1 00:00:10,143 --> 00:00:14,244 So some of the smallest most insignificant work 2 00:00:14,244 --> 00:00:17,995 is everyday, cos reflect a lot about who we are. 3 00:00:17,995 --> 00:00:20,137 And I say this not as a linguist, 4 00:00:20,137 --> 00:00:23,506 or a computer scientist but as a social psychologist. 5 00:00:23,506 --> 00:00:25,743 And today I'd like to tell you a story 6 00:00:25,743 --> 00:00:28,345 that summarizes a lot of the research 7 00:00:28,345 --> 00:00:31,060 that my colleagues, my students and I have done, 8 00:00:31,060 --> 00:00:34,623 that have helped me to come to this realization. 9 00:00:34,623 --> 00:00:38,137 Now several years ago I was studying the nature of traumatic experience 10 00:00:38,137 --> 00:00:40,607 and how it is related to physical health 11 00:00:40,607 --> 00:00:44,927 and kept finding that just completely perplexed me. 12 00:00:44,927 --> 00:00:48,965 Basically when people have a major traumatic experience in their life, 13 00:00:48,965 --> 00:00:52,355 they are much more likely to get sick after that event, 14 00:00:52,355 --> 00:00:54,462 if they keep the events secret, 15 00:00:54,468 --> 00:01:02,145 than if they actually talk to other people. 16 00:01:02,145 --> 00:01:07,127 So, this really bugged me. So keeping a secret it seems 17 00:01:07,127 --> 00:01:09,319 is somehow toxic. 18 00:01:09,319 --> 00:01:12,320 So this led me to run some experiments 19 00:01:12,320 --> 00:01:14,442 where we brought people in the laboratory 20 00:01:14,442 --> 00:01:16,863 and we asked them to write about 21 00:01:16,863 --> 00:01:21,175 the most traumatic experiences they've had, especially if they'd kept them secret. 22 00:01:21,175 --> 00:01:23,632 And these were big traumas, these were things like rape. 23 00:01:23,632 --> 00:01:27,808 They were like major public humiliations or failure. 24 00:01:27,808 --> 00:01:31,285 And the results that we got from this this study were stunning. 25 00:01:31,285 --> 00:01:35,725 We discovered that having people write as little as fifteen minutes a day, 26 00:01:35,725 --> 00:01:37,740 for 3 or 4 consecutive days, 27 00:01:37,740 --> 00:01:41,479 brought about meaningful changes in people's physical health 28 00:01:41,479 --> 00:01:44,015 and even their immune function. 29 00:01:44,015 --> 00:01:51,006 Translating up, saying experiences into words makes a difference, but why? 30 00:01:51,006 --> 00:01:54,777 Since then there have been hundreds of studies done by labs all over the world 31 00:01:54,777 --> 00:01:59,764 trying to answer this and they haven't come up with a single explanation. 32 00:01:59,764 --> 00:02:04,746 My own approach was to actually look at the essays that these people wrote, 33 00:02:04,746 --> 00:02:06,735 and try to figure out, 34 00:02:06,735 --> 00:02:08,856 was there something about the essays that could predict 35 00:02:08,856 --> 00:02:11,565 who would benefit from writing versus who wouldn't? 36 00:02:11,565 --> 00:02:14,013 I tried and I couldn't figure it out. 37 00:02:14,013 --> 00:02:16,745 So I got a number of psychologists and other experts 38 00:02:16,745 --> 00:02:19,689 to read and write hundreds of these essays, 39 00:02:19,689 --> 00:02:22,974 and they couldn't see a pattern either; 40 00:02:22,974 --> 00:02:25,053 I needed to try some other strategies. 41 00:02:25,053 --> 00:02:27,871 So, with the help of one of my graduate students, 42 00:02:27,871 --> 00:02:30,228 Martha Francis, we wrote a computer program. 43 00:02:30,228 --> 00:02:33,900 And the idea of this computer program was to go into any given text 44 00:02:33,900 --> 00:02:36,380 and calculate the percentage of words in their texts 45 00:02:36,380 --> 00:02:39,866 that were positive emotion words, negative emotion words 46 00:02:39,866 --> 00:02:46,914 or words related to topics such as death or sex or violence or religion or family. 