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Cap_SparkSQL_EDA_ML.txt
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Cap_SparkSQL_EDA_ML.txt
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+-------+------------------+
|dept_no| dept_name|
+-------+------------------+
| d001| Marketing|
| d002| Finance|
| d003| Human Resources|
| d004| Production|
| d005| development|
| d006|Quality Management|
| d007| Sales|
| d008| Research|
| d009| Customer Service|
+-------+------------------+
root
|-- dept_no: string (nullable = true)
|-- dept_name: string (nullable = true)
+--------+------------------+
|title_id| title|
+--------+------------------+
| e0001|Assistant Engineer|
| e0002| Engineer|
| e0003| Senior Engineer|
| e0004| Technique Leader|
| m0001| Manager|
| s0001| Staff|
| s0002| Senior Staff|
+--------+------------------+
root
|-- title_id: string (nullable = true)
|-- title: string (nullable = true)
root
|-- emp_no: integer (nullable = true)
|-- emp_title_id: string (nullable = true)
|-- birth_date: date (nullable = true)
|-- first_name: string (nullable = true)
|-- last_name: string (nullable = true)
|-- sex: string (nullable = true)
|-- hire_date: date (nullable = true)
|-- no_of_projects: integer (nullable = true)
|-- last_performance_rating: string (nullable = true)
|-- left2: integer (nullable = true)
|-- last_date: date (nullable = true)
+------+-------+
|emp_no|dept_no|
+------+-------+
| 10001| d005|
| 10002| d007|
| 10003| d004|
| 10004| d004|
| 10005| d003|
| 10006| d005|
| 10007| d008|
| 10008| d005|
| 10009| d006|
| 10010| d004|
| 10010| d006|
| 10011| d009|
| 10012| d005|
| 10013| d003|
| 10014| d005|
| 10015| d008|
| 10016| d007|
| 10017| d001|
| 10018| d004|
| 10018| d005|
+------+-------+
only showing top 20 rows
root
|-- emp_no: integer (nullable = true)
|-- dept_no: string (nullable = true)
+------+-------+
|emp_no|dept_no|
+------+-------+
| 10001| d005|
| 10002| d007|
| 10003| d004|
| 10004| d004|
| 10005| d003|
| 10006| d005|
| 10007| d008|
| 10008| d005|
| 10009| d006|
| 10010| d006|
| 10011| d009|
| 10012| d005|
| 10013| d003|
| 10014| d005|
| 10015| d008|
| 10016| d007|
| 10017| d001|
| 10018| d005|
| 10019| d008|
| 10020| d004|
+------+-------+
only showing top 20 rows
root
|-- emp_no: integer (nullable = true)
|-- dept_no: string (nullable = true)
+-------+------+
|dept_no|emp_no|
+-------+------+
| d001|110022|
| d001|110039|
| d002|110085|
| d002|110114|
| d003|110183|
| d003|110228|
| d004|110303|
| d004|110344|
| d004|110386|
| d004|110420|
| d005|110511|
| d005|110567|
| d006|110725|
| d006|110765|
| d006|110800|
| d006|110854|
| d007|111035|
| d007|111133|
| d008|111400|
| d008|111534|
+-------+------+
only showing top 20 rows
root
|-- dept_no: string (nullable = true)
|-- emp_no: integer (nullable = true)
+------+------+
|emp_no|salary|
+------+------+
| 10001| 60117|
| 10002| 65828|
| 10003| 40006|
| 10004| 40054|
| 10005| 78228|
| 10006| 40000|
| 10007| 56724|
| 10008| 46671|
| 10009| 60929|
| 10010| 72488|
| 10011| 42365|
| 10012| 40000|
| 10013| 40000|
| 10014| 46168|
| 10015| 40000|
| 10016| 70889|
| 10017| 71380|
| 10018| 55881|
| 10019| 44276|
| 10020| 40000|
+------+------+
only showing top 20 rows
root
|-- emp_no: integer (nullable = true)
|-- salary: integer (nullable = true)
+----------------------------------------+
|greatest(max(last_date), max(hire_date))|
+----------------------------------------+
| 2013-03-10|
+----------------------------------------+
+------+-----------+----------+---+------+
|emp_no| last_name|first_name|sex|salary|
+------+-----------+----------+---+------+
| 10001| Facello| Georgi| M| 60117|
| 10002| Simmel| Bezalel| F| 65828|
| 10003| Bamford| Parto| M| 40006|
| 10004| Koblick| Chirstian| M| 40054|
| 10005| Maliniak| Kyoichi| M| 78228|
