遗传算法001

2025-10-18 16:16:05 +08:00
parent 91f2122b65
commit dfd5c5b32d
49 changed files with 8473 additions and 1825 deletions
--- a/input_data/firm_industry_relation.csv
+++ b/input_data/firm_industry_relation.csv
@@ -1,364 +1,364 @@
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--- a/input_data/input_firm_data/firm_amended.csv
+++ b/input_data/input_firm_data/firm_amended.csv
@@ -1,306 +1,315 @@
 Code,固定资产原值（万元人民币）,固定资产净值（万元人民币）,资产总和（万元人民币）,存货（万元人民币）,企业名称,Type_Region,Revenue_Log
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-5,28523.3982120397,16482.5120486869,40960.480086326,2588.93324,福建省三明正元化工有限公司,福建省,4.61
-29954548,757171.52339162,494430.604177194,1465408.31294514,133292.643730143,多氟多新材料股份有限公司,河南省,6.17
-453289520,130115.029749624,82224.7896921481,479782.660674286,193520.088971571,拓荆科技股份有限公司,辽宁省,5.68
-3472022914,737.674091690682,426.271863328108,1059.32276085326,66.95517,哈尔滨市丰赛农业技术开发有限公司,黑龙江省,3.03
-79412414,21634.7036353221,11761.1518318531,91981.0940971428,12269.0431131106,无锡力芯微电子股份有限公司,江苏省,4.96
-490476776,55936.0889760484,32323.191425171,80325.95,18149.98,成都旭光科技股份有限公司,四川省,4.9
-720737055,4537.85989427612,2622.24472086527,6516.50685,315.444274666667,上海明波通信技术股份有限公司,上海市,3.81
-850972471,10860.463202359,7923.85146086661,132707.358609333,8836.59633516667,杭州广立微电子股份有限公司,浙江省,5.12
-350343208,29640.4180971984,17127.9924216384,42564.5551135,3903.95977783333,四川九洲光电科技股份有限公司,四川省,4.63
-37873062,859499.995818288,498140.77960258,1507073.36388473,184703.551339833,杭州士兰微电子股份有限公司,浙江省,6.18
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-2339136692,640144.399809059,473982.97970632,1481467.957578,133298.837068571,弘元绿色能源股份有限公司,江苏省,6.17
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-1389529309,32860.1214204911,18988.5280571493,47188.14844825,8239.6429645,深圳市哈德胜精密科技股份有限公司,广东省,4.67
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-443872531,217273.703527667,142463.186399833,490405.746949167,14931.5790275,惠州光弘科技股份有限公司,广东省,5.69
-24673506,3731195.01695067,1819174.82755833,3657055.221448,291506.649439667,江苏长电科技股份有限公司,江苏省,6.56
-3065971313,134201.385594667,87171.1758126667,197624.891468667,29697.253081,华羿微电子股份有限公司,陕西省,5.3
-830662620,262637.565598167,177898.6218025,676303.217476167,73842.0312075,扬州扬杰电子科技股份有限公司,江苏省,5.83
-613464015,17409.1331735,10325.6691753333,220548.5172555,35552.7344381667,贵州振华风光半导体股份有限公司,贵州省,5.34
-2453696971,48907.0477203197,33449.653193481,182178.79532558,34675.6299895,罗博特科智能科技股份有限公司,江苏省,5.26
-43566171,19425.4177478546,11225.1590676402,27895.4993691358,1763.15281,长白朝鲜族自治县天宝硅藻土功能制品有限公司,吉林省,4.45
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-409663925,63931.7546131924,36943.5614884361,91807.9726072824,5802.7814,三河建华高科有限责任公司,河北省,4.96
-3414534661,227798.54904047,146248.694269867,454874.703635286,46215.3088984286,厦门弘信电子科技集团股份有限公司,福建省,5.66
-3393219477,245.891363896894,142.090621109369,353.107586951086,22.31839,吉林新环诚汽车科技有限公司,吉林省,2.55
-11175750477,39342.618223503,22734.4993774991,56497.2139121738,3570.9424,强一半导体（合肥）有限公司,安徽省,4.75
-2321857672,172615.737455619,99747.6160187774,247881.526039662,15667.50978,福建福顺半导体制造有限公司,福建省,5.39
-146491012,172984.813296877,111150.023329549,555820.536672,166754.219868852,博众精工科技股份有限公司,江苏省,5.74
-2311907103,61082.6578818333,46952.3648285,333112.031847833,76726.8203528333,苏州赛腾精密电子股份有限公司,江苏省,5.52
-3464943902,368.837045845341,213.135931664054,529.661380426629,33.477585,南京波彩汽车服务有限公司,江苏省,2.72
-259923931,1426.16991060198,824.125602434345,2048.0240043163,129.446662,甘肃明辰环保科技有限公司,甘肃省,3.31
-3054059190,16474.7213810919,9520.07161432775,23658.2083257228,1495.33213,四川宏润达幕墙装饰工程有限公司,四川省,4.37
-186745206,322457.554289333,214280.913465333,594869.173440333,31534.1938276667,四川东材科技集团股份有限公司,四川省,5.77
-507827038,690052.603181786,422522.420147987,1589615.70303614,134419.051238286,潮州三环（集团）股份有限公司,广东省,6.2
-2349737110,18351.1885185589,10604.4056748188,26352.8730443333,6196.09279783333,无锡红光微电子股份有限公司,江苏省,4.42
-505990558,2704.80500286583,1562.99683220306,3884.18345646195,245.50229,铜陵佳友科技有限公司,安徽省,3.59
-221048382,157338.070008167,103120.752683167,993163.7559685,352447.843621667,云南省贵金属新材料控股集团股份有限公司,云南省,6.0
-2348910693,26926.1598385298,15632.4205943617,40928.6516936667,4641.11761583333,北京康美特科技股份有限公司,北京市,4.61
-2342515031,55858.3214985777,32278.2527620118,80214.2735023883,5069.99426166667,苏州住友电木有限公司,江苏省,4.9
-2360390148,6393.17546131924,3694.35614884361,9180.79726072824,580.27814,广东施奈仕实业有限公司,广东省,3.96
-2317568755,11034.5563371667,7291.74244,86496.1049655,7858.70136516667,深圳科创新源新材料股份有限公司,广东省,4.94
-2349511062,8646.87845536109,4996.67947221875,12417.1843111667,1190.53784783333,江苏明昊新材料科技股份有限公司,江苏省,4.09
-500189853,22867.8968424112,13214.4277631714,32839.005586451,2075.61027,东莞升洋焊锡材料有限公司,广东省,4.52
-18065940,191013.048499246,96582.5538206939,867380.822769857,143283.010690286,北京君正集成电路股份有限公司,北京市,5.94
-2333993502,206465.644948888,142992.065005962,241630.438272143,17415.7935534286,合肥新汇成微电子股份有限公司,安徽省,5.38
-433384648,13130.5988320941,7587.63916724033,18855.945143188,1191.802026,牡丹江市北亚硬质合金有限责任公司,黑龙江省,4.28
-344181818,162948.972334805,104126.347671517,466055.759069286,79181.2545228571,青岛高测科技股份有限公司,山东省,5.67
-1104420298,86588.4830698333,50706.5640115,1206682.12055083,213731.195733667,中微半导体设备（上海）股份有限公司,上海市,6.08
-2349349655,8916.26246416139,5152.34553759312,12804.0280612,1116.3192482,苏州博洋化学股份有限公司,江苏省,4.11
-420984285,223613.011910333,158257.78831,1015669.78454783,62168.8641543333,深圳新宙邦科技股份有限公司,广东省,6.01
-2329836516,78826.6177775,56812.0715446667,203111.819117167,4786.47693733333,江阴江化微电子材料股份有限公司,江苏省,5.31
-27599908,65243.1752206425,37701.3781343527,93691.2130710213,5921.81281333333,北京航天晨信科技有限责任公司,北京市,4.97
-2350719552,1767.01581175,997.23466825,55246.80543625,11314.5121375,深圳好博窗控技术股份有限公司,广东省,4.74
-3216066502,47519.3914293237,25919.6030558896,183625.261502,20677.0661462857,楚天龙股份有限公司,广东省,5.26
-39698451,107938.314838978,39590.1075543603,412101.092700429,69378.6032017143,东方通信股份有限公司,浙江省,5.62
-2351643794,24220.299343844,13995.9261792729,34781.097314682,2198.361415,亚洲信用卡厂（深圳）有限公司,广东省,4.54
-2351192662,8851.83008107238,5548.49697731345,27867.47160725,3416.11452834962,河北晶禾电子技术股份有限公司,河北省,4.45
-865049663,87774.8053041193,59882.7303796437,298504.191277714,43328.108973,国民技术股份有限公司,广东省,5.47
-891649,85550.3230285109,36367.0451934161,230945.34964,25810.7164891429,恒宝股份有限公司,江苏省,5.36
-3424978618,31885.9688027932,21504.6483379033,177114.294382333,56086.1265501667,深圳市智微智能科技股份有限公司,广东省,5.25
-3145156061,245.891363896894,142.090621109369,353.107586951086,22.31839,北京中星微人工智能芯片技术有限公司,北京市,2.55
-281599332,64820.07552,40154.6568665,558302.417650333,40598.0444641667,金卡智能集团股份有限公司,浙江省,5.75
-79938367,364886.103943167,192426.6793045,3404308.61500033,438207.673933167,海信视像科技股份有限公司,山东省,6.53
-864169770,170444.206583047,110508.776061746,469960.309361,24457.7740034286,深圳市聚飞光电股份有限公司,广东省,5.67
-2310296367,37034.8887722,31909.4172092,800509.2176356,31554.9076322,澜起科技股份有限公司,上海市,5.9
-774611690,87455.3617593286,50536.8975745657,125588.598425603,7937.90737666667,成都大唐线缆有限公司,四川省,5.1
