class: center, middle, inverse, title-slide .title[ # DS Skills Lab 10 ] .subtitle[ ## <i>Unhinged: Dan’s Dating DisastRs</i> ] .author[ ### Dr Danielle Evans ] .date[ ### 08 Dec 2023 ] --- class: no-scribble <style type="text/css"> a { color: #2ec0f0; font-weight: bold; } a.glossary { font-weight: bold; color: #a497f0; cursor: help; position: relative; } .remark-inline-code { font-size: var(--code-inline-font-size); color: #428aff; padding: 2px; } strong { font-weight: bold; color: black; } .remark-slide-number { color: black; opacity: 1; font-size: 0.9rem; } .hljs-github .hljs-string, .hljs-github .hljs-doctag { color: #333; } .hljs-github .hljs-literal { color: #333; } .hiddenFrame{ height:1px; width:1px; opacity: 0; } </style> <br><br><br><br><br><br><br><br><br><br> > <h3>"You'll never get married. You're unlovable." </h3> -- <i><h4 style="text-align:right;">My Mum</i></h4> --- class: no-scribble ## Overview - **Factorial Designs: gone (cat)fishing** - **Repeated Measures: 50 first dates** - **Logistic Regression: the unfriendly ghost** - **KahootR** --- ## VoteRs - We're going to vote on a few things today... .pull-left[ .center[ For **anonymous** voting 😎: <!-- --> ]] .pull-right[ .center[ For **non-anonymous** voting 😁: <img src="data:image/png;base64,#img/whiteboardvote.png" width="75%" /> ]] --- class: no-scribble ## Dan's Dating Dilemmas - R is obviously the <a class='glossary' title='R &lt;3'>love of my life</a>, but everyone laughs at me when I say that, so I'm searching for something else.. - On my mission to find real life love, I've encountered 3 dilemmas I need your help with: -- 1. What's the best way to get dating app matches? -- 1. What's the best date to go on? -- 1. Why do I keep getting ghosted? **[everybody say 'aww']** -- <br><br><br> <center> <h3>So let's do some research!!😁</h3> </center> --- class: no-scribble ## The Matchmaker - <a class='glossary' title='AKA hell in virtual form'>Dating apps</a> have gained immense popularity in recent years, as they offer a convenient and accessible way for people to explore potential romantic relationships - The apps provide users with a platform to create a profile, often including **information about themselves** and **photos** - Users can then browse through other profiles, and based on their preferences, they can "match" with other users they find attractive or interesting - So my first super important life-changing research question is: how can I increase matches on my profile?! --- class: no-scribble ## Gone (cat)fishing - From my observations of the world, I've noticed that profiles with a higher level of attractiveness tend to receive more matches... - So I conducted an experiment to investigate the two key components of a dating app profile: **user information**, and **user photos** - I asked 500 heterosexual men to view a dating app profile and provide a '**match rating**' based on their level of interest in matching with the individual (scored from 1-10, higher score = higher interest) -- **Now for the important part**: - Half of the participants saw an accurate user photo, the other half saw a photo that's been embellished to be more appealing 🐱🐟 - the **photo condition** - In each group of the photo condition, half of the participants saw an accurate user profile, and the other half saw a profile that's been enhanced to be more attractive to others 🐱🐟 - the **profile condition** --- class: no-scribble ## Beauty is in the Eye of the Beholder - So, half our participants saw one of the following photos: .pull-left[ .center[ <img src="data:image/png;base64,#img/accurateprofile.png" width="80%" /> #### <a class='glossary' title='An accurate photo of how I look most days'>Accurate Photo</a> ] ] .pull-right[ .center[ <img src="data:image/png;base64,#img/cfprofile.png" width="80%" /> #### <a class='glossary' title='Taken of me with just a teeeeeeny bit of photo editing'>Catfish Photo</a> ] ] --- class: no-scribble ## A Day in the Life - And within those groups, half saw the <a class='glossary' title='Pretty much my daily routine give or take'>Accurate Profile</a>: <p style="font-size: 14px;"> ⏰ 7:30 AM: The alarm clock blares, signalling the start of another unremarkable day.<br> 🚿 7:45 AM: Dragging myself out of bed, I have a quick shower to wake myself up, followed by the painting of my face to look more human.<br> ☕️ 8:30 AM: Once ready, I run to the kitchen and grab a Poptart to eat on the go before I’m late to work.<br> 🚗 8:30 AM: Joining the endless stream of traffic, I begin my mundane commute to work.<br> 💼 9:00 AM - 5:00 PM: Work is a series of meetings, emails, teaching and routine tasks. <br> 🥪 12:00 PM: Lunchtime arrives, and I’ve forgotten to make lunch in advance, so I hunt for the Oreos in my desk.<br> 📚 5:30 PM: Finally, the workday is over, and I head home. No thrilling post-work adventures or glamorous social events, just the usual drive home.<br> 🍔 6:30 PM: Dinner is a solo affair, with a microwaveable meal or something equally basic, just a humble dinner for one.<br> 🛋 7:30 PM: The evening entertainment involves watching the same shows on Netflix over and over again. I also spend several hours mindlessly, and bitterly scrolling through social media.<br> 💤 11:30 PM: As the night winds down, I go through my mundane bedtime routine. No luxurious pampering or elaborate rituals, just the usual washing, brushing and flossing.<br> 🛌 12:00 PM: I crawl into bed, cry, and eventually fall asleep embracing the void. </p> --- class: no-scribble ## A Day in the Life - And the other half saw the <a class='glossary' title='What my ideal day would look like'>Catfish Profile</a>: <p style="font-size: 14px;"> ⏰ 6:00 AM: The day begins with the soft melody of a chime, and I awaken in the comfort of my opulent mansion. Greeted by a picturesque view of the sunrise, I start my morning with a refreshing swim in my private pool or a session of yoga to centre my mind and body.<br> ☕️ 7:30 AM: Savouring a gourmet breakfast prepared by my personal chef, I indulge in the finest delicacies from around the world. Whether it's fresh fruits from exotic lands or a sumptuous array of pastries, each bite is a delight for the senses.