47 00:02:46,914 --> 00:02:49,190 And as long as we were writing the computer program, 48 00:02:49,190 --> 00:02:51,976 I thought well let's go ahead and throw in some parts of speech, 49 00:02:51,976 --> 00:02:56,715 pronouns, prepositions. Why? Because it was easy, who cares? 50 00:02:56,715 --> 00:03:01,413 So, I go back, start to analyze these traumatic essays, 51 00:03:01,413 --> 00:03:06,013 and quickly discover that the content of what people were writing about 52 00:03:06,013 --> 00:03:09,243 didn't matter in terms of if they improved in their health or not, 53 00:03:09,243 --> 00:03:15,385 instead, it was these junk words, pronouns, articles, prepositions and so forth 54 00:03:15,385 --> 00:03:19,347 that did matter. Now think about this. 55 00:03:19,347 --> 00:03:23,120 Here people are writing about deeply disturbing issues 56 00:03:23,120 --> 00:03:29,034 and the actual topics that dealt with tragedies, devastation, horrible things, 57 00:03:29,034 --> 00:03:31,512 the topics themselves and the words associated 58 00:03:31,512 --> 00:03:33,890 with those topics made no difference. 59 00:03:33,890 --> 00:03:38,622 Instead these little words like "I" and "the" and "and" did matter. 60 00:03:38,622 --> 00:03:41,889 I'd been looking for the obvious, but in fact 61 00:03:41,889 --> 00:03:44,758 I'd been paying attention to what people were saying, 62 00:03:44,758 --> 00:03:47,637 but not how they were saying it. 63 00:03:47,637 --> 00:03:51,883 So how do I go about analyzing what verus how? 64 00:03:51,883 --> 00:03:54,426 Well, it turns out that they're different kinds of classes of words 65 00:03:54,426 --> 00:03:57,757 that look at this distinction, and one of them is 66 00:03:57,757 --> 00:03:59,531 if you're looking at what people are writing about, 67 00:03:59,531 --> 00:04:04,786 you look at what are called content words. These are nouns and regular verbs 68 00:04:04,786 --> 00:04:08,231 and adjectives and some adverbs. These are the stuff of thought, 69 00:04:08,231 --> 00:04:11,979 these were the stuff of communication. We were trying to talk to somebody. 70 00:04:11,979 --> 00:04:16,543 Google and search terms are all based on these content words. 71 00:04:16,543 --> 00:04:19,165 The other group of words are a class of words 72 00:04:19,165 --> 00:04:21,526 that are generally called function words. 73 00:04:21,526 --> 00:04:27,084 And function words are made up of the most boring words you can imagine. 74 00:04:27,084 --> 00:04:31,141 They're made up of pronouns: "I", "me", "he", "she"; 75 00:04:31,141 --> 00:04:37,560 prepositions: "to", "of", "for"; auxillary verbs: "am", "is", "have" â 76 00:04:37,560 --> 00:04:42,128 I'll have to wake you up if I keep talking about these function words. 77 00:04:42,128 --> 00:04:46,758 But it turns out these function words are really interesting, 78 00:04:46,758 --> 00:04:52,461 because, first of all, there's only about five hundred function words in English, 79 00:04:52,461 --> 00:04:57,369 so they account for far less than 1% of all the words we know, we hear, we read. 80 00:04:57,369 --> 00:05:03,893 Nevertheless, they reflect 55% to 60% of all the words that we are surrounded with, 81 00:05:03,893 --> 00:05:06,784 they're everywhere, but we don't pay attention to them. 82 00:05:06,784 --> 00:05:10,142 In English and in other languages, they're the shortest words there are, 83 00:05:10,142 --> 00:05:12,710 and when they're spoken or when you're reading, 84 00:05:12,710 --> 00:05:16,583 they zip into your brain at the speed of less than 0.2 seconds, 85 00:05:16,583 --> 00:05:20,538 meaning that they're processed essentially non-consciously. 