pp-basic · python · pygal · anyplot.ai000.20.20.40.40.60.60.80.811000.20.20.40.40.60.60.80.811pp-basic · python · pygal · anyplot.aiTheoretical CDF (fitted Normal)Empirical CDF (steel-rod tensile strength)#1 · 428 MPa · Δ = +0.0020.00304782219: 0.00497512437847.49624280552271944.1630309988518#2 · 450 MPa · Δ = -0.0100.01970167773: 0.00995024875681.815995882188971934.633754305396#3 · 451 MPa · Δ = -0.0060.02118723019: 0.0149253731384.877376677013811925.1044776119404#4 · 453 MPa · Δ = -0.0040.02353554956: 0.0199004975189.716720986642461915.5752009184846#5 · 453 MPa · Δ = +0.0010.02386690387: 0.0248756218990.399565752133881906.0459242250288#6 · 458 MPa · Δ = -0.0050.03457051987: 0.02985074627112.45724826488531896.516647531573#7 · 460 MPa · Δ = -0.0030.03783914941: 0.03482587065119.193139432084341886.9873708381172#8 · 464 MPa · Δ = -0.0100.04952034675: 0.03980099502143.2653914966221877.4580941446613#13 · 470 MPa · Δ = -0.0100.07464079881: 0.06467661692195.03284616712011829.8117106773823#14 · 471 MPa · Δ = -0.0050.0751090155: 0.06965174129195.997732706994581820.2824339839265#15 · 471 MPa · Δ = -0.0020.07672155447: 0.07462686567199.32080340352461810.7531572904707#16 · 474 MPa · Δ = -0.0090.08884059068: 0.07960199005224.295340335394541801.2238805970148#17 · 474 MPa · Δ = -0.0060.09019053335: 0.08457711443227.077260653235021791.694603903559#20 · 477 MPa · Δ = -0.0090.1089712325: 0.09950248756265.77994764776491763.1067738231918#21 · 478 MPa · Δ = -0.0100.1140217689: 0.1044776119276.18793757283111753.577497129736#22 · 478 MPa · Δ = -0.0060.115046483: 0.1094527363278.299636902234741744.0482204362802#23 · 479 MPa · Δ = -0.0050.1198598286: 0.1144278607288.21883139487041734.5189437428244#24 · 480 MPa · Δ = -0.0040.1237196261: 0.1194029851296.172983292740641724.9896670493686#25 · 480 MPa · Δ = -0.0040.128525718: 0.1243781095306.077229671768351715.4603903559128#26 · 481 MPa · Δ = -0.0010.1302899745: 0.1293532338309.71295505866521705.931113662457#27 · 481 MPa · Δ = +0.0000.1338514663: 0.1343283582317.05236776542741696.4018369690011#28 · 483 MPa · Δ = -0.0050.1443854575: 0.1393034826338.760492888742651686.8725602755453#29 · 483 MPa · Δ = -0.0010.1453083847: 0.144278607340.66243275412861677.3432835820895#30 · 483 MPa · Δ = +0.0040.1455155581: 0.1492537313341.089369262494241667.8140068886337#31 · 485 MPa · Δ = -0.0030.1568713372: 0.1542288557364.49100953612081658.284730195178#32 · 485 MPa · Δ = -0.0040.1627236889: 0.1592039801376.551355857573641648.755453501722#33 · 486 MPa · Δ = -0.0020.1666766799: 0.1641791045384.69755795322071639.2261768082665#34 · 487 MPa · Δ = -0.0030.1718808957: 0.1691542289395.422245732550951629.6969001148107#35 · 488 MPa · Δ = -0.0080.1823260055: 0.1741293532416.94720661883281620.1676234213546#36 · 488 MPa · Δ = -0.0060.1848221075: 0.1791044776422.09109691034861610.638346727899#37 · 488 MPa · Δ = -0.0010.1852069348: 0.184079602422.884137252638941601.1090700344432#38 · 488 MPa · Δ = +0.0030.1856004449: 