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2022.01.22 03:18 NancyMillers Crypto Bulls NFT Available On Opensea
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2022.01.22 03:18 CrabCakes12345 Where is Mao Zedong in the kaiserredux world
2022.01.22 03:18 cell42-applejam Need help choosing appropriate algorithm for building a Lookalike audience
Newly practicing data scientist here! I am currently stumped on a project and reaching out for some guidance:
I am working with the marketing team in our customer database. There is a small subset of customers who have exhibited a desired behavior (first purchased Product 1 and within 2 years purchased Product 2). The marketing team wants to target customers within our database that are similar to the desired customers before they made their purchase of Product 1. There are about 3,000 customers who exhibit the desired behavior (response = 1) and 300,000 have not purchased either product (response = 0). I have chosen 6 features, mostly based on purchase history. 5 are numeric and 1, Gender, is categorical.
1) I have attempted to use K Means clustering, by dropping the categorical feature and removing outliers. I did this in hopes that most of the response 1 customers would be clustered together. The model produced 3 clusters, and 80% of response 1 customers were indeed assigned to one cluster, along with 40% of response 0 customers (over 90K people altogether). However, I don't feel comfortable with the rigor of this attempt to create a "lookalike" audience or suggesting these nearly 90K response 0 customers to the marketing team as good leads.
2) I would like to try a classification algorithm like the random forest model but am coming up against several obstacles: a) the data is highly imbalanced and b) I only have one pool of customers so after training and testing the model, I can't figure out what data I would then use to classify and recommend for marketing. I considered under sampling to rectify the imbalanced data issue and then using the customers who were removed in under sampling to run the model on and classify. This seems very odd and counterintuitive to me.
Overall…I need help! Looking for the right direction. Clustering…classification..something else entirely? Any advice appreciated!
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2022.01.22 03:18 SpaghettiMargaretti Writing a rant, and I would like some new eyes.
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2022.01.22 03:18 Excalibur140 Giveaway!! Read comments
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2022.01.22 03:18 Methatguy2269 Whole leave tobacco Canada
Looking to buy whole leave tobacco but I'm in Canada I was looking at leafonly but the shipping is brutal like 60+$ any one know where I might be able to buy some ?
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2022.01.22 03:18 saqibaz77 WBAN - Medical Application Scenarios - 1
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2022.01.22 03:18 two-waythreat In your opinion who’s the most skilled operative on this list?
2022.01.22 03:18 Coconutcream000 Defining Traditional Masculinity
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2022.01.22 03:18 ankitjey Our dog with separation anxiety has become very attached to me
We are group of 4 friends who recently adopted. He had gotten very attached to me specifically. Maybe it's because i pampered him a lot initially. He behaves really bad when i go away for an hour for some work and starts barking at anyone who comes in. He tries to climb into my bed at night and sits beside me in the couch as well. He doesn't well respond to my other friends too. So wanted to ask what can i do now.
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2022.01.22 03:18 fluffyking1 Do I go with Eusebio or Ronaldo? Help plz
2022.01.22 03:18 Treanodion Chapter 703 - Hibernation (3)
2022.01.22 03:18 Ok_Yellow3684 Frozen sub or amp
The last few times it's been really cold overnight I barely get any output from my sub for the first 40 or so minutes of my commute. Sub works perfectly when warmer. Amp is 5 channel and the front 4 channels all work fine. Any ideas on why this may be?
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2022.01.22 03:18 baliebox4916 what would happen if i yelled for klonoa in a lucid dream
they say in the klonoa series that in the games klonoa is called upon when he enters the characters dream
in the same way the creators of nights into dreams said that you can dream of flying around with nights if you dream about it
i wonder if yelling KLONOA! in a lucid dream would manifest him like in the games
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2022.01.22 03:18 Kaz__Miller Listen Pim, I know the Emperor tasked us to help this guy and everything, but I think this guy is a lost cause. He has obviously made up his mind. Why don't we just cut our losses and get out of here?
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2022.01.22 03:18 AttackAttackSakura So Many New hyoon Pics 🥰
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2022.01.22 03:18 Dooblaz this is my Roblox avatar
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2022.01.22 03:18 MMO89 NZ book prices? who else would have liked to buy a book every week but can’t afford it?
2022.01.22 03:18 SuspiciousSituation4 Just wanted to share my sweet girl, Ivy
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2022.01.22 03:18 mikks_ here are some trios that jesse has been a part of. which one do you think had the best dynamic
2022.01.22 03:18 tabiatubikentang chad
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2022.01.22 03:18 Willberforcee 27 days and struggling with temptation.
I’m in bed trying to sleep but my brain is running laps. I keep thinking about porn and my imagination keeps getting drawn towards some of my favorite porn images. I’m actively trying to suppress the thoughts, but find myself unwillfully returning to them.
I’m not going to relapse. Not now, not in this moment. But I decided a while back that even imagining porn, if done with prolonged intention, is a break of my sobriety. I keep thinking about how amazing the relapse would feel, but I know that it will be followed by horrible shame and disappointment.
Rewiring the brain requires going cold turkey for at least a year or longer. It just sucks that still after one month, I am feeling such strong urges to relapse. The struggle only confirms the reality of the addiction however.
Porn has destroyed my life. I am tired of the oppressive strangle hold it has had over my life. I refuse to let it control me. I feel bad right now, but at least I feel something.
Thank you for coming to my Ted talk.
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2022.01.22 03:18 AgentJGomez FBI: Brian Laundrie claimed responsibility for Gabby Petito's death
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2022.01.22 03:18 DILands FM7 worth getting?
Hey all, been playing, struggling, but, really enjoying FH5 since I got back to gaming.
Can anyone comment on FM7? Different editions, what you can and can not get since it's delisted, and lastly, the community. This group has been a huge help for me, and FM7 doesn't appear to have anything remotely similar.
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2022.01.22 03:18 Willing-Clock-8884 LOMOTIF ALINE FARIA ? EVOLUIU ? PARTE 2 - LOS GRANDES #Shorts free fire
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