origin,feature,bin,x_lo,x_hi,ale
2023-03,mun_mom_3_12,0,-1.6088740087674474,-0.14549292090477195,0.006970022679707654
2023-03,mun_mom_3_12,1,-0.14549292090477195,-0.11134075352818229,0.005704447845479966
2023-03,mun_mom_3_12,2,-0.11134075352818229,-0.07936490728777379,0.007061469277311083
2023-03,mun_mom_3_12,3,-0.07936490728777379,-0.06491017927054443,0.006348952357616257
2023-03,mun_mom_3_12,4,-0.06491017927054443,-0.06487989440587505,0.006348952357616257
2023-03,mun_mom_3_12,5,-0.06487989440587505,-0.04514238448432373,-0.0005100692838341438
2023-03,mun_mom_3_12,6,-0.04514238448432373,-0.037056317727017785,-0.0012752649429204248
2023-03,mun_mom_3_12,7,-0.037056317727017785,-0.03317991628632555,-0.0013133145223750463
2023-03,mun_mom_3_12,8,-0.03317991628632555,0.01288007492568375,-0.0023650911472770427
2023-03,mun_mom_3_12,9,0.01288007492568375,1.3271791813220268,-0.026970104621324556
2023-03,reg_mom_3_12,0,-0.1480975306755834,-0.09548583199135585,-0.003018144057132732
2023-03,reg_mom_3_12,1,-0.09548583199135585,-0.09322539892513326,-0.003018144057132732
2023-03,reg_mom_3_12,2,-0.09322539892513326,-0.08173836135559043,-0.003018144057132732
2023-03,reg_mom_3_12,3,-0.08173836135559043,-0.07967861096865292,-0.003018144057132732
2023-03,reg_mom_3_12,4,-0.07967861096865292,-0.07967861096865292,-0.003018144057132732
2023-03,reg_mom_3_12,5,-0.07967861096865292,-0.07372853352169173,-0.003018144057132732
2023-03,reg_mom_3_12,6,-0.07372853352169173,-0.0447278569738252,0.004382732730901591
2023-03,reg_mom_3_12,7,-0.0447278569738252,-0.03942035105352204,0.004382732730901591
2023-03,reg_mom_3_12,8,-0.03942035105352204,-0.03202539290078654,0.0036865198941887205
2023-03,reg_mom_3_12,9,-0.03202539290078654,0.0034278919449785288,0.005656878986804496
2023-03,knn_q,0,11.260337731802588,12.175822402182687,-0.3294987558578786
2023-03,knn_q,1,12.175822402182687,12.39656663551638,-0.23981541040464227
2023-03,knn_q,2,12.39656663551638,12.561510889669954,-0.17926302192624644
2023-03,knn_q,3,12.561510889669954,12.679988448386702,-0.1247212232166624
2023-03,knn_q,4,12.679988448386702,12.788941217255879,-0.07921953612276023
2023-03,knn_q,5,12.788941217255879,12.911173182905447,-0.017577442273486843
2023-03,knn_q,6,12.911173182905447,13.01621376356977,0.05000510517681822
2023-03,knn_q,7,13.01621376356977,13.133228281688105,0.10762544878126001
2023-03,knn_q,8,13.133228281688105,13.283223713523116,0.18854531170815803
2023-03,knn_q,9,13.283223713523116,14.393748674067089,0.6239195241354406
2023-03,mun_q_3,0,0.0,12.173360296558261,-0.018142229220309954
2023-03,mun_q_3,1,12.173360296558261,12.494202143299278,-0.013982795516574255
2023-03,mun_q_3,2,12.494202143299278,12.614526065916042,-0.009379362156194337
2023-03,mun_q_3,3,12.614526065916042,12.67988005050444,-0.007958052315986348
2023-03,mun_q_3,4,12.67988005050444,12.837141331174347,-0.003795682797985419
2023-03,mun_q_3,5,12.837141331174347,12.889423791740153,-0.0012198147743082543
