diff --git "a/README.md" "b/README.md"
--- "a/README.md"
+++ "b/README.md"
@@ -4,9 +4,15 @@ tags:
 - vision
 - image-segmentation
 - generated_from_trainer
+widget:
+- src: https://drive.google.com/uc?id=1-ae6Vtvs-fO1j0D2kxEDX4rKxRipda2j
+  example_title: Sidewalk with traffic
+- src: https://drive.google.com/uc?id=1-dwxxF6LzbEvATr_mwvrAjot-DdBLAM4
+  example_title: Sidewalk with buildings
+
 model-index:
 - name: segformer-b4-finetuned-segments-sidewalk
-  results: []
+  
 ---
 
 <!-- This model card has been generated automatically according to the information the Trainer had access to. You
@@ -53,61 +59,25 @@ The following hyperparameters were used during training:
 | Training Loss | Epoch | Step  | Validation Loss | Mean Accuracy | Mean Iou | Overall Accuracy | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
 |:-------------:|:-----:|:-----:|:---------------:|:-------------:|:--------:|:----------------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
 | 1.0086        | 0.25  | 100   | 0.9195          