| 10006| Preusig| Anneke| F| 40000|
| 10007| Zielinski| Tzvetan| F| 56724|
| 10008| Kalloufi| Saniya| M| 46671|
| 10009| Peac| Sumant| F| 60929|
| 10010| Piveteau| Duangkaew| F| 72488|
| 10011| Sluis| Mary| F| 42365|
| 10012| Bridgland| Patricio| M| 40000|
| 10013| Terkki| Eberhardt| M| 40000|
| 10014| Genin| Berni| M| 46168|
| 10015| Nooteboom| Guoxiang| M| 40000|
| 10016|Cappelletti| Kazuhito| M| 70889|
| 10017| Bouloucos| Cristinel| F| 71380|
| 10018| Peha| Kazuhide| F| 55881|
| 10019| Haddadi| Lillian| M| 44276|
| 10020| Warwick| Mayuko| M| 40000|
+------+-----------+----------+---+------+
only showing top 20 rows
+------+-----------+----------+---+------+
|emp_no| last_name|first_name|sex|salary|
+------+-----------+----------+---+------+
| 10001| Facello| Georgi| M| 60117|
| 10002| Simmel| Bezalel| F| 65828|
| 10003| Bamford| Parto| M| 40006|
| 10004| Koblick| Chirstian| M| 40054|
| 10005| Maliniak| Kyoichi| M| 78228|
| 10006| Preusig| Anneke| F| 40000|
| 10007| Zielinski| Tzvetan| F| 56724|
| 10008| Kalloufi| Saniya| M| 46671|
| 10009| Peac| Sumant| F| 60929|
| 10010| Piveteau| Duangkaew| F| 72488|
| 10011| Sluis| Mary| F| 42365|
| 10012| Bridgland| Patricio| M| 40000|
| 10013| Terkki| Eberhardt| M| 40000|
| 10014| Genin| Berni| M| 46168|
| 10015| Nooteboom| Guoxiang| M| 40000|
| 10016|Cappelletti| Kazuhito| M| 70889|
| 10017| Bouloucos| Cristinel| F| 71380|
| 10018| Peha| Kazuhide| F| 55881|
| 10019| Haddadi| Lillian| M| 44276|
| 10020| Warwick| Mayuko| M| 40000|
+------+-----------+----------+---+------+
only showing top 20 rows
+----------+------------+----------+
|first_name| last_name| hire_date|
+----------+------------+----------+
| Georgi| Facello|1986-06-26|
| Parto| Bamford|1986-08-28|
| Chirstian| Koblick|1986-12-01|
| Sanjiv| Zschoche|1986-02-04|
| Kwee| Schusler|1986-02-26|
| Kshitij| Gils|1986-03-27|
| Zhongwei| Rosen|1986-10-30|
| Xinglin| Eugenio|1986-09-08|
| Sudharsan|Flasterstein|1986-08-12|
| Kendra| Hofting|1986-03-14|
| Hilari| Morton|1986-07-15|
| Akemi| Birch|1986-12-02|
| Lunjin| Giveon|1986-10-02|
| Xuejia| Ullian|1986-08-22|
| Chikara| Rissland|1986-01-23|
| Domenick| Peltason|1986-03-14|
| Zissis| Pintelas|1986-02-11|
| Perry| Shimshoni|1986-09-18|
| Kazuhito| Encarnacion|1986-08-21|
| Xiadong| Perry|1986-11-05|
+----------+------------+----------+
only showing top 20 rows
+----------+------------+----------+
|first_name| last_name| hire_date|
+----------+------------+----------+
| Georgi| Facello|1986-06-26|
| Parto| Bamford|1986-08-28|
| Chirstian| Koblick|1986-12-01|
| Sanjiv| Zschoche|1986-02-04|
| Kwee| Schusler|1986-02-26|
| Kshitij| Gils|1986-03-27|
| Zhongwei| Rosen|1986-10-30|
| Xinglin| Eugenio|1986-09-08|
| Sudharsan|Flasterstein|1986-08-12|
| Kendra| Hofting|1986-03-14|
| Hilari| Morton|1986-07-15|
| Akemi| Birch|1986-12-02|
| Lunjin| Giveon|1986-10-02|
| Xuejia| Ullian|1986-08-22|
| Chikara| Rissland|1986-01-23|
| Domenick| Peltason|1986-03-14|
| Zissis| Pintelas|1986-02-11|
| Perry| Shimshoni|1986-09-18|
| Kazuhito| Encarnacion|1986-08-21|
| Xiadong| Perry|1986-11-05|
+----------+------------+----------+
only showing top 20 rows
+-------+------------------+------+------------+-----------+-------+
|dept_no| dept_name|emp_no| last_name| first_name| title|
+-------+------------------+------+------------+-----------+-------+
| d001| Marketing|110022| Markovitch| Margareta|Manager|
| d001| Marketing|110039| Minakawa| Vishwani|Manager|
| d002| Finance|110085| Alpin| Ebru|Manager|
| d002| Finance|110114| Legleitner| Isamu|Manager|
| d003| Human Resources|110183|Ossenbruggen| Shirish|Manager|
| d003| Human Resources|110228| Sigstam| Karsten|Manager|
| d004| Production|110303| Wegerle| Krassimir|Manager|
| d004| Production|110344| Cools| Rosine|Manager|
| d004| Production|110386| Kieras| Shem|Manager|