-2350442566,24785.8494808069,14322.7346078244,35593.2447646695,2249.693712,无锡友达电子有限公司,江苏省,4.55
-654461595,14660.1619921667,11316.6484308333,119189.010378333,8316.87563333333,上海灿瑞科技股份有限公司,上海市,5.08
-383463860,498520.151164562,288074.525237136,715890.321784631,45248.303886,广东虹勤通讯技术有限公司,广东省,5.85
-463659395,164973.071000475,103647.445394252,518579.052314833,39793.0929578333,深圳市奋达科技股份有限公司,广东省,5.71
-2347105663,7670.18126121354,4432.28587679994,11014.61699875,4603.6098265,深圳市百泰实业股份有限公司,广东省,4.04
-504638253,84443.6902996838,49855.5442456137,204519.3508715,51230.2114925,珠海市杰理科技股份有限公司,广东省,5.31
-519195163,1924.04639447068,1111.82817851309,2762.99,269.27,深圳市迪浦电子有限公司,广东省,3.44
-3221578464,6393.17546131924,3694.35614884361,9180.79726072824,580.27814,北京电星互动文化传媒有限公司,北京市,3.96
-2316256865,31675.2583182562,18154.1646929991,146872.233407667,30518.2317446667,广州慧智微电子股份有限公司,广东省,5.17
-3269840248,368.837045845341,213.135931664054,529.661380426629,33.477585,安徽创矽电子科技有限公司,安徽省,2.72
-1675147952,16925.06773,12545.4403666,86939.851294,9412.2279396,广州安凯微电子股份有限公司,广东省,4.94
-29223617,49351.6354965,38030.0537195,336478.787652167,25356.7104388333,青岛东软载波科技股份有限公司,山东省,5.53
-2553848709,15982.9386532981,9235.89037210901,22951.9931518205,1450.69535,深圳智微电子科技股份有限公司,广东省,4.36
-168035745,4475.22282292347,2586.04930419052,6426.55808250976,406.194698,成都艾希联科技有限公司,四川省,3.81
-510149116,4130.97491346782,2387.12243463741,5932.20746077824,374.948952,深圳市宝视达科技有限公司,广东省,3.77
-5591349,214284.563403751,124927.075093795,1154545.83667914,44936.3798348571,北京四维图新科技股份有限公司,北京市,6.06
-274839085,5072.9571540186,2931.45566990296,7284.9230285,1251.8898265,上海长合信息技术股份有限公司,上海市,3.86
-4209347174,10573.3286475664,6109.89670770289,15183.6262388967,959.69077,四川锦路通科技有限公司,四川省,4.18
-413142822,33691.2724915977,19012.8064225955,295228.181493667,9677.11797866667,北京弘高创意建筑设计股份有限公司,北京市,5.47
-951988821,25605.8899302788,18756.1741981746,351800.143148667,88668.7767376667,武汉帝尔激光科技股份有限公司,湖北省,5.55
-1587526,37281.2763304483,20821.6870507603,264083.505326,37562.7044782857,北京北信源软件股份有限公司,北京市,5.42
-3402194899,614.728409742234,355.226552773424,882.768967377713,55.795975,吉林省依岚机器人科技有限公司,吉林省,2.95
-730857,170484.678968513,98516.1639691628,244821.260286086,15474.0837333333,北京机械工业自动化研究所有限公司,北京市,5.39
-27085933,39068.3169418316,24985.5123183443,81807.0237951429,3512.25453285714,观典防务技术股份有限公司,北京市,4.91
-24495941,68018.9182948103,41411.5321373808,343277.487442714,80497.7686304286,瑞斯康达科技发展股份有限公司,北京市,5.54
-2424229017,114276.893374667,77926.1367106667,500826.828284333,41132.540103,湖北鼎龙控股股份有限公司,湖北省,5.7
-3118428071,245.891363896894,142.090621109369,353.107586951086,22.31839,浙江出彩智能科技有限公司,浙江省,2.55
-3297178263,6721.03061318177,3883.81031032277,9651.60737666299,610.035993333333,安徽徽昂光电科技有限公司,安徽省,3.98
-441623911,79201.8446421667,54549.9474813333,240891.492164333,46601.7746505,东莞铭普光磁股份有限公司,广东省,5.38
-2316150629,3193.75060666667,2061.597836,93411.1801021667,20442.4057828333,深圳英集芯科技股份有限公司,广东省,4.97
-2327057709,23544.9442314765,13440.4003796565,68644.06669975,18862.75571075,苏州华之杰电讯股份有限公司,江苏省,4.84
-2624175,112528.502696921,68592.2842455949,676577.778208429,45047.728384,北京旋极信息技术股份有限公司,北京市,5.83
-3483100980,491.782727793788,284.181242218739,706.215173902172,44.63678,公主岭市王岩口腔诊所有限公司,吉林省,2.85
-781386116,141735.041227833,75482.3393631667,509573.936014,65785.0702958333,国光电器股份有限公司,广东省,5.71
-3222821993,7991.46932664906,4617.94518605451,11475.9965759103,725.347675,象山金钇光电科技有限公司,浙江省,4.06
-10398718,769033.670522573,491078.248113787,2870403.42429771,537996.506329429,中国长城科技集团股份有限公司,广东省,6.46
-3042364033,245.891363896894,142.090621109369,353.107586951086,22.31839,上海津领信息科技有限公司,上海市,2.55
-2342518227,9173.79330924141,5301.16214161011,13173.8503023333,3045.84492716667,江苏欧密格光电科技股份有限公司,江苏省,4.12
-3068358389,1811.95903660257,1047.05745193863,2602.029095,298.473805182015,无锡汉咏科技股份有限公司,江苏省,3.42
-20751117,15716.6102843333,8183.32674633333,416800.384882667,41335.5048401667,上海贝岭股份有限公司,上海市,5.62
-3449575456,705.462014166667,404.564843666667,98147.2591208333,8331.321303,峰岹科技（深圳）股份有限公司,广东省,4.99
-3440374619,5071.89578685606,2930.84234897554,7283.3988725,2753.40906483333,浙江信测通信股份有限公司,浙江省,3.86
-3168979780,312036.140785158,180312.99818779,448093.527840928,28322.03691,华域视觉科技（上海）有限公司,上海市,5.65
-2962064709,10650.3258155645,6154.39024033911,15294.1965483333,3870.76790783333,上海中基国威电子股份有限公司,上海市,4.18
-3151203276,341884.6623548,201430.568992,477385.6924028,28574.494008,合肥颀中科技股份有限公司,安徽省,5.68
-2334772533,28252.9257821369,16326.2170290132,40572.07333,8232.49431216667,南京泰通科技股份有限公司,江苏省,4.61
-38567125,55215.5674613333,32280.1155033333,195121.699532833,23741.5776591667,杭州星帅尔电器股份有限公司,浙江省,5.29
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+352084034,45854.1045175303,26497.222545977,65847.9091798333,19752.3217678333,广东天波信息技术股份有限公司,广东省,4.82
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+2345116311,32603.9042950622,24081.5051185234,105265.4537165,14325.7940763333,深圳市利和兴股份有限公司,广东省,5.02
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+235473780,93161.779706741,53834.4044800847,133783.1907025,28440.585602,烟台招金励福贵金属股份有限公司,山东省,5.13
+3274956187,53771.6768767569,34963.9640983052,147819.502282857,18758.9312998571,深圳市一博科技股份有限公司,广东省,5.17
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+1428342684,32933.0381671641,22688.1531399891,130057.0266575,9719.67009846261,烟台德邦科技股份有限公司,山东省,5.11
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+1171244159,229059.561110167,116694.178122333,887965.529241,189313.327938667,武汉光迅科技股份有限公司,湖北省,5.95
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+395736790,29015.1809398335,16766.6932909056,41666.6952602281,2633.57002,厦门视诚科技有限公司,福建省,4.62
+340093034,3196.58773065962,1847.1780744218,4590.39863036412,290.13907,安徽四科信息技术有限公司,安徽省,3.66
+29223617,49351.6354965,38030.0537195,336478.787652167,25356.7104388333,青岛东软载波科技股份有限公司,山东省,5.53
+950849442,5994.35530405335,3463.89419622046,8608.079207,2252.50258133333,河北上元智能科技股份有限公司,河北省,3.93
+28665295,313995.74489,222476.732700167,2655589.812656,355626.724050333,深圳市汇川技术股份有限公司,广东省,6.42
+1261908916,69834.786012592,45718.6892184421,223259.790148,34244.3486247143,富满微电子集团股份有限公司,广东省,5.35
+1283378608,382033.215707807,220761.461663591,548611.487593004,34675.3385966667,杭州南都动力科技有限公司,浙江省,5.74
+863973253,87223.0084041222,54705.5158394499,204310.736350143,21822.4409522857,广东小崧科技股份有限公司,广东省,5.31
+29749980,18734.9610463402,10751.3319766896,103425.9146445,12851.7970803333,灿芯半导体（上海）股份有限公司,上海市,5.01
+382080545,99698.8345305,67975.3691115,374192.6519225,65581.7169108333,江苏银河电子股份有限公司,江苏省,5.57
+14913649,48320.6042573333,33640.3089888333,268143.9110715,61866.6007168333,北京新雷能科技股份有限公司,北京市,5.43
+3151519907,10261.2515788,7345.8137768,192194.8930462,55383.0408918,星宸科技股份有限公司,福建省,5.28
+2382390052,5409.61000573167,3125.99366440613,7768.36691292389,491.00458,青岛瑰宝电子科技有限公司,山东省,3.89
+3216845719,3811.31614040186,2202.40462719523,5473.16759774183,345.935045,视旗科技（深圳）有限公司,广东省,3.74
+3429928077,49547.1098252241,28631.260153538,71151.1787706438,4497.155585,中电科蓉威电子技术有限公司,四川省,4.85
+808524154,18687.743656164,10798.8872043121,26836.1766082825,1696.19764,华邦电力科技股份有限公司,浙江省,4.43
