当前位置：文档之家 › 抽样统计计算查询表格

抽样统计计算查询表格

  • 格式：pdf
  • 大小：899.24 KB
  • 文档页数：19

下载文档原格式

  / 19

合集下载

AQL抽样表

AQL抽样表

正常检验单次抽样计划表MIL-SID-105E
：
表示用箭头下方第一组抽样方案（若样本数大于批数时，即进行全数检验。

）Ac：表示判定允收件数；Re：表示判定拒收数。

：表示用箭头上方第一组抽样方案（若样本数大于批数时，即进行全数检验。

）
严格检验单次抽样计划表（主抽样表）
备注：
： 表示用箭头下方第一组抽样方案（若样本数大于批数时，即进行全数检验。

） Ac ：表示判定允收件数；Re ：表示判定拒收数。

： 表示用箭头上方第一组抽样方案（若样本数大于批数时，即进行全数检验。

）
MIL-SID-105D
减量检验单次抽样计划表（主抽样表）
备注：
：表示用箭头下方第一组抽样方案（若样本数大于批数时，即进行全数检验。

）Ac：表示判定允收件数；Re：表示判定拒收数。

若不是良品数超过Ac ：表示用箭头上方第一组抽样方案（若样本数大于批数时，即进行全数检验。

）但小于Re，则该批合格，但下次应调整为正常检验。

正常检查一次抽样方案备注：
4.11.4b的规定；Ac—合格判定数；Re—不合格判定数。

CMK计算表格

CMK计算表格

零件名称质量特性图 号规 格 值32.00抽样数量公差上限32.20计算日期公差下限31.80132.0031.9532.0132.0532.00231.9832.0032.0432.0031.99332.0432.0632.0032.0431.99432.0032.0032.0032.0032.00531.9632.0231.9531.9732.00632.0031.9932.0531.9931.95732.0232.0031.9532.0032.00832.0431.9532.0032.0632.00931.9532.0532.0032.0031.961032.0031.9832.0032.0032.00 新的订单分布中心31.9998标准中心32.0000 新的模具 新的设备0.0010 公差缩小0.0220 过程更改 2.27设备大修 异地生产 长期停产 □ 调整中心(分布中心与 定期测定（季） □ 放宽公差(需经顾客同 追加测定 □ 改用更高精度设备 顾客要求□其它：统计/日批准/日期：表单编号:JL-01-02 报告编号:20100301测定时机偏移系数：K=ABS[2AVE(X)-T U -T L ]/(T U -T L )=标准偏差： =0.75*STDEV ( X1～X50 )=设备能力指数(Cmk ≥1.67)设备能力指数： Cmk=(1-k)*(T/8σ)=如需要可采取以下措施(Cmk ＜1.67时)实测数据设备编号工序名称─ CMK ANALYZE REPORT生产部门设备名称31.831.8531.931.953232.0532.132.1532.2135791113151719212325272931333537394143454749系列2分布中心。

抽样检验方案明细表

抽样检验方案明细表

文档来源为:从网络收集整理.word版本可编辑.欢迎下载支持. 附件1：《检验抽样方案明细表》
样本量字码
表2-A 正常检验一次抽样方案（主表）
——使用箭头下面的第一个抽样方案。

如果样本量等于或超过批量，则执行100%检验。

——使用箭头上面的第一个抽样方案。

Ac ——接收数。

Re ——拒收数。

表2-B 加严检验一次抽样方案（主表）
——使用箭头下面的第一个抽样方案。

如果样本量等于或超过批量，则执行100%检验。

——使用箭头上面的第一个抽样方案。

Ac ——接收数。

Re ——拒收数
表2-C 放宽检验一次抽样方案（主表）
——使用箭头下面的第一个抽样方案。

如果样本量等于或超过批量，则执行100%检验。

——使用箭头上面的第一个抽样方案。

Ac ——接收数；
Re ——拒收数。

1文档收集于互联网，如有不妥请联系删除.。

如何确定抽样统计的最小样本量

如何确定抽样统计的最小样本量

∙a方支持率为45.3%；∙b方支持率为30.2%；∙c方支持率为8.5%；∙...最后都会说明一下，此次电话调查的数量2352，置信度为95%﹐最大抽样误差为±2.5%。

抽样调查的典型情景：对一个大的集合（比如：数千万选民）做一次调查的成本较高，抽样调查可以低成本的用近似的（可接受的）数据反映实际情况；在用户调研中，也经常通过通过抽样调查的方式并对比打分的方法做评估。

这里就需要了解置信度和抽样误差的概念；抽样误差：假如相同规模的抽样调查进行多次，抽样均值在真实均值的上下波动，相对于整体均值的偏移波动就是抽样误差，而这个误差的分布是符合标准正态分布的，例如下图：横轴为整体的均值，圆点是每次抽样的均值，而红色那次抽样就是加上误差后都未覆盖到均值线的情况）；最小抽样量的计算公式：抽样量需要> 30个才算足够多，可以用以下近似的误差/样本量估算公式；n：为样本量；：方差，抽样个体值和整体均值之间的偏离程度，抽样数值分布越分散方差越大，需要的采样量越多；E：为抽样误差（可以根据均值的百分比设定），由于是倒数平方关系，抽样误差减小为1/2，抽样量需要增加为4倍；: 为可靠性系数，即置信度，置信度为95%时，=1.96，置信度为90%时，=1.645，置信度越高需要的样本量越多；95%置信度比90%置信度需要的采样量多40%；为了体现相对差距：假设抽样均值为y相对抽样误差h = E / y变异系数C= σ / y以下是基于抽样得分的抽样误差估算表格：方差越大需要的样本量越多，数据离散度越低，需要的抽样量越少；相对抽样误差(假设：C=0.4)π为按照经验得出的最后比例，在未知时π可取50%，待算出结果后再重新拟合，比例越悬从而看出大部分的电话抽样调查：95%置信度的情况下，误差要控制在2%以内取样量一般在2000-5000；为了方便计算抽样调查的误差和估算抽样量，制作了一个Excel表格附后，调整颜色框中的抽样量数字就可以得到相应的误差或根据指定的误差范围估算出抽样量；。

