg_installments_NUM_INSTALMENT_VERSION', 'avg_previous_min_installments_DAYS_INSTALMENT', 'avg_previous_min_installments_NUM_INSTALMENT_VERSION', 'avg_previous_min_credit_CNT_INSTALMENT_MATURE_CUM', 'avg_previous_RATE_INTEREST_PRIMARY', 'avg_previous_avg_credit_SK_DPD', 'avg_previous_min_installments_AMT_INSTALMENT', 'avg_previous_max_credit_CNT_DRAWINGS_ATM_CURRENT', 'avg_previous_min_credit_AMT_DRAWINGS_POS_CURRENT', 'avg_previous_avg_credit_CNT_INSTALMENT_MATURE_CUM', 'avg_previous_max_credit_SK_DPD_DEF', 'avg_previous_avg_credit_AMT_RECIVABLE', 'avg_previous_avg_credit_AMT_DRAWINGS_ATM_CURRENT', 'avg_previous_max_credit_AMT_INST_MIN_REGULARITY', 'avg_previous_avg_installments_NUM_INSTALMENT_NUMBER', 'avg_previous_max_credit_AMT_PAYMENT_TOTAL_CURRENT', 'avg_previous_max_credit_SK_DPD', 'avg_previous_AMT_DOWN_PAYMENT', 'avg_previous_avg_credit_CNT_DRAWINGS_POS_CURRENT', 'avg_previous_min_credit_SK_DPD_DEF', 'avg_previous_max_credit_AMT_BALANCE', 'avg_previous_sum_installments_AMT_PAYMENT', 'avg_previous_max_installments_AMT_PAYMENT', 'avg_previous_min_credit_AMT_PAYMENT_CURRENT', 'avg_previous_max_cash_SK_DPD_DEF', 'avg_previous_max_credit_AMT_DRAWINGS_POS_CURRENT', 'avg_previous_min_cash_CNT_INSTALMENT_FUTURE', 'avg_previous_min_credit_AMT_PAYMENT_TOTAL_CURRENT', 'avg_previous_max_credit_AMT_RECEIVABLE_PRINCIPAL', 'avg_previous_sum_cash_CNT_INSTALMENT', 'avg_previous_min_credit_AMT_DRAWINGS_OTHER_CURRENT', 'avg_previous_sum_credit_AMT_BALANCE', 'avg_previous_avg_credit_AMT_PAYMENT_CURRENT', 'avg_previous_avg_credit_SK_DPD_DEF', 'avg_previous_AMT_ANNUITY', 'avg_previous_min_credit_AMT_TOTAL_RECEIVABLE', 'avg_previous_max_installments_DAYS_ENTRY_PAYMENT', 'avg_previous_sum_cash_SK_DPD', 'avg_previous_sum_credit_CNT_DRAWINGS_POS_CURRENT', 'avg_previous_min_cash_MONTHS_BALANCE', 'avg_previous_sum_installments_AMT_INSTALMENT', 'avg_previous_avg_cash_MONTHS_BALANCE', 'avg_previous_min_credit_AMT_DRAWINGS_CURRENT', 'avg_previous_avg_cash_SK_DPD', 'avg_previous_min_installments_DAYS_ENTRY_PAYMENT', 'avg_previous_sum_credit_AMT_RECEIVABLE_PRINCIPAL', 'avg_previous_min_credit_AMT_INST_MIN_REGULARITY', 'avg_previous_avg_credit_AMT_INST_MIN_REGULARITY', 'avg_previous_max_cash_SK_DPD', 'avg_previous_avg_credit_CNT_DRAWINGS_OTHER_CURRENT', 'avg_previous_max_cash_CNT_INSTALMENT', 'avg_previous_avg_installments_DAYS_INSTALMENT', 'avg_previous_sum_cash_MONTHS_BALANCE', 'avg_previous_min_credit_AMT_DRAWINGS_ATM_CURRENT', 'avg_previous_AMT_CREDIT', 'avg_previous_RATE_INTEREST_PRIVILEGED', 'avg_previous_max_installments_AMT_INSTALMENT', 'avg_previous_avg_credit_AMT_DRAWINGS_CURRENT', 'avg_previous_NFLAG_INSURED_ON_APPROVAL', 'avg_previous_avg_installments_DAYS_ENTRY_PAYMENT', 'avg_previous_min_credit_AMT_BALANCE', 'avg_previous_sum_credit_AMT_PAYMENT_TOTAL_CURRENT', 'avg_previous_min_cash_SK_DPD', 'avg_previous_sum_credit_AMT_DRAWINGS_ATM_CURRENT', 'avg_previous_avg_installments_AMT_INSTALMENT', 'avg_previous_sum_credit_AMT_RECIVABLE', 'avg_previous_sum_installments_NUM_INSTALMENT_VERSION', 'avg_previous_SELLERPLACE_AREA', 'avg_previous_max_credit_MONTHS_BALANCE', 'avg_previous_sum_credit_AMT_DRAWINGS_CURRENT', 'avg_previous_avg_installments_AMT_PAYMENT', 'avg_previous_avg_credit_CNT_DRAWINGS_ATM_CURRENT', 'avg_previous_max_installments_NUM_INSTALMENT_NUMBER', 'avg_previous_DAYS_LAST_DUE', 'avg_previous_max_installments_DAYS_INSTALMENT', 'avg_previous_avg_credit_CNT_DRAWINGS_CURRENT', 'avg_previous_sum_credit_AMT_DRAWINGS_OTHER_CURRENT', 'avg_previous_sum_installments_DAYS_ENTRY_PAYMENT', 'avg_previous_min_installments_NUM_INSTALMENT_NUMBER', 'avg_previous_AMT_GOODS_PRICE', 'avg_previous_max_credit_AMT_RECIVABLE', 'avg_previous_RATE_DOWN_PAYMENT', 'avg_previous_min_credit_SK_DPD', 'avg_previous_min_credit_CNT_DRAWINGS_ATM_CURRENT']\n```\n\n\n",
        "description_content_type": "text/markdown",
        "docs_url": null,
        "download_url": "",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/giantcroc/featuretoolsOnSpark",