<br> 💼 9:00 AM: With a sharp mind and a heart full of ambition, I dive into the world of business. From my luxurious home office or in the bustling heart of the city, I make strategic decisions, connect with visionary partners, and lead my empire to even greater heights.<br> 🏞 12:30 PM: Noon calls for an exquisite luncheon with friends, family, or esteemed colleagues. We gather in an exclusive dining venue or a Michelin-starred restaurant, where culinary delights and captivating conversations flow.<br> 🚁 2:00 PM: Stepping onto the helipad of my high-rise building, I embark on an aerial adventure, soaring above the city's skyline. The breathtaking views remind me of the endless possibilities life has to offer.<br> 🏛 4:00 PM: As the afternoon sun graces the city, I indulge in my passion for art and culture. Whether it's visiting an art gallery, attending a private exhibition, or supporting a philanthropic cause, I embrace the beauty that enriches the world.<br> 🛍 6:00 PM: What better way to unwind than with a little retail therapy? I explore exclusive boutiques and flagship stores, surrounded by opulent choices that reflect my discerning taste.<br> 🌅 8:00 PM: Evenings are for enchanting moments, whether hosting an extravagant dinner party at my mansion or indulging in a candlelit affair at a world-class restaurant. Every sip and every bite is an exquisite symphony of flavours.<br> 🎭 10:00 PM: As the moon rises, the night comes alive with entertainment. I attend exclusive events, dazzling parties, or indulge in a private screening of a movie at my very own home theatre.<br> 🌌 12:00 AM: As the clock strikes midnight, I retire to my luxurious sanctuary, reflecting on the day's grand experiences. Drifting off to sleep, I know that tomorrow holds even more captivating opportunities and a chance to make the world a more beautiful place. </p> --- ## Place Your Predictions! - Type '**s**' to draw your predictions of the interaction on the graph! <img src="data:image/png;base64,#index_files/figure-html/unnamed-chunk-8-1.png" style="display: block; margin: auto;" /> --- ## Well, Well, Well 👀 #### Model |Effect |df |MSE |F |ges |p.value | |:-------------|:------|:----|:-----------|:----|:-------| |photo |1, 496 |0.54 |4637.66 *** |.903 |<.001 | |profile |1, 496 |0.54 |2020.82 *** |.803 |<.001 | |photo:profile |1, 496 |0.54 |203.16 *** |.291 |<.001 | #### Estimated Marginal Means |photo |profile | emmean| SE| df| lower.CL| upper.CL| |:--------|:--------|------:|----:|---:|--------:|--------:| |accurate |accurate | 1.59| 0.07| 496| 1.46| 1.72| |catfish |accurate | 7.00| 0.07| 496| 6.87| 7.13| |accurate |catfish | 5.48| 0.07| 496| 5.35| 5.61| |catfish |catfish | 9.02| 0.07| 496| 8.89| 9.15| -- .center[ #### So what do we think about these results?! ] --- ## Catfishing it is! <img src="data:image/png;base64,#index_files/figure-html/unnamed-chunk-13-1.png" style="display: block; margin: auto;" /> --- class: no-scribble ## 50 first dates - OK so now that we've decided being a super catfish is the best way to get matches, let's think about what **type of date** would be the most successful in finding me love! - For this next experiment, I went on multiple dates (10) with 50 participants, and got them to rate their 'dating interest' in me after each date - Every participant did every date type, which was <a class='glossary' title='a technique used to deal with order effects when using repeated measures designs'>counterbalanced</a> - Dating interested was measured on a scale from 1-10, a high score = more interest --- ## Place Your Predictions! - Type '**s**' to draw your predictions for each date type on the graph! <img src="data:image/png;base64,#index_files/figure-html/unnamed-chunk-15-1.png" style="display: block; margin: auto;" /> --- ## Show Me The Means! #### Model |Effect |df |MSE |F |ges |p.value | |:---------|:-------------|:----|:-----------|:----|:-------| |date_type |6.64, 3311.39 |0.93 |5048.18 *** |.901 |<.001 | #### Estimated Marginal Means <table class="table" style="font-size: 12px; margin-left: auto; margin-right: auto;"> <thead> <tr> <th style="text-align:left;"> date_type </th> <th style="text-align:right;"> emmean </th> <th style="text-align:right;"> SE </th> <th style="text-align:right;"> df </th> <th style="text-align:right;"> lower.CL </th> <th style="text-align:right;"> upper.CL </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;"> drinks </td> <td style="text-align:right;"> 2.99 </td> <td style="text-align:right;"> 0.05 </td> <td style="text-align:right;"> 499 </td> <td style="text-align:right;"> 2.88 </td> <td style="text-align:right;"> 3.09 </td> </tr> <tr> <td style="text-align:left;"> cinema </td> <td style="text-align:right;"> 2.02 </td> <td style="text-align:right;"> 0.03 </td> <td style="text-align:right;"> 499 </td> <td style="text-align:right;"> 1.96 </td> <td style="text-align:right;"> 2.08 </td> </tr> <tr> <td style="text-align:left;"> bowling </td> <td style="text-align:right;"> 2.95 </td> <td style="text-align:right;"> 0.03 </td> <td style="text-align:right;"> 499 </td> <td style="text-align:right;"> 2.89 </td> <td style="text-align:right;"> 3.01 </td> </tr> <tr> <td style="text-align:left;"> rave </td> <td style="text-align:right;"> 5.50 </td> <td style="text-align:right;"> 0.02 </td> <td style="text-align:right;"> 499 </td> <td style="text-align:right;"> 5.46 </td> <td style="text-align:right;"> 5.55 </td> </tr> <tr> <td style="text-align:left;"> funeral </td> <td style="text-align:right;"> 4.02 </td> <td style="text-align:right;"> 0.03 </td> <td style="text-align:right;"> 499 </td> <td style="text-align:right;"> 3.96 </td> <td style="text-align:right;"> 4.09 </td> </tr> <tr> <td style="text-align:left;"> parents_dinner </td> <td style="text-align:right;"> 1.49 </td> <td style="text-align:right;"> 0.02 </td> <td style="text-align:right;"> 499 </td> <td style="text-align:right;"> 1.44 </td> <td style="text-align:right;"> 1.53 </td> </tr> <tr> <td