抽样查询表

抽样查询表

0 A . c 02 R 5 e
0 0
1 1
0 A . c 04 R 0 e
0 0 1
1 1 2
0 A . c 65 Re
0 0 1 1
1 1 2 2
0 A — — . 0 0 1 1 2 c 1 — — 0 R 1 1 2 2 3 使 使 e 0 A 用 用 . 0 0 1 1 2 3 c 1 箭 箭 5 R 1 1 2 2 3 4 头 头 e 0 A 下 上 . 0 0 1 1 2 3 5 c 2 面 面 5 R 1 1 2 2 3 4 6 的 的 e 0 A 第 第 . 0 0 1 1 2 3 5 7 c 4 一 一 0 R 1 1 2 2 3 4 6 8 个 个 e 0 A 1 抽 抽 . 0 0 1 1 2 3 5 7 c 0 6 样 样 5 R 1 1 2 2 3 4 6 8 11 e 方 方 A 合 1 1 1 案 案 0 0 1 2 3 5 7 c . 0 格 0 1 ， ； R 1 1 2 3 4 6 8 2 1 e 质 A 当 A 1 1 1 1 c 0 0 2 3 5 7 c . 0 样 量 棗 5 1 R 1 1 3 4 6 8 2 2 本 1 水 e A 大 2 1 合 1 1 0 0 2 3 5 7 c 平 . 0 小 5 格 1 R 1 1 3 4 6 8 2 2 （ 1 大 e 判 A 4 1 A 于 0 1 1 0 2 3 5 7 c 定 . 0 0 Q 或 1 R 1 3 4 6 8 数 1 2 2 1 L e 等 A ； 6 ） 1 0 1 0 1 2 3 5 7 c . 0 于 R 5 1 R 1 2 3 4 6 8 e 1 2 批 1 棗 e A 量 1 1 0 1 1 2 3 5 7 c 0 0 时 不 1 R 2 2 3 4 6 8 1 1 ， e 合 A 1 执 1 1 1 1 2 3 5 7 c 格 0 5 行 1 R 2 2 2 3 4 6 8 判 1 e 本 A 定 1 2 1 1 1 2 3 5 7 c 标 0 数 5 1 R 2 2 2 3 4 6 8 准 。 1 e A 4 1 . 4 2 2 2 3 5 7 c 1 0 0 1 1 R 3 3 3 4 6 8 .4 1 e b A 的 1 6 3 3 3 5 7 c 0 5 规 1 R 4 4 4 6 8 1 定 e A 1 1 ； 5 5 5 7 c 0 00 R 6 6 6 8 11 e A 1 1 1 7 7 7 c 0 4 50 R 8 8 8 1 11 5 e A 1 1 1 1 2 2 c 0 0 0 4 5 1 0 2 R 1 1 1 1 2 1 1 1 5 e A 1 1 1 2 4 c 4 4 4 1 00 R 1 1 1 25 5 5 2 e

抽样检测及执法办案情况统计表

抽样检测及执法办案情况统计表
抽样检测及执法办案情况统计表
填报单位（盖章）：填报时间：
巡查检查出动监管执法人员（人次）检生产经营主体（个次）速测
（批次）
抽检数量
蔬菜禁用农药速测
检出阳性样品
常规农药速测
检出阳性样品
风险监测（批次）
抽检数量
检出不合格样品
检出蔬菜禁用农药
常规农药残留超标
监督抽查（批次）
抽检数量
检出不合格样品
检出蔬菜禁用农药
常规农药残留超标
执法办案（件）
办案数量
行政处罚案件
移送公安机关案件
处置问题就豆
无害化处理问题豆豆（吨）涉及金额（万元）

抽样审计查表+计算

抽样审计查表+计算
抽样审计查表+计算步骤：
确定审计目标和范围：明确需要进行抽样审计的对象和审计的具体范围。

设定抽样方法：根据审计目标和范围，选择合适的抽样方法。

常用的抽样方法包括随机抽样、系统抽样和区间抽样等。

确定抽样框架：建立一个包含所有可能被抽样的个体的清单或框架，以便进行随机选取。

确定样本大小：根据抽样误差容忍度、信任水平和总体容量等因素，确定所需的样本大小。

进行抽样过程：根据抽样方法，在抽样框架中随机选取样本。

确保每个样本有相同的机会被选中。

收集数据：对于每个抽样样本，收集相关的审计信息或数据。

进行数据分析：对于抽样的数据进行统计分析，如计算平均值、比率、总体估计等。

计算抽样误差：根据抽样结果，计算得出相应的抽样误差或置信区间。

判断结果有效性：将抽样结果与预期结果进行比较，判断是否存在异常或错误。

形成审计结论：根据抽样结果和数据分析，形成相应的审计结论，并提出建议或改进意见。

第1讲 随机抽样、常用统计图表


4．条形图、折线图及扇形图 (1)条形图：建立直角坐标系，用横轴(横轴上的数字)表示样本数据类 型，用纵轴上的单位长度表示一定的数量，根据每个样本(或某个范 围内的样本)的数量多少画出长短不同的等宽矩形，然后把这些矩形 按照一定的顺序排列起来，将这样一种表达和分析数据的统计图称为 条形图．
8
随机抽样、常用统计图表
15
随机抽样、常用统计图表
《高考特训营》 ·数学 返 回
2．[教材改编](多选题)某高中为了了解本校学生考 入大学一年后的学习情况，对本校上一年考入大学
的同学进行了调查，根据学生所属的专业类型，制
成饼图．现从这些同学中抽出100人进行进一步调 查，已知张三为理学专业，李四为工学专业，
－
使用“组中值”求平均数：x＝121.5×0.1＋123.5×0.15＋125.5×0.4＋
127.5×0.2＋129.5×0.15＝125.8.
14
随机抽样、常用统计图表
《高考特训营》 ·数学 返 回
[强基础·固知识] 1．[易错诊断]判断下列结论是否正确．(请在括号中打“√”或“×”) (1)在简单随机抽样中，每个个体被抽到的机会不一样，与先后顺序有 关．( × ) (2)采用随机数法抽取样本时，个体编号的位数可以不同．( × ) (3)在分层抽样的过程中，哪一层的样本越多，该层中个体被抽到的可 能性越大．( × ) (4)在频率分布直方图中，小长方形的面积越大，表示样本数据落在该 区间的频率越大．( √ )
ห้องสมุดไป่ตู้
《高考特训营》 ·数学 返 回
[梳知识·逐点清] 1．简单随机抽样 (1)定义：一般地，设一个总体含有N个个体，从中无放回地抽取n(n≤N) 个个体作为样本，如果总体内的各个个体被抽到的机会都___相__等_____， 就把这种抽样方法叫作简单随机抽样．这样抽取的样本，叫作简单随机 样本． (2)常用方法：_抽__签__法___和__随__机__数__法___．
  1. 1、下载文档前请自行甄别文档内容的完整性，平台不提供额外的编辑、内容补充、找答案等附加服务。
  2. 2、"仅部分预览"的文档,不可在线预览部分如存在完整性等问题,可反馈申请退款(可完整预览的文档不适用该条件!)。
  3. 3、如文档侵犯您的权益，请联系客服反馈,我们会尽快为您处理(人工客服工作时间：9:00-18:30)。