| d004| Production|110420| Ghazalie| Oscar|Manager|
| d005| development|110511| Hagimont| DeForest|Manager|
| d005| development|110567| DasSarma| Leon|Manager|
| d006|Quality Management|110725| Onuegbe| Peternela|Manager|
| d006|Quality Management|110765| Hofmeyr| Rutger|Manager|
| d006|Quality Management|110800| Quadeer| Sanjoy|Manager|
| d006|Quality Management|110854| Pesch| Dung|Manager|
| d007| Sales|111035| Kaelbling|Przemyslawa|Manager|
| d007| Sales|111133| Zhang| Hauke|Manager|
| d008| Research|111400| Staelin| Arie|Manager|
| d008| Research|111534| Kambil| Hilary|Manager|
+-------+------------------+------+------------+-----------+-------+
only showing top 20 rows
+-------+------------------+------+------------+-----------+-------+
|dept_no| dept_name|emp_no| last_name| first_name| title|
+-------+------------------+------+------------+-----------+-------+
| d001| Marketing|110022| Markovitch| Margareta|Manager|
| d001| Marketing|110039| Minakawa| Vishwani|Manager|
| d002| Finance|110085| Alpin| Ebru|Manager|
| d002| Finance|110114| Legleitner| Isamu|Manager|
| d003| Human Resources|110183|Ossenbruggen| Shirish|Manager|
| d003| Human Resources|110228| Sigstam| Karsten|Manager|
| d004| Production|110303| Wegerle| Krassimir|Manager|
| d004| Production|110344| Cools| Rosine|Manager|
| d004| Production|110386| Kieras| Shem|Manager|
| d004| Production|110420| Ghazalie| Oscar|Manager|
| d005| development|110511| Hagimont| DeForest|Manager|
| d005| development|110567| DasSarma| Leon|Manager|
| d006|Quality Management|110725| Onuegbe| Peternela|Manager|
| d006|Quality Management|110765| Hofmeyr| Rutger|Manager|
| d006|Quality Management|110800| Quadeer| Sanjoy|Manager|
| d006|Quality Management|110854| Pesch| Dung|Manager|
| d007| Sales|111035| Kaelbling|Przemyslawa|Manager|
| d007| Sales|111133| Zhang| Hauke|Manager|
| d008| Research|111400| Staelin| Arie|Manager|
| d008| Research|111534| Kambil| Hilary|Manager|
+-------+------------------+------+------------+-----------+-------+
only showing top 20 rows
+------+-----------+----------+------------------+
|emp_no| last_name|first_name| dept_name|
+------+-----------+----------+------------------+
| 10001| Facello| Georgi| development|
| 10002| Simmel| Bezalel| Sales|
| 10003| Bamford| Parto| Production|
| 10004| Koblick| Chirstian| Production|
| 10005| Maliniak| Kyoichi| Human Resources|
| 10006| Preusig| Anneke| development|
| 10007| Zielinski| Tzvetan| Research|
| 10008| Kalloufi| Saniya| development|
| 10009| Peac| Sumant|Quality Management|
| 10010| Piveteau| Duangkaew|Quality Management|
| 10011| Sluis| Mary| Customer Service|
| 10012| Bridgland| Patricio| development|
| 10013| Terkki| Eberhardt| Human Resources|
| 10014| Genin| Berni| development|
| 10015| Nooteboom| Guoxiang| Research|
| 10016|Cappelletti| Kazuhito| Sales|
| 10017| Bouloucos| Cristinel| Marketing|
| 10018| Peha| Kazuhide| development|
| 10019| Haddadi| Lillian| Research|
| 10020| Warwick| Mayuko| Production|
+------+-----------+----------+------------------+
only showing top 20 rows
+------+-----------+----------+------------------+
|emp_no| last_name|first_name| dept_name|
+------+-----------+----------+------------------+
| 10001| Facello| Georgi| development|
| 10002| Simmel| Bezalel| Sales|
| 10003| Bamford| Parto| Production|
| 10004| Koblick| Chirstian| Production|
| 10005| Maliniak| Kyoichi| Human Resources|
| 10006| Preusig| Anneke| development|
| 10007| Zielinski| Tzvetan| Research|
| 10008| Kalloufi| Saniya| development|
| 10009| Peac| Sumant|Quality Management|
| 10010| Piveteau| Duangkaew|Quality Management|
| 10011| Sluis| Mary| Customer Service|
| 10012| Bridgland| Patricio| development|
| 10013| Terkki| Eberhardt| Human Resources|
| 10014| Genin| Berni| development|
| 10015| Nooteboom| Guoxiang| Research|