2023-03,mun_q_3,6,12.889423791740153,12.974659719707192,0.0011544661471649693
2023-03,mun_q_3,7,12.974659719707192,13.107699510320657,0.0019306750821598898
2023-03,mun_q_3,8,13.107699510320657,13.150031796670628,0.007637646265542721
2023-03,mun_q_3,9,13.150031796670628,14.183895583798614,0.04375514928649096
2023-03,mun_vol_ratio,0,0.0,0.3816793893129771,0.01974200425169893
2023-03,mun_vol_ratio,1,0.3816793893129771,0.44174317858528384,0.012895885286412966
2023-03,mun_vol_ratio,2,0.44174317858528384,0.49171215880893354,0.008959716080164399
2023-03,mun_vol_ratio,3,0.49171215880893354,0.5327334083239595,0.005481264746388843
2023-03,mun_vol_ratio,4,0.5327334083239595,0.5433070866141733,0.005442671262012366
2023-03,mun_vol_ratio,5,0.5433070866141733,0.5813282001924928,0.0010675168837048742
2023-03,mun_vol_ratio,6,0.5813282001924928,0.6067985794013191,0.0007878776914816941
2023-03,mun_vol_ratio,7,0.6067985794013191,0.6161769160860345,0.002522373267497536
2023-03,mun_vol_ratio,8,0.6161769160860345,0.6442953020134228,0.002711961511574292
2023-03,mun_vol_ratio,9,0.6442953020134228,4.000000001,-0.059611270980935924
2023-03,lfa,0,-1.2472104833805822,-0.3854557410965489,-0.19807937755351906
2023-03,lfa,1,-0.3854557410965489,-0.2391394024056268,-0.1658436939708166
2023-03,lfa,2,-0.2391394024056268,-0.1566435325002713,-0.1330814710639252
2023-03,lfa,3,-0.1566435325002713,-0.08478668196751915,-0.10178783918016485
2023-03,lfa,4,-0.08478668196751915,-0.00643703714617283,-0.07317467118618662
2023-03,lfa,5,-0.00643703714617283,0.06711647830125145,-0.033483757804632364
2023-03,lfa,6,0.06711647830125145,0.15602012315012953,0.011500225774815354
2023-03,lfa,7,0.15602012315012953,0.28653875125961487,0.09015213417002438
2023-03,lfa,8,0.28653875125961487,0.5037713897975375,0.18198025782326088
2023-03,lfa,9,0.5037713897975375,1.665885513706562,0.42181819299114387
2023-03,age_f,0,0.0,8.0,0.21450632322353375
2023-03,age_f,1,8.0,14.0,0.1351073718630702
2023-03,age_f,2,14.0,21.0,0.11589380635268405
2023-03,age_f,3,21.0,32.0,0.03143102357578022
2023-03,age_f,4,32.0,38.5,0.0024343012181713974
2023-03,age_f,5,38.5,47.0,-0.040053610433601804
2023-03,age_f,6,47.0,56.0,-0.07250001949840562
2023-03,age_f,7,56.0,65.0,-0.09323197283807583
2023-03,age_f,8,65.0,78.0,-0.14839503182438368
2023-03,age_f,9,78.0,193.000000001,-0.14519219163877256
2024-03,mun_mom_3_12,0,-1.6765278029938724,-0.10179620847182846,0.0064757202475574935
2024-03,mun_mom_3_12,1,-0.10179620847182846,-0.06908859098058429,0.006498839177835431
2024-03,mun_mom_3_12,2,-0.06908859098058429,-0.021182161989189652,0.002240709511357025
2024-03,mun_mom_3_12,3,-0.021182161989189652,-0.018812703929752317,0.002240709511357025
2024-03,mun_mom_3_12,4,-0.018812703929752317,-0.016242016285151095,0.0022253851760635768
2024-03,mun_mom_3_12,5,-0.016242016285151095,-0.016242016285151095,0.0022253851760635768
2024-03,mun_mom_3_12,6,-0.016242016285151095,-0.005734555650539264,0.002041004742220692
