Datasets:

postbot
/

aeslc_kw

DatasetDict({
    train: Dataset({
        features: ['email_body', 'subject_line', 'clean_email', 'clean_email_keywords'],
        num_rows: 14436
    })
    test: Dataset({
        features: ['email_body', 'subject_line', 'clean_email', 'clean_email_keywords'],
        num_rows: 1906
    })
    validation: Dataset({
        features: ['email_body', 'subject_line', 'clean_email', 'clean_email_keywords'],
        num_rows: 1960
    })
})

Python usage

Basic example notebook here.

from datasets import load_dataset

dataset = load_dataset("postbot/aeslc_kw")

Citation

@InProceedings{zhang2019slg,
  author =      "Rui Zhang and Joel Tetreault",
  title =       "This Email Could Save Your Life: Introducing the Task of Email Subject Line Generation",
  booktitle =   "Proceedings of The 57th Annual Meeting of the Association for Computational Linguistics",
  year =        "2019",
  address =     "Florence, Italy"
}

Downloads last month: 36

email_body stringlengths 93 39k	subject_line stringlengths 1 117	clean_email stringlengths 110 22.2k	clean_email_keywords stringlengths 15 243
Greg/Phillip, Attached is the Grande Communications Service Agreement. The business points can be found in Exhibit C. I Can get the Non-Disturbance agreement after it has been executed by you and Grande. I will fill in the Legal description of the property one I have received it. Please execute and send to: Grande C...	Service Agreement	Greg/Phillip, Attached is the Grande Communications Service Agreement. The business points can be found in Exhibit C. I Can get the Non-Disturbance agreement after it has been executed by you and Grande. I will fill in the Legal description of the property one I have received it. Please execute and send to: Grande Comm...	bishopscontract doc hunter williams agreement executed grande exhibit non disturbance communications service attached legal description property marcos state number
Phillip & Keith Attached is the first draw request, I will need some of these funds immediately. I think checks out of Bishops Corner, L.P. may be the easiest, or you can wire money to me and I can write the checks when needed. Please let me know how you wish to handle this and I will proceed. Additionally, it is gett...	Bishops Corner	Phillip & Keith Attached is the first draw request, I will need some of these funds immediately. I think checks out of Bishops Corner, L.P. may be the easiest, or you can wire money to me and I can write the checks when needed. Please let me know how you wish to handle this and I will proceed. Additionally, it is getti...	contracts signed elect vice president handle proceed additionally hearing greg draw phillip let know close closing request need funds bishops corner easiest
Your Internet Banking accounts are now setup again for accessing. The login id is still your main acct. # with the password being reset to the last six (6) digits of your ssn# (this is the ssn# or tin# of the primary account holder). You will then be directed to a screen that asks for information such as: Name Address ...	Internet Banking	Your Internet Banking accounts are now setup again for accessing. The login id is still your main acct. # with the password being reset to the last six (<NUMBER>) digits of your ssn# (this is the ssn# or tin# of the primary account holder). You will then be directed to a screen that asks for information such as: Name A...	primary types descriptions change state zip number button entering converted shortly line holiday season make patience continued internet banking accounts site thanks
To our IBS Customers that are still hanging in there: We understand your continued frustration and express our sincerest apologies for our inability to give complete and accurate answers to your questions. The problems that we are seeing are one of three (3) possibilities: 1) You have entered your password incorrect...	Internet Banking	To our IBS Customers that are still hanging in there: We understand your continued frustration and express our sincerest apologies for our inability to give complete and accurate answers to your questions. The problems that we are seeing are one of three (<NUMBER>) possibilities: <NUMBER>) You have entered your passwor...	accounts ibs access entering information clicking reset easiest express sincerest apologies inability complete accurate today available forward continuing service fall message invalid login state zip number
Phillip Good Morning! I hope you had a wonderful Thanksgiving with your family and safe travels. As per our meeting on Tuesday, please identify people you think will be good for the expert story roles. You can provide me a list and either contact them first or provide me with an introduction to get their commitment. Th...	SMEs for expert stories	Phillip Good Morning! I hope you had a wonderful Thanksgiving with your family and safe travels. As per our meeting on Tuesday, please identify people you think will be good for the expert story roles. You can provide me a list and either contact them first or provide me with an introduction to get their commitment. Th...	thanksgiving phillip good morning list contact thanks million advance introduction commitment identify safe travels meeting tuesday people think expert story roles