+493002466,583172.351375467,336991.589731055,837453.493718992,52931.7816166667,湖北惠洋电器制造有限公司,湖北省,5.92
+2327644110,3053.00803703019,1764.20920750766,4384.21375933333,479.548736333333,江苏国网自控科技股份有限公司,江苏省,3.64
+3422843097,11065.1113753602,6394.07794992163,15889.8414127989,1004.32755,芜湖华沅微电子有限公司,安徽省,4.2
+519195163,1924.04639447068,1111.82817851309,2762.99,269.27,深圳市迪浦电子有限公司,广东省,3.44
+3010580773,27621.4613166347,16325.5038861167,192243.781941857,21224.4987991429,上海晶丰明源半导体股份有限公司,上海市,5.28
+38852110,27293.9413925552,15772.05894314,39194.9421515705,2477.34129,宁波东盛集成电路元件有限公司,浙江省,4.59
+733657390,9425.83561604758,5446.80714252583,13535.790833125,855.538283333333,厦门石之锐材料科技有限公司,福建省,4.13
+675729777,12130.6406189134,7009.80397472889,17419.9742895869,1101.04057333333,蚌埠富源电子科技有限责任公司,安徽省,4.24
+507827038,690052.603181786,422522.420147987,1589615.70303614,134419.051238286,潮州三环（集团）股份有限公司,广东省,6.2
+578803019,16290.3028581692,9413.50364849573,23393.3776355094,1478.5933375,深圳市光脉电子有限公司,广东省,4.37
+907433543,33933.0082177714,19608.505713093,48728.8469992499,3079.93782,铜陵富仕三佳机器有限公司,安徽省,4.69
+300186799,1913582.75295502,1234953.81045746,2517803.40044929,175073.587292714,天水华天科技股份有限公司,甘肃省,6.4
+1476953321,68733.053832359,41979.990455379,221058.3974475,17772.1128096667,明冠新材料股份有限公司,江西省,5.34
+2326520912,28110.518270206,20015.5750167941,91596.5949761428,13584.5539792857,苏州敏芯微电子技术股份有限公司,江苏省,4.96
+16715045,129249.726051754,70258.0689623939,428791.019708857,17613.1475474286,深圳万润科技股份有限公司,广东省,5.63
+2316150629,3193.75060666667,2061.597836,93411.1801021667,20442.4057828333,深圳英集芯科技股份有限公司,广东省,4.97
+28667694,402957.792405856,221715.341875323,639599.640598429,92383.2062152857,佛山市国星光电股份有限公司,广东省,5.81
+2351592628,41820.4531887686,22960.7164579339,141041.529103571,26807.1478321429,无锡市德科立光电子技术股份有限公司,江苏省,5.15
+2349588257,295.069636676273,170.508745331243,423.729104341303,26.782068,东台市嘉勇益电子材料厂,江苏省,2.63
+3203980088,6557.1030372505,3789.08322958319,9416.20231869562,595.157066666667,江苏鼎茂半导体有限公司,江苏省,3.97
+2349746655,22867.8968424111,13214.4277631714,32839.005586451,2075.61027,美科精微机械（苏州）有限公司,江苏省,4.52
+3362063909,3688.37045845341,2131.35931664054,5296.61380426629,334.77585,安徽元晔光电有限责任公司,安徽省,3.72
+3226232,3576962.48064625,2066981.17617931,5136628.51,252962.023232612,中国运载火箭技术研究院,北京市,6.71
+303926772,169492.072533121,116431.299807913,501333.021660429,100913.602984571,烟台睿创微纳技术股份有限公司,山东省,5.7
+532328014,24892.0396571667,19319.3788076667,201784.162114833,48707.7229353333,深圳市杰普特光电股份有限公司,广东省,5.3
+225958786,4186.1910587495,2831.52597113953,62451.907052,18806.0135938333,天津金海通半导体设备股份有限公司,天津市,4.8
+862404568,23851.4622979987,13782.7902476088,34251.4359342554,2164.88383,余姚市龙邦电器有限公司,浙江省,4.53
--- a/input_data/input_firm_data/firms_devices.csv
+++ b/input_data/input_firm_data/firms_devices.csv
@@ -1,61 +1,61 @@
 Firm_Code,相关细分行业,设备id,种类,设备单价数值,固定资产原值（万元人民币）,设备数量
-2311639124,34524,72,设备,140,737.674091690682,5.26910065493344
-762165453,34524,72,设备,140,614.728409742234,4.39091721244453
-2989649772,34525,64,设备,500,353266.3068118,706.5326136236
-25147774,34525,64,设备,500,122743.43558,245.48687116
-413876805,34526,60,设备,210,245.891363896894,1.17091125665188
-11807506,34526,60,设备,210,19609298.1959302,93377.6104568105
-3384021594,34527,67,设备,250,24097.3536618956,96.3894146475824
-413876805,34527,67,设备,250,245.891363896894,0.983565455587576
+805940123,34524,72,设备,140,64607.9558639089,461.485399027921
+286335813,34524,72,设备,140,14753.4818338136,105.382013098669
+2310534839,34525,64,设备,500,110282.276707757,220.564553415514
+3358892171,34525,64,设备,500,96134.749442,192.269498884
+280281699,34526,60,设备,210,1475.34818338136,7.02546753991124
+2310406050,34526,60,设备,210,11244.4463366792,53.5449825556152
+3268669333,34527,67,设备,250,2028.60375214937,8.11441500859748
+2345982379,34527,67,设备,250,4794.88159598943,19.1795263839577
 80158773,34528,69,设备,25,12635.7451105,505.42980442
-2343704209,34528,69,设备,25,71514.6399746746,2860.58559898698
-3312358902,34529,61,设备,350,66438.2226519953,189.823493291415
-80169705,34529,61,设备,350,49057.3516709158,140.163861916902
-27075840,34530,65,设备,700,240383.397345603,343.404853350861
-3077450214,34530,65,设备,700,25753.3271505,36.7904673578571
-2311352797,34531,71,设备,140,55205.024134511,394.321600960793
-22324879,34531,71,设备,140,32642.0785573127,233.157703980805
-4379631621,34532,73,设备,210,245.891363896894,1.17091125665188
-2349616974,34532,73,设备,210,31228.2032149055,148.705729594788
-423388486,34533,66,设备,100000,163646.093171967,1.63646093171967
-1679596339,34533,66,设备,100000,7602.68963569803,0.0760268963569803
-3164072929,34534,63,设备,700,798499.18961975,1140.71312802821
-22324879,34534,63,设备,700,32642.0785573127,46.631540796161
-1033972427,34535,59,设备,700,36282.327026942,51.8318957527743
+80158773,34528,69,设备,25,12635.7451105,505.42980442
+78979697,34529,61,设备,350,3444820.24820822,9842.3435663092
+644252759,34529,61,设备,350,1048581.46678551,2995.9470479586
+59234665,34530,65,设备,700,251695.047657333,359.56435379619
+758879940,34530,65,设备,700,50189.7546808333,71.6996495440476
+2989649772,34531,71,设备,140,353266.3068118,2523.33076294143
+2728939,34531,71,设备,140,359757.813985901,2569.69867132786
+157087137,34532,73,设备,210,4917.82727793788,23.4182251330375
+2334430421,34532,73,设备,210,58809.0178653405,280.042942215907
+6333996,34533,66,设备,100000,46655513.9670089,466.555139670089
+169978927,34533,66,设备,100000,1674991.23124933,16.7499123124933
+2728939,34534,63,设备,700,359757.813985901,513.939734265573
+205960791,34534,63,设备,700,1610605.73638088,2300.86533768697
+2349345463,34535,59,设备,700,74136.2462149135,105.908923164162
 3312358902,34535,59,设备,700,66438.2226519953,94.9117466457076
-354328758,34537,62,设备,140,4917.82727793788,35.1273376995563
-1044103384,34537,62,设备,140,424162.602722142,3029.73287658673
+1208566436,34537,62,设备,140,46908.019639,335.057283135714
+26487185,34537,62,设备,140,40598488.8632438,289989.206166027
+2350443114,34538,74,设备,500,3196.58773065962,6.39317546131924
 78979697,34538,74,设备,500,3444820.24820822,6889.64049641644
-2316430101,34538,74,设备,500,190407.310913344,380.814621826688
-2349076526,34539,68,设备,350,438376.609971396,1252.50459991827
-2347561020,34539,68,设备,350,23605.5709341018,67.444488383148
-11169556957,34543,70,设备,35,983.565455587577,28.1018701596451
+3118140206,34539,68,设备,350,3934.2618223503,11.240748063858
+676597455,34539,68,设备,350,40504.6693875284,115.72762682151
 2333843479,34543,70,设备,35,25746.1035943333,735.602959838094
-22324879,34544,83,设备,140,32642.0785573127,233.157703980805
-59234665,34544,83,设备,140,251695.047657333,1797.82176898095
-4995239819,34545,81,设备,210,491.782727793788,2.34182251330375
-2339136692,34545,81,设备,210,640144.399809059,3048.30666575742
-3327312155,34546,84,设备,70,4794.88159598943,68.4983085141347
-1389529309,34546,84,设备,70,32860.1214204911,469.430306007016
-18729484,34547,87,设备,70,505503.465899235,7221.47808427479
-3287925122,34547,87,设备,70,8729.14341833971,124.702048833424
-888662519,34548,89,设备,70,22130.2227507204,316.146039296006
