[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-30372d0c027f8fcc-build-reactive-multi-page-web-apps-with-nicegui-in-summary":3,"summaries-facets-categories":218,"summary-related-30372d0c027f8fcc-build-reactive-multi-page-web-apps-with-nicegui-in-summary":3787},{"id":4,"title":5,"ai":6,"body":13,"categories":178,"created_at":180,"date_modified":180,"description":171,"extension":181,"faq":180,"featured":182,"kicker_label":180,"meta":183,"navigation":200,"path":201,"published_at":202,"question":180,"scraped_at":202,"seo":203,"sitemap":204,"source_id":205,"source_name":206,"source_type":207,"source_url":208,"stem":209,"tags":210,"thumbnail_url":180,"tldr":215,"tweet":180,"unknown_tags":216,"__hash__":217},"summaries\u002Fsummaries\u002F30372d0c027f8fcc-build-reactive-multi-page-web-apps-with-nicegui-in-summary.md","Build Reactive Multi-Page Web Apps with NiceGUI in Python",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",9379,2110,28918,0.0029083,{"type":14,"value":15,"toc":170},"minimark",[16,21,30,49,60,64,83,102,106,114,117,140,147,151],[17,18,20],"h2",{"id":19},"centralize-state-and-layout-for-scalable-multi-page-apps","Centralize State and Layout for Scalable Multi-Page Apps",[22,23,24,25,29],"p",{},"Define a shared ",[26,27,28],"code",{},"State"," class to hold app data like todos (initially 3 items with id, task, done, priority), metrics (users:1247, revenue:8420, orders:53), series for charts (20 random values 20-80), and messages. Access it globally across pages for reactivity.",[22,31,32,33,36,37,40,41,44,45,48],{},"Use ",[26,34,35],{},"page_shell(active)"," to create reusable layouts: left drawer with buttons for pages (\u002Fdashboard, \u002Ftodos, \u002Fform, \u002Fupload, \u002Fchat) that call ",[26,38,39],{},"ui.navigate.to(path)","; header with menu toggle, title, dark mode button (",[26,42,43],{},"ui.dark_mode().toggle","); footer. Active nav item gets ",[26,46,47],{},"bg-primary text-white",". This ensures consistent navigation and theming without repetition.",[22,50,51,52,55,56,59],{},"Decorate pages with ",[26,53,54],{},"@ui.page('\u002Fpath')"," for routing. Bind UI to state with ",[26,57,58],{},".bind_text_from(state.metrics, 'key', backward=lambda v: f'{v:,}')"," for auto-updates on metric cards (users\u002Frevenue\u002Forders with icons, colors: primary\u002Fpositive\u002Fwarning).",[17,61,63],{"id":62},"drive-real-time-updates-with-timers-and-bindings","Drive Real-Time Updates with Timers and Bindings",[22,65,66,67,70,71,74,75,78,79,82],{},"For dashboards, use ",[26,68,69],{},"ui.echart"," with ECharts config: category xAxis (0 to len(series)-1), value yAxis, smooth line series with areaStyle. Update via ",[26,72,73],{},"ui.timer(1.0, tick)",": append\u002Fpop random value (20-80) to series, set ",[26,76,77],{},"chart.options['series'][0]['data'] = list(state.series)",", call ",[26,80,81],{},"chart.update()",". Also increment metrics: users += randint(-2,4), revenue += (-100,200), orders max(0, +(-1,3)). Cards reactively show formatted numbers.",[22,84,85,86,89,90,93,94,97,98,101],{},"Apply ",[26,87,88],{},"@ui.refreshable"," to functions like ",[26,91,92],{},"todo_list()"," or ",[26,95,96],{},"chat_log()",": re-run on ",[26,99,100],{},".refresh()"," after state changes (add\u002Fremove todo, send message). This keeps lists dynamic without full page reloads.",[17,103,105],{"id":104},"handle-crud-forms-uploads-and-async-flows-interactively","Handle CRUD, Forms, Uploads, and Async Flows Interactively",[22,107,108,109,113],{},"Todos: Input + select (Low\u002FMedium\u002FHigh), add on button\u002FEnter if non-empty (notify warning else), append {'id': next_id, task, done=False, priority}, increment next_id (starts at 4), refresh list. List shows checkbox (updates todo",[110,111,112],"span",{},"'done'","), strikethrough label if done, color badge (High:red, Medium:orange, Low:green), delete button (remove from list, notify).",[22,115,116],{},"Forms: Inputs with validation (name required, email '@' check), number(18,min0,max120), inline radio(Free\u002FPro\u002FEnterprise), checkbox. Async submit checks all, shows dialog with values if valid (notify negative else).",[22,118,119,120,123,124,127,128,131,132,135,136,139],{},"Uploads: ",[26,121,122],{},"ui.upload(multiple=True, auto_upload=True)",", on_upload read ",[26,125,126],{},"e.content",", show card with name\u002Fsize\u002Ftype; for images, base64 ",[26,129,130],{},"data:{type};base64,{b64}"," preview (w-64); text: decode",[110,133,134],{},":500"," in ",[26,137,138],{},"ui.code","; notify.",[22,141,142,143,146],{},"Chat: ",[26,144,145],{},"ui.chat_message(text, name='You\u002FBot', sent=role=='user', stamp='%H:%M')"," in refreshable log. Async send: append user msg, clear input, refresh, sleep(1), append echo reply (len(text) chars), refresh. Supports Enter\u002Fsend button.",[17,148,150],{"id":149},"run-in-colab-with-background-threading-and-dynamic-ports","Run in Colab with Background Threading and Dynamic Ports",[22,152,153,154,157,158,161,162,165,166,169],{},"Pick free port: ",[26,155,156],{},"socket.bind(('',0))",", get ",[26,159,160],{},"getsockname()[1]",". Run ",[26,163,164],{},"ui.run(host='0.0.0.0', port=PORT, reload=False, show=False, title='NiceGUI Tutorial')"," in daemon thread. Sleep 4s, then ",[26,167,168],{},"output.serve_kernel_port_as_iframe(PORT, height='850')"," and proxy URL. Fallback: localhost:PORT. Enables notebook prototyping without blocking.",{"title":171,"searchDepth":172,"depth":172,"links":173},"",2,[174,175,176,177],{"id":19,"depth":172,"text":20},{"id":62,"depth":172,"text":63},{"id":104,"depth":172,"text":105},{"id":149,"depth":172,"text":150},[179],"Software Engineering",null,"md",false,{"content_references":184,"triage":195},[185,190],{"type":186,"title":187,"url":188,"context":189},"tool","NiceGUI","https:\u002F\u002Fgithub.com\u002Fzauberzeug\u002Fnicegui","mentioned",{"type":191,"title":192,"url":193,"context":194},"other","nicegui_full_app_tutorial_Marktechpost.ipynb","https:\u002F\u002Fgithub.com\u002FMarktechpost\u002FAI-Agents-Projects-Tutorials\u002Fblob\u002Fmain\u002FAgentic%20Workflows\u002Fnicegui_full_app_tutorial_Marktechpost.ipynb","recommended",{"relevance":196,"novelty":172,"quality":197,"actionability":197,"composite":198,"reasoning":199},3,4,3.25,"Category: Design & Frontend. The article provides a practical guide on building multi-page web applications using NiceGUI, which is relevant for developers interested in frontend frameworks. It includes specific examples of state management and UI updates, making it actionable for the audience.",true,"\u002Fsummaries\u002F30372d0c027f8fcc-build-reactive-multi-page-web-apps-with-nicegui-in-summary","2026-05-06 16:14:10",{"title":5,"description":171},{"loc":201},"30372d0c027f8fcc","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F06\u002Fhow-to-build-a-fully-interactive-multi-page-nicegui-application-with-real-time-dashboard-crud-operations-file-upload-and-async-chat\u002F","summaries\u002F30372d0c027f8fcc-build-reactive-multi-page-web-apps-with-nicegui-in-summary",[211,212,213,214],"python","frontend","ui-ux","dev-productivity","NiceGUI lets you create full web apps with shared state, routing, real-time charts, CRUD todos, validated forms, file uploads, and async chat using pure Python—no JS or HTML needed.",[214],"8vTemFKy9Q0NKF6ELN8eFnvvvXXeIpj_IhOekWEdH3U",[219,222,225,228,231,234,236,238,240,242,244,246,249,251,253,255,257,259,261,263,265,267,270,273,275,277,279,281,283,286,288,290,292,294,296,298,300,302,304,306,308,310,312,314,316,318,320,322,324,326,328,330,332,334,336,338,340,342,344,346,348,350,352,354,356,358,360,362,364,366,368,370,372,374,376,378,380,382,384,386,388,390,392,394,396,398,400,402,404,406,408,410,412,414,416,418,420,422,424,426,428,430,432,434,436,438,440,442,444,446,448,450,452,454,456,458,460,462,464,466,468,470,472,474,476,478,480,482,484,486,488,490,492,494,496,498,500,502,504,506,508,510,512,514,516,518,520,522,524,526,528,530,532,534,536,538,541,543,545,547,549,551,553,555,557,559,561,563,565,567,569,571,573,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,861,863,865,867,869,871,873,875,877,879,881,883,885,887,889,891,893,895,897,899,901,903,905,907,909,911,913,915,917,919,921,923,925,927,929,931,933,935,937,939,941,943,945,947,949,951,953,955,957,959,961,963,965,967,969,971,973,975,977,979,981,983,985,987,989,991,993,995,997,999,1001,1003,1005,1007,1009,1011,1013,1015,1017,1019,1021,1023,1025,1027,1029,1031,1033,1035,1037,1039,1041,1043,1045,1047,1049,1051,1053,1055,1057,1059,1061,1063,1065,1067,1069,1071,1073,1075,1077,1079,1081,1083,1085,1087,1089,1091,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119,1121,1123,1125,1127,1129,1131,1133,1135,1137,1139,1141,1143,1145,1147,1149,1151,1153,1155,1157,1159,1161,1163,1165,1167,1169,1171,1173,1175,1177,1179,1181,1183,1185,1187,1189,1191,1193,1195,1197,1199,1201,1203,1205,1207,1209,1211,1213,1215,1217,1219,1221,1223,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1425,1427,1429,1431,1433,1435,1437,1439,1441,1443,1445,1447,1449,1451,1453,1455,1457,1459,1461,1463,1465,1467,1469,1471,1473,1475,1477,1479,1481,1483,1485,1487,1489,1491,1493,1495,1497,1499,1501,1503,1505,1507,1509,1511,1513,1515,1517,1519,1521,1523,1525,1527,1529,1531,1533,1535,1537,1539,1541,1543,1545,1547,1549,1551,1553,1555,1557,1559,1561,1563,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1723,1725,1727,1729,1731,1733,1735,1737,1739,1741,1743,1745,1747,1749,1751,1753,1755,1757,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781,1783,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253,2255,2257,2259,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285,2287,2289,2291,2293,2295,2297,2299,2301,2303,2305,2307,2309,2311,2313,2315,2317,2319,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455,2457,2459,2461,2463,2465,2467,2469,2471,2473,2475,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3123,3125,3127,3129,3131,3133,3135,3137,3139,3141,3143,3145,3147,3149,3151,3153,3155,3157,3159,3161,3163,3165,3167,3169,3171,3173,3175,3177,3179,3181,3183,3185,3187,3189,3191,3193,3195,3197,3199,3201,3203,3205,3207,3209,3211,3213,3215,3217,3219,3221,3223,3225,3227,3229,3231,3233,3235,3237,3239,3241,3243,3245,3247,3249,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785],{"categories":220},[221],"Developer