| 10016|Cappelletti| Kazuhito| Sales|
| 10017| Bouloucos| Cristinel| Marketing|
| 10018| Peha| Kazuhide| development|
| 10019| Haddadi| Lillian| Research|
| 10020| Warwick| Mayuko| Production|
+------+-----------+----------+------------------+
only showing top 20 rows
+----------+-------------+---+
|first_name| last_name|sex|
+----------+-------------+---+
| Hercules| Benzmuller| M|
| Hercules| Brendel| F|
| Hercules| Baranowski| M|
| Hercules| Barreiro| M|
| Hercules| Baer| M|
| Hercules|Bernardinello| F|
| Hercules| Basagni| M|
| Hercules| Biran| F|
| Hercules| Bernatsky| M|
| Hercules| Bail| F|
| Hercules| Birge| F|
| Hercules| Bisiani| F|
| Hercules| Bodoff| M|
| Hercules| Biron| F|
| Hercules| Buchter| M|
| Hercules| Bain| F|
| Hercules| Bahr| M|
| Hercules| Baak| M|
| Hercules| Benantar| F|
| Hercules| Berstel| F|
+----------+-------------+---+
+----------+-------------+---+
|first_name| last_name|sex|
+----------+-------------+---+
| Hercules| Benzmuller| M|
| Hercules| Brendel| F|
| Hercules| Baranowski| M|
| Hercules| Barreiro| M|
| Hercules| Baer| M|
| Hercules|Bernardinello| F|
| Hercules| Basagni| M|
| Hercules| Biran| F|
| Hercules| Bernatsky| M|
| Hercules| Bail| F|
| Hercules| Birge| F|
| Hercules| Bisiani| F|
| Hercules| Bodoff| M|
| Hercules| Biron| F|
| Hercules| Buchter| M|
| Hercules| Bain| F|
| Hercules| Bahr| M|
| Hercules| Baak| M|
| Hercules| Benantar| F|
| Hercules| Berstel| F|
+----------+-------------+---+
+------+------------+----------+---------+
|emp_no| last_name|first_name|dept_name|
+------+------------+----------+---------+
| 10002| Simmel| Bezalel| Sales|
| 10016| Cappelletti| Kazuhito| Sales|
| 10034| Swan| Bader| Sales|
| 10041| Lenart| Uri| Sales|
| 10050| Dredge| Yinghua| Sales|
| 10053| Zschoche| Sanjiv| Sales|
| 10061| Herber| Tse| Sales|
| 10068| Brattka| Charlene| Sales|
| 10087| Eugenio| Xinglin| Sales|
| 10089|Flasterstein| Sudharsan| Sales|
| 10093| Desikan| Sailaja| Sales|
| 10095| Morton| Hilari| Sales|
| 10099| Sullins| Valter| Sales|
| 10101| Heyers| Perla| Sales|
| 10107| Baca| Dung| Sales|
| 10125| Hiltgen| Syozo| Sales|
| 10136| Pintelas| Zissis| Sales|
| 10148| Azumi| Douadi| Sales|
| 10149| Perry| Xiadong| Sales|
| 10151| Lichtner| Itzchak| Sales|
+------+------------+----------+---------+
only showing top 20 rows
+------+------------+----------+---------+
|emp_no| last_name|first_name|dept_name|
+------+------------+----------+---------+
| 10002| Simmel| Bezalel| Sales|
| 10016| Cappelletti| Kazuhito| Sales|
| 10034| Swan| Bader| Sales|
| 10041| Lenart| Uri| Sales|
| 10050| Dredge| Yinghua| Sales|
| 10053| Zschoche| Sanjiv| Sales|
| 10061| Herber| Tse| Sales|
| 10068| Brattka| Charlene| Sales|
| 10087| Eugenio| Xinglin| Sales|
| 10089|Flasterstein| Sudharsan| Sales|
| 10093| Desikan| Sailaja| Sales|
| 10095| Morton| Hilari| Sales|
| 10099| Sullins| Valter| Sales|
| 10101| Heyers| Perla| Sales|
| 10107| Baca| Dung| Sales|
| 10125| Hiltgen| Syozo| Sales|
| 10136| Pintelas| Zissis| Sales|
| 10148| Azumi| Douadi| Sales|
| 10149| Perry| Xiadong| Sales|
| 10151| Lichtner| Itzchak| Sales|
+------+------------+----------+---------+
only showing top 20 rows
+------+-----------+----------+-----------+
|emp_no| last_name|first_name| dept_name|
+------+-----------+----------+-----------+
| 10001| Facello| Georgi|development|
| 10002| Simmel| Bezalel| Sales|
| 10006| Preusig| Anneke|development|
| 10008| Kalloufi| Saniya|development|
| 10012| Bridgland| Patricio|development|
| 10014| Genin| Berni|development|
| 10016|Cappelletti| Kazuhito| Sales|
| 10018| Peha| Kazuhide|development|
| 10021| Erde| Ramzi|development|
| 10022| Famili| Shahaf|development|
| 10023| Montemayor| Bojan|development|
| 10025| Heyers| Prasadram|development|
| 10027| Reistad| Divier|development|
| 10028| Tempesti| Domenick|development|
