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Duplicate from ronantakizawa/github-top-projects
Browse filesCo-authored-by: Ronan Takizawa <[email protected]>
- .gitattributes +61 -0
- DATASET_ISSUES.md +337 -0
- README.md +260 -0
- full/data.csv +3 -0
- monthly/data.csv +0 -0
.gitattributes
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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# Audio files - uncompressed
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github-trending-projects-full.csv filter=lfs diff=lfs merge=lfs -text
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full/data.csv filter=lfs diff=lfs merge=lfs -text
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DATASET_ISSUES.md
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| 1 |
+
# GitHub Trending Projects Dataset - Known Issues & Limitations
|
| 2 |
+
|
| 3 |
+
## Dataset Overview
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| 4 |
+
- **Total Projects:** 423,098
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| 5 |
+
- **Date Range:** 2013-08-21 to 2025-11-30
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| 6 |
+
- **Unique Repositories:** 14,500
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| 7 |
+
- **Success Rate:** 89.8% (17,127/19,064 URLs)
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| 8 |
+
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| 9 |
+
---
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| 10 |
+
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| 11 |
+
## 🚨 Major Issues
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| 12 |
+
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| 13 |
+
### 1. **Missing Star/Fork Count Data (2013-2019)**
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| 14 |
+
**Severity:** High
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| 15 |
+
**Affected:** 25,150 entries (5.9%)
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| 16 |
+
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| 17 |
+
**Problem:**
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| 18 |
+
- 100% of 2013-2019 data lacks star/fork counts
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| 19 |
+
- Only data from 2020+ has star/fork information
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| 20 |
+
- This is due to HTML structure differences in older Wayback Machine snapshots
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| 21 |
+
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| 22 |
+
**Impact:**
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| 23 |
+
- Cannot compare popularity metrics for pre-2020 projects
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| 24 |
+
- Monthly rankings rely solely on trending score for 2013-2019
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| 25 |
+
- Incomplete analysis for historical trends
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| 26 |
+
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| 27 |
+
**Affected Years:**
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| 28 |
+
```
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| 29 |
+
2013: 100% missing (150 entries)
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| 30 |
+
2014: 100% missing (125 entries)
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| 31 |
+
2015: 100% missing (325 entries)
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| 32 |
+
2016: 100% missing (1,200 entries)
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| 33 |
+
2017: 100% missing (1,550 entries)
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| 34 |
+
2018: 100% missing (4,324 entries)
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| 35 |
+
2019: 100% missing (17,475 entries)
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| 36 |
+
2020+: 0% missing (397,949 entries)
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| 37 |
+
```
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| 38 |
+
|
| 39 |
+
**Recommendation:**
|
| 40 |
+
- Use weighted trending score only for historical analysis
|
| 41 |
+