Productivity",{"categories":223},[224],"Business & SaaS",{"categories":226},[227],"AI & LLMs",{"categories":229},[230],"AI Automation",{"categories":232},[233],"Product Strategy",{"categories":235},[227],{"categories":237},[221],{"categories":239},[224],{"categories":241},[],{"categories":243},[227],{"categories":245},[],{"categories":247},[248],"AI News & Trends",{"categories":250},[230],{"categories":252},[248],{"categories":254},[230],{"categories":256},[230],{"categories":258},[227],{"categories":260},[227],{"categories":262},[248],{"categories":264},[227],{"categories":266},[],{"categories":268},[269],"Design & Frontend",{"categories":271},[272],"Data Science & Visualization",{"categories":274},[248],{"categories":276},[],{"categories":278},[179],{"categories":280},[227],{"categories":282},[230],{"categories":284},[285],"Marketing & Growth",{"categories":287},[227],{"categories":289},[230],{"categories":291},[],{"categories":293},[],{"categories":295},[269],{"categories":297},[230],{"categories":299},[221],{"categories":301},[269],{"categories":303},[227],{"categories":305},[230],{"categories":307},[248],{"categories":309},[],{"categories":311},[],{"categories":313},[230],{"categories":315},[179],{"categories":317},[],{"categories":319},[224],{"categories":321},[],{"categories":323},[],{"categories":325},[230],{"categories":327},[230],{"categories":329},[227],{"categories":331},[],{"categories":333},[179],{"categories":335},[],{"categories":337},[],{"categories":339},[],{"categories":341},[227],{"categories":343},[285],{"categories":345},[269],{"categories":347},[269],{"categories":349},[227],{"categories":351},[230],{"categories":353},[227],{"categories":355},[227],{"categories":357},[230],{"categories":359},[230],{"categories":361},[272],{"categories":363},[248],{"categories":365},[230],{"categories":367},[285],{"categories":369},[230],{"categories":371},[233],{"categories":373},[],{"categories":375},[230],{"categories":377},[],{"categories":379},[230],{"categories":381},[179],{"categories":383},[269],{"categories":385},[227],{"categories":387},[],{"categories":389},[],{"categories":391},[230],{"categories":393},[],{"categories":395},[227],{"categories":397},[],{"categories":399},[221],{"categories":401},[179],{"categories":403},[224],{"categories":405},[248],{"categories":407},[227],{"categories":409},[],{"categories":411},[227],{"categories":413},[],{"categories":415},[179],{"categories":417},[272],{"categories":419},[],{"categories":421},[227],{"categories":423},[269],{"categories":425},[],{"categories":427},[269],{"categories":429},[230],{"categories":431},[],{"categories":433},[230],{"categories":435},[248],{"categories":437},[227],{"categories":439},[],{"categories":441},[230],{"categories":443},[227],{"categories":445},[233],{"categories":447},[],{"categories":449},[227],{"categories":451},[230],{"categories":453},[230],{"categories":455},[],{"categories":457},[272],{"categories":459},[227],{"categories":461},[],{"categories":463},[221],{"categories":465},[224],{"categories":467},[227],{"categories":469},[230],{"categories":471},[179],{"categories":473},[227],{"categories":475},[],{"categories":477},[],{"categories":479},[227],{"categories":481},[],{"categories":483},[269],{"categories":485},[],{"categories":487},[227],{"categories":489},[],{"categories":491},[230],{"categories":493},[227],{"categories":495},[269],{"categories":497},[],{"categories":499},[227],{"categories":501},[227],{"categories":503},[224],{"categories":505},[230],{"categories":507},[227],{"categories":509},[269],{"categories":511},[230],{"categories":513},[],{"categories":515},[],{"categories":517},[248],{"categories":519},[],{"categories":521},[227],{"categories":523},[224,285],{"categories":525},[],{"categories":527},[227],{"categories":529},[],{"categories":531},[],{"categories":533},[227],{"categories":535},[],{"categories":537},[227],{"categories":539},[540],"DevOps & Cloud",{"categories":542},[],{"categories":544},[248],{"categories":546},[269],{"categories":548},[],{"categories":550},[248],{"categories":552},[248],{"categories":554},[227],{"categories":556},[285],{"categories":558},[],{"categories":560},[224],{"categories":562},[],{"categories":564},[227,540],{"categories":566},[227],{"categories":568},[227],{"categories":570},[230],{"categories":572},[227,179],{"categories":574},[272],{"categories":576},[227],{"categories":578},[285],{"categories":580},[230],{"categories":582},[230],{"categories":584},[],{"categories":586},[230],{"categories":588},[227,224],{"categories":590},[],{"categories":592},[269],{"categories":594},[269],{"categories":596},[],{"categories":598},[],{"categories":600},[248],{"categories":602},[],{"categories":604},[221],{"categories":606},[179],{"categories":608},[227],{"categories":610},[269],{"categories":612},[230],{"categories":614},[179],{"categories":616},[248],{"categories":618},[269],{"categories":620},[],{"categories":622},[227],{"categories":624},[227],{"categories":626},[227],{"categories":628},[248],{"categories":630},[221],{"categories":632},[227],{"categories":634},[230],{"categories":636},[540],{"categories":638},[269],{"categories":640},[230],{"categories":642},[],{"categories":644},[],{"categories":646},[269],{"categories":648},[248],{"categories":650},[272],{"categories":652},[],{"categories":654},[227],{"categories":656},[227],{"categories":658},[224],{"categories":660},[227],{"categories":662},[227],{"categories":664},[248],{"categories":666},[],{"categories":668},[230],{"categories":670},[179],{"categories":672},[],{"categories":674},[227],{"categories":676},[227],{"categories":678},[230],{"categories":680},[],{"categories":682},[],{"categories":684},[227],{"categories":686},[],{"categories":688},[224],{"categories":690},[230],{"categories":692},[],{"categories":694},[221],{"categories":696},[227],{"categories":698},[224],{"categories":700},[248],{"categories":702},[],{"categories":704},[],{"categories":706},[],{"categories":708},[248],{"categories":710},[248],{"categories":712},[],{"categories":714},[],{"categories":716},[224],{"categories":718},[],{"categories":720},[],{"categories":722},[221],{"categories":724},[],{"categories":726},[285],{"categories":728},[230],{"categories":730},[224],{"categories":732},[230],{"categories":734},[],{"categories":736},[233],{"categories":738},[269],{"categories":740},[179],{"categories":742},[227],{"categories":744},[230],{"categories":746},[224],{"categories":748},[227],{"categories":750},[],{"categories":752},[],{"categories":754},[179],{"categories":756},[272],{"categories":758},[233],{"categories":760},[230],{"categories":762},[227],{"categories":764},[],{"categories":766},[540],{"categories":768},[],{"categories":770},[230],{"categories":772},[],{"categories":774},[],{"categories":776},[227],{"categories":778},[269],{"categories":780},[285],{"categories":782},[230],{"categories":784},[],{"categories":786},[221],{"categories":788},[],{"categories":790},[248],{"categories":792},[227,540],{"categories":794},[248],{"categories":796},[227],{"categories":798},[224],{"categories":800},[227],{"categories":802},[],{"categories":804},[224],{"categories":806},[],{"categories":808},[179],{"categories":810},[269],{"categories":812},[248],{"categories":814},[272],{"categories":816},[221],{"categories":818},[227],{"categories":820},[179],{"categories":822},[],{"categories":824},[],{"categories":826},[233],{"categories":828},[],{"categories":830},[227],{"categories":832},[],{"categories":834},[269],{"categories":836},[269],{"categories":838},[269],{"categories":840},[],{"categories":842},[],{"categories":844},[248],{"categories":846},[230],{"categories":848},[227],{"categories":850},[227],{"categories":852},[227],{"categories":854},[224],{"categories":856},[227],{"categories":858},[],{"categories":860},[179],{"categories":862},[179],{"categories":864},[224],{"categories":866},[],{"categories":868},[227],{"categories":870},[227],{"categories":872},[224],{"categories":874},[248],{"categories":876},[285],{"categories":878},[230],{"categories":880},[],{"categories":882},[269],{"categories":884},[],{"categories":886},[227],{"categories":888},[],{"categories":890},[224],{"categories":892},[230],{"categories":894},[],{"categories":896},[540],{"categories":898},[272],{"categories":900},[179],{"categories":902},[285],{"categories":904},[179],{"categories":906},[230],{"categories":908},[],{"categories":910},[],