Acceptance Sampling Tables12 Acceptance Sampling TablesN u m b e r o f s a m p l e u n i t s f r o m l a s t 10l o t s o r b a t c h e s A c c e p t a n c e Q u a l i t y L i m i t s20–2930–4950–7980–129130–199200–319320–499500–799800–12491250–19992000–31493150–49995000–79998000–1249912500–1999920000–3149931500 & O v e r ***************************************************************************************0001**0*002402482481424714240137132238**24714244067*24814244068111***24814254269115186181**24714244068110*13713223863105169******************024714244067110181**24814244968111*2481425426911518624714244068110181013713223963105237142540681101814714244268113181181169189813254272115142240681151812236631051772774063110181301471681051812974901151783011812770.0150.0250.0400.0650.100.150.250.400.651.01.52.54.06.5101525406510015025040065010000.010= D e n o t e s t h a t t h e n u m b e r o f s a m p l e u n i t s f r o m t h e l a s t t e n l o t s o r b a t c h e s i s n o t s u f f i c i e n t f o r r e d u c e d i n s p e c t i o n f o r t h i s A Q L . I s t h i s i n s t a n c e , m o r e t h a n t e n l o t s o r b a t c h e s m a y b e u s e d f o r t h e c a l c u l a t i o n , p r o v i d e d t h a t t h e l o t s o r b a t c h e s u s e d a r e t h e m o s t r e c e n t o n e s i n s e q u e n c e , t h a t t h e y h a v e a l l b e e n o n n o r m a l i n s p e c t i o n , a n d t h a t n o n e h a s b e e n r e j e c t e d w h i l e o n o r i g i n a l i n s p e c t i o n .*F i g u r e 1 A N S I /A S Q Z 1.4-2003 T a b l e V I I I : L i m i t n u m b e r s f o r r e d u c e d i n s p e c t i o n .Acceptance Sampling Tables3L o t o r b a t c h s i z e2916265191151281501120132011000135001150001500001t o t o t ot o t o t ot o t o t ot o t o t ot o t o a n d815255090150280500120032001000035000150000500000o v e r A A A A B B B B C C C C D D D S -1A A A B B B C C C D D D E E ES -2A A B B C C D D E E F F G G H S -3A A BC C DE E FG G HJ J K S -4A ABC C DE F GH J KL M NIA B CD E FG H JK L MN P QI I S p e c i a l i n s p e c t i o n l e v e l sG e n e r a l i n s p e c t i o n l e v e l sB C DE F GH J KL M NP Q RI I IF i g u r e 2 A N S I /A S Q Z 1.4-2003 T a b l e I : S a m p l e s i z e c o d e l e t t e r s .4 Acceptance SamplingTables= U s e t h e f i r s t s a m p l i n g p l a n b e l o w t h e a r r o w . I f s a m p l e s i z e e q u a l s , o r e x c e e d s , l o t s i z e , c a r r y o u t 100 p e r c e n t i n s p e c t i o n .= U s e t h e f i r s t s a m p l i n g p l a n a b o v e t h e a r r o w .= A c c e p t a n c e n u m b e r .= R e j e c t i o n n u m b e r .A c R e F i g u r e 3 A N S I /A S Q Z 1.4-2003 T a b l e I I -A : S i n g l e s a m p l i n g p l a n s f o r n o r m a l i n s p e c t i o n .Acceptance Sampling Tables5= U s e f i r s t s a m p l i n g p l a n b e l o w a r r o w . I f s a m p l e s i z e e q u a l s o r e x c e e d s l o t o r b a t c h s i z e , d o 100 p e r c e n t i n s p e c t i o n .= U s e f i r s t s a m p l i n g p l a n a b o v e a r r o w .= A c c e p t a n c e n u m b e r .= R e j e c t i o n n u m b e r .= U s e c o r r e s p o n d i n g s i n g l e s a m p l i n g p l a n .A c R e ✸= U s e c o r r e s p o n d i n g s i n g l e s a m p l i n g p l a n o r d o u b l e s a m p l i n g p l a n f o r c o d e l e t t e rB b e l o w .+F i g u r e 4 A N S I /A S Q Z 1.4-2003 T a b l e I I I -A : D o u b l e s a m p l i n g p l a n s f o r n o r m a l i n s p e c t i o n .6 Acceptance SamplingTables= U s e f i r s t s a m p l i n g p l a n b e l o w a r r o w (r e f e r t o c o n t i n u a t i o n o f t a b l e o n f o l l o w i n g p a g e , w h e n n e c e s s a r y ). I f s a m p l e s i z e e q u a l s o r e x c e e d s l o t o r b a t c h s i z e , d o 100 p e r c e n t i n s p e c t i o n .= U s e f i r s t s a m p l i n g p l a n a b o v e a r r o w .= U s e c o r r e s p o n d i n g s i n g l e s a m p l i n g p l a n .= U s e c o r r e s p o n d i n g d o u b l e s a m p l i n g p l a n o r m u l t i p l e s a m p l i n g p l a n f o r c o d e l e t t e r D b e l o w .✸++= A c c e p t a n c e n u m b e r .= R e j e c t i o n n u m b e r .= A c c e p t a n c e n o t p e r m i t t e d a t t h i s s a m p l e s i z e .