{"id":14982408,"url":"https://github.com/giantcroc/featuretoolsonspark","last_synced_at":"2025-07-27T06:05:53.693Z","repository":{"id":57428956,"uuid":"189510883","full_name":"giantcroc/featuretoolsOnSpark","owner":"giantcroc","description":"A simplified version of featuretools for Spark","archived":false,"fork":false,"pushed_at":"2019-06-14T11:00:06.000Z","size":184,"stargazers_count":31,"open_issues_count":1,"forks_count":13,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-02-02T01:31:48.953Z","etag":null,"topics":["automated-feature-engineering","automated-machine-learning","automl","deep-feature-synthesis","feature-engineering","featuretools","machine-learning","python","spark"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/giantcroc.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2019-05-31T02:06:22.000Z","updated_at":"2024-12-11T14:26:28.000Z","dependencies_parsed_at":"2022-08-26T10:20:44.152Z","dependency_job_id":null,"html_url":"https://github.com/giantcroc/featuretoolsOnSpark","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/giantcroc%2FfeaturetoolsOnSpark","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/giantcroc%2FfeaturetoolsOnSpark/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/giantcroc%2FfeaturetoolsOnSpark/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/giantcroc%2FfeaturetoolsOnSpark/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/giantcroc","download_url":"https://codeload.github.com/giantcroc/featuretoolsOnSpark/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":238825745,"owners_count":19537118,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["automated-feature-engineering","automated-machine-learning","automl","deep-feature-synthesis","feature-engineering","featuretools","machine-learning","python","spark"],"created_at":"2024-09-24T14:05:21.796Z","updated_at":"2025-02-14T10:31:46.602Z","avatar_url":"https://github.com/giantcroc.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 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\t\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\u003cp align=\"center\"\u003e\n\u003cimg src=\"https://storage.googleapis.com/kaggle-media/competitions/home-credit/home_credit.png\" alt=\"featuretoolsOnSpark\" /\u003e\n\u003c/p\u003e\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\u003e\u003e from pyspark.sql import SparkSession\n\n\u003e\u003e 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\u003e\u003e app_train = spark.sql(''' select * from home_credit.app_train ''')\n\n\u003e\u003e bureau = spark.sql(''' select * from home_credit.bureau ''')\n\n\u003e\u003e bureau_balance = spark.sql(''' select * from home_credit.bureau_balance ''')\n\n\u003e\u003e cash = spark.sql(''' select * from home_credit.cash ''')\n\n\u003e\u003e credit = spark.sql(''' select * from home_credit.credit ''')\n\n\u003e\u003e installments = spark.sql(''' select * from home_credit.installments ''')\n\n\u003e\u003e previous = spark.sql(''' select * from home_credit.previous ''')\n```\n#### 3. Create TableSet\n```python\n\u003e\u003e import featuretoolsOnSpark as fts\n\n\u003e\u003e ts = fts.TableSet(\"home_credit\",verbose=False)\n```\n#### 4. Create Tables From Spark DataFrame\n```python\n\u003e\u003e ts.table_from_dataframe(table_id=\"bureau_balance\",dataframe=bureau_balance,index='bureau_balance_id',make_index = True)\n\n\u003e\u003e ts.table_from_dataframe(table_id=\"app_train\",dataframe=app_train,index='SK_ID_CURR')\n\n\u003e\u003e ts.table_from_dataframe(table_id=\"bureau\",dataframe=bureau,index='SK_ID_BUREAU')\n\n\u003e\u003e ts.table_from_dataframe(table_id=\"cash\",dataframe=cash,index='cash_id',make_index = True)\n\n\u003e\u003e ts.table_from_dataframe(table_id=\"credit\",dataframe=credit,index='credit_id',make_index = True)\n\n\u003e\u003e ts.table_from_dataframe(table_id=\"installments\",dataframe=installments,index='installments_id',make_index = True)\n\n\u003e\u003e ts.table_from_dataframe(table_id=\"previous\",dataframe=previous,index='SK_ID_PREV')\n```\n#### 5. Add Relationships of Tables\n```python\n\u003e\u003e re1 = Relationship(ts[\"app_train\"][\"SK_ID_CURR\"],ts[\"bureau\"][\"SK_ID_CURR\"])\n\n\u003e\u003e re2 = Relationship(ts[\"bureau\"][\"SK_ID_BUREAU\"],ts[\"bureau_balance\"][\"SK_ID_BUREAU\"])\n\n\u003e\u003e re3 = Relationship(ts[\"app_train\"][\"SK_ID_CURR\"],ts[\"previous\"][\"SK_ID_CURR\"])\n\n\u003e\u003e re4 = Relationship(ts[\"previous\"][\"SK_ID_PREV\"],ts[\"cash\"][\"SK_ID_PREV\"])\n\n\u003e\u003e re5 = Relationship(ts[\"previous\"][\"SK_ID_PREV\"],ts[\"credit\"][\"SK_ID_PREV\"])\n\n\u003e\u003e re6 = Relationship(ts[\"previous\"][\"SK_ID_PREV\"],ts[\"installments\"][\"SK_ID_PREV\"])\n\n\u003e\u003e ts.add_relationships([re1,re2,re3,re4,re5,re6])\n```\n#### 6. Add Interesting Values(Optional)\n```python\n\u003e\u003e ts[\"bureau\"][\"CREDIT_ACTIVE\"].interesting_values = ['Closed','Active']\n```\n#### 7. Add Interesting Columns(Optional)\n```python\n\u003e\u003e ts[\"bureau\"].interesting_columns = ['CREDIT_ACTIVE','CREDIT_CURRENCY']\n```\n#### 8. Print Available Agg_primitives\n```python\n\u003e\u003e 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\u003e\u003e 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\u003e\u003e new_app_train = ts[\"app_train\"].df\n\n\u003e\u003e old_len = ts[\"app_train\"].old_len\n\n\u003e\u003e print('new_generate_feature_len:{}'.format(len(new_app_train.columns)-old_len))\n\n\u003e\u003e 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', 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