[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-4db0721530c63f89-django-unfold-modern-admin-with-models-filters-act-summary":3,"summaries-facets-categories":98,"summary-related-4db0721530c63f89-django-unfold-modern-admin-with-models-filters-act-summary":7002},{"id":4,"title":5,"ai":6,"body":13,"categories":63,"created_at":65,"date_modified":65,"description":56,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":68,"navigation":80,"path":81,"published_at":82,"question":65,"scraped_at":83,"seo":84,"sitemap":85,"source_id":86,"source_name":87,"source_type":88,"source_url":89,"stem":90,"tags":91,"thumbnail_url":65,"tldr":95,"tweet":65,"unknown_tags":96,"__hash__":97},"summaries\u002Fsummaries\u002F4db0721530c63f89-django-unfold-modern-admin-with-models-filters-act-summary.md","Django-Unfold: Modern Admin with Models, Filters, Actions, KPIs",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",9212,1767,33920,0.0027034,{"type":14,"value":15,"toc":55},"minimark",[16,21,30,34,41,45,48,52],[17,18,20],"h2",{"id":19},"quick-colab-setup-yields-production-like-admin","Quick Colab Setup Yields Production-Like Admin",[22,23,24,25,29],"p",{},"Install Django 5.0+, Unfold, and Pillow via pip, then generate a fresh project with a 'shop' app. Configure settings for Colab: ALLOWED_HOSTS=",[26,27,28],"span",{},"'*'",", CSRF_TRUSTED_ORIGINS for proxies, SQLite DB. Unfold config customizes SITE_TITLE='Acme Shop Admin', primary color scheme (e.g., 50:'250 245 255' to 950:'59 7 100'), and sidebar with sections like Overview (Dashboard, Users), Catalog (Categories with products_badge callback showing active count, Products), Sales (Orders, Customers). Add TABS for products\u002Fcategories. Set DASHBOARD_CALLBACK and ENVIRONMENT to shop.utils functions. URLs redirect root to \u002Fadmin\u002F, serve media. This 1-file settings.py enables modern theme, search sidebar, no all-apps clutter—ready in \u003C1 min, avoids port conflicts by killing old servers.",[17,31,33],{"id":32},"e-commerce-models-with-actionable-fields-and-logic","E-commerce Models with Actionable Fields and Logic",[22,35,36,37,40],{},"Define Category (name, slug, parent self-FK, is_active), Customer (name, email unique, tier choices: bronze\u002Fsilver\u002Fgold\u002Fplatinum, lifetime_value Decimal), Product (category FK, name, sku unique, description, price\u002Fstock Decimal\u002FInt, status choices: draft\u002Factive\u002Farchived, featured bool, has_discount toggles discount_percent, final_price property applies discount), Order (number unique, customer PROTECT FK, status choices: pending\u002Fpaid\u002Fshipped\u002Fdelivered\u002Fcancelled, total\u002Fnotes), OrderItem inline (order\u002Fproduct FKs, quantity\u002Funit_price\u002Fposition). Utils include environment_callback returning ",[26,38,39],{},"'Development','warning'",", products_badge counting active Products, dashboard_callback aggregating KPIs: active products count, pending orders count, customers count, 30-day revenue from paid\u002Fshipped\u002Fdelivered Orders Sum('total'); plus top 5 categories by product Count, orders by status Count. These fields enable real filtering\u002Fsorting (e.g., stock badges: out=0 danger, \u003C10 low warning, else ok success; price strikethrough on discount).",[17,42,44],{"id":43},"admin-customizations-boost-usability-and-workflow","Admin Customizations Boost Usability and Workflow",[22,46,47],{},"Extend unfold.admin.ModelAdmin: Category list_display name\u002Fparent\u002Factive\u002Fcreated_at, filters is_active ChoicesDropdownFilter, prepopulate slug, search name\u002Fslug. Customer: tier MultipleChoicesDropdownFilter (labels: bronze warning\u002Fsilver info\u002Fgold success\u002Fplatinum primary), lifetime_value\u002Fjoined Range filters, warn_unsaved_form, list_per_page=25. Product: editable featured, filters status\u002Fcategory\u002Fprice\u002Ffeatured, autocomplete category, conditional_fields discount_percent on has_discount==true, fieldsets tabbed (Basics\u002FPricing\u002FContent), displays: status labels (draft info\u002Factive success\u002Farchived warning), price_display with strikethrough\u002Fdiscounted bold, stock_badge ordered by stock. Order: autocomplete customer, OrderItemInline tabbed\u002Fposition-ordered extra=0, fieldsets tabbed Order\u002FNotes, readonly created_at, actions: bulk mark_pending→paid (updates queryset, messages count), row mark-paid (url_path, redirect referer), detail duplicate_order (pk=None, number+COPY, status=pending), save_and_ship inline button. Filters\u002Fsearch per model, list_filter_submit compresses UI. Unregisters\u002Fre-registers User\u002FGroup. Results: intuitive CRUD with visual cues, bulk ops reduce clicks 5x for payments.",[17,49,51],{"id":50},"seeded-dashboard-delivers-instant-insights","Seeded Dashboard Delivers Instant Insights",[22,53,54],{},"Migrate, seed: admin\u002Fadmin superuser, 6 categories (Electronics sub Phones), 30 products (random category\u002Fstatus\u002Fprice\u002Fstock\u002Ffeatured), 15 customers (random tier\u002Fvalue), 40 orders (1-4 random items, computed total). Custom admin\u002Findex.html extends base: grid KPI cards (title\u002Fvalue\u002Ffooter styled), top_cats list (name\u002Fn), by_status list (status\u002Fcapitalized\u002Fc). Launch runserver 0.0.0.0:8000, Colab proxyPort(8000)\u002Fadmin\u002F. Trade-off: Colab ephemeral (re-run for fresh), but reproducible script \u003C300 lines beats manual setup; Unfold shines for internal tools but skips full auth\u002FUI beyond admin.",{"title":56,"searchDepth":57,"depth":57,"links":58},"",2,[59,60,61,62],{"id":19,"depth":57,"text":20},{"id":32,"depth":57,"text":33},{"id":43,"depth":57,"text":44},{"id":50,"depth":57,"text":51},[64],"Software Engineering",null,"md",false,{"content_references":69,"triage":75},[70],{"type":71,"title":72,"url":73,"context":74},"tool","Django-Unfold","https:\u002F\u002Fgithub.com\u002Funfoldadmin\u002Fdjango-unfold","mentioned",{"relevance":76,"novelty":77,"quality":76,"actionability":76,"composite":78,"reasoning":79},4,3,3.8,"Category: Software Engineering. The article provides a detailed guide on transforming Django's admin interface into a more functional e-commerce dashboard, addressing practical needs for developers looking to enhance their applications. It includes specific configurations and model definitions that can be directly applied, making it actionable for the target audience.",true,"\u002Fsummaries\u002F4db0721530c63f89-django-unfold-modern-admin-with-models-filters-act-summary","2026-05-15 05:54:47","2026-05-15 07:00:22",{"title":5,"description":56},{"loc":81},"4db0721530c63f89","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F14\u002Fhow-to-build-a-django-unfold-admin-dashboard-with-custom-models-filters-actions-and-kpis\u002F","summaries\u002F4db0721530c63f89-django-unfold-modern-admin-with-models-filters-act-summary",[92,93,94],"python","backend","dev-productivity","Transform Django admin into a pro e-commerce dashboard using Unfold: custom sidebar nav, KPI cards, filters, badges, actions, and seeded data—all in a Colab-reproducible setup.",[94],"JKLOiCgS58XudLQzvAqJzKT8jyup-AH4NbQoL645fwE",[99,102,105,107,110,112,115,118,120,122,124,126,128,130,132,134,136,139,141,143,145,147,150,153,155,157,159,161,163,165,167,169,171,173,175,177,179,181,183,185,187,189,191,193,195,197,199,202,204,206,208,210,212,214,216,218,220,222,224,226,228,231,233,235,237,239,241,243,245,247,249,251,253,255,257,259,261,263,265,267,269,272,274,276,278,280,282,284,286,288,290,292,294,296,298,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,366,368,370,372,374,376,378,380,382,384,386,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,422,424,426,428,430,432,434,436,438,440,442,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,504,506,508,511,513,515,517,519,521,523,525,527,529,531,533,535,537,539,541,543,545,547,550,552,554,556,558,560,562,564,566,568,570,572,575,577,579,581,583,585,587,589,591,593,595,597,599,601,603,605,607,609,611,613,615,617,619,621,623,625,627,629,631,633,635,637,639,641,643,645,647,649,651,653,655,657,659,661,663,665,667,669,671,673,675,677,679,681,683,685,687,689,691,693,695,697,699,701,703,705,707,709,711,713,715,717,719,721,723,725,727,729,731,733,735,737,739,741,743,745,747,749,751,753,755,757,759,761,763,765,767,769,771,773,775,777,779,781,783,785,787,789,791,793,795,797,799,801,803,805,807,809,811,813,815,817,819,821,823,825,827,829,831,833,835,837,839,841,843,845,847,849,851,853,855,857,859,862,864,866,868,870,873,875,877,879,881,883,885,887,889,891,893,895,897,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1225,1227,1229,1231,1233,1235,1237,1239,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263,1265,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289,1291,1293,1295,1297,1299,1301,1303,1305,1307,1309,1311,1313,1315,1317,1319,1321,1323,1325,1327,1329,1331,1333,1335,1337,1339,1341,1343,1345,1347,1349,1351,1353,1355,1357,1359,1361,1363,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387,1389,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413,1415,1417,1419,1421,1423,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1565,1567,1569,1571,1573,1575,1577,1579,1581,1583,1585,1587,1589,1591,1593,1595,1597,1599,1601,1603,1605,1607,1609,1611,1613,1615,1617,1619,1621,1623,1625,1627,1629,1631,1633,1635,1637,1639,1641,1643,1645,1647,1649,1651,1653,1655,1657,1659,1661,1663,1665,1667,1669,1671,1673,1675,1677,1679,1681,1683,1685,1687,1689,1691,1693,1695,1697,1699,1701,1703,1705,1707,1709,1711,1713,1715,1717,1719,1721,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807,1809,1811,1813,1815,1817,1819,1821,1823,1825,1827,1829,1831,1833,1835,1837,1839,1841,1843,1845,1847,1849,1851,1853,1855,1857,1859,1861,1863,1865,1867,1869,1871,1873,1875,1877,1879,1881,1883,1885,1887,1889,1891,1893,1895,1897,1899,1901,1903,1905,1907,1909,1911,1913,1915,1917,1919,1921,1923,1925,1927,1929,1931,1933,1935,1937,1939,1941,1943,1945,1947,1949,1951,1953,1955,1957,1959,1961,1963,1965,1967,1969,1971,1973,1975,1977,1979,1981,1983,1985,1987,1989,1991,1993,1995,1997,1999,2001,2003,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039,2041,2043,2045,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077,2079,2081,2083,2085,2087,2089,2091,2093,2095,2097,2099,2101,2103,2105,2107,2109,2111,2113,2115,2117,2119,2121,2123,2125,2127,2129,2131,2133,2135,2137,2139,2141,2143,2145,2147,2149,2151,2153,2155,2157,2159,2161,2163,2165,2167,2169,2171,2173,2175,2177,2179,2181,2183,2185,2187,2189,2191,2193,2195,2197,2199,2201,2203,2205,2207,2209,2211,2213,2215,2217,2219,2221,2223,2225,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2321,2323,2325,2327,2329,2331,2333,2335,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359,2361,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511,2513,2515,2517,2519,2521,2523,2525,2527,2529,2531,2533,2535,2537,2539,2541,2543,2545,2547,2549,2551,2553,2555,2557,2559,2561,2563,2565,2567,2569,2571,2573,2575,2577,2579,2581,2583,2585,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629,2631,2633,2635,2637,2639,2641,2643,2645,2647,2649,2651,2653,2655,2657,2659,2661,2663,2665,2667,2669,2671,2673,2675,2677,2679,2681,2683,2685,2687,2689,2691,2693,2695,2697,2699,2701,2703,2705,2707,2709,2711,2713,2715,2717,2719,2721,2723,2725,2727,2729,2731,2733,2735,2737,2739,2741,2743,2745,2747,2749,2751,2753,2755,2757,2759,2761,2763,2765,2767,2769,2771,2773,2775,2777,2779,2781,2783,2785,2787,2789,2791,2793,2795,2797,2799,2801,2803,2805,2807,2809,2811,2813,2815,2817,2819,2821,2823,2825,2827,2829,2831,2833,2835,2837,2839,2841,2843,2845,2847,2849,2851,2853,2855,2857,2859,2861,2863,2865,2867,2869,2871,2873,2875,2877,2879,2881,2883,2885,2887,2889,2891,2893,2895,2897,2899,2901,2903,2905,2907,2909,2911,2913,2915,2917,2919,2921,2923,2925,2927,2929,2931,2933,2935,2937,2939,2941,2943,2945,2947,2949,2951,2953,2955,2957,2959,2961,2963,2965,2967,2969,2971,2973,2975,2977,2979,2981,2983,2985,2987,2989,2991,2993,2995,2997,2999,3001,3003,3005,3007,3009,3011,3013,3015,3017,3019,3021,3023,3025,3027,3029,3031,3033,3035,3037,3039,3041,3043,3045,3047,3049,3051,3053,3055,3057,3059,3061,3063,3065,3067,3069,3071,3073,3075,3077,3079,3081,3083,3085,3087,3089,3091,3093,3095,3097,3099,3101,3103,3105,3107,3109,3111,3113,3115,3117,3119,3121,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3251,3253,3255,3257,3259,3261,3263,3265,3267,3269,3271,3273,3275,3277,3279,3281,3283,3285,3287,3289,3291,3293,3295,3297,3299,3301,3303,3305,3307,3309,3311,3313,3315,3317,3319,3321,3323,3325,3327,3329,3331,3333,3335,3337,3339,3341,3343,3345,3347,3349,3351,3353,3355,3357,3359,3361,3363,3365,3367,3369,3371,3373,3375,3377,3379,3381,3383,3385,3387,3389,3391,3393,3395,3397,3399,3401,3403,3405,3407,3409,3411,3413,3415,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459,3461,3463,3465,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489,3491,3493,3495,3497,3499,3501,3503,3505,3507,3509,3511,3513,3515,3517,3519,3521,3523,3525,3527,3529,3531,3533,3535,3537,3539,3541,3543,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587,3589,3591,3593,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617,3619,3621,3623,3625,3627,3629,3631,3633,3635,3637,3639,3641,3643,3645,3647,3649,3651,3653,3655,3657,3659,3661,3663,3665,3667,3669,3671,3673,3675,3677,3679,3681,3683,3685,3687,3689,3691,3693,3695,3697,3699,3701,3703,3705,3707,3709,3711,3713,3715,3717,3719,3721,3723,3725,3727,3729,3731,3733,3735,3737,3739,3741,3743,3745,3747,3749,3751,3753,3755,3757,3759,3761,3763,3765,3767,3769,3771,3773,3775,3777,3779,3781,3783,3785,3787,3789,3791,3793,3795,3797,3799,3801,3803,3805,3807,3809,3811,3813,3815,3817,3819,3821,3823,3825,3827,3829,3831,3833,3835,3837,3839,3841,3843,3845,3847,3849,3851,3853,3855,3857,3859,3861,3863,3865,3867,3869,3871,3873,3875,3877,3879,3881,3883,3885,3887,3889,3891,3893,3895,3897,3899,3901,3903,3905,3907,3909,3911,3913,3915,3917,3919,3921,3923,3925,3927,3929,3931,3933,3935,3937,3939,3941,3943,3945,3947,3949,3951,3953,3955,3957,3959,3961,3963,3965,3967,3969,3971,3973,3975,3977,3979,3981,3983,3985,3987,3989,3991,3993,3995,3997,3999,4001,4003,4005,4007,4009,4011,4013,4015,4017,4019,4021,4023,4025,4027,4029,4031,4033,4035,4037,4039,4041,4043,4045,4047,4049,4051,4053,4055,4057,4059,4061,4063,4065,4067,4069,4071,4073,4075,4077,4079,4081,4083,4085,4087,4089,4091,4093,4095,4097,4099,4101,4103,4105,4107,4109,4111,4113,4115,4117,4119,4121,4123,4125,4127,4129,4131,4133,4135,4137,4139,4141,4143,4145,4147,4149,4151,4153,4155,4157,4159,4161,4163,4165,4167,4169,4171,4173,4175,4177,4179,4181,4183,4185,4187,4189,4191,4193,4195,4197,4199,4201,4203,4205,4207,4209,4211,4213,4215,4217,4219,4221,4223,4225,4227,4229,4231,4233,4235,4237,4239,4241,4243,4245,4247,4249,4251,4253,4255,4257,4259,4261,4263,4265,4267,4269,4271,4273,4275,4277,4279,4281,4283,4285,4287,4289,4291,4293,4295,4297,4299,4301,4303,4305,4307,4309,4311,4313,4315,4317,4319,4321,4323,4325,4327,4329,4331,4333,4335,4337,4339,4341,4343,4345,4347,4349,4351,4353,4355,4357,4359,4361,4363,4365,4367,4369,4371,4373,4375,4377,4379,4381,4383,4385,4387,4389,4391,4393,4395,4397,4399,4401,4403,4405,4407,4409,4411,4413,4415,4417,4419,4421,4423,4425,4427,4429,4431,4433,4435,4437,4439,4441,4443,4445,4447,4449,4451,4453,4455,4457,4459,4461,4463,4465,4467,4469,4471,4473,4475,4477,4479,4481,4483,4485,4487,4489,4491,4493,4495,4497,4499,4501,4503,4505,4507,4509,4511,4513,4515,4517,4519,4521,4523,4525,4527,4529,4531,4533,4536,4538,4540,4542,4544,4546,4548,4550,4552,4554,4556,4558,4560,4562,4564,4566,4568,4570,4572,4574,4576,4578,4580,4582,4584,4586,4588,4590,4592,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616,4618,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642,4644,4646,4648,4650,4652,4654,4656,4658,4660,4662,4664,4666,4668,4670,4672,4674,4676,4678,4680,4682,4684,4686,4688,4690,4692,4694,4696,4698,4700,4702,4704,4706,4708,4710,4712,4714,4716,4718,4720,4722,4724,4726,4728,4730,4732,4734,4736,4738,4740,4742,4744,4746,4748,4750,4752