{"categories":912},[230],{"categories":914},[221],{"categories":916},[230],{"categories":918},[233],{"categories":920},[224],{"categories":922},[],{"categories":924},[227],{"categories":926},[233],{"categories":928},[227],{"categories":930},[227],{"categories":932},[285],{"categories":934},[269],{"categories":936},[230],{"categories":938},[],{"categories":940},[],{"categories":942},[540],{"categories":944},[179],{"categories":946},[],{"categories":948},[230],{"categories":950},[227],{"categories":952},[269,227],{"categories":954},[221],{"categories":956},[],{"categories":958},[227],{"categories":960},[221],{"categories":962},[269],{"categories":964},[230],{"categories":966},[179],{"categories":968},[],{"categories":970},[227],{"categories":972},[],{"categories":974},[221],{"categories":976},[],{"categories":978},[230],{"categories":980},[233],{"categories":982},[227],{"categories":984},[227],{"categories":986},[269],{"categories":988},[230],{"categories":990},[540],{"categories":992},[269],{"categories":994},[230],{"categories":996},[227],{"categories":998},[227],{"categories":1000},[227],{"categories":1002},[248],{"categories":1004},[],{"categories":1006},[233],{"categories":1008},[230],{"categories":1010},[269],{"categories":1012},[230],{"categories":1014},[179],{"categories":1016},[269],{"categories":1018},[230],{"categories":1020},[248],{"categories":1022},[],{"categories":1024},[227],{"categories":1026},[269],{"categories":1028},[227],{"categories":1030},[221],{"categories":1032},[248],{"categories":1034},[227],{"categories":1036},[285],{"categories":1038},[227],{"categories":1040},[227],{"categories":1042},[230],{"categories":1044},[230],{"categories":1046},[227],{"categories":1048},[230],{"categories":1050},[269],{"categories":1052},[227],{"categories":1054},[],{"categories":1056},[],{"categories":1058},[179],{"categories":1060},[],{"categories":1062},[221],{"categories":1064},[540],{"categories":1066},[],{"categories":1068},[221],{"categories":1070},[224],{"categories":1072},[285],{"categories":1074},[],{"categories":1076},[224],{"categories":1078},[],{"categories":1080},[],{"categories":1082},[],{"categories":1084},[],{"categories":1086},[],{"categories":1088},[227],{"categories":1090},[230],{"categories":1092},[540],{"categories":1094},[221],{"categories":1096},[227],{"categories":1098},[179],{"categories":1100},[233],{"categories":1102},[227],{"categories":1104},[285],{"categories":1106},[227],{"categories":1108},[227],{"categories":1110},[227],{"categories":1112},[227,221],{"categories":1114},[179],{"categories":1116},[179],{"categories":1118},[269],{"categories":1120},[227],{"categories":1122},[],{"categories":1124},[],{"categories":1126},[],{"categories":1128},[179],{"categories":1130},[272],{"categories":1132},[248],{"categories":1134},[269],{"categories":1136},[],{"categories":1138},[227],{"categories":1140},[227],{"categories":1142},[],{"categories":1144},[],{"categories":1146},[230],{"categories":1148},[227],{"categories":1150},[224],{"categories":1152},[],{"categories":1154},[221],{"categories":1156},[227],{"categories":1158},[221],{"categories":1160},[227],{"categories":1162},[179],{"categories":1164},[285],{"categories":1166},[227,269],{"categories":1168},[248],{"categories":1170},[269],{"categories":1172},[],{"categories":1174},[540],{"categories":1176},[269],{"categories":1178},[230],{"categories":1180},[],{"categories":1182},[],{"categories":1184},[],{"categories":1186},[],{"categories":1188},[179],{"categories":1190},[230],{"categories":1192},[230],{"categories":1194},[227],{"categories":1196},[227],{"categories":1198},[],{"categories":1200},[269],{"categories":1202},[],{"categories":1204},[],{"categories":1206},[230],{"categories":1208},[],{"categories":1210},[],{"categories":1212},[285],{"categories":1214},[285],{"categories":1216},[230],{"categories":1218},[],{"categories":1220},[227],{"categories":1222},[227],{"categories":1224},[179],{"categories":1226},[269],{"categories":1228},[269],{"categories":1230},[230],{"categories":1232},[221],{"categories":1234},[227],{"categories":1236},[269],{"categories":1238},[269],{"categories":1240},[230],{"categories":1242},[230],{"categories":1244},[227],{"categories":1246},[],{"categories":1248},[],{"categories":1250},[227],{"categories":1252},[230],{"categories":1254},[248],{"categories":1256},[179],{"categories":1258},[221],{"categories":1260},[227],{"categories":1262},[],{"categories":1264},[230],{"categories":1266},[230],{"categories":1268},[],{"categories":1270},[221],{"categories":1272},[227],{"categories":1274},[221],{"categories":1276},[221],{"categories":1278},[],{"categories":1280},[],{"categories":1282},[230],{"categories":1284},[230],{"categories":1286},[227],{"categories":1288},[227],{"categories":1290},[248],{"categories":1292},[272],{"categories":1294},[233],{"categories":1296},[248],{"categories":1298},[269],{"categories":1300},[],{"categories":1302},[248],{"categories":1304},[],{"categories":1306},[],{"categories":1308},[],{"categories":1310},[],{"categories":1312},[179],{"categories":1314},[272],{"categories":1316},[],{"categories":1318},[227],{"categories":1320},[227],{"categories":1322},[272],{"categories":1324},[179],{"categories":1326},[],{"categories":1328},[],{"categories":1330},[230],{"categories":1332},[248],{"categories":1334},[248],{"categories":1336},[230],{"categories":1338},[221],{"categories":1340},[227,540],{"categories":1342},[],{"categories":1344},[269],{"categories":1346},[221],{"categories":1348},[230],{"categories":1350},[269],{"categories":1352},[],{"categories":1354},[230],{"categories":1356},[230],{"categories":1358},[227],{"categories":1360},[285],{"categories":1362},[179],{"categories":1364},[269],{"categories":1366},[],{"categories":1368},[230],{"categories":1370},[227],{"categories":1372},[230],{"categories":1374},[230],{"categories":1376},[230],{"categories":1378},[285],{"categories":1380},[230],{"categories":1382},[227],{"categories":1384},[],{"categories":1386},[285],{"categories":1388},[248],{"categories":1390},[230],{"categories":1392},[],{"categories":1394},[],{"categories":1396},[227],{"categories":1398},[230],{"categories":1400},[248],{"categories":1402},[230],{"categories":1404},[],{"categories":1406},[],{"categories":1408},[],{"categories":1410},[230],{"categories":1412},[],{"categories":1414},[],{"categories":1416},[272],{"categories":1418},[227],{"categories":1420},[272],{"categories":1422},[248],{"categories":1424},[227],{"categories":1426},[227],{"categories":1428},[230],{"categories":1430},[227],{"categories":1432},[],{"categories":1434},[],{"categories":1436},[540],{"categories":1438},[],{"categories":1440},[],{"categories":1442},[221],{"categories":1444},[],{"categories":1446},[],{"categories":1448},[],{"categories":1450},[],{"categories":1452},[179],{"categories":1454},[248],{"categories":1456},[285],{"categories":1458},[224],{"categories":1460},[227],{"categories":1462},[227],{"categories":1464},[224],{"categories":1466},[],{"categories":1468},[269],{"categories":1470},[230],{"categories":1472},[224],{"categories":1474},[227],{"categories":1476},[227],{"categories":1478},[221],{"categories":1480},[],{"categories":1482},[221],{"categories":1484},[227],{"categories":1486},[285],{"categories":1488},[230],{"categories":1490},[248],{"categories":1492},[224],{"categories":1494},[227],{"categories":1496},[230],{"categories":1498},[],{"categories":1500},[227],{"categories":1502},[221],{"categories":1504},[227],{"categories":1506},[],{"categories":1508},[248],{"categories":1510},[227],{"categories":1512},[],{"categories":1514},[224],{"categories":1516},[227],{"categories":1518},[],{"categories":1520},[],{"categories":1522},[],{"categories":1524},[227],{"categories":1526},[],{"categories":1528},[540],{"categories":1530},[227],{"categories":1532},[],{"categories":1534},[227],{"categories":1536},[227],{"categories":1538},[227],{"categories":1540},[227,540],{"categories":1542},[227],{"categories":1544},[227],{"categories":1546},[269],{"categories":1548},[230],{"categories":1550},[],{"categories":1552},[230],{"categories":1554},[227],{"categories":1556},[227],{"categories":1558},[227],{"categories":1560},[221],{"categories":1562},[221],{"categories":1564},[179],{"categories":1566},[269],{"categories":1568},[230],{"categories":1570},[],{"categories":1572},[227],{"categories":1574},[248],{"categories":1576},[227],{"categories":1578},[224],{"categories":1580},[],{"categories":1582},[540],{"categories":1584},[269],{"categories":1586},[269],{"categories":1588},[230],{"categories":1590},[248],{"categories":1592},[230],{"categories":1594},[227],{"categories":1596},[],{"categories":1598},[227],{"categories":1600},[],{"categories":1602},[],{"categories":1604},[227],{"categories":1606},[227],{"categories":1608},[227],{"categories":1610},[230],{"categories":1612},[227],{"categories":1614},[],{"categories":1616},[272],{"categories":1618},[230],{"categories":1620},[],{"categories":1622},[227],{"categories":1624},[248],{"categories":1626},[],{"categories":1628},[269],{"categories":1630},[540],{"categories":1632},[248],{"categories":1634},[179],{"categories":1636},[179],{"categories":1638},[248],{"categories":1640},[248],{"categories":1642},[540],{"categories":1644},[],{"categories":1646},[248],{"categories":1648},[227],{"categories":1650},[221],{"categories":1652},[248],{"categories":1654},[],{"categories":