+872394725,34543,70,设备,35,25724.5710310483,734.987743744237
+301209792,34544,83,设备,140,51111.2877957612,365.08062711258
+3386978614,34544,83,设备,140,380298.49535,2716.41782392857
+3146262808,34545,81,设备,210,491.782727793788,2.34182251330375
+815013249,34545,81,设备,210,245.891363896894,1.17091125665188
+3088175489,34546,84,设备,70,5037.29651092296,71.9613787274709
+2322986586,34546,84,设备,70,50682.8774590216,724.041106557451
+3154580688,34547,87,设备,70,245.891363896894,3.51273376995563
+3408810051,34547,87,设备,70,245.891363896894,3.51273376995563
+3043532438,34548,89,设备,70,26064.4845730707,372.349779615296
 443872531,34549,85,设备,50,217273.703527667,4345.47407055334
-24673506,34549,85,设备,50,3731195.01695067,74623.9003390134
-3065971313,34550,75,设备,70,134201.385594667,1917.16265135239
-830662620,34550,75,设备,70,262637.565598167,3751.96522283096
-2347561020,34551,88,设备,70,23605.5709341018,337.22244191574
-613464015,34551,88,设备,70,17409.1331735,248.701902478571
-2453696971,34552,82,设备,70,48907.0477203197,698.672110290281
-43566171,34552,82,设备,70,19425.4177478546,277.505967826494
-2311838590,34553,80,设备,21,53398.0289114503,2542.76328149763
-409663925,34553,80,设备,21,63931.7546131924,3044.36926729488
-3414534661,34554,77,设备,350,227798.54904047,650.852997258486
-3393219477,34554,77,设备,350,245.891363896894,0.702546753991126
-11175750477,34555,76,设备,21,39342.618223503,1873.458010643
-2311838590,34555,76,设备,21,53398.0289114503,2542.76328149763
-2321857672,34556,78,设备,70,172615.737455619,2465.93910650884
-146491012,34557,79,设备,350,172984.813296877,494.242323705363
-2311907103,34557,79,设备,350,61082.6578818333,174.521879662381
-3464943902,34558,86,设备,70,368.837045845341,5.26910065493344
-259923931,34558,86,设备,70,1426.16991060198,20.3738558657426
+2313262775,34549,85,设备,50,573.746515759419,11.4749303151884
+188458872,34550,75,设备,70,428752.574848217,6125.03678354596
+533879767,34550,75,设备,70,17933.2750664661,256.189643806659
+314284469,34551,88,设备,70,93478.8051045442,1335.41150149349
+3380230725,34551,88,设备,70,39166.3897750939,559.519853929913
+1452190980,34552,82,设备,70,1967.13091117515,28.101870159645
+2351960502,34552,82,设备,70,1475.34818338136,21.0764026197337
+830662620,34553,80,设备,21,262637.565598167,12506.5507427699
+3398677646,34553,80,设备,21,36420.8435164999,1734.32588173809
+613464015,34554,77,设备,350,17409.1331735,49.7403804957143
+2314892072,34554,77,设备,350,14999.3731977105,42.8553519934586
+170176299,34555,76,设备,21,9774.18171490151,465.43722451912
+3070844997,34555,76,设备,21,17704.1782005764,843.056104789352
+3119505684,34556,78,设备,70,8852.08910028818,126.458415718403
+441623911,34557,79,设备,350,79201.8446421667,226.290984691905
+3312358902,34557,79,设备,350,66438.2226519953,189.823493291415
+11197684487,34558,86,设备,70,245.891363896894,3.51273376995563
+2345116311,34558,86,设备,70,32603.9042950622,465.770061358031
--- a/input_data/input_firm_data/firms_materials.csv
+++ b/input_data/input_firm_data/firms_materials.csv
@@ -1,105 +1,105 @@
 Firm_Code,相关细分行业,材料id,种类,材料单价数值,存货（万元人民币）,材料数量
 1,7,10,材料,70.0,3736.5025,40.0339553571429
-5,7,10,材料,70.0,2588.93324,27.7385704285714
-29954548,7,10,材料,70.0,133292.643730143,1428.13546853725
-29954548,7,10,材料,70.0,133292.643730143,1428.13546853725
-453289520,8,37,材料,9.7,193520.088971571,14962.8934771833
-453289520,8,37,材料,9.7,193520.088971571,14962.8934771833
-350343208,2714,91,材料,140.0,3903.95977783333,20.9140702383928
-37873062,2714,91,材料,140.0,184703.551339833,989.483310749105
-1266556718,2714,91,材料,140.0,10632.3104404292,56.9588059308707
-331545755,2715,92,材料,21.0,6911.28954133333,246.831769333333
-3193516458,2715,92,材料,21.0,41347.21758,1476.68634214286
-41454763,2715,92,材料,21.0,3281.00494028571,117.178747867347
-584019624,2716,93,材料,7.0,19952.64066,2137.78292785714
-185356903,2716,93,材料,7.0,29.7578533333333,3.18834142857143
-22751149,2716,93,材料,7.0,263513.812713,28233.6227906786
-27169556,2717,90,材料,70.0,455436.179933333,4879.67335642857
-3346538900,2717,90,材料,70.0,335021.89871525,3589.52034337768
-2541265952,2717,90,材料,70.0,662.112236666667,7.09405967857143
-777299215,2718,94,材料,21.0,602.59653,21.5213046428571
-18107611,2718,94,材料,21.0,4949308.389283,176761.013902964
-4067555184,32338,7,材料,4.0,323.616655,60.6781228125
-2313177432,32338,7,材料,4.0,89.27356,16.7387925
-12098344,32338,7,材料,4.0,36019.3828761667,6753.63428928126
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--- a/input_data/input_firm_data/firms_products.csv
+++ b/input_data/input_firm_data/firms_products.csv
@@ -1,350 +1,354 @@
 Firm_Code,相关细分行业,产品id,下游,种类,产品单价数值,存货（万元人民币）,产品数量
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 1,7,10,90,材料,70,3736.5025,13.3446517857143
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 1452048,46504,11,90,材料,70,1884370.44367833,6729.89444170832
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-1555364428,32449,19,52,材料,700,6371.900345,2.27567869464286
-1555364428,32449,19,53,材料,1400,6371.900345,1.13783934732143
-892652617,32449,19,54,材料,1400,5877.17603333333,1.04949572023809
-892652617,32449,19,55,材料,2000,5877.17603333333,0.734647004166666
-142823313,32446,20,41,材料,1000,97437.8679368333,24.3594669842083
-367669349,32446,20,41,材料,1000,537603.399401,134.40084985025
+2348894245,46504,11,90,材料,70,11981.7573048571,42.7919903744896
+596368303,32434,12,95,材料,35,189.706315,1.35504510714286
+1160497810,32434,12,95,材料,35,1146.51037725,8.1893598375
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+3226664625,32441,13,95,材料,35,797.8824425,5.69916030357143
+3462551351,32441,13,95,材料,35,535.64136,3.82600971428571
+197362120,32440,15,41,材料,1000,334.77585,0.0836939625
+598808584,32440,15,42,材料,1500,174.083442,0.029013907
+2353389310,32440,15,41,材料,1000,44.63678,0.011159195
+420984285,32432,16,95,材料,35,62168.8641543333,444.063315388095
+420984285,32432,16,95,材料,35,62168.8641543333,444.063315388095
+668539285,32451,17,90,材料,70,22.31839,0.0797085357142857
+2352421906,32451,17,90,材料,70,167.387925,0.597814017857143
+29954548,46505,18,41,材料,1000,133292.643730143,33.3231609325357
+247297633,46505,18,41,材料,1000,57328.2659905714,14.3320664976429
+495782506,32449,19,52,材料,700,23731.1904788333,8.47542517101189
+495782506,32449,19,53,材料,1400,23731.1904788333,4.23771258550595
+495782506,32449,19,54,材料,1400,23731.1904788333,4.23771258550595
+495782506,32449,19,55,材料,2000,23731.1904788333,2.96639880985416
+1444449910,32446,20,41,材料,1000,223.1839,0.055795975
+2314659369,32446,20,41,材料,1000,2023.7900685,0.505947517125
 203314437,32433,22,41,材料,1000,290.13907,0.0725347675
-3274238529,32443,23,41,材料,1000,66.95517,0.0167387925
-61066955,32443,23,41,材料,1000,28179.6880875714,7.04492202189285
-2475874929,32450,24,90,材料,70,22.31839,0.0797085357142857
-2353020496,32450,24,90,材料,70,4997.96087575,17.8498602705357
-1270747834,32435,25,41,材料,1000,3481.66884,0.87041721
-39894253,32435,25,41,材料,1000,662222.116666667,165.555529166667
-287006714,32435,25,41,材料,1000,111970.2725,27.992568125
+961017,32443,23,41,材料,1000,1982597.58563667,495.649396409167
