tight babe Kiana
Chat now


  • How old am I:
  • 34
  • Ethnicity:
  • Namibian
  • Color of my eyes:
  • Clear brown eyes
  • My sex:
  • My sex is female
  • My hair:
  • Auburn
  • What is my Sign of the zodiac:
  • Capricorn
  • Music:
  • Folk
  • Body tattoos:
  • None


A few weeks agoI was curious about how the people of Guam were reacting to nuclear threats from North Korea. Frank, 32, discussed the faith community. Leaders should be finding resolve instead of adding fuel to the fire and fury. But I started each conversation explaining my intentions and confirming that they were comfortable going on record. After befriending some locals, I realized Tinder might be a useful tool for reporters.


in. During a series of experiments conducted by the Columbia Business School professors Ray Fisman and Sheena Iyengar from toover participants were asked to have a four-minute first date with other participants of the opposite sex, rate their attractiveness, sincerity, intelligence, fun, free Oceanside CA women dating, and shared Interests, and answer the question whether they would go on another date with their partners again.

The dataset was found on Kaggle and it contains questionnaire answers including demographics, dating habits, self-perception and ratings across key attributes, as well as dating decisions.

gorgeous cunt Vanessa

Various data analyses have been performed with this dataset and insights range from gender differences dating New York NY friends mate selection to racial preferences in dating. My goal is to perform an analysis that may have not been conducted before and I am particularly interested in how the key attributes affect dating decision as well as whether people have a clear awareness of their self value versus their perceived value or not. I first read the Speed Dating Data Key.

I normalized the data that were collected through different scale methods, such as the rating method on a scale of 1—10 versus the point distribution method, ordinal scale versus interval scale e.

single wives Kyra

For each entry, if the of missing variables was ificant, I chose to remove the entire entry. Besides manual cleaning, I used the nearest neighbor method to automatically replace remaining missing values.

naked ladies Mikaela

There were participants in total, in which were female and were male free trial phone chat Norwich missing values. What are the most important attributes in dating? Before the dating experiment started, the participants were asked to distribute points to the attributes below according to how important they are in a potential date.

After each four-minute first date, they were asked to rate their partners over the six attributes.

Tools & converters

Do we feel that we are always underestimated? Comparing self-ratings and the ratings that the Cornwall PA hookup assumed they would get can potentially provoke many sociology questions. Do people have the perception or experience that they are being underestimated? Do they tend to exaggerate their strengths and hide their weaknesses? This would be an interesting point for further research, what makes people believe that their intelligence would be overestimated?

Do we actually overestimate ourselves? When comparing self-ratings and the actual ratings, it shows that the participants did generally overestimate themselves.

gorgeous personals Jocelyn

While we think that we are underestimated, are we actually underestimated? How sad! Is it true that the first one is always the best one? First, I found a negative correlation between the order and how much they liked their partners. For example, the later they meet their partners, the less sincere they free sex Milledgeville their partners are.

I also found that there are positive correlation among the attributes. Sincerity and intelligence has the strongest correlation, followed by intelligence and ambition, and then fun and shared interests. After each first date, the participants answered the question whether they would like to see their partner again.

New at sony pictures

Are we optimistic about love? After the experiment, sugar daddy Norfolk free participants were also asked to predict how many matches they would get and the actual of match was collected. On average, they predicted that they would have 3 matches during each experiment but they actually had 2.

The above was calculated by subtracting the match estimate from the of match.

lovely whore Lexi

As it shows, the prediction of the male participants tended to be more optimistic than the female. Can love be practiced? On average, the participants went on a date twice a month.

By gloria dickie

But does more dating experience help them get more matches and predict their match more accurately? I did a Pearson correlation analysis and found that the frequency of date has a slight positive correlation with the of match but not the accuracy of match estimate. So Dating Columbia hat used the logistic regression analysis to build this model with the 7, entries and split the training set and validation set by using a randomized method.

With missing values, I replaced them with the mean in the same class. For example, when one person met 10 partners and received 9 ratings over attractiveness, Live San Diego Ca sex free took the mean of the attractiveness rating to replace the missing one. In the end, I used the same method to build the model 5 times to exam the stability pof free search Murfreesboro the performance. The area under the curve 0.

Surprisingly, ambition and sincerity seemed to be two negative attributes when it comes to actual dating decision.

Normalize data

Do we really know what we want? It appeared that people undervalued shared interests and overvalued sincerity. To sum up, generally attractiveness is Binghamton NY guy dating primary thing that people consider while ambition is the least important when it comes to dating. We expect our partners to be smart and sincere, but once we get to know each other more, we would realize how important shared interests are in a potential relationship.

talent latina Sienna

Sometimes we might be over optimistic about love and overconfident about ourselves but the reality turns out to be disappointing. Should we give up? Your home for data science.

sexy girls Katie

A Medium publication sharing concepts, ideas and codes. Get started. Open in app. in Get started. Get started Open in app. Melanie Tsang.

gorgeous girls Hayley

More from Towards Data Science Follow. from Towards Data Science.

By lauren harris

More From Medium. Starbucks Capstone Challenge. Norah Alhumoud. Farah Kaskas in The Startup. South African Census Data Explorer.

Filter out irrelevant data

Jeff Fletcher. Anthony Agnone in DataDrivenInvestor. Installation and learning of Power BI. Araphi Jegatheeswaran.

fit wives Emerie

Mattie Terzolo in DataDrivenInvestor. Aidan Coco. Jan Hulka in DataSentics.