- Clearly document this limitation when presenting data
|
| 42 |
+
- Consider scraping current star counts from GitHub API for historical projects
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| 43 |
+
|
| 44 |
+
---
|
| 45 |
+
|
| 46 |
+
### 2. **Uneven Temporal Distribution**
|
| 47 |
+
**Severity:** High
|
| 48 |
+
**Affected:** All data
|
| 49 |
+
|
| 50 |
+
**Problem:**
|
| 51 |
+
- Snapshot frequency varies dramatically: 1 to 31 snapshots per month
|
| 52 |
+
- Some months have 1 snapshot (25 projects), others have 31 (15,763 projects)
|
| 53 |
+
- 31x variance in data density across time periods
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| 54 |
+
|
| 55 |
+
**Examples:**
|
| 56 |
+
```
|
| 57 |
+
Sparse months (1 snapshot):
|
| 58 |
+
- 2015-04: 25 projects
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| 59 |
+
- 2015-06: 25 projects
|
| 60 |
+
- 2016-11: 25 projects
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| 61 |
+
|
| 62 |
+
Dense months (31 snapshots):
|
| 63 |
+
- 2019-05: 4,650 projects
|
| 64 |
+
- 2020-01: 17,446 projects
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| 65 |
+
- 2020-05: 15,763 projects
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| 66 |
+
```
|
| 67 |
+
|
| 68 |
+
**Impact:**
|
| 69 |
+
- Over-representation of 2019-2020 period
|
| 70 |
+
- Monthly scores favor periods with more snapshots
|
| 71 |
+
- Difficult to compare across time periods fairly
|
| 72 |
+
- Projects appearing in dense months get inflated scores
|
| 73 |
+
|
| 74 |
+
**Recommendation:**
|
| 75 |
+
- Normalize scores by dividing by number of snapshots per month
|
| 76 |
+
- Weight monthly rankings by data density
|
| 77 |
+
- Consider resampling to create uniform temporal distribution
|
| 78 |
+
|
| 79 |
+
---
|
| 80 |
+
|
| 81 |
+
### 3. **Inconsistent Star/Fork Count Timing**
|
| 82 |
+
**Severity:** Medium
|
| 83 |
+
**Affected:** All entries with star counts (67.8%)
|
| 84 |
+
|
| 85 |
+
**Problem:**
|
| 86 |
+
- Star/fork counts are "maximum ever recorded" across all snapshots
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| 87 |
+
- A 2015 project's star count might be from 2025
|
| 88 |
+
- A 2025 project's star count is from 2025
|
| 89 |
+
- Not temporally consistent or comparable
|
| 90 |
+
|
| 91 |
+
**Example Issues:**
|
| 92 |
+
```
|
| 93 |
+
Project A (trending 2015):
|
| 94 |
+
- Trending date: 2015-03-15
|
| 95 |
+
- Star count: 100,000 (scraped 2025)
|
| 96 |
+
- Had 10 years to accumulate stars
|
| 97 |
+
|
| 98 |
+
Project B (trending 2025):
|
| 99 |
+
- Trending date: 2025-03-15
|
| 100 |
+
- Star count: 20,000 (scraped 2025)
|
| 101 |
+
- Had 0 years to accumulate stars
|
| 102 |
+
|
| 103 |
+
Issue: Can't fairly compare popularity
|
| 104 |
+
```
|
| 105 |
+
|
| 106 |
+
**Impact:**
|
| 107 |
+
- Older projects appear more popular (survival bias)
|
| 108 |
+
- Can't analyze "stars at time of trending"
|
| 109 |
+
- Misleading for popularity comparisons across eras
|
| 110 |
+
|
| 111 |
+
**Recommendation:**
|
| 112 |
+
- Document this clearly: "Stars represent current popularity, not popularity when trending"
|
| 113 |
+
- Consider using trending score only for cross-era comparisons
|
| 114 |
+
- For accurate historical analysis, would need to scrape stars from archived snapshots
|
| 115 |
+
|
| 116 |
+
---
|
| 117 |
+
|
| 118 |
+
### 4. **Multiple Appearances Bias**
|
| 119 |
+
**Severity:** Medium
|
| 120 |
+
**Affected:** Scoring methodology
|
| 121 |
+
|
| 122 |
+
**Problem:**
|
| 123 |
+
- Some projects appear 1,900+ times, others appear once
|
| 124 |
+
- Scoring favors projects that "stick around" on trending
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| 125 |
+
- Brief but intense viral projects get undervalued
|
| 126 |
+
|
| 127 |
+
**Distribution:**
|
| 128 |
+
```
|
| 129 |
+
1 appearance: 1,129 projects (7.8%)
|
| 130 |
+
2-5 appearances: 1,852 projects (12.8%)
|
| 131 |
+
6-10 appearances: 3,732 projects (25.7%)
|
| 132 |
+
11-50 appearances: 6,005 projects (41.4%)
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| 133 |
+
50+ appearances: 1,782 projects (12.3%)
|
| 134 |
+
```
|
| 135 |
