美国亚马逊运动服饰榜单追踪 Amazon US Best Sellers · Top 100

深度分析

2026-11-06 · 共 16 个分析,16 个已激活 (数据够天数后自动上线,由每日自我改进循环接管)

选择日期: 11-0611-0511-0411-0311-0211-0110-3110-3010-2910-2810-2710-2610-2510-24

结构面

类目集中度CR4/CR10/HHI:这个类目是几个大牌说了算,还是散兵游勇

Competitive Swimwear
796
CR4 47% · 样本 100
Dance Apparel
464
CR4 31% · 样本 100
Tennis Clothing
444
CR4 33% · 样本 100
Martial Arts Clothing
414
CR4 32% · 样本 100
集中度差异在已识别品牌的商品中,Competitive Swimwear 最集中(HHI 796,前 4 名品牌占 47%,样本 100 个);Running Clothing 最分散(HHI 164,样本 100 个)。集中度高 = 新玩家难切,分散 = 长尾机会多。
口径与样本集中度只统计**已采集到品牌**的排名位(各类目平均覆盖 100%),未采集到品牌的位置不参与计算——否则等于凭空造出一个占最大份额的「未知品牌」,HHI 会虚高。详情层每天按排名补齐,覆盖率会随天数上升。

HHI(越高越集中)

Competitive Swimwear796Dance Apparel464Tennis Clothing444Martial Arts Clothin414Golf Clothing390Gymnastics Clothing360Volleyball Clothing320Yoga Clothing316Soccer & Futsal 308Cycling Clothing274Basketball Clothing264Baseball Clothing252Hiking & Outdoor220Snowboarding Clothin196Ski Clothing180Running Clothing164

各类目集中度(按 HHI 降序,仅计已识别品牌)

分类品牌数CR4CR10HHI样本品牌覆盖
Competitive Swimwear3847%68%796100100%
Dance Apparel5831%48%464100100%
Tennis Clothing4733%56%444100100%
Martial Arts Clothing5332%52%414100100%
Golf Clothing5031%53%390100100%
Gymnastics Clothing5329%47%360100100%
Volleyball Clothing5425%46%320100100%
Yoga Clothing6925%38%316100100%
Soccer & Futsal Clothing5525%45%308100100%
Cycling Clothing6023%42%274100100%
Basketball Clothing6323%40%264100100%
Baseball Clothing6522%40%252100100%
Hiking & Outdoor Recreation Clothing6920%34%220100100%
Snowboarding Clothing7318%31%196100100%
Ski Clothing7014%28%180100100%
Running Clothing7614%26%164100100%

价格与排名关系同一类目里,便宜是不是真的更靠前(Spearman 秩相关 + 十分位价格)

价格敏感类目(便宜的名次更好)1 个类目呈明显正相关:价格越低名次越好,典型是 Snowboarding Clothing(ρ=+0.27)——这类目里低价走量是有效打法。
头尾价格对比前 10 名的中位价 $18.99,第 91-100 名 $19.48(头部更便宜)。

按排名分位的价格中位数

第1-10名19第11-20名17第21-30名18第31-40名18第41-50名18第51-60名20第61-70名17第71-80名15第81-90名20第91-100名19

各类目价格-排名秩相关(负=越贵名次越好,正=越便宜名次越好)

分类ρ中位价样本解读
Hiking & Outdoor Recreation Clothing-0.1216.9873关系不明显
Martial Arts Clothing-0.1229.6362关系不明显
Volleyball Clothing-0.0924.9975关系不明显
Soccer & Futsal Clothing-0.0719.9972关系不明显
Tennis Clothing-0.0517.9669关系不明显
Yoga Clothing-0.0419.9979关系不明显
Ski Clothing+0.0214.9986关系不明显
Running Clothing+0.0417.9878关系不明显
Golf Clothing+0.0617.9971关系不明显
Gymnastics Clothing+0.0714.9997关系不明显
Cycling Clothing+0.1014.9875关系不明显
Basketball Clothing+0.1319.9967关系不明显
Dance Apparel+0.1413.7384关系不明显
Competitive Swimwear+0.1929.9975关系不明显
Baseball Clothing+0.1919.9973关系不明显
Snowboarding Clothing+0.2713.9577便宜更靠前

评分格局哪些商品叫好不叫座,哪些评分一般却排名很高

评分格局 计算失败TypeError: unsupported format string passed to NoneType.__format__

标题与卖点情报从标题里提炼属性词,看什么属性更容易上榜、卖什么价

上榜最多的卖点词高个(20 个排名位,中位价 $20.45,中位排名 11)、袜子(53 个排名位,中位价 $18.09,中位排名 40)、紧身裤(82 个排名位,中位价 $19.99,中位排名 44)。
低于均价且排名更好的属性男士、透气/网眼、防晒 —— 这些属性在榜单里更偏「性价比」定位。
能卖更贵且排名更好高个、娇小、袜子、紧身裤、口袋、高腰 —— 溢价属性,适合做高价款。

标题高频词

workout469athletic461sleeve448running391shorts388long372shirts316soft314men's308pants306pockets298lightweight294casual288winter287yoga276breathable260tops256women's233

属性词表现(按中位排名排序,越低越好)

全站基准:中位价 $17.99,中位排名 50。出现少于 8 次的属性不列出。

属性排名位中位价中位排名平均评分最好名次价格 vs 全站排名 vs 全站
高个2020.4511.04.461+2.46-40
娇小1933.14354.291+15.15-16
袜子5318.09404.562+0.10-10
紧身裤8219.9943.54.441+2.00-7
口袋32024.9945.04.411+7.00-6
高腰17519.99464.411+2.00-4
卫衣19825.9946.54.361+8.00-4
男士59814.9947.04.51-3.00-4
拉链16626.9947.54.41+9.00-3
透气/网眼28114.99484.511-3.00-2
防晒1139.99484.473-8.00-2
多件装23619.9849.04.491+1.99-2
聚酯纤维1922.46494.4613+4.47-2
宽松18124.99494.361+7.00-2
压缩7824.0050.54.492+6.01+0
速干36414.9951.04.481-3.00+0
女士83719.99514.41+2.00+0
保暖/抓绒24718.99534.471+1.00+2
短裤36617.9953.04.482+0.00+2
儿童/青少年22214.9954.04.61-3.00+4
T恤9814.9954.54.492-3.00+4
弹力/氨纶17517.99554.451+0.00+4
纯棉7213.0455.54.413-4.95+5
羊毛/美利奴1914.98594.522-3.01+8
无缝3419.9963.54.4211+2.00+13
背心2516.49664.4330-1.50+16
大码1121.99724.34+4.00+22