2024-03,mun_mom_3_12,7,-0.005734555650539264,0.004492875943311603,0.0018174474871871533
2024-03,mun_mom_3_12,8,0.004492875943311603,0.060388700917826554,0.0000251398976340092
2024-03,mun_mom_3_12,9,0.060388700917826554,1.4522363045935283,-0.02579034092727598
2024-03,reg_mom_3_12,0,-0.32599917481070584,-0.03551625287392035,0.00003773285999611291
2024-03,reg_mom_3_12,1,-0.03551625287392035,-0.02935695599786392,-0.0007746788364858016
2024-03,reg_mom_3_12,2,-0.02935695599786392,-0.02935695599786392,-0.0007746788364858016
2024-03,reg_mom_3_12,3,-0.02935695599786392,-0.029313380464651928,-0.0007746788364858016
2024-03,reg_mom_3_12,4,-0.029313380464651928,-0.024060022792209423,0.0006808719717133292
2024-03,reg_mom_3_12,5,-0.024060022792209423,-0.024060022792209423,0.0006808719717133292
2024-03,reg_mom_3_12,6,-0.024060022792209423,-0.022390648573136218,0.0006959204050086109
2024-03,reg_mom_3_12,7,-0.022390648573136218,-0.017503013234930975,0.0007018878124518454
2024-03,reg_mom_3_12,8,-0.017503013234930975,-0.014215871716539041,0.0007715294255087757
2024-03,reg_mom_3_12,9,-0.014215871716539041,0.0023925846461327065,-0.0012447779369346105
2024-03,knn_q,0,11.563485023983324,12.274769480273449,-0.30429088316920994
2024-03,knn_q,1,12.274769480273449,12.478651312554346,-0.228915868661616
2024-03,knn_q,2,12.478651312554346,12.633203006596045,-0.16097886468756584
2024-03,knn_q,3,12.633203006596045,12.728587443623937,-0.12719419372514384
2024-03,knn_q,4,12.728587443623937,12.835571977027808,-0.07041310733260236
2024-03,knn_q,5,12.835571977027808,12.951138761360614,-0.0071599334146438265
2024-03,knn_q,6,12.951138761360614,13.055696569382542,0.047100051802467346
2024-03,knn_q,7,13.055696569382542,13.168782175613899,0.11251323401028512
2024-03,knn_q,8,13.168782175613899,13.317152879391132,0.1875116044006111
2024-03,knn_q,9,13.317152879391132,14.383798874917765,0.5518279607774186
2024-03,mun_q_3,0,0.0,12.331263895974972,-0.019239599403983294
2024-03,mun_q_3,1,12.331263895974972,12.601336666269725,-0.00862395233757884
2024-03,mun_q_3,2,12.601336666269725,12.70565443280797,-0.006000649582191927
2024-03,mun_q_3,3,12.70565443280797,12.774548621349739,-0.007485183536304999
2024-03,mun_q_3,4,12.774548621349739,12.907062730043334,-0.0032650346354968357
2024-03,mun_q_3,5,12.907062730043334,13.022336158394648,-0.0025139626106476555
2024-03,mun_q_3,6,13.022336158394648,13.082404372456674,-0.0022524341864639703
2024-03,mun_q_3,7,13.082404372456674,13.177803787370735,0.004429735735234183
2024-03,mun_q_3,8,13.177803787370735,13.177803787370735,0.004429735735234183
2024-03,mun_q_3,9,13.177803787370735,13.990533766649081,0.040521344822199136
2024-03,mun_vol_ratio,0,0.0,0.4921678321678322,0.004416283275442547
2024-03,mun_vol_ratio,1,0.4921678321678322,0.5314857582755966,0.0033884125795358346
2024-03,mun_vol_ratio,2,0.5314857582755966,0.5728334357713584,-0.0028867269819387933
2024-03,mun_vol_ratio,3,0.5728334357713584,0.5855379188712522,-0.0029740730003905078