+
|
| 136 |
+
**Most Over-Represented:**
|
| 137 |
+
```
|
| 138 |
+
1. jwasham/coding-interview-university: 1,948 appearances
|
| 139 |
+
2. TheAlgorithms/Python: 1,891 appearances
|
| 140 |
+
3. donnemartin/system-design-primer: 1,865 appearances
|
| 141 |
+
4. public-apis/public-apis: 1,830 appearances
|
| 142 |
+
5. EbookFoundation/free-programming-books: 1,737 appearances
|
| 143 |
+
```
|
| 144 |
+
|
| 145 |
+
**Impact:**
|
| 146 |
+
- "Evergreen" educational repos dominate rankings
|
| 147 |
+
- Viral new projects undervalued if they trend briefly
|
| 148 |
+
- Doesn't distinguish between sustained vs. brief trending
|
| 149 |
+
|
| 150 |
+
**Recommendation:**
|
| 151 |
+
- Create separate rankings: "Most Consistent" vs "Peak Trending"
|
| 152 |
+
- Add "peak rank achieved" metric
|
| 153 |
+
- Consider decay function for repeated appearances
|
| 154 |
+
|
| 155 |
+
---
|
| 156 |
+
|
| 157 |
+
### 5. **Linear Scoring Assumption**
|
| 158 |
+
**Severity:** Low-Medium
|
| 159 |
+
**Affected:** Monthly rankings
|
| 160 |
+
|
| 161 |
+
**Problem:**
|
| 162 |
+
- Current scoring: Rank 1 = 25 pts, Rank 2 = 24 pts (linear)
|
| 163 |
+
- Assumes rank 1→2 has same value as rank 24→25
|
| 164 |
+
- In reality, top positions have exponentially more visibility
|
| 165 |
+
|
| 166 |
+
**Distribution:**
|
| 167 |
+
```
|
| 168 |
+
Rank 1-5: 90,280 entries (21.3%)
|
| 169 |
+
Rank 6-10: 90,178 entries (21.3%)
|
| 170 |
+
Rank 11-15: 87,522 entries (20.7%)
|
| 171 |
+
Rank 16-20: 79,516 entries (18.8%)
|
| 172 |
+
Rank 21-25: 75,602 entries (17.9%)
|
| 173 |
+
```
|
| 174 |
+
|
| 175 |
+
**Impact:**
|
| 176 |
+
- Undervalues #1 position
|
| 177 |
+
- May not reflect actual visibility/impact differences
|
| 178 |
+
- Alternative exponential scoring might be more accurate
|
| 179 |
+
|
| 180 |
+
**Recommendation:**
|
| 181 |
+
- Consider exponential scoring: 2^(25-rank)
|
| 182 |
+
- Or logarithmic: log(26-rank)
|
| 183 |
+
- A/B test different scoring functions against actual star growth
|
| 184 |
+
|
| 185 |
+
---
|
| 186 |
+
|
| 187 |
+
### 6. **Failed Scrapes & Missing Data**
|
| 188 |
+
**Severity:** Medium
|
| 189 |
+
**Affected:** 1,937 URLs (10.2%)
|
| 190 |
+
|
| 191 |
+
**Problem:**
|
| 192 |
+
- SSL/TLS incompatibility with 2014-2019 Wayback snapshots
|
| 193 |
+
- Incomplete Wayback Machine captures
|
| 194 |
+
- Connection timeouts and 503 errors
|
| 195 |
+
|
| 196 |
+
**Impact:**
|
| 197 |
+
- Gaps in temporal coverage
|
| 198 |
+
- Some dates completely missing
|
| 199 |
+
- Potential systematic bias if certain types of snapshots fail more
|
| 200 |
+
|
| 201 |
+
**Affected Periods:**
|
| 202 |
+
```
|
| 203 |
+
2014-10-01 to 2014-12-21: Many failures
|
| 204 |
+
2016-02-24 to 2016-03-11: Several failures
|
| 205 |
+
2019-06-12 to 2019-12-31: Heavy failures (mid-2019 SSL issues)
|
| 206 |
+
2024-10-28: 3 failures (503 errors)
|
| 207 |
+
```
|
| 208 |
+
|
| 209 |
+
**Recommendation:**
|
| 210 |
+
- Retry failed URLs periodically (Wayback Machine availability changes)
|
| 211 |
+
- Use GitHub API to fill gaps where possible
|
| 212 |
+
- Document missing date ranges in analysis
|
| 213 |
+
|
| 214 |
+
---
|
| 215 |
+
|
| 216 |
+
### 7. **Rank Distribution Skew**
|
| 217 |
+
**Severity:** Low
|
| 218 |
+
**Affected:** Lower-ranked entries
|
| 219 |
+
|
| 220 |
+
**Problem:**
|
| 221 |
+
- Fewer entries at ranks 21-25 (75,602) vs ranks 1-5 (90,280)
|
| 222 |
+
- Suggests some snapshots had <25 projects
|
| 223 |
+
- Or extraction issues with lower-ranked items
|
| 224 |
+
|
| 225 |
+
**Impact:**
|
| 226 |
+
- Scoring may overvalue top ranks due to sample size
|
| 227 |
+
- Statistical significance varies by rank position
|
| 228 |
+
|
| 229 |
+
**Recommendation:**
|
| 230 |
+
- Filter analysis to top 20 for consistency
|
| 231 |
+
- Or normalize scores by rank availability
|
| 232 |
+
|
| 233 |
+
---
|
| 234 |
+
|
| 235 |
+
## 📊 Dataset Quality Metrics
|
| 236 |
+
|
| 237 |
+
### Completeness
|
| 238 |
+
```
|
| 239 |
+
✅ Temporal Coverage: 89.8% (128/142 months have data)
|
| 240 |
+
❌ Star/Fork Data: 67.8% complete (missing all pre-2020)
|
| 241 |
+
✅ Rank Data: 100% complete