style="text-align:left;"> R_conference </td> <td style="text-align:right;"> 8.02 </td> <td style="text-align:right;"> 0.03 </td> <td style="text-align:right;"> 499 </td> <td style="text-align:right;"> 7.95 </td> <td style="text-align:right;"> 8.08 </td> </tr> <tr> <td style="text-align:left;"> maldives_holiday </td> <td style="text-align:right;"> 8.99 </td> <td style="text-align:right;"> 0.03 </td> <td style="text-align:right;"> 499 </td> <td style="text-align:right;"> 8.93 </td> <td style="text-align:right;"> 9.05 </td> </tr> <tr> <td style="text-align:left;"> friends_wedding </td> <td style="text-align:right;"> 3.93 </td> <td style="text-align:right;"> 0.06 </td> <td style="text-align:right;"> 499 </td> <td style="text-align:right;"> 3.82 </td> <td style="text-align:right;"> 4.04 </td> </tr> <tr> <td style="text-align:left;"> skydiving </td> <td style="text-align:right;"> 7.45 </td> <td style="text-align:right;"> 0.04 </td> <td style="text-align:right;"> 499 </td> <td style="text-align:right;"> 7.37 </td> <td style="text-align:right;"> 7.53 </td> </tr> </tbody> </table> --- class: no scribble ## So. Many. Posthocs. <div style="border: 1px solid #ddd; padding: 0px; overflow-y: scroll; height:500px; "><table class="table" style="font-size: 10px; margin-left: auto; margin-right: auto;"> <thead> <tr> <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> term </th> <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> contrast </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> null.value </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> estimate </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> std.error </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> df </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> conf.low </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> conf.high </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> statistic </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> adj.p.value </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> drinks - cinema </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.972 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.060 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.774 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.170 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 16.134 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> drinks - bowling </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0.034 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0.062 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> -0.171 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0.239 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0.545 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0.586 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> drinks - rave </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.514 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.057 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.702 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.326 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -43.935 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> drinks - funeral </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.036 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.064 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.247 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -0.825 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -16.114 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> drinks - parents_dinner </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.500 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.059 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.305 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.695 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 25.214 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> drinks - R_conference </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.028 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.064 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.238 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.818 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -78.576 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> drinks - maldives_holiday </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.002 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.061 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.204 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.800 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -97.628 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> drinks - friends_wedding </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -0.940 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.074 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.183 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -0.697 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -12.712 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> drinks - skydiving </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.462 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.067 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.681 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.243 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -66.888 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> cinema - bowling </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -0.938 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.045 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.086 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -0.790 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -20.848 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> cinema - rave </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.486 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.037 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.607 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.365 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -94.586 