1656},[272],{"categories":1658},[248],{"categories":1660},[179],{"categories":1662},[248],{"categories":1664},[540],{"categories":1666},[227],{"categories":1668},[227],{"categories":1670},[],{"categories":1672},[224],{"categories":1674},[],{"categories":1676},[],{"categories":1678},[227],{"categories":1680},[227],{"categories":1682},[227],{"categories":1684},[227],{"categories":1686},[],{"categories":1688},[272],{"categories":1690},[221],{"categories":1692},[],{"categories":1694},[227],{"categories":1696},[227],{"categories":1698},[540],{"categories":1700},[540],{"categories":1702},[],{"categories":1704},[230],{"categories":1706},[248],{"categories":1708},[248],{"categories":1710},[227],{"categories":1712},[230],{"categories":1714},[],{"categories":1716},[269],{"categories":1718},[227],{"categories":1720},[227],{"categories":1722},[],{"categories":1724},[],{"categories":1726},[540],{"categories":1728},[227],{"categories":1730},[179],{"categories":1732},[224],{"categories":1734},[227],{"categories":1736},[],{"categories":1738},[230],{"categories":1740},[221],{"categories":1742},[221],{"categories":1744},[],{"categories":1746},[227],{"categories":1748},[269],{"categories":1750},[230],{"categories":1752},[],{"categories":1754},[227],{"categories":1756},[227],{"categories":1758},[230],{"categories":1760},[],{"categories":1762},[230],{"categories":1764},[179],{"categories":1766},[],{"categories":1768},[227],{"categories":1770},[],{"categories":1772},[227],{"categories":1774},[],{"categories":1776},[227],{"categories":1778},[227],{"categories":1780},[],{"categories":1782},[227],{"categories":1784},[248],{"categories":1786},[227],{"categories":1788},[227],{"categories":1790},[221],{"categories":1792},[227],{"categories":1794},[248],{"categories":1796},[230],{"categories":1798},[],{"categories":1800},[227],{"categories":1802},[285],{"categories":1804},[],{"categories":1806},[],{"categories":1808},[],{"categories":1810},[221],{"categories":1812},[248],{"categories":1814},[230],{"categories":1816},[227],{"categories":1818},[269],{"categories":1820},[230],{"categories":1822},[],{"categories":1824},[230],{"categories":1826},[],{"categories":1828},[227],{"categories":1830},[230],{"categories":1832},[227],{"categories":1834},[],{"categories":1836},[227],{"categories":1838},[227],{"categories":1840},[248],{"categories":1842},[269],{"categories":1844},[230],{"categories":1846},[269],{"categories":1848},[224],{"categories":1850},[],{"categories":1852},[],{"categories":1854},[227],{"categories":1856},[221],{"categories":1858},[248],{"categories":1860},[],{"categories":1862},[],{"categories":1864},[179],{"categories":1866},[269],{"categories":1868},[],{"categories":1870},[227],{"categories":1872},[],{"categories":1874},[285],{"categories":1876},[227],{"categories":1878},[540],{"categories":1880},[179],{"categories":1882},[],{"categories":1884},[230],{"categories":1886},[227],{"categories":1888},[230],{"categories":1890},[230],{"categories":1892},[227],{"categories":1894},[],{"categories":1896},[221],{"categories":1898},[227],{"categories":1900},[224],{"categories":1902},[179],{"categories":1904},[269],{"categories":1906},[],{"categories":1908},[],{"categories":1910},[],{"categories":1912},[230],{"categories":1914},[269],{"categories":1916},[248],{"categories":1918},[227],{"categories":1920},[248],{"categories":1922},[269],{"categories":1924},[],{"categories":1926},[269],{"categories":1928},[248],{"categories":1930},[224],{"categories":1932},[227],{"categories":1934},[248],{"categories":1936},[285],{"categories":1938},[],{"categories":1940},[],{"categories":1942},[272],{"categories":1944},[227,179],{"categories":1946},[248],{"categories":1948},[227],{"categories":1950},[230],{"categories":1952},[230],{"categories":1954},[227],{"categories":1956},[],{"categories":1958},[179],{"categories":1960},[227],{"categories":1962},[272],{"categories":1964},[230],{"categories":1966},[285],{"categories":1968},[540],{"categories":1970},[],{"categories":1972},[221],{"categories":1974},[230],{"categories":1976},[230],{"categories":1978},[179],{"categories":1980},[227],{"categories":1982},[227],{"categories":1984},[],{"categories":1986},[],{"categories":1988},[],{"categories":1990},[540],{"categories":1992},[248],{"categories":1994},[227],{"categories":1996},[227],{"categories":1998},[227],{"categories":2000},[],{"categories":2002},[272],{"categories":2004},[224],{"categories":2006},[],{"categories":2008},[230],{"categories":2010},[540],{"categories":2012},[],{"categories":2014},[269],{"categories":2016},[269],{"categories":2018},[],{"categories":2020},[179],{"categories":2022},[269],{"categories":2024},[227],{"categories":2026},[],{"categories":2028},[248],{"categories":2030},[227],{"categories":2032},[269],{"categories":2034},[230],{"categories":2036},[248],{"categories":2038},[],{"categories":2040},[230],{"categories":2042},[269],{"categories":2044},[227],{"categories":2046},[],{"categories":2048},[227],{"categories":2050},[227],{"categories":2052},[540],{"categories":2054},[248],{"categories":2056},[272],{"categories":2058},[272],{"categories":2060},[],{"categories":2062},[],{"categories":2064},[],{"categories":2066},[230],{"categories":2068},[179],{"categories":2070},[179],{"categories":2072},[],{"categories":2074},[],{"categories":2076},[227],{"categories":2078},[],{"categories":2080},[230],{"categories":2082},[227],{"categories":2084},[],{"categories":2086},[227],{"categories":2088},[224],{"categories":2090},[227],{"categories":2092},[285],{"categories":2094},[230],{"categories":2096},[227],{"categories":2098},[179],{"categories":2100},[248],{"categories":2102},[230],{"categories":2104},[],{"categories":2106},[248],{"categories":2108},[230],{"categories":2110},[230],{"categories":2112},[],{"categories":2114},[224],{"categories":2116},[230],{"categories":2118},[],{"categories":2120},[227],{"categories":2122},[221],{"categories":2124},[248],{"categories":2126},[540],{"categories":2128},[230],{"categories":2130},[230],{"categories":2132},[221],{"categories":2134},[227],{"categories":2136},[],{"categories":2138},[],{"categories":2140},[269],{"categories":2142},[227,224],{"categories":2144},[],{"categories":2146},[221],{"categories":2148},[272],{"categories":2150},[227],{"categories":2152},[179],{"categories":2154},[227],{"categories":2156},[230],{"categories":2158},[227],{"categories":2160},[227],{"categories":2162},[248],{"categories":2164},[230],{"categories":2166},[],{"categories":2168},[],{"categories":2170},[230],{"categories":2172},[227],{"categories":2174},[540],{"categories":2176},[],{"categories":2178},[227],{"categories":2180},[230],{"categories":2182},[],{"categories":2184},[227],{"categories":2186},[285],{"categories":2188},[272],{"categories":2190},[230],{"categories":2192},[227],{"categories":2194},[540],{"categories":2196},[],{"categories":2198},[227],{"categories":2200},[285],{"categories":2202},[269],{"categories":2204},[227],{"categories":2206},[],{"categories":2208},[285],{"categories":2210},[248],{"categories":2212},[227],{"categories":2214},[227],{"categories":2216},[221],{"categories":2218},[],{"categories":2220},[],{"categories":2222},[269],{"categories":2224},[227],{"categories":2226},[272],{"categories":2228},[285],{"categories":2230},[285],{"categories":2232},[248],{"categories":2234},[],{"categories":2236},[],{"categories":2238},[227],{"categories":2240},[],{"categories":2242},[227,179],{"categories":2244},[248],{"categories":2246},[230],{"categories":2248},[179],{"categories":2250},[227],{"categories":2252},[221],{"categories":2254},[],{"categories":2256},[],{"categories":2258},[221],{"categories":2260},[285],{"categories":2262},[227],{"categories":2264},[],{"categories":2266},[269,227],{"categories":2268},[540],{"categories":2270},[221],{"categories":2272},[],{"categories":2274},[224],{"categories":2276},[224],{"categories":2278},[227],{"categories":2280},[179],{"categories":2282},[230],{"categories":2284},[248],{"categories":2286},[285],{"categories":2288},[269],{"categories":2290},[227],{"categories":2292},[227],{"categories":2294},[227],{"categories":2296},[221],{"categories":2298},[227],{"categories":2300},[230],{"categories":2302},[248],{"categories":2304},[],{"categories":2306},[],{"categories":2308},[272],{"categories":2310},[179],{"categories":2312},[227],{"categories":2314},[269],{"categories":2316},[272],{"categories":2318},[227],{"categories":2320},[227],{"categories":2322},[230],{"categories":2324},[230],{"categories":2326},[227,224],{"categories":2328},[],{"categories":2330},[269],{"categories":2332},[],{"categories":2334},[227],{"categories":2336},[248],{"categories":2338},[221],{"categories":2340},[221],{"categories":2342},[230],{"categories":2344},[227],{"categories":2346},[224],{"categories":2348},[179],{"categories":2350},[285],{"categories":2352},[],{"categories":2354},[248],{"categories":2356},[227],{"categories":2358},[227],{"categories":2360},[248],{"categories":2362},[179],{"categories":2364},[227],{"categories":2366},[230],{"categories":2368},[248],{"categories":2370},[227],{"categories":2372},[269],{"categories":2374},[227],{"categories":2376},[227],{"categories":2378},[540],{"categories":2380},[233],{"categories":2382},[230],{"categories":2384},[227],{"categories":2386},[248],{"categories":2388},[230],{"categories":2390},[285],{"categories":2392},[227],{"categories":2394},[],{"categories