|
| 242 |
+
✅ Repository Names: 100% complete
|
| 243 |
+
```
|
| 244 |
+
|
| 245 |
+
### Consistency
|
| 246 |
+
```
|
| 247 |
+
❌ Snapshot Frequency: Highly inconsistent (1-31 per month)
|
| 248 |
+
❌ Star Count Timing: Not temporally aligned
|
| 249 |
+
⚠️ Scoring Methodology: Linear assumption (debatable)
|
| 250 |
+
```
|
| 251 |
+
|
| 252 |
+
### Reliability
|
| 253 |
+
```
|
| 254 |
+
✅ Scraping Success: 89.8%
|
| 255 |
+
❌ Failed URLs: 10.2% (recoverable with retry)
|
| 256 |
+
✅ Data Validation: No duplicate entries detected
|
| 257 |
+
```
|
| 258 |
+
|
| 259 |
+
---
|
| 260 |
+
|
| 261 |
+
## 🔧 Recommended Fixes
|
| 262 |
+
|
| 263 |
+
### High Priority
|
| 264 |
+
1. **Add normalized scores** that account for snapshot frequency
|
| 265 |
+
2. **Document star count timing issue** prominently in analysis
|
| 266 |
+
3. **Create separate pre-2020 and post-2020 analyses** due to missing data
|
| 267 |
+
4. **Retry failed URLs** to improve coverage
|
| 268 |
+
|
| 269 |
+
### Medium Priority
|
| 270 |
+
5. **Test exponential scoring** vs linear for better accuracy
|
| 271 |
+
6. **Add "peak rank" metric** to identify viral projects
|
| 272 |
+
7. **Separate "evergreen" vs "viral" rankings**
|
| 273 |
+
8. **Scrape current GitHub API data** to fill historical gaps
|
| 274 |
+
|
| 275 |
+
### Low Priority
|
| 276 |
+
9. Create confidence intervals for sparse months
|
| 277 |
+
10. Add data quality flags per entry
|
| 278 |
+
11. Document GitHub trending algorithm changes over time
|
| 279 |
+
|
| 280 |
+
---
|
| 281 |
+
|
| 282 |
+
## 📝 Usage Guidelines
|
| 283 |
+
|
| 284 |
+
### ✅ Good Uses
|
| 285 |
+
- Identifying trending patterns in 2020-2025 (complete data)
|
| 286 |
+
- Analyzing trending frequency/consistency
|
| 287 |
+
- Discovering historically significant projects
|
| 288 |
+
- Comparative analysis within same time period
|
| 289 |
+
|
| 290 |
+
### ⚠️ Use With Caution
|
| 291 |
+
- Cross-era popularity comparisons (star count issues)
|
| 292 |
+
- Monthly comparisons with very different snapshot counts
|
| 293 |
+
- Absolute popularity rankings (use GitHub API instead)
|
| 294 |
+
- Historical analysis pre-2020 (missing star/fork data)
|
| 295 |
+
|
| 296 |
+
### ❌ Not Recommended
|
| 297 |
+
- Claiming "most popular project ever" (timing issues)
|
| 298 |
+
- Direct star count comparisons across decades
|
| 299 |
+
- Precise month-to-month trending velocity analysis (uneven sampling)
|
| 300 |
+
- Analysis of projects that trended <5 times (insufficient data)
|
| 301 |
+
|
| 302 |
+
---
|
| 303 |
+
|
| 304 |
+
## 📈 Data Quality by Year
|
| 305 |
+
|
| 306 |
+
| Year | Projects | Star Data | Snapshots | Quality Grade |
|
| 307 |
+
|------|----------|-----------|-----------|---------------|
|
| 308 |
+
| 2013 | 150 | 0% | Low | D (Minimal) |
|
| 309 |
+
| 2014 | 125 | 0% | Low | D (Minimal) |
|
| 310 |
+
| 2015 | 325 | 0% | Low | D (Minimal) |
|
| 311 |
+
| 2016 | 1,200 | 0% | Low | D (Minimal) |
|
| 312 |
+
| 2017 | 1,550 | 0% | Low | D (Minimal) |
|
| 313 |
+
| 2018 | 4,324 | 0% | Medium | C- (Limited) |
|
| 314 |
+
| 2019 | 17,475 | 0% | High | C+ (Incomplete)|
|
| 315 |
+
| 2020 | 108,672 | 100% | High | A- (Excellent)|
|
| 316 |
+
| 2021 | 70,006 | 100% | High | A- (Excellent)|
|
| 317 |
+
| 2022 | 74,915 | 100% | High | A- (Excellent)|
|
| 318 |
+
| 2023 | 73,674 | 100% | High | A- (Excellent)|
|
| 319 |
+
| 2024 | 46,538 | 100% | High | A- (Excellent)|
|
| 320 |
+
| 2025 | 24,144 | 100% | Medium | A- (Excellent)|
|
| 321 |
+
|
| 322 |
+
---
|
| 323 |
+
|
| 324 |
+
## 🎯 Conclusion
|
| 325 |
+
|
| 326 |
+
This dataset is **excellent for 2020-2025 analysis** but has **significant limitations for historical (2013-2019) analysis**. The primary issues are:
|
| 327 |
+
|
| 328 |
+
1. **Missing star/fork data pre-2020** (structural limitation)
|
| 329 |
+
2. **Uneven temporal distribution** (Wayback Machine artifact)
|
| 330 |
+
3. **Star count timing inconsistency** (methodology issue)
|
| 331 |
+
|
| 332 |
+
These issues are **documentable and manageable** but should be clearly communicated in any analysis or visualization using this data.
|
| 333 |
+
|
| 334 |
+
**Overall Grade: B+**
|
| 335 |
+
- A+ for recent data (2020-2025)
|
| 336 |
+
- C+ for historical data (2013-2019)
|
| 337 |
+
- Excellent for trending patterns, limited for absolute popularity metrics
|
README.md
ADDED
|
@@ -0,0 +1,260 @@
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|
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|
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|
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|
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|
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|
|
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|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
task_categories:
|
| 4 |
+
- text-classification
|
| 5 |
+
- time-series-forecasting
|
| 6 |
+
language:
|
| 7 |
+
- en
|
| 8 |
+
tags:
|
| 9 |
+
- github
|
| 10 |
+
- trending
|
| 11 |
+
- repositories
|
| 12 |
+
- software-engineering
|
| 13 |
+
- popularity
|
| 14 |
+
- time-series
|
| 15 |
+
size_categories:
|
| 16 |
+
- 100K<n<1M
|
| 17 |
+
configs:
|
| 18 |
+
- config_name: monthly
|
| 19 |
+
data_files: "monthly/data.csv"
|
| 20 |
+
default: true
|
| 21 |
+
- config_name: full
|
| 22 |
+
data_files: "full/data.csv"
|
| 23 |
+
---
|
| 24 |
+
|
| 25 |
+
# GitHub Trending Projects (2013-2025)
|
| 26 |
+
|
| 27 |
+
A comprehensive dataset of **423,098 GitHub trending repository entries** spanning **12+ years** (August 2013 - November 2025), scraped from Wayback Machine snapshots of GitHub's trending page.
|
| 28 |
+
|
| 29 |
+
## 🎯 Dataset Overview
|
| 30 |
+
|
| 31 |
+
This dataset captures the evolution of GitHub's trending repositories over time, providing insights into:
|
| 32 |
+
- **Software development trends** across programming languages and domains
|
| 33 |
+
- **Popular open-source projects** and their trending patterns
|
| 34 |
+
- **Community interests** and shifts in developer focus over 12 years
|
| 35 |
+
- **Viral repository dynamics** and sustained popularity patterns
|
| 36 |
+
|
| 37 |
+
**Key Statistics:**
|
| 38 |
+
- 📊 **423,098** trending repository entries
|
| 39 |
+
- 🗂️ **14,500** unique repositories
|
| 40 |
+
- 📅 **128 months** of coverage (2013-08 to 2025-11)
|
| 41 |
+
- ⭐ **89.8%** scraping success rate from Wayback Machine
|
| 42 |
+
- 🏆 **Pre-processed monthly rankings** with weighted scoring
|
| 43 |
+
|
| 44 |
+
## 🔧 Dataset Configurations
|
| 45 |
+
|
| 46 |
+
This dataset has **two configurations** defined in the YAML header:
|
| 47 |
+
|
| 48 |
+
### Configuration: `monthly` (Default)
|
| 49 |
+
Top 25 repositories per month with 3,200 entries
|
| 50 |
+
|
| 51 |
+
```python
|
| 52 |
+
from datasets import load_dataset
|
| 53 |
+
ds = load_dataset('ronantakizawa/github-top-projects', 'monthly')
|
| 54 |
+
```
|
| 55 |
+
|
| 56 |
+
**Columns:**
|
| 57 |
+
- `month` (string): Month (YYYY-MM)
|
| 58 |
+
- `rank` (int): Monthly rank (1-25)
|
| 59 |
+
- `repository` (string): Full repository name (owner/name)
|
| 60 |
+
- `repo_owner` (string): Repository owner
|
| 61 |
+
- `repo_name` (string): Repository name
|
| 62 |
+
- `star_count` (int): Maximum recorded stars
|
| 63 |
+
- `fork_count` (int): Maximum recorded forks
|
| 64 |
+
- `ranking_appearances` (int): Times appeared in trending that month
|
| 65 |
+
|
| 66 |
+
### Configuration: `full`
|
| 67 |
+
Complete daily trending data with 423,098 entries
|
| 68 |
+
|
| 69 |
+
```python
|
| 70 |
+
from datasets import load_dataset
|
| 71 |
+
ds = load_dataset('ronantakizawa/github-top-projects', 'full')
|
| 72 |
+
```
|
| 73 |
+
|
| 74 |
+
**Columns:**
|
| 75 |
+
- `name` (string): Repository name
|
| 76 |
+
- `star_count` (int): Star count (may be empty for pre-2020)
|
| 77 |
+
- `fork_count` (int): Fork count (may be empty for pre-2020)
|
| 78 |
+
- `repo_owner` (string): Repository owner/organization
|
| 79 |
+
- `rank` (int): Position in trending (1-25)
|
| 80 |
+
- `date` (string): Snapshot date (YYYY-MM-DD)
|
| 81 |
+
|
| 82 |
+
## 🏆 Scoring Methodology
|
| 83 |
+
|
| 84 |
+
Monthly rankings use a **weighted frequency and position-based scoring system**:
|
| 85 |
+
|
| 86 |
+
```
|
| 87 |
+
Score = Σ (25 - rank + 1) for each trending appearance
|
| 88 |
+
|
| 89 |
+
Where:
|
| 90 |
+
- Rank 1 → 25 points
|
| 91 |
+
- Rank 2 → 24 points
|
| 92 |
+
- ...