listing 运营因子视频/A+/图片/变体/尺码/颜色/卖点/上架时间/卖家类型,哪些和排名有关系

详情样本
1038
个不同 ASIN(1600 行去重后)
有视频
18%
190 个
图片中位数
6.0
张
上架天数中位
807.0
可解析 838 个
排名差最大的因子颜色可选数 上差异最明显:颜色多的一组中位排名 42(477 个),颜色少的一组 55(532 个),差 -13 名;中位价 $18.99 vs $17.99。其余依次是 视频 -11、变体数量 -11、上架时间 -6。
差异太小,别过度解读8 个能比的因子里,中位排名差最大也只有 13 名,而样本的排名区间横跨 1-100 名。同一个「更便宜」的分组给出相反的排名结果,说明单日数据下这些 2-3 名的差距基本落在噪声里;要下结论得等详情覆盖率上来、并且控制住类目和价格再算。另一头倒是有个符合直觉的:颜色可选数 里「有」的一组中位价贵 $1.00、排名靠前 13 名,像是高配撑溢价。
A+ 字段没有采到,本项无结论详情层 1038 个商品的 has_aplus 全是 0 —— 更可能是详情解析没识别出 A+ 模块,而不是「这个榜单上没人做 A+」。所以 A+ 已从对比里剔除,等采集口径修好再算,不能反推 A+ 无效。
样本不足被剔除的因子A+ 页面(0 vs 1009) —— 一组不足 8 个样本,中位数不可靠,已跳过。
这是相关性,不是因果样本是 1038 个已采集详情的商品(对应 1600 个排名位、共 1600 个),只有一个日期,没有对照组也没有时间先后。卖得好的商品更可能去配视频、加图片、开变体 —— 方向更可能是「排名高 → 运营投入多」,不能读成「加个视频就能上榜」。再者这份样本偏头部:有详情的排名位平均第 50 名,没详情的平均第 0 名(详情层按排名从上往下补采),所以结论只对头部商品成立,不能外推到 50 名以后。上架时间可解析 838/1038 个(其余格式不符已跳过),卖家可识别 746/1038 个;字段覆盖率见下表 n 列。

「有/高」一组的商品数(越大越常见)

颜色可选数477视频190变体数量503上架时间419尺码可选数267卖家类型77图片数量110卖点条数74

运营因子「有 vs 无」对比(按排名差升序,负=有该因子更靠前)

样本:1038 个已采集详情的商品(同一 ASIN 跨类目只计一次)。连续型因子按中位数切两半,差值为 0 说明两组位置基本一样。排名差为负 = 「有/高」那一组排名更靠前。

因子分组商品数中位排名中位价平均评分排名差(有-无)
颜色可选数(中位 15)颜色多4774218.994.45-13
颜色少53255.017.994.46—
视频有视频19039.019.994.43-11
无视频8195017.994.46—
变体数量(中位 19)多变体5034319.994.46-11
少变体50654.017.464.45—
上架时间(中位 807)上架久(>中位)4194619.994.47-6
上架新(≤中位)4195216.994.44—
尺码可选数(中位 6)尺码多2674522.234.47-5
尺码少74250.016.994.45—
卖家类型Amazon 自营774426.104.46-3
第三方卖家6694717.714.47—
图片数量(中位 6)多图(>中位)11047.017.994.46-1
少图(≤中位)83248.018.934.45—
卖点条数(中位 5)卖点多7448.520.514.43+0
卖点少9354817.994.46—

定价心理价格尾数 .99/.95/.49/整数 各占什么位置,折扣力度和评分数量的关系

定价心理 计算失败TypeError: unsupported format string passed to NoneType.__format__

类目货架结构各类目的价格分布、材质与性别构成、视频/图片配置,找货架还空着的类目

Gymnastics Clothing
14.99
中位价 · 视频覆盖 10% · 空白度 98
Dance Apparel
13.73
中位价 · 视频覆盖 13% · 空白度 85
Snowboarding Clothing
13.95
中位价 · 视频覆盖 12% · 空白度 84
Basketball Clothing
19.99
中位价 · 视频覆盖 17% · 空白度 66
货架最空的类目Gymnastics Clothing(空白度 98):100 个详情样本里只有 10% 带视频,价格带 P25-P75 只跨 $11.19~$17.99(0.45 倍中位价),说明货架主要集中在同一种价位和同一种配置上。同类目还有 Dance Apparel(85)、Snowboarding Clothing(84)。
已经卷起来的类目Soccer & Futsal Clothing(空白度 26)视频覆盖率 26%(100 个详情样本),价格也铺得开 —— 这类目基本要靠内容和价格同时到位才挤得进去,不适合轻装上阵。
A+ 比例这一列现在是废的全部 16 个类目的 A+ 比例都是 0% —— 与 listing 运营因子一致,是详情解析没识别出 A+ 模块,不是真的没人做。这一列暂时不能用来判断货架配置。
口径与局限价格四分位来自榜单层(价格覆盖近 100%),每个类目 100 个排名位,是稳的;材质/视频/图片来自商品详情层,只有 1600/1600 个排名位有详情(各类目 100~100 个,视频比例的分母就这么大,波动会很明显)。材质字段另有覆盖问题,各类目可用材质样本 78~90 个,且是关键字命中不是成分占比。department 平均覆盖 66%,缺失时用标题里的 men/women/kids 兜底,unisex 商品可能被标题误判。空白度 = 视频覆盖率 60% + 价格带宽窄 40% (各自在类目间归一化),是个启发式排序,不是收益预测。

各类目视频覆盖率(%,详情样本内)

Volleyball Clothing28Soccer & Futsal 26Cycling Clothing25Martial Arts Clothin24Tennis Clothing21Baseball Clothing20Hiking & Outdoor19Running Clothing19Yoga Clothing19Basketball Clothing17Competitive Swimwear16Golf Clothing15Ski Clothing15Dance Apparel13Snowboarding Clothin12Gymnastics Clothing10

货架空白度(越高越空)