+2353549582,32443,23,41,材料,1000,111.59195,0.0278979875
+385766513,32450,24,90,材料,70,223.1839,0.797085357142857
+2337952436,32450,24,90,材料,70,8845.106302,31.5896653642857
+178452970,32435,25,41,材料,1000,3139.22786,0.784806965
+562681526,32435,25,41,材料,1000,89.27356,0.02231839
+2448521375,32435,25,41,材料,1000,2566.61485,0.6416537125
 5849940,32437,26,95,材料,35,2169804.72857143,15498.6052040816
-5849940,32437,26,95,材料,35,2169804.72857143,15498.6052040816
-29954548,32438,27,44,材料,28,133292.643730143,1190.11289044771
-3227189464,32438,27,44,材料,28,2990.66426,26.7023594642857
-2340606811,32447,28,50,材料,140,379.41263,0.677522553571429
-3269940677,32447,28,50,材料,140,2745.16197,4.90207494642857
-3352578733,32436,29,50,材料,140,44.63678,0.0797085357142857
-366828854,32436,29,50,材料,140,37270.9437623333,66.5552567184523
+2424229017,32437,26,95,材料,35,41132.540103,293.803857878571
+71271700,32438,27,44,材料,28,5234.29972133333,46.7348189404762
+410030851,32438,27,44,材料,28,37424.9069162857,334.150954609694
+3195293647,32447,28,50,材料,140,33384.4062447143,59.6150111512755
+3226664625,32447,28,50,材料,140,797.8824425,1.42479007589286
+31732840,32436,29,50,材料,140,700.797446,1.25142401071429
+3151377261,32436,29,50,材料,140,357.09424,0.637668285714286
 1452048,32448,30,95,材料,35,1884370.44367833,13459.7888834166
-1452048,32448,30,95,材料,35,1884370.44367833,13459.7888834166
-2961715231,32439,31,41,材料,1000,881.576405,0.22039410125
-888478182,32439,31,41,材料,1000,44.63678,0.011159195
-3270918801,56320,32,46,材料,1400,1439.536155,0.257060027678571
-7299120,56320,32,46,材料,1400,29562.480612,5.279014395
-2357759100,56322,33,47,材料,14000,852.562498,0.0152243303214286
-695879282,56322,33,47,材料,14000,22.31839,0.000398542678571429
-2314301730,56322,33,47,材料,14000,22.31839,0.000398542678571429
-2326956863,56319,34,48,材料,350,76558.826568734,54.6848761205243
-2326956863,56319,34,48,材料,350,76558.826568734,54.6848761205243
-3118917053,56323,35,49,材料,1400,7562.35984084442,1.35042140015079
+688155470,32448,30,95,材料,35,375169.885145429,2679.78489389592
+367669349,32439,31,41,材料,1000,537603.399401,134.40084985025
+771821595,32439,31,41,材料,1000,89907.0452243206,22.4767613060801
+756272716,56320,32,46,材料,1400,45803.173987,8.17913821196429
+1171244159,56320,32,46,材料,1400,189313.327938667,33.8059514176191
+193814549,56322,33,47,材料,14000,323829.654962286,5.78267241004082
+551856519,56322,33,47,材料,14000,1830.10798,0.0326804996428571
+2349742676,56322,33,47,材料,14000,535.64136,0.00956502428571429
+9032550,56319,34,48,材料,350,13661.5881386667,9.75827724190479
+737770776,56319,34,48,材料,350,541.2209575,0.386586398214286
 648145286,56323,35,49,材料,1400,509.603238333333,0.0910005782738095
-557266995,56321,36,41,材料,1000,1541.1883505,0.385297087625
-557266995,56321,36,41,材料,1000,1541.1883505,0.385297087625
-453289520,8,37,95,材料,35,193520.088971571,1382.28634979694
-453289520,8,37,95,材料,35,193520.088971571,1382.28634979694
-1104420298,36914,38,51,材料,70000,213731.195733667,0.763325699048811
-37873062,36914,38,51,材料,70000,184703.551339833,0.659655540499404
-12098344,32338,44,40,材料,35,36019.3828761667,257.281306258334
-12098344,32338,46,43,材料,1400,36019.3828761667,6.43203265645834
-12098344,32338,46,43,材料,1400,36019.3828761667,6.43203265645834
-12098344,32338,47,38,材料,700,36019.3828761667,12.8640653129167
-12098344,32338,49,39,材料,14000,36019.3828761667,0.643203265645834
-3357541349,513691,52,95,材料,35,6191.05493557143,44.2218209683674
-3357541349,513691,52,95,材料,35,6191.05493557143,44.2218209683674
-720737055,2515,56,58,设计,0,315.444274666667,9999999999999.0
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-3472022914,2514,57,58,设计,0,66.95517,9999999999999.0
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-632264618,34491,58,90,材料,70,9131.4346385,32.6122665660714
-29930956,34491,58,91,材料,140,492.828037833333,0.880050067559523
-632264618,34491,58,92,材料,21,9131.4346385,108.707555220238
-1092796483,34492,58,93,材料,7,21795.4415151429,778.408625540818
-2353851293,34492,58,94,材料,21,133.91034,1.59417071428571
-972774,34492,58,95,材料,35,94545.1294942,675.32235353
-24459300,34493,58,97,测试,0,87424.1267993333,9999999999999.0
-3344266702,34493,58,90,材料,70,12065.8805295714,43.092430462755
-2345050363,34494,58,91,材料,140,1262.94723833333,2.25526292559523
-33171435,34494,58,92,材料,21,61275.9548563333,729.475653051587
-2961210947,34495,58,93,材料,7,156.22873,5.5795975
-41454763,34495,58,94,材料,21,3281.00494028571,39.0595826224489
-3135349256,34495,58,95,材料,35,11441.7133435,81.7265238821429
-2350883312,34496,58,97,测试,0,758.82526,9999999999999.0
+2349345463,56323,35,49,材料,1400,6728.994585,1.20160617589286
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+8,8,37,95,材料,35,26230.0375,187.357410714286
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+25980377,36914,38,51,材料,70000,17536.2207033333,0.0626293596547618
+3330358736,36914,38,51,材料,70000,383336.168066833,1.36905774309583
+214851100,32338,44,40,材料,35,73629.7303001429,525.926645001021
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+507827038,513691,52,95,材料,35,134419.051238286,960.136080273471
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+25685135,2515,56,58,设计,0,494.656998333333,999999999999999.0
+25685135,2515,56,58,设计,0,494.656998333333,999999999999999.0
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+9620005,34491,58,90,材料,70,681912.489464,2435.40174808571
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+1099584865,34491,58,92,材料,21,26108.7323181429,310.818241882654
+1694716470,34492,58,93,材料,7,33.477585,1.19562803571429
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+2962064709,34492,58,95,材料,35,3870.76790783333,27.6483421988095
+2346894985,34493,58,97,测试,0,12367.5736068333,999999999999999.0
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+2317722475,34494,58,91,材料,140,74064.8728134286,132.258701452551
+664591135,34494,58,92,材料,21,12223.0382566667,145.512360198413
+3011933107,34495,58,93,材料,7,952050.331326571,34001.7975473775
+308365582,34495,58,94,材料,21,58653.2979681429,698.253547239796
+2323069589,34495,58,95,材料,35,1294.46662,9.24619014285714
+1717102128,34496,58,97,测试,0,1941.69993,999999999999999.0
 2350883312,34496,58,90,材料,70,758.82526,2.71009021428571
-3006753238,34498,58,91,材料,140,236376.363264714,422.100648686989
-2350111843,34498,58,92,材料,21,1480.14299457143,17.6207499353742
-2343704209,34499,58,93,材料,7,7848.60666666667,280.307380952381
-15482118,34499,58,94,材料,21,75554.4652471667,899.457919609127
-930767828,34501,58,95,材料,35,24848.5958543333,177.489970388095
-930767828,34501,58,97,测试,0,24848.5958543333,9999999999999.0
-1010816593,34502,58,90,材料,70,111575.164158429,398.482729137246
-2321243819,34502,58,91,材料,140,8590.6279275,15.3404070133929
-2353542014,34502,58,92,材料,21,3063.477861,36.4699745357143
-79889978,34503,58,93,材料,7,57637.2210431667,2058.4721801131
-37378925,34503,58,94,材料,21,12474.301626,148.503590785714
-186257378,34503,58,95,材料,35,897.199278,6.40856627142857
-1379191812,34505,58,97,测试,0,669.5517,9999999999999.0