|
| 93 |
+
- Rank 25 → 1 point
|
| 94 |
+
```
|
| 95 |
+
|
| 96 |
+
**Example:**
|
| 97 |
+
- Project appears 10 times at rank #1 → 250 points
|
| 98 |
+
- Project appears 20 times at rank #10 → 320 points (higher ranked!)
|
| 99 |
+
|
| 100 |
+
This rewards both **consistency** (frequent appearances) and **position** (higher ranks).
|
| 101 |
+
|
| 102 |
+
## 📊 Data Collection
|
| 103 |
+
|
| 104 |
+
**Source:** GitHub Trending page via Wayback Machine (web.archive.org)
|
| 105 |
+
**Period:** August 21, 2013 - November 30, 2025
|
| 106 |
+
**Method:** Python web scraping with BeautifulSoup
|
| 107 |
+
**Snapshots:** 17,127 successfully scraped from 19,064 available
|
| 108 |
+
**Retry Logic:** Up to 15 retries with exponential backoff
|
| 109 |
+
|
| 110 |
+
## 🌟 Key Insights
|
| 111 |
+
|
| 112 |
+
### 1. All-Time Top 10 Projects (2013-2025)
|
| 113 |
+
|
| 114 |
+
| Rank | Repository | Total Score | Months in Top 25 | Total Trending Days | Best Rank |
|
| 115 |
+
|------|------------|-------------|------------------|---------------------|-----------|
|
| 116 |
+
| 1 | **TheAlgorithms/Python** | 379 | 24 (2.0 years) | 1,383 | #1 |
|
| 117 |
+
| 2 | **tensorflow/tensorflow** | 322 | 20 (1.7 years) | 88 | #1 |
|
| 118 |
+
| 3 | **jwasham/coding-interview-university** | 295 | 21 (1.8 years) | 1,254 | #1 |
|
| 119 |
+
| 4 | **public-apis/public-apis** | 279 | 18 (1.5 years) | 937 | #1 |
|
| 120 |
+
| 5 | **donnemartin/system-design-primer** | 249 | 18 (1.5 years) | 727 | #1 |
|
| 121 |
+
| 6 | **EbookFoundation/free-programming-books** | 237 | 17 (1.4 years) | 772 | #1 |
|
| 122 |
+
| 7 | **FreeCodeCamp/FreeCodeCamp** | 229 | 10 (0.8 years) | 41 | #1 |
|
| 123 |
+
| 8 | **freeCodeCamp/freeCodeCamp** | 228 | 12 (1.0 years) | 408 | #1 |
|
| 124 |
+
| 9 | **trekhleb/javascript-algorithms** | 228 | 15 (1.2 years) | 692 | #1 |
|
| 125 |
+
| 10 | **kamranahmedse/developer-roadmap** | 189 | 15 (1.2 years) | 495 | #1 |
|
| 126 |
+
|
| 127 |
+
**Notable Pattern:** Educational resources dominate all-time rankings. 8 of the top 10 are learning resources (algorithms, interview prep, system design, free books).