Phillip, Ina scheduled the conference room for tomorrow, so she's probably already got it on your schedule, but FYI - our meeting will be in the new Enron building, Room 6104. See you at 10:00. Mery This message is for the designated recipient only and may contain privileged, proprietary, or otherwise private inform...	Room for Tomorrow's Meeting	Phillip, Ina scheduled the conference room for tomorrow, so she's probably already got it on your schedule, but FYI - our meeting will be in the new <COMPANY> building, Room <NUMBER>. See you at <NUMBER>:<NUMBER>. Mery This message is for the designated recipient only and may contain privileged, proprietary, or otherwi...	original use email error notify contain privileged tomorrow probably got private information received mery immediately delete ina scheduled conference room
Phillip, Thank you for meeting with us today. I want to take a few minutes to summarize the decisions that came out of our meeting. 1. Feedback Approach: We will incorporate the ideas and suggestions you gave us and move forward with this approach. 2. SME Review of Knowledge System Topics: When the time comes for Topi...	Summary of Today's Meeting	Phillip, Thank you for meeting with us today. I want to take a few minutes to summarize the decisions that came out of our meeting. <NUMBER>. Feedback Approach: We will incorporate the ideas and suggestions you gave us and move forward with this approach. <NUMBER>. SME Review of Knowledge System Topics: When the time c...	sme review knowledge number conversion arbitrage phillip thank meeting today want delete original use contain ve designed far error notify sender responsible sign topic ideas suggestions
Phillip, I will get a room for our Wednesday 10:00 meeting and e-mail you with the room number. FYI, our goal is to discuss the expert path (best answers) for the storage problem and to ask you some specific questions regarding storage. Also, if you have time, could you send me a definition of Intra-Month Risk? Thank ...	Wednesday Meeting	Phillip, I will get a room for our Wednesday <NUMBER>:<NUMBER> meeting and e-mail you with the room number. FYI, our goal is to discuss the expert path (best answers) for the storage problem and to ask you some specific questions regarding storage. Also, if you have time, could you send me a definition of Intra-Month R...	questions regarding storage phillip path intra month risk room number meeting mail time send definition goal discuss expert problem ask specific fyi
To all of our esteemed & prized Internet Banking (IBS) Clients: You probably have begun to wonder does anyone ever return phone calls (or e-mails). We really do but have been holed up trying to complete this project ASAP. We knew that this might upset some clients, but we found that this is the quickest way to fix th...	How do I eat crow and still make it tasty???????	To all of our esteemed & prized Internet Banking (IBS) Clients: You probably have begun to wonder does anyone ever return phone calls (or e-mails). We really do but have been holed up trying to complete this project ASAP. We knew that this might upset some clients, but we found that this is the quickest way to fix this...	acct process daunting primary login id movement deeply express regrets banking ibs clients remove information right return phone calls november december number mails really holed prized
Wade, I understood your number one priority was to deal with your vehicle situation. You need to take care of it this week. Lucy can't hold the tenants to a standard (vehicles must be in running order with valid stickers) if the staff doesn't live up to it. If you decide to buy a small truck and you want to list ...	For Wade	Wade, I understood your number one priority was to deal with your vehicle situation. You need to take care of it this week. Lucy can't hold the tenants to a standard (vehicles must be in running order with valid stickers) if the staff doesn't live up to it. If you decide to buy a small truck and you want to list me as ...	buy small employer credit staff live decide understood number priority need care standard vehicles running lucy hold tenants valid stickers
Will, Here is a list of the top items we need to work on to improve the position and p&l reporting for the west desk. My underlying goal is to create position managers and p&l reports that represent all the risk held by the desk and estimate p&l with great accuracy. Let's try and schedule a meeting for this Wednesd...	Priority List	Will, Here is a list of the top items we need to work on to improve the position and p&l reporting for the west desk. My underlying goal is to create position managers and p&l reports that represent all the risk held by the desk and estimate p&l with great accuracy. Let's try and schedule a meeting for this Wednesday t...	wednesday items represent let try managers west desk underlying improve position reporting phillip risk estimate great accuracy