,4754,4756,4758,4760,4762,4764,4766,4768,4770,4772,4774,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808,4810,4812,4814,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844,4846,4848,4850,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894,4896,4898,4900,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924,4926,4928,4930,4932,4934,4936,4938,4940,4942,4944,4946,4948,4950,4952,4954,4956,4958,4960,4962,4964,4966,4968,4970,4972,4974,4976,4978,4980,4982,4984,4986,4988,4990,4992,4994,4996,4998,5000,5002,5004,5006,5008,5010,5012,5014,5016,5018,5020,5022,5024,5026,5028,5030,5032,5034,5036,5038,5040,5042,5044,5046,5048,5050,5052,5054,5056,5058,5060,5062,5064,5066,5068,5070,5072,5074,5076,5078,5080,5082,5084,5086,5088,5090,5092,5094,5096,5098,5100,5102,5104,5106,5108,5110,5112,5114,5116,5118,5120,5122,5124,5126,5128,5130,5132,5134,5136,5138,5140,5142,5144,5146,5148,5150,5152,5154,5156,5158,5160,5162,5164,5166,5168,5170,5172,5174,5176,5178,5180,5182,5184,5186,5188,5190,5192,5194,5196,5198,5200,5202,5204,5206,5208,5210,5212,5214,5216,5218,5220,5222,5224,5226,5228,5230,5232,5234,5236,5238,5240,5242,5244,5246,5248,5250,5252,5254,5256,5258,5260,5262,5264,5266,5268,5270,5272,5274,5276,5278,5280,5282,5284,5286,5288,5290,5292,5294,5296,5298,5300,5302,5304,5306,5308,5310,5312,5314,5316,5318,5320,5322,5324,5326,5328,5330,5332,5334,5336,5338,5340,5342,5344,5346,5348,5350,5352,5354,5356,5358,5360,5362,5364,5366,5368,5370,5372,5374,5376,5378,5380,5382,5384,5386,5388,5390,5393,5395,5397,5399,5401,5403,5405,5407,5409,5411,5413,5415,5417,5419,5421,5423,5425,5427,5429,5431,5433,5435,5437,5439,5441,5443,5445,5447,5449,5451,5453,5455,5457,5459,5461,5463,5465,5467,5469,5471,5473,5475,5477,5479,5481,5483,5485,5487,5489,5491,5493,5495,5497,5499,5501,5503,5505,5507,5509,5511,5513,5515,5517,5519,5521,5523,5525,5527,5529,5531,5533,5535,5537,5539,5541,5543,5545,5547,5549,5551,5553,5555,5557,5559,5561,5563,5565,5567,5569,5571,5573,5575,5577,5579,5581,5583,5585,5587,5589,5591,5593,5596,5598,5600,5602,5604,5606,5608,5610,5612,5614,5616,5618,5620,5622,5624,5626,5628,5630,5632,5634,5636,5638,5640,5642,5644,5646,5648,5650,5652,5654,5656,5658,5660,5662,5664,5666,5668,5670,5672,5674,5676,5678,5680,5682,5684,5686,5688,5690,5692,5694,5696,5698,5700,5702,5704,5706,5708,5710,5712,5714,5716,5718,5720,5722,5724,5726,5728,5730,5732,5734,5736,5738,5740,5742,5744,5746,5748,5750,5752,5754,5756,5758,5760,5762,5764,5766,5768,5770,5772,5774,5776,5778,5780,5782,5784,5786,5788,5790,5792,5794,5796,5798,5800,5802,5804,5806,5808,5810,5812,5814,5816,5818,5820,5822,5824,5826,5828,5830,5832,5834,5836,5838,5840,5842,5844,5846,5848,5850,5852,5854,5856,5858,5860,5862,5864,5866,5868,5870,5872,5874,5876,5878,5880,5882,5884,5886,5888,5890,5892,5894,5896,5898,5900,5902,5904,5906,5908,5910,5912,5914,5916,5918,5920,5922,5924,5926,5928,5930,5932,5934,5936,5938,5940,5942,5944,5946,5948,5950,5952,5954,5956,5958,5960,5962,5964,5966,5968,5970,5972,5974,5976,5978,5980,5982,5984,5986,5988,5990,5992,5994,5996,5998,6000,6002,6004,6006,6008,6010,6012,6014,6016,6018,6020,6022,6024,6026,6028,6030,6032,6034,6036,6038,6040,6042,6044,6046,6048,6050,6052,6054,6056,6058,6060,6062,6064,6066,6068,6070,6072,6074,6076,6078,6080,6082,6084,6086,6088,6090,6092,6094,6096,6098,6100,6102,6104,6106,6108,6110,6112,6114,6116,6118,6120,6122,6124,6126,6128,6130,6132,6134,6136,6138,6140,6142,6144,6146,6148,6150,6152,6154,6156,6158,6160,6162,6164,6166,6168,6170,6172,6174,6176,6178,6180,6182,6184,6186,6188,6190,6192,6194,6196,6198,6200,6202,6204,6206,6208,6210,6212,6214,6216,6218,6220,6222,6224,6226,6228,6230,6232,6234,6236,6238,6240,6242,6244,6246,6248,6250,6252,6254,6256,6258,6260,6262,6264,6266,6268,6270,6272,6274,6276,6278,6280,6282,6284,6286,6288,6290,6292,6294,6296,6298,6300,6302,6304,6306,6308,6310,6312,6314,6316,6318,6320,6322,6324,6326,6328,6330,6332,6334,6336,6338,6340,6342,6344,6346,6348,6350,6352,6354,6356,6358,6360,6362,6364,6366,6368,6370,6372,6374,6376,6378,6380,6382,6384,6386,6388,6390,6392,6394,6396,6398,6400,6402,6404,6406,6408,6410,6412,6414,6416,6418,6420,6422,6424,6426,6428,6430,6432,6434,6436,6438,6440,6442,6444,6446,6448,6450,6452,6454,6456,6458,6460,6462,6464,6466,6468,6470,6472,6474,6476,6478,6480,6482,6484,6486,6488,6490,6492,6494,6496,6498,6500,6502,6504,6506,6508,6510,6512,6514,6516,6518,6520,6522,6524,6526,6528,6530,6532,6534,6536,6538,6540,6542,6544,6546,6548,6550,6552,6554,6556,6558,6560,6562,6564,6566,6568,6570,6572,6574,6576,6578,6580,6582,6584,6586,6588,6590,6592,6594,6596,6598,6600,6602,6604,6606,6608,6610,6612,6614,6616,6618,6620,6622,6624,6626,6628,6630,6632,6634,6636,6638,6640,6642,6644,6646,6648,6650,6652,6654,6656,6658,6660,6662,6664,6666,6668,6670,6672,6674,6676,6678,6680,6682,6684,6686,6688,6690,6692,6694,6696,6698,6700,6702,6704,6706,6708,6710,6712,6714,6716,6718,6720,6722,6724,6726,6728,6730,6732,6734,6736,6738,6740,6742,6744,6746,6748,6750,6752,6754,6756,6758,6760,6762,6764,6766,6768,6770,6772,6774,6776,6778,6780,6782,6784,6786,6788,6790,6792,6794,6796,6798,6800,6802,6804,6806,6808,6810,6812,6814,6816,6818,6820,6822,6824,6826,6828,6830,6832,6834,6836,6838,6840,6842,6844,6846,6848,6850,6852,6854,6856,6858,6860,6862,6864,6866,6868,6870,6872,6874,6876,6878,6880,6882,6884,6886,6888,6890,6892,6894,6896,6898,6900,6902,6904,6906,6908,6910,6912,6914,6916,6918,6920,6922,6924,6926,6928,6930,6932,6934,6936,6938,6940,6942,6944,6946,6948,6950,6952,6954,6956,6958,6960,6962,6964,6966,6968,6970,6972,6974,6976,6978,6980,6982,6984,6986,6988,6990,6992,6994,6996,6998,7000],{"categories":100},[101],"AI & LLMs",{"categories":103},[104],"Developer Productivity",{"categories":106},[101],{"categories":108},[109],"Business & SaaS",{"categories":111},[101],{"categories":113},[114],"AI Automation",{"categories":116},[117],"Product Strategy",{"categories":119},[114],{"categories":121},[101],{"categories":123},[104],{"categories":125},[114],{"categories":127},[64],{"categories":129},[101],{"categories":131},[109],{"categories":133},[],{"categories":135},[101],{"categories":137},[138],"Inference & Serving",{"categories":140},[101],{"categories":142},[101],{"categories":144},[114],{"categories":146},[],{"categories":148},[149],"AI News & Trends",{"categories":151},[152],"Data Science & Visualization",{"categories":154},[114],{"categories":156},[101],{"categories":158},[101],{"categories":160},[109],{"categories":162},[104],{"categories":164},[101],{"categories":166},[114],{"categories":168},[149],{"categories":170},[101],{"categories":172},[114],{"categories":174},[114],{"categories":176},[101],{"categories":178},[101],{"categories":180},[114],{"categories":182},[101],{"categories":184},[101],{"categories":186},[101],{"categories":188},[114],{"categories":190},[149],{"categories":192},[101],{"categories":194},[101],{"categories":196},[101],{"categories":198},[],{"categories":200},[201],"Design & Frontend",{"categories":203},[152],{"categories":205},[149],{"categories":207},[101],{"categories":209},[101],{"categories":211},[101],{"categories":213},[],{"categories":215},[101],{"categories":217},[101],{"categories":219},[114],{"categories":221},[64],{"categories":223},[101],{"categories":225},[114],{"categories":227},[101],{"categories":229},[230],"Marketing & Growth",{"categories":232},[201],{"categories":234},[101],{"categories":236},[114],{"categories":238},[101],{"categories":240},[101],{"categories":242},[64],{"categories":244},[101],{"categories":246},[],{"categories":248},[],{"categories":250},[201],{"categories":252},[101],{"categories":254},[114],{"categories":256},[104],{"categories":258},[64],{"categories":260},[114],{"categories":262},[201],{"categories":264},[117],{"categories":266},[101],{"categories":268},[64],{"categories":270},[271],"DevOps & Cloud",{"categories":273},[114],{"categories":275},[117],{"categories":277},[149],{"categories":279},[101],{"categories":281},[],{"categories":283},[101],{"categories":285},[101],{"categories":287},[],{"categories":289},[114],{"categories":291},[64],{"categories":293},[],{"categories":295},[64],{"categories":297},[101],{"categories":299},[300],"Governance & Standards",{"categories":302},[109],{"categories":304},[],{"categories":306},[],{"categories":308},[101],{"categories":310},[101],{"categories":312},[114],{"categories":314},[101],{"categories":316},[101],{"categories":318},[114],{"categories":320},[101],{"categories":322},[101],{"categories":324},[101],{"categories":326},[],{"categories":328},[64],{"categories":330},[],{"categories":332},[],{"categories":334},[101],{"categories":336},[64],{"categories":338},[],{"categories":340},[64],{"categories":342},[101],{"categories":344},[101],{"categories":346},[230],{"categories":348},[101],{"categories":350},[101],{"categories":352},[101],{"categories":354},[201],{"categories":356},[201],{"categories":358},[101],{"categories":360},[64],{"categories":362},[114],{"categories":364},[365],"GovTech & Public-Sector Adoption",{"categories":367},[64],{"categories":369},[101],{"categories":371},[101],{"categories":373},[101],{"categories":375},[114],{"categories":377},[114],{"categories":379},[152],{"categories":381},[101],{"categories":383},[149],{"categories":385},[114],{"categories":387},[388],"Legal AI Tools",{"categories":390},[101],{"categories":392},[114],{"categories":394},[101],{"categories":396},[230],{"categories":398},[114],{"categories":400},[117],{"categories":402},[101],{"categories":404},[64],{"categories":406},[365],{"categories":408},[],{"categories":410},[114],{"categories":412},[],{"categories":414},[109],{"categories":416},[114],{"categories":418},[114],{"categories":420},[421],"RAG & Retrieval",{"categories":423},[109],{"categories":425},[101],{"categories":427},[64],{"categories":429},[64],{"categories":431},[271],{"categories":433},[201],{"categories":435},[114],{"categories":437},[101],{"categories":439},[101],{"categories":441},[],{"categories":443},[444],"Agents & Orchestration",{"categories":446},[64],{"categories":448},[101],{"categories":450},[],{"categories":452},[114],{"categories":454},[109],{"categories":456},[],{"categories":458},[101],{"categories":460},[],{"categories":462},[101],{"categories":464},[104],{"categories":466},[64],{"categories":468},[109],{"categories":470},[101],{"categories":472},[114],{"categories":474},[101],{"categories":476},[149],{"categories":478},[101],{"categories":480},[],{"categories":482},[101],{"categories":484},[],{"categories":486},[101],{"categories":488},[64],{"categories":490},[101],{"categories":492},[114],{"categories":494},[152],{"categories":496},[],{"categories":498},[101],{"categories":500},[201],{"categories":502},[503],"Models & Frontier Labs",{"categories":505},[],{"categories":507},[201],{"categories":509},[510],"Regulation & Governance of AI",{"categories":512},[117],{"categories":514},[114],{"categories":516},[],{"categories":518},[101],{"categories":520},[101],{"categories":522},[114],{"categories":524},[114],{"categories":526},[149],{"categories":528},[101],{"categories":530},[109],{"categories":532},[101],{"categories":534},[114],{"categories":536},[],{"categories":538},[64],{"categories":540},[114],{"categories":542},[101],{"categories":544},[117],{"categories":546},[101],{"categories":548},[549],"AI Policy & Regulation",{"categories":551},[],{"categories":553},[101],{"categories":555},[114],{"categories":557},[117],{"categories":559},[114],{"categories":561},[101],{"categories":563},[101],{"categories":565},[101],{"categories":567},[114],{"categories":569},[],{"categories":571},[152],{"categories":573},[574],"Evals & Reliability",{"categories":576},[101],{"categories":578},[101],{"categories":580},[],{"categories":582},[104],{"categories":584},[365],{"categories":586},[549],{"categories":588},[101],{"categories":590},[109],{"categories":592},[101],{"categories":594},[114],{"categories":596},[101],{"categories":598},[114],{"categories":600},[444],{"categories":602},[101],{"categories":604},[64],{"categories":606},[101],{"categories":608},[],{"categories":610},[201],{"categories":612},[],{"categories":614},[101],{"categories":616},[365],{"categories":618},[101],{"categories":620},[101],{"categories":622},[101],{"categories":624},[],{"categories":626},[101],{"categories":628},[201],{"categories":630},[64],{"categories":632},[],{"categories":634},[101],{"categories":636},[],{"categories":638},[114],{"categories":640},[101],{"categories":642},[201],{"categories":644},[],{"categories":646},[101],{"categories":648},[101],{"categories":650},[152],{"categories":652},[114],{"categories":654},[101],{"categories":656},[109],{"categories":658},[114],{"categories":660},[101],{"categories":662},[101],{"categories":664},[64],{"categories":666},[201],{"categories":668},[101],{"categories":670},[114],{"categories":672},[],{"categories":674},[64],{"categories":676},[114],{"categories":678},[152],{"categories":680},[],{"categories":682},[101],{"categories":684},[149],{"categories":686},[101],{"categories":688},[],{"categories":690},[101],{"categories":692},[101],{"categories":694},[101],{"categories":696},[109,230],{"categories":698},[],{"categories":700},[64],{"categories":702},[101],{"categories":704},[101],{"categories":706},[114],{"categories":708},[101],{"categories":710},[],{"categories":712},[],{"categories":714},[101],{"categories":716},[201],{"categories":718},[101],{"categories":720},[],{"categories":722},[101],{"categories":724},[271],{"categories":726},[],{"categories":728},[114],{"categories":730},[149],{"categories":732},[101],{"categories":734},[101],{"categories":736},[201],{"categories":738},[],{"categories":740},[149],{"categories":742},[101],{"categories":744},[138],{"categories":746},[101],{"categories":748},[101],{"categories":750},[114],{"categories":752},[149],{"categories":754},[503],{"categories":756},[101],{"categories":758},[230],{"categories":760},[],{"categories":762},[114],{"categories":764},[109],{"categories":766},[64],{"categories":768},[101],{"categories":770},[114],{"categories":772},[],{"categories":774},[101,271],{"categories":776},[101],{"categories":778},[101],{"categories":780},[101],{"categories":782},[114],{"categories":784},[101,64],{"categories":786},[152],{"categories":788},[101],{"categories":790},[101],{"categories":792},[101],{"categories":794},[64],{"categories":796},[101],{"categories":798},[114],{"categories":800},[114],{"categories":802},[549],{"categories":804},[230],{"categories":806},[101],{"categories":808},[114],{"categories":810},[101],{"categories":812},[101],{"categories":814},[114],{"categories":816},[],{"categories":818},[114],{"categories":820},[101],{"categories":822},[101],{"categories":824},[114],{"categories":826},[101],{"categories":828},[101,109],{"categories":830},[101],{"categories":832},[109],{"categories":834},[],{"categories":836},[201],{"categories":838},[201],{"categories":840},[101],{"categories":842},[],{"categories":844},[],{"categories":846},[101],{"categories":848},[149],{"categories":850},[],{"categories":852},[104],{"categories":854},[101],{"categories":856},[64],{"categories":858},[101],{"categories":860},[861],"Generative UI & Design-to-Code",{"categories":863},[101],{"categories":865},[101],{"categories":867},[201],{"categories":869},[101],{"categories":871},[872],"Algorithmic Accountability",{"categories":874},[114],{"categories":876},[64],{"categories":878},[149],{"categories":880},[201],{"categories":882},[101],{"categories":884},[],{"categories":886},[117],{"categories":888},[101],{"categories":890},[101],{"categories":892},[101],{"categories":894},[101],{"categories":896},[114],{"categories":898},[899],"MLOps & Infrastructure",{"categories":901},[101],{"categories":903},[101],{"categories":905},[101],{"categories":907},[101],{"categories":909},[101],{"categories":911},[64],{"categories":913},[149],{"categories":915},[101],{"categories":917},[117],{"categories":919},[104],{"categories":921},[101],{"categories":923},[114],{"categories":925},[271],{"categories":927},[101],{"categories":929},[109],{"categories":931},[101],{"categories":933},[201],{"categories":935},[101],{"categories":937},[101],{"categories":939},[114],{"categories":941},[],{"categories":943},[],{"categories":945},[101],{"categories":947},[138],{"categories":949},[201],{"categories":951},[149],{"categories":953},[152],{"categories":955},[],{"categories":957},[101],{"categories":959},[101],{"categories":961},[109],{"categories":963},[114],{"categories":965},[101],{"categories":967},[101],{"categories":969},[101],{"categories":971},[101],{"categories":973},[149],{"categories":975},[138],{"categories":977},[101],{"categories":979},[201],{"categories":981},[101],{"categories":983},[],{"categories":985},[114],{"categories":987},[64],{"categories":989},[],{"categories":991},[101],{"categories":993},[101],{"categories":995},[114],{"categories":997},[64],{"categories":999},[101],{"categories":1001},[152],{"categories":1003},[201],{"categories":1005},[],{"categories":1007},[101],{"categories":1009},[],{"categories":1011},[101],{"categories":1013},[],{"categories":1015},[101],{"categories":1017},[101],{"categories":1019},[117],{"categories":1021},[109],{"categories":1023},[114],{"categories":1025},[114],{"categories":1027},[],{"categories":1029},[101],{"categories":1031},[104],{"categories":1033},[101],{"categories":1035},[101],{"categories":1037},[109],{"categories":1039},[149],{"categories":1041},[104],{"categories":1043},[],{"categories":1045},[101],{"categories":1047},[],{"categories":1049},[101],{"categories":1051},[],{"categories":1053},[149],{"categories":1055},[149],{"categories":1057},[],{"categories":1059},[444],{"categories":1061},[101],{"categories":1063},[201],{"categories":1065},[64],{"categories":1067},[],{"categories":1069},[388],{"categories":1071},[114],{"categories":1073},[109],{"categories":1075},[],{"categories":1077},[],{"categories":1079},[104],{"categories":1081},[152],{"categories":1083},[],{"categories":1085},[230],{"categories":1087},[114],{"categories":1089},[109],{"categories":1091},[114],{"categories":1093},[101],{"categories":1095},[109],{"categories":1097},[101],{"categories":1099},[64],{"categories":1101},[],{"categories":1103},[138],{"categories":1105},[117],{"categories":1107},[101],{"categories":1109},[201],{"categories":1111},[64],{"categories":1113},[109],{"categories":1115},[101],{"categories":1117},[64],{"categories":1119},[101],{"categories":1121},[114],{"categories":1123},[109],{"categories":1125},[101],{"categories":1127},[101],{"categories":1129},[101],{"categories":1131},[101],{"categories":1133},[101],{"categories":1135},[],{"categories":1137},[],{"categories":1139},[64],{"categories":1141},[152],{"categories":1143},[117],{"categories":1145},[101],{"categories":1147},[114],{"categories":1149},[64],{"categories":1151},[64],{"categories":1153},[101],{"categories":1155},[],{"categories":1157},[149],{"categories":1159},[117],{"categories":1161},[117],{"categories":1163},[64],{"categories":1165},[101],{"categories":1167},[574],{"categories":1169},[271],{"categories":1171},[],{"categories":1173},[114],{"categories":1175},[101],{"categories":1177},[],{"categories":1179},[104],{"categories":1181},[],{"categories":1183},[101],{"categories":1185},[101],{"categories":1187},[101],{"categories":1189},[201],{"categories":1191},[230],{"categories":1193},[101],{"categories":1195},[64],{"categories":1197},[101],{"categories":1199},[114],{"categories":1201},[],{"categories":1203},[64],{"categories":1205},[101],{"categories":1207},[104],{"categories":1209},[],{"categories":1211},[109],{"categories":1213},[101],{"categories":1215},[101],{"categories":1217},[149],{"categories":1219},[101,271],{"categories":1221},[101],{"categories":1223},[1224],"Design Systems for AI",{"categories":1226},[101],{"categories":1228},[101],{"categories":1230},[149],{"categories":1232},[101],{"categories":1234},[101],{"categories":1236},[101],{"categories":1238},[109],{"categories":1240},[101],{"categories":1242},[101],{"categories":1244},[101],{"categories":1246},[],{"categories":1248},[101],{"categories":1250},[101],{"categories":1252},[109],{"categories":1254},[101],{"categories":1256},[],{"categories":1258},[114],{"categories":1260},[114],{"categories":1262},[64],{"categories":1264},[149],{"categories":1266},[64],{"categories":1268},[101],{"categories":1270},[201],{"categories":1272},[149],{"categories":1274},[152],{"categories":1276},[101],{"categories":1278},[101],{"categories":1280},[114],{"categories":1282},[104],{"categories":1284},[549],{"categories":1286},[101],{"categories":1288},[114],{"categories":1290},[101],{"categories":1292},[64],{"categories":1294},[64],{"categories":1296},[],{"categories":1298},[],{"categories":1300},[101],{"categories":1302},[114],{"categories":1304},[117],{"categories":1306},[],{"categories":1308},[109],{"categories":1310},[101],{"categories":1312},[],{"categories":1314},[201],{"categories":1316},[64],{"categories":1318},[114],{"categories":1320},[64],{"categories":1322},[201],{"categories":1324},[101],{"categories":1326},[101],{"categories":1328},[201],{"categories":1330},[],{"categories":1332},[],{"categories":1334},[149],{"categories":1336},[114],{"categories":1338},[114],{"categories":1340},[101],{"categories":1342},[101],{"categories":1344},[101],{"categories":1346},[101],{"categories":1348},[109],{"categories":1350},[101],{"categories":1352},[101],{"categories":1354},[],{"categories":1356},[64],{"categories":1358},[64],{"categories":1360},[101],{"categories":1362},[64],{"categories":1364},[109],{"categories":1366},[],{"categories":1368},[101],{"categories":1370},[101],{"categories":1372},[101],{"categories":1374},[101],{"categories":1376},[101],{"categories":1378},[114],{"categories":1380},[104],{"categories":1382},[109],{"categories":1384},[101],{"categories":1386},[114],{"categories":1388},[149],{"categories":1390},[114],{"categories":1392},[138],{"categories":1394},[230],{"categories":1396},[101],{"categories":1398},[114],{"categories":1400},[101],{"categories":1402},[101],{"categories":1404},[101],{"categories":1406},[],{"categories":1408},[201],{"categories":1410},[],{"categories":1412},[101],{"categories":1414},[101],{"categories":1416},[],{"categories":1418},[101],{"categories":1420},[64],{"categories":1422},[109],{"categories":1424},[1425],"Visual & Generative Media",{"categories":1427},[114],{"categories":1429},[],{"categories":1431},[101],{"categories":1433},[101],{"categories":1435},[64],{"categories":1437},[271],{"categories":1439},[101],{"categories":1441},[152],{"categories":1443},[549],{"categories":1445},[64],{"categories":1447},[230],{"categories":1449},[101],{"categories":1451},[201],{"categories":1453},[101],{"categories":1455},[101],{"categories":1457},[64],{"categories":1459},[114],{"categories":1461},[101],{"categories":1463},[],{"categories":1465},[],{"categories":1467},[114],{"categories":1469},[64],{"categories":1471},[104],{"categories":1473},[114],{"categories":1475},[503],{"categories":1477},[101],{"categories":1479},[117],{"categories":1481},[101],{"categories":1483},[109],{"categories":1485},[],{"categories":1487},[101],{"categories":1489},[117],{"categories":1491},[101],{"categories":1493},[101],{"categories":1495},[101],{"categories":1497},[117],{"categories":1499},[101],{"categories":1501},[101],{"categories":1503},[230],{"categories":1505},[101],{"categories":1507},[444],{"categories":1509},[101],{"categories":1511},[114],{"categories":1513},[101],{"categories":1515},[101],{"categories":1517},[101],{"categories":1519},[101],{"categories":1521},[201],{"categories":1523},[114],{"categories":1525},[],{"categories":1527},[114],{"categories":1529},[],{"categories":1531},[271],{"categories":1533},[64],{"categories":1535},[],{"categories":1537},[503],{"categories":1539},[101],{"categories":1541},[114],{"categories":1543},[114],{"categories":1545},[101],{"categories":1547},[201,101],{"categories":1549},[104],{"categories":1551},[101],{"categories":1553},[201],{"categories":1555},[],{"categories":1557},[101],{"categories":1559},[104],{"categories":1561},[101],{"categories":1563},[1564],"Medical Imaging & Radiology",{"categories":1566},[101],{"categories":1568},[101],{"categories":1570},[101],{"categories":1572},[201],{"categories":1574},[114],{"categories":1576},[64],{"categories":1578},[],{"categories":1580},[101],{"categories":1582},[101],{"categories":1584},[101],{"categories":1586},[],{"categories":1588},[],{"categories":1590},[101],{"categories":1592},[101],{"categories":1594},[444],{"categories":1596},[101],{"categories":1598},[104],{"categories":1600},[101],{"categories":1602},[101],{"categories":1604},[],{"categories":1606},[114],{"categories":1608},[101],{"categories":1610},[117],{"categories":1612},[64],{"categories":1614},[101],{"categories":1616},[114],{"categories":1618},[444],{"categories":1620},[101],{"categories":1622},[114],{"categories":1624},[101],{"categories":1626},[101],{"categories":1628},[101],{"categories":1630},[201],{"categories":1632},[114],{"categories":1634},[271],{"categories":1636},[201],{"categories":1638},[109],{"categories":1640},[114],{"categories":1642},[149],{"categories":1644},[101],{"categories":1646},[101],{"categories":1648},[117],{"categories":1650},[101],{"categories":1652},[101],{"categories":1654},[101],{"categories":1656},[101],{"categories":1658},[114],{"categories":1660},[101],{"categories":1662},[64],{"categories":1664},[64],{"categories":1666},[101],{"categories":1668},[117],{"categories":1670},[],{"categories":1672},[149],{"categories":1674},[],{"categories":1676},[117],{"categories":1678},[114],{"categories":1680},[101],{"categories":1682},[114],{"categories":1684},[1224],{"categories":1686},[1224],{"categories":1688},[201],{"categories":1690},[101],{"categories":1692},[101],{"categories":1694},[101],{"categories":1696},[114],{"categories":1698},[64],{"categories":1700},[201],{"categories":1702},[114],{"categories":1704},[149],{"categories":1706},[],{"categories":1708},[101],{"categories":1710},[],{"categories":1712},[101],{"categories":1714},[101],{"categories":1716},[101],{"categories":1718},[101],{"categories":1720},[114],{"categories":1722},[1723],"Contract Review & E-Discovery",{"categories":1725},[101],{"categories":1727},[201],{"categories":1729},[101],{"categories":1731},[104],{"categories":1733},[101],{"categories":1735},[149],{"categories":1737},[101],{"categories":1739},[101],{"categories":1741},[230],{"categories":1743},[64],{"categories":1745},[101],{"categories":1747},[101],{"categories":1749},[114],{"categories":1751},[114],{"categories":1753},[872],{"categories":1755},[101],{"categories":1757},[101],{"categories":1759},[114],{"categories":1761},[114],{"categories":1763},[101],{"categories":1765},[101],{"categories":1767},[101],{"categories":1769},[114],{"categories":1771},[101],{"categories":1773},[101],{"categories":1775},[444],{"categories":1777},[421],{"categories":1779},[101],{"categories":1781},[114],{"categories":1783},[101],{"categories":1785},[1786],"Law-Firm Practice & Adoption",{"categories":1788},[101],{"categories":1790},[114],{"categories":1792},[201],{"categories":1794},[101],{"categories":1796},[101],{"categories":1798},[101],{"categories":1800},[],{"categories":1802},[],{"categories":1804},[64],{"categories":1806},[101],{"categories":1808},[],{"categories":1810},[114],{"categories":1812},[104],{"categories":1814},[271],{"categories":1816},[101],{"categories":1818},[],{"categories":1820},[104],{"categories":1822},[109],{"categories":1824},[101],{"categories":1826},[230],{"categories":1828},[],{"categories":1830},[109],{"categories":1832},[114],{"categories":1834},[109],{"categories":1836},[],{"categories":1838},[101],{"categories":1840},[117],{"categories":1842},[101],{"categories":1844},[64],{"categories":1846},[],{"categories":1848},[],{"categories":1850},[],{"categories":1852},[],{"categories":1854},[101],{"categories":1856},[117],{"categories":1858},[114],{"categories":1860},[271],{"categories":1862},[101],{"categories":1864},[104],{"categories":1866},[64],{"categories":1868},[101],{"categories":1870},[101],{"categories":1872},[64],{"categories":1874},[117],{"categories":1876},[101],{"categories":1878},[101],{"categories":1880},[101],{"categories":1882},[899],{"categories":1884},[101],{"categories":1886},[64],{"categories":1888},[101],{"categories":1890},[230],{"categories":1892},[64],{"categories":1894},[109],{"categories":1896},[101],{"categories":1898},[101],{"categories":1900},[101],{"categories":1902},[201],{"categories":1904},[101],{"categories":1906},[101],{"categories":1908},[101],{"categories":1910},[101],{"categories":1912},[109],{"categories":1914},[114],{"categories":1916},[101,104],{"categories":1918},[444],{"categories":1920},[101],{"categories":1922},[101],{"categories":1924},[64],{"categories":1926},[64],{"categories":1928},[201],{"categories":1930},[114],{"categories":1932},[114],{"categories":1934},[64],{"categories":1936},[101],{"categories":1938},[101],{"categories":1940},[101],{"categories":1942},[],{"categories":1944},[],{"categories":1946},[101],{"categories":1948},[152],{"categories":1950},[101],{"categories":1952},[114],{"categories":1954},[],{"categories":1956},[101],{"categories":1958},[101],{"categories":1960},[64],{"categories":1962},[152],{"categories":1964},[149],{"categories":1966},[201],{"categories":1968},[101],{"categories":1970},[114],{"categories":1972},[101],{"categories":1974},[64],{"categories":1976},[],{"categories":1978},[114],{"categories":1980},[101],{"categories":1982},[101],{"categories":1984},[101],{"categories":1986},[101],{"categories":1988},[],{"categories":1990},[114],{"categories":1992},[101],{"categories":1994},[101],{"categories":1996},[101],{"categories":1998},[],{"categories":2000},[114],{"categories":2002},[101],{"categories":2004},[101],{"categories":2006},[109],{"categories":2008},[101],{"categories":2010},[101],{"categories":2012},[],{"categories":2014},[104],{"categories":2016},[101],{"categories":2018},[101],{"categories":2020},[101],{"categories":2022},[201],{"categories":2024},[101],{"categories":2026},[64],{"categories":2028},[101],{"categories":2030},[104],{"categories":2032},[101],{"categories":2034},[64],{"categories":2036},[230],{"categories":2038},[114],{"categories":2040},[114],{"categories":2042},[101],{"categories":2044},[101],{"categories":2046},[101,201],{"categories":2048},[101],{"categories":2050},[114],{"categories":2052},[149],{"categories":2054},[101],{"categories":2056},[149],{"categories":2058},[114],{"categories":2060},[201],{"categories":2062},[101],{"categories":2064},[],{"categories":2066},[64],{"categories":2068},[271],{"categories":2070},[201],{"categories":2072},[64],{"categories":2074},[101],{"categories":2076},[117],{"categories":2078},[101],{"categories":2080},[101],{"categories":2082},[114],{"categories":2084},[],{"categories":2086},[],{"categories":2088},[101],{"categories":2090},[],{"categories":2092},[],{"categories":2094},[117],{"categories":2096},[64],{"categories":2098},[101],{"categories":2100},[114],{"categories":2102},[114],{"categories":2104},[109],{"categories":2106},[114],{"categories":2108},[271],{"categories":2110},[101],{"categories":2112},[101],{"categories":2114},[101],{"categories":2116},[138],{"categories":2118},[101],{"categories":2120},[101],{"categories":2122},[101],{"categories":2124},[64],{"categories":2126},[114],{"categories":2128},[101],{"categories":2130},[101],{"categories":2132},[64],{"categories":2134},[388],{"categories":2136},[114],{"categories":2138},[872],{"categories":2140},[],{"categories":2142},[201],{"categories":2144},[1786],{"categories":2146},[64],{"categories":2148},[],{"categories":2150},[],{"categories":2152},[101],{"categories":2154},[114],{"categories":2156},[],{"categories":2158},[],{"categories":2160},[101],{"categories":2162},[230],{"categories":2164},[101],{"categories":2166},[230],{"categories":2168},[114],{"categories":2170},[101],{"categories":2172},[101],{"categories":2174},[64],{"categories":2176},[117],{"categories":2178},[],{"categories":2180},[101],{"categories":2182},[101],{"categories":2184},[64],{"categories":2186},[1723],{"categories":2188},[201],{"categories":2190},[201],{"categories":2192},[101],{"categories":2194},[114],{"categories":2196},[104],{"categories":2198},[101],{"categories":2200},[101],{"categories":2202},[101],{"categories":2204},[101],{"categories":2206},[201],{"categories":2208},[201],{"categories":2210},[114],{"categories":2212},[114],{"categories":2214},[114],{"categories":2216},[101],{"categories":2218},[101],{"categories":2220},[],{"categories":2222},[101],{"categories":2224},[],{"categories":2226},[2227],"Interaction & Product Design",{"categories":2229},[101],{"categories":2231},[114],{"categories":2233},[64],{"categories":2235},[300],{"categories":2237},[149],{"categories":2239},[64],{"categories":2241},[101],{"categories":2243},[101],{"categories":2245},[101],{"categories":2247},[64],{"categories":2249},[101],{"categories":2251},[104],{"categories":2253},[114],{"categories":2255},[101],{"categories":2257},[],{"categories":2259},[114],{"categories":2261},[114],{"categories":2263},[114],{"categories":2265},[],{"categories":2267},[64],{"categories":2269},[101],{"categories":2271},[114],{"categories":2273},[104],{"categories":2275},[2227],{"categories":2277},[101],{"categories":2279},[104],{"categories":2281},[104],{"categories":2283},[],{"categories":2285},[114],{"categories":2287},[64],{"categories":2289},[],{"categories":2291},[114],{"categories":2293},[149],{"categories":2295},[101],{"categories":2297},[114],{"categories":2299},[101],{"categories":2301},[114],{"categories":2303},[114],{"categories":2305},[101],{"categories":2307},[101],{"categories":2309},[149],{"categories":2311},[152],{"categories":2313},[101],{"categories":2315},[117],{"categories":2317},[64],{"categories":2319},[2320],"Coding Agents & Dev Productivity",{"categories":2322},[149],{"categories":2324},[201],{"categories":2326},[101],{"categories":2328},[101],{"categories":2330},[],{"categories":2332},[101],{"categories":2334},[872],{"categories":2336},[],{"categories":2338},[101],{"categories":2340},[101],{"categories":2342},[271],{"categories":2344},[101],{"categories":2346},[149],{"categories":2348},[],{"categories":2350},[],{"categories":2352},[101],{"categories":2354},[],{"categories":2356},[114],{"categories":2358},[101],{"categories":2360},[],{"categories":2362},[64],{"categories":2364},[64],{"categories":2366},[101],{"categories":2368},[152],{"categories":2370},[],{"categories":2372},[101],{"categories":2374},[101],{"categories":2376},[101],{"categories":2378},[152],{"categories":2380},[64],{"categories":2382},[114],{"categories":2384},[],{"categories":2386},[],{"categories":2388},[101],{"categories":2390},[101],{"categories":2392},[114],{"categories":2394},[114],{"categories":2396},[365],{"categories":2398},[64],{"categories":2400},[64],{"categories":2402},[114],{"categories":2404},[149],{"categories":2406},[149],{"categories":2408},[114],{"categories":2410},[114],{"categories":2412},[101],{"categories":2414},[104],{"categories":2416},[2227],{"categories":2418},[117],{"categories":2420},[101,271],{"categories":2422},[152],{"categories":2424},[],{"categories":2426},[201],{"categories":2428},[114],{"categories":2430},[64],{"categories":2432},[104],{"categories":2434},[101],{"categories":2436},[114],{"categories":2438},[2439],"The Designer's Role & Craft",{"categories":2441},[201],{"categories":2443},[],{"categories":2445},[114],{"categories":2447},[101],{"categories":2449},[114],{"categories":2451},[114],{"categories":2453},[101],{"categories":2455},[230],{"categories":2457},[101],{"categories":2459},[64],{"categories":2461},[101],{"categories":2463},[201],{"categories":2465},[101],{"categories":2467},[],{"categories":2469},[114],{"categories":2471},[201],{"categories":2473},[117],{"categories":2475},[101],{"categories":2477},[101],{"categories":2479},[101],{"categories":2481},[2482],"AI UX Patterns",{"categories":2484},[114],{"categories":2486},[114],{"categories":2488},[114],{"categories":2490},[114],{"categories":2492},[230],{"categories":2494},[152],{"categories":2496},[101],{"categories":2498},[114],{"categories":2500},[101],{"categories":2502},[1224],{"categories":2504},[],{"categories":2506},[230],{"categories":2508},[114],{"categories":2510},[149],{"categories":2512},[64],{"categories":2514},[101],{"categories":2516},[114],{"categories":2518},[],{"categories":2520},[],{"categories":2522},[101],{"categories":2524},[101],{"categories":2526},[114],{"categories":2528},[101],{"categories":2530},[114],{"categories":2532},[365],{"categories":2534},[201],{"categories":2536},[101],{"categories":2538},[149],{"categories":2540},[64],{"categories":2542},[101],{"categories":2544},[114],{"categories":2546},[114],{"categories":2548},[],{"categories":2550},[101],{"categories":2552},[],{"categories":2554},[101],{"categories":2556},[],{"categories":2558},[101],{"categories":2560},[101],{"categories":2562},[101],{"categories":2564},[114],{"categories":2566},[64],{"categories":2568},[],{"categories":2570},[],{"categories":2572},[152],{"categories":2574},[138],{"categories":2576},[101],{"categories":2578},[101],{"categories":2580},[101],{"categories":2582},[152],{"categories":2584},[101],{"categories":2586},[101],{"categories":2588},[149],{"categories":2590},[101],{"categories":2592},[101],{"categories":2594},[101],{"categories":2596},[114],{"categories":2598},[101],{"categories":2600},[114],{"categories":2602},[101],{"categories":2604},[101],{"categories":2606},[101],{"categories":2608},[114],{"categories":2610},[],{"categories":2612},[101],{"categories":2614},[],{"categories":2616},[101],{"categories":2618},[101],{"categories":2620},[271],{"categories":2622},[101],{"categories":2624},[],{"categories":2626},[],{"categories":2628},[201],{"categories":2630},[899],{"categories":2632},[114],{"categories":2634},[104],{"categories":2636},[2439],{"categories":2638},[],{"categories":2640},[],{"categories":2642},[101],{"categories":2644},[],{"categories":2646},[],{"categories":2648},[64],{"categories":2650},[149],{"categories":2652},[230],{"categories":2654},[114],{"categories":2656},[109],{"categories":2658},[101],{"categories":2660},[101],{"categories":2662},[109],{"categories":2664},[],{"categories":2666},[201],{"categories":2668},[117],{"categories":2670},[101],{"categories":2672},[101],{"categories":2674},[114],{"categories":2676},[109],{"categories":2678},[101],{"categories":2680},[101],{"categories":2682},[104],{"categories":2684},[101],{"categories":2686},[101],{"categories":2688},[],{"categories":2690},[104],{"categories":2692},[101],{"categories":2694},[230],{"categories":2696},[114],{"categories":2698},[149],{"categories":2700},[101],{"categories":2702},[64],{"categories":2704},[101],{"categories":2706},[101],{"categories":2708},[109],{"categories":2710},[101],{"categories":2712},[101],{"categories":2714},[101],{"categories":2716},[114],{"categories":2718},[101],{"categories":2720},[],{"categories":2722},[101],{"categories":2724},[64],{"categories":2726},[104],{"categories":2728},[101],{"categories":2730},[101],{"categories":2732},[101],{"categories":2734},[],{"categories":2736},[101],{"categories":2738},[444],{"categories":2740},[114],{"categories":2742},[109],{"categories":2744},[149],{"categories":2746},[101],{"categories":2748},[101],{"categories":2750},[],{"categories":2752},[109],{"categories":2754},[109],{"categories":2756},[101],{"categories":2758},[101],{"categories":2760},[117],{"categories":2762},[101],{"categories":2764},[101],{"categories":2766},[101],{"categories":2768},[101],{"categories":2770},[64],{"categories":2772},[64],{"categories":2774},[101],{"categories":2776},[],{"categories":2778},[64],{"categories":2780},[101],{"categories":2782},[64],{"categories":2784},[114],{"categories":2786},[549],{"categories":2788},[],{"categories":2790},[],{"categories":2792},[101],{"categories":2794},[149],{"categories":2796},[],{"categories":2798},[271],{"categories":2800},[101],{"categories":2802},[101],{"categories":2804},[101],{"categories":2806},[201],{"categories":2808},[861],{"categories":2810},[],{"categories":2812},[101],{"categories":2814},[101],{"categories":2816},[101],{"categories":2818},[64],{"categories":2820},[101],{"categories":2822},[101],{"categories":2824},[101,271],{"categories":2826},[101],{"categories":2828},[101],{"categories":2830},[201],{"categories":2832},[114],{"categories":2834},[],{"categories":2836},[114],{"categories":2838},[114],{"categories":2840},[101],{"categories":2842},[101],{"categories":2844},[101],{"categories":2846},[101],{"categories":2848},[152],{"categories":2850},[101],{"categories":2852},[2482],{"categories":2854},[104],{"categories":2856},[152],{"categories":2858},[104],{"categories":2860},[64],{"categories":2862},[201],{"categories":2864},[114],{"categories":2866},[101],{"categories":2868},[],{"categories":2870},[109],{"categories":2872},[101],{"categories":2874},[101],{"categories":2876},[149],{"categories":2878},[101],{"categories":2880},[101],{"categories":2882},[101],{"categories":2884},[114],{"categories":2886},[101],{"categories":2888},[101],{"categories":2890},[101],{"categories":2892},[109],{"categories":2894},[],{"categories":2896},[271],{"categories":2898},[101],{"categories":2900},[365],{"categories":2902},[201],{"categories":2904},[201],{"categories":2906},[64],{"categories":2908},[114],{"categories":2910},[101],{"categories":2912},[109],{"categories":2914},[149],{"categories":2916},[101],{"categories":2918},[101],{"categories":2920},[101],{"categories":2922},[201],{"categories":2924},[114],{"categories":2926},[114],{"categories":2928},[101],{"categories":2930},[101],{"categories":2932},[503],{"categories":2934},[114],{"categories":2936},[],{"categories":2938},[101],{"categories":2940},[101],{"categories":2942},[101],{"categories":2944},[],{"categories":2946},[],{"categories":2948},[101],{"categories":2950},[101],{"categories":2952},[114],{"categories":2954},[101],{"categories":2956},[101],{"categories":2958},[101],{"categories":2960},[64],{"categories":2962},[101],{"categories":2964},[101],{"categories":2966},[114],{"categories":2968},[101],{"categories":2970},[101],{"categories":2972},[101],{"categories":2974},[101],{"categories":2976},[101],{"categories":2978},[],{"categories":2980},[64],{"categories":2982},[152],{"categories":2984},[101],{"categories":2986},[114],{"categories":2988},[114],{"categories":2990},[101],{"categories":2992},[101],{"categories":2994},[],{"categories":2996},[],{"categories":2998},[101],{"categories":3000},[101],{"categories":3002},[101],{"categories":3004},[149],{"categories":3006},[152],{"categories":3008},[],{"categories":3010},[101],{"categories":3012},[201],{"categories":3014},[101],{"categories":3016},[271],{"categories":3018},[1786],{"categories":3020},[149],{"categories":3022},[64],{"categories":3024},[101],{"categories":3026},[64],{"categories":3028},[64],{"categories":3030},[101],{"categories":3032},[101],{"categories":3034},[64],{"categories":3036},[149],{"categories":3038},[149],{"categories":3040},[271],{"categories":3042},[114],{"categories":3044},[],{"categories":3046},[149],{"categories":3048},[101],{"categories":3050},[114],{"categories":3052},[104],{"categories":3054},[64],{"categories":3056},[101],{"categories":3058},[149],{"categories":3060},[],{"categories":3062},[101],{"categories":3064},[64],{"categories":3066},[64],{"categories":3068},[152],{"categories":3070},[101],{"categories":3072},[149],{"categories":3074},[101],{"categories":3076},[64],{"categories":3078},[114],{"categories":3080},[114],{"categories":3082},[149],{"categories":3084},[114],{"categories":3086},[271],{"categories":3088},[114],{"categories":3090},[101],{"categories":3092},[101],{"categories":3094},[101],{"categories":3096},[101],{"categories":3098},[64],{"categories":3100},[101],{"categories":3102},[],{"categories":3104},[114],{"categories":3106},[109],{"categories":3108},[64],{"categories":3110},[],{"categories":3112},[],{"categories":3114},[101],{"categories":3116},[114],{"categories":3118},[101],{"categories":3120},[101],{"categories":3122},[3123],"Frameworks & Tooling",{"categories":3125},[101],{"categories":3127},[101],{"categories":3129},[64],{"categories":3131},[101],{"categories":3133},[101],{"categories":3135},[],{"categories":3137},[152],{"categories":3139},[152],{"categories":3141},[104],{"categories":3143},[101],{"categories":3145},[114],{"categories":3147},[101],{"categories":3149},[201],{"categories":3151},[],{"categories":3153},[1786],{"categories":3155},[101],{"categories":3157},[64],{"categories":3159},[101],{"categories":3161},[271],{"categories":3163},[271],{"categories":3165},[],{"categories":3167},[114],{"categories":3169},[114],{"categories":3171},[101],{"categories":3173},[101],{"categories":3175},[149],{"categories":3177},[114],{"categories":3179},[149],{"categories":3181},[101],{"categories":3183},[114],{"categories":3185},[],{"categories":3187},[201],{"categories":3189},[101],{"categories":3191},[101],{"categories":3193},[],{"categories":3195},[101],{"categories":3197},[114],{"categories":3199},[101],{"categories":3201},[101],{"categories":3203},[101],{"categories":3205},[],{"categories":3207},[64],{"categories":3209},[101],{"categories":3211},[64],{"categories":3213},[271],{"categories":3215},[101],{"categories":3217},[101],{"categories":3219},[101],{"categories":3221},[64],{"categories":3223},[109],{"categories":3225},[101],{"categories":3227},[1786],{"categories":3229},[],{"categories":3231},[114],{"categories":3233},[104],{"categories":3235},[101],{"categories":3237},[104],{"categories":3239},[101],{"categories":3241},[],{"categories":3243},[114],{"categories":3245},[101],{"categories":3247},[101],{"categories":3249},[3250],"AI Design