@pythonandscience
Python and Science
Simulating science in general using Python and Matplotlib (by @franciscomoura1023 )
@pythonandscience Profile Analysis Summary
Based on the last 12 posts
When we look at how pythonandscience's audience interacts with their content, we see an engagement rate of 4.66% β that's about 135 likes and 1 comments per post on average. This lines up well with the 5% average for accounts with 1K-10K followers β a solid, steady performance.
Looking at content mix, about 100% of recent posts are videos and 0% are photos.
On the posting side, new content shows up about every 4 days β a moderately consistent rhythm. Captions tend to be detailed, averaging around 856 characters.
Key Metrics
2.9K
Followers
46
Following
161
Total Posts
4.65%
Engagement Rate
135
Avg Likes
1
Avg Comments
Authority Score
Calculated from reach, engagement, content quality, and trust signals
Score Breakdown
2,922 followers
4.66% engagement rate
161 posts, 1 avg comments
63.5:1 follower ratio
Building credibility
Authority Score is an estimated metric based on 12 recent posts and public profile data. It reflects potential influence and engagement quality.
Industry Benchmark
1.6K
Total Likes
11
Total Comments
Engagement Rate
Your engagement rate is on par with the Nano (1K-10K) average. You're performing as expected for your follower tier.
Avg. Likes per Post
Your average likes are 73% below typical Nano (1K-10K) accounts. Focus on visual quality and trending topics.
Avg. Comments per Post
Your comments are 96% below the Nano (1K-10K) average. Try asking questions or creating discussion-worthy content.
Benchmarks are based on industry averages for accounts in similar follower tiers. Individual performance may vary based on niche, content type, and audience demographics.
Publishing Frequency
0.3
Posts per day
2
Posts per week
Sunday
Most active day
Posts by Weekday
Top Performing Content
This simulation shows quantum interference of a wave packet hitting an S-shaped barrier with several...
View on Instagram
This experiment demonstrates that horizontal and vertical motions are independent. All three objects...
View on Instagram
This simulation shows the propagation of a TM-polarized electromagnetic wave generated by a point di...
View on InstagramAnalyzed 12 posts. Top content receives 534 likes on average.
Content Type Analysis
Content Distribution
Videos
Photos
Videos outperform photos by 136 avg engagements per post.
Engagement Trend
Overall Trend
StableComparing 6 older posts to 6 recent posts. Overall engagement has remained stable by <span class="font-medium text-red-400">3.2</span>%
Likes Trend
-3.2%
Before: 138 avg
After: 133 avg
Comments Trend
-16.7%
Before: 1 avg
After: 1 avg
Total Engagement
-3.2%
Before: 139 avg
After: 134 avg
Caption Length Analysis
Caption Length Distribution
Average caption length: 856 characters. Long captions (500+ chars) perform best with 150 avg engagements.
Hashtag Performance
With Hashtags
0
posts
Without Hashtags
12
posts
Average 0.0 hashtags per post. Posts without hashtags perform 136 better on average.
Growth Indicators
Account Classification
Micro InfluencerWith 2.9K followers, this account falls in the Micro category (1K-10K). Typical engagement for this tier: 5-10%
Following/Followers
0.016
ExcellentEngagement Rate
4.66%
Below averageTotal Followers
2.9K
Following 46- β’ Very influential - follows far fewer than followers
- β’ Engagement rate is below the 5-10% benchmark for micro accounts
- β’ Average of 135 likes and 1 comments per post
Hashtags & Captions
Top Hashtags
No hashtags found in recent posts
Based on 12 recent posts
Top Caption Words
Common words filtered out for relevance
Content Themes
Content Mood
The overall tone of this profile's content leans towards neutral & informative with elements of romantic & emotional.
Entertainment & Music
Entertainment, music, and nightlife content
Photography & Art
Focus on visual storytelling and artistic content
Business & Motivation
Entrepreneurship and motivational content
Lifestyle & Fashion
Content about lifestyle, fashion, and personal style
Themes and mood are estimated by analyzing keywords in 12 public post captions and hashtags.
Audience Insights
Limited Data Available: Detailed audience demographics (country, age, gender) are only accessible to account owners through Instagram Insights. The data below is estimated from public content analysis.
Content Languages
Detected from 12 post captions
Audience Engagement
Based on likes-to-followers ratio
1K-10K followers
Estimated based on average engagement Γ 3
Audience Summary
This growing account shows high engagement with primarily English content. Average post reaches an estimated 406 accounts.
Best Time to Post
Best performing time: Monday 12pm
Posts during this time get highest average engagement
Based on engagement patterns from 12 posts with timestamps.
AI-Powered Analysis Summary
Key insights and performance highlights based on @pythonandscience's recent content
@pythonandscience's engagement rate of 4.66% is good compared to similar accounts. This indicates a good level of audience interaction and content effectiveness.
Content strategy is 100% focused on videos, which appears to be the strongest performing format for this profile.
Posting consistency is medium with an average interval of 4 days between posts. medium frequency typically leads to better audience retention.
Best performing video generated 3.9x more engagement than average posts, suggesting strong resonance with specific content themes.
Caption strategy follows a detailed approach with an average of 856 characters. This detailed style aligns well with audience expectations for this account type.
This analysis is generated from publicly available data and provides estimated insights. Actual performance metrics may vary.
Explore Similar Public Profiles
Important Notice
All insights shown here are estimated using publicly available data. This tool is not affiliated with Instagram or Meta and does not access private information. Analytics are provided for informational purposes only and may not reflect actual account performance.