Christy, I read these points and they definitely need some touch up. I don't understand why we need to give our commentary on why prices are so high in California. This subject has already gotten so much press. Phillip	Talking points about California Gas market	Christy, I read these points and they definitely need some touch up. I don't understand why we need to give our commentary on why prices are so high in California. This subject has already gotten so much press. Phillip	christy read points phillip commentary prices high definitely touch don understand need gotten
Jed, I understand you have been contacted regarding a telephone interview to discuss trading opportunities at Enron. I am sending you this message to schedule the interview. Please call or email me with a time that would be convenient for you. I look forward to speaking with you.	Enron	Jed, I understand you have been contacted regarding a telephone interview to discuss trading opportunities at <COMPANY>. I am sending you this message to schedule the interview. Please call or email me with a time that would be convenient for you. I look forward to speaking with you.	look forward regarding schedule email time opportunities company jed understand interview discuss trading telephone
Griff, Can you accomodate Dexter as we have in the past. This has been very helpful in establishing a fair index at Socal Border. Phillip Please cc me on the email with a guest password. The sooner the better as bidweek is underway.	NGI access to eol	Griff, Can you accomodate Dexter as we have in the past. This has been very helpful in establishing a fair index at Socal Border. Phillip Please cc me on the email with a guest password. The sooner the better as bidweek is underway.	sooner better past helpful establishing phillip cc email griff bidweek underway guest password accomodate dexter fair index socal border
Lucy, The apartments that have new tenants since December 15th are: 1,2,8,12,13,16,20a,20b,25,32,38,39. Are we running an apartment complex or a motel? Please update all lease information on the 1/12 rentroll and email it to me this afternoon. Phillip	updated lease information	Lucy, The apartments that have new tenants since December 00th are: <NUMBER>,0,00,00,00,00a,00b,00,00,00,00. Are we running an apartment complex or a motel? Please update all lease information on the <NUMBER>/<NUMBER> rentroll and email it to me this afternoon. Phillip	apartments new tenants update lucy running email afternoon motel december 00th complex 00 00a 00b
Liane, As we discussed yesterday, I am concerned there has been an attempt to manipulate the El Paso San Juan monthly index. A single buyer entered the marketplace on both September 26 and 27 and paid above market prices ($4.70-$4.80) for San Juan gas with the intent to distort the index. At the time of these tr...	San Juan Index	Liane, As we discussed yesterday, I am concerned there has been an attempt to manipulate the El Paso San Juan monthly index. A single buyer entered the marketplace on both September <NUMBER> and <NUMBER> and paid above market prices (<CUR><NUMBER>-<CUR><NUMBER>) for San Juan gas with the intent to distort the index. At...	understand review lower prices bypassed juan monthly index gas intent distort reveal counterparty names submitted outliers manipulate el paso points socal northwest aid establishing reasonable hopefully trades
All - In preparation for another round of Trading Track interviews for the ENA group, please be aware of the following dates... October 10 - October 16 : Initial phone interviews by two traders for External candidates. October 24, 3:00 - 6:00pm : Final interviews for internal and external candidates. Please send...	ENA Trading Track Interviews	All - In preparation for another round of Trading Track interviews for the <COMPANY> group, please be aware of the following dates... October <NUMBER> - October <NUMBER> : Initial phone interviews by two traders for External candidates. October <NUMBER>, <NUMBER>:<NUMBER> - <NUMBER>:00pm : Final interviews for internal...	send karen buckley look forward active track candidates dates october number initial phone interviews traders external group aware following preparation round feel great
Gentlemen I wanted to provide you an update on the status of the Refco private label platform deal. We have had several meetings since I first presented the idea to you all. Unfortunately, Refco's headquarters was in One World Financial Center which was severely damaged by debris from the World Trade Center collapse. ...	REFCO Project Update	Gentlemen I wanted to provide you an update on the status of the Refco private label platform deal. We have had several meetings since I first presented the idea to you all. Unfortunately, Refco's headquarters was in One World Financial Center which was severely damaged by debris from the World Trade Center collapse. T...	meeting scheduled begin able execute derivatives refco branded platform paper files inaccessible number buckets different accounts ecps purposes natural gas electricity comments getting touch far enw individuals proves successful