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> cinema - funeral </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.008 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.043 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.149 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.867 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -46.565 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> cinema - parents_dinner </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.528 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.037 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.408 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.648 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 14.418 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> cinema - R_conference </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.000 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.044 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.144 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.856 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -136.794 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> cinema - maldives_holiday </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.974 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.044 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -7.118 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.830 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -158.890 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> cinema - friends_wedding </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.912 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.061 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.114 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.710 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -31.115 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> cinema - skydiving </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.434 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.054 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.610 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.258 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -101.238 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> bowling - rave </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.548 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.039 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.675 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.421 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -66.001 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> bowling - funeral </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.070 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.043 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.211 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -0.929 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -24.905 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> bowling - parents_dinner </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.466 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.039 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.337 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.595 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 37.348 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> bowling - R_conference </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.062 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.045 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.208 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.916 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -113.637 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> bowling - maldives_holiday </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.036 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.043 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.177 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.895 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -140.673 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> bowling - friends_wedding </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -0.974 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.063 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.180 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -0.768 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -15.473 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> bowling - skydiving </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.496 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.054 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.673 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.319 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -83.406 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> rave - funeral </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.478 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.040 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.347 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.609 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 36.970 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> rave - parents_dinner </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 4.014 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.031 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 3.912 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 4.116 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 128.646 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> rave - R_conference </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.514 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.039 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.641 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.387 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -64.855 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> rave - maldives_holiday </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.488 