[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-python-shallow-copies-share-nested-mutables-summary":3,"summaries-facets-categories":84,"summary-related-python-shallow-copies-share-nested-mutables-summary":6988},{"id":4,"title":5,"ai":6,"body":13,"categories":63,"created_at":65,"date_modified":65,"description":58,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":68,"navigation":69,"path":70,"published_at":71,"question":65,"scraped_at":65,"seo":72,"sitemap":73,"source_id":74,"source_name":75,"source_type":76,"source_url":77,"stem":78,"tags":79,"thumbnail_url":65,"tldr":81,"tweet":65,"unknown_tags":82,"__hash__":83},"summaries\u002Fsummaries\u002Fpython-shallow-copies-share-nested-mutables-summary.md","Python Shallow Copies Share Nested Mutables",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",3622,781,6701,0.0010924,{"type":14,"value":15,"toc":57},"minimark",[16,21,30,44,48,51,54],[17,18,20],"h2",{"id":19},"shallow-copies-fail-on-nested-mutables","Shallow Copies Fail on Nested Mutables",[22,23,24,25,29],"p",{},"Python's list.copy() or slicing (e.g., my_list",[26,27,28],"span",{},":",") produces shallow copies: top-level elements are duplicated, but nested mutable objects like lists or dicts are shared references. Modifying a nested item in the copy changes the original, causing silent data corruption during experiments.",[22,31,32,33,36,37,40,41,43],{},"Example pitfall: If original_list = [[1,2], ",[26,34,35],{},"3,4","], then copy_list = original_list.copy(); copy_list[0]",[26,38,39],{},"0"," = 99 also sets original_list[0]",[26,42,39],{}," to 99.",[17,45,47],{"id":46},"deepcopy-ensures-independence","Deepcopy Ensures Independence",[22,49,50],{},"Use copy.deepcopy() to recursively copy all nested structures, creating fully independent data. This prevents betrayal in iterative workflows where you transform data (remove items, add values) while preserving raw originals for validation and comparison.",[22,52,53],{},"Rule for data scientists\u002Fengineers: Never modify raw data—always deepcopy first to safely iterate, validate transformations, and compare original vs. modified without data loss.",[22,55,56],{},"Trade-off: Deepcopy is slower and memory-intensive for large\u002Fdeep structures, so use shallow copy when no nested mutables exist.",{"title":58,"searchDepth":59,"depth":59,"links":60},"",2,[61,62],{"id":19,"depth":59,"text":20},{"id":46,"depth":59,"text":47},[64],"Software Engineering",null,"md",false,{},true,"\u002Fsummaries\u002Fpython-shallow-copies-share-nested-mutables-summary","2026-04-08 21:21:18",{"title":5,"description":58},{"loc":70},"63cc641c63227a90","Python in Plain English","article","https:\u002F\u002Funknown","summaries\u002Fpython-shallow-copies-share-nested-mutables-summary",[80],"python","list.copy() creates shallow copies that share nested mutable objects, so modifying them alters originals—use deepcopy for safe independent 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Reloaded account multiple times (under $10k total deposits), turned profitable Jan 2021 from $1,800 equity. Achieved 20,000% growth to $400k+ net profit in 1.5 years despite commissions\u002Fborrow fees reducing gross figures. Win rate: 160 green days, 91 red days, 2 days off (64% win rate over 253 trading days). Author notes skeptics won't believe without results proof, emphasizes top 0.5% trader discipline.",[17,7052,7054],{"id":7053},"python-algo-trading-promo","Python Algo Trading Promo",[22,7056,7057],{},"Promotes AlgoEdge Insights newsletter: 3 fully backtested Python strategies with Colab notebook; free ebook adds 5 more strategies on subscribe. Targets quant traders (5,000+ users), contrasts with theoretical algo content by providing executable code for daily signals and insights. Content is thin—primarily results tease and signup call; no strategies, code, or graphs included here.",{"title":58,"searchDepth":59,"depth":59,"links":7059},[7060,7061],{"id":7046,"depth":59,"text":7047},{"id":7053,"depth":59,"text":7054},[95],{},"\u002Fsummaries\u002F20-000-growth-1-8k-to-400k-day-trading-in-1-5-year-summary","2026-04-08 21:21:19",{"title":7036,"description":58},{"loc":7064},"27f5f1af7b6022e2","Data Driven Investor","summaries\u002F20-000-growth-1-8k-to-400k-day-trading-in-1-5-year-summary",[80],"Started live trading June 2020 with $1.5k ($10k total deposits), profitable from Jan 2021 at $1.8k equity; hit $400k+ net profit (after fees) via TradeZero (no PDT rule), 160 green\u002F91 red days over 253 days.",[],"nGzKPrLkDG1i4jfh3UPh7t0TzBOwxEAl0BCaKmhDoaA",{"id":7076,"title":7077,"ai":7078,"body":7083,"categories":7111,"created_at":65,"date_modified":65,"description":58,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7112,"navigation":69,"path":7113,"published_at":7114,"question":65,"scraped_at":65,"seo":7115,"sitemap":7116,"source_id":7117,"source_name":7118,"source_type":76,"source_url":77,"stem":7119,"tags":7120,"thumbnail_url":65,"tldr":7122,"tweet":65,"unknown_tags":7123,"__hash__":7124},"summaries\u002Fsummaries\u002F35-apfs-corruptions-prove-98-5-recovery-tool-succe-summary.md","35 APFS Corruptions Prove 98.5% Recovery Tool