i hpe thingsa re ok for you.obviously a shit load of rumours circulating . we both know youll be ok personally but cant be fun. if i can help you know where im at. be cool	stuff	i hpe thingsa re ok for you.obviously a shit load of rumours circulating . we both know youll be ok personally but cant be fun. if i can help you know where im at. be cool	obviously cool hpe thingsa youll ok personally shit help know load rumours circulating
Front to backs are huge Is the delivered basis market holding value or is it getting crushed?. Heard about el paso oct feb roll, from where I'm at, thinking selling Oct and going long Feb phys is better than feb merc, rather stack length in winter front and bet on hording of existing storage given forecast At these lev...	Trade idea	Front to backs are huge Is the delivered basis market holding value or is it getting crushed?. Heard about el paso oct feb roll, from where I'm at, thinking selling Oct and going long Feb phys is better than feb merc, rather stack length in winter front and bet on hording of existing storage given forecast At these lev...	nymex basis market holding el paso oct winter physical better stack length merc bias efp blow backs huge delivered value getting
John, As discussed, the AIG exposure is $57MM, and it is distributed among the price, option, and exotic books. The attached spreadsheet details the dollar value and volume by month by book. Please call if you have questions. Tanya	AIG positions	John, As discussed, the AIG exposure is <CUR>00MM, and it is distributed among the price, option, and exotic books. The attached spreadsheet details the dollar value and volume by month by book. Please call if you have questions. Tanya	book questions attached spreadsheet details dollar cur 00mm volume month exotic distributed price option discussed aig exposure tanya
The following reports have been waiting for your approval for more than 4 days. Please review. Owner: Justin K Rostant Report Name: Rostant 112001 Days In Mgr. Queue: 5	Expense Reports Awaiting Your Approval	The following reports have been waiting for your approval for more than <NUMBER> days. Please review. Owner: Justin K Rostant Report Name: Rostant <NUMBER> Days In Mgr. Queue: <NUMBER>	queue number owner justin rostant following reports waiting approval review days mgr
John, I am performing code updates to the stand-alone EOL workstation WNAEOL-48101 this evening and wanted to check with you to see at which point it would be convenient for you. I assume after the business day would be acceptable and my intent is to start near 6:00 p.m. or, at any time you decide is convenient for yo...	EOL Code Update	John, I am performing code updates to the stand-alone EOL workstation WNAEOL-<NUMBER> this evening and wanted to check with you to see at which point it would be convenient for you. I assume after the business day would be acceptable and my intent is to start near <NUMBER>:<NUMBER> p.m. or, at any time you decide is co...	thanks chris ago proceeding receive performing code updates check contact reach extension eol workstation wnaeol day acceptable intent start near
The following reports have been waiting for your approval for more than 4 days. Please review. Owner: Justin K Rostant Report Name: Rostant 112001 Days In Mgr. Queue: 6	Expense Reports Awaiting Your Approval	The following reports have been waiting for your approval for more than <NUMBER> days. Please review. Owner: Justin K Rostant Report Name: Rostant <NUMBER> Days In Mgr. Queue: <NUMBER>	days mgr review queue number reports waiting approval owner justin rostant following
The following reports have been waiting for your approval for more than 4 days. Please review. Owner: Henry H Quigley Report Name: Quigley 100301 Days In Mgr. Queue: 4	Expense Reports Awaiting Your Approval	The following reports have been waiting for your approval for more than <NUMBER> days. Please review. Owner: Henry H Quigley Report Name: Quigley <NUMBER> Days In Mgr. Queue: <NUMBER>	reports waiting approval review days mgr following queue number owner henry quigley
The World Wide RibFest "celebration of the Rib" is coming up. This will be the 5th annual ribfest, and John Mee has his work cut out for him to defend the title he won last year (for the second time). I believe he will have a tough time, as the competition looks increasingly focused on unseating the former Bostonian fr...	RIBFEST -5- (Nov. 3rd)	The World Wide RibFest "celebration of the Rib" is coming up. This will be the 0th annual ribfest, and John Mee has his work cut out for him to defend the title he won last year (for the second time). I believe he will have a tough time, as the competition looks increasingly focused on unseating the former Bostonian fr...	mee laura benjamins maintain safe distance want fred looks increasingly focused ribfest celebration rib unseating bostonian throne year citing personal worry missing games cooks compete produce number judging takes