-24653920,34505,58,90,材料,70,49184.7394994286,175.659783926531
-864536616,34509,58,91,材料,140,259887.593897857,464.084989103316
-25685135,34509,58,92,材料,21,494.656998333333,5.88877378968254
-2349046160,34513,58,93,材料,7,16789.3887331667,599.621026184525
-2313628561,34513,58,94,材料,21,3977.1318875,47.3468081845238
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-3216066502,49687,58,90,材料,70,20677.0661462857,73.8466648081632
-39698451,49687,58,91,材料,140,69378.6032017143,123.890362860204
-2351643794,49688,58,92,材料,21,2198.361415,26.1709692261905
-2351192662,49688,58,93,材料,7,3416.11452834962,122.004090298201
-865049663,49689,58,94,材料,21,43328.108973,515.810821107143
-891649,49689,58,95,材料,35,25810.7164891429,184.362260636735
-3424978618,49690,58,97,测试,0,56086.1265501667,9999999999999.0
-3145156061,49690,58,90,材料,70,22.31839,0.0797085357142857
-281599332,49691,58,91,材料,140,40598.0444641667,72.4965079717262
-24653920,49691,58,92,材料,21,49184.7394994286,585.532613088436
-79938367,49692,58,93,材料,7,438207.673933167,15650.2740690417
-864169770,49692,58,94,材料,21,24457.7740034286,291.163976231293
-2310296367,49693,58,95,材料,35,31554.9076322,225.392197372857
-774611690,49693,58,97,测试,0,7937.90737666667,9999999999999.0
-2311838590,49694,58,90,材料,70,310.151853,1.10768518928571
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-654461595,49695,58,92,材料,21,8316.87563333333,99.0104242063492
-383463860,49695,58,93,材料,7,45248.303886,1616.01085307143
-463659395,49696,58,94,材料,21,39793.0929578333,473.727297117063
-2347105663,49696,58,95,材料,35,4603.6098265,32.8829273321429
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-2553848709,49701,58,90,材料,70,1450.69535,5.18105482142857
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-413142822,49707,58,90,材料,70,9677.11797866667,34.5611356380953
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-24495941,49711,58,92,材料,21,80497.7686304286,958.306769409864
-2424229017,49712,58,93,材料,7,41132.540103,1469.01928939286
-3118428071,49712,58,94,材料,21,22.31839,0.265695119047619
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-441623911,49713,58,97,测试,0,46601.7746505,9999999999999.0
-2316150629,49714,58,90,材料,70,20442.4057828333,73.0085920815475
-2327057709,49714,58,91,材料,140,18862.75571075,33.683492340625
-2624175,49715,58,92,材料,21,45047.728384,536.282480761905
-3483100980,49715,58,93,材料,7,44.63678,1.59417071428571
-781386116,49715,58,94,材料,21,65785.0702958333,783.15559875992
-3222821993,49716,58,95,材料,35,725.347675,5.18105482142857
-10398718,49716,58,97,测试,0,537996.506329429,9999999999999.0
-3042364033,49717,58,90,材料,70,22.31839,0.0797085357142857
-2333993502,49717,58,91,材料,140,17415.7935534286,31.0996313454082
-79938367,49718,58,92,材料,21,438207.673933167,5216.75802301389
-2342518227,49718,58,93,材料,7,3045.84492716667,108.780175970238
-3068358389,49719,58,94,材料,21,298.473805182015,3.55325958550018
-20751117,49719,58,95,材料,35,41335.5048401667,295.253606001191
-3449575456,49720,58,97,测试,0,8331.321303,9999999999999.0
-3449575456,49720,58,90,材料,70,8331.321303,29.7547189392857
-3440374619,49721,58,91,材料,140,2753.40906483333,4.91680190148809
-3168979780,49721,58,92,材料,21,28322.03691,337.167106071429
-2962064709,49722,58,93,材料,7,3870.76790783333,138.241710994048
-3151203276,49722,58,94,材料,21,28574.494008,340.172547714286
-3449575456,49723,58,95,材料,35,8331.321303,59.5094378785714
-777299215,49723,58,97,测试,0,602.59653,9999999999999.0
-24459300,49724,58,90,材料,70,87424.1267993333,312.229024283333
-1675147952,49724,58,91,材料,140,9412.2279396,16.8075498921429
-2334772533,49725,58,92,材料,21,8232.49431216667,98.0058846686508
-38567125,49725,58,93,材料,7,23741.5776591667,847.913487827382
-2338894532,49726,58,94,材料,21,647.23331,7.70515845238095
-270141231,49726,58,95,材料,35,6622.9822325,47.3070159464286
-220783142,49727,58,97,测试,0,714.18848,9999999999999.0
-3407754893,49727,58,90,材料,70,40891.55866,146.041280928571
-9278530,49728,58,91,材料,140,6390.49900333333,11.4116053630952
-9278530,49728,58,92,材料,21,6390.49900333333,76.0773690873015
-2323580212,49729,58,93,材料,7,1506.491325,53.8032616071429
-2331160070,49729,58,94,材料,21,794.0237395,9.45266356547619
-2349345463,49730,58,95,材料,35,6728.994585,48.0642470357143
-2350687852,49730,58,97,测试,0,4029.26472366667,9999999999999.0
-2357754148,49731,58,90,材料,70,3729.40010633333,13.3192860940476
+2311838590,34498,58,91,材料,140,310.151853,0.553842594642857
+643954924,34498,58,92,材料,21,147799.326854167,1759.51579588294
+3135349256,34499,58,93,材料,7,11441.7133435,408.632619410714
+290636928,34499,58,94,材料,21,212453.632558571,2529.20991141156
+301209792,34501,58,95,材料,35,111866.716299773,799.047973569807
+2311838590,34501,58,97,测试,0,310.151853,999999999999999.0
+3221581379,34502,58,90,材料,70,89.27356,0.318834142857143
+2347561020,34502,58,91,材料,140,2142.56544,3.82600971428571
+2348887010,34502,58,92,材料,21,223.1839,2.65695119047619
+24653920,34503,58,93,材料,7,49184.7394994286,1756.59783926531
+4576816,34503,58,94,材料,21,178.54712,2.12556095238095
+2325924904,34503,58,95,材料,35,66.95517,0.478251214285714
+37873062,34505,58,97,测试,0,184703.551339833,999999999999999.0
+3305073093,34505,58,90,材料,70,23609.5935602857,84.3199770010203
+2348999904,34509,58,91,材料,140,14473.9632724286,25.8463629864796
+2357906989,34509,58,92,材料,21,57230.8354225714,681.319469316326
+35404067,34513,58,93,材料,7,54977.5046671429,1963.48230954082
+1698501971,34513,58,94,材料,21,178848.8659345,2129.1531658869
+618469306,34513,58,95,材料,35,15237.2533333333,108.837523809524
+3409973515,34517,58,97,测试,0,72557.5603221667,999999999999999.0
+515770253,34517,58,90,材料,70,3549.5813945,12.6770764089286
+1052742800,34518,58,91,材料,140,624.91492,1.1159195
+1452048,34518,58,92,材料,21,1884370.44367833,22432.9814723611
+352084034,34519,58,93,材料,7,19752.3217678333,705.440063136904
+742704658,34519,58,94,材料,21,1735.2548225,20.6577955059524
+13854344,49686,58,95,材料,35,15212.8059461667,108.662899615476
+27599908,49686,58,97,测试,0,5921.81281333333,999999999999999.0
+2328691869,49687,58,90,材料,70,133.91034,0.478251214285714
+891649,49687,58,91,材料,140,25810.7164891429,46.0905651591837
+23421122,49688,58,92,材料,21,8957.11385333333,106.632307777778
+2959520478,49688,58,93,材料,7,22.31839,0.797085357142857
+29452962,49689,58,94,材料,21,206077.306495286,2453.30126780102
+33822284,49689,58,95,材料,35,3117341.894336,22266.7278166857
+3392803162,49690,58,97,测试,0,53110.2105447143,999999999999999.0
+5971532,49690,58,90,材料,70,1410912.94534083,5038.97480478868
+1524794108,49691,58,91,材料,140,156.22873,0.278979875
+10437056,49691,58,92,材料,21,1602.69784816667,19.0797362876985
+5979030,49692,58,93,材料,7,432935.855950143,15461.9948553623
+26895145,49692,58,94,材料,21,26312.8551288333,313.248275343254
+1253552935,49693,58,95,材料,35,7680.27564083333,54.8591117202381
+518871190,49693,58,97,测试,0,31265.4563877143,999999999999999.0
+515770253,49694,58,90,材料,70,3549.5813945,12.6770764089286
+515770253,49694,58,91,材料,140,3549.5813945,6.33853820446429
+451074876,49695,58,92,材料,21,245.50229,2.92264630952381