Gymnastics Clothing98Dance Apparel85Snowboarding Clothin84Basketball Clothing66Competitive Swimwear64Running Clothing59Golf Clothing54Baseball Clothing53Ski Clothing43Yoga Clothing41Volleyball Clothing40Martial Arts Clothin38Cycling Clothing35Tennis Clothing34Hiking & Outdoor30Soccer & Futsal 26

各类目货架配置(按价格中位数升序)

材质/视频/图片的分母是「该类目已采集详情的商品数」(最后一列),不是 100;性别占比的分母是全类目,department 缺失时用标题关键字兜底。

分类P25中位价P75价格跨度 P75-P25纯棉%涤纶%尼龙%弹力%女士%男士%儿童%有视频%平均图片详情样本
Dance Apparel9.9913.7316.997.03.350.030.057.834.02.064.013.05.73100
Snowboarding Clothing9.9813.9517.998.017.244.64.818.173.018.02.012.05.81100
Cycling Clothing9.9914.9819.9910.03.878.212.825.653.041.03.025.05.94100
Gymnastics Clothing11.1914.9917.996.85.864.022.165.115.00.085.010.05.47100
Ski Clothing9.9914.9925.9215.934.858.33.631.057.034.05.015.05.75100
Hiking & Outdoor Recreation Clothing9.9916.9827.9918.05.970.611.825.956.041.00.019.05.82100
Tennis Clothing9.9917.9625.9715.985.972.911.827.149.048.01.021.05.84100
Running Clothing12.2417.9823.1410.96.859.120.539.861.033.05.019.06.03100
Golf Clothing9.9917.9926.0616.077.170.611.823.541.056.01.015.05.88100
Baseball Clothing12.1119.9924.9912.8812.861.617.414.041.044.010.020.05.47100
Basketball Clothing14.5919.9926.4911.912.265.911.023.250.043.07.017.05.98100
Soccer & Futsal Clothing12.9919.9927.9915.03.582.47.120.064.031.02.026.05.78100
Yoga Clothing12.3219.9929.9817.668.062.522.723.967.030.03.019.05.81100
Volleyball Clothing19.2324.9929.9910.7613.381.12.222.287.011.02.028.05.64100
Martial Arts Clothing19.9929.6339.9920.09.172.713.628.458.029.011.024.05.62100
Competitive Swimwear23.2329.9943.5920.360.057.344.939.347.033.020.016.05.61100

货架特征一句话(每个类目一行)

空白度高 = 视频覆盖偏低且价格带偏窄,是「货架还没铺满」的相对信号,不等于需求存在。

分类货架特征空白度
Baseball Clothing中价主流、视频覆盖低、价格带中等、材质以涤纶为主(62%)、男士向(44%)。53
Basketball Clothing中价主流、视频覆盖低、价格带窄、材质以涤纶为主(66%)、女士向(50%)。66
Cycling Clothing低价走量、视频中等、价格带中等、材质以涤纶为主(78%)、女士向(53%)。35
Dance Apparel低价走量、视频覆盖低、价格带窄、材质以弹力为主(58%)、儿童向(64%)。85
Golf Clothing中价主流、视频覆盖低、价格带中等、材质以涤纶为主(71%)、男士向(56%)。54
Gymnastics Clothing低价走量、视频覆盖低、价格带窄、材质以弹力为主(65%)、儿童向(85%)。98
Hiking & Outdoor Recreation Clothing中价主流、视频覆盖低、价格带中等、材质以涤纶为主(71%)、女士向(56%)。30
Martial Arts Clothing高价溢价、视频中等、价格带中等、材质以涤纶为主(73%)、女士向(58%)。38
Running Clothing中价主流、视频覆盖低、价格带中等、材质以涤纶为主(59%)、女士向(61%)。59
Ski Clothing低价走量、视频覆盖低、价格带中等、材质以涤纶为主(58%)、女士向(57%)。43
Snowboarding Clothing低价走量、视频覆盖低、价格带窄、材质以涤纶为主(45%)、女士向(73%)。84
Soccer & Futsal Clothing中价主流、视频中等、价格带中等、材质以涤纶为主(82%)、女士向(64%)。26
Competitive Swimwear高价溢价、视频覆盖低、价格带中等、材质以涤纶为主(57%)、女士向(47%)。64
Tennis Clothing中价主流、视频中等、价格带中等、材质以涤纶为主(73%)、女士向(49%)。34
Volleyball Clothing高价溢价、视频中等、价格带窄、材质以涤纶为主(81%)、女士向(87%)。40
Yoga Clothing中价主流、视频覆盖低、价格带中等、材质以涤纶为主(62%)、女士向(67%)。41

销量估算模型(自校准)不照抄第三方黑箱系数:用亚马逊自己的 "N bought in past month" 反推留评率,再用两种互相独立的估算交叉校验

榜单商品位次
1,600
本日 16 个分类的 Top 100
有销量下界的商品
1,066
占已采集 66.6%
实测留评率
6.68%
每卖出 100 件的评论数(池化估计)
两种估算一致度
1.71
中位比值,越接近 1 越一致
名次与销量的衰减比想象中陡第 1-10 名实测月销下界中位 2,500 件,第 91-100 名只有 600 件,相差 76%。冲进前 10 名的价值主要在这里。
实测留评率上限约 6.68%池化样本:1066 个商品合计评论 +3,036,对应已知月销下界合计 1,363,750 件。换算过来大约每卖出 15 件才有一条评论,高于业界常引用的 1%~5%,也就是评论比想象中「密」。方向要说清楚:亚马逊标注的是销量下界,所以这个留评率是上限、对应的倍数 15 是下限——真实销量只会更高,不会更低。用「评论数 × 100」这种高倍数估销量会把量级压得过低。
两种独立估算的交叉校验960 个商品同时有 A/B 两个估算,评论法与排名法的中位比值 1.71(1.00 表示完全一致);两者大致吻合,说明模型可用。
这个模型不能当事实用亚马逊只给分桶下界(如「1K+」),名次段曲线来自几百个已采集样本,留评率用池化估计掩盖了品类差异。它适合横向比大小、找机会款,不适合写进合同或当成精确销量。

各名次段实测月销量下界(中位)

1-102,50011-201,00021-301,00031-401,00041-5070051-6070061-7050071-8060081-9060091-100600

榜单名次 → 实测月销量下界(经验曲线)

