python - How do I combine Pandas dataframes by looking at dates in one dataframe that fall within a date range in another dataframe? -


i have 2 dataframes have employee data below. 1 data file has employee data including dates on employees sick, , other data file has dates on employees worked (i.e. presented date ranges). combine 2 files (hopefully in pandas) looking @ "sick day" particular employee falls in "work range". example, in image/data below, employee 1 sick on 11/25/2015, 12/23/2015, , 10/12/2015. these fall in "work ranges" 11/21/2015 - 11/29/2015, 12/21/2015 - 12/29/2015, , 10/9/2015 - 10/17/2015, respectively.

employee work dates data:

╔══════════╦════════════╦════════════╗  ║ employee ║   datein   ║  dateout   ║  ╠══════════╬════════════╬════════════╣  ║        1 ║ 11/21/2015 ║ 11/29/2015 ║  ║        2 ║ 12/9/2015  ║ 12/14/2015 ║  ║        3 ║ 11/10/2015 ║ 11/19/2015 ║  ║        4 ║ 11/11/2015 ║ 11/17/2015 ║  ║        5 ║ 11/30/2015 ║ 12/8/2015  ║  ║        1 ║ 12/21/2015 ║ 12/29/2015 ║  ║        2 ║ 1/7/2016   ║ 1/12/2016  ║  ║        3 ║ 12/10/2015 ║ 12/19/2015 ║  ║        4 ║ 12/10/2015 ║ 12/16/2015 ║  ║        5 ║ 12/30/2015 ║ 1/7/2016   ║  ║        1 ║ 10/9/2015  ║ 10/17/2015 ║  ║        2 ║ 10/27/2015 ║ 11/1/2015  ║  ║        3 ║ 9/28/2015  ║ 10/7/2015  ║  ║        4 ║ 9/29/2015  ║ 10/5/2015  ║  ╚══════════╩════════════╩════════════╝

employee sick dates data:

╔══════════╦════════════╦═══════════╗  ║ employee ║  sickdate  ║ sickness  ║  ╠══════════╬════════════╬═══════════╣  ║        1 ║ 11/25/2015 ║ flu       ║  ║       10 ║ 11/21/2015 ║ hd        ║  ║       21 ║ 9/20/2015  ║ other     ║  ║        1 ║ 12/23/2015 ║ other     ║  ║        4 ║ 12/13/2015 ║ vacationx ║  ║        7 ║ 7/21/2015  ║ cough     ║  ║        3 ║ 10/1/2015  ║ rash      ║  ║        4 ║ 10/5/2015  ║ other     ║  ║        5 ║ 1/7/2016   ║ eyex      ║  ║        2 ║ 12/12/2015 ║ tanx      ║  ║        1 ║ 10/12/2015 ║ fatiguex  ║  ╚══════════╩════════════╩═══════════╝

consolidated data:

╔══════════╦════════════╦════════════╦════════════╦═══════════╗  ║ employee ║   datein   ║  dateout   ║  sickdate  ║ sickness  ║  ╠══════════╬════════════╬════════════╬════════════╬═══════════╣  ║        1 ║ 11/21/2015 ║ 11/29/2015 ║ 11/25/2015 ║ flu       ║  ║        2 ║ 12/9/2015  ║ 12/14/2015 ║ 12/12/2015 ║ tanx      ║  ║        3 ║ 11/10/2015 ║ 11/19/2015 ║            ║           ║  ║        4 ║ 11/11/2015 ║ 11/17/2015 ║            ║           ║  ║        5 ║ 11/30/2015 ║ 12/8/2015  ║            ║           ║  ║        1 ║ 12/21/2015 ║ 12/29/2015 ║ 12/23/2015 ║ other     ║  ║        2 ║ 1/7/2016   ║ 1/12/2016  ║            ║           ║  ║        3 ║ 12/10/2015 ║ 12/19/2015 ║            ║           ║  ║        4 ║ 12/10/2015 ║ 12/16/2015 ║ 12/13/2015 ║ vacationx ║  ║        5 ║ 12/30/2015 ║ 1/7/2016   ║ 1/7/2016   ║ eyex      ║  ║        1 ║ 10/9/2015  ║ 10/17/2015 ║ 10/12/2015 ║ fatiguex  ║  ║        2 ║ 10/27/2015 ║ 11/1/2015  ║            ║           ║  ║        3 ║ 9/28/2015  ║ 10/7/2015  ║ 10/1/2015  ║ rash      ║  ║        4 ║ 9/29/2015  ║ 10/5/2015  ║ 10/5/2015  ║ other     ║  ╚══════════╩════════════╩════════════╩════════════╩═══════════╝

how do in pandas or python? (thank help!)

you need put data pd.dataframe( ... ) df1 , set_index('employee')