I would like to set up a brief meeting in the afternoon this week or next, to discuss increasing the liquidity in west basis on EOL. It would be helpful for our desk to sit down with John Arnold and John Lavorato to openly discuss the importance of continuing to increase liquidity on EOL. I would also like to put to re...	Increasing EOL liquidity in West Basis	I would like to set up a brief meeting in the afternoon this week or next, to discuss increasing the liquidity in west basis on EOL. It would be helpful for our desk to sit down with John Arnold and John Lavorato to openly discuss the importance of continuing to increase liquidity on EOL. I would also like to put to re...	prc email response desk increase liquidity eol rest notion increasing meeting afternoon week openly discuss importance like set brief unrecognized year end west basis
These were the messages in your voicemail: 1. 10/18/01 - Margaret Allen ....needed your advice on whether her sister should take job with Cal-Pine or Kinder Morgan 2. 10/19/01 - Adrianne Engler ....regarding candidantes that you were suppose to phone interview. (you have sent her an email since this) 3. 10/23/01 - B...	Confidential - Voicemail Messages	These were the messages in your voicemail: <NUMBER>. <NUMBER>/<NUMBER>/<NUMBER> - Margaret Allen ....needed your advice on whether her sister should take job with Cal-Pine or Kinder Morgan <NUMBER>. <NUMBER>/<NUMBER>/<NUMBER> - Adrianne Engler ....regarding candidantes that you were suppose to phone interview. (you hav...	met nymex regarding candidantes needed advice sister ont eh getting ready send bob pine kinder morgan phone interview number adrianne engler cal
Hey there. We are going to be at Front Porch today if you aren't busy later. You are invited to stop by and wear my necklace if you want. Has your week been better than last week? Talk to you soon. Kim	hi	Hey there. We are going to be at Front Porch today if you aren't busy later. You are invited to stop by and wear my necklace if you want. Has your week been better than last week? Talk to you soon. Kim	busy talk soon stop wear necklace kim aren going porch today invited
John, Would you have 45 minutes later this week for Eric and myself? We'd like to give you a quick update on whats happening in the Atlantic basin in LNG, and also get an update from you on where the US Natgas market is heading. Thanks,	LNG Update	John, Would you have <NUMBER> minutes later this week for Eric and myself? We'd like to give you a quick update on whats happening in the Atlantic basin in LNG, and also get an update from you on where the US Natgas market is heading. Thanks,	eric like heading thanks john number minutes later week market lng update natgas whats happening atlantic basin
My email system has recently developed a glitch. It has come to my attention that some emails have been sent to me, but I never received them. When this happens, the system does not return a 'mail not delivered' message to the sender. If you have sent an email to me in the last couple weeks expecting a response, but di...	Email Problems	My email system has recently developed a glitch. It has come to my attention that some emails have been sent to me, but I never received them. When this happens, the system does not return a 'mail not delivered' message to the sender. If you have sent an email to me in the last couple weeks expecting a response, but di...	emails sent received happens does financial services phone hear office apologize expecting understanding michael gapinski issues requiring timely account vice president rafael ubspainewebber
John: The Enron deal at Elba Island amounts to a sendoout capacity of 160mmcf/d for 17 years. This will be tough to fill as the majority of existing supply exceeds the max heat rate-I would look for Enron to get out of this in some way. Enron is currently having discussions with El Paso as to whether this contract goe...	LNG	John: The <COMPANY> deal at Elba Island amounts to a sendoout capacity of 000mmcf/d for <NUMBER> years. This will be tough to fill as the majority of existing supply exceeds the max heat rate-I would look for <COMPANY> to get out of this in some way. <COMPANY> is currently having discussions with El Paso as to whether ...	running q0 doubt facility max heat rate number jan file lists terminals years tough majority company deal elba sendoout island amounts recently said