来自亚马逊自己标注的 "N bought in past month",是下界不是精确值;括号区间是最小/最大值。名次段样本不足 3 个的段不显示。

名次段样本月销量下界中位区间
1-101182,500100~20,000
11-201141,00050~10,000
21-301111,00050~9,000
31-401121,00050~10,000
41-5010670050~7,000
51-609870050~9,000
61-7010150050~6,000
71-8010260050~5,000
81-909560050~5,000
91-10010960050~5,000

估算月销量最高的商品

A 排名法用名次段实测曲线;B 评论法用实测留评率换算,只对当天评论有增长的商品可算,所以大量商品是「—」。

商品分类名次A 排名法B 评论法价格亚马逊标注
Flexfit Men's Athletic Baseball Fitted CapBaseball Clothing12,5004,042$13.346K+ bought
NORTHYARD Men's Athletic Running Shorts Gym Workout Baseball Clothing22,500—$24.99900+ bought
KBETHOS Classic Unisex Cotton Adjustable Low Crown BBaseball Clothing32,5001,347$8.064K+ bought
BALENNZ Mens Athletic Shorts with Pockets Quick Dry Baseball Clothing42,5007,636——
ALWAYS Yoga Shorts for Women – High Waisted Workout Baseball Clothing52,5001,796$9.991K+ bought
Leafigure 2 Pack Womens Biker Shorts with Pockets 6"Baseball Clothing62,5005,390$9.999K+ bought
Haloumoning Girls Athletic Shorts Kids High Waisted Baseball Clothing72,500—$8.991K+ bought
Amazon Essentials Men's Athletic Basketball Gym ShorBaseball Clothing82,5002,245——
AKAWOOKO 5 Pack Men's Athletic Gym Shorts with PockeBaseball Clothing92,500898$18.994K+ bought
BMJL 2.5" Athletic Shorts for Women Comfy High WaistBaseball Clothing102,5001,796$19.991K+ bought
Amazon Essentials Men's Fleece Open Bottom SweatpantBasketball Clothing12,5009,433$14.207K+ bought
Fruit of the Loom Eversoft Fleece Elastic Bottom SweBasketball Clothing22,5009,882$18.416K+ bought

两种估算差异最大的商品(疑似异常)

排名靠前但评论几乎不增长,常见原因是刚上架、变体合并、或长期断货。

商品名次A 排名法B 评论法提示
Libin Women's Joggers Pants Athletic Casual Sweatp32,500449评论远低于同类名次,疑似刚上架/评论被合并
Stelle Ballet Leotards for Girls Long Sleeve Toddl82,500449评论远低于同类名次,疑似刚上架/评论被合并
HOZIY Gymnastics Leotards for Girls Unicorn Aurora102,500449评论远低于同类名次,疑似刚上架/评论被合并
G Gradual Men's Sweatpants with Zipper Pockets Ath22,500449评论远低于同类名次,疑似刚上架/评论被合并
SANTINY Women's Track Pants 28"/30"/32"/34" | Stra102,500449评论远低于同类名次,疑似刚上架/评论被合并
Wmcaps Winter Beanie for Men Women, Soft Warm Flee62,500449评论远低于同类名次,疑似刚上架/评论被合并
G Gradual Men's Sweatpants with Zipper Pockets Ath62,500449评论远低于同类名次,疑似刚上架/评论被合并
Speedo Mens Swimsuit Jammer Endurance+ Solid USA A42,500449评论远低于同类名次,疑似刚上架/评论被合并

分类层面估算日销与日销售额(下界)

仅统计有名次段曲线的商品位次,因此是整条榜单的下界而非全量。

分类估算商品数月销量下界日销量下界日销售额下界
Baseball Clothing10092,0003,066$42,018
Basketball Clothing10092,0003,066$42,419
Competitive Swimwear10092,0003,066$84,923
Cycling Clothing10092,0003,066$37,260
Dance Apparel10092,0003,066$35,852
Golf Clothing10092,0003,066$41,215
Gymnastics Clothing10092,0003,066$43,509
Hiking & Outdoor Recreation Clothing10092,0003,066$45,766
Martial Arts Clothing10092,0003,066$60,025
Running Clothing10092,0003,066$42,179
Ski Clothing10092,0003,066$58,556
Snowboarding Clothing10092,0003,066$31,829
Soccer & Futsal Clothing10092,0003,066$48,042
Tennis Clothing10092,0003,066$45,248
Volleyball Clothing10092,0003,066$61,806
Yoga Clothing10092,0003,066$57,922

动态面

类目热度指数换血率 + 评论增速 + 价格波动合成 0-100 热度分

Yoga Clothing
50
换血 26%
Soccer & Futsal Clothing
49
换血 25%
Volleyball Clothing
45
换血 33%
Gymnastics Clothing
45
换血 44%
最热的类目Yoga Clothing(热度 50,换血 26%,评论日增中位 +4)——榜单变动快,新品有机会挤进去。
最稳的类目Snowboarding Clothing(热度 7)——榜单结构稳定,短期靠运营挤榜的难度大。

类目热度

Yoga Clothing50Soccer & Futsal 49Volleyball Clothing45Gymnastics Clothing45Running Clothing45Golf Clothing45Competitive Swimwear44Cycling Clothing44Basketball Clothing43Martial Arts Clothin42Hiking & Outdoor35Tennis Clothing33Baseball Clothing30Dance Apparel30Ski Clothing14Snowboarding Clothin7

类目热度分解(热量高=变化快)

分类热度换血率新上榜评论日增中位价格中位变动
Yoga Clothing50.526.0%26+4+0.0%
Soccer & Futsal Clothing49.225.0%25+4+0.0%
Volleyball Clothing45.233.0%33+2+0.0%
Gymnastics Clothing45.044.0%44+0+0.0%
Running Clothing45.016.0%16+5+0.0%
Golf Clothing44.827.0%27+3+0.0%
Competitive Swimwear43.843.0%43+0+0.0%
Cycling Clothing43.526.0%26+3+0.0%
Basketball Clothing43.020.0%20+4+0.0%
Martial Arts Clothing41.833.0%33+2+0.0%
Hiking & Outdoor Recreation Clothing34.819.0%19+3+0.0%
Tennis Clothing32.823.0%23+2+0.0%
Baseball Clothing30.221.0%21+2+0.0%
Dance Apparel29.526.0%26+1+0.0%
Ski Clothing14.08.0%8+2+0.0%
Snowboarding Clothing7.08.0%8+1+0.0%