| 10031| Joslin| Karsten|development|
| 10034| Swan| Bader| Sales|
| 10037| Makrucki| Pradeep|development|
| 10041| Lenart| Uri| Sales|
| 10043| Tzvieli| Yishay|development|
| 10048| Syrotiuk| Florian|development|
+------+-----------+----------+-----------+
only showing top 20 rows
+------+-----------+----------+-----------+
|emp_no| last_name|first_name| dept_name|
+------+-----------+----------+-----------+
| 10001| Facello| Georgi|development|
| 10002| Simmel| Bezalel| Sales|
| 10006| Preusig| Anneke|development|
| 10008| Kalloufi| Saniya|development|
| 10012| Bridgland| Patricio|development|
| 10014| Genin| Berni|development|
| 10016|Cappelletti| Kazuhito| Sales|
| 10018| Peha| Kazuhide|development|
| 10021| Erde| Ramzi|development|
| 10022| Famili| Shahaf|development|
| 10023| Montemayor| Bojan|development|
| 10025| Heyers| Prasadram|development|
| 10027| Reistad| Divier|development|
| 10028| Tempesti| Domenick|development|
| 10031| Joslin| Karsten|development|
| 10034| Swan| Bader| Sales|
| 10037| Makrucki| Pradeep|development|
| 10041| Lenart| Uri| Sales|
| 10043| Tzvieli| Yishay|development|
| 10048| Syrotiuk| Florian|development|
+------+-----------+----------+-----------+
only showing top 20 rows
+-----------+-------------+
| last_name|Last_name_cnt|
+-----------+-------------+
| Baba| 226|
| Gelosh| 223|
| Coorg| 223|
| Sudbeck| 222|
| Farris| 222|
| Adachi| 221|
| Osgood| 220|
| Masada| 218|
| Mandell| 218|
| Neiman| 218|
|Boudaillier| 217|
| Wendorf| 217|
| Cummings| 216|
| Solares| 216|
| Mahnke| 216|
| Pettis| 216|
| Emmart| 215|
| Birjandi| 215|
| Collette| 215|
| Kulisch| 215|
+-----------+-------------+
only showing top 20 rows
+-----------+-------------+
| last_name|Last_name_cnt|
+-----------+-------------+
| Baba| 226|
| Gelosh| 223|
| Coorg| 223|
| Farris| 222|
| Sudbeck| 222|
| Adachi| 221|
| Osgood| 220|
| Masada| 218|
| Mandell| 218|
| Neiman| 218|
|Boudaillier| 217|
| Wendorf| 217|
| Pettis| 216|
| Mahnke| 216|
| Solares| 216|
| Cummings| 216|
| Kulisch| 215|
| Maksimenko| 215|
| Emmart| 215|
| Collette| 215|
+-----------+-------------+
only showing top 20 rows
+------------------+---+-----------+-------------+----------+
| dept_name|sex|Total_Count|Working_Count|Left_Count|
+------------------+---+-----------+-------------+----------+
|Quality Management| M| 12039| 10839| 1200|
| Finance| F| 5961| 5388| 573|
| Human Resources| M| 10711| 9635| 1076|
| Human Resources| F| 7075| 6354| 721|
|Quality Management| F| 8078| 7260| 818|
| Sales| M| 29810| 26755| 3055|
| Customer Service| M| 14132| 12713| 1419|
| development| M| 47277| 42512| 4765|
| Marketing| F| 5850| 5304| 546|
| Research| F| 8439| 7601| 838|
| Production| F| 23912| 21460| 2452|
| Research| M| 12687| 11427| 1260|
| Finance| M| 8756| 7929| 827|
| Sales| F| 19851| 17954| 1897|
| Customer Service| F| 9448| 8453| 995|
| development| F| 31437| 28370| 3067|
| Production| M| 35577| 32069| 3508|
| Marketing| M| 8984| 8134| 850|
+------------------+---+-----------+-------------+----------+
+------------------+--------+--------+------------------+
| dept_name|min(Age)|max(Age)| avg(Age)|
+------------------+--------+--------+------------------+
| Sales| 48| 61| 54.91617164374459|
|Quality Management| 48| 61| 54.94397773027787|
| Finance| 48| 61| 54.9266154786981|
| Production| 48| 61| 54.93388693708081|
| Research| 48| 61|54.902821168228726|
| Customer Service| 48| 61| 54.91675148430873|
| Marketing| 48| 61| 54.92153161655656|
| development| 48| 61| 54.8962446324669|
| Human Resources| 48| 61| 54.94900483526369|
+------------------+--------+--------+------------------+
root
|-- sex: string (nullable = true)
|-- no_of_projects: integer (nullable = true)
|-- last_performance_rating: string (nullable = true)
|-- left: integer (nullable = true)
|-- Age: integer (nullable = true)