":2396},[227],{"categories":2398},[],{"categories":2400},[],{"categories":2402},[],{"categories":2404},[224],{"categories":2406},[227],{"categories":2408},[230],{"categories":2410},[248],{"categories":2412},[248],{"categories":2414},[248],{"categories":2416},[248],{"categories":2418},[],{"categories":2420},[221],{"categories":2422},[230],{"categories":2424},[248],{"categories":2426},[221],{"categories":2428},[230],{"categories":2430},[227],{"categories":2432},[227,230],{"categories":2434},[230],{"categories":2436},[540],{"categories":2438},[248],{"categories":2440},[248],{"categories":2442},[230],{"categories":2444},[227],{"categories":2446},[],{"categories":2448},[248],{"categories":2450},[285],{"categories":2452},[221],{"categories":2454},[227],{"categories":2456},[227],{"categories":2458},[],{"categories":2460},[179],{"categories":2462},[],{"categories":2464},[221],{"categories":2466},[230],{"categories":2468},[248],{"categories":2470},[227],{"categories":2472},[248],{"categories":2474},[221],{"categories":2476},[248],{"categories":2478},[248],{"categories":2480},[],{"categories":2482},[224],{"categories":2484},[230],{"categories":2486},[248],{"categories":2488},[248],{"categories":2490},[248],{"categories":2492},[248],{"categories":2494},[248],{"categories":2496},[248],{"categories":2498},[248],{"categories":2500},[248],{"categories":2502},[248],{"categories":2504},[248],{"categories":2506},[272],{"categories":2508},[221],{"categories":2510},[227],{"categories":2512},[227],{"categories":2514},[],{"categories":2516},[227,221],{"categories":2518},[],{"categories":2520},[230],{"categories":2522},[248],{"categories":2524},[230],{"categories":2526},[227],{"categories":2528},[227],{"categories":2530},[227],{"categories":2532},[227],{"categories":2534},[227],{"categories":2536},[230],{"categories":2538},[224],{"categories":2540},[269],{"categories":2542},[248],{"categories":2544},[227],{"categories":2546},[],{"categories":2548},[],{"categories":2550},[230],{"categories":2552},[269],{"categories":2554},[227],{"categories":2556},[],{"categories":2558},[],{"categories":2560},[285],{"categories":2562},[227],{"categories":2564},[],{"categories":2566},[],{"categories":2568},[221],{"categories":2570},[224],{"categories":2572},[227],{"categories":2574},[224],{"categories":2576},[269],{"categories":2578},[],{"categories":2580},[248],{"categories":2582},[],{"categories":2584},[269],{"categories":2586},[227],{"categories":2588},[285],{"categories":2590},[],{"categories":2592},[285],{"categories":2594},[],{"categories":2596},[],{"categories":2598},[230],{"categories":2600},[],{"categories":2602},[224],{"categories":2604},[221],{"categories":2606},[269],{"categories":2608},[179],{"categories":2610},[],{"categories":2612},[],{"categories":2614},[227],{"categories":2616},[221],{"categories":2618},[285],{"categories":2620},[],{"categories":2622},[230],{"categories":2624},[230],{"categories":2626},[248],{"categories":2628},[227],{"categories":2630},[230],{"categories":2632},[227],{"categories":2634},[230],{"categories":2636},[227],{"categories":2638},[233],{"categories":2640},[248],{"categories":2642},[],{"categories":2644},[285],{"categories":2646},[179],{"categories":2648},[230],{"categories":2650},[],{"categories":2652},[227],{"categories":2654},[230],{"categories":2656},[224],{"categories":2658},[221],{"categories":2660},[227],{"categories":2662},[269],{"categories":2664},[179],{"categories":2666},[179],{"categories":2668},[227],{"categories":2670},[272],{"categories":2672},[227],{"categories":2674},[230],{"categories":2676},[224],{"categories":2678},[230],{"categories":2680},[227],{"categories":2682},[227],{"categories":2684},[230],{"categories":2686},[248],{"categories":2688},[],{"categories":2690},[221],{"categories":2692},[227],{"categories":2694},[230],{"categories":2696},[227],{"categories":2698},[227],{"categories":2700},[],{"categories":2702},[269],{"categories":2704},[224],{"categories":2706},[248],{"categories":2708},[227],{"categories":2710},[227],{"categories":2712},[269],{"categories":2714},[285],{"categories":2716},[272],{"categories":2718},[227],{"categories":2720},[248],{"categories":2722},[227],{"categories":2724},[230],{"categories":2726},[540],{"categories":2728},[227],{"categories":2730},[230],{"categories":2732},[272],{"categories":2734},[],{"categories":2736},[230],{"categories":2738},[179],{"categories":2740},[269],{"categories":2742},[227],{"categories":2744},[221],{"categories":2746},[224],{"categories":2748},[179],{"categories":2750},[],{"categories":2752},[230],{"categories":2754},[227],{"categories":2756},[],{"categories":2758},[248],{"categories":2760},[],{"categories":2762},[248],{"categories":2764},[227],{"categories":2766},[230],{"categories":2768},[230],{"categories":2770},[230],{"categories":2772},[],{"categories":2774},[],{"categories":2776},[227],{"categories":2778},[227],{"categories":2780},[],{"categories":2782},[269],{"categories":2784},[230],{"categories":2786},[285],{"categories":2788},[221],{"categories":2790},[],{"categories":2792},[],{"categories":2794},[248],{"categories":2796},[179],{"categories":2798},[227],{"categories":2800},[227],{"categories":2802},[227],{"categories":2804},[179],{"categories":2806},[248],{"categories":2808},[269],{"categories":2810},[227],{"categories":2812},[227],{"categories":2814},[227],{"categories":2816},[248],{"categories":2818},[227],{"categories":2820},[248],{"categories":2822},[230],{"categories":2824},[230],{"categories":2826},[179],{"categories":2828},[230],{"categories":2830},[227],{"categories":2832},[179],{"categories":2834},[269],{"categories":2836},[],{"categories":2838},[230],{"categories":2840},[],{"categories":2842},[],{"categories":2844},[224],{"categories":2846},[227],{"categories":2848},[230],{"categories":2850},[221],{"categories":2852},[230],{"categories":2854},[285],{"categories":2856},[],{"categories":2858},[230],{"categories":2860},[],{"categories":2862},[221],{"categories":2864},[230],{"categories":2866},[],{"categories":2868},[230],{"categories":2870},[227],{"categories":2872},[248],{"categories":2874},[227],{"categories":2876},[230],{"categories":2878},[248],{"categories":2880},[230],{"categories":2882},[179],{"categories":2884},[269],{"categories":2886},[221],{"categories":2888},[],{"categories":2890},[230],{"categories":2892},[269],{"categories":2894},[248],{"categories":2896},[227],{"categories":2898},[269],{"categories":2900},[221],{"categories":2902},[],{"categories":2904},[230],{"categories":2906},[230],{"categories":2908},[227],{"categories":2910},[],{"categories":2912},[230],{"categories":2914},[233],{"categories":2916},[248],{"categories":2918},[230],{"categories":2920},[224],{"categories":2922},[],{"categories":2924},[227],{"categories":2926},[233],{"categories":2928},[227],{"categories":2930},[230],{"categories":2932},[248],{"categories":2934},[221],{"categories":2936},[540],{"categories":2938},[227],{"categories":2940},[227],{"categories":2942},[227],{"categories":2944},[248],{"categories":2946},[224],{"categories":2948},[227],{"categories":2950},[269],{"categories":2952},[248],{"categories":2954},[540],{"categories":2956},[227],{"categories":2958},[],{"categories":2960},[],{"categories":2962},[540],{"categories":2964},[272],{"categories":2966},[230],{"categories":2968},[230],{"categories":2970},[248],{"categories":2972},[227],{"categories":2974},[221],{"categories":2976},[269],{"categories":2978},[230],{"categories":2980},[227],{"categories":2982},[285],{"categories":2984},[227],{"categories":2986},[230],{"categories":2988},[],{"categories":2990},[227],{"categories":2992},[227],{"categories":2994},[248],{"categories":2996},[221],{"categories":2998},[],{"categories":3000},[227],{"categories":3002},[227],{"categories":3004},[179],{"categories":3006},[269],{"categories":3008},[227,230],{"categories":3010},[285,224],{"categories":3012},[227],{"categories":3014},[],{"categories":3016},[230],{"categories":3018},[],{"categories":3020},[179],{"categories":3022},[227],{"categories":3024},[248],{"categories":3026},[],{"categories":3028},[230],{"categories":3030},[],{"categories":3032},[230],{"categories":3034},[221],{"categories":3036},[230],{"categories":3038},[227],{"categories":3040},[540],{"categories":3042},[285],{"categories":3044},[224],{"categories":3046},[224],{"categories":3048},[221],{"categories":3050},[221],{"categories":3052},[227],{"categories":3054},[230],{"categories":3056},[227],{"categories":3058},[227],{"categories":3060},[221],{"categories":3062},[227],{"categories":3064},[285],{"categories":3066},[248],{"categories":3068},[227],{"categories":3070},[230],{"categories":3072},[227],{"categories":3074},[],{"categories":3076},[179],{"categories":3078},[],{"categories":3080},[230],{"categories":3082},[221],{"categories":3084},[],{"categories":3086},[540],{"categories":3088},[227],{"categories":3090},[],{"categories":3092},[248],{"categories":3094},[230],{"categories":3096},[179],{"categories":3098},[227],{"categories":3100},[230],{"categories":3102},[179],{"categories":3104},[230],{"categories":3106},[248],{"categories":3108},[221],{"categories":3110},[248],{"categories":3112},[179],{"categories":3114},[227],{"categories":3116},[269],{"categories":3118},[227],{"categories":3120},[227],{"categories":3122},[227],{"categories":3124},[227],{"categories":3126},[230],{"categories":3128},[227],{"categories":3130