+3420061649,49695,58,93,材料,7,1473.01374,52.6076335714286
+3030705543,49696,58,94,材料,21,31454.7737075714,374.461591756802
+472355525,49696,58,95,材料,35,4720.339485,33.7167106071429
+504638253,49697,58,97,测试,0,51230.2114925,999999999999999.0
+2333118643,49698,58,90,材料,70,2627.35498357143,9.38341065561225
+3073223227,49698,58,91,材料,140,59.5157066666667,0.106278047619048
+2329891409,49699,58,92,材料,21,16599.245492,197.610065380952
+762501019,49699,58,93,材料,7,1574.0261515,56.2152196964286
+23167049,49700,58,94,材料,21,4876.568215,58.0543835119048
+9746245,49700,58,95,材料,35,3484537.2,24889.5514285714
+5971532,49701,58,97,测试,0,1410912.94534083,999999999999999.0
+23167049,49701,58,90,材料,70,4876.568215,17.4163150535714
+2311838590,49702,58,91,材料,140,310.151853,0.553842594642857
+2347105663,49702,58,92,材料,21,4603.6098265,54.8048788869048
+2351656365,49704,58,93,材料,7,312.45746,11.159195
+3276276473,49704,58,94,材料,21,38035.9112945,452.808467791667
+2944593082,49705,58,95,材料,35,3109.7546355,22.2125331107143
+3031766093,49705,58,97,测试,0,15181.6445878333,999999999999999.0
+691978900,49707,58,90,材料,70,5192.62385585714,18.5450851994898
+2719128520,49707,58,91,材料,140,790.071006,1.41084108214286
+3358087747,49708,58,92,材料,21,22.31839,0.265695119047619
+3220049148,49708,58,93,材料,7,44.63678,1.59417071428571
+1408183015,49709,58,94,材料,21,133.91034,1.59417071428571
+2310406921,49709,58,95,材料,35,178.54712,1.27533657142857
+16116663,49710,58,97,测试,0,26734.2883584286,999999999999999.0
+1651310523,49710,58,90,材料,70,357.09424,1.27533657142857
+2350544061,49711,58,91,材料,140,28099.7294085,50.1780882294643
+1605495,49711,58,92,材料,21,1500442.86042433,17862.4150050515
+686380489,49712,58,93,材料,7,44.63678,1.59417071428571
+2424229017,49712,58,94,材料,21,41132.540103,489.673096464286
+872030659,49713,58,95,材料,35,758.3442415,5.41674458214286
+3222821993,49713,58,97,测试,0,725.347675,999999999999999.0
+2343364952,49714,58,90,材料,70,189402.304441,676.436801575
+343932526,49714,58,91,材料,140,48343.29187,86.3273069107143
+3196033145,49715,58,92,材料,21,15768.2352323333,187.717086099206
+265133300,49715,58,93,材料,7,13281.5700693333,474.341788190475
+4607820,49715,58,94,材料,21,521023.8754055,6202.66518339881
+9746245,49716,58,95,材料,35,3484537.2,24889.5514285714
+1477049981,49716,58,97,测试,0,18091.6998766667,999999999999999.0
+2487067571,49717,58,90,材料,70,22.31839,0.0797085357142857
+1452048,49717,58,91,材料,140,1884370.44367833,3364.94722085416
+24653920,49718,58,92,材料,21,49184.7394994286,585.532613088436
+79938367,49718,58,93,材料,7,438207.673933167,15650.2740690417
+1570236326,49719,58,94,材料,21,14314.7781271667,170.414025323413
+186924210,49719,58,95,材料,35,22.31839,0.159417071428571
+24653920,49720,58,97,测试,0,49184.7394994286,999999999999999.0
+2326655246,49720,58,90,材料,70,43797.5919677143,156.419971313265
+2341774429,49721,58,91,材料,140,379.41263,0.677522553571429
+186924210,49721,58,92,材料,21,22.31839,0.265695119047619
+169978927,49722,58,93,材料,7,65028.9291661667,2322.46175593453
+696450846,49722,58,94,材料,21,1557.95664833333,18.5471029563492
+37873062,49723,58,95,材料,35,184703.551339833,1319.31108099881
+3449575456,49723,58,97,测试,0,8331.321303,999999999999999.0
+1008519520,49724,58,90,材料,70,40902.5847475714,146.080659812755
+640700057,49724,58,91,材料,140,81210.7388408333,145.019176501488
+8114841,49725,58,92,材料,21,25630.6300121667,305.126547763889
+889661204,49725,58,93,材料,7,468.68619,16.7387925
+78576577,49726,58,94,材料,21,3278.27611,39.027096547619
+2948003547,49726,58,95,材料,35,29467.2679745,210.480485532143
+314846874,49727,58,97,测试,0,1747.244057,999999999999999.0
+314846874,49727,58,90,材料,70,1747.244057,6.24015734642857
+2948003547,49728,58,91,材料,140,29467.2679745,52.6201213830357
+3222664794,49728,58,92,材料,21,714.18848,8.50224380952381
+778745779,49729,58,93,材料,7,22.31839,0.797085357142857
+2349463087,49729,58,94,材料,21,658.392505,7.83800601190476
+359006365,49730,58,95,材料,35,647.23331,4.62309507142857
+189427260,49730,58,97,测试,0,100.432755,999999999999999.0
+466148111,49731,58,90,材料,70,24096.4217366667,86.0586490595239
 2357754148,49731,58,91,材料,140,3729.40010633333,6.6596430470238
-3173999388,49733,58,92,材料,21,1517.65052,18.0672680952381
-501323741,49733,58,93,材料,7,45867.2232541429,1638.11511621939
-20751117,49734,58,94,材料,21,41335.5048401667,492.089343335318
-20751117,49734,58,95,材料,35,41335.5048401667,295.253606001191
-2311337085,56247,58,97,测试,0,36647.5253237143,9999999999999.0
-2950325617,56247,58,90,材料,70,5855.69548783333,20.9131981708333
-2350701298,56248,58,91,材料,140,223.1839,0.398542678571429
-2322658897,56248,58,92,材料,21,156.22873,1.85986583333333
-2347015781,56249,58,93,材料,7,28732.6177297143,1026.16491891837
-24610687,56249,58,94,材料,21,2602016.44544083,30976.386255248
-181655991,56250,58,95,材料,35,1582.68336616667,11.3048811869048
-15482118,56250,58,97,测试,0,75554.4652471667,9999999999999.0
-2982872611,317586,58,90,材料,70,764.4048575,2.73001734821429
-3051771738,317586,58,91,材料,140,119431.036400333,213.269707857738
-1237811030,317586,58,92,材料,21,1350.262595,16.074554702381
-2358215091,317620,58,93,材料,7,2443.928088,87.283146
-6823511,317620,58,94,材料,21,49246.3736734781,586.266353255692
-2318300058,431078,58,95,材料,35,22511.6174346,160.79726739
-30918572,431078,58,97,测试,0,6399.88976466667,9999999999999.0
-173280333,431079,58,90,材料,70,71268.6104547143,254.53075162398
-1217010297,431079,58,91,材料,140,86929.247462,155.230799039286
-79412414,431079,58,92,材料,21,12269.0431131106,146.06003706084
-227353488,431080,58,93,材料,7,141511.018406,5053.96494307143
-4728160558,431080,58,94,材料,21,3437661.391239,40924.5403718929
-20751117,431081,58,95,材料,35,41335.5048401667,295.253606001191
-2313858141,431081,58,97,测试,0,8636.660643,9999999999999.0
-2311676659,431082,58,90,材料,70,8280.12269,29.57186675
-1048928993,431082,58,91,材料,140,13303.533159,23.7563092125
-966536464,431083,58,92,材料,21,957.122635333333,11.3943170873016
-3464313484,431083,58,93,材料,7,6330.15329883333,226.076903529762
-2347015781,431085,58,94,材料,21,28732.6177297143,342.054972972789
-2357754148,431085,58,95,材料,35,3729.40010633333,26.6385721880952
-338952484,431086,58,97,测试,0,6999.23901883333,9999999999999.0
-27042865,431086,58,90,材料,70,291043.484399,1039.44101571071
-3104545193,431087,58,91,材料,140,36083.9444402857,64.4356150719387
-9620005,431087,58,92,材料,21,681912.489464,8118.00582695238
-864166372,431088,58,93,材料,7,27638.9844123333,987.106586154761
-33822284,431088,58,94,材料,21,3117341.894336,37111.2130278095
-1033972427,34535,59,90,材料,70,150030.431427836,535.822969385129
-3312358902,34535,59,91,材料,140,87569.4877398571,156.374085249745
-413876805,34526,60,41,材料,1000,22.31839,0.0055795975
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-3312358902,34529,61,90,材料,70,87569.4877398571,312.74817049949
-80169705,34529,61,90,材料,70,149290.899493,533.181783903572
-354328758,34537,62,50,材料,140,446.3678,0.797085357142857
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-1679596339,34533,66,90,材料,70,4958.50469716667,17.7089453470238
-3384021594,34527,67,41,材料,1000,2187.20222,0.546800555