|
| 128 |
+
|
| 129 |
+
### 2. Recent Champions (2024-2025)
|
| 130 |
+
|
| 131 |
+
#### Monthly Winners
|
| 132 |
+
| Month | Winner | Days Trending | Current Stars | Theme |
|
| 133 |
+
|-------|--------|---------------|---------------|-------|
|
| 134 |
+
| **2025-11** | google/adk-go | 55 | 5,494 | AI Development Kit |
|
| 135 |
+
| **2025-10** | Stremio/stremio-web | 45 | 7,288 | Streaming Platform |
|
| 136 |
+
| **2025-09** | microsoft/markitdown | 63 | 79,395 | Markdown Converter |
|
| 137 |
+
| **2025-08** | simstudioai/sim | 36 | 17,812 | AI Simulation |
|
| 138 |
+
| **2025-07** | NanmiCoder/MediaCrawler | 32 | 28,058 | Media Scraping |
|
| 139 |
+
| **2024-12** | lobehub/lobe-chat | 36 | 66,763 | AI Chat Interface |
|
| 140 |
+
| **2024-11** | abi/screenshot-to-code | 40 | 67,774 | AI Code Generation |
|
| 141 |
+
| **2024-10** | TheAlgorithms/Python | 34 | 212,762 | Algorithm Learning |
|
| 142 |
+
|
| 143 |
+
#### Top New Projects (First Appeared 2024+)
|
| 144 |
+
361 new projects entered the top 25 in 2024-2025:
|
| 145 |
+
|
| 146 |
+
| Rank | Repository | Score | Months | Theme |
|
| 147 |
+
|------|------------|-------|--------|-------|
|
| 148 |
+
| 1 | **virattt/ai-hedge-fund** | 96 | 5 | AI Finance Tools |
|
| 149 |
+
| 2 | **microsoft/markitdown** | 72 | 3 | Document Conversion |
|
| 150 |
+
| 3 | **hacksider/Deep-Live-Cam** | 68 | 3 | AI Video Processing |
|
| 151 |
+
| 4 | **harry0703/MoneyPrinterTurbo** | 67 | 4 | AI Content Generation |
|
| 152 |
+
| 5 | **Shubhamsaboo/awesome-llm-apps** | 66 | 4 | LLM Applications |
|
| 153 |
+
|
| 154 |
+
### 3. Era Analysis: Technology Trend Shifts
|
| 155 |
+
|
| 156 |
+
#### 2013-2014: Web Framework Era
|
| 157 |
+
- **Dominant:** Bootstrap, Angular.js, jQuery
|
| 158 |
+
- **Top 3:** `twbs/bootstrap` (84), `atom/atom` (75), `angular/angular.js` (63)
|
| 159 |
+
- **Trend:** Frontend frameworks and UI libraries ruled
|
| 160 |
+
|
| 161 |
+
#### 2015-2017: Framework Wars
|
| 162 |
+
- **Dominant:** FreeCodeCamp, TensorFlow, Vue.js
|
| 163 |
+
- **2016 Champion:** `FreeCodeCamp/FreeCodeCamp` (220 score, 9 months at #1)
|
| 164 |
+
- **2017 Champion:** `tensorflow/tensorflow` (213 score, 12 months presence)
|
| 165 |
+
- **Trend:** Education platforms + rise of ML frameworks
|
| 166 |
+
|
| 167 |
+
#### 2018-2019: Algorithm Renaissance
|
| 168 |
+
- **Dominant:** Educational algorithm repositories
|
| 169 |
+
- **Top:** `trekhleb/javascript-algorithms`, `Snailclimb/JavaGuide`
|
| 170 |
+
- **Viral Hit:** `996icu/996.ICU` (148 days trending in April 2019)
|
| 171 |
+
- **Trend:** Shift from tools to learning resources
|
| 172 |
+
|
| 173 |
+
#### 2020-2021: Learning Platform Dominance
|
| 174 |
+
- **Dominant:** Interview prep and public APIs
|
| 175 |
+
- **COVID Impact:** `CSSEGISandData/COVID-19` (356 days trending in March 2020!)
|
| 176 |
+
- **Top:** `public-apis/public-apis` (114 score in 2021)
|
| 177 |
+
- **Trend:** Remote work drove demand for learning materials
|
| 178 |
+
|
| 179 |
+
#### 2022-2023: AI/ML Explosion
|
| 180 |
+
- **Q3 2022:** Stable Diffusion era (`AUTOMATIC1111/stable-diffusion-webui`)
|
| 181 |
+
- **Q4 2022 - 2023:** ChatGPT impact (`f/awesome-chatgpt-prompts`: 113 days in Dec 2022)
|
| 182 |
+
- **Top AI Projects:** `AntonOsika/gpt-engineer`, `imartinez/privateGPT`, `xtekky/gpt4free`
|
| 183 |
+
- **Trend:** Generative AI democratization
|
| 184 |
+
|
| 185 |
+
#### 2024-2025: Specialized AI Tools Era
|
| 186 |
+
- **Dominant:** Practical AI applications
|
| 187 |
+
- **Top:** `codecrafters-io/build-your-own-x` (82 score), `lobehub/lobe-chat` (72)
|
| 188 |
+
- **Microsoft Surge:** 87 Microsoft repos appeared (46 unique projects)
|
| 189 |
+
- **Trend:** From AI experimentation to production tools
|
| 190 |
+
|
| 191 |
+
### 4. Viral Phenomenon: Record-Breaking Trending Periods
|
| 192 |
+
|
| 193 |
+
**Most Trending Days in a Single Month:**
|
| 194 |
+
1. **CSSEGISandData/COVID-19** - 356 days (March 2020) - *COVID data tracker*
|
| 195 |
+
2. **denoland/deno** - 205 days (May 2020) - *Node.js alternative*
|
| 196 |
+
3. **TheAlgorithms/Python** - 196 days (May 2020) - *Algorithm implementations*
|
| 197 |
+
4. **TheAlgorithms/Python** - 186 days (May 2019)