评论增速(销量代理)一天涨了多少评论,反推大概卖了多少件

评论涨得最快PRETISKY Womens Flared Yoga Pants with Pockets(Basketball Clothing)一天新增 43 条评论,当前 2,607 条,排名第 5。
评论增长的普遍性1200 个连续两天在榜的商品里,945 个(79%)评论数在增长,233 个一天内没有变化;增长商品的中位日增是 +3 条(全体中位数是 +0,因为多数商品当天没有新评论,所以看增长商品的中位数更有意义)。
销量推算口径日均销量按「评论日增 ÷ 评论率」反推,评论率取 1%~5% 区间,所以给出的是一个范围而不是一个数——真实评论率 Amazon 不公开,这个指标只适合横向比较,不适合当绝对销量用。

评论日增 Top25(含销量粗略推算)

推算日销 = 评论日增 × 20 ~ ×100(对应 5%~1% 评论率),仅供横向比较。

商品分类排名评论日增累计评论推算日销(件)价格
PRETISKY Womens Flared Yoga Pants with Pockets, HighBasketball Clothing5+432,607860 ~ 4,30015.99
FITRELL 3 Pairs Compression Socks for Women and Men Running Clothing14+3040,658600 ~ 3,00012.99
SINOPHANT High Waisted Leggings Women with Pockets |Yoga Clothing4+2915,431580 ~ 2,9007.99
YUDSUD High Waisted Leggings for Women - Tummy ContrYoga Clothing7+2511,789500 ~ 2,5007.99
Fruit of the Loom Eversoft Fleece Elastic Bottom SweBasketball Clothing2+2272,537440 ~ 2,20018.41
Walifrey Joggers with Pockets, Drawstring SweatpantsBasketball Clothing3+2211,182440 ~ 2,2008.49
Amazon Essentials Women's Cotton Fleece Jogger SweatBasketball Clothing4+2243,448440 ~ 2,20013.10
JUKMO Men's Stretch Tactical Belt, 1.5" Elastic NyloGolf Clothing26+2215,012440 ~ 2,20014.98
Fruit of the Loom Eversoft Fleece Elastic Bottom SweRunning Clothing3+2272,537440 ~ 2,20018.41
Amazon Essentials Women's Cotton Fleece Jogger SweatRunning Clothing6+2243,448440 ~ 2,20013.10
Walifrey Joggers with Pockets, Drawstring SweatpantsRunning Clothing8+2211,182440 ~ 2,2008.99
Amazon Essentials Men's Fleece Open Bottom SweatpantBasketball Clothing1+2164,119420 ~ 2,10014.20
Amazon Essentials Men's Fleece Open Bottom SweatpantRunning Clothing1+2164,119420 ~ 2,10014.20
Compression Shirt Men Slimming Body Shaper Vest CrewRunning Clothing30+213,098420 ~ 2,100—
Men's Stretch Tactical Pants Waterproof Ripstop FabrBasketball Clothing21+201,259400 ~ 2,00019.98
Men's Stretch Tactical Pants Waterproof Ripstop FabrHiking & Outdoor Recreation Clothing8+201,259400 ~ 2,00019.98
ROXUN Arm Sleeves Cooling UV Sun Protection Sport CoRunning Clothing32+1915,610380 ~ 1,9009.99
BALENNZ Mens Athletic Shorts with Pockets Quick Dry Baseball Clothing4+1734,623340 ~ 1,700—
BALENNZ Mens Athletic Shorts with Pockets Quick Dry Basketball Clothing26+1734,623340 ~ 1,700—
Carhartt Men's Iconic A18 Watch Cap BeanieHiking & Outdoor Recreation Clothing1+17175,920340 ~ 1,700—
Carhartt Men's Iconic A18 Watch Cap BeanieRunning Clothing5+17175,920340 ~ 1,700—
Carhartt Men's Iconic A18 Watch Cap BeanieSki Clothing1+17175,920340 ~ 1,700—
Carhartt Men's Iconic A18 Watch Cap BeanieSnowboarding Clothing1+17175,920340 ~ 1,700—
BALENNZ Mens Athletic Shorts with Pockets Quick Dry Soccer & Futsal Clothing20+1734,623340 ~ 1,700—
BALENNZ Mens Athletic Shorts with Pockets Quick Dry Yoga Clothing25+1734,623340 ~ 1,700—

各类目评论日增中位数

异常检测单日价格骤变、排名跳变、评论暴增,按严重度排序

价格骤变
61
个
排名跳变
1
个
本日异常汇总价格骤变 61 个、排名跳变 1 个,最严重的是「价格骤变」:$29.99 → $57.23(+91%)。

异常明细(严重度降序)