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.039 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.617 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.359 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -88.572 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> rave - friends_wedding </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.574 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.060 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.379 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.769 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 26.409 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> rave - skydiving </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.948 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.050 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.111 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.785 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -39.247 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> funeral - parents_dinner </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 2.536 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.039 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 2.408 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 2.664 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 64.782 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> funeral - R_conference </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.992 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.046 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.143 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.841 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -86.780 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> funeral - maldives_holiday </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.966 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.045 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.113 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -4.819 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -110.664 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> funeral - friends_wedding </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0.096 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0.066 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> -0.120 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0.312 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 1.460 </td> <td style="text-align:right;color: green !important;color: black !important;background-color: #f7f7f7 !important;"> 0.290 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> funeral - skydiving </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.426 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.055 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.605 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.247 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -62.644 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> parents_dinner - R_conference </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.528 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.038 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.653 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.403 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -170.766 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> parents_dinner - maldives_holiday </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -7.502 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.038 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -7.626 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -7.378 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -197.773 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> parents_dinner - friends_wedding </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.440 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.060 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.635 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -2.245 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -40.964 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> parents_dinner - skydiving </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.962 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.048 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -6.118 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -5.806 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -125.366 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> R_conference - maldives_holiday </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -0.974 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.047 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -1.128 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -0.820 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -20.770 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> R_conference - friends_wedding </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 4.088 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.064 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 3.879 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 4.297 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 64.248 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> R_conference - skydiving </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.566 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.054 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.389 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.743 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 10.516 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> maldives_holiday - friends_wedding </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 5.062 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.063 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 4.854 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 5.270 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 79.914 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> maldives_holiday - skydiving </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.540 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.055 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.360 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 1.720 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 28.085 </td> <td style="text-align:right;font-weight: bold;color: green !