|
| 198 |
+
5. **jackfrued/Python-100-Days** - 179 days (May 2019) - *Python tutorial*
|
| 199 |
+
|
| 200 |
+
**Insight:** March-May 2020 saw unprecedented trending activity due to COVID-19 lockdowns and remote work transition.
|
| 201 |
+
|
| 202 |
+
### 5. Top Organizations & Developers
|
| 203 |
+
|
| 204 |
+
#### Most Prolific Organizations (Unique Repos in Top 25)
|
| 205 |
+
| Organization | Appearances | Unique Repos | Notable Projects |
|
| 206 |
+
|--------------|-------------|--------------|------------------|
|
| 207 |
+
| **microsoft** | 87 | 46 | generative-ai-for-beginners, Web-Dev-For-Beginners |
|
| 208 |
+
| **google** | 43 | 30 | googletest, adk-go, tensorflow |
|
| 209 |
+
| **TheAlgorithms** | 35 | 5 | Python, Java, JavaScript, C++, Go |
|
| 210 |
+
| **tensorflow** | 22 | 3 | tensorflow, models, examples |
|
| 211 |
+
| **facebook** | 21 | 13 | react, react-native, nuclide |
|
| 212 |
+
|
| 213 |
+
#### Consistent Individual Developers
|
| 214 |
+
| Developer | Projects | Months | Key Work |
|
| 215 |
+
|-----------|----------|--------|----------|
|
| 216 |
+
| **jwasham** | 2 | 24 | coding-interview-university |
|
| 217 |
+
| **trekhleb** | 3 | 18 | javascript-algorithms, homemade-machine-learning |
|
| 218 |
+
| **donnemartin** | 1 | 18 | system-design-primer |
|
| 219 |
+
| **kamranahmedse** | 2 | 16 | developer-roadmap |
|
| 220 |
+
| **sindresorhus** | 3 | 15 | awesome, quick-look-plugins |
|
| 221 |
+
|
| 222 |
+
### 6. Project Categories: What Trends on GitHub?
|
| 223 |
+
|
| 224 |
+
**Educational Resources** (35% of top 25)
|
| 225 |
+
- Algorithm learning: TheAlgorithms/*, trekhleb/javascript-algorithms
|
| 226 |
+
- Interview prep: jwasham/coding-interview-university, yangshun/tech-interview-handbook
|
| 227 |
+
- Learning paths: kamranahmedse/developer-roadmap, EbookFoundation/free-programming-books
|
| 228 |
+
- Courses: microsoft/generative-ai-for-beginners, microsoft/Web-Dev-For-Beginners
|
| 229 |
+
|
| 230 |
+
**Development Tools** (25% of top 25)
|
| 231 |
+
- Code editors: atom/atom, microsoft/vscode
|
| 232 |
+
- Build tools: codecrafters-io/build-your-own-x
|
| 233 |
+
- APIs: public-apis/public-apis
|
| 234 |
+
|
| 235 |
+
**AI/ML Projects** (20% of top 25, surging in 2024-2025)
|
| 236 |
+
- Chat interfaces: lobehub/lobe-chat, abi/screenshot-to-code
|
| 237 |
+
- Generation tools: AUTOMATIC1111/stable-diffusion-webui, hacksider/Deep-Live-Cam
|
| 238 |
+
- LLM applications: Shubhamsaboo/awesome-llm-apps, virattt/ai-hedge-fund
|
| 239 |
+
|
| 240 |
+
**Frameworks** (15% of top 25)
|
| 241 |
+
- Frontend: vuejs/vue, facebook/react, twbs/bootstrap
|
| 242 |
+
- Backend: tensorflow/tensorflow, flutter/flutter
|
| 243 |
+
|
| 244 |
+
**Utilities & Curations** (5% of top 25)
|
| 245 |
+
- Awesome lists: sindresorhus/awesome
|
| 246 |
+
- Tool collections: Z4nzu/hackingtool
|
| 247 |
+
|
| 248 |
+
### 7. Longevity vs. Virality
|
| 249 |
+
|
| 250 |
+
**Longevity Leaders** (Most Months in Top 25):
|
| 251 |
+
- `TheAlgorithms/Python`: 24 months (2.0 years)
|
| 252 |
+
- `jwasham/coding-interview-university`: 21 months (1.8 years)
|
| 253 |
+
- `tensorflow/tensorflow`: 20 months (1.7 years)
|
| 254 |
+
|
| 255 |
+
**Viral One-Hit Wonders** (High trending days, short duration):
|
| 256 |
+
- `CSSEGISandData/COVID-19`: 356 days in 1 month, then disappeared
|
| 257 |
+
- `996icu/996.ICU`: 148 days in 1 month (April 2019 protest)
|
| 258 |
+
- `kelseyhightower/nocode`: 75 score across 3 months (2018), then gone
|
| 259 |
+
|
| 260 |
+
**Pattern:** Educational resources sustain; news/events spike and fade.
|
full/data.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:97d463dfb804538c8f1a7071848ce74d39371b01e98f39f14f4c7fdb53722f22
|
| 3 |
+
size 19851042
|
monthly/data.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|