类型商品分类变化严重度
价格骤变Sunzel Flare Leggings for Women, Crossover Yoga PaYoga Clothing$29.99 → $57.23(+91%)6.1
价格骤变Ekouaer Women's Active Performance Skort LightweigGolf Clothing$14.99 → $26.99(+80%)5.3
价格骤变The Children's Place boys Long Sleeve Thermal HenlRunning Clothing$14.97 → $24.95(+67%)4.4
价格骤变The Children's Place boys Long Sleeve Thermal HenlSki Clothing$14.97 → $24.95(+67%)4.4
价格骤变IRAMY Ankle Compression Socks Women Men Plantar FaRunning Clothing$7.59 → $11.98(+58%)3.9
价格骤变Aerynx Winter Waterproof Ski Snow Warm Gloves for Snowboarding Clothing$12.73 → $19.98(+57%)3.8
价格骤变Roadbox Boys' Swim Jammers, Quick Dry Youth CompetCompetitive Swimwear$8.99 → $12.99(+44%)3.0
价格骤变OYGSieg 6/7 Pack Men's Quick Dry Long Sleeve UPF50Cycling Clothing$23.99 → $33.98(+42%)2.8
价格骤变PINSPARK Womens Tennis Skirt Pleated Athletic GolfGolf Clothing$14.24 → $19.99(+40%)2.7
价格骤变PINSPARK Womens Tennis Skirt Pleated Athletic GolfTennis Clothing$14.24 → $19.99(+40%)2.7
价格骤变SHEWIN Women Fall Sweatshirt Casual Half Zip PulloHiking & Outdoor Recreation Clothing$19.98 → $26.99(+35%)2.3
价格骤变SHEWIN Women Fall Sweatshirt Casual Half Zip PulloSoccer & Futsal Clothing$19.98 → $26.99(+35%)2.3
价格骤变SHEWIN Women Fall Sweatshirt Casual Half Zip PulloVolleyball Clothing$19.98 → $26.99(+35%)2.3
价格骤变LXNMGO Women's 2"/7" High Waist Yoga Shorts Tummy Baseball Clothing$14.99 → $9.89(-34%)2.3
价格骤变Toes Home Pilates Socks for Women, Grip Yoga Crew Yoga Clothing$8.99 → $11.99(+33%)2.2
价格骤变SHEWIN Women's Casual Long Sleeve Stand Neck SweatHiking & Outdoor Recreation Clothing$22.49 → $28.99(+29%)1.9
价格骤变SHEWIN Women's Casual Long Sleeve Stand Neck SweatSoccer & Futsal Clothing$22.49 → $28.99(+29%)1.9
价格骤变SHEWIN Women's Casual Long Sleeve Stand Neck SweatVolleyball Clothing$22.49 → $28.99(+29%)1.9
价格骤变Trendy Queen Womens Hoodies Oversized Sweatshirt |Yoga Clothing$27.99 → $19.99(-29%)1.9
价格骤变Under Armour Kids Boy's Showdown Pants (Big Kids)Martial Arts Clothing$48.11 → $60.00(+25%)1.6
价格骤变DIPUG Girls Ballet Leotards with Removable Skirt TDance Apparel$12.99 → $9.88(-24%)1.6
价格骤变PRETISKY Womens Flared Yoga Pants with Pockets, HiBasketball Clothing$12.98 → $15.99(+23%)1.5
价格骤变Saloogoe Sweatshirt for women Fall Outfits 2026 FaHiking & Outdoor Recreation Clothing$12.99 → $9.99(-23%)1.5
价格骤变Saloogoe Sweatshirt for women Fall Outfits 2026 FaSoccer & Futsal Clothing$12.99 → $9.99(-23%)1.5
价格骤变Saloogoe Sweatshirt for women Fall Outfits 2026 FaVolleyball Clothing$12.99 → $9.99(-23%)1.5
价格骤变Winter Beanie Hat Scarf Gloves Set with Ear Muff WSki Clothing$25.99 → $19.99(-23%)1.5
价格骤变Winter Beanie Hat Scarf Gloves Set with Ear Muff WSnowboarding Clothing$25.99 → $19.99(-23%)1.5
价格骤变Winter Beanie Hat Scarf Gloves, Unisex Warm FleeceSnowboarding Clothing$25.99 → $19.99(-23%)1.5
价格骤变Capezio Women's Camisole Leotard With Clear TransiGymnastics Clothing$23.20 → $28.40(+22%)1.5
价格骤变Russell Athletic Men's Mesh Pocket ShortBaseball Clothing$12.99 → $15.79(+22%)1.4

品牌攻防固定同一批商品比较排名质量:谁在往上抢席位,谁在往下掉

可比商品
1202
两天都识别出品牌
有变化品牌
343
共 368 个品牌
新进榜商品
381
176 个品牌
抢位最猛CRZ YOGA:34 个在榜商品权重分 1,754 → 1,808(+54,相对 +3.1%),Top20 席位 -1。
失位最多SANTINY:16 个在榜商品权重分 978 → 877(-101,相对 -10.3%),Top20 席位 -1。
真·新进榜品牌G Gradual(27 个商品)、PINSPARK(19 个商品)、Under Armour(11 个商品)、CRZ YOGA(10 个商品)、Speedo(10 个商品)、Nike(8 个商品)、Hanes(7 个商品)、MAGCOMSEN(7 个商品),共 381 个新商品。
口径说明只统计「两天都识别出品牌」的同一批 1202 个商品;权重分 = Σ(101-排名),越高说明该品牌占的位置越好。另有 0 个排名位尚未采集到品牌,不计入。

品牌排名质量变动(按权重分变化绝对值排序)

只比较两天都识别出品牌的同一批商品,避免详情采集进度造成虚假增减。

品牌在榜商品今日权重分变动相对变化Top20 席位Top50 席位今日中位价价格变动
SANTINY16877-101-10.3%-1-2——
G Gradual321,779-70-3.8%+0+0——
PINSPARK301,726-70-3.9%+0-219.99+1.00
Zaclotre7246-65-20.9%+0+014.99+0.00
CRZ YOGA341,808+54+3.1%-1+028.00+0.00
Trendy Queen221,532+44+3.0%+0+119.99-3.00
Capezio6280+38+15.7%+0+120.80+0.00
PFFY3132-38-22.4%+0-1——
BOOJO19724+34+4.9%+0+012.59+0.00
UNIANKIYA3147+32+27.8%+0+017.99-2.00
Nokecina179+32+68.1%+0+111.99+2.01
OFEEFAN4138-30-17.9%+0+0——
AmazonEssentials8489-29-5.6%+0-119.99+0.00
AVGO6322+29+9.9%+0+025.97+0.00
Fawarior239+28+254.5%+0+05.39+0.00
MdnMd5237+27+12.9%+0+014.98+0.00
Sunzel2108-27-20.0%+0+057.23+27.24
KIDDAD138-27-41.5%+0-125.99+0.00
SHEWIN10458-26-5.4%+0+028.99+6.50
Vgogfly4215+26+13.8%+0+05.99+0.00
Sporti4143-26-15.4%+0+029.97+0.00
Amazon Essentials251,608+25+1.6%+0+013.10+0.00
REACH STAR145+25+125.0%+0+08.99+0.00
Speedo11675-25-3.6%+0+033.00+0.00
NPJY7371-24-6.1%+0+07.95+0.00

价格带迁移商品在价格带之间怎么流动,哪个带在吸货

留在原带
863
95%
涨价带
26
个
降价带
21
个
价格带流动性910 个可比商品中 863 个(95%)留在原价格带,26 个涨带、21 个降带。
吸货/失血的价位15-20 美元带净流入 +17 个商品,10-15 美元带净流出 -13 个。

价格带流向 Top15

迁移商品数
20-30 → 15-2013
10-15 → 15-2010
10-15 → <105
15-20 → 20-305
<10 → 10-154
10-15 → 20-303
30-50 → 20-302
30-50 → 50-1002
20-30 → 30-501
15-20 → 10-151
20-30 → 50-1001