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+1247902451,56248,58,91,材料,140,2990.66426,5.34047189285714
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+24284343,56249,58,93,材料,7,13558.421925,484.229354464286
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+3392803162,317586,58,90,材料,70,53110.2105447143,189.67932337398
+2344471631,317586,58,91,材料,140,46707.2690862857,83.4058376540816
+11807506,317586,58,92,材料,21,5444482.05714286,64815.262585034
+950849442,317620,58,93,材料,7,2252.50258133333,80.4465207619046
+33822284,317620,58,94,材料,21,3117341.894336,37111.2130278095
+28665295,431078,58,95,材料,35,355626.724050333,2540.19088607381
+1261908916,431078,58,97,测试,0,34244.3486247143,999999999999999.0
+1283378608,431079,58,90,材料,70,34675.3385966667,123.840494988095
+863973253,431079,58,91,材料,140,21822.4409522857,38.968644557653
+29749980,431079,58,92,材料,21,12851.7970803333,152.997584289682
+382080545,431080,58,93,材料,7,65581.7169108333,2342.2041753869
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+1452048,431081,58,95,材料,35,1884370.44367833,13459.7888834166
+14913649,431081,58,97,测试,0,61866.6007168333,999999999999999.0
+3151519907,431082,58,90,材料,70,55383.0408918,197.796574613571
+14913649,431082,58,91,材料,140,61866.6007168333,110.476072708631
+2382390052,431083,58,92,材料,21,491.00458,5.84529261904762
+3216845719,431083,58,93,材料,7,345.935045,12.3548230357143
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+308365582,431085,58,95,材料,35,58653.2979681429,418.952128343878
+808524154,431086,58,97,测试,0,1696.19764,999999999999999.0
+493002466,431086,58,90,材料,70,52931.7816166667,189.042077202381
+2327644110,431087,58,91,材料,140,479.548736333333,0.856337029166666
+3422843097,431087,58,92,材料,21,1004.32755,11.9562803571429
+519195163,431088,58,93,材料,7,269.27,9.61678571428571
+3010580773,431088,58,90,材料,70,21224.4987991429,75.8017814255104
+2349345463,34535,59,90,材料,70,6728.994585,24.0321235178571
+3312358902,34535,59,90,材料,70,87569.4877398571,312.74817049949
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+78979697,34529,61,90,材料,70,1224407.85554914,4372.88519838979
+644252759,34529,61,90,材料,70,97533.245574,348.333019907143
+26487185,34537,62,50,材料,140,4375803.95224186,7813.93562900332
+1208566436,34537,62,50,材料,140,693891.525553167,1239.09200991637
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+205960791,34534,63,50,材料,140,629669.839666143,1124.41042797526
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+3358892171,34525,64,41,材料,1000,39066.599245,9.76664981125
+59234665,34530,65,41,材料,1000,656252.890643167,164.063222660792
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+6333996,34533,66,90,材料,70,18677786.4881532,66706.3803148329
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+3268669333,34527,67,41,材料,1000,184.1267175,0.046031679375
+676597455,34539,68,50,材料,140,5785.2713515,10.3308416991071
+3118140206,34539,68,50,材料,140,357.09424,0.637668285714286
 80158773,34528,69,50,材料,140,1474.810014,2.63358931071429
-2343704209,34528,69,50,材料,140,7848.60666666667,14.0153690476191
-11169556957,34543,70,91,材料,140,89.27356,0.159417071428571
+80158773,34528,69,50,材料,140,1474.810014,2.63358931071429
+872394725,34543,70,91,材料,140,7283.82543785714,13.0068311390306
 2333843479,34543,70,91,材料,140,8385.40003966667,14.9739286422619
-2311352797,34531,71,41,材料,1000,6754.43288,1.68860822
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-2311639124,34524,72,50,材料,140,66.95517,0.119562803571429
-762165453,34524,72,50,材料,140,55.795975,0.0996356696428571
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-2349616974,34532,73,95,材料,35,2834.43553,20.2459680714286
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+2989649772,34531,71,41,材料,1000,71733.723177,17.93343079425
+286335813,34524,72,50,材料,140,1339.1034,2.39125607142857
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+2334430421,34532,73,95,材料,35,5337.81494166667,38.1272495833334
 78979697,34538,74,95,材料,35,1224407.85554914,8745.77039677957
-2316430101,34538,74,95,材料,35,104480.892502143,746.292089301021
-3065971313,34550,75,96,封装,0,29697.253081,9999999999999.0
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-11175750477,34555,76,96,封装,0,3570.9424,9999999999999.0
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-3414534661,34554,77,100,测试,0,46215.3088984286,9999999999999.0
-3393219477,34554,77,100,测试,0,22.31839,9999999999999.0
-2321857672,34556,78,98,测试,0,15667.50978,9999999999999.0
-146491012,34557,79,99,测试,0,166754.219868852,9999999999999.0
-2311907103,34557,79,99,测试,0,76726.8203528333,9999999999999.0
-2311838590,34553,80,96,封装,0,310.151853,9999999999999.0
-409663925,34553,80,96,封装,0,5802.7814,9999999999999.0
-4995239819,34545,81,96,封装,0,44.63678,9999999999999.0
-2339136692,34545,81,96,封装,0,133298.837068571,9999999999999.0
-2453696971,34552,82,96,封装,0,34675.6299895,9999999999999.0
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-22324879,34544,83,96,封装,0,2962.7662725,9999999999999.0
-59234665,34544,83,96,封装,0,656252.890643167,9999999999999.0
-3327312155,34546,84,96,封装,0,435.208605,9999999999999.0
-1389529309,34546,84,96,封装,0,8239.6429645,9999999999999.0
-443872531,34549,85,96,封装,0,14931.5790275,9999999999999.0
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-3464943902,34558,86,96,封装,0,33.477585,9999999999999.0
-259923931,34558,86,96,封装,0,129.446662,9999999999999.0
-18729484,34547,87,96,封装,0,45882.146162,9999999999999.0
-3287925122,34547,87,96,封装,0,792.302845,9999999999999.0
-2347561020,34551,88,96,封装,0,2142.56544,9999999999999.0
-613464015,34551,88,96,封装,0,35552.7344381667,9999999999999.0
-888662519,34548,89,96,封装,0,2008.6551,9999999999999.0
-27169556,2717,90,95,材料,35,455436.179933333,3253.11557095238
-3346538900,2717,90,95,材料,35,335021.89871525,2393.01356225179
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-350343208,2714,91,95,材料,35,3903.95977783333,27.8854269845238
-37873062,2714,91,95,材料,35,184703.551339833,1319.31108099881
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-584019624,2716,93,95,材料,35,19952.64066,142.518861857143
-185356903,2716,93,95,材料,35,29.7578533333333,0.212556095238095
-22751149,2716,93,95,材料,35,263513.812713,1882.24151937857
-777299215,2718,94,95,材料,35,602.59653,4.30426092857143
-18107611,2718,94,95,材料,35,4949308.389283,35352.2027805929
-814834276,317589,95,96,封装,0,44.63678,9999999999999.0
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-500189853,34572,104,96,封装,0,2075.61027,9999999999999.0
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-186745206,34566,105,96,封装,0,31534.1938276667,9999999999999.0
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-2342515031,34569,106,96,封装,0,5069.99426166667,9999999999999.0
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+2350443114,34538,74,95,材料,35,290.13907,2.07242192857143
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+3312358902,34557,79,99,测试,0,87569.4877398571,999999999999999.0
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