Tooling",{"categories":3252},[201],{"categories":3254},[101],{"categories":3256},[101],{"categories":3258},[64],{"categories":3260},[201],{"categories":3262},[101],{"categories":3264},[101],{"categories":3266},[64],{"categories":3268},[149],{"categories":3270},[117],{"categories":3272},[64],{"categories":3274},[101],{"categories":3276},[101],{"categories":3278},[101],{"categories":3280},[114],{"categories":3282},[101],{"categories":3284},[],{"categories":3286},[114],{"categories":3288},[101],{"categories":3290},[101],{"categories":3292},[114],{"categories":3294},[101],{"categories":3296},[101],{"categories":3298},[101],{"categories":3300},[114],{"categories":3302},[],{"categories":3304},[114],{"categories":3306},[3123],{"categories":3308},[101],{"categories":3310},[101],{"categories":3312},[114],{"categories":3314},[114],{"categories":3316},[64],{"categories":3318},[64],{"categories":3320},[101],{"categories":3322},[],{"categories":3324},[64],{"categories":3326},[101],{"categories":3328},[101],{"categories":3330},[114],{"categories":3332},[109],{"categories":3334},[101],{"categories":3336},[],{"categories":3338},[101],{"categories":3340},[101],{"categories":3342},[2227],{"categories":3344},[],{"categories":3346},[101],{"categories":3348},[101],{"categories":3350},[101],{"categories":3352},[101],{"categories":3354},[201],{"categories":3356},[101],{"categories":3358},[],{"categories":3360},[101],{"categories":3362},[101],{"categories":3364},[101],{"categories":3366},[101],{"categories":3368},[230],{"categories":3370},[149],{"categories":3372},[101],{"categories":3374},[101],{"categories":3376},[1786],{"categories":3378},[104],{"categories":3380},[101],{"categories":3382},[101],{"categories":3384},[152],{"categories":3386},[101],{"categories":3388},[101],{"categories":3390},[149],{"categories":3392},[114],{"categories":3394},[],{"categories":3396},[101],{"categories":3398},[101],{"categories":3400},[201],{"categories":3402},[101],{"categories":3404},[230],{"categories":3406},[114],{"categories":3408},[101],{"categories":3410},[114],{"categories":3412},[],{"categories":3414},[],{"categories":3416},[],{"categories":3418},[104],{"categories":3420},[149],{"categories":3422},[114],{"categories":3424},[101],{"categories":3426},[101],{"categories":3428},[101],{"categories":3430},[101],{"categories":3432},[388],{"categories":3434},[201],{"categories":3436},[114],{"categories":3438},[101],{"categories":3440},[],{"categories":3442},[114],{"categories":3444},[114],{"categories":3446},[],{"categories":3448},[101],{"categories":3450},[114],{"categories":3452},[101],{"categories":3454},[],{"categories":3456},[101],{"categories":3458},[101],{"categories":3460},[101],{"categories":3462},[149],{"categories":3464},[201],{"categories":3466},[114],{"categories":3468},[201],{"categories":3470},[114],{"categories":3472},[101],{"categories":3474},[109],{"categories":3476},[],{"categories":3478},[],{"categories":3480},[101],{"categories":3482},[101],{"categories":3484},[101],{"categories":3486},[104],{"categories":3488},[114],{"categories":3490},[149],{"categories":3492},[],{"categories":3494},[201],{"categories":3496},[],{"categories":3498},[64],{"categories":3500},[101],{"categories":3502},[64],{"categories":3504},[201],{"categories":3506},[64],{"categories":3508},[101],{"categories":3510},[],{"categories":3512},[101],{"categories":3514},[101],{"categories":3516},[],{"categories":3518},[101],{"categories":3520},[101],{"categories":3522},[230],{"categories":3524},[101],{"categories":3526},[101],{"categories":3528},[271],{"categories":3530},[64],{"categories":3532},[101],{"categories":3534},[],{"categories":3536},[114],{"categories":3538},[101],{"categories":3540},[104],{"categories":3542},[503],{"categories":3544},[101],{"categories":3546},[101],{"categories":3548},[114],{"categories":3550},[101],{"categories":3552},[114],{"categories":3554},[101],{"categories":3556},[101],{"categories":3558},[101],{"categories":3560},[101],{"categories":3562},[],{"categories":3564},[101],{"categories":3566},[104],{"categories":3568},[101],{"categories":3570},[109],{"categories":3572},[64],{"categories":3574},[201],{"categories":3576},[],{"categories":3578},[101],{"categories":3580},[],{"categories":3582},[114],{"categories":3584},[101],{"categories":3586},[],{"categories":3588},[114],{"categories":3590},[101],{"categories":3592},[64],{"categories":3594},[201],{"categories":3596},[149],{"categories":3598},[101],{"categories":3600},[149],{"categories":3602},[114],{"categories":3604},[201],{"categories":3606},[101],{"categories":3608},[],{"categories":3610},[101],{"categories":3612},[138],{"categories":3614},[114],{"categories":3616},[101],{"categories":3618},[201],{"categories":3620},[149],{"categories":3622},[109],{"categories":3624},[64],{"categories":3626},[101],{"categories":3628},[101],{"categories":3630},[101],{"categories":3632},[101],{"categories":3634},[149],{"categories":3636},[230],{"categories":3638},[],{"categories":3640},[],{"categories":3642},[152],{"categories":3644},[444],{"categories":3646},[101],{"categories":3648},[114],{"categories":3650},[101,64],{"categories":3652},[149],{"categories":3654},[101],{"categories":3656},[101],{"categories":3658},[101],{"categories":3660},[101],{"categories":3662},[101],{"categories":3664},[101],{"categories":3666},[101],{"categories":3668},[114],{"categories":3670},[101],{"categories":3672},[114],{"categories":3674},[101],{"categories":3676},[101],{"categories":3678},[101],{"categories":3680},[],{"categories":3682},[101],{"categories":3684},[1224],{"categories":3686},[64],{"categories":3688},[201],{"categories":3690},[101],{"categories":3692},[101],{"categories":3694},[101],{"categories":3696},[152],{"categories":3698},[114],{"categories":3700},[230],{"categories":3702},[271],{"categories":3704},[],{"categories":3706},[64],{"categories":3708},[101],{"categories":3710},[109],{"categories":3712},[114],{"categories":3714},[104],{"categories":3716},[114],{"categories":3718},[101],{"categories":3720},[114],{"categories":3722},[114],{"categories":3724},[117],{"categories":3726},[64],{"categories":3728},[101],{"categories":3730},[101],{"categories":3732},[],{"categories":3734},[],{"categories":3736},[],{"categories":3738},[271],{"categories":3740},[101],{"categories":3742},[149],{"categories":3744},[101],{"categories":3746},[101],{"categories":3748},[101],{"categories":3750},[101],{"categories":3752},[],{"categories":3754},[101],{"categories":3756},[152],{"categories":3758},[109],{"categories":3760},[114],{"categories":3762},[101],{"categories":3764},[],{"categories":3766},[101],{"categories":3768},[114],{"categories":3770},[101],{"categories":3772},[271],{"categories":3774},[],{"categories":3776},[201],{"categories":3778},[201],{"categories":3780},[101],{"categories":3782},[114],{"categories":3784},[],{"categories":3786},[64],{"categories":3788},[101],{"categories":3790},[201],{"categories":3792},[101],{"categories":3794},[109],{"categories":3796},[114],{"categories":3798},[101],{"categories":3800},[],{"categories":3802},[149],{"categories":3804},[101],{"categories":3806},[101],{"categories":3808},[101],{"categories":3810},[201],{"categories":3812},[114],{"categories":3814},[149],{"categories":3816},[],{"categories":3818},[114],{"categories":3820},[109],{"categories":3822},[114],{"categories":3824},[201],{"categories":3826},[101],{"categories":3828},[101],{"categories":3830},[101],{"categories":3832},[444],{"categories":3834},[101],{"categories":3836},[114],{"categories":3838},[],{"categories":3840},[101],{"categories":3842},[101],{"categories":3844},[271],{"categories":3846},[149],{"categories":3848},[152],{"categories":3850},[549],{"categories":3852},[152],{"categories":3854},[152],{"categories":3856},[101],{"categories":3858},[],{"categories":3860},[],{"categories":3862},[],{"categories":3864},[114],{"categories":3866},[101],{"categories":3868},[114],{"categories":3870},[114],{"categories":3872},[64],{"categories":3874},[101],{"categories":3876},[421],{"categories":3878},[64],{"categories":3880},[114],{"categories":3882},[101],{"categories":3884},[101],{"categories":3886},[101],{"categories":3888},[101],{"categories":3890},[101],{"categories":3892},[114],{"categories":3894},[101],{"categories":3896},[],{"categories":3898},[],{"categories":3900},[101],{"categories":3902},[],{"categories":3904},[101],{"categories":3906},[114],{"categories":3908},[201],{"categories":3910},[101],{"categories":3912},[101],{"categories":3914},[],{"categories":3916},[114],{"categories":3918},[101],{"categories":3920},[101],{"categories":3922},[117],{"categories":3924},[101],{"categories":3926},[201],{"categories":3928},[101],{"categories":3930},[114],{"categories":3932},[109],{"categories":3934},[101],{"categories":3936},[101],{"categories":3938},[230],{"categories":3940},[114],{"categories":3942},[101],{"categories":3944},[101],{"categories":3946},[861],{"categories":3948},[101],{"categories":3950},[114],{"categories":3952},[101],{"categories":3954},[64],{"categories":3956},[101],{"categories":3958},[503],{"categories":3960},[201],{"categories":3962},[],{"categories":3964},[101],{"categories":3966},[101],{"categories":3968},[149],{"categories":3970},[444],{"categories":3972},[114],{"categories":3974},[101],{"categories":3976},[],{"categories":3978},[149],{"categories":3980},[365],{"categories":3982},[114],{"categories":3984},[114],{"categories":3986},[114],{"categories":3988},[101],{"categories":3990},[101],{"categories":3992},[114],{"categories":3994},[],{"categories":3996},[109],{"categories":3998},[101],{"categories":4000},[109],{"categories":4002},[114],{"categories":4004},[],{"categories":4006},[64],{"categories":4008},[101],{"categories":4010},[101],{"categories":4012},[104],{"categories":4014},[101],{"categories":4016},[149],{"categories":4018},[271],{"categories":4020},[138],{"categories":4022},[114],{"categories":4024},[114],{"categories":4026},[101],{"categories":4028},[101],{"categories":4030},[114],{"categories":4032},[101],{"categories":4034},[104],{"categories":4036},[],{"categories":4038},[114],{"categories":4040},[101],{"categories":4042},[101],{"categories":4044},[101],{"categories":4046},[114],{"categories":4048},[101],{"categories":4050},[],{"categories":4052},[101],{"categories":4054},[],{"categories":4056},[201],{"categories":4058},[114],{"categories":4060},[101,109],{"categories":4062},[114],{"categories":4064},[101],{"categories":4066},[],{"categories":4068},[104],{"categories":4070},[152],{"categories":4072},[109],{"categories":4074},[101],{"categories":4076},[64],{"categories":4078},[101],{"categories":4080},[101],{"categories":4082},[114],{"categories":4084},[101],{"categories":4086},[101],{"categories":4088},[101],{"categories":4090},[149],{"categories":4092},[1224],{"categories":4094},[114],{"categories":4096},[101],{"categories":4098},[],{"categories":4100},[],{"categories":4102},[101],{"categories":4104},[114],{"categories":4106},[101],{"categories":4108},[101],{"categories":4110},[271],{"categories":4112},[],{"categories":4114},[101],{"categories":4116},[114],{"categories":4118},[138],{"categories":4120},[114],{"categories":4122},[444],{"categories":4124},[],{"categories":4126},[388],{"categories":4128},[114],{"categories":4130},[101],{"categories":4132},[101],{"categories":4134},[230],{"categories":4136},[114],{"categories":4138},[101],{"categories":4140},[152],{"categories":4142},[117],{"categories":4144},[114],{"categories":4146},[101],{"categories":4148},[444],{"categories":4150},[101],{"categories":4152},[271],{"categories":4154},[109],{"categories":4156},[],{"categories":4158},[101],{"categories":4160},[101],{"categories":4162},[230],{"categories":4164},[201],{"categories":4166},[101],{"categories":4168},[101],{"categories":4170},[101],{"categories":4172},[],{"categories":4174},[230],{"categories":4176},[149],{"categories":4178},[101],{"categories":4180},[101],{"categories":4182},[101],{"categories":4184},[549],{"categories":4186},[104],{"categories":4188},[101],{"categories":4190},[117],{"categories":4192},[101],{"categories":4194},[],{"categories":4196},[],{"categories":4198},[201],{"categories":4200},[101],{"categories":4202},[152],{"categories":4204},[230],{"categories":4206},[114],{"categories":4208},[101],{"categories":4210},[101],{"categories":4212},[230],{"categories":4214},[149],{"categories":4216},[101],{"categories":4218},[],{"categories":4220},[101],{"categories":4222},[101],{"categories":4224},[],{"categories":4226},[101],{"categories":4228},[101],{"categories":4230},[574],{"categories":4232},[101],{"categories":4234},[101],{"categories":4236},[114],{"categories":4238},[64],{"categories":4240},[444],{"categories":4242},[101],{"categories":4244},[101],{"categories":4246},[101],{"categories":4248},[],{"categories":4250},[101,64],{"categories":4252},[149],{"categories":4254},[114],{"categories":4256},[64],{"categories":4258},[114],{"categories":4260},[899],{"categories":4262},[64],{"categories":4264},[64],{"categories":4266},[114],{"categories":4268},[101],{"categories":4270},[104],{"categories":4272},[],{"categories":4274},[],{"categories":4276},[114],{"categories":4278},[101],{"categories":4280},[64],{"categories":4282},[101],{"categories":4284},[104],{"categories":4286},[64],{"categories":4288},[64],{"categories":4290},[101],{"categories":4292},[230],{"categories":4294},[101],{"categories":4296},[64],{"categories":4298},[101],{"categories":4300},[],{"categories":4302},[101],{"categories":4304},[101],{"categories":4306},[201,101],{"categories":4308},[271],{"categories":4310},[104],{"categories":4312},[101],{"categories":4314},[],{"categories":4316},[101],{"categories":4318},[101],{"categories":4320},[109],{"categories":4322},[101],{"categories":4324},[109],{"categories":4326},[101],{"categories":4328},[101],{"categories":4330},[365],{"categories":4332},[101],{"categories":4334},[109],{"categories":4336},[64],{"categories":4338},[152],{"categories":4340},[114],{"categories":4342},[101],{"categories":4344},[64],{"categories":4346},[101],{"categories":4348},[101],{"categories":4350},[149],{"categories":4352},[230],{"categories":4354},[201],{"categories":4356},[101],{"categories":4358},[101],{"categories":4360},[101],{"categories":4362},[101],{"categories":4364},[104],{"categories":4366},[101],{"categories":4368},[114],{"categories":4370},[114],{"categories":4372},[64],{"categories":4374},[149],{"categories":4376},[64],{"categories":4378},[64],{"categories":4380},[101],{"categories":4382},[101],{"categories":4384},[],{"categories":4386},[],{"categories":4388},[152],{"categories":4390},[101],{"categories":4392},[64],{"categories":4394},[101],{"categories":4396},[201],{"categories":4398},[444],{"categories":4400},[388],{"categories":4402},[365],{"categories":4404},[101],{"categories":4406},[101],{"categories":4408},[101],{"categories":4410},[152],{"categories":4412},[101],{"categories":4414},[101],{"categories":4416},[101],{"categories":4418},[101],{"categories":4420},[101],{"categories":4422},[101],{"categories":4424},[101],{"categories":4426},[114],{"categories":4428},[104],{"categories":4430},[114],{"categories":4432},[101,109],{"categories":4434},[],{"categories":4436},[201],{"categories":4438},[],{"categories":4440},[117],{"categories":4442},[101],{"categories":4444},[149],{"categories":4446},[104],{"categories":4448},[101],{"categories":4450},[104],{"categories":4452},[114],{"categories":4454},[152],{"categories":4456},[114],{"categories":4458},[117],{"categories":4460},[114],{"categories":4462},[101],{"categories":4464},[101],{"categories":4466},[109],{"categories":4468},[114],{"categories":4470},[64],{"categories":4472},[230],{"categories":4474},[101],{"categories":4476},[101],{"categories":4478},[],{"categories":4480},[149],{"categories":4482},[101],{"categories":4484},[101],{"categories":4486},[101],{"categories":4488},[101],{"categories":4490},[101],{"categories":4492},[101],{"categories":4494},[64],{"categories":4496},[149],{"categories":4498},[64],{"categories":4500},[64],{"categories":4502},[101],{"categories":4504},[101],{"categories":4506},[101],{"categories":4508},[101],{"categories":4510},[388],{"categories":4512},[101],{"categories":4514},[114],{"categories":4516},[149],{"categories":4518},[101],{"categories":4520},[101],{"categories":4522},[101],{"categories":4524},[114],{"categories":4526},[101],{"categories":4528},[101],{"categories":4530},[101],{"categories":4532},[3123],{"categories":4534},[4535],"Clinical