|-- Tenure_Years: integer (nullable = true)
|-- title: string (nullable = true)
|-- salary: integer (nullable = true)
|-- dept_name: string (nullable = true)
+-----------------------+
|last_performance_rating|
+-----------------------+
| B|
| C|
| A|
| S|
| PIP|
+-----------------------+
+------------------+
| title|
+------------------+
|Assistant Engineer|
| Staff|
| Senior Staff|
| Senior Engineer|
| Engineer|
| Manager|
| Technique Leader|
+------------------+
+---+--------------+-----------------------+----+---+------------+-----+------+------------------+
|sex|no_of_projects|last_performance_rating|left|Age|Tenure_Years|title|salary| dept_name|
+---+--------------+-----------------------+----+---+------------+-----+------+------------------+
| M| 9| 2| 1| 60| 8| 5| 60117| development|
| F| 8| 3| 0| 49| 28| 1| 65828| Sales|
| M| 1| 2| 0| 54| 27| 5| 40006| Production|
| M| 5| 4| 0| 59| 27| 5| 40054| Production|
| M| 6| 4| 0| 58| 24| 1| 78228| Human Resources|
| F| 10| 3| 0| 60| 24| 5| 40000| development|
| F| 6| 3| 1| 56| 13| 1| 56724| Research|
| M| 9| 2| 0| 55| 19| 3| 46671| development|
| F| 8| 3| 0| 61| 28| 5| 60929|Quality Management|
| F| 4| 4| 0| 50| 24| 4| 72488|Quality Management|
| F| 6| 2| 0| 60| 23| 1| 42365| Customer Service|
| M| 3| 4| 0| 53| 21| 5| 40000| development|
| M| 6| 2| 0| 50| 28| 2| 40000| Human Resources|
| M| 9| 3| 0| 57| 26| 4| 46168| development|
| M| 4| 3| 0| 54| 26| 2| 40000| Research|
| M| 5| 2| 0| 52| 18| 1| 70889| Sales|
| F| 10| 4| 0| 55| 20| 1| 71380| Marketing|
| F| 4| 3| 0| 59| 26| 5| 55881| development|
| M| 4| 3| 0| 60| 14| 1| 44276| Research|
| M| 7| 3| 0| 61| 22| 4| 40000| Production|
+---+--------------+-----------------------+----+---+------------+-----+------+------------------+
only showing top 20 rows
+---+---------+------------------+---------------+
|sex|sex_Index| dept_name|dept_name_Index|
+---+---------+------------------+---------------+
| M| 0.0| development| 0.0|
| F| 1.0| Sales| 2.0|
| M| 0.0| Production| 1.0|
| M| 0.0| Production| 1.0|
| M| 0.0| Human Resources| 6.0|
| F| 1.0| development| 0.0|
| F| 1.0| Research| 4.0|
| M| 0.0| development| 0.0|
| F| 1.0|Quality Management| 5.0|
| F| 1.0|Quality Management| 5.0|
+---+---------+------------------+---------------+
only showing top 10 rows
+---+---------+-------------+------------------+---------------+-------------+
|sex|sex_Index| sex_vec| dept_name|dept_name_Index|dept_name_vec|
+---+---------+-------------+------------------+---------------+-------------+
| M| 0.0|(1,[0],[1.0])| development| 0.0|(8,[0],[1.0])|
| F| 1.0| (1,[],[])| Sales| 2.0|(8,[2],[1.0])|
| M| 0.0|(1,[0],[1.0])| Production| 1.0|(8,[1],[1.0])|
| M| 0.0|(1,[0],[1.0])| Production| 1.0|(8,[1],[1.0])|
| M| 0.0|(1,[0],[1.0])| Human Resources| 6.0|(8,[6],[1.0])|
| F| 1.0| (1,[],[])| development| 0.0|(8,[0],[1.0])|
| F| 1.0| (1,[],[])| Research| 4.0|(8,[4],[1.0])|
| M| 0.0|(1,[0],[1.0])| development| 0.0|(8,[0],[1.0])|
| F| 1.0| (1,[],[])|Quality Management| 5.0|(8,[5],[1.0])|
| F| 1.0| (1,[],[])|Quality Management| 5.0|(8,[5],[1.0])|
+---+---------+-------------+------------------+---------------+-------------+
only showing top 10 rows
+-----+---------------------------------------------------------------+
|label|features |
+-----+---------------------------------------------------------------+
|1 |(15,[0,1,2,3,4,5,6,7],[9.0,2.0,60.0,8.0,5.0,60117.0,1.0,1.0]) |
|0 |(15,[0,1,2,3,4,5,9],[8.0,3.0,49.0,28.0,1.0,65828.0,1.0]) |
|0 |(15,[0,1,2,3,4,5,6,8],[1.0,2.0,54.0,27.0,5.0,40006.0,1.0,1.0]) |
|0 |(15,[0,1,2,3,4,5,6,8],[5.0,4.0,59.0,27.0,5.0,40054.0,1.0,1.0]) |
|0 |(15,[0,1,2,3,4,5,6,13],[6.0,4.0,58.0,24.0,1.0,78228.0,1.0,1.0])|
|0 |(15,[0,1,2,3,4,5,7],[10.0,3.0,60.0,24.0,5.0,40000.0,1.0]) |
|1 |(15,[0,1,2,3,4,5,11],[6.0,3.0,56.0,13.0,1.0,56724.0,1.0]) |