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> <tr> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> date_type </td> <td style="text-align:left;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> friends_wedding - skydiving </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.522 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.068 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 499 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.746 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -3.298 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> -51.459 </td> <td style="text-align:right;font-weight: bold;color: red !important;background-color: #f7f7f7 !important;"> 0.000 </td> </tr> </tbody> </table></div> --- ## Maldives it is! ✈️ <img src="data:image/png;base64,#index_files/figure-html/unnamed-chunk-20-1.png" style="display: block; margin: auto;" /> --- class: no-scribble ## The Unfriendly Ghost 👻 - <a class='glossary' title='the act of suddenly ceasing all communication with someone the subject is dating, but no longer wishes to date'>Ghosting</a> is a phenomenon that often takes place within the realm of dating and has become increasingly common in the era of digital communication - Ghosting can have various negative effects on the <a class='glossary' title='the person who is on the receiving end of ghosting'>ghostee</a>, both emotionally and psychologically 😢 - So, in the quest to become a <a class='glossary' title='paranormal investigators and exterminators who specialize in capturing and containing ghosts, spirits, and other (evil) supernatural entities'>ghostbuster</a>, I'm researching predictors of being ghosted (or not) to save people (me) from an unwanted fright (more therapy) - Note. Ghosts are not to be confused with <a class='glossary' title='where someone you previously dated ghosted you, only to then resurface some time later, not unlike returning from the dead'>Zombies</a>, so we need to think carefully about how we <a class='glossary' title='the process by which a researcher defines how a concept is measured, observed, or manipulated within a particular study'>operationalise</a> our outcome! --- class: no-scribble ## Who You Gonna Call? <a href="https://www.youtube.com/watch?v=Fe93CLbHjxQ">👻🔫</a> - For our final experiment, I went on dates with 500 participants, and categorised the outcome of those dates into: **ghosted** vs **not ghosted** based on whether we spoke again after the date - I collected the participants' **fear of commitment** score (1-5, higher score = more fear), and whether I talked about **R** on the date (R talk or no R talk) --- ## I Ain't Afraid of No Ghost <table class="table table" style="margin-left: auto; margin-right: auto; font-size: 16px; margin-left: auto; margin-right: auto;"> <thead> <tr> <th style="text-align:left;"> term </th> <th style="text-align:right;"> estimate </th> <th style="text-align:right;"> std.error </th> <th style="text-align:right;"> statistic </th> <th style="text-align:right;"> p.value </th> <th style="text-align:right;"> conf.low </th> <th style="text-align:right;"> conf.high </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;"> (Intercept) </td> <td style="text-align:right;"> 1.050 </td> <td style="text-align:right;"> 0.367 </td> <td style="text-align:right;"> 0.134 </td> <td style="text-align:right;"> 0.893 </td> <td style="text-align:right;"> 0.510 </td> <td style="text-align:right;"> 2.164 </td> </tr> <tr> <td style="text-align:left;"> commitment_fear </td> <td style="text-align:right;"> 0.945 </td> <td style="text-align:right;"> 0.115 </td> <td style="text-align:right;"> -0.488 </td> <td style="text-align:right;"> 0.625 </td> <td style="text-align:right;"> 0.753 </td> <td style="text-align:right;"> 1.185 </td> </tr> <tr> <td style="text-align:left;"> talk_typeR_talk </td> <td style="text-align:right;"> 0.717 </td> <td style="text-align:right;"> 0.488 </td> <td style="text-align:right;"> -0.681 </td> <td style="text-align:right;"> 0.496 </td> <td style="text-align:right;"> 0.275 </td> <td style="text-align:right;"> 1.868 </td> </tr> <tr> <td style="text-align:left;"> commitment_fear:talk_typeR_talk </td> <td style="text-align:right;"> 1.172 </td> <td style="text-align:right;"> 0.150 </td> <td style="text-align:right;"> 1.058 </td> <td style="text-align:right;"> 0.290 </td> <td style="text-align:right;"> 0.874 </td> <td style="text-align:right;"> 1.575 </td> </tr> </tbody> </table> -- <br><br><br><br> <center> <h3>Welp, no luck there, back to the dRawing boaRd!</h3> </center> --- class: no-scribble ## In Conclusion*: - Catfishing is the way to go - The greatest number of matches were found for photo catfishing and profile catfishing combined -- - The best date you can go on is a holiday to the Maldives, closely followed by attending an R conference - It doesn't matter if you go to a funeral, or to a friend's wedding, both are pretty average... - But dinner with parents is the worst overall! -- - & we still don't know what increases the likelihood of being ghosted... dissertation project anyone?? 😀 <br><br><br><br> <p style="text-align:right; font-size:60%">*all data are fictional, dating success may vary!</p> --- class: no-scribble ## *That's all - unhappy dating!* 😒 <center> <a href="https://www.youtube.com/watch?v=6EEW-9NDM5k"> <img src="data:image/png;base64,#img/dd.jpg" width="60%" /> </a> </center> .center[ [Give session feedback here!](https://forms.gle/ZyXAB7kZzUUyct9n6) 😀 ] --- ## KahootR! <iframe src="https://embed.kahoot.it/b7391167-2490-4dfc-8c33-d0b05190a3b5" width=100% height=50% frameBorder="0"></iframe> .center[ ### Kahoot pin: .can-edit.black[ ] ]