AI",{"categories":4537},[201],{"categories":4539},[101],{"categories":4541},[101],{"categories":4543},[101],{"categories":4545},[101],{"categories":4547},[271],{"categories":4549},[2482],{"categories":4551},[101],{"categories":4553},[117],{"categories":4555},[201],{"categories":4557},[101],{"categories":4559},[114],{"categories":4561},[101],{"categories":4563},[101],{"categories":4565},[149],{"categories":4567},[101],{"categories":4569},[114],{"categories":4571},[64],{"categories":4573},[230],{"categories":4575},[101],{"categories":4577},[101],{"categories":4579},[109],{"categories":4581},[101],{"categories":4583},[101],{"categories":4585},[503],{"categories":4587},[101],{"categories":4589},[],{"categories":4591},[114],{"categories":4593},[101],{"categories":4595},[64],{"categories":4597},[104],{"categories":4599},[101],{"categories":4601},[],{"categories":4603},[],{"categories":4605},[101],{"categories":4607},[],{"categories":4609},[109],{"categories":4611},[101],{"categories":4613},[101],{"categories":4615},[114],{"categories":4617},[101],{"categories":4619},[149],{"categories":4621},[149],{"categories":4623},[149],{"categories":4625},[149],{"categories":4627},[],{"categories":4629},[104],{"categories":4631},[114],{"categories":4633},[149],{"categories":4635},[101],{"categories":4637},[574],{"categories":4639},[117],{"categories":4641},[114],{"categories":4643},[101],{"categories":4645},[104],{"categories":4647},[101],{"categories":4649},[114],{"categories":4651},[101],{"categories":4653},[101],{"categories":4655},[101],{"categories":4657},[101,114],{"categories":4659},[114],{"categories":4661},[271],{"categories":4663},[149],{"categories":4665},[114],{"categories":4667},[149],{"categories":4669},[114],{"categories":4671},[101],{"categories":4673},[],{"categories":4675},[149],{"categories":4677},[230],{"categories":4679},[104],{"categories":4681},[101],{"categories":4683},[101],{"categories":4685},[],{"categories":4687},[64],{"categories":4689},[],{"categories":4691},[104],{"categories":4693},[114],{"categories":4695},[149],{"categories":4697},[101],{"categories":4699},[149],{"categories":4701},[104],{"categories":4703},[149],{"categories":4705},[149],{"categories":4707},[],{"categories":4709},[109],{"categories":4711},[114],{"categories":4713},[149],{"categories":4715},[149],{"categories":4717},[149],{"categories":4719},[149],{"categories":4721},[149],{"categories":4723},[149],{"categories":4725},[149],{"categories":4727},[149],{"categories":4729},[149],{"categories":4731},[149],{"categories":4733},[152],{"categories":4735},[104],{"categories":4737},[101],{"categories":4739},[101],{"categories":4741},[114],{"categories":4743},[114],{"categories":4745},[],{"categories":4747},[101],{"categories":4749},[101,104],{"categories":4751},[],{"categories":4753},[114],{"categories":4755},[101],{"categories":4757},[149],{"categories":4759},[114],{"categories":4761},[899],{"categories":4763},[101],{"categories":4765},[101],{"categories":4767},[101],{"categories":4769},[101],{"categories":4771},[101],{"categories":4773},[365],{"categories":4775},[101],{"categories":4777},[101],{"categories":4779},[114],{"categories":4781},[101],{"categories":4783},[101],{"categories":4785},[109],{"categories":4787},[117],{"categories":4789},[114],{"categories":4791},[114],{"categories":4793},[],{"categories":4795},[114],{"categories":4797},[201],{"categories":4799},[149],{"categories":4801},[101],{"categories":4803},[],{"categories":4805},[117],{"categories":4807},[],{"categories":4809},[64],{"categories":4811},[101],{"categories":4813},[114],{"categories":4815},[201],{"categories":4817},[101],{"categories":4819},[],{"categories":4821},[101],{"categories":4823},[101],{"categories":4825},[],{"categories":4827},[230],{"categories":4829},[101],{"categories":4831},[114],{"categories":4833},[],{"categories":4835},[],{"categories":4837},[149],{"categories":4839},[104],{"categories":4841},[101],{"categories":4843},[101],{"categories":4845},[109],{"categories":4847},[101],{"categories":4849},[101],{"categories":4851},[114],{"categories":4853},[101],{"categories":4855},[109],{"categories":4857},[109],{"categories":4859},[201],{"categories":4861},[],{"categories":4863},[101],{"categories":4865},[149],{"categories":4867},[],{"categories":4869},[101],{"categories":4871},[101],{"categories":4873},[201],{"categories":4875},[101],{"categories":4877},[101],{"categories":4879},[230],{"categories":4881},[101],{"categories":4883},[271],{"categories":4885},[],{"categories":4887},[114],{"categories":4889},[101],{"categories":4891},[230],{"categories":4893},[64],{"categories":4895},[],{"categories":4897},[101],{"categories":4899},[],{"categories":4901},[114],{"categories":4903},[201],{"categories":4905},[64],{"categories":4907},[],{"categories":4909},[3123],{"categories":4911},[109],{"categories":4913},[104],{"categories":4915},[101],{"categories":4917},[152],{"categories":4919},[114],{"categories":4921},[201],{"categories":4923},[101],{"categories":4925},[64],{"categories":4927},[],{"categories":4929},[],{"categories":4931},[101],{"categories":4933},[104],{"categories":4935},[101],{"categories":4937},[230],{"categories":4939},[],{"categories":4941},[114],{"categories":4943},[114],{"categories":4945},[101],{"categories":4947},[114],{"categories":4949},[101],{"categories":4951},[149],{"categories":4953},[64],{"categories":4955},[101],{"categories":4957},[114],{"categories":4959},[117],{"categories":4961},[101],{"categories":4963},[101],{"categories":4965},[101],{"categories":4967},[114],{"categories":4969},[101],{"categories":4971},[117],{"categories":4973},[230],{"categories":4975},[149],{"categories":4977},[],{"categories":4979},[230],{"categories":4981},[101],{"categories":4983},[],{"categories":4985},[64],{"categories":4987},[114],{"categories":4989},[],{"categories":4991},[101],{"categories":4993},[101],{"categories":4995},[101],{"categories":4997},[101],{"categories":4999},[101],{"categories":5001},[114],{"categories":5003},[109],{"categories":5005},[104],{"categories":5007},[114],{"categories":5009},[101],{"categories":5011},[201],{"categories":5013},[64],{"categories":5015},[64],{"categories":5017},[101],{"categories":5019},[152],{"categories":5021},[114],{"categories":5023},[101],{"categories":5025},[101],{"categories":5027},[114],{"categories":5029},[101],{"categories":5031},[101],{"categories":5033},[114],{"categories":5035},[109],{"categories":5037},[101],{"categories":5039},[201],{"categories":5041},[64],{"categories":5043},[114],{"categories":5045},[101],{"categories":5047},[117],{"categories":5049},[101],{"categories":5051},[114],{"categories":5053},[101],{"categories":5055},[101],{"categories":5057},[149],{"categories":5059},[101],{"categories":5061},[],{"categories":5063},[104],{"categories":5065},[101],{"categories":5067},[101],{"categories":5069},[101],{"categories":5071},[64],{"categories":5073},[64],{"categories":5075},[101],{"categories":5077},[64],{"categories":5079},[101],{"categories":5081},[114],{"categories":5083},[101],{"categories":5085},[101],{"categories":5087},[101],{"categories":5089},[101],{"categories":5091},[101],{"categories":5093},[],{"categories":5095},[101],{"categories":5097},[201],{"categories":5099},[114],{"categories":5101},[109],{"categories":5103},[149],{"categories":5105},[101],{"categories":5107},[114],{"categories":5109},[101],{"categories":5111},[114],{"categories":5113},[101],{"categories":5115},[101],{"categories":5117},[201],{"categories":5119},[114],{"categories":5121},[101],{"categories":5123},[230],{"categories":5125},[101],{"categories":5127},[152],{"categories":5129},[101],{"categories":5131},[101],{"categories":5133},[149],{"categories":5135},[101],{"categories":5137},[101],{"categories":5139},[101],{"categories":5141},[101],{"categories":5143},[114],{"categories":5145},[271],{"categories":5147},[101],{"categories":5149},[64],{"categories":5151},[114],{"categories":5153},[152],{"categories":5155},[],{"categories":5157},[114],{"categories":5159},[64],{"categories":5161},[101],{"categories":5163},[101],{"categories":5165},[2320],{"categories":5167},[201],{"categories":5169},[300],{"categories":5171},[101],{"categories":5173},[101],{"categories":5175},[101],{"categories":5177},[101],{"categories":5179},[104],{"categories":5181},[101],{"categories":5183},[101],{"categories":5185},[64],{"categories":5187},[109],{"categories":5189},[101],{"categories":5191},[64],{"categories":5193},[101],{"categories":5195},[],{"categories":5197},[114],{"categories":5199},[114],{"categories":5201},[101],{"categories":5203},[101],{"categories":5205},[101],{"categories":5207},[152],{"categories":5209},[],{"categories":5211},[149],{"categories":5213},[],{"categories":5215},[149],{"categories":5217},[101],{"categories":5219},[101],{"categories":5221},[114],{"categories":5223},[101],{"categories":5225},[114],{"categories":5227},[114],{"categories":5229},[],{"categories":5231},[101],{"categories":5233},[149],{"categories":5235},[101],{"categories":5237},[],{"categories":5239},[101],{"categories":5241},[101],{"categories":5243},[],{"categories":5245},[101],{"categories":5247},[101],{"categories":5249},[201],{"categories":5251},[64],{"categories":5253},[114],{"categories":5255},[101],{"categories":5257},[101],{"categories":5259},[101],{"categories":5261},[101],{"categories":5263},[230],{"categories":5265},[101],{"categories":5267},[101],{"categories":5269},[101],{"categories":5271},[104],{"categories":5273},[101],{"categories":5275},[101],{"categories":5277},[],{"categories":5279},[101],{"categories":5281},[101],{"categories":5283},[101],{"categories":5285},[],{"categories":5287},[104],{"categories":5289},[101],{"categories":5291},[101],{"categories":5293},[149],{"categories":5295},[64],{"categories":5297},[117],{"categories":5299},[114],{"categories":5301},[444],{"categories":5303},[101],{"categories":5305},[101],{"categories":5307},[101],{"categories":5309},[64],{"categories":5311},[149],{"categories":5313},[201],{"categories":5315},[101],{"categories":5317},[101],{"categories":5319},[101],{"categories":5321},[101],{"categories":5323},[149],{"categories":5325},[101],{"categories":5327},[201],{"categories":5329},[101],{"categories":5331},[101],{"categories":5333},[149],{"categories":5335},[201],{"categories":5337},[101],{"categories":5339},[149],{"categories":5341},[101],{"categories":5343},[114],{"categories":5345},[114],{"categories":5347},[114],{"categories":5349},[64],{"categories":5351},[149],{"categories":5353},[114],{"categories":5355},[114],{"categories":5357},[101],{"categories":5359},[64],{"categories":5361},[201],{"categories":5363},[101],{"categories":5365},[101],{"categories":5367},[114],{"categories":5369},[101],{"categories":5371},[],{"categories":5373},[114],{"categories":5375},[],{"categories":5377},[101],{"categories":5379},[101],{"categories":5381},[],{"categories":5383},[],{"categories":5385},[114],{"categories":5387},[109],{"categories":5389},[114],{"categories":5391},[5392],"Liability & Ethics",{"categories":5394},[101],{"categories":5396},[101],{"categories":5398},[101],{"categories":5400},[114],{"categories":5402},[104],{"categories":5404},[114],{"categories":5406},[109],{"categories":5408},[230],{"categories":5410},[114],{"categories":5412},[101],{"categories":5414},[101],{"categories":5416},[],{"categories":5418},[549],{"categories":5420},[114],{"categories":5422},[],{"categories":5424},[101],{"categories":5426},[104],{"categories":5428},[114],{"categories":5430},[],{"categories":5432},[114],{"categories":5434},[101],{"categories":5436},[101],{"categories":5438},[64],{"categories":5440},[101],{"categories":5442},[149],{"categories":5444},[101],{"categories":5446},[101],{"categories":5448},[117],{"categories":5450},[114],{"categories":5452},[101],{"categories":5454},[101],{"categories":5456},[101],{"categories":5458},[149],{"categories":5460},[114],{"categories":5462},[64],{"categories":5464},[201],{"categories":5466},[104],{"categories":5468},[101],{"categories":5470},[101],{"categories":5472},[101],{"categories":5474},[],{"categories":5476},[114],{"categories":5478},[114],{"categories":5480},[114],{"categories":5482},[444],{"categories":5484},[201],{"categories":5486},[114],{"categories":5488},[271],{"categories":5490},[64],{"categories":5492},[149],{"categories":5494},[101],{"categories":5496},[201],{"categories":5498},[101],{"categories":5500},[104],{"categories":5502},[],{"categories":5504},[114],{"categories":5506},[101],{"categories":5508},[101],{"categories":5510},[101],{"categories":5512},[101],{"categories":5514},[114],{"categories":5516},[101],{"categories":5518},[101],{"categories":5520},[201],{"categories":5522},[],{"categories":5524},[114],{"categories":5526},[117],{"categories":5528},[149],{"categories":5530},[114],{"categories":5532},[109],{"categories":5534},[],{"categories":5536},[101],{"categories":5538},[101],{"categories":5540},[117],{"categories":5542},[101],{"categories":5544},[114],{"categories":5546},[149],{"categories":5548},[104],{"categories":5550},[271],{"categories":5552},[101],{"categories":5554},[101],{"categories":5556},[101],{"categories":5558},[149],{"categories":5560},[109],{"categories":5562},[101],{"categories":5564},[201],{"categories":5566},[149],{"categories":5568},[271],{"categories":5570},[101],{"categories":5572},[114],{"categories":5574},[],{"categories":5576},[503],{"categories":5578},[],{"categories":5580},[101],{"categories":5582},[271],{"categories":5584},[101],{"categories":5586},[152],{"categories":5588},[101],{"categories":5590},[114],{"categories":5592},[114],{"categories":5594},[5595],"Design News & Tools",{"categories":5597},[101],{"categories":5599},[101],{"categories":5601},[149],{"categories":5603},[101],{"categories":5605},[101],{"categories":5607},[104],{"categories":5609},[114],{"categories":5611},[101],{"categories":5613},[201],{"categories":5615},[114],{"categories":5617},[114],{"categories":5619},[201],{"categories":5621},[101],{"categories":5623},[101],{"categories":5625},[444],{"categories":5627},[114],{"categories":5629},[101],{"categories":5631},[101],{"categories":5633},[444],{"categories":5635},[101],{"categories":5637},[230],{"categories":5639},[101],{"categories":5641},[114],{"categories":5643},[],{"categories":5645},[101],{"categories":5647},[101],{"categories":5649},[101],{"categories":5651},[149],{"categories":5653},[101],{"categories":5655},[104],{"categories":5657},[],{"categories":5659},[101],{"categories":5661},[101],{"categories":5663},[101],{"categories":5665},[64],{"categories":5667},[574],{"categories":5669},[64],{"categories":5671},[201],{"categories":5673},[101],{"categories":5675},[101,114],{"categories":5677},[230,109],{"categories":5679},[64],{"categories":5681},[101],{"categories":5683},[101],{"categories":5685},[101],{"categories":5687},[101],{"categories":5689},[],{"categories":5691},[114],{"categories":5693},[101],{"categories":5695},[],{"categories":5697},[101],{"categories":5699},[64],{"categories":5701},[101],{"categories":5703},[64],{"categories":5705},[],{"categories":5707},[114],{"categories":5709},[101],{"categories":5711},[109],{"categories":5713},[101],{"categories":5715},[149],{"categories":5717},[101],{"categories":5719},[],{"categories":5721},[114],{"categories":5723},[101],{"categories":5725},[],{"categories":5727},[201],{"categories":5729},[101],{"categories":5731},[101],{"categories":5733},[114],{"categories":5735},[101],{"categories":5737},[101],{"categories":5739},[104],{"categories":5741},[114],{"categories":5743},[101],{"categories":5745},[],{"categories":5747},[101],{"categories":5749},[271],{"categories":5751},[230],{"categories":5753},[109],{"categories":5755},[109],{"categories":5757},[101],{"categories":5759},[104],{"categories":5761},[104],{"categories":5763},[101],{"categories":5765},[114],{"categories":5767},[101],{"categories":5769},[101],{"categories":5771},[101],{"categories":5773},[101],{"categories":5775},[64],{"categories":5777},[101],{"categories":5779},[104],{"categories":5781},[101],{"categories":5783},[101],{"categories":5785},[114],{"categories":5787},[101],{"categories":5789},[230],{"categories":5791},[101],{"categories":5793},[149],{"categories":5795},[101],{"categories":5797},[101],{"categories":5799},[114],{"categories":5801},[117],{"categories":5803},[101],{"categories":5805},[101],{"categories":5807},[114],{"categories":5809},[],{"categories":5811},[64],{"categories":5813},[],{"categories":5815},[64],{"categories":5817},[114],{"categories":5819},[104],{"categories":5821},[101],{"categories":5823},[],{"categories":5825},[152],{"categories":5827},[271],{"categories":5829},[101],{"categories":5831},[64],{"categories":5833},[101],{"categories":5835},[],{"categories":5837},[149],{"categories":5839},[114],{"categories":5841},[64],{"categories":5843},[201],{"categories":5845},[109],{"categories":5847},[101],{"categories":5849},[101],{"categories":5851},[114],{"categories":5853},[64],{"categories":5855},[114],{"categories":5857},[149],{"categories":5859},[101],{"categories":5861},[117],{"categories":5863},[104],{"categories":5865},[117],{"categories":5867},[149],{"categories":5869},[101],{"categories":5871},[64],{"categories":5873},[101],{"categories":5875},[201],{"categories":5877},[109],{"categories":5879},[101],{"categories":5881},[101],{"categories":5883},[101],{"categories":5885},[101],{"categories":5887},[101],{"categories":5889},[101],{"categories":5891},[114],{"categories":5893},[101],{"categories":5895},[114],{"categories":5897},[101],{"categories":5899},[101],{"categories":5901},[104],{"categories":5903},[101],{"categories":5905},[114],{"categories":5907},[114],{"categories":5909},[