|0 |(15,[0,1,2,3,4,5,6,7],[9.0,2.0,55.0,19.0,3.0,46671.0,1.0,1.0]) |
|0 |(15,[0,1,2,3,4,5,12],[8.0,3.0,61.0,28.0,5.0,60929.0,1.0]) |
|0 |(15,[0,1,2,3,4,5,12],[4.0,4.0,50.0,24.0,4.0,72488.0,1.0]) |
+-----+---------------------------------------------------------------+
only showing top 10 rows
RandomForestClassifier_ded06d126f4f
Accuracy = 0.9982392992856904
Error = 0.0017607007143095599
Precision = 0.998242206067985
Recall = 0.9982392992856904
F1 = 0.9982323892131478
+-----+--------------------+--------------------+--------------------+----------+
|label| features| rawPrediction| probability|prediction|
+-----+--------------------+--------------------+--------------------+----------+
| 0|(15,[0,1,2,3,4,5]...|[49.4636781520026...|[0.98927356304005...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.4601421130931...|[0.98920284226186...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.3511343477695...|[0.98702268695539...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.1193693767129...|[0.98238738753425...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.4625592901664...|[0.98925118580332...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.4513993838631...|[0.98902798767726...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.4581225082641...|[0.98916245016528...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.3849428867585...|[0.98769885773517...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.3585431775637...|[0.98717086355127...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.3567386103343...|[0.98713477220668...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.3589930279295...|[0.98717986055859...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.3589930279295...|[0.98717986055859...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.2981783910746...|[0.98596356782149...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.3769181243361...|[0.98753836248672...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.4628751860744...|[0.98925750372148...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.4628751860744...|[0.98925750372148...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.2989364729599...|[0.98597872945919...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.4610706188450...|[0.98922141237690...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.2906413334410...|[0.98581282666882...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[49.3579985735384...|[0.98715997147076...| 0.0|
+-----+--------------------+--------------------+--------------------+----------+
only showing top 20 rows
Area under ROC on train dataset 0.9999357544903645
Area under ROC on test dataset 0.9999597265482614
LogisticRegression_4bdd684fb81e
Accuracy = 0.9016347771822102
Error = 0.09836522281778981
Precision = 0.8129452714244139
Recall = 0.9016347771822102
F1 = 0.8549962181791959
+-----+--------------------+--------------------+--------------------+----------+
|label| features| rawPrediction| probability|prediction|
+-----+--------------------+--------------------+--------------------+----------+
| 0|(15,[0,1,2,3,4,5]...|[1.09599193315711...|[0.89952734627316...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.10341773066757...|[0.90086166040008...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.09434175593256...|[0.89922867361694...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.09434175593256...|[0.89922867361694...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.09764211038165...|[0.89982523231862...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.09351666732028...|[0.89907904184515...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.09929228760620...|[0.90012233324082...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.09846719899393...|[0.89997388082713...