= U s e c o r r e s p o n d i n g d o u b l e s a m p l i n g p l a n .A c R e ###F i g u r e 5 A N S I /A S Q Z 1.4-2003 T a b l e I V -A : M u l t i p l e s a m p l i n g p l a n s f o r n o r m a l i n s p e c t i o n .Acceptance Sampling Tables7= U s e f i r s t s a m p l i n g p l a n b e l o w a r r o w . I f s a m p l e s i z e e q u a l s o r e x c e e d s l o t o r b a t c h s i z e , d o 100 p e r c e n t i n s p e c t i o n .= A c c e p t a n c e n u m b e r .= R e j e c t i o n n u m b e r .A c R e = U s e f i r s t s a m p l i n g p l a n a b o v e a r r o w (r e f e r t o p r e c e d i n g p a g e , w h e n n e c e s s a r y ).= U s e c o r r e s p o n d i n g s i n g l e s a m p l i n g p l a n .= A c c e p t a n c e n o t p e r m i t t e d a t t h i s s a m p l e s i z e .✸#F i g u r e 5 C o n t i n u e d8 AcceptanceSamplingTables29162651911512814015011,2013,201 10,001 35,001 150,001 500,001tototototototototototototototoand8152550901502804005001,2003,20010,00035,000150,000500,000overBBBBBBBCCDEFGHHHBBBBBCDEEFGHIJKKBBBCDEFGGHIJKLMNBBCDEFGHIJKLMNPPCDEFGHIJJKLMNPPPS3S4I II III Lot SizeInspection LevelsSpecial GeneralFigure 6ANSI/ASQ Z1.9-2003 Table A-21: Sample size code letters.21 The theory governing inspection by variables depends on the properties of the normal distribution and, therefore, this method of inspection is only applicable when there is reason to believe that the frequency distribution is normal.2 Sample size code letters given in body of table are applicable when the indicated inspection levels are to be used.Acceptance Sampling Tables9All AQL values are in percent nonconforming. T denotes plan used exclusively on tightened inspection and provides symbol for identification of appropriate OC curve.Figure 7A NSI/ASQ Z1.9-2003 Table C-1: Master table for normal and tightened inspection for plans based on variability unknown (single specification limit—form 1).10 Acceptance Sampling TablesSample SizeQ U or Q L 0 .1 .2 .3 .31.32.33.34.35.36.37.38.3950.0047.2444.4641.6341.3541.0640.7740.4940.2039.9139.6239.3339.0350.0046.6743.3340.0039.6739.3339.0038.6738.3338.0037.6737.3337.0050.0046.4442.9039.3739.0238.6738.3237.9737.6237.2836.9336.5836.2350.0046.2642.5438.8738.5038.1437.7837.4237.0636.6936.3335.9835.6250.0046.1642.3538.6038.2337.8637.4937.1236.7536.3836.0235.6535.2950.0046.1042.2438.4438.0637.6937.3136.9436.5736.2035.8335.4635.1050.0046.0842.1938.3737.9937.6237.2436.8736.4936.1235.7535.3835.0250.0046.0642.1638.3337.9537.5837.2036.8336.4536.0835.7135.3434.9750.0046.0542.1538.3137.9337.5537.1836.8036.4336.0535.6835.3134.9450.0046.0542.1338.2937.9137.5437.1636.7836.4136.0435.6635.2934.9350.0046.0442.1138.2737.8937.5137.1336.7536.3836.0135.6335.2634.8950.0046.0342.1038.2537.8737.4937.1136.7336.3635.9835.6135.2434.8750.0046.0342.0938.2437.8637.4837.1036.7236.3535.9735.6035.2334.8650.0046.0242.0938.2337.8537.4737.0936.7136.3435.9635.5935.2234.8550.0046.0242.0838.2237.8437.4637.0836.7136.3335.9635.5835.2134.84.40.41.42.43.44.45.46.47.48.4938.7438.4538.1537.8537.5637.2636.9636.6636.3536.0536.6736.3336.0035.6735.3335.0034.6734.3334.0033.6735.8835.5435.1934.8534.5034.1633.8133.4733.1232.7835.2634.9034.5534.1933.8433.4933.1332.7832.4332.0834.9334.5734.2133.8533.4933.1332.7832.4232.0731.7234.7334.3734.0033.6433.2832.9232.5732.2131.8531.5034.6534.2833.9233.5633.2032.8432.4832.1231.7731.4134.6034.2433.8733.5133.1532.7932.4332.0731.7231.3634.5834.2133.8533.4833.1232.7632.4032.0431.6931.3334.5634.1933.8333.4633.1032.7432.3832.0231.6731.3134.5334.1633.7933.4333.0732.7132.3531.9931.6331.2834.5034.1333.7733.4033.0432.6832.3231.9631.6131.2534.4934.1233.7633.3933.0332.6732.3131.9531.6031.2434.4834.1133.7533.3833.0232.6632.3031.9431.5831.2334.4734.1133.7433.3833.0132.6532.2931.9331.5831.22.50.51.52.53.54.55.56.57.58.5935.7535.4435.1334.8234.5134.2033.8833.5733.2532.9333.3333.0032.6732.3332.0031.6731.3331.0030.6730.3332.4432.1031.7631.4231.0830.7430.4030.0629.7329.3931.7431.3931.0430.7030.3630.0129.6729.3328.9928.6631.3731.0230.6730.3229.9829.6429.2928.9528.6128.2831.1530.8030.4530.1029.7629.4129.0728.7328.3928.0531.0630.7130.3630.0129.6729.3228.9828.6428.3027.9631.0130.6630.3129.9629.6229.2728.9328.5928.2527.9230.9830.6330.2829.9329.5929.2428.9028.5628.2227.8930.9630.6130.2629.9129.5729.2228.8828.5428.2027.8730.9330.5730.2329.8829.5329.1928.8528.5128.1727.8330.9030.5530.2029.8529.5129.1628.8228.4828.1427.8130.8930.5430.1929.8429.4929.1528.8128.4728.1327.7930.8830.5330.1829.8329.4829.1428.8028.4628.1227.7830.8730.5230.1729.8229.4829.1328.7928.4528