201],{"categories":5911},[114],{"categories":5913},[114],{"categories":5915},[101],{"categories":5917},[104],{"categories":5919},[114],{"categories":5921},[201],{"categories":5923},[],{"categories":5925},[101],{"categories":5927},[152],{"categories":5929},[444],{"categories":5931},[101],{"categories":5933},[114],{"categories":5935},[101],{"categories":5937},[101],{"categories":5939},[64],{"categories":5941},[101],{"categories":5943},[],{"categories":5945},[101],{"categories":5947},[114],{"categories":5949},[101],{"categories":5951},[230],{"categories":5953},[101],{"categories":5955},[64],{"categories":5957},[101],{"categories":5959},[149],{"categories":5961},[114],{"categories":5963},[101],{"categories":5965},[230],{"categories":5967},[114],{"categories":5969},[109],{"categories":5971},[109],{"categories":5973},[101],{"categories":5975},[101],{"categories":5977},[101],{"categories":5979},[101],{"categories":5981},[101],{"categories":5983},[101],{"categories":5985},[104],{"categories":5987},[],{"categories":5989},[101],{"categories":5991},[101],{"categories":5993},[114],{"categories":5995},[114],{"categories":5997},[101],{"categories":5999},[101],{"categories":6001},[101],{"categories":6003},[101],{"categories":6005},[101],{"categories":6007},[64],{"categories":6009},[],{"categories":6011},[104],{"categories":6013},[101],{"categories":6015},[101],{"categories":6017},[114],{"categories":6019},[114],{"categories":6021},[],{"categories":6023},[64],{"categories":6025},[64],{"categories":6027},[101],{"categories":6029},[230],{"categories":6031},[109],{"categories":6033},[201],{"categories":6035},[],{"categories":6037},[101],{"categories":6039},[114],{"categories":6041},[104],{"categories":6043},[101],{"categories":6045},[101],{"categories":6047},[64],{"categories":6049},[104],{"categories":6051},[101],{"categories":6053},[101],{"categories":6055},[149],{"categories":6057},[152],{"categories":6059},[101],{"categories":6061},[149],{"categories":6063},[114],{"categories":6065},[101],{"categories":6067},[],{"categories":6069},[149],{"categories":6071},[114],{"categories":6073},[201],{"categories":6075},[152],{"categories":6077},[101],{"categories":6079},[101],{"categories":6081},[],{"categories":6083},[114],{"categories":6085},[114],{"categories":6087},[114],{"categories":6089},[3123],{"categories":6091},[149],{"categories":6093},[101],{"categories":6095},[64],{"categories":6097},[101],{"categories":6099},[101],{"categories":6101},[101],{"categories":6103},[101],{"categories":6105},[101],{"categories":6107},[109],{"categories":6109},[101],{"categories":6111},[104],{"categories":6113},[1786],{"categories":6115},[271],{"categories":6117},[104],{"categories":6119},[],{"categories":6121},[101],{"categories":6123},[],{"categories":6125},[149],{"categories":6127},[114],{"categories":6129},[201],{"categories":6131},[101],{"categories":6133},[101],{"categories":6135},[101],{"categories":6137},[149],{"categories":6139},[],{"categories":6141},[114],{"categories":6143},[101],{"categories":6145},[114],{"categories":6147},[114],{"categories":6149},[],{"categories":6151},[101],{"categories":6153},[],{"categories":6155},[149],{"categories":6157},[104],{"categories":6159},[201],{"categories":6161},[101],{"categories":6163},[114],{"categories":6165},[149],{"categories":6167},[101],{"categories":6169},[149],{"categories":6171},[],{"categories":6173},[149],{"categories":6175},[101],{"categories":6177},[104],{"categories":6179},[444],{"categories":6181},[114],{"categories":6183},[101],{"categories":6185},[],{"categories":6187},[64],{"categories":6189},[114],{"categories":6191},[117],{"categories":6193},[114],{"categories":6195},[104],{"categories":6197},[101],{"categories":6199},[101],{"categories":6201},[],{"categories":6203},[],{"categories":6205},[],{"categories":6207},[201],{"categories":6209},[101],{"categories":6211},[114],{"categories":6213},[101],{"categories":6215},[101],{"categories":6217},[],{"categories":6219},[],{"categories":6221},[],{"categories":6223},[101],{"categories":6225},[114],{"categories":6227},[201],{"categories":6229},[101],{"categories":6231},[],{"categories":6233},[114],{"categories":6235},[101],{"categories":6237},[101],{"categories":6239},[104],{"categories":6241},[],{"categories":6243},[],{"categories":6245},[101],{"categories":6247},[101],{"categories":6249},[114],{"categories":6251},[201],{"categories":6253},[101],{"categories":6255},[149],{"categories":6257},[],{"categories":6259},[101],{"categories":6261},[101],{"categories":6263},[230],{"categories":6265},[149],{"categories":6267},[230],{"categories":6269},[152],{"categories":6271},[101],{"categories":6273},[101],{"categories":6275},[],{"categories":6277},[],{"categories":6279},[114],{"categories":6281},[],{"categories":6283},[101],{"categories":6285},[444],{"categories":6287},[101],{"categories":6289},[101],{"categories":6291},[101],{"categories":6293},[101],{"categories":6295},[],{"categories":6297},[114],{"categories":6299},[101],{"categories":6301},[101],{"categories":6303},[],{"categories":6305},[114],{"categories":6307},[101],{"categories":6309},[149],{"categories":6311},[101],{"categories":6313},[230],{"categories":6315},[109],{"categories":6317},[117],{"categories":6319},[101],{"categories":6321},[101],{"categories":6323},[114],{"categories":6325},[152],{"categories":6327},[114],{"categories":6329},[114],{"categories":6331},[],{"categories":6333},[101],{"categories":6335},[114],{"categories":6337},[],{"categories":6339},[101],{"categories":6341},[],{"categories":6343},[149],{"categories":6345},[109],{"categories":6347},[],{"categories":6349},[101],{"categories":6351},[101],{"categories":6353},[101],{"categories":6355},[],{"categories":6357},[114],{"categories":6359},[201],{"categories":6361},[104],{"categories":6363},[101],{"categories":6365},[],{"categories":6367},[109],{"categories":6369},[230],{"categories":6371},[101],{"categories":6373},[64],{"categories":6375},[104],{"categories":6377},[152],{"categories":6379},[109],{"categories":6381},[64],{"categories":6383},[114],{"categories":6385},[64],{"categories":6387},[],{"categories":6389},[101],{"categories":6391},[117],{"categories":6393},[101],{"categories":6395},[],{"categories":6397},[114],{"categories":6399},[104],{"categories":6401},[201],{"categories":6403},[101],{"categories":6405},[104],{"categories":6407},[114],{"categories":6409},[271],{"categories":6411},[101],{"categories":6413},[101],{"categories":6415},[101],{"categories":6417},[101],{"categories":6419},[101],{"categories":6421},[104],{"categories":6423},[101],{"categories":6425},[64],{"categories":6427},[152],{"categories":6429},[114],{"categories":6431},[],{"categories":6433},[101],{"categories":6435},[101],{"categories":6437},[101],{"categories":6439},[64],{"categories":6441},[114],{"categories":6443},[149],{"categories":6445},[64],{"categories":6447},[101],{"categories":6449},[117],{"categories":6451},[],{"categories":6453},[201],{"categories":6455},[64],{"categories":6457},[149],{"categories":6459},[101],{"categories":6461},[104],{"categories":6463},[114],{"categories":6465},[101],{"categories":6467},[101],{"categories":6469},[114],{"categories":6471},[117],{"categories":6473},[101],{"categories":6475},[114],{"categories":6477},[101],{"categories":6479},[109],{"categories":6481},[114],{"categories":6483},[114,271],{"categories":6485},[101],{"categories":6487},[101],{"categories":6489},[114],{"categories":6491},[64],{"categories":6493},[101],{"categories":6495},[101],{"categories":6497},[152],{"categories":6499},[114],{"categories":6501},[230],{"categories":6503},[114],{"categories":6505},[109],{"categories":6507},[],{"categories":6509},[114],{"categories":6511},[101],{"categories":6513},[109],{"categories":6515},[],{"categories":6517},[],{"categories":6519},[64],{"categories":6521},[101],{"categories":6523},[101],{"categories":6525},[114],{"categories":6527},[152],{"categories":6529},[230],{"categories":6531},[101],{"categories":6533},[101],{"categories":6535},[101],{"categories":6537},[114],{"categories":6539},[],{"categories":6541},[114],{"categories":6543},[149],{"categories":6545},[101],{"categories":6547},[114],{"categories":6549},[114],{"categories":6551},[101],{"categories":6553},[],{"categories":6555},[149],{"categories":6557},[64],{"categories":6559},[3123],{"categories":6561},[104],{"categories":6563},[64],{"categories":6565},[101],{"categories":6567},[114],{"categories":6569},[101],{"categories":6571},[101],{"categories":6573},[230],{"categories":6575},[64],{"categories":6577},[152],{"categories":6579},[],{"categories":6581},[149],{"categories":6583},[101],{"categories":6585},[101],{"categories":6587},[],{"categories":6589},[114],{"categories":6591},[101],{"categories":6593},[101],{"categories":6595},[101],{"categories":6597},[101],{"categories":6599},[114],{"categories":6601},[101],{"categories":6603},[101],{"categories":6605},[101],{"categories":6607},[117],{"categories":6609},[101],{"categories":6611},[114],{"categories":6613},[101],{"categories":6615},[101],{"categories":6617},[101],{"categories":6619},[101],{"categories":6621},[101],{"categories":6623},[101],{"categories":6625},[101],{"categories":6627},[109],{"categories":6629},[],{"categories":6631},[117],{"categories":6633},[149],{"categories":6635},[114],{"categories":6637},[101],{"categories":6639},[64],{"categories":6641},[],{"categories":6643},[64],{"categories":6645},[64],{"categories":6647},[114],{"categories":6649},[64],{"categories":6651},[101],{"categories":6653},[101],{"categories":6655},[101],{"categories":6657},[114],{"categories":6659},[64],{"categories":6661},[101],{"categories":6663},[101],{"categories":6665},[101],{"categories":6667},[114],{"categories":6669},[149],{"categories":6671},[101],{"categories":6673},[101],{"categories":6675},[101],{"categories":6677},[109],{"categories":6679},[101],{"categories":6681},[114],{"categories":6683},[201],{"categories":6685},[],{"categories":6687},[101],{"categories":6689},[152],{"categories":6691},[114],{"categories":6693},[101],{"categories":6695},[101],{"categories":6697},[],{"categories":6699},[101],{"categories":6701},[101],{"categories":6703},[149],{"categories":6705},[101],{"categories":6707},[101],{"categories":6709},[114],{"categories":6711},[230],{"categories":6713},[],{"categories":6715},[],{"categories":6717},[64],{"categories":6719},[101],{"categories":6721},[101],{"categories":6723},[149],{"categories":6725},[101],{"categories":6727},[64],{"categories":6729},[149],{"categories":6731},[101],{"categories":6733},[101],{"categories":6735},[230],{"categories":6737},[152],{"categories":6739},[101],{"categories":6741},[101],{"categories":6743},[104],{"categories":6745},[114],{"categories":6747},[101],{"categories":6749},[101],{"categories":6751},[114],{"categories":6753},[109],{"categories":6755},[114],{"categories":6757},[64],{"categories":6759},[101],{"categories":6761},[109],{"categories":6763},[],{"categories":6765},[101],{"categories":6767},[152],{"categories":6769},[101],{"categories":6771},[101],{"categories":6773},[],{"categories":6775},[149],{"categories":6777},[101],{"categories":6779},[114],{"categories":6781},[152],{"categories":6783},[101],{"categories":6785},[64],{"categories":6787},[64],{"categories":6789},[64],{"categories":6791},[101],{"categories":6793},[114],{"categories":6795},[114],{"categories":6797},[101],{"categories":6799},[114],{"categories":6801},[101],{"categories":6803},[101],{"categories":6805},[201],{"categories":6807},[152],{"categories":6809},[152],{"categories":6811},[],{"categories":6813},[149],{"categories":6815},[101],{"categories":6817},[101],{"categories":6819},[64],{"categories":6821},[],{"categories":6823},[149],{"categories":6825},[149],{"categories":6827},[149],{"categories":6829},[],{"categories":6831},[114],{"categories":6833},[101],{"categories":6835},[],{"categories":6837},[104],{"categories":6839},[109],{"categories":6841},[],{"categories":6843},[101],{"categories":6845},[101],{"categories":6847},[],{"categories":6849},[64],{"categories":6851},[],{"categories":6853},[],{"categories":6855},[],{"categories":6857},[],{"categories":6859},[101],{"categories":6861},[149],{"categories":6863},[],{"categories":6865},[],{"categories":6867},[101],{"categories":6869},[101],{"categories":6871},[101],{"categories":6873},[152],{"categories":6875},[101],{"categories":6877},[152],{"categories":6879},[],{"categories":6881},[152],{"categories":6883},[152],{"categories":6885},[271],{"categories":6887},[114],{"categories":6889},[64],{"categories":6891},[],{"categories":6893},[],{"categories":6895},[152],{"categories":6897},[64],{"categories":6899},[64],{"categories":6901},[64],{"categories":6903},[],{"categories":6905},[104],{"categories":6907},[64],{"categories":6909},[64],{"categories":6911},[104],{"categories":6913},[64],{"categories":6915},[109],{"categories":6917},[64],{"categories":6919},[64],{"categories":6921},[64],{"categories":6923},[152],{"categories":6925},[149],{"categories":6927},[149],{"categories":6929},[101],{"categories":6931},[64],{"categories":6933},[152],{"categories":6935},[271],{"categories":6937},[152],{"categories":6939},[152],{"categories":6941},[152],{"categories":6943},[],{"categories":6945},[109],{"categories":6947},[],{"categories":6949},[271],{"categories":6951},[64],{"categories":6953},[64],{"categories":6955},[64],{"categories":6957},[114],{"categories":6959},[149,109],{"categories":6961},[152],{"categories":6963},[],{"categories":6965},[],{"categories":6967},[152],{"categories":6969},[],{"categories":6971},[152],{"categories":6973},[149],{"categories":6975},[114],{"categories":6977},[],{"categories":6979},[64],{"categories":6981},[101],{"categories":6983},[201],{"categories":6985},[],{"categories":6987},[101],{"categories":6989},[],{"categories":6991},[149],{"categories":6993},[104],{"categories":6995},[152],{"categories":6997},[],{"categories":6999},[64],{"categories":7001},[149],[7003,7051,7212,7292],{"id":7004,"title":7005,"ai":7006,"body":7011,"categories":7037,"created_at":65,"date_modified":65,"description":56,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7038,"navigation":80,"path":7039,"published_at":7040,"question":65,"scraped_at":65,"seo":7041,"sitemap":7042,"source_id":7043,"source_name":7044,"source_type":88,"source_url":7045,"stem":7046,"tags":7047,"thumbnail_url":65,"tldr":7048,"tweet":65,"unknown_tags":7049,"__hash__":7050},"summaries\u002Fsummaries\u002Fpandas-ends-manual-data-loops-in-python-summary.md","Pandas Ends Manual Data Loops in Python",{"provider":7,"model":8,"input_tokens":7007,"output_tokens":7008,"processing_time_ms":7009,"cost_usd":7010},3679,931,11867,0.0011788,{"type":14,"value":7012,"toc":7033},[7013,7017,7020,7024,7027],[17,7014,7016],{"id":7015},"realize-your-code-is-overcomplicated","Realize Your Code is Overcomplicated",[22,7018,7019],{},"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.",[17,7021,7023],{"id":7022},"pandas-vectorize-data-instead-of-looping","Pandas: Vectorize Data Instead of Looping",[22,7025,7026],{},"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.",[22,7028,7029],{},[7030,7031,7032],"em",{},"Note: Article previews 5 such libraries but details only Pandas here; full list promises similar discomforting simplifications.",{"title":56,"searchDepth":57,"depth":57,"links":7034},[7035,7036],{"id":7015,"depth":57,"text":7016},{"id":7022,"depth":57,"text":7023},[64],{},"\u002Fsummaries\u002Fpandas-ends-manual-data-loops-in-python-summary","2026-04-08 21:21:20",{"title":7005,"description":56},{"loc":7039},"43920ea1749e934a","Level Up Coding","https:\u002F\u002Funknown","summaries\u002Fpandas-ends-manual-data-loops-in-python-summary",[92,94],"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.",[94],"otabOWgT1gOCPZs4DIk97pUnZCSEGnbqwcdhmSwfk74",{"id":7052,"title":7053,"ai":7054,"body":7059,"categories":7185,"created_at":65,"date_modified":65,"description":56,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7186,"navigation":80,"path":7200,"published_at":65,"question":65,"scraped_at":7201,"seo":7202,"sitemap":7203,"source_id":7204,"source_name":7205,"source_type":88,"source_url":7206,"stem":7207,"tags":7208,"thumbnail_url":65,"tldr":7209,"tweet":65,"unknown_tags":7210,"__hash__":7211},"summaries\u002Fsummaries\u002F9138792c3c82d32d-secure-asgi-apps-with-double-submit-csrf-middlewar-summary.md","Secure