0.1890547264423.695070769276641591.5797933409874#39 · 488 MPa · Δ = +0.0070.1870218944: 0.1940298507426.624350136374741582.0505166475316#40 · 489 MPa · Δ = +0.0050.1941834843: 0.1990049751441.382734236074671572.5212399540758#41 · 490 MPa · Δ = +0.0040.1996814601: 0.2039800995452.7127935323791562.99196326062#42 · 490 MPa · Δ = +0.0040.2046886667: 0.2089552239463.03149078093961553.4626865671642#43 · 491 MPa · Δ = +0.0080.2061288938: 0.2139303483465.99946654413261543.9334098737086#44 · 491 MPa · Δ = +0.0060.2132982828: 0.2189054726480.773922682792431534.4041331802525#45 · 492 MPa · Δ = +0.0080.215714021: 0.223880597485.7522017614341524.874856486797#49 · 494 MPa · Δ = +0.0090.2346831679: 0.2437810945524.84323592194911486.7577497129737#62 · 500 MPa · Δ = +0.0090.2997150374: 0.3084577114658.85891158912431362.8771526980481#102 · 517 MPa · Δ = +0.0060.5019596062: 0.50746268661075.6382961296288981.7060849598164#105 · 518 MPa · Δ = +0.0070.5153759438: 0.52238805971103.286271878169953.1182548794491#106 · 519 MPa · Δ = +0.0080.5189817935: 0.52736318411110.7170959116895943.588978185993#111 · 521 MPa · Δ = +0.0040.5487103841: 0.5522388061171.9808607101731895.9425947187142#112 · 522 MPa · Δ = -0.0030.5601393625: 0.55721393031195.5333477159706886.4133180252584#113 · 522 MPa · Δ = -0.0010.5632455859: 0.56218905471201.9345574665886876.8840413318026#114 · 522 MPa · Δ = +0.0030.5636857011: 0.56716417911202.841533277637867.3547646383468#115 · 523 MPa · Δ = +0.0010.571533689: 0.57213930351219.014425251257857.8254879448909#116 · 523 MPa · Δ = +0.0040.5735306474: 0.57711442791223.1296956285273848.2962112514349#117 · 523 MPa · Δ = +0.0060.5757808308: 0.58208955221227.76680441696838.7669345579793#120 · 526 MPa · Δ = -0.0100.6069323953: 0.59701492541291.9629899925126810.1791044776121#121 · 526 MPa · Δ = -0.0060.6082644279: 0.60199004981294.7080017318453800.6498277841561#122 · 526 MPa · Δ = -0.0050.6124296497: 0.60696517411303.2915627406273791.1205510907005#123 · 527 MPa · Δ = -0.0060.6174768165: 0.61194029851313.6926087545166781.5912743972447#124 · 527 MPa · Δ = -0.0050.6224117747: 0.61691542291323.8624187264063772.0619977037888#125 · 528 MPa · Δ = -0.0030.6248073718: 0.62189054731328.7991915428922762.532721010333#126 · 528 MPa · Δ = -0.0030.6300183734: 0.62686567161339.5378632687564753.003444316877#127 · 528 MPa · Δ = -0.0000.6319711194: 0.6318407961343.5620222343703743.4741676234212#128 · 528 MPa · Δ = +0.0010.6359154438: 0.63681592041351.690364621094733.9448909299656#129 · 529 MPa · Δ = +0.0020.6393693537: 0.64179104481358.8080757538346724.4156142365098#130 · 529 MPa · Δ = +0.0050.6422182963: 0.64676616921364.6790890242048714.8863375430537#131 · 529 MPa · Δ = +0.0090.643158096: 0.65174129351366.6157994471228705.3570608495982#133 · 530 MPa · Δ = +0.0050.6564347759: 0.66169154231393.9759728277745686.2985074626865#134 · 530 MPa · Δ = +0.0090.6576446495: 0.66666666671396.4692431744206676.769230769231#159 · 543 MPa · Δ = +0.0070.7839716006: 