.1127.78.60.61.62.63.64.65.66.67.68.6932.6132.2831.9631.6331.3030.9730.6330.3029.9629.6130.0029.6729.3329.0028.6728.3328.0027.6727.3327.0029.0528.7228.3928.0527.7227.3927.0626.7326.4026.0728.3227.9827.6527.3226.9926.6626.3326.0025.6825.3527.9427.6027.2726.9426.6126.2825.9625.6325.3124.9927.7227.3927.0526.7226.3926.0725.7425.4225.1024.7827.6327.3026.9626.6326.3125.9825.6625.3325.0124.7027.5827.2526.9226.5926.2625.9325.6125.2924.9724.6527.5527.2226.8926.5626.2325.9025.5825.2624.9424.6227.5327.2026.8726.5426.2125.8825.5625.2424.9224.6027.5027.1626.8326.5026.1825.8525.5325.2124.8924.5727.4727.1426.8126.4826.1525.8325.5125.1924.8724.5527.4627.1326.8026.4726.1425.8225.4925.1724.8624.5427.4527.1126.7826.4626.1325.8125.4825.1624.8524.5327.4427.1126.7826.4526.1225.8025.4825.1624.8424.5234571015202530355075100150200Figure 8 A NSI/ASQ Z1.9-2003 Table B-5: Table for estimating the lot percentnonconforming using standard deviation method.11Values tabulated are read in percent.Sample SizeQ U or Q L .70.71.72.73.74.75.76.77.78.7929.2728.9228.5728.2227.8627.5027.1326.7626.3926.0226.6726.3326.0025.6725.3325.0024.6724.3324.0023.6725.7425.4125.0924.7624.4424.1123.7923.4723.1522.8325.0324.7124.3924.0723.7523.4423.1222.8122.5022.1924.6724.3524.0323.7223.4123.1022.7922.4822.1821.8724.4624.1523.8323.5223.2122.9022.6022.3021.9921.7024.3824.0623.7523.4423.1322.8322.5222.2221.9221.6324.3324.0223.7123.4023.0922.7922.4822.1821.8921.5924.3123.9923.6823.3723.0722.7622.4622.1621.8621.5724.2923.9823.6723.3623.0522.7522.4422.1421.8521.5524.2623.9523.6423.3323.0222.7222.4222.1221.8221.5324.2423.9223.6123.3123.0022.7022.4022.1021.8021.5124.2323.9123.6023.3022.9922.6922.3922.0921.7821.5024.2223.9023.5923.2922.9822.6822.3822.0821.7921.4924.2123.9023.5923.2822.9822.6822.3822.0821.7821.49.80.81.82.83.84.85.86.87.88.8925.6425.2524.8624.4724.0723.6723.2622.8422.4221.9923.3323.0022.6722.3322.0021.6721.3321.0020.6720.3322.5122.1921.8721.5621.2420.9320.6220.3120.0019.6921.8821.5821.2729.9720.6720.3720.0719.7819.4819.1921.5721.2720.9829.6820.3920.1019.8119.5219.2318.9521.4021.1020.8120.5220.2319.9419.6619.3819.1018.8221.3321.0420.7520.4620.1719.8919.6019.3219.0518.7721.2921.0020.7120.4220.1419.8619.5719.3019.0218.7421.2720.9820.6920.4020.1219.8419.5619.2819.0018.7321.2620.9720.6820.3920.1119.8219.5419.2718.9918.7221.2320.9420.6520.3720.0919.8019.5319.2518.9818.7021.2220.9320.6420.3520.0719.7919.5119.2418.9618.6921.2120.9220.6320.3520.0619.7819.5119.2318.9618.6921.2020.9120.6220.3420.0619.7819.5019.2318.9518.6821.2020.9120.6220.3420.0519.7719.5019.2218.9518.68.90.91.92.93.94.95.96.97.98.9921.5521.1120.6620.1919.7319.2518.7518.2517.7417.2120.0019.6719.3319.0018.6718.3318.0017.6717.3317.0019.3819.0718.7718.4618.1617.8617.5517.2516.9616.6618.9018.6118.3318.0417.7617.4817.2016.9216.6516.3718.6718.3918.1117.8417.5617.2917.0316.7616.4916.2318.5418.2718.0017.7317.4617.2016.9416.6816.4216.1618.5018.2317.9617.6917.4317.1716.9016.6516.3916.1418.4718.2017.9417.6717.4117.1616.8916.6316.3816.1318.4618.1917.9217.6617.4017.1416.8816.6216.3716.1218.4518.1817.9217.6517.3917.1316.8816.6216.3716.1218.4318.1717.9017.6417.3817.1216.8716.6116.3616.1218.4218.1617.8917.6317.3717.1216.8616.6116.3616.1118.4218.1517.8917.6317.3717.1116.8616.6116.3616.1118.4118.1517.8917.6217.3717.1116.8616.6116.3616.1118.4118.1517.8817.6217.3617.1116.8616.6016.3616.111.001.011.021.031.041.051.061.071.081.0916.6716.1115.5314.9314.3113.6612.9812.2711.5110.7116.6716.3316.0015.6715.3315.0014.6714.3314.0013.6716.3616.0715.7815.4815.1914.9114.6214.3314.0513.7616.1015.8315.5615.3015.0314.7714.5114.2614.0013.7515.9715.7215.4615.2114.9614.7114.4614.2213.9713.7315.9115.6615.4115.1714.9214.6814.4414.2013.9713.7415.8915.6415.4015.1514.9114.6714.4414.2013.9713.7415.8815.6315.3915.1514.9114.6714.4414.2113.9813.7515.8815.6315.3915.1514.9114.6714.4414.2113.9813.7515.8715.6315.3815.1514.9114.6714.4414.2113.9813.7615.8715.6315.3815.1514.9114.6814.4514.2213.9913.7715.8715.6215.3815.1514.9114.6814.4514.2213.9913.7715.8715.6215.3815.1514.9114.6814.4514.2214.0013.7715.8715.6215.3915.1514.9114.6814.4514.2314.0013.7815.8715.6215.3915.1514.9114.6814.4514.2214.0013.7834571015202530355075100150200Figure 8 ContinuedSample SizeQ U or Q L 