86 00:05:20,538 --> 00:05:22,933 But there's something even more interesting about them, 87 00:05:22,933 --> 00:05:26,897 they are social, they are profoundly social. 88 00:05:26,897 --> 00:05:29,399 Let me give me an example, let's say you're walking along, 89 00:05:29,399 --> 00:05:32,396 you see a note on the ground, you pick it up and it says, 90 00:05:32,396 --> 00:05:35,583 "I am placing it on the table." 91 00:05:35,583 --> 00:05:37,732 Well, that kinda makes sense, kinda doesn't. 92 00:05:37,732 --> 00:05:41,788 "I'm placing it on the table" â there's 2 content words, "placing" and "table"; 93 00:05:41,788 --> 00:05:43,865 all the rest are function words: 94 00:05:43,865 --> 00:05:47,955 "I", "am", "it", "on", "the". 95 00:05:47,955 --> 00:05:51,328 Now the reason this doesn't make sense to most of us is 96 00:05:51,328 --> 00:05:53,444 who was "I"? No idea. 97 00:05:53,444 --> 00:05:56,687 "Am" implies present tense. When was it written? 98 00:05:56,692 --> 00:05:59,221 "It"? Pfft, no idea what "it" is. 99 00:05:59,221 --> 00:06:02,733 "On the table", "the table" means it's a table 100 00:06:02,733 --> 00:06:04,832 that the author knew about 101 00:06:04,838 --> 00:06:07,704 and the intended recipient of this note knew about, 102 00:06:07,704 --> 00:06:14,025 but nobody else did. And, in fact, this note only has meaning to the author 103 00:06:14,025 --> 00:06:15,833 and the recipient of the note 104 00:06:15,833 --> 00:06:18,994 at a particular time, in a particular location. 105 00:06:19,008 --> 00:06:23,557 And, in fact, if I took that note to this author 6 months later and say, 106 00:06:23,557 --> 00:06:27,283 "What's this all about?" there's a good chance that the author will say, 107 00:06:27,283 --> 00:06:30,342 "No idea." 108 00:06:30,342 --> 00:06:32,960 Function words are social, 109 00:06:32,960 --> 00:06:35,984 they tell us about the author, they tell us about the relationship 110 00:06:35,984 --> 00:06:37,783 between the author and the recipient 111 00:06:37,783 --> 00:06:41,578 and the relationship between the author and the topic itself. 112 00:06:41,578 --> 00:06:45,731 And this is the heart of what I want to talk to you about today. 113 00:06:45,731 --> 00:06:49,535 By analyzing function words we start to get a sense 114 00:06:49,535 --> 00:06:51,945 of who people are, what their relationships are, 115 00:06:51,945 --> 00:06:57,451 how they think about theirselves and how they connect with others. 116 00:06:57,451 --> 00:06:59,343 Yeah, there're a lot of function words, 117 00:06:59,343 --> 00:07:02,959 and honestly I could talk for several hours about function words, 118 00:07:02,959 --> 00:07:06,634 but I'm going to spare you that and just focus on a couple today 119 00:07:06,634 --> 00:07:10,745 to just give you a flavor of why they're so interesting. 120 00:07:10,745 --> 00:07:14,236 Let's start off with pronouns, and let's start off with third-person pronouns 121 00:07:14,236 --> 00:07:17,337 like "he", "she", "they". 122 00:07:17,337 --> 00:07:19,332 Now it turns out some people out there in the world 123 00:07:19,332 --> 00:07:22,543 use these third-person pronouns at high rates 124 00:07:22,543 --> 00:07:24,947 and other people at low rates. 125 00:07:24,947 --> 00:07:27,534 What kind of person would use them? 126 00:07:27,534 --> 00:07:31,232 Well, you have to think about pronouns and all function words 127 00:07:31,232 --> 00:07:35,784 in terms of where are people paying attention. 128 00:07:35,784 --> 00:07:37,623 If you are using these third-person pronouns, 129 00:07:37,623 --> 00:07:40,527 by definition you're paying attention to other people. 