},[230],{"categories":3132},[227],{"categories":3134},[221],{"categories":3136},[227],{"categories":3138},[230],{"categories":3140},[269],{"categories":3142},[221],{"categories":3144},[230],{"categories":3146},[269],{"categories":3148},[],{"categories":3150},[227],{"categories":3152},[227],{"categories":3154},[179],{"categories":3156},[],{"categories":3158},[230],{"categories":3160},[285],{"categories":3162},[227],{"categories":3164},[248],{"categories":3166},[285],{"categories":3168},[230],{"categories":3170},[224],{"categories":3172},[224],{"categories":3174},[227],{"categories":3176},[221],{"categories":3178},[],{"categories":3180},[227],{"categories":3182},[],{"categories":3184},[221],{"categories":3186},[227],{"categories":3188},[230],{"categories":3190},[230],{"categories":3192},[],{"categories":3194},[179],{"categories":3196},[179],{"categories":3198},[285],{"categories":3200},[269],{"categories":3202},[],{"categories":3204},[227],{"categories":3206},[221],{"categories":3208},[227],{"categories":3210},[179],{"categories":3212},[221],{"categories":3214},[248],{"categories":3216},[248],{"categories":3218},[],{"categories":3220},[248],{"categories":3222},[230],{"categories":3224},[269],{"categories":3226},[272],{"categories":3228},[227],{"categories":3230},[],{"categories":3232},[248],{"categories":3234},[179],{"categories":3236},[224],{"categories":3238},[227],{"categories":3240},[221],{"categories":3242},[540],{"categories":3244},[221],{"categories":3246},[],{"categories":3248},[],{"categories":3250},[248],{"categories":3252},[],{"categories":3254},[230],{"categories":3256},[230],{"categories":3258},[230],{"categories":3260},[],{"categories":3262},[227],{"categories":3264},[],{"categories":3266},[248],{"categories":3268},[221],{"categories":3270},[269],{"categories":3272},[227],{"categories":3274},[248],{"categories":3276},[248],{"categories":3278},[],{"categories":3280},[248],{"categories":3282},[221],{"categories":3284},[227],{"categories":3286},[],{"categories":3288},[230],{"categories":3290},[230],{"categories":3292},[221],{"categories":3294},[],{"categories":3296},[],{"categories":3298},[],{"categories":3300},[269],{"categories":3302},[230],{"categories":3304},[227],{"categories":3306},[],{"categories":3308},[],{"categories":3310},[],{"categories":3312},[269],{"categories":3314},[],{"categories":3316},[221],{"categories":3318},[],{"categories":3320},[],{"categories":3322},[269],{"categories":3324},[227],{"categories":3326},[248],{"categories":3328},[],{"categories":3330},[285],{"categories":3332},[248],{"categories":3334},[285],{"categories":3336},[227],{"categories":3338},[],{"categories":3340},[],{"categories":3342},[230],{"categories":3344},[],{"categories":3346},[],{"categories":3348},[230],{"categories":3350},[227],{"categories":3352},[],{"categories":3354},[230],{"categories":3356},[248],{"categories":3358},[285],{"categories":3360},[272],{"categories":3362},[230],{"categories":3364},[230],{"categories":3366},[],{"categories":3368},[],{"categories":3370},[],{"categories":3372},[248],{"categories":3374},[],{"categories":3376},[],{"categories":3378},[269],{"categories":3380},[221],{"categories":3382},[],{"categories":3384},[224],{"categories":3386},[285],{"categories":3388},[227],{"categories":3390},[179],{"categories":3392},[221],{"categories":3394},[272],{"categories":3396},[224],{"categories":3398},[179],{"categories":3400},[],{"categories":3402},[],{"categories":3404},[230],{"categories":3406},[221],{"categories":3408},[269],{"categories":3410},[221],{"categories":3412},[230],{"categories":3414},[540],{"categories":3416},[230],{"categories":3418},[],{"categories":3420},[227],{"categories":3422},[248],{"categories":3424},[179],{"categories":3426},[],{"categories":3428},[269],{"categories":3430},[248],{"categories":3432},[221],{"categories":3434},[230],{"categories":3436},[227],{"categories":3438},[224],{"categories":3440},[230,540],{"categories":3442},[230],{"categories":3444},[179],{"categories":3446},[227],{"categories":3448},[272],{"categories":3450},[285],{"categories":3452},[230],{"categories":3454},[],{"categories":3456},[230],{"categories":3458},[227],{"categories":3460},[224],{"categories":3462},[],{"categories":3464},[],{"categories":3466},[227],{"categories":3468},[272],{"categories":3470},[227],{"categories":3472},[],{"categories":3474},[248],{"categories":3476},[],{"categories":3478},[248],{"categories":3480},[179],{"categories":3482},[230],{"categories":3484},[227],{"categories":3486},[285],{"categories":3488},[179],{"categories":3490},[],{"categories":3492},[248],{"categories":3494},[227],{"categories":3496},[],{"categories":3498},[227],{"categories":3500},[230],{"categories":3502},[227],{"categories":3504},[230],{"categories":3506},[227],{"categories":3508},[227],{"categories":3510},[227],{"categories":3512},[227],{"categories":3514},[224],{"categories":3516},[],{"categories":3518},[233],{"categories":3520},[248],{"categories":3522},[227],{"categories":3524},[],{"categories":3526},[179],{"categories":3528},[227],{"categories":3530},[227],{"categories":3532},[230],{"categories":3534},[248],{"categories":3536},[227],{"categories":3538},[227],{"categories":3540},[224],{"categories":3542},[230],{"categories":3544},[269],{"categories":3546},[],{"categories":3548},[272],{"categories":3550},[227],{"categories":3552},[],{"categories":3554},[248],{"categories":3556},[285],{"categories":3558},[],{"categories":3560},[],{"categories":3562},[248],{"categories":3564},[248],{"categories":3566},[285],{"categories":3568},[221],{"categories":3570},[230],{"categories":3572},[230],{"categories":3574},[227],{"categories":3576},[224],{"categories":3578},[],{"categories":3580},[],{"categories":3582},[248],{"categories":3584},[272],{"categories":3586},[179],{"categories":3588},[230],{"categories":3590},[269],{"categories":3592},[272],{"categories":3594},[272],{"categories":3596},[],{"categories":3598},[248],{"categories":3600},[227],{"categories":3602},[227],{"categories":3604},[179],{"categories":3606},[],{"categories":3608},[248],{"categories":3610},[248],{"categories":3612},[248],{"categories":3614},[],{"categories":3616},[230],{"categories":3618},[227],{"categories":3620},[],{"categories":3622},[221],{"categories":3624},[224],{"categories":3626},[],{"categories":3628},[227],{"categories":3630},[227],{"categories":3632},[],{"categories":3634},[179],{"categories":3636},[],{"categories":3638},[],{"categories":3640},[],{"categories":3642},[],{"categories":3644},[227],{"categories":3646},[248],{"categories":3648},[],{"categories":3650},[],{"categories":3652},[227],{"categories":3654},[227],{"categories":3656},[227],{"categories":3658},[272],{"categories":3660},[227],{"categories":3662},[272],{"categories":3664},[],{"categories":3666},[272],{"categories":3668},[272],{"categories":3670},[540],{"categories":3672},[230],{"categories":3674},[179],{"categories":3676},[],{"categories":3678},[],{"categories":3680},[272],{"categories":3682},[179],{"categories":3684},[179],{"categories":3686},[179],{"categories":3688},[],{"categories":3690},[221],{"categories":3692},[179],{"categories":3694},[179],{"categories":3696},[221],{"categories":3698},[179],{"categories":3700},[224],{"categories":3702},[179],{"categories":3704},[179],{"categories":3706},[179],{"categories":3708},[272],{"categories":3710},[248],{"categories":3712},[248],{"categories":3714},[227],{"categories":3716},[179],{"categories":3718},[272],{"categories":3720},[540],{"categories":3722},[272],{"categories":3724},[272],{"categories":3726},[272],{"categories":3728},[],{"categories":3730},[224],{"categories":3732},[],{"categories":3734},[540],{"categories":3736},[179],{"categories":3738},[179],{"categories":3740},[179],{"categories":3742},[230],{"categories":3744},[248,224],{"categories":3746},[272],{"categories":3748},[],{"categories":3750},[],{"categories":3752},[272],{"categories":3754},[],{"categories":3756},[272],{"categories":3758},[248],{"categories":3760},[230],{"categories":3762},[],{"categories":3764},[179],{"categories":3766},[227],{"categories":3768},[269],{"categories":3770},[],{"categories":3772},[227],{"categories":3774},[],{"categories":3776},[248],{"categories":3778},[221],{"categories":3780},[272],{"categories":3782},[],{"categories":3784},[179],{"categories":3786},[248],[3788,3868,3915,4042],{"id":3789,"title":3790,"ai":3791,"body":3796,"categories":3838,"created_at":180,"date_modified":180,"description":171,"extension":181,"faq":180,"featured":182,"kicker_label":180,"meta":3839,"navigation":200,"path":3854,"published_at":3855,"question":180,"scraped_at":3856,"seo":3857,"sitemap":3858,"source_id":3859,"source_name":3860,"source_type":207,"source_url":3861,"stem":3862,"tags":3863,"thumbnail_url":180,"tldr":3865,"tweet":180,"unknown_tags":3866,"__hash__":3867},"summaries\u002Fsummaries\u002F9cd78fb16c6c030a-claude-design-redesigns-apps-from-codebases-in-7-m-summary.md","Claude Design Redesigns Apps from Codebases in 7 Minutes",{"provider":7,"model":8,"input_tokens":3792,"output_tokens":3793,"processing_time_ms":3794,"cost_usd":3795},5703,1606,12466,0.00192095,{"type":14,"value":3797,"toc":3833},[3798,3802,3805,3808,3812,3815,3818,3822,3830],[17,3799,3801],{"id":3800},"redesign-existing-apps-by-feeding-in-codebases","Redesign Existing Apps by Feeding in Codebases",[22,3803,3804],{},"Claude Design, powered by Opus 4.7 and available to