1.101.111.121.131.141.151.161.171.181.199.848.897.826.605.082.870.000.000.000.0013.3313.0012.6712.3312.0011.6711.3311.0010.6710.3313.4813.2012.9312.6512.3712.1011.8311.5611.2911.0213.4913.2513.0012.7512.5112.2712.0311.7911.5611.3313.5013.2613.0312.8012.5712.3412.1211.9011.6811.4613.5113.2813.0512.8312.6112.3912.1811.9611.7511.5413.5213.2913.0712.8512.6312.4212.2112.0011.7911.5813.5213.3013.0812.8612.6512.4412.2212.0211.8111.6113.5313.3113.0912.8712.6612.4512.2412.0311.8211.6213.5413.3113.1012.8812.6712.4612.2512.0411.8411.6313.5413.3213.1112.8912.6812.4712.2612.0611.8511.6513.5513.3313.1212.9012.6912.4812.2812.0711.8711.6713.5513.3413.1212.9112.7012.4912.2812.0811.8811.6813.5613.3413.1312.9112.7012.4912.2912.0911.8811.6913.5613.3413.1312.9212.7112.5012.2912.0911.8911.691.201.211.221.231.241.251.261.271.281.290.000.000.000.000.000.000.000.000.000.0010.00 9.67 9.33 9.008.678.338.007.677.337.0010.7610.5010.239.979.729.469.218.968.718.4611.1010.8710.6510.4210.209.989.779.559.349.1311.2411.0310.8210.6110.4110.2110.009.819.619.4211.3411.1310.9310.7310.5310.3410.159.969.779.5811.3811.1810.9810.7810.5910.4010.2110.029.849.6611.4111.2111.0110.8110.6210.4310.2510.069.889.7011.4211.2211.0310.8410.6410.4610.2710.099.909.7211.4311.2411.0410.8510.6610.4710.2910.109.929.7411.4611.2611.0710.8810.6910.5010.3210.139.959.7811.4711.2811.0910.9010.7110.5210.3410.169.989.8011.4811.2911.0910.9110.7210.5310.3510.179.999.8211.4911.3011.1010.9210.7310.5410.3610.1810.009.8311.4911.3011.1110.9210.7310.5510.3710.1910.019.831.301.311.321.331.341.351.361.371.381.390.000.000.000.000.000.000.000.000.000.00 6.676.336.005.675.335.004.674.334.003.678.217.977.737.497.257.026.796.566.336.108.938.728.528.328.127.927.737.547.357.179.229.038.858.668.488.308.127.957.777.609.409.229.048.868.698.528.358.188.017.859.489.309.128.958.788.618.448.288.127.969.529.349.179.008.838.668.508.338.178.019.559.379.209.038.868.698.538.378.218.059.579.399.229.058.888.728.558.398.248.089.609.439.269.098.928.768.608.448.288.129.639.469.299.128.958.798.638.478.318.169.649.479.309.138.978.818.658.498.338.189.659.489.319.158.988.828.668.508.358.199.669.499.329.158.998.838.678.518.368.201.401.411.421.431.441.451.461.471.481.490.000.000.000.000.000.000.000.000.000.003.333.002.672.332.001.671.331.00.67.335.885.665.445.235.024.814.604,394.193.996.986.806.626.456.276.105.935.775.605.447.447.277.106.946.786.636.476.326.176.027.697.537.377.227.076.926.776.636.486.347.807.647.497.347.197.046.906.756.616.487.867.707.557.407.267.116.976.836.696.557.907.747.597.447.307.157.016.876.736.607.927.777.627.477.337.187.046.906.776.637.977.827.677.527.387.247.106.966.826.698.017.867.717.567.427.287.147.006.866.738.027.877.737.587.447.307.167.026.886.758.047.897.747.607.467.327.187.046.906.778.057.907.757.617.477.327.197.056.916.7834571015202530355075100150200Figure 8 ContinuedSample SizeQ U or Q L 1.501.511.521.531.541.551.561.571.581.590.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00 3.803.613.423.233.052.872.692.522.352.19 5.285.134.974.824.674.524.384.244.103.96 5.875.735.595.455.315.185.054.924.794.66 6.206.065.935.805.675.545.415.295.165.04 6.346.206.075.945.815.695.565.445.325.20 6.416.286.156.025.895.775.655.535.415.29 6.466.336.206.075.955.825.705.585.465.34 6.506.366.236.115.985.865.745.625.505.38 6.556.426.296.176.045.925.805.685.565.45 6.606.476.346.216.095.975.855.735.615.50 6.626.496.366.246.115.995.875.755.645.52 6.646.516.386.266.136.015.895.785.665.55 6.656.526.396.276.156.025.905.795.675.561.601.611.621.631.641.651.661.671.681.690.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00 2.031.871.721.571.421.281.151.020.890.77 3.833.693.573.443.313.193.072.952.842.73 4.544.414.304.184.063.953.843.733.623.52 4.924.814.694.584.474.364.254.154.053.94 5.084.974.864.754.644.534.434.324.224.12 5.175.064.954.844.734.624.524.424.324.22 5.235.125.014.904.794.684.584.484.384.28 5.275.165.044.944.834.724.624.524.424.32 5.335.225.115.014.904.794.694.594.494.39 5.385.275.165.064.954.854.744.644.554.45 5.415.305.195.084.984.874.774.674.574.47 5.435.325.215.115.004.904.804.704.604.50 5.445.335.235.125.014.914.814.714.614.511.701.711.721.731.741.751.761.771.781.790.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.660.550.450.360.270.190.120.060.020.00 2.622.512.412.302.202.112.011.921.831.74 3.413.313.213.113.022.932.832.742.662.57 3.843.753.653.563.463.373.283.203.113.03 4.023.933.833.743.653.563.473.383.303.21 4.124.023.933.843.753.663.573.483.403.32 4.184.093.993.903.813.723.633.553.473.38 4.224.134.043.943.853.773.683.593.513.43 4.304.204.114.023.933.843.763.673.593.51 4.354.264.174.083.993.903.813.733.643.56 4.384.294.194.104.013.933.843.763.673.59 4.414.314.224.134.043.953.873.783.703.62 4.424.324.234.144.053.973.883.803.713.631.801.811.821.831.841.851.861.871.881.890.