130 00:07:40,527 --> 00:07:43,571 You care about other people, you're thinking about other people, 131 00:07:43,571 --> 00:07:45,579 and people who use these at high rates 132 00:07:45,579 --> 00:07:47,709 are much more socially engaged. 133 00:07:47,709 --> 00:07:49,981 We can analyze emails, tweets and so forth 134 00:07:49,981 --> 00:07:54,155 and get a sense of someone's social engagement just by looking at this. 135 00:07:54,155 --> 00:07:59,335 How about first-person singular pronouns, "I", "me" and "my"? 136 00:07:59,335 --> 00:08:01,713 OK, using the attentional arguments 137 00:08:01,713 --> 00:08:04,629 someone who's attending to their thoughts, feelings, 138 00:08:04,629 --> 00:08:08,315 behaviors, to themselves in some way would use these words more. 139 00:08:08,315 --> 00:08:11,615 What kind of person do you think uses "I" words the most? 140 00:08:11,615 --> 00:08:15,674 I hope, you're sitting there, you're thinking, "Well, somebody who's 141 00:08:15,674 --> 00:08:18,317 self-centered, self-important, narcissistic, 142 00:08:18,317 --> 00:08:24,345 hungry for power and high in status." 143 00:08:24,345 --> 00:08:27,278 You would be completely wrong. 144 00:08:27,278 --> 00:08:33,743 In fact the person who is highest in status uses "I" words the least. 145 00:08:33,743 --> 00:08:35,481 Let me rephrase that, 146 00:08:35,481 --> 00:08:39,376 the higher anybody is in status, the less they use "I" words; 147 00:08:39,376 --> 00:08:44,208 the lower someone is in status, the higher they use a "I" words. 148 00:08:44,208 --> 00:08:47,750 Now, I discovered this by analyzing emails, 149 00:08:47,750 --> 00:08:52,543 instant messages, natural conversations, business groups and so forth. 150 00:08:52,543 --> 00:08:57,216 And the affects were huge. I looked at these results and I thought, 151 00:08:57,216 --> 00:09:02,624 "Wow, this must be true for other people but it can't possibly be true for me." 152 00:09:02,624 --> 00:09:09,306 You know I love everybody equally. So I go in and analyze my own emails. 153 00:09:09,306 --> 00:09:10,952 I'm the same as everybody else, 154 00:09:10,952 --> 00:09:15,183 I look at the email that I get from an undergraduate student, 155 00:09:15,183 --> 00:09:18,806 "Dear Dr Pennebaker, I would like to know if I could possibly meet with you 156 00:09:18,806 --> 00:09:20,835 because I think I need to change my grade." 157 00:09:20,835 --> 00:09:25,114 And I write back, "Dear Student, Thank you so much for your email. 158 00:09:25,114 --> 00:09:29,730 Unfortunately, the way the grade systems work, blah, blah, blah." 159 00:09:29,730 --> 00:09:32,225 I look at my email to the dean. 160 00:09:32,225 --> 00:09:35,074 "Dear Dean, I'm Jamie Pennebaker and I would like to ask you 161 00:09:35,074 --> 00:09:37,370 if I could do this and if I could do that and I could do this." 162 00:09:37,370 --> 00:09:39,715 And the dean writes back, "Dear Jamie, 163 00:09:39,715 --> 00:09:43,959 Thank you so much for your email..." and so forth. 164 00:09:43,959 --> 00:09:49,469 Now everybody is being completely polite, nobody's putting anybody down. 165 00:09:49,469 --> 00:09:52,151 This is the language of power in status; 166 00:09:52,151 --> 00:09:54,526 it tells us where people are paying attention. 167 00:09:54,543 --> 00:09:57,273 A high status person is looking out at the world, 168 00:09:57,277 --> 00:10:00,532 the low status person tends to be looking more inwardly. 169 00:10:00,532 --> 00:10:02,247 What about others states? 170 00:10:02,247 --> 00:10:07,237 Let's move beyond status, let's look at emotional states. 