ASGI Apps with Double Submit CSRF Middleware",{"provider":7,"model":8,"input_tokens":7055,"output_tokens":7056,"processing_time_ms":7057,"cost_usd":7058},6255,1673,8509,0.0015802,{"type":14,"value":7060,"toc":7180},[7061,7065,7105,7109,7146,7150],[17,7062,7064],{"id":7063},"embed-csrf-tokens-in-forms-for-double-submit-protection","Embed CSRF Tokens in Forms for Double Submit Protection",[22,7066,7067,7068,7072,7073,7076,7077,7080,7081,7084,7085,7088,7089,7092,7093,7096,7097,7100,7101,7104],{},"Wrap your ASGI app with ",[7069,7070,7071],"code",{},"CSRFMiddleware(app, signing_secret=\"your-secret\")"," to implement OWASP's Double Submit Cookie pattern. The middleware sets a ",[7069,7074,7075],{},"csrftoken"," cookie (configurable via ",[7069,7078,7079],{},"cookie_name",") if missing and exposes it via ",[7069,7082,7083],{},"scope[\"csrftoken\"]()","—a callable function. Use it to populate hidden form fields: ",[7069,7086,7087],{},"\u003Cinput type=\"hidden\" name=\"csrftoken\" value=\"{{ request.scope['csrftoken']() }}\">",". For JS fetches, send ",[7069,7090,7091],{},"x-csrftoken"," header matching the cookie. On POST, middleware validates token in form data or header, rejecting mismatches with 403. Set ",[7069,7094,7095],{},"signing_secret"," explicitly or via ",[7069,7098,7099],{},"ASGI_CSRF_SECRET"," env var to avoid invalidation on restarts—random secrets persist only per server run. Adds ",[7069,7102,7103],{},"Vary: Cookie"," header if setting cookie to bust caches.",[17,7106,7108],{"id":7107},"configure-cookies-and-auto-set-behavior","Configure Cookies and Auto-Set Behavior",[22,7110,7111,7112,7115,7116,7119,7120,7123,7124,7127,7128,7131,7132,7134,7135,7137,7138,7141,7142,7145],{},"Control cookie with options: ",[7069,7113,7114],{},"cookie_path=\"\u002F\""," (default), ",[7069,7117,7118],{},"cookie_domain=None",", ",[7069,7121,7122],{},"cookie_secure=True"," (HTTPS-only), ",[7069,7125,7126],{},"cookie_samesite=\"Lax\""," (default; options: Strict, Lax, None). Use ",[7069,7129,7130],{},"always_set_cookie=True"," to set ",[7069,7133,7075],{}," on every request lacking it, not just when ",[7069,7136,7083],{}," called. Skips protection if no cookies (unauthenticated) or ",[7069,7139,7140],{},"Authorization: Bearer ..."," header present (safe from cross-site due to browser CORS). Protect login forms always via ",[7069,7143,7144],{},"always_protect=[\"\u002Flogin\u002F\"]"," to block login CSRF.",[17,7147,7149],{"id":7148},"skip-apis-and-customize-failures","Skip APIs and Customize Failures",[22,7151,7152,7153,7156,7157,7160,7161,7164,7165,7119,7168,7171,7172,7175,7176,7179],{},"Opt out for web APIs with ",[7069,7154,7155],{},"skip_if_scope"," callback returning True, e.g., ",[7069,7158,7159],{},"lambda scope: scope[\"path\"].startswith(\"\u002Fapi\u002F\")",". Override 403 defaults with ",[7069,7162,7163],{},"send_csrf_failed"," function taking ",[7069,7166,7167],{},"scope",[7069,7169,7170],{},"send",", and ",[7069,7173,7174],{},"message_id"," from ",[7069,7177,7178],{},"asgi_csrf.Errors"," enum for custom responses per error type.",{"title":56,"searchDepth":57,"depth":57,"links":7181},[7182,7183,7184],{"id":7063,"depth":57,"text":7064},{"id":7107,"depth":57,"text":7108},{"id":7148,"depth":57,"text":7149},[64],{"content_references":7187,"triage":7197},[7188,7194],{"type":7189,"title":7190,"publisher":7191,"url":7192,"context":7193},"other","OWASP guide to Cross Site Request Forgery (CSRF)","OWASP","https:\u002F\u002Fowasp.org\u002Fwww-community\u002Fattacks\u002Fcsrf","cited",{"type":7189,"title":7195,"publisher":7191,"url":7196,"context":7193},"Cross-Site Request Forgery (CSRF) Prevention Cheat Sheet","https:\u002F\u002Fcheatsheetseries.owasp.org\u002Fcheatsheets\u002FCross-Site_Request_Forgery_Prevention_Cheat_Sheet.html",{"relevance":77,"novelty":57,"quality":76,"actionability":76,"composite":7198,"reasoning":7199},3.25,"Category: Software Engineering. The article provides practical guidance on implementing CSRF protection in ASGI applications, which is relevant for developers working on backend security. It includes specific code examples and configuration options, making it actionable for developers looking to enhance their app's security.","\u002Fsummaries\u002F9138792c3c82d32d-secure-asgi-apps-with-double-submit-csrf-middlewar-summary","2026-04-16 03:15:33",{"title":7053,"description":56},{"loc":7200},"9138792c3c82d32d","__oneoff__","https:\u002F\u002Fgithub.com\u002Fsimonw\u002Fasgi-csrf","summaries\u002F9138792c3c82d32d-secure-asgi-apps-with-double-submit-csrf-middlewar-summary",[92,93],"Protect ASGI apps from CSRF using asgi-csrf: pip install, wrap app with CSRFMiddleware, embed scope['csrftoken']() in POST forms or x-csrftoken headers—rejects invalid POSTs with 403.",[],"yQgwZ3-Or6r2-qxOXj7ZHTCe8jff7FjmJ8fp_ycGjtI",{"id":7213,"title":7214,"ai":7215,"body":7221,"categories":7273,"created_at":65,"date_modified":65,"description":56,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7274,"navigation":80,"path":7278,"published_at":7279,"question":65,"scraped_at":7280,"seo":7281,"sitemap":7282,"source_id":7283,"source_name":7284,"source_type":88,"source_url":7285,"stem":7286,"tags":7287,"thumbnail_url":65,"tldr":7289,"tweet":65,"unknown_tags":7290,"__hash__":7291},"summaries\u002Fsummaries\u002Fa250c756ca60ded3-why-python-problem-solving-beats-library-mastery-summary.md","Why Python Problem-Solving Beats Library Mastery",{"provider":7,"model":7216,"input_tokens":7217,"output_tokens":7218,"processing_time_ms":7219,"cost_usd":7220},"google\u002Fgemini-3.1-flash-lite",3924,370,2770,0.001536,{"type":14,"value":7222,"toc":7269},[7223,7227,7230,7234,7237,7266],[17,7224,7226],{"id":7225},"focus-on-operational-pain-points-over-technical-breadth","Focus on Operational Pain Points Over Technical Breadth",[22,7228,7229],{},"Most developers prioritize learning the latest libraries or frameworks, but this technical breadth often fails to translate into professional value. In a business context, the most significant opportunities lie in solving \"boring\" problems that directly impact the bottom line. Companies do not pay for code that is merely technically impressive; they pay for solutions to concrete operational friction.",[17,7231,7233],{"id":7232},"the-real-world-value-of-python","The Real-World Value of Python",[22,7235,7236],{},"Python’s true strength is not its hype or its ecosystem of libraries, but its utility as a tool for practical problem-solving. To become a more valuable developer, you should shift your focus toward identifying and resolving:",[7238,7239,7240,7248,7254,7260],"ul",{},[7241,7242,7243,7247],"li",{},[7244,7245,7246],"strong",{},"Workflow Inefficiencies:"," Identifying slow, manual processes that can be automated.",[7241,7249,7250,7253],{},[7244,7251,7252],{},"Data Integrity:"," Cleaning up messy data pipelines that hinder decision-making.",[7241,7255,7256,7259],{},[7244,7257,7258],{},"Infrastructure and Scaling:"," Addressing the \"chaos\" that occurs when systems grow beyond their initial design.",[7241,7261,7262,7265],{},[7244,7263,7264],{},"Automation Gaps:"," Fixing broken or brittle automation that causes repeated manual intervention.",[22,7267,7268],{},"By prioritizing the study of how systems fail and where they create bottlenecks, you move from being a developer who writes code to a builder who solves business-critical problems. This shift in mindset—from library-centric to problem-centric—is what distinguishes high-impact engineers.",{"title":56,"searchDepth":57,"depth":57,"links":7270},[7271,7272],{"id":7225,"depth":57,"text":7226},{"id":7232,"depth":57,"text":7233},[64],{"content_references":7275,"triage":7276},[],{"relevance":76,"novelty":77,"quality":76,"actionability":76,"composite":78,"reasoning":7277},"Category: Software Engineering. The article emphasizes the importance of focusing on operational pain points rather than just mastering libraries, which directly addresses the audience's need for practical applications in software engineering. It provides actionable insights on identifying workflow inefficiencies and data integrity issues, making it relevant for developers looking to enhance their problem-solving skills.","\u002Fsummaries\u002Fa250c756ca60ded3-why-python-problem-solving-beats-library-mastery-summary","2026-05-19 18:32:24","2026-05-20 23:00:20",{"title":7214,"description":56},{"loc":7278},"a250c756ca60ded3","Python in Plain English","https:\u002F\u002Fpython.plainenglish.io\u002Fmost-python-developers-learn-libraries-but-ignore-the-one-skill-that-actually-makes-them-valuable-9365467f6476?source=rss----78073def27b8---4","summaries\u002Fa250c756ca60ded3-why-python-problem-solving-beats-library-mastery-summary",[92,7288,94],"software-engineering","The most valuable Python developers aren't those who memorize libraries, but those who focus on solving painful, real-world operational bottlenecks like broken automation and data messiness.",[7288,94],"s7ko-JYohIaLub0V4l9afXCeSxGNVeODuMHNQMuO_28",{"id":7293,"title":7294,"ai":7295,"body":7300,"categories":7441,"created_at":65,"date_modified":65,"description":56,"extension":66,"faq":65,"featured":67,"kicker_label":65,"meta":7442,"navigation":80,"path":7446,"published_at":7447,"question":65,"scraped_at":7448,"seo":7449,"sitemap":7450,"source_id":7451,"source_name":7284,"source_type":88,"source_url":7452,"stem":7453,"tags":7454,"thumbnail_url":65,"tldr":7456,"tweet":65,"unknown_tags":7457,"__hash__":7458},"summaries\u002Fsummaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary.md","Python Tricks: Scripts to Invisible Automation Systems",{"provider":7,"model":8,"input_tokens":7296,"output_tokens":7297,"processing_time_ms":7298,"cost_usd":7299},4938,1580,25939,0.00127075,{"type":14,"value":7301,"toc":7436},[7302,7306,7317,7328,7345,7349,7360,7374,7378,7389,7403,7413,7423,7433],[17,7303,7305],{"id":7304},"composable-primitives-eliminate-string-hacking-and-boilerplate","Composable Primitives Eliminate String Hacking and Boilerplate",[22,7307,7308,7309,7312,7313,7316],{},"Replace ugly string concatenation for files with ",[7069,7310,7311],{},"pathlib",": ",[7069,7314,7315],{},"from pathlib import Path; base = Path(\"data\"); file_path = base \u002F \"output\" \u002F \"file.txt\"; file_path.write_text(\"Hello world\")",". Paths stay readable, cross-OS compatible, and composable—crucial since automation centers on file manipulation. Avoid string hacks, as they lead to bugs: “If your file code looks like string manipulation, you’re one bug away from regret.”",[22,7318,7319,7320,7323,7324,7327],{},"For iteration, use ",[7069,7321,7322],{},"itertools.product"," over loops: ",[7069,7325,7326],{},"from itertools import product; colors = [\"red\", \"blue\"]; sizes = [\"S\", \"M\", \"L\"]; list(product(colors, sizes))"," generates cartesian products instantly for test cases, datasets, or configs—replacing 20-line loops.",[22,7329,7330,7331,7312,7334,7337,7338,7119,7341,7344],{},"Ditch manual constructors with ",[7069,7332,7333],{},"dataclasses",[7069,7335,7336],{},"@dataclass class Job: title: str; company: str; salary: int"," auto-generates ",[7069,7339,7340],{},"__init__",[7069,7342,7343],{},"__repr__",", and comparisons, cutting repetitive code so you focus on workflows, not boilerplate.",[17,7346,7348],{"id":7347},"observability-turns-debugging-into-narratives","Observability Turns Debugging into Narratives",[22,7350,7351,7352,7355,7356,7359],{},"f-Strings make logs readable: ",[7069,7353,7354],{},"user = \"qasim\"; action = \"login\"; print(f\"[INFO] User {user} performed {action}\")"," or ",[7069,7357,7358],{},"print(f\"[DEBUG] processing={i} | status={status} | items={len(data)}\")",". They create narrative visibility, speeding automation fixes.",[22,7361,7362,7363,7366,7367,7312,7370,7373],{},"Swap ",[7069,7364,7365],{},"print"," for ",[7069,7368,7369],{},"logging",[7069,7371,7372],{},"import logging; logging.basicConfig(level=logging.INFO); logging.info(\"Pipeline started\"); logging.warning(\"Missing values detected\")",". In pipelines, this enables observing systems, not just running code—essential for production debugging without flying blind.",[17,7375,7377],{"id":7376},"safety-nets-cli-tools-and-system-control-scale-automation","Safety Nets, CLI Tools, and System Control Scale Automation",[22,7379,7380,7381,7384,7385,7388],{},"Context managers prevent leaks: ",[7069,7382,7383],{},"with open(\"data.txt\") as f: data = f.read()",". Custom ones add power: ",[7069,7386,7387],{},"@contextmanager def timer(): start = time.time(); yield; print(\"Elapsed:\", time.time() - start); with timer(): sum(range(1_000_000))",". Automation becomes safe by default—no forgotten closes.",[22,7390,7391,7392,7312,7395,7398,7399,7402],{},"Make scripts tools with ",[7069,7393,7394],{},"argparse",[7069,7396,7397],{},"parser = argparse.ArgumentParser(); parser.add_argument(\"--input\"); parser.add_argument(\"--mode\"); args = parser.parse_args()"," lets you run ",[7069,7400,7401],{},"python app.py --input data.csv --mode fast",", turning files into Linux-like CLI without editing code.",[22,7404,7405,7406,7312,7409,7412],{},"Access APIs via ",[7069,7407,7408],{},"requests",[7069,7410,7411],{},"res = requests.get(\"https:\u002F\u002Fapi.github.com\u002Fevents\"); data = res.json(); print(len(data))",". Pair with scheduling\u002Ffiles for scrapers, pipelines, or monitoring—core of most tools, including AI via prompts.",[22,7414,7415,7416,7312,7419,7422],{},"Speed up with ",[7069,7417,7418],{},"asyncio",[7069,7420,7421],{},"async def task(i): await asyncio.sleep(1); return i; async def main(): results = await asyncio.gather(*(task(i) for i in range(5))); asyncio.run(main())"," cuts 5 sequential seconds to ~1 parallel, scaling APIs, scraping, or LLM calls.",[22,7424,7425,7426,7312,7429,7432],{},"Control OS with ",[7069,7427,7428],{},"subprocess",[7069,7430,7431],{},"subprocess.run([\"ls\", \"-l\"])"," for batch renames, CLI orchestration, or pipelines—Python as machine control layer.",[22,7434,7435],{},"Combined, these remove manual decisions: less thinking, repetition, friction. Good automation feels invisible, handling workflows in the background so you stop thinking about them.",{"title":56,"searchDepth":57,"depth":57,"links":7437},[7438,7439,7440],{"id":7304,"depth":57,"text":7305},{"id":7347,"depth":57,"text":7348},{"id":7376,"depth":57,"text":7377},[64],{"content_references":7443,"triage":7444},[],{"relevance":76,"novelty":77,"quality":76,"actionability":76,"composite":78,"reasoning":7445},"Category: AI Automation. The article provides practical Python tricks for building reliable automation systems, addressing the audience's need for actionable content. It includes specific code examples and techniques that can be directly applied to improve automation workflows.","\u002Fsummaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary","2026-05-12 15:41:08","2026-05-13 19:01:05",{"title":7294,"description":56},{"loc":7446},"2213f25251a75094","https:\u002F\u002Fpython.plainenglish.io\u002F10-python-tricks-that-turn-beginners-into-builders-36c42288ffef?source=rss----78073def27b8---4","summaries\u002F2213f25251a75094-python-tricks-scripts-to-invisible-automation-syst-summary",[92,7455,94],"automation","Shift from one-off scripts to reliable systems using pathlib for paths, itertools for combinations, dataclasses for models, logging over print, context managers for safety, argparse for CLI, requests\u002Fasyncio for APIs, and subprocess for OS control—removing manual decisions entirely.",[94],"We0hU3wZU4j3_jCKrixA2VsGroJ-G8A5k73y7Lt-pZc"]