各价格带净流入

价格带净流入
15-20+17
50-100+3
<10+1
30-50-3
20-30-5
10-15-13

跨带幅度最大

商品分类价格幅度排名
Sunzel Flare Leggings for Women, Crossover Yoga PaYoga Clothing29.99 → 57.23+91%17
Ekouaer Women's Active Performance Skort LightweigGolf Clothing14.99 → 26.99+80%74
The Children's Place boys Long Sleeve Thermal HenlRunning Clothing14.97 → 24.95+67%37
The Children's Place boys Long Sleeve Thermal HenlSki Clothing14.97 → 24.95+67%5
IRAMY Ankle Compression Socks Women Men Plantar FaRunning Clothing7.59 → 11.98+58%70
Aerynx Winter Waterproof Ski Snow Warm Gloves for Snowboarding Clothing12.73 → 19.98+57%62
Roadbox Boys' Swim Jammers, Quick Dry Youth CompetCompetitive Swimwear8.99 → 12.99+44%28
OYGSieg 6/7 Pack Men's Quick Dry Long Sleeve UPF50Cycling Clothing23.99 → 33.98+42%76
PINSPARK Womens Tennis Skirt Pleated Athletic GolfGolf Clothing14.24 → 19.99+40%44
PINSPARK Womens Tennis Skirt Pleated Athletic GolfTennis Clothing14.24 → 19.99+40%39
SHEWIN Women Fall Sweatshirt Casual Half Zip PulloHiking & Outdoor Recreation Clothing19.98 → 26.99+35%87
SHEWIN Women Fall Sweatshirt Casual Half Zip PulloSoccer & Futsal Clothing19.98 → 26.99+35%86
SHEWIN Women Fall Sweatshirt Casual Half Zip PulloVolleyball Clothing19.98 → 26.99+35%33
LXNMGO Women's 2"/7" High Waist Yoga Shorts Tummy Baseball Clothing14.99 → 9.89-34%56
Toes Home Pilates Socks for Women, Grip Yoga Crew Yoga Clothing8.99 → 11.99+33%71

机会缺口评论涨得快 + 排名在升 + 价格低于类目中位 = 潜力款候选

综合分最高PRETISKY Womens Flared Yoga Pants with Pockets(Basketball Clothing)得分 72.2:评论 +43,排名 8→5,价格 $15.99。
评分口径提醒这是启发式打分(评论增速 45% + 排名上升 30% + 低于类目均价 15% + 评分 10%),用于缩小人工复核范围,不是销量预测。

潜力款候选 Top20

商品分类综合分排名排名变动评论日增价格评分入选理由
PRETISKY Womens Flared Yoga Pants with Pockets, Basketball Clothing72.25+3+4315.994.4评论+43、排名升3、低于类目均价、评分≥4.3
FITRELL 3 Pairs Compression Socks for Women and Running Clothing56.4140+3012.994.4评论+30、低于类目均价、评分≥4.3
SINOPHANT High Waisted Leggings Women with PockeYoga Clothing55.340+297.994.4评论+29、低于类目均价、评分≥4.3
YUDSUD High Waisted Leggings for Women - Tummy CYoga Clothing51.270+257.994.3评论+25、低于类目均价、评分≥4.3
Walifrey Joggers with Pockets, Drawstring SweatpRunning Clothing51.08+4+228.994.4评论+22、排名升4、低于类目均价、评分≥4.3
Nokecina 2 Pack Leotard for Girls Gymnastics SpaGymnastics Clothing49.522+32+111.994.7评论+1、排名升32、低于类目均价、评分≥4.3
JUKMO Men's Stretch Tactical Belt, 1.5" Elastic Golf Clothing48.826+1+2214.984.7评论+22、排名升1、低于类目均价、评分≥4.3
Fruit of the Loom Eversoft Fleece Elastic BottomBasketball Clothing48.020+2218.414.4评论+22、低于类目均价、评分≥4.3
Walifrey Joggers with Pockets, Drawstring SweatpBasketball Clothing48.030+228.494.4评论+22、低于类目均价、评分≥4.3
Amazon Essentials Women's Cotton Fleece Jogger SBasketball Clothing48.040+2213.104.3评论+22、低于类目均价、评分≥4.3
Amazon Essentials Women's Cotton Fleece Jogger SRunning Clothing48.060+2213.104.3评论+22、低于类目均价、评分≥4.3
Amazon Essentials Men's Fleece Open Bottom SweatBasketball Clothing47.010+2114.204.5评论+21、低于类目均价、评分≥4.3
Amazon Essentials Men's Fleece Open Bottom SweatRunning Clothing47.010+2114.204.5评论+21、低于类目均价、评分≥4.3
ROXUN Arm Sleeves Cooling UV Sun Protection SporRunning Clothing45.632+1+199.994.5评论+19、排名升1、低于类目均价、评分≥4.3
6 Pack Copper Compression Socks for Women and MeSki Clothing44.435+5+1519.994.4评论+15、排名升5、低于类目均价、评分≥4.3
Amazon Essentials Men's Moisture Wicking BreathaHiking & Outdoor Recreation Clothing43.766+17+612.334.4评论+6、排名升17、低于类目均价、评分≥4.3
REACH STAR Winter Gloves for Women Touch Screen Hiking & Outdoor Recreation Clothing43.356+2508.994.3排名升25、低于类目均价、评分≥4.3
Fawarior High Waisted Leggings for Women, Full LYoga Clothing43.076+16+65.394.6评论+6、排名升16、低于类目均价、评分≥4.3
Roadbox Boys Thermal Compression Shirt, Fleece LSki Clothing42.976+23+19.994.7评论+1、排名升23、低于类目均价、评分≥4.3
Amazon Essentials Men's Full-Zip Fleece Hoodie SYoga Clothing41.750+1615.904.5评论+16、低于类目均价、评分≥4.3

趋势面

排名动量最近几天的排名斜率:谁在稳步上冲,谁在滑落

样本
1722
个商品有 ≥3 天数据
上冲
984
个
滑落
704
个
上冲最快Winter Gloves Men Women Made with Graphene & 平均每天前进 31.0 名,3 天内从第 99 名到第 37 名。
滑落最快Century Star Knee High Socks for Women Long 平均每天后退 42.0 名。