0.79104477611656.7999370183709438.5373134328361#160 · 543 MPa · Δ = +0.0090.7867658548: 0.79601990051662.5582499848165429.00803673938003#162 · 546 MPa · Δ = -0.0100.8154720187: 0.80597014931721.715029254571409.94948335246863#163 · 547 MPa · Δ = -0.0080.8192626171: 0.81094527361729.5265778331977400.4202066590126#164 · 547 MPa · Δ = -0.0040.8198995314: 0.8159203981730.8391112314193390.8909299655568#165 · 547 MPa · Δ = -0.0030.8239487844: 0.82089552241739.1836873063485381.36165327210097#166 · 548 MPa · Δ = -0.0010.8265099974: 0.82587064681744.4617562177211371.83237657864515#167 · 548 MPa · Δ = -0.0020.8323950341: 0.83084577111756.5894586898983362.30309988518934#168 · 548 MPa · Δ = +0.0030.8326633401: 0.83582089551757.1423754532984352.77382319173375#169 · 549 MPa · Δ = +0.0060.8349216108: 0.84079601991761.7961501546192343.24454649827794#171 · 552 MPa · Δ = -0.0080.8587592839: 0.85074626871810.9200935524907324.1859931113663#172 · 553 MPa · Δ = -0.0070.8625630582: 0.8557213931818.7587944765567314.6567164179105#174 · 554 MPa · Δ = -0.0060.8712539998: 0.86567164181836.6688196000737295.5981630309991#175 · 554 MPa · Δ = -0.0020.8727955644: 0.87064676621839.845628488224286.06888633754284#176 · 555 MPa · Δ = -0.0030.8789849959: 0.87562189051852.6006183812392276.53960964408725#177 · 556 MPa · Δ = -0.0040.8848501287: 0.88059701491864.68730373139267.01033295063144#178 · 557 MPa · Δ = -0.0050.8902380588: 0.88557213931875.7905843195435257.4810562571756#192 · 575 MPa · Δ = -0.0080.9633985445: 0.95522388062026.5574620241514124.07118254879447#196 · 585 MPa · Δ = -0.0070.9821795631: 0.97512437812065.260807404652585.95407577497144#197 · 586 MPa · Δ = -0.0030.9831248278: 0.98009950252067.208779716707376.42479908151586#198 · 588 MPa · Δ = -0.0010.9859407913: 0.98507462692073.01183059822866.89552238805982#199 · 597 MPa · Δ = -0.0030.9928888872: 0.99004975122087.330252975290557.366245694604004#200 · 606 MPa · Δ = -0.0020.9969851665: 0.99502487562095.771739321276547.83696900114819#9 · 466 MPa · Δ = -0.0110.0561243387: 0.0447761194156.87469491393721867.9288174512055#10 · 468 MPa · Δ = -0.0160.0654877591: 0.04975124378176.170543565578471858.3995407577497#11 · 469 MPa · Δ = -0.0130.06757981934: 0.05472636816180.481796942020541848.870264064294#12 · 470 MPa · Δ = -0.0140.07322304541: 0.05970149254192.111183569337671839.340987370838#18 · 477 MPa · Δ = -0.0160.1057574693: 0.08955223881259.157123316415661782.1653272101034#19 · 477 MPa · Δ = -0.0120.1069637088: 0.09452736318261.642904470868251772.6360505166476#46 · 492 MPa · Δ = +0.0120.2166755811: 0.2288557214487.73375512323561515.3455797933411#47 · 492 MPa · Δ = +0.0160.2176843299: 0.2338308458489.81255364992081505.816303099885#48 · 493 MPa · Δ = +0.0150.2237782199: 0.2388059701502.370654775928361496.2870264064295#50 · 494 MPa · Δ = +0.0130.2357848186: 0.2487562189527.11348384467211477.2284730195179#51 · 495 MPa · Δ = +0.0110.2426793865: 0.2537313433541.32159721575831467.699196326062#52 · 495 MPa · Δ = +0.0140.244775179: 0.2587064677545.64054193019521458.1699196326063#53 · 495 MPa · Δ = +0.0170.2464862067: 0.263681592549.16657513534911448.6406429391504#54 · 495 MPa · Δ = +0.0220.2466426539: 0.2686567164549.48897677323371439.1113662456946#55 · 495 MPa · Δ = +0.0230.2508514379: 0.2736318408558.16230925361881429.5820895522388#56 · 496 MPa · Δ = +0.0200.2584840873: 0.2786069652573.89143843378161420.052812858783#57 · 496 MPa · Δ = +0.0240.2595687386: 0.2835820896576.12665434518981410.5235361653272#58 · 497 MPa · Δ = +0.0240.2641933695: 0.2885572139585.65695149237741400.9942594718714#59 · 497 MPa · Δ = +0.0230.2708201061: 0.2935323383599.31312642901371391.4649827784156#60 · 499 MPa · Δ = +0.0120.2865622757: 0.2985074627631.75410500235781381.9357060849597#61 · 499 MPa · Δ = +0.0170.2869549253: 0.3034825871632.5632651965091372.406429391504#63 · 500 MPa · Δ = +0.0120.3012217213: 0.3134328358661.9638394916491353.3478760045923#64 · 500 MPa · Δ = +0.0170.3015320159: 0.3184079602662.6032851442731343.8185993111365#65 · 501 MPa · Δ = +0.0150.3079900015: 0.3233830846675.91170315867611334.2893226176807#66 · 501 MPa · Δ = +0.0200.3080600657: 0.328358209676.05608914692951324.760045924225#67 · 501 MPa · Δ = +0.0200.3135665404: 0.3333333333687.40366284173221315.230769230769#68 · 502 MPa · Δ = +0.0200.3179786136: 0.3383084577696.49592758859581305.7014925373132#69 · 502 MPa · Δ = +0.0200.3236978212: 0.3432835821708.28189469725171296.1722158438577#70 · 502 MPa · Δ = +0.0240.3243649342: 0.3482587065709.6566606268591286.6429391504016#71 · 503 MPa · Δ = +0.0200.3331826246: 0.3532338308727.82788553139951277.113662456946#72 · 504 MPa · Δ = +0.0210.3369988938: 0.3582089552735.69233575895281267.5843857634904#73 · 504 MPa · Δ = +0.0250.3384766939: 0.3631840796738.73774071023851258.0551090700344#76 · 505 MPa · Δ = +0.0230.3555839549: 0.3781094527773.99185774469451229.4672789896672#81 · 508 MPa · Δ = +0.0150.3882861542: 0.4029850746841.3835439817131181.8208955223881#82 · 509 MPa · Δ = +0.0130.3945287397: 0.407960199854.24807210283691172.2916188289323#83 · 509 MPa · Δ = +0.0160.3968584842: 0.4129353234859.04913785109751162.7623421354765#84 · 509 MPa · Δ = +0.0160.4022172598: 0.4179104478870.09233776765551153.2330654420207#85 · 509 MPa · Δ = +0.0170.405608564: 0.4228855721877.08103298635911143.7037887485649#86 · 510 MPa · Δ = +0.0210.4064864861: 0.4278606965878.89022793511951134.174512055109#87 · 510 MPa · Δ = +0.0230.4095529822: 0.4328358209885.20956866084581124.6452353616532#89 · 511 MPa · Δ = +0.0170.4254300473: 0.4427860697917.92853600195771105.5866819747416#90 · 511 MPa · Δ = +0.0180.4297169745: 0.447761194926.76290367296211096.0574052812858#91 · 512 MPa · Δ = +0.0190.4336733556: 0.4527363184934.91609208267071086.52812858783#92 · 512 MPa · Δ = +0.0240.4338576329: 0.4577114428935.29584509891171076.9988518943742#100 · 515 MPa · Δ = +0.0230.4748762826: 0.49751243781019.82581624594341000.764638346728#101 · 516 MPa · Δ = +0.0180.4846062141: 0.50248756221039.8769596436882991.235361653272#103 · 517 MPa · Δ = +0.0100.5023519176: 0.51243781091076.446759368825972.1768082663606#104 · 517 MPa · Δ = +0.0140.5034012041: 0.51741293531078.6090967401733962.6475315729047#107 · 519 MPa · Δ = +0.0130.5194612515: 0.53233830851111.705148310833934.0597014925372#108 · 519 MPa · Δ = +0.0140.522987806: 0.53731343281118.9725632969346924.5304247990816#109 · 520 MPa · Δ = +0.0140.5285834764: 0.54228855721130.5039487037207915.0011481056258#110 · 520 MPa · Δ = +0.0110.5365738751: 0.54726368161146.970316485977905.47187141217#118 · 523 MPa · Δ = +0.0100.5768692482: 0.58706467661230.009781573432829.2376578645235#119 · 524 MPa · Δ = +0.0100.58162862: 0.5920398011239.8177485143422819.7083811710679#132 · 529 MPa · Δ = +0.0130.6436301972: 0.65671641791367.5886910810398695.8277841561423#135 · 530 MPa · Δ = +0.0140.6579874916: 0.6716417911397.1757614747114667.2399540757749#136 · 531 MPa · Δ = +0.0170.6597950014: 0.67661691541400.9006221683992657.7106773823193#137 · 531 MPa · Δ = +0.0170.6648067175: 0.68159203981411.2286124708924648.1814006888635#138 · 531 MPa · Δ = +0.0180.6686684821: 0.68656716421419.1868180288827638.6521239954075#139 · 532 MPa · Δ = +0.0210.6704945312: 0.69154228861422.949883832814629.1228473019519#148 · 537 MPa · Δ = +0.0110.7249742426: 0.7363184081535.2199969228534543.3593570608498#149 · 537 MPa · Δ = +0.0160.7250608906: 0.74129353231535.398558368899533.830080367394#150 · 537 MPa · Δ = +0.0190.7268545018: 0.74626865671539.0947771672147524.3008036739379#151 · 537 MPa · Δ = +0.0200.7307712751: 0.75124378111547.1663430709789514.7715269804821#152 · 537 MPa · Δ = +0.0230.733242869: 0.75621890551552.2597277235254505.2422502870263#157 · 541 MPa · Δ = +0.0170.764234228: 0.78109452741616.125766777509457.59586681974747#158 · 541 MPa · Δ = +0.0140.7724047861: 0.78606965171632.9634014608964448.06659012629166#161 · 546 MPa · Δ = -0.0110.8115713509: 0.80099502491713.6766530936643419.4787600459242#170 · 549 MPa · Δ = +0.0110.8350938024: 0.84577114431762.1509973098362333.7152698048221#173 · 554 MPa · Δ = -0.0110.8712363532: 0.86069651741836.6324540617597305.1274397244549#179 · 559 MPa · Δ = -0.0110.901743315: 0.89054726371899.5002621477888247.9517795637198#180 · 560 MPa · Δ = -0.0110.9066387508: 0.89552238811909.5886257525888238.422502870264#188 · 573 MPa · Δ = -0.0230.9582648023: 0.93532338312015.978004112247162.18828932261772#189 · 574 MPa · Δ = -0.0190.9596900229: 0.94029850752018.9150548756961152.65901262916168#190 · 574 MPa · Δ = -0.0160.9607916757: 0.94527363182021.185307059976143.1297359357061#191 · 575 MPa · Δ = -0.0120.9621196384: 0.95024875622023.921931827566133.60045924225028#193 · 579 MPa · Δ = -0.0120.9725255442: 0.9601990052045.3661023123702114.54190585533888#194 · 582 MPa · Δ = -0.0120.9772446275: 0.96517412942055.091043939152105.01262916188284#195 · 585 MPa · Δ = -0.0110.9815300344: 0.97014925372063.922278594183495.48335246842703#74 · 504 MPa · Δ = +0.0290.3393903823: 0.368159204740.62064172036471248.5258323765786#75 · 504 MPa · Δ = +0.0330.3404898169: 0.3731343284742.8863226499911238.9965556831228#77 · 505 MPa · Δ = +0.0270.356458753: 0.3830845771775.79461493080371219.9380022962114#78 · 506 MPa · Δ = +0.0260.3625416183: 0.3880597015788.32999648792791210.4087256027556#79 · 506 MPa · Δ = +0.0250.3680111955: 0.3930348259799.60153287848721200.8794489092998#80 · 507 MPa · Δ = +0.0270.3708742986: 0.3980099502805.50172771121371191.3501722158437#88 · 510 MPa · Δ = +0.0270.4111042198: 0.4378109453888.4063113538221115.1159586681974#93 · 512 MPa · Δ = +0.0290.4338646081: 0.4626865672935.31021934105081067.4695752009184#94 · 512 MPa · Δ = +0.0300.4374193083: 0.4676616915942.63563603594431057.9402985074626#95 · 512 MPa · Δ = +0.0350.4381070865: 0.4726368159944.05298826607411048.4110218140067#96 · 512 MPa · Δ = +0.0380.4400179324: 0.4776119403947.99080075183441038.8817451205512#97 · 513 MPa · Δ = +0.0310.4516741854: 0.4825870647972.0116482146131029.3524684270953#98 · 514 MPa · Δ = +0.0330.4545413564: 0.4875621891977.92022601045281019.8231917336394#99 · 514 MPa · Δ = +0.0280.4649873443: 0.4925373134999.44699638984131010.2939150401837#140 · 532 MPa · Δ = +0.0250.6714758163: 0.69651741291424.972086073292619.5935706084958#141 · 532 MPa · Δ = +0.0250.6762841901: 0.70149253731434.881034743408610.06429391504#142 · 532 MPa · Δ = +0.0290.677381471: 0.70646766171437.142277513533600.5350172215844#143 · 532 MPa · Δ = +0.0300.6815025731: 0.71144278611445.6349180071281591.0057405281286#144 · 533 MPa · Δ = +0.0330.6831514327: 0.71641791041449.0328370190825581.4764638346728#145 · 533 MPa · Δ = +0.0380.6832438808: 0.72139303481449.2233511874852571.947187141217#146 · 533 MPa · Δ = +0.0380.6886310467: 0.72636815921460.3250569580903562.4179104477612#147 · 534 MPa · Δ = +0.0320.6993701818: 0.73134328361482.4559362475006552.8886337543054#153 · 538 MPa · Δ = +0.0270.7346262383: 0.76119402991555.1105326572062495.7129735935707#154 · 538 MPa · Δ = +0.0270.7390843745: 0.76616915421564.297722596535486.1836969001149#155 · 538 MPa · Δ = +0.0290.7421189152: 0.77114427861570.551210729968476.65442020665887#156 · 539 MPa · Δ = +0.0270.74925785: 0.7761194031585.2629077940242467.1251435132033#181 · 565 MPa · Δ = -0.0280.9283069387: 0.90049751241954.2417606144147228.89322617680818#182 · 566 MPa · Δ = -0.0270.9329040718: 0.90547263681963.715391132206219.3639494833526#183 · 567 MPa · Δ = -0.0290.9395241245: 0.91044776121977.357791895399209.83467278989679#184 · 569 MPa · Δ = -0.0300.9453183798: 0.91542288561989.2984149437666200.30539609644075#185 · 571 MPa · Δ = -0.0320.9524347506: 0.920398012003.9636130287354190.77611940298516#186 · 572 MPa · Δ = -0.0280.953730762: 0.92537313432006.634393367841181.24684270952935#187 · 572 MPa · Δ = -0.0250.9554990056: 0.93034825872010.2783353132002171.71756601607353Perfect Normal fit (y = x)Good fit |Δ| ≤ 0.01 (88)Mild dev |Δ| ≤ 0.025 (79)Strong dev |Δ| > 0.025 (33)