        "keywords": "feature engineering data science machine learning",
        "license": "MIT",
        "maintainer": "",
        "maintainer_email": "",
        "name": "featuretoolsOnSpark",
        "package_url": "https://pypi.org/project/featuretoolsOnSpark/",
        "platform": "",
        "project_url": "https://pypi.org/project/featuretoolsOnSpark/",
        "project_urls": {
            "Homepage": "https://github.com/giantcroc/featuretoolsOnSpark"
        },
        "release_url": "https://pypi.org/project/featuretoolsOnSpark/0.1.4/",
        "requires_dist": [
            "numpy (>=1.13.3)",
            "pandas (>=0.23.0)",
            "future (>=0.16.0)",
            "pyspark (>=2.3.2)"
        ],
        "requires_python": ">=2.7, <4",
        "summary": "A simplified version of featuretools for Spark",
        "version": "0.1.4"
    },
    "last_serial": 5395424,
    "releases": {
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "8251a59a3cddf3c534078473d31e9b71",
                    "sha256": "b9e89b1b6c4aab238a9a92cce43992b4ad760e3097f8fa60f0b48d6a91fa7fc2"
                },
                "downloads": -1,
                "filename": "featuretoolsOnSpark-0.1.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "8251a59a3cddf3c534078473d31e9b71",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=2.7, <4",
                "size": 15298,
                "upload_time": "2019-06-08T03:02:24",
                "url": "https://files.pythonhosted.org/packages/35/53/d45a83a3b06096aab74e79ab5552805380582ca8ecbfa3ea3027211016d1/featuretoolsOnSpark-0.1.0-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "d0d8235d0f6bbdaa3773f0d1b243df67",
                    "sha256": "744a1339974202a7adb060e8fb70320ef78df24d40d71a2a15d18f6cf1db2e2c"
                },
                "downloads": -1,
                "filename": "featuretoolsOnSpark-0.1.0.tar.gz",
                "has_sig": false,
                "md5_digest": "d0d8235d0f6bbdaa3773f0d1b243df67",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=2.7, <4",
                "size": 12441,
                "upload_time": "2019-06-08T03:02:26",
                "url": "https://files.pythonhosted.org/packages/0e/12/76555c23823fd62e23562a6a1e11f265decce5628ce6da5950294572da5e/featuretoolsOnSpark-0.1.0.tar.gz"
            }
        ],
        "0.1.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "d91c5c588fed9f39186afc27cf66798a",
                    "sha256": "837ca1eca829674b945fe77e84d3630c9fb2e66de7780386ba525314b31b1053"
                },
                "downloads": -1,
                "filename": "featuretoolsOnSpark-0.1.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "d91c5c588fed9f39186afc27cf66798a",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=2.7, <4",
                "size": 19292,
                "upload_time": "2019-06-11T03:29:44",
                "url": "https://files.pythonhosted.org/packages/1d/3b/2a44e17d934e78c313ad74b1d1ec9c6e9d6e61506a912d2fbc7c2cf3e4cf/featuretoolsOnSpark-0.1.1-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "058550fe1374247adbafd60a13cb7024",
                    "sha256": "b55152c50d43c62016a47fa52972897e48da618bff1e393764bb3eb801a9e4f2"
                },
                "downloads": -1,
                "filename": "featuretoolsOnSpark-0.1.1.tar.gz",
                "has_sig": false,
                "md5_digest": "058550fe1374247adbafd60a13cb7024",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=2.7, <4",
                "size": 17081,
                "upload_time": "2019-06-11T03:29:46",
                "url": "https://files.pythonhosted.org/packages/1a/8b/be74757437f254328d9f83bb10855024f49e102c296d56b7f93967560475/featuretoolsOnSpark-0.1.1.tar.gz"
            }
        ],
        "0.1.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "5760c24ccb743d583d068c83e6dcb11a",
                    "sha256": "77bc0c11b89c77c4a52f3bb361f7e3b5537c5c05943301e2eea2488587a92e79"
                },