Our group has been selling NOV to hedge our short basis position. Our phys fixed priced liquidity this morning put us in a longer nov nymex position. We have sold 872 since 11:00 am. Grigsby	nov nymex	Our group has been selling NOV to hedge our short basis position. Our phys fixed priced liquidity this morning put us in a longer nov nymex position. We have sold <NUMBER> since <NUMBER>:<NUMBER> am. Grigsby	liquidity morning longer selling nov hedge nymex basis position phys short fixed priced group
The following reports have been waiting for your approval for more than 4 days. Please review. Owner: Justin K Rostant Report Name: JRostant 10/24/01 Days In Mgr. Queue: 5	Expense Reports Awaiting Your Approval	The following reports have been waiting for your approval for more than <NUMBER> days. Please review. Owner: Justin K Rostant Report Name: JRostant <NUMBER>/<NUMBER>/<NUMBER> Days In Mgr. Queue: <NUMBER>	review days mgr queue following reports waiting approval justin rostant report owner
Hey John! How are you?? I've been following the Enron story closely, which means I've thought of you a lot recently. I hope things are going well, despite the uncertainty. I ran into someone from our Enron days today, which made me think of a funny story. Do you remember when John Mee tried to eat 8 Big Macs and hurled...	Small world!	Hey John! How are you?? I've been following the <COMPANY> story closely, which means I've thought of you a lot recently. I hope things are going well, despite the uncertainty. I ran into someone from our <COMPANY> days today, which made me think of a funny story. Do you remember when John Mee tried to eat <NUMBER> Big ...	clough today known young friend joined macs hurled instead john talking boss shared cab airport harvard weather trading story closely means regards eat number big
John and Dutch - This email is sent to discuss what is needed with respect to NYMEX quotes from the broker market. Simply put, we need quotes on every forward term for which we currently have positions. It seems that the best way to obtain relevant information would be to ask for the following: 1. Annual quotes (a qu...	Broker Quotes - PLEASE READ	John and Dutch - This email is sent to discuss what is needed with respect to NYMEX quotes from the broker market. Simply put, we need quotes on every forward term for which we currently have positions. It seems that the best way to obtain relevant information would be to ask for the following: <NUMBER>. Annual quotes ...	dutch email sent forward term questions comments normally nymex quotes broker winter number summer calculation termination values needed respect aware current position best way obtain room louise office
I left a message earlier with your assistant. My contact information is below, please touch base with me as soon as possible. I am working on a project that is very pressing.	Contact	I left a message earlier with your assistant. My contact information is below, please touch base with me as soon as possible. I am working on a project that is very pressing.	earlier working project pressing assistant contact information left message touch base soon possible
8214 Colonial Oaks Lane Spring, Texas 77379 ...	Wholesale Power and Gas Trading operation	<NUMBER> Colonial Oaks Lane Spring, <STATE> <NUMBER> December <NUMBER>, <NUMBER> Regarding: energy trading positions To Kevin Presto, Harry Arora, and John Arnold: I am writing to you to express my desire to be apart of the Wholesale Power and Gas Trading operation that will potentially be created with an entity that h...	deals structurers originators mortgage banking years desk role modeled state number december ethic successfully services large arnold writing express energy trading positions oaks nepool pjm
John, I will have my cell with me until Saturday the 22nd. 713-569-4684. From the 22-29th please reach me at 781-830-9199. I will be out of the country but checking in at that number. I will call you tonight to make sure that this information has made it to you. Thanks-Jeb	info	John, I will have my cell with me until Saturday the 00nd. <PHONE>. From the <NUMBER>-00th please reach me at <PHONE>. I will be out of the country but checking in at that number. I will call you tonight to make sure that this information has made it to you. Thanks-Jeb	make sure information cell thanks jeb john country checking number reach saturday 00nd phone
John - I want to confirm that you received the literature on the UBS PaineWebber Private Equity Fund III and the Tamarack Fund. The Private Equity III literature refers to a December 17 closing date; however, we have extended that closing, so you may still be able to participate. Have you reviewed the material, yet? T...	Private Equity Fund	John - I want to confirm that you received the literature on the UBS PaineWebber Private Equity Fund III and the Tamarack Fund. The Private Equity III literature refers to a December <NUMBER> closing date; however, we have extended that closing, so you may still be able to participate. Have you reviewed the material, y...	tamarack fund private thanks confirm received equity iii material john want number closing date extended participate literature ubs painewebber