Pro, Max, Team, and Enterprise subscribers, reads your entire codebase to redesign UIs without losing functionality. Attach the repo via claude.ai\u002Fdesign, specify goals like 'simplistic, powerful, dark mode, iOS standards,' and it generates a high-fidelity prototype in 7 minutes. In a demo with a basic Migraine Tracker app (logs episodes, integrates Apple Health, shows history), it redesigned every screen—log episodes, episode review, historical views—into polished, interactive mockups. No codebase needed? Import Figma files, design systems, screenshots, or sketch directly on-canvas for new ideas.",[22,3806,3807],{},"This beats manual design in Figma\u002FCanva because it grounds changes in your actual code logic, avoiding mismatches that break AI-generated code later. Trade-off: Initial generation takes time for clarification questions, but yields production-ready visuals faster than hiring designers.",[17,3809,3811],{"id":3810},"iterate-designs-interactively-before-coding","Iterate Designs Interactively Before Coding",[22,3813,3814],{},"Prototypes are fully interactive—tap buttons, swipe screens—to test flows. Tweak on-the-fly: adjust colors, 'liquid glass' intensity, or edit elements via a pane (e.g., 'move this up'). Use the draw tool for sketches, then send feedback to Claude for instant updates. Add teammates via share links for collaborative comments, mirroring real design nitpicking without tool-switching.",[22,3816,3817],{},"Export as PDF, PowerPoint, HTML, or directly to Canva. Duplicate as templates for consistency. This frontloads iteration, resolving UI debates pre-coding and saving tokens\u002Fhuman hours on fixes—key for solo builders or small teams.",[17,3819,3821],{"id":3820},"handoff-closes-vibe-coding-loop","Handoff Closes Vibe Coding Loop",[22,3823,3824,3825,3829],{},"The killer unlock: 'Handoff to Claude Code' exports a zip or copy-paste command with design file reference, feeding prototypes directly into code generation. Previously, vibe coding (PRD → AI code) failed at UI: agents produced vanilla or broken designs, requiring post-hoc tweaks. Now, nail specs, logic, ",[3826,3827,3828],"em",{},"and"," design upfront—iterate visually, then code accurately.",[22,3831,3832],{},"Bigger than Opus 4.7 or Codex updates, it targets product managers\u002Ffounders without design skills. Not a Figma killer yet (stronger for code-grounded redesigns than pure creative work), but transforms indie app-building: from vague ideas to coded products without design bottlenecks.",{"title":171,"searchDepth":172,"depth":172,"links":3834},[3835,3836,3837],{"id":3800,"depth":172,"text":3801},{"id":3810,"depth":172,"text":3811},{"id":3820,"depth":172,"text":3821},[269],{"content_references":3840,"triage":3850},[3841,3844,3847],{"type":186,"title":3842,"url":3843,"context":194},"Claude Design","https:\u002F\u002Fclaude.ai\u002Fdesign",{"type":191,"title":3845,"url":3846,"context":189},"TechCrunch Coverage","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F04\u002F17\u002Fanthropic-launches-claude-design-a-new-product-for-creating-quick-visuals\u002F",{"type":191,"title":3848,"url":3849,"context":189},"Anthropic Blog","https:\u002F\u002Fwww.anthropic.com\u002Fnews\u002Fclaude-design-anthropic-labs",{"relevance":3851,"novelty":197,"quality":197,"actionability":3851,"composite":3852,"reasoning":3853},5,4.55,"Category: Design & Frontend. The article provides a detailed overview of how Claude Design can transform codebases into interactive prototypes, addressing the pain point of bridging design and engineering. It offers actionable steps for users to implement this tool in their workflows, making it highly relevant and practical.","\u002Fsummaries\u002F9cd78fb16c6c030a-claude-design-redesigns-apps-from-codebases-in-7-m-summary","2026-04-18 03:15:44","2026-04-19 03:27:19",{"title":3790,"description":171},{"loc":3854},"9cd78fb16c6c030a","JeredBlu","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=UfdNqB1hp4I","summaries\u002F9cd78fb16c6c030a-claude-design-redesigns-apps-from-codebases-in-7-m-summary",[3864,213,212,214],"ai-tools","Attach your codebase to Claude Design; it analyzes it, generates a full interactive high-fidelity prototype following iOS standards, enables on-the-fly edits, and hands off directly to Claude Code—closing the design gap in AI coding workflows.",[214],"GrIIOcpdDG6K3WD4xgOJkkmIb_-fxsAfZZONwnZO9Is",{"id":3869,"title":3870,"ai":3871,"body":3876,"categories":3901,"created_at":180,"date_modified":180,"description":171,"extension":181,"faq":180,"featured":182,"kicker_label":180,"meta":3902,"navigation":200,"path":3903,"published_at":3904,"question":180,"scraped_at":180,"seo":3905,"sitemap":3906,"source_id":3907,"source_name":3908,"source_type":207,"source_url":3909,"stem":3910,"tags":3911,"thumbnail_url":180,"tldr":3912,"tweet":180,"unknown_tags":3913,"__hash__":3914},"summaries\u002Fsummaries\u002Fpandas-ends-manual-data-loops-in-python-summary.md","Pandas Ends Manual Data Loops in Python",{"provider":7,"model":8,"input_tokens":3872,"output_tokens":3873,"processing_time_ms":3874,"cost_usd":3875},3679,931,11867,0.0011788,{"type":14,"value":3877,"toc":3897},[3878,3882,3885,3889,3892],[17,3879,3881],{"id":3880},"realize-your-code-is-overcomplicated","Realize Your Code is Overcomplicated",[22,3883,3884],{},"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.",[17,3886,3888],{"id":3887},"pandas-vectorize-data-instead-of-looping","Pandas: Vectorize Data Instead of Looping",[22,3890,3891],{},"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.",[22,3893,3894],{},[3826,3895,3896],{},"Note: Article previews 5 such libraries but details only Pandas here; full list promises similar discomforting simplifications.",{"title":171,"searchDepth":172,"depth":172,"links":3898},[3899,3900],{"id":3880,"depth":172,"text":3881},{"id":3887,"depth":172,"text":3888},[179],{},"\u002Fsummaries\u002Fpandas-ends-manual-data-loops-in-python-summary","2026-04-08 21:21:20",{"title":3870,"description":171},{"loc":3903},"43920ea1749e934a","Level Up Coding","https:\u002F\u002Funknown","summaries\u002Fpandas-ends-manual-data-loops-in-python-summary",[211,214],"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.",[214],"otabOWgT1gOCPZs4DIk97pUnZCSEGnbqwcdhmSwfk74",{"id":3916,"title":3917,"ai":3918,"body":3923,"categories":4011,"created_at":180,"date_modified":180,"description":171,"extension":181,"faq":180,"featured":182,"kicker_label":180,"meta":4012,"navigation":200,"path":4030,"published_at":4031,"question":180,"scraped_at":4031,"seo":4032,"sitemap":4033,"source_id":4034,"source_name":4035,"source_type":207,"source_url":4036,"stem":4037,"tags":4038,"thumbnail_url":180,"tldr":4039,"tweet":180,"unknown_tags":4040,"__hash__":4041},"summaries\u002Fsummaries\u002F8cd34b92f1be4ae8-use-range-syntax-to-fix-media-query-overlap-bugs-summary.md","Use Range Syntax to Fix Media Query Overlap Bugs",{"provider":7,"model":8,"input_tokens":3919,"output_tokens":3920,"processing_time_ms":3921,"cost_usd":3922},4908,1507,15321,0.0017126,{"type":14,"value":3924,"toc":4006},[3925,3929,3940,3951,3962,3966,3977,3996,4000,4003],[17,3926,3928],{"id":3927},"prevent-layout-bugs-from-minmax-width-overlaps","Prevent Layout Bugs from min\u002Fmax-width Overlaps",[22,3930,3931,3932,3935,3936,3939],{},"Traditional media queries using ",[26,3933,3934],{},"min-width"," (>=) and ",[26,3937,3938],{},"max-width"," (\u003C=) create gaps when both target the same breakpoint, like 300px. At exactly 300px, both rules apply, hiding elements simultaneously—e.g., navigation and toggle both disappear, breaking the layout.",[22,3941,3942,3943,3946,3947,3950],{},"To fix without ranges, offset breakpoints manually: ",[26,3944,3945],{},"max-width: 299px"," (\u003C=299px) for hiding nav on small screens, and ",[26,3948,3949],{},"min-width: 300px"," (>=300px) for hiding toggle on large screens. This works for one breakpoint but scales poorly with multiples, leading to error-prone maintenance and 45-minute debug sessions.",[22,3952,3953,3954,3957,3958,3961],{},"Range syntax eliminates this: ",[26,3955,3956],{},"@media (width \u003C= 300px)"," hides nav, ",[26,3959,3960],{},"@media (width > 300px)"," hides toggle. At 300px, nav shows (not \u003C=) and toggle hides (>), ensuring seamless transitions.",[17,3963,3965],{"id":3964},"write-readable-ranges-for-complex-breakpoints","Write Readable Ranges for Complex Breakpoints",[22,3967,3968,3969,3972,3973,3976],{},"Ranges shine for styles between breakpoints. Instead of ",[26,3970,3971],{},"@media (min-width: 300px) and (max-width: 500px)",", use ",[26,3974,3975],{},"@media (300px \u003C= width \u003C= 500px)",". This directly expresses \"between 300px and 500px inclusive,\" reducing cognitive load during review or debugging.",[22,3978,3979,3980,3983,3984,3987,3988,3991,3992,3995],{},"Apply to container queries too: swap ",[26,3981,3982],{},"@media"," for ",[26,3985,3986],{},"@container",", e.g., ",[26,3989,3990],{},"@container (width >= 300px)"," changes h1 styles, ",[26,3993,3994],{},"@container (width >= 500px)"," adds more. This powers responsive components without viewport reliance.",[17,3997,3999],{"id":3998},"leverage-strong-browser-support","Leverage Strong Browser Support",[22,4001,4002],{},"Range syntax landed in March 2023 with wide adoption: Chrome, Edge, Firefox, Safari all support it, per Baseline and Web