2024-03,mun_vol_ratio,4,0.5855379188712522,0.6171107994389902,-0.0016232968985568415
2024-03,mun_vol_ratio,5,0.6171107994389902,0.6530612244897959,-0.0016313245753433684
2024-03,mun_vol_ratio,6,0.6530612244897959,0.6668297057145186,-0.001606477331517045
2024-03,mun_vol_ratio,7,0.6668297057145186,0.6668297057145186,-0.001606477331517045
2024-03,mun_vol_ratio,8,0.6668297057145186,0.7142857142857143,-0.0016707896598202945
2024-03,mun_vol_ratio,9,0.7142857142857143,4.000000001,0.006194469924105517
2024-03,lfa,0,-1.2242209651558835,-0.36507303862335916,-0.2166608773428357
2024-03,lfa,1,-0.36507303862335916,-0.22798830864329656,-0.169588240760717
2024-03,lfa,2,-0.22798830864329656,-0.14438597351418725,-0.133432906752289
2024-03,lfa,3,-0.14438597351418725,-0.0719472690848697,-0.10424101839576305
2024-03,lfa,4,-0.0719472690848697,0.004444451760424073,-0.07437342713682726
2024-03,lfa,5,0.004444451760424073,0.08422483855826535,-0.03823258752013897
2024-03,lfa,6,0.08422483855826535,0.1754719149522043,0.025674376776495145
2024-03,lfa,7,0.1754719149522043,0.3012105353793135,0.0859284792285061
2024-03,lfa,8,0.3012105353793135,0.5178847637455297,0.17780387069557424
2024-03,lfa,9,0.5178847637455297,2.3096776328104234,0.4471223312079955
2024-03,age_f,0,0.0,9.0,0.1741486603782091
2024-03,age_f,1,9.0,14.0,0.13666885414661864
2024-03,age_f,2,14.0,20.0,0.11969247587360052
2024-03,age_f,3,20.0,30.0,0.05054078577188506
2024-03,age_f,4,30.0,38.0,0.02176245847598879
2024-03,age_f,5,38.0,48.0,-0.028117426274133828
2024-03,age_f,6,48.0,55.0,-0.06325351419253686
2024-03,age_f,7,55.0,65.0,-0.09775877151080442
2024-03,age_f,8,65.0,79.0,-0.16216360910541755
2024-03,age_f,9,79.0,200.000000001,-0.15151991356340944
2025-03,mun_mom_3_12,0,-1.3476928433387982,-0.041528249918936666,0.0008491269368092384
2025-03,mun_mom_3_12,1,-0.041528249918936666,-0.01047775566660114,0.0004644479113092542
2025-03,mun_mom_3_12,2,-0.01047775566660114,0.003254986851313646,-1.2412644183365344e-6
2025-03,mun_mom_3_12,3,0.003254986851313646,0.003254986851313646,-1.2412644183365344e-6
2025-03,mun_mom_3_12,4,0.003254986851313646,0.014052231298826712,-0.0005864425883274598
2025-03,mun_mom_3_12,5,0.014052231298826712,0.02287066359515677,-0.0005741937106405468
2025-03,mun_mom_3_12,6,0.02287066359515677,0.030371956317281956,-0.0007675688246926769
2025-03,mun_mom_3_12,7,0.030371956317281956,0.041850076614199594,-0.0002595554045842078
2025-03,mun_mom_3_12,8,0.041850076614199594,0.07671151586647085,-0.0016564224873024714
2025-03,mun_mom_3_12,9,0.07671151586647085,1.2631797624429204,0.0025330906962655443
2025-03,reg_mom_3_12,0,-0.14602264983102842,-0.006342083313734648,0.00042918661867031357
2025-03,reg_mom_3_12,1,-0.006342083313734648,-0.00036981691215132173,0.0003103695482530094
2025-03,reg_mom_3_12,2,-0.00036981691215132173,-0.00036981691215132173,0.0003103695482530094
2025-03,reg_mom_3_12,3,-0.00036981691215132173,0.0,0.0003340732021267544
2025-03,reg_mom_3_12,4,0.0,0.0035155876339914016,0.0003523202503819597