Success",{"provider":7,"model":8,"input_tokens":7079,"output_tokens":7080,"processing_time_ms":7081,"cost_usd":7082},3750,1311,15104,0.00093855,{"type":14,"value":7084,"toc":7106},[7085,7089,7092,7096,7099,7103],[17,7086,7088],{"id":7087},"triggered-by-real-data-loss-on-12tb-apfs-disk","Triggered by Real Data Loss on 12TB APFS Disk",[22,7090,7091],{},"Author lost critical data on a ~12TB APFS volume, recovered it via Disk Drill, then reverse-engineered Apple's filesystem by building a from-scratch read\u002Fwrite driver in Python. This exposed the gap: clean reads\u002Fwrites fail against real corruptions like missing superblocks, destroyed B-tree nodes, and bit rot across blocks. Used open-source drat tool (github.com\u002Fjivanpal\u002Fdrat) for initial read-only diagnostics on the failing disk.",[17,7093,7095],{"id":7094},"recovery-tool-tackles-corruption-realities","Recovery Tool Tackles Corruption Realities",[22,7097,7098],{},"Extended the Python driver into a full recovery tool mixing C and Python for speed and precision. Targets messy disk failures beyond standard parsing—reconstructs data from scattered damage. Achieved 98.5% file recovery rate, far beyond basic tools, by directly addressing APFS's container, volume superblocks, and node structures.",[17,7100,7102],{"id":7101},"rigorous-validation-35-deliberate-breakage-methods","Rigorous Validation: 35 Deliberate Breakage Methods",[22,7104,7105],{},"To prove reliability, created 35 distinct corruption scenarios mimicking crashes, hardware failures, and degradation. Each test broke a controlled APFS image, ran the tool, and measured recovery. This hands-on gauntlet confirmed the tool's robustness where commercial options like Disk Drill falter on edge cases, providing builders a blueprint for filesystem resilience testing.",{"title":58,"searchDepth":59,"depth":59,"links":7107},[7108,7109,7110],{"id":7087,"depth":59,"text":7088},{"id":7094,"depth":59,"text":7095},{"id":7101,"depth":59,"text":7102},[64],{},"\u002Fsummaries\u002F35-apfs-corruptions-prove-98-5-recovery-tool-succe-summary","2026-04-08 21:21:20",{"title":7077,"description":58},{"loc":7113},"2fcd9164aceec2d6","Level Up Coding","summaries\u002F35-apfs-corruptions-prove-98-5-recovery-tool-succe-summary",[80,7121],"coding","Reverse-engineered APFS to build a C\u002FPython recovery tool that handles missing superblocks, destroyed B-trees, and bit rot, validated by deliberately breaking filesystems 35 ways for 98.5% recovery on a 12TB disk.",[],"fdubXBH5KMuQC5XGvtwugYGAhhQc1CsX6f125DE-Cag",{"id":7126,"title":7127,"ai":7128,"body":7133,"categories":7159,"created_at":65,"date_modified":65,"description":58,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7160,"navigation":69,"path":7161,"published_at":7114,"question":65,"scraped_at":65,"seo":7162,"sitemap":7163,"source_id":7164,"source_name":7118,"source_type":76,"source_url":77,"stem":7165,"tags":7166,"thumbnail_url":65,"tldr":7168,"tweet":65,"unknown_tags":7169,"__hash__":7170},"summaries\u002Fsummaries\u002Fpandas-ends-manual-data-loops-in-python-summary.md","Pandas Ends Manual Data Loops in Python",{"provider":7,"model":8,"input_tokens":7129,"output_tokens":7130,"processing_time_ms":7131,"cost_usd":7132},3679,931,11867,0.0011788,{"type":14,"value":7134,"toc":7155},[7135,7139,7142,7146,7149],[17,7136,7138],{"id":7137},"realize-your-code-is-overcomplicated","Realize Your Code is Overcomplicated",[22,7140,7141],{},"After 4+ years building Python automation scripts, the author believed their solutions were efficient enough. But discovering key libraries revealed bloated code with excessive lines for basic tasks. These aren't generic 'top libraries'—they specifically exposed outdated habits, prompting a rewrite of old workflows to write far less code while achieving the same results.",[17,7143,7145],{"id":7144},"pandas-vectorize-data-instead-of-looping","Pandas: Vectorize Data Instead of Looping",[22,7147,7148],{},"The standout example is Pandas, which eliminates manual iteration over data rows—a common pre-2015 pitfall. The core lesson: 'If you’re iterating over rows manually in Python, you’re probably doing it wrong.' Previously, the author relied on nested loops for data problems, wasting time on verbose logic. Pandas enables vectorized operations (e.g., apply, groupby, or direct column math), shrinking dozens of lines into concise expressions. This shift doesn't just speed up execution; it forces cleaner, more Pythonic code. Trade-off: Initial learning curve if you're loop-dependent, but payoff is immediate in automation and data pipelines.",[22,7150,7151],{},[7152,7153,7154],"em",{},"Note: Article previews 5 such libraries but details only Pandas here; full list promises similar discomforting simplifications.",{"title":58,"searchDepth":59,"depth":59,"links":7156},[7157,7158],{"id":7137,"depth":59,"text":7138},{"id":7144,"depth":59,"text":7145},[64],{},"\u002Fsummaries\u002Fpandas-ends-manual-data-loops-in-python-summary",{"title":7127,"description":58},{"loc":7161},"43920ea1749e934a","summaries\u002Fpandas-ends-manual-data-loops-in-python-summary",[80,7167],"dev-productivity","Replace row-by-row loops with Pandas vectorized operations to cut unnecessary code in data tasks—author went from nested loops to simpler scripts after 4+ years.",[7167],"otabOWgT1gOCPZs4DIk97pUnZCSEGnbqwcdhmSwfk74"]