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.001.651.571.491.411.341.261.191.121.060.992.492.402.322.252.172.092.021.951.881.812.942.862.792.712.632.562.482.412.342.283.133.052.982.902.822.752.682.612.542.473.2431.63.083.002.932.852.782.712.642.573.303.223.153.072.992.922.852.782.712.643.353.273.193.113.042.972.892.822.752.693.433.353.273.193.123.052.972.902.832.773.483.403.333.253.183.103.032.962.892.833.513.433.363.283.213.133.062.992.922.853.543.463.383.313.233.163.093.022.952.883.553.473.403.323.253.173.103.032.962.9034571015202530355075100150200Figure 8 ContinuedSample SizeQ U or Q L 1.901.911.921.931.941.951.961.971.981.990.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.93 0.87 0.81 0.76 0.70 0.65 0.60 0.56 0.51 0.47 1.75 1.68 1.62 1.56 1.50 1.44 1.38 1.33 1.27 1.22 2.21 2.14 2.08 2.02 1.96 1.90 1.84 1.78 1.73 1.67 2.40 2.34 2.27 2.21 2.15 2.09 2.03 1.97 1.92 1.86 2.51 2.44 2.38 2.32 2.25 2.19 2.14 2.08 2.02 1.97 2.57 2.51 2.45 2.38 2.32 2.26 2.20 2.14 2.09 2.03 2.62 2.56 2.49 2.43 2.37 2.31 2.25 2.19 2.13 2.08 2.70 2.63 2.57 2.51 2.45 2.39 2.33 2.27 2.21 2.16 2.76 2.69 2.63 2.57 2.51 2.45 2.39 2.33 2.27 2.22 2.79 2.72 2.66 2.60 2.54 2.48 2.42 2.36 2.30 2.25 2.82 2.75 2.69 2.63 2.56 2.50 2.44 2.39 2.33 2.27 2.83 2.77 2.70 2.64 2.58 2.52 2.46 2.40 2.34 2.29 2.002.012.022.032.042.052.062.072.082.090.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.43 0.39 0.36 0.32 0.29 0.26 0.23 0.21 0.18 0.16 1.17 1.12 1.07 1.03 0.98 0.94 0.90 0.86 0.82 0.78 1.62 1.57 1.52 1.47 1.42 1.37 1.33 1.28 1.24 1.20 1.81 1.76 1.71 1.66 1.61 1.56 1.51 1.47 1.42 1.38 1.91 1.86 1.81 1.76 1.71 1.66 1.61 1.57 1.52 1.48 1.98 1.93 1.87 1.82 1.77 1.73 1.68 1.63 1.59 1.54 2.03 1.97 1.92 1.87 1.82 1.77 1.72 1.68 1.63 1.59 2.10 2.05 2.00 1.95 1.90 1.85 1.80 1.76 1.71 1.66 2.16 2.11 2.06 2.01 1.96 1.91 1.86 1.81 1.77 1.72 2.19 2.14 2.09 2.04 1.99 1.94 1.89 1.84 1.79 1.75 2.22 2.17 2.11 2.06 2.01 1.96 1.92 1.87 1.82 1.78 2.23 2.18 2.13 2.08 2.03 1.98 1.93 1.88 1.84 1.79 2.102.112.122.132.142.152.162.172.182.190.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.14 0.12 0.10 0.08 0.07 0.06 0.05 0.04 0.03 0.02 0.74 0.71 0.67 0.64 0.61 0.58 0.55 0.52 0.49 0.46 1.16 1.12 1.08 1.04 1.00 0.97 0.93 0.90 0.87 0.83 1.34 1.30 1.26 1.22 1.18 1.14 1.10 1.07 1.03 1.00 1.44 1.39 1.35 1.31 1.28 1.24 1.20 1.16 1.13 1.09 1.50 1.46 1.42 1.38 1.34 1.30 1.26 1.22 1.19 1.15 1.54 1.50 1.46 1.42 1.38 1.34 1.30 1.27 1.23 1.20 1.62 1.58 1.54 1.50 1.46 1.42 1.38 1.34 1.30 1.27 1.68 1.63 1.59 1.55 1.51 1.47 1.43 1.40 1.36 1.32 1.71 1.66 1.62 1.58 1.54 1.50 1.46 1.42 1.39 1.35 1.73 1.69 1.65 1.61 1.57 1.53 1.49 1.45 1.41 1.38 1.75 1.70 1.66 1.62 1.58 1.54 1.50 1.46 1.42 1.39 2.202.212.222.232.242.252.262.272.282.290.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0150.0100.0060.0030.0020.0010.0000.0000.0000.0000.4370.4130.3890.3660.3450.3240.3040.2850.2670.2500.8030.7720.7340.7150.6870.6600.6340.6090.5850.5610.9680.9360.9050.8740.8450.8160.7890.7620.7350.7101.1601.0280.9960.9650.9350.9050.8760.8480.8210.7941.1201.0871.0541.0230.9920.9620.9330.9040.8760.8491.1601.1281.0951.0631.0321.0020.9720.9430.9150.8871.2331.1991.1661.1341.1021.0711.0411.0110.9820.9541.2871.2531.2191.1861.1541.1231.0921.0621.0331.0041.3141.2791.2451.2121.1801.1481.1171.0871.0581.0291.3401.3051.2711.2381.2051.1731.1421.1121.0821.0531.3521.3181.2841.2501.2181.1861.1551.1241.0951.06534571015202530355075100150200Figure 8 ContinuedSample SizeQ U or Q L 2.302.312.322.332.342.352.362.372.382.390.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.2330.2180.2030.1890.1750.1630.1510.1390.1280.1180.5380.5160.4950.4740.4540.4350.4160.3980.3810.3640.6850.6610.6370.6140.5920.5710.5500.5300.5100.4910.7690.7430.7190.6950.6720.6500.6280.6060.5860.5660.8230.7970.7720.7480.7240.7010.6780.6560.6350.6140.8610.8340.8090.7840.7600.7360.7140.6910.6700.6480.9270.9000.8740.8480.8240.7990.7760.7530.7300.7090.9770.9490.9230.8970.8720.8470.8230.7990.7770.754 1.0010.9740.9470.9210.8950.8700.8460.8220.7990.777 1.0250.9980.9710.9440.9190.8930.8690.8450.8220.799 1.0371.0090.9820.9560.9300.9050.8800.8560.8330.8102.402.412.422.432.442.452.462.472.482.490.