2025-03,reg_mom_3_12,5,0.0035155876339914016,0.006110916508644593,-0.00020659768325686622
2025-03,reg_mom_3_12,6,0.006110916508644593,0.01794209591884055,-0.0004226440885116219
2025-03,reg_mom_3_12,7,0.01794209591884055,0.018436380973893662,-0.000339637410914825
2025-03,reg_mom_3_12,8,0.018436380973893662,0.02398137884630991,-9.871615624254104e-6
2025-03,reg_mom_3_12,9,0.02398137884630991,0.04936362619518944,-0.0007575683693774853
2025-03,knn_q,0,11.479099972327996,12.372163672639601,-0.30084526087958624
2025-03,knn_q,1,12.372163672639601,12.567473584961112,-0.212958828637202
2025-03,knn_q,2,12.567473584961112,12.702882087339846,-0.15795713446087012
2025-03,knn_q,3,12.702882087339846,12.80667349216468,-0.11220774086530833
2025-03,knn_q,4,12.80667349216468,12.900122789164069,-0.05819159052349465
2025-03,knn_q,5,12.900122789164069,12.998020706835362,-0.003102098049838964
2025-03,knn_q,6,12.998020706835362,13.101095243174303,0.04794191793180236
2025-03,knn_q,7,13.101095243174303,13.207579052215348,0.09865361777648674
2025-03,knn_q,8,13.207579052215348,13.357077346591563,0.17849059578576232
2025-03,knn_q,9,13.357077346591563,14.375289929705138,0.5201765219222487
2025-03,mun_q_3,0,0.0,12.450065398592054,-0.015797345406023833
2025-03,mun_q_3,1,12.450065398592054,12.731538771578542,-0.0089249400247777
2025-03,mun_q_3,2,12.731538771578542,12.854583903854842,-0.006241602861286426
2025-03,mun_q_3,3,12.854583903854842,12.88325787547716,-0.006033109510719974
2025-03,mun_q_3,4,12.88325787547716,13.000811317766763,-0.004999331373556677
2025-03,mun_q_3,5,13.000811317766763,13.08931322271305,-0.003035082990563238
2025-03,mun_q_3,6,13.08931322271305,13.140131417805343,-0.0026667660467149623
2025-03,mun_q_3,7,13.140131417805343,13.24697856377783,0.005046392371272252
2025-03,mun_q_3,8,13.24697856377783,13.247936055710351,0.005046392371272252
2025-03,mun_q_3,9,13.247936055710351,14.006292805608606,0.03760539347109831
2025-03,mun_vol_ratio,0,0.0,0.574585635359116,0.0015163078685745326
2025-03,mun_vol_ratio,1,0.574585635359116,0.611764705882353,0.003197433297149819
2025-03,mun_vol_ratio,2,0.611764705882353,0.6481481481481481,0.003600632441102463
2025-03,mun_vol_ratio,3,0.6481481481481481,0.6776119402985075,0.0035666001702508512
2025-03,mun_vol_ratio,4,0.6776119402985075,0.7142857142857143,0.0019786807819879787
2025-03,mun_vol_ratio,5,0.7142857142857143,0.7401522674611056,0.0014244912121556398
2025-03,mun_vol_ratio,6,0.7401522674611056,0.7692606248787114,-0.00019018257689000615
2025-03,mun_vol_ratio,7,0.7692606248787114,0.7730337078651686,-0.00019018257689000615
2025-03,mun_vol_ratio,8,0.7730337078651686,0.8484848484848485,-0.00011638897083341739
2025-03,mun_vol_ratio,9,0.8484848484848485,4.000000001,-0.014787391646607854
2025-03,lfa,0,-1.2549926238226372,-0.3612043930514277,-0.20038623302523983
2025-03,lfa,1,-0.3612043930514277,-0.22946933562891172,-0.16791995098240514
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