                "downloads": -1,
                "filename": "featuretoolsOnSpark-0.1.2-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "5760c24ccb743d583d068c83e6dcb11a",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=2.7, <4",
                "size": 19306,
                "upload_time": "2019-06-12T03:16:09",
                "url": "https://files.pythonhosted.org/packages/8a/7f/1dd93cff2dfef7b03152ba7cd930654ecabd1d9d708f37c45dd99fd7e7b0/featuretoolsOnSpark-0.1.2-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "82c87931a71a2c1d694e95b8f25352ce",
                    "sha256": "e3f8fd256d3477992b3c4dd160e94eccc563eed253043f53dcee47177f768df7"
                },
                "downloads": -1,
                "filename": "featuretoolsOnSpark-0.1.2.tar.gz",
                "has_sig": false,
                "md5_digest": "82c87931a71a2c1d694e95b8f25352ce",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=2.7, <4",
                "size": 24916,
                "upload_time": "2019-06-12T03:16:11",
                "url": "https://files.pythonhosted.org/packages/a3/c7/88b2069f62a849896106fc93b2e9ee2b19983672d7b96ba124946f0ba271/featuretoolsOnSpark-0.1.2.tar.gz"
            }
        ],
        "0.1.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "d2dd9494ae4e151103f3368a67fd8d69",
                    "sha256": "64252c095e0ed6e392fafb00cc7eb338763962fa00b3f45fe7776e9106f63a13"
                },
                "downloads": -1,
                "filename": "featuretoolsOnSpark-0.1.4-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "d2dd9494ae4e151103f3368a67fd8d69",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=2.7, <4",
                "size": 20904,
                "upload_time": "2019-06-13T10:49:39",
                "url": "https://files.pythonhosted.org/packages/9c/46/6b80214412c15a192c4af9e7ecad1c471c3bfda5903edc23ae14e6bb8244/featuretoolsOnSpark-0.1.4-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "24a0a1a2e038915526a2091cc3b241a8",
                    "sha256": "a90b98176528019cdb792567b305521ae43f65f760c7b1e1fce4bee186aa8382"
                },
                "downloads": -1,
                "filename": "featuretoolsOnSpark-0.1.4.tar.gz",
                "has_sig": false,
                "md5_digest": "24a0a1a2e038915526a2091cc3b241a8",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=2.7, <4",
                "size": 27875,
                "upload_time": "2019-06-13T10:49:41",
                "url": "https://files.pythonhosted.org/packages/22/1b/9f3615e190e06d819f093477db51afb8e8425523382f8c9910c6e6b7563d/featuretoolsOnSpark-0.1.4.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "d2dd9494ae4e151103f3368a67fd8d69",
                "sha256": "64252c095e0ed6e392fafb00cc7eb338763962fa00b3f45fe7776e9106f63a13"
            },
            "downloads": -1,
            "filename": "featuretoolsOnSpark-0.1.4-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "d2dd9494ae4e151103f3368a67fd8d69",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": ">=2.7, <4",
            "size": 20904,
            "upload_time": "2019-06-13T10:49:39",
            "url": "https://files.pythonhosted.org/packages/9c/46/6b80214412c15a192c4af9e7ecad1c471c3bfda5903edc23ae14e6bb8244/featuretoolsOnSpark-0.1.4-py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "24a0a1a2e038915526a2091cc3b241a8",
                "sha256": "a90b98176528019cdb792567b305521ae43f65f760c7b1e1fce4bee186aa8382"
            },
            "downloads": -1,
            "filename": "featuretoolsOnSpark-0.1.4.tar.gz",
            "has_sig": false,
            "md5_digest": "24a0a1a2e038915526a2091cc3b241a8",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": ">=2.7, <4",
            "size": 27875,
            "upload_time": "2019-06-13T10:49:41",
            "url": "https://files.pythonhosted.org/packages/22/1b/9f3615e190e06d819f093477db51afb8e8425523382f8c9910c6e6b7563d/featuretoolsOnSpark-0.1.4.tar.gz"
        }
    ]
}