╔══════════╦════════════╦════════════╗  ║ employee ║   datein   ║  dateout   ║  ╠══════════╬════════════╬════════════╣  ║        1 ║ 11/21/2015 ║ 11/29/2015 ║  ║        2 ║ 12/9/2015  ║ 12/14/2015 ║  ║        3 ║ 11/10/2015 ║ 11/19/2015 ║  ║        4 ║ 11/11/2015 ║ 11/17/2015 ║  ║        5 ║ 11/30/2015 ║ 12/8/2015  ║  ║        1 ║ 12/21/2015 ║ 12/29/2015 ║  ║        2 ║ 1/7/2016   ║ 1/12/2016  ║  ║        3 ║ 12/10/2015 ║ 12/19/2015 ║  ║        4 ║ 12/10/2015 ║ 12/16/2015 ║  ║        5 ║ 12/30/2015 ║ 1/7/2016   ║  ║        1 ║ 10/9/2015  ║ 10/17/2015 ║  ║        2 ║ 10/27/2015 ║ 11/1/2015  ║  ║        3 ║ 9/28/2015  ║ 10/7/2015  ║  ║        4 ║ 9/29/2015  ║ 10/5/2015  ║  ╚══════════╩════════════╩════════════╝

then put data pd.dataframe( ... ) df2 , set_index('employee')

╔══════════╦════════════╦═══════════╗  ║ employee ║  sickdate  ║ sickness  ║  ╠══════════╬════════════╬═══════════╣  ║        1 ║ 11/25/2015 ║ flu       ║  ║       10 ║ 11/21/2015 ║ hd        ║  ║       21 ║ 9/20/2015  ║ other     ║  ║        1 ║ 12/23/2015 ║ other     ║  ║        4 ║ 12/13/2015 ║ vacationx ║  ║        7 ║ 7/21/2015  ║ cough     ║  ║        3 ║ 10/1/2015  ║ rash      ║  ║        4 ║ 10/5/2015  ║ other     ║  ║        5 ║ 1/7/2016   ║ eyex      ║  ║        2 ║ 12/12/2015 ║ tanx      ║  ║        1 ║ 10/12/2015 ║ fatiguex  ║  ╚══════════╩════════════╩═══════════╝

finally, df = df1.join(df2).reset_index()


Comments

Post a Comment

Popular posts from this blog

get url and add instance to a model with prefilled foreign key :django admin -

Image
i have page in each contest shown in row. each row contains contest id , link other model names have foreign key contest. news model: class news(models.model): title = models.charfield(max_length=50, null=true) description = models.textfield() time = models.timefield( default= datetime.datetime.now().time()) contest = models.foreignkey(contest) i want use admin adding , changing these models. want when user clicks on 'news' has foreign key contest id=1, shows list of news value foreign key. use {% instance in instances %} <tr class="{% cycle 'row1' 'row2' %}"> <td>{{ instance.title }}</td> <td>{{ instance.starttime }}</td> <td>{{ instance.timespan }}</td> <td>{{ instance.date }}</td> <td><a href="/adm...
Read more

css - Make div keyboard-scrollable in jQuery Mobile? -

from can tell, although jquery-mobile-powered pages can contain divs overflow set scroll or auto, , these divs can scrolled one-screen bar or mouse wheel, cannot scrolled using arrow keys, page-up/page-down, or home/end. instead, official "page" div (with data-role="page") absorbs input. perhaps other divs can't acquire focus, i'm not sure. is there way around this? edit: jsfiddle of simple example: https://jsfiddle.net/qogz0shx/ <script src="https://ajax.googleapis.com/ajax/libs/jquery/2.1.4/jquery.min.js"></script> <script src="https://ajax.googleapis.com/ajax/libs/jquerymobile/1.4.5/jquery.mobile.min.js"> </script> <link rel="stylesheet" href="https://code.jquery.com/mobile/1.4.5/jquery.mobile-1.4.5.css"/> <style> #outer { overflow:scroll; height: 50vh; width: 50vw; } #inner { height: 500vh; width: 500vw; } ...
Read more

android - Keyboard hides my half of edit-text and button below it even in scroll view -

i having trouble keyboard covers edit-text , half of button in scroll view. here's layout , please tell me how should resolve problem. many questions on topic none of them s working me. <?xml version="1.0" encoding="utf-8"?> <linearlayout xmlns:android="http://schemas.android.com/apk/res/android" android:layout_width="match_parent" android:background="@drawable/bg" android:layout_height="match_parent"> <scrollview android:layout_width="match_parent" android:fillviewport="true" android:layout_height="match_parent"> <relativelayout android:layout_width="match_parent" android:layout_height="wrap_content" android:orientation="vertical"> <linearlayout android:layout_width="match_parent" android:layout_height="w...
Read more