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.1090.1000.0910.0830.0760.0690.0630.0570.0510.0460.3480.3320.3170.3020.2880.2750.2620.2490.2370.2260.4730.4550.4370.4210.4040.3890.3730.3590.3450.3310.5460.5270.5090.4910.4740.4570.4400.4250.4090.3940.5940.5750.5550.5370.5190.5010.4840.4680.4520.4360.6280.6080.5880.5690.5510.5330.5160.4990.4820.4660.6870.6670.6460.6270.6080.5890.5710.5530.5360.5190.7320.7110.6910.6700.6510.6320.6130.5950.5770.5600.7550.7330.7120.6920.6720.6530.6340.6150.5970.5800.7770.7550.7340.7130.6930.6730.6540.6360.6170.6000.7870.7660.7440.7240.7030.6840.6640.6460.6270.6092.502.512.522.532.542.552.562.572.582.590.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0410.0370.0330.0290.0260.0230.0200.0170.0150.0130.2140.2040.1930.1840.1740.1650.1560.1480.1400.1330.3170.3050.2920.2800.2680.2570.2460.2360.2260.2160.3800.3660.3520.3390.3260.3140.3020.2910.2790.2690.4210.4070.3920.3790.3650.3520.3400.3270.3160.3040.4510.4360.4210.4070.3930.3790.3660.3540.3410.3300.5030.4870.4720.4570.4420.4280.4140.4010.3880.3750.5430.5270.5110.4950.4800.4650.4510.4370.4240.4100.5630.5460.5300.5140.4990.4840.4690.4550.4410.4280.5820.5650.5490.5330.5170.5020.4870.4730.4590.4450.5920.5750.5590.5420.5270.5110.4960.4820.4680.4542.602.612.622.632.642.652.662.672.682.690.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0110.0090.0080.0070.0060.0050.0040.0030.0020.0020.1250.1180.1120.1050.0990.0940.0880.0830.0780.0730.2070.1980.1890.1810.1720.1650.1570.1500.1430.1360.2580.2480.2380.2290.2200.2110.2020.1940.1860.1790.2930.2820.2720.2620.2520.2420.2330.2240.2160.2080.3180.3070.2960.2850.2750.2650.2560.2460.2370.2290.3630.3510.3390.3280.3170.3070.2960.2860.2770.2670.3980.3850.3730.3610.3500.3390.3280.3170.3070.2970.4150.4020.3900.3780.3660.3550.3440.3330.3220.3120.4320.4190.4060.3940.3820.3710.3590.3480.3380.3270.4410.4280.4150.4020.3900.3790.3670.3560.3450.33534571015202530355075100150200Figure 8 ContinuedSample SizeQ U or Q L 2.702.712.722.732.742.752.762.772.782.790.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0010.0010.0010.0010.0000.0000.0000.0000.0000.0000.0690.0640.0600.0570.0530.0490.0460.0430.0400.0370.1300.1240.1180.1120.1070.1020.0970.0920.0870.0830.1710.1640.1570.1510.1440.1380.1320.1260.1210.1150.2000.1920.1840.1770.1700.1630.1570.1510.1450.1390.2200.2120.2040.1970.1890.1820.1750.1680.1620.1560.2580.2490.2410.2320.2240.2160.2090.2010.1940.1870.2880.2780.2690.2600.2520.2430.2350.2270.2200.2120.3020.2930.2830.2740.2660.2570.2490.2410.2230.2200.3170.3070.2980.2880.2790.2710.2620.2540.2460.2380.3250.3150.3050.2960.2860.2770.2690.2600.2520.2442.802.812.822.832.842.852.862.872.882.890.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0350.0320.0300.0280.0260.0240.0220.0200.0190.0170.0790.0750.0710.0670.0640.0600.0570.0540.0510.0480.1100.1050.1010.0960.0920.0880.0840.0800.0760.0730.1330.1280.1220.1170.1120.1080.1030.0990.0940.0900.1500.1440.1380.1330.1280.1220.1180.1130.1080.1040.1810.1740.1680.1620.1560.1500.1450.1390.1340.1290.2050.1980.1920.1850.1790.1730.1670.1610.1550.1500.2180.2110.2040.1970.1900.1840.1780.1720.1660.1600.2300.2230.2160.2090.2020.1950.1890.1830.1770.1710.2370.2290.2220.2150.2080.2010.1950.1880.1820.1762.902.912.922.932.942.952.962.972.982.990.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0160.0150.0130.0120.0110.0100.0090.0090.0080.0070.0460.0430.0410.0380.0360.0340.0320.0300.0280.0270.0690.0660.0630.0600.0570.0540.0510.0490.0460.0440.0870.0830.0790.0760.0720.0690.0660.0630.0600.0570.1000.0960.0920.0880.0840.0810.0770.0740.0710.0680.1250.1200.1150.1110.1070.1030.0990.0950.0910.0880.1450.1400.1350.1300.1250.1210.1170.1120.1080.1040.1550.1500.1450.1400.1350.1300.1260.1210.1170.1130.1650.1600.1550.1490.1440.1400.1350.1300.1260.1220.1710.1650.1600.1540.1490.1440.1400.1350.1300.1263.003.013.023.033.043.053.063.073.083.090.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0060.0060.0050.0050.0040.0040.0030.0030.0030.0020.0250.0240.0220.0210.0190.0180.0170.0160.0150.0140.0420.0400.0380.0360.0340.0320.0300.0290.0270.0260.0550.0520.0500.0480.0450.0430.0410.0390.0370.0360.0650.0620.0590.0570.0540.0520.0500.0470.0450.0430.0840.0810.0780.0750.0720.0690.0660.0640.0610.0590.1010.0970.0930.0900.0870.0830.0800.0770.0740.0720.1090.1050.1010.0980.0940.0910.0880.0850.0810.0790.1180.1130.1100.1060.1020.0990.0950.0920.0890.0860.1220.1180.1140.1100.1060.1030.0990.0960.0920.08934571015202530355075100150200Figure 8 Continued。