Platform Status. If you're using container queries, ranges are already viable—no polyfills needed.",[22,4004,4005],{},"Adopt today for clearer CSS that's easier to reason about, especially in teams. Test in projects to catch intent faster than deciphering min\u002Fmax logic.",{"title":171,"searchDepth":172,"depth":172,"links":4007},[4008,4009,4010],{"id":3927,"depth":172,"text":3928},{"id":3964,"depth":172,"text":3965},{"id":3998,"depth":172,"text":3999},[269],{"content_references":4013,"triage":4027},[4014,4020,4024],{"type":4015,"title":4016,"publisher":4017,"url":4018,"context":4019},"report","Media Queries Level 4","W3C","https:\u002F\u002Fwww.w3.org\u002FTR\u002Fmediaqueries-4\u002F#mq-range-context","cited",{"type":191,"title":4021,"author":4022,"url":4023,"context":194},"Unintentional CSS media query gaps","Steve Fenton","https:\u002F\u002Fstevefenton.co.uk\u002Fblog\u002F2023\u002F05\u002Funintentional-media-query-gaps\u002F",{"type":191,"title":4025,"url":4026,"context":4019},"Media query range syntax","https:\u002F\u002Fwebstatus.dev\u002Ffeatures\u002Fmedia-query-range-syntax",{"relevance":197,"novelty":196,"quality":197,"actionability":197,"composite":4028,"reasoning":4029},3.8,"Category: Design & Frontend. The article addresses a specific pain point related to frontend development by providing a solution to media query overlap bugs, which is relevant for developers building responsive designs. It introduces the range syntax as a practical alternative to traditional media queries, offering a clearer and more maintainable approach.","\u002Fsummaries\u002F8cd34b92f1be4ae8-use-range-syntax-to-fix-media-query-overlap-bugs-summary","2026-05-04 16:13:43",{"title":3917,"description":171},{"loc":4030},"8cd34b92f1be4ae8","Ahmad Shadeed","https:\u002F\u002Fishadeed.com\u002Farticle\u002Frange-syntax\u002F","summaries\u002F8cd34b92f1be4ae8-use-range-syntax-to-fix-media-query-overlap-bugs-summary",[212,213],"Replace min\u002Fmax-width media queries with range syntax like (width \u003C= 300px) to prevent elements from both hiding at shared breakpoints, improving readability and avoiding offset hacks.",[],"dkmakv9D6fHBNHPIDMsnsVBTTVD_YCmdVKgsh9NFJJg",{"id":4043,"title":4044,"ai":4045,"body":4050,"categories":4201,"created_at":180,"date_modified":180,"description":171,"extension":181,"faq":180,"featured":182,"kicker_label":180,"meta":4202,"navigation":200,"path":4209,"published_at":4210,"question":180,"scraped_at":4211,"seo":4212,"sitemap":4213,"source_id":4214,"source_name":4215,"source_type":207,"source_url":4216,"stem":4217,"tags":4218,"thumbnail_url":180,"tldr":4219,"tweet":180,"unknown_tags":4220,"__hash__":4221},"summaries\u002Fsummaries\u002F7e1597ca8706f7e5-embed-interactive-html-textures-in-canvas-scenes-summary.md","Embed Interactive HTML Textures in Canvas Scenes",{"provider":7,"model":8,"input_tokens":4046,"output_tokens":4047,"processing_time_ms":4048,"cost_usd":4049},6092,1532,9720,0.00147755,{"type":14,"value":4051,"toc":4196},[4052,4056,4059,4062,4066,4073,4079,4142,4145,4192],[17,4053,4055],{"id":4054},"combine-canvas-power-with-html-layout-fidelity","Combine Canvas Power with HTML Layout Fidelity",[22,4057,4058],{},"Canvas excels at custom UIs like 3D scenes or whimsical interactions (e.g., pinball unsubscribes or virtual desktops), but struggles with complex text, internationalization, accessibility, and render quality—problems HTML solves natively. HTML in Canvas bridges this by treating canvas child elements as layout participants: they join the accessibility tree, receive focus, and stay interactive, but render invisibly off-screen as updatable textures. Changes trigger automatic repaints via paint events, or use requestRepaint() manually, like requestAnimationFrame(). This delivers canvas's visual freedom with HTML's reliability, enabling production-ready hybrids without rebuilding layouts from scratch.",[22,4060,4061],{},"Result: Live-updating elements like clocks or timetables appear as seamless textures in Three.js scenes, maintaining DOM interactivity without visual desync in most cases.",[17,4063,4065],{"id":4064},"implement-with-threejs-or-vanilla-canvas","Implement with Three.js or Vanilla Canvas",[22,4067,4068,4069],{},"Nest target HTML inside ",[4070,4071,4072],"canvas",{"layout-subtree":171},"—it acts as fallback if canvas fails, then becomes a texture source.",[22,4074,4075],{},[4076,4077,4078],"strong",{},"Three.js example:",[4080,4081,4085],"pre",{"className":4082,"code":4083,"language":4084,"meta":171,"style":171},"language-javascript shiki shiki-themes github-light github-dark","const texture = htmlElementImage2D(existingGLTexture, { \u002F\u002F color space, GPU options\n  htmlElement: document.getElementById('board'),\n});\n\u002F\u002F Apply texture to mesh, replacing static images like Thomas the Tank Engine.\n","javascript",[26,4086,4087,4114,4132,4137],{"__ignoreMap":171},[110,4088,4091,4095,4099,4102,4106,4110],{"class":4089,"line":4090},"line",1,[110,4092,4094],{"class":4093},"szBVR","const",[110,4096,4098],{"class":4097},"sj4cs"," texture",[110,4100,4101],{"class":4093}," =",[110,4103,4105],{"class":4104},"sScJk"," htmlElementImage2D",[110,4107,4109],{"class":4108},"sVt8B","(existingGLTexture, { ",[110,4111,4113],{"class":4112},"sJ8bj","\u002F\u002F color space, GPU options\n",[110,4115,4116,4119,4122,4125,4129],{"class":4089,"line":172},[110,4117,4118],{"class":4108},"  htmlElement: document.",[110,4120,4121],{"class":4104},"getElementById",[110,4123,4124],{"class":4108},"(",[110,4126,4128],{"class":4127},"sZZnC","'board'",[110,4130,4131],{"class":4108},"),\n",[110,4133,4134],{"class":4089,"line":196},[110,4135,4136],{"class":4108},"});\n",[110,4138,4139],{"class":4089,"line":197},[110,4140,4141],{"class":4112},"\u002F\u002F Apply texture to mesh, replacing static images like Thomas the Tank Engine.\n",[22,4143,4144],{},"The texture auto-updates on DOM repaints. For a London Underground timetable, extract the ",[4146,4147,4149,4150,4155,4176,4179,4182,4186,4189],"div",{"id":4148},"board",", inject it as canvas child, and texture-swap it into a 3D plane—live clock ticks and times refresh without manual polling.",[22,4151,4152],{},[4076,4153,4154],{},"Vanilla 2D Canvas:",[4080,4156,4158],{"className":4082,"code":4157,"language":4084,"meta":171,"style":171},"ctx.drawElementImage(formElement, x, y, width, height);\n\u002F\u002F Renders interactive \u003Cform> directly.\n",[26,4159,4160,4171],{"__ignoreMap":171},[110,4161,4162,4165,4168],{"class":4089,"line":4090},[110,4163,4164],{"class":4108},"ctx.",[110,4166,4167],{"class":4104},"drawElementImage",[110,4169,4170],{"class":4108},"(formElement, x, y, width, height);\n",[110,4172,4173],{"class":4089,"line":172},[110,4174,4175],{"class":4112},"\u002F\u002F Renders interactive \u003Cform> directly.\n",[22,4177,4178],{},"WebGPU variant: copyElementImage() for advanced shaders, like jelly sliders over hidden inputs.",[22,4180,4181],{},"Enable in Chrome Canary via flag (proposal stage). Full code in GitHub proposal demos.",[17,4183,4185],{"id":4184},"experimental-edges-and-privacy-safeguards","Experimental Edges and Privacy Safeguards",[22,4187,4188],{},"Performance lags (frame-late draws, desyncs), scrollbars crash, and bugs persist—ideal for experiment feedback. Privacy mitigations block fingerprinting: no system colors, themes, spellcheck, visited links, or preferences in textures. Avoids expanding JS-accessible data leaks.",[22,4190,4191],{},"Trade-off: Canvas whimsy + HTML robustness now viable for fun UIs (e.g., finger-gun tweets, YouTube eyes, beer-browsing desktops), but stabilize before production. Demos from Matt Rothenberg, Wes Bos, AA, and others prove viability—fork and iterate.",[4193,4194,4195],"style",{},"html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sJ8bj, html code.shiki .sJ8bj{--shiki-default:#6A737D;--shiki-dark:#6A737D}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":171,"searchDepth":172,"depth":172,"links":4197},[4198,4199,4200],{"id":4054,"depth":172,"text":4055},{"id":4064,"depth":172,"text":4065},{"id":4184,"depth":172,"text":4185},[269],{"content_references":4203,"triage":4207},[4204],{"type":191,"title":4205,"url":4206,"context":194},"HTML in Canvas Proposal","https:\u002F\u002Fgithub.com\u002FWICG\u002Fhtml-in-canvas",{"relevance":197,"novelty":196,"quality":197,"actionability":197,"composite":4028,"reasoning":4208},"Category: Design & Frontend. The article discusses a novel approach to integrating HTML elements within canvas scenes, addressing specific pain points like accessibility and layout fidelity. It provides practical implementation examples using Three.js and Vanilla Canvas, making it actionable for developers looking to enhance their UI\u002FUX.","\u002Fsummaries\u002F7e1597ca8706f7e5-embed-interactive-html-textures-in-canvas-scenes-summary","2026-04-19 17:30:00","2026-04-21 15:16:51",{"title":4044,"description":171},{"loc":4209},"7519c73348243dba","Better Stack","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=1zfRSiZBLyQ","summaries\u002F7e1597ca8706f7e5-embed-interactive-html-textures-in-canvas-scenes-summary",[212,213],"HTML in Canvas renders live, interactive DOM elements as GPU textures in WebGL or 2D canvases, solving canvas's text\u002Flayout issues while preserving HTML's accessibility and performance.",[],"5GKMxhOiqb7PWWJsUYHWxpecxEEBTghuHBVhILYpPag"]