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.10259264205530...|[0.90071418566895...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.10259264205530...|[0.90071418566895...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.10259264205530...|[0.90071418566895...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.10341773066757...|[0.90086166040008...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.10011737621848...|[0.90027058974573...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.09599193315711...|[0.89952734627316...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.09929228760620...|[0.90012233324082...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.10259264205530...|[0.90071418566895...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.09846719899393...|[0.89997388082713...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.10341773066757...|[0.90086166040008...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.10176755344303...|[0.90056651577365...| 0.0|
| 0|(15,[0,1,2,3,4,5]...|[1.10259264205530...|[0.90071418566895...| 0.0|
+-----+--------------------+--------------------+--------------------+----------+
only showing top 20 rows
Area under ROC on train dataset 0.9999491186915461
Area under ROC on test dataset 0.9999528418504829
+---+--------------+-----------------------+-----+---+------------+-----+------+------------------+
|sex|no_of_projects|last_performance_rating|label|Age|Tenure_Years|title|salary| dept_name|
+---+--------------+-----------------------+-----+---+------------+-----+------+------------------+
| M| 9| 2| 1| 60| 8| 5| 60117| development|
| F| 8| 3| 0| 49| 28| 1| 65828| Sales|
| M| 1| 2| 0| 54| 27| 5| 40006| Production|
| M| 5| 4| 0| 59| 27| 5| 40054| Production|
| M| 6| 4| 0| 58| 24| 1| 78228| Human Resources|
| F| 10| 3| 0| 60| 24| 5| 40000| development|
| F| 6| 3| 1| 56| 13| 1| 56724| Research|
| M| 9| 2| 0| 55| 19| 3| 46671| development|
| F| 8| 3| 0| 61| 28| 5| 60929|Quality Management|
| F| 4| 4| 0| 50| 24| 4| 72488|Quality Management|
| F| 6| 2| 0| 60| 23| 1| 42365| Customer Service|
| M| 3| 4| 0| 53| 21| 5| 40000| development|
| M| 6| 2| 0| 50| 28| 2| 40000| Human Resources|
| M| 9| 3| 0| 57| 26| 4| 46168| development|
| M| 4| 3| 0| 54| 26| 2| 40000| Research|
| M| 5| 2| 0| 52| 18| 1| 70889| Sales|
| F| 10| 4| 0| 55| 20| 1| 71380| Marketing|
| F| 4| 3| 0| 59| 26| 5| 55881| development|
| M| 4| 3| 0| 60| 14| 1| 44276| Research|
| M| 7| 3| 0| 61| 22| 4| 40000| Production|
+---+--------------+-----------------------+-----+---+------------+-----+------+------------------+
only showing top 20 rows
Accuracy = 0.9982281556102833
Error = 0.0017718443897166702
Precision = 0.9982316356515163
Recall = 0.9982281556102833
F1 = 0.9982210794163526
+-----+--------------------+----------+
|label| features|prediction|
+-----+--------------------+----------+
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[2,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[6,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
+-----+--------------------+----------+
only showing top 10 rows
Area under ROC on train dataset 0.99993275577678
Area under ROC on test dataset 0.9999659154873782
Accuracy = 0.9003532545104026
Error = 0.0996467454895974
Precision = 0.8106359829074739
Recall = 0.9003532545104026
F1 = 0.8531424154782443
+-----+--------------------+----------+
|label| features|prediction|
+-----+--------------------+----------+
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[2,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[6,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
| 0|(15,[1,9,10,11,12...| 0.0|
+-----+--------------------+----------+
only showing top 10 rows
Area under ROC on train dataset 0.9999477180476877
Area under ROC on test dataset 0.9999558742245634