Full regression results

This is a technical post for people interested in details. The punchline is: even if you include a wide variety of possible predictors of success, a simple least-squares model looking only at likes is quite similar in performance to more complicated models using followers, tags, etc.

I don't think the information here is a very wide interest, so I'm just going to present results and link to my GitHub for those who want details. Feel free to ask questions in the comments if you would like more info.

Lasso Ridge OLS OLS-Likes only
1 0 0 2854.06965 N/A
Shares 0 11359.86 65.6032316 N/A
Comments 0 222.1719 -10.255222 N/A
Likes 4.800058 -422.25 4.2506603 5.79909414
Follower Count 0.071327 -15296 0.09265454 N/A
Following Count 0 -21.6523 0.67554451 N/A
Bio is empty 0 2395.795 2326.99936 N/A
Any Hashtags 0 20106.24 20100.5325 N/A
Any tagged users 0 814.3656 60.5159362 N/A
Is Commerce 0 0 0.00016675 N/A
Expected Views -0.1217 -11620 -0.1377142 N/A
Shares Comments -5.29E-06 -487936 0.00025447 N/A
Shares Likes -2.13E-05 -2.6E+07 -4.45E-05 N/A
Shares Follower Count 5.56E-06 -2.2E+08 2.02E-06 N/A
Shares Following Count 0.010245 -48044 0.01210208 N/A
Shares Bio is empty 0 -291.788 -259.11236 N/A
Shares Any Hashtags 0 -50.6875 -47.858801 N/A
Shares Any tagged users 0 -3.71094 1.38718181 N/A
Shares Is Commerce 0 0 1.87E-07 N/A
Shares Expected Views -1.68E-06 -1.9E+08 -3.38E-06 N/A
Comments Likes 1.09E-05 -2.7E+07 1.69E-05 N/A
Comments Follower Count -9.39E-06 -2.9E+08 -5.99E-06 N/A
Comments Following Count 0.008986 -69062 0.00768233 N/A
Comments Bio is empty 0 226.1685 226.214091 N/A
Comments Any Hashtags 0 -4.87109 -1.6125186 N/A
Comments Any tagged users 0 -2.25977 3.08488467 N/A
Comments Is Commerce 0 0 2.91E-08 N/A
Comments Expected Views 5.72E-06 -2.2E+08 1.68E-06 N/A
Likes Follower Count -9.75E-08 -1.4E+10 -1.05E-07 N/A
Likes Following Count 0.000318 -2870016 0.00031629 N/A
Likes Bio is empty 0.740149 8.395508 7.14095384 N/A
Likes Any Hashtags 1.820684 -213 2.37077498 N/A
Likes Any tagged users 0.165318 -428 0.27059424 N/A
Likes Is Commerce 0 0 1.55E-09 N/A
Likes Expected Views 2.07E-08 -1.1E+10 1.21E-07 N/A
Follower Count Following Count -1.23E-05 -3.7E+07 -1.54E-05 N/A
Follower Count Bio is empty 0.760261 14.51758 0.1814774 N/A
Follower Count Any Hashtags 0 -1776 -0.0198163 N/A
Follower Count Any tagged users -0.02367 -3800 -0.03748 N/A
Follower Count Is Commerce 0 0 1.30E-10 N/A
Follower Count Expected Views 3.89E-08 -1.3E+11 3.44E-08 N/A
Following Count Bio is empty 0 1.519531 0.71076586 N/A
Following Count Any Hashtags 0 -7.49829 -8.1253227 N/A
Following Count Any tagged users 0 9.777588 10.2881494 N/A
Following Count Is Commerce 0 0 6.60E-14 N/A
Following Count Expected Views -0.0001 -2.7E+07 -8.71E-05 N/A
Bio is empty Any Hashtags 0 -13448.7 -13558.681 N/A
Bio is empty Any tagged users 0 -4826.69 -4157.9899 N/A
Bio is empty Is Commerce 0 0 0 N/A
Bio is empty Expected Views 0 8.77417 8.39756356 N/A
Any Hashtags Any tagged users 0 -3487.8 -2919.8266 N/A
Any Hashtags Is Commerce 0 0 0 N/A
Any Hashtags Expected Views -0.03061 -988 -0.0065345 N/A
Any tagged users Is Commerce 0 0 0 N/A
Any tagged users Expected Views 0.012779 -2536 0.00638975 N/A
Is Commerce Expected Views 0 0 0 N/A
Index 0 -0.50781 -1.8726071 N/A
Intercept 4659.147 1.82E+23 2852.07352 15835.8962
Alpha 1E+08 0.001 N/A N/A
R^2 0.923156 0 0.92749566 0.87892063


  1. Some of the files in your GitHub don't open fyi

  2. Casino, Spa and Conference Center | Mapyro
    The Casino, Spa and Conference Center offers 서울특별 출장마사지 over 2,600 상주 출장안마 square feet of gaming, 수원 출장샵 plus a meeting space 서귀포 출장샵 with a meeting 제천 출장샵 space, an event center,

  3. If you're looking to buy YouTube watch time, you've come to the right place! In this guide, we'll show you how to get started with purchasing watch time, as well as some tips and tricks to make sure you're getting the most out of your purchase. buy youtube watchtime

  4. Whether it's building custom furniture or installing crown molding, their craftsmanship is top-notch. They take the time to understand carpentry services dubai my vision for each project and execute it flawlessly, delivering results that exceed my expectations every time.

  5. We design and implement strategies that optimize energy use, minimize waste, and drive continuous improvement. From small businesses to large enterprises Energy management company we empower our clients to achieve measurable results and contribute to a more sustainable world.

  6. Its potent blend of retinol and hydrating ingredients has transformed my skin, leaving it smoother, plumper, and more youthful can you wear vitamin c at night looking than ever before. Whether you're dealing with fine lines, wrinkles, or uneven texture.

  7. With spacious layouts, inviting interiors, and outdoor spaces designed for relaxation, our rental properties somerset nj apartments for rent promise a lifestyle of blissful serenity. Immerse yourself in the vibrant energy of city living with our selection of premium rental apartments.

  8. Pay attention to details such as fabric choice, color palette, and accessories to ensure your outfit is suitable for the occasion. Balancing style with choose the right fashion clothes that suit you appropriateness demonstrates your sartorial savvy and respect for the event's context, allowing you to navigate any social setting with ease.


Post a Comment

Popular posts from this blog

How important is the first video you create on TikTok?

Skincare products recommended on TikTok

Are likes, shares, or comments more important for TikTok video success?