排名上冲 Top20

商品分类现排名斜率累计变动天数
Winter Gloves Men Women Made with Graphene & 3M ThSnowboarding Clothing37-31.0/天-623
Taubow 2 Packs Gymnastics Leotards for Girls Kids Gymnastics Clothing29-25.0/天-503
Nike Men's Sportswear Club T-ShirtGolf Clothing50-22.5/天-453
Nike Men's Sportswear Club T-ShirtTennis Clothing48-22.0/天-443
REACH STAR Winter Gloves for Women Touch Screen ThHiking & Outdoor Recreation Clothing56-21.5/天-433
Nymphperi Gymnastics Leotards for Girls Long SleevGymnastics Clothing28-20.5/天-413
MdnMd Girls' Women's Ballet Tights Ultra Soft ConvDance Apparel38-20.0/天-614
Arshiner Girls Ruffle Sleeve Ballet Leotard Criss-Dance Apparel20-20.0/天-403
G Gradual 28"/30"/32"/34" Inseam Women's Yoga PantYoga Clothing61-19.5/天-393
jaxmonoy Slouchy Knit Beanie Hat for Women Winter Snowboarding Clothing42-19.0/天-383
Trendy Queen Women’s Fleece Oversized Mock Neck SwHiking & Outdoor Recreation Clothing26-18.8/天-725
Tstiti Gymnastics Leotards for Girls Long Sleeve OGymnastics Clothing41-18.5/天-373
G Gradual Men's Fleece Lined Winter Pants with 3 ZBasketball Clothing65-17.5/天-353
MOERDENG Women's Ski Jacket Warm Winter Coat SnowbSki Clothing42-17.5/天-353
SELINK Womens Varsity Striped Oversized SweatshirtVolleyball Clothing57-17.0/天-343
THE NORTH FACE TNF Logo Box Cuffed Beanie | ClassiSki Clothing64-17.0/天-343
CRZ YOGA 2 in 1 Double Layer Running Shorts 3" | HBaseball Clothing55-16.5/天-333
Under Armour Kids HeatGear Armour Short Sleeve (BiCycling Clothing58-16.5/天-333
SANTINY Lightweight Long Sleeve Workout Tops for WYoga Clothing41-16.0/天-515
Trendy Queen Women’s Fleece Oversized Mock Neck SwSoccer & Futsal Clothing26-14.8/天-656

排名滑落 Top20

商品分类现排名斜率累计变动天数
Century Star Knee High Socks for Women Long Tube SSoccer & Futsal Clothing99+42.0/天+843
Mens Sweatsuit 2 Piece Fleece Hoodie Tracksuit SofMartial Arts Clothing91+35.0/天+703
Facitisu Track Suits for Women Set Sweatsuits 2 PiMartial Arts Clothing84+34.5/天+693
ZOORON Beanie for Men Women Warm Winter hat AcryliSnowboarding Clothing99+29.5/天+593
SUPRNOWA Full Body Unitard Turtleneck Spandex FootGymnastics Clothing96+29.5/天+593
speerise Long Sleeve Bodysuit One Piece Bodycon TuGymnastics Clothing97+29.0/天+583
Century Star Beanie for Men Women Black Skull Cap Ski Clothing100+28.9/天+884
OVIGILY Women's Long Sleeve Unitard Dance Costume Gymnastics Clothing96+28.0/天+563
LXNMGO Women's 2"/7" High Waist Yoga Shorts Tummy Soccer & Futsal Clothing91+27.4/天+814
LXNMGO Women's 2"/7" High Waist Yoga Shorts Tummy Yoga Clothing70+27.0/天+543
VZV 2T-6Y Toddler Thermal Set Thermal Underwear foSki Clothing98+27.0/天+543
Ekkovision Lifestyle Beaters, Men's Tank Tops, OrgYoga Clothing80+25.0/天+503
AGLIFEFY Winter Beanie Knit Cuffed Plain Hats SkulSki Clothing85+24.5/天+493
YAYOUREL Neck Gaiter Face Mask Covering Bandanas fSnowboarding Clothing87+24.5/天+493
PINSPARK Tennis Skirts for Women High Waisted GolfTennis Clothing94+24.5/天+493
Sarfel Sequin Skirt for Women Sparkly Skirt for WoDance Apparel85+23.5/天+473
Century Star Cotton Slouchy Beanie for Men Women, Ski Clothing92+23.5/天+473
AGLIFEFY Winter Beanie Knit Cuffed Plain Hats SkulSnowboarding Clothing95+23.4/天+734
Coseaon 80s Tracksuit for Women Retro Windbreaker Martial Arts Clothing96+23.0/天+463
NPJY Baseball Cap Golf Dad Hat Adjustable OriginalRunning Clothing97+23.0/天+463

预测

预测与自校验对明天做预测,第二天用真实结果给自己打分,命中率低就自动调阈值

累计预测
582
条
命中
297
条
命中率
51%
全部历史
预测命中率历史 582 条预测命中 297 条(51%)。命中率低于 50% 时 self_improve 会自动放宽阈值,高于 80% 时收紧。

对 2026-11-07 的预测(5 条掉榜风险 / 2 条上冲潜力)

类型商品分类置信度依据
掉榜风险Zaclotre Gymnastics Leotards for Girls Sparkly Ugymnastics1.00排在第 98 名且比昨天后退 41 名
掉榜风险HonestBaby Boys' Baby Toddler & Kid Waffle Henleski1.00排在第 100 名且比昨天后退 16 名
掉榜风险beautyin Womens One Piece Swimsuits Athletic Racswimwear1.00排在第 99 名且比昨天后退 20 名
掉榜风险PINSPARK 2 Piece Sets for Women Half Zip Lounge volleyball1.00排在第 96 名且比昨天后退 23 名
掉榜风险Amazon Essentials x Sofia Grainge Women's Relaxevolleyball1.00排在第 98 名且比昨天后退 34 名
上冲潜力Nokecina 2 Pack Leotard for Girls Gymnastics Spagymnastics0.71第 22 名,一天前进 32 名,评论 +1
上冲潜力Trendy Queen Womens Cropped Tops Crewneck Sweatsvolleyball0.49第 31 名,一天前进 21 名,评论 +1

历史命中率(逐日)

预测日条数命中命中率
2026-11-0516956%
2026-11-0416956%
2026-11-03161062%
2026-11-02191368%
2026-11-01252496%
2026-10-3115747%
2026-10-309778%
2026-10-2910770%
2026-10-28211676%
2026-10-2712758%
2026-10-268675%
2026-10-2510660%
2026-10-24131077%
2026-10-23151067%
2026-10-2210990%
2026-10-21341235%
2026-10-194012%
2026-10-18513263%
2026-10-171085147%
2026-10-161345138%