171 00:10:07,237 --> 00:10:10,822 You would think that someone would be paying more attention to themselves 172 00:10:10,822 --> 00:10:15,550 if they're in pain. It could be physical pain or emotional pain. 173 00:10:15,550 --> 00:10:18,568 In fact, if we look at people who are depressed, 174 00:10:18,568 --> 00:10:21,979 we've done many studies on this, we know that people who are depressed 175 00:10:21,979 --> 00:10:25,739 pay attention to themselves more and they used the word "I" more. 176 00:10:25,739 --> 00:10:28,426 In fact one of our very first studies looked at the poetry 177 00:10:28,426 --> 00:10:31,008 of suicidal and non-suicidal poets. 178 00:10:31,008 --> 00:10:34,689 Now we did this research where we went through, analyzed their poetry, 179 00:10:34,689 --> 00:10:37,158 and initially I thought, where the big difference 180 00:10:37,158 --> 00:10:39,851 in the degree to which they use negative and emotional words. 181 00:10:39,851 --> 00:10:41,852 Not true. 182 00:10:41,852 --> 00:10:47,498 Suicidal and non-suicidal poets all use negative emotion words at high rate. 183 00:10:47,498 --> 00:10:52,109 I think it's part of the job description. 184 00:10:52,109 --> 00:10:54,904 The big difference was their use of the word "I", 185 00:10:54,904 --> 00:10:57,946 suicidal poets use the word "I" more. 186 00:10:57,946 --> 00:11:03,213 Consider this poem, this is by Sylvia Plath who later committed suicide. 187 00:11:03,213 --> 00:11:08,297 Listen to the way that she uses the word "I" and first-person singular. 188 00:11:08,297 --> 00:11:14,488 I'm taking some lines from her poem "Mad Girl's Love Song". 189 00:11:14,488 --> 00:11:17,451 I shut my eyes and all the world drops dead; 190 00:11:17,451 --> 00:11:20,995 I lift my lid[s] and all is born again. 191 00:11:20,995 --> 00:11:23,547 (I think I made you up inside my head.) 192 00:11:23,547 --> 00:11:28,452 I fancied you'd return the way you said, But I grow old and I forget your name. 193 00:11:28,462 --> 00:11:32,633 (I think I made you up inside my head.) 194 00:11:32,633 --> 00:11:35,643 You can almost see Plath 195 00:11:35,643 --> 00:11:39,217 embracing her sorrow, her misery and so forth 196 00:11:39,217 --> 00:11:44,486 and you can compare her writing with other poets, non-suicidal poets 197 00:11:44,486 --> 00:11:46,255 who write about lost love. 198 00:11:46,255 --> 00:11:50,012 When they do, you can almost see them holding it off from a distance, 199 00:11:50,012 --> 00:11:55,189 so they're looking at it from a more distance, third-person perspective. 200 00:11:55,189 --> 00:11:59,868 Now there's a really interesting, important theory within psychology 201 00:11:59,868 --> 00:12:02,946 about depression. And people who are depressed 202 00:12:02,946 --> 00:12:07,099 are thought to be people who are very high in self-awareness or self-focus. 203 00:12:07,099 --> 00:12:12,164 And part of this is they also tend to be extremely honest. 204 00:12:12,164 --> 00:12:19,546 In fact there are many studies showing that they have this deficit 205 00:12:19,546 --> 00:12:23,287 and they're not able to have positive illusions about ourselves. 206 00:12:23,287 --> 00:12:25,565 Those of us who aren't depressed get by every day 207 00:12:25,565 --> 00:12:28,804 by holding these insane illusions about the life. 208 00:12:28,804 --> 00:12:32,408 But these people are brutally honest. 209 00:12:32,408 --> 00:12:36,115 Now this made me wonder, throw away depression for just a second. 210 00:12:36,115 --> 00:12:40,174 Could we turn this entire thing upside down and find out if depressed people 211 00:12:40,174 --> 00:12:44,797 or if we could use a computer program as a linguistic lie-detector. 212 00:12:44,797 --> 00:12:47,535 I mean for anybody. So in fact we did some studies, 213 00:12:47,535 --> 00:12:51,112 where we brought people in the lab, we induced them to lie or tell the truth, 214 00:12:51,112 --> 00:12:54,000 we analyze court transcripts of people who were all found guilty, 215 00:12:54,000 --> 00:12:56,679 the half of whom were later exonerated, 216 00:12:56,679 --> 00:12:59,924 and the affects were really quite impressive. 217 00:12:59,924 --> 00:13:01,999 We did a pretty good job at telling 218 00:13:01,999 --> 00:13:04,006 if someone who was telling the truth versus lying, 219 00:13:04,006 --> 00:13:07,367 and one of the best words was the use of the word "I". 220 00:13:07,367 --> 00:13:12,053 People who tell the truth use the word "I" more, owning what they're saying. 221 00:13:12,053 --> 00:13:17,759 Liars are tending to hold off, distancing themselves. 222 00:13:17,759 --> 00:13:23,878 Now, lie-detection and depression, status are all some things that we can look at, 223 00:13:23,898 --> 00:13:27,538 But one of the things that I'm most interested in now is looking at groups, 224 00:13:27,538 --> 00:13:29,640 looking at the relationship between two people. 225 00:13:29,640 --> 00:13:32,445 Can you tell how two people are getting along 226 00:13:32,445 --> 00:13:36,872 by analyzing the way that they're using function words with each other? 227 00:13:36,872 --> 00:13:40,387 And the answer is yes. We look at the percentage of each class of words 228 00:13:40,387 --> 00:13:44,823 and we come up with the metric that we call language style matching. 229 00:13:44,842 --> 00:13:48,244 And the more that two people are matching in their function word use, 230 00:13:48,244 --> 00:13:50,041 the more they're on the same page, 231 00:13:50,041 --> 00:13:53,024 the more they're talking about something in the same way. 232 00:13:53,024 --> 00:13:57,113 Now one place we started to look at this was with speed dating. 233 00:13:57,113 --> 00:14:05,481 Now, I should tell you I love speed dating, I would never do it in a million years, 234 00:14:05,481 --> 00:14:09,297 but I encourage all of you to go do speed dating and when you do, 235 00:14:09,297 --> 00:14:14,832 invite a researcher along because there is no paradigm that is better. 236 00:14:14,832 --> 00:14:17,320 We've been involved in speed-dating projects 237 00:14:17,320 --> 00:14:21,816 where people come in and in their four minute date, we tape-record it, 238 00:14:21,816 --> 00:14:26,794 they know we are, and then we transcribe the way they talk. 239 00:14:26,794 --> 00:14:29,327 The more they match in their language, 240 00:14:29,327 --> 00:14:31,379 the more likely they are to go out on a date. 241 00:14:31,379 --> 00:14:33,242 We can predict who will go on a date 242 00:14:33,242 --> 00:14:37,591 at rates slightly better than the people themselves can. 243 00:14:37,591 --> 00:14:40,231 We've done studies with young dating couples. 244 00:14:40,231 --> 00:14:46,717 To be in our study they had to give us 10 days of their instant messages or IM's. 245 00:14:46,717 --> 00:14:51,605 And then what we do is we analyze their IM's with this style matching 246 00:14:51,605 --> 00:14:54,070 and we do much, much better than they do 247 00:14:54,070 --> 00:14:58,122 at predicting if they'll be together 3 months later. 248 00:14:58,122 --> 00:15:00,928 The fact is, is these words are telling us how individuals 249 00:15:00,928 --> 00:15:03,551 and pairs of people are connecting. 250 00:15:03,551 --> 00:15:06,547 What about groups. Now this is an area that we're now working at. 251 00:15:06,547 --> 00:15:10,303 We're looking at working groups, some are groups that we've worked with, 252 00:15:10,303 --> 00:15:14,166 people from the business school, we look at people in the get-to-know-you groups, 253 00:15:14,166 --> 00:15:16,746 we do educational groups. And what we're finding is 254 00:15:16,746 --> 00:15:21,006 by looking at a group of say 5 or 6 people, we can now get a sense 255 00:15:21,026 --> 00:15:25,512 of how productive the group will be, and also how cohesive the group wil be, 256 00:15:25,521 --> 00:15:27,969 simply by looking at the style matching. 257 00:15:27,976 --> 00:15:30,912 Now here's where things are beginning to get interesting: 258 00:15:30,912 --> 00:15:36,151 by tracking a group that's interacting and say they're all interacting online, 259 00:15:36,151 --> 00:15:39,551 we can have a computer monitoring how the group is behaving. 260 00:15:39,551 --> 00:15:46,262 Imagine for example you are in this group and a computer coach comes to your group 261 00:15:46,262 --> 00:15:50,190 every now and then, and a message comes and says, 262 00:15:50,190 --> 00:15:53,296 "You guys are not paying attention to one another, 263 00:15:53,296 --> 00:15:57,396 you need to be more attentive to what the other people are saying," or 264 00:15:57,396 --> 00:16:00,396 "You guys for the last few minutes have strayed off topic, 265 00:16:00,396 --> 00:16:03,716 try to get back on topic," or that loud mouth in the group, 266 00:16:03,716 --> 00:16:07,566 the computer comes in and says, "John, for the last 5 minutes 267 00:16:07,566 --> 00:16:11,142 you said 50% of the words, why don't you stand back 268 00:16:11,142 --> 00:16:13,884 and courage others to talk?" 269 00:16:13,884 --> 00:16:17,199 Well, we have now created a program that does this, 270 00:16:17,199 --> 00:16:20,602 and we've now tested it out with hundreds of groups 271 00:16:20,602 --> 00:16:24,703 and we are getting very promising results. 272 00:16:24,703 --> 00:16:30,256 Now you can start to see why I'm so excited about this world of function words, 273 00:16:30,256 --> 00:16:33,665 that we're now taking this in all these directions, 274 00:16:33,665 --> 00:16:36,249 that I never would've thought about. 275 00:16:36,249 --> 00:16:39,533 We've been looking at it in terms of looking at historical records. 276 00:16:39,533 --> 00:16:43,876 Can you tell if a particular explorer committed suicide or was murdered? 277 00:16:43,876 --> 00:16:45,611 We've done a project on that. 278 00:16:45,611 --> 00:16:48,056 Can you look at a company and get a sense 279 00:16:48,056 --> 00:16:51,307 of how their internal communications are working? 280 00:16:51,307 --> 00:16:55,001 How well they are connecting with the people in their company or with their clients? 281 00:16:55,001 --> 00:16:59,752 We look at corporate earnings reports or the quarterly phone calls 282 00:16:59,752 --> 00:17:03,112 to get a sense of the internal group dynamics of the company. 283 00:17:03,112 --> 00:17:06,478 We've worked with the government to try to get a sense of terroist groups 284 00:17:06,478 --> 00:17:09,813 and if they are likely to behave badly. 285 00:17:09,813 --> 00:17:14,595 We've helped people sort out their love lives. 286 00:17:14,595 --> 00:17:19,874 You can start to see that by harnessing the power of these function words 287 00:17:19,874 --> 00:17:26,336 We can get a sense of individuals and groups and how people are connecting. 288 00:17:26,336 --> 00:17:32,343 Now what I would urge you to do, I'd like you to go home tonight 289 00:17:32,343 --> 00:17:34,557 and I want you to start looking at your emails, 290 00:17:34,557 --> 00:17:37,728 your tweets, your IM's or whatever, 291 00:17:37,728 --> 00:17:41,401 and in doing that what I hope you start to see, 292 00:17:41,401 --> 00:17:45,182 first of all you learn a little bit more about your relationships with others, 293 00:17:45,202 --> 00:17:49,643 but more than anything I hope you learned a little bit about yourself. 294 00:17:49,658 --> 00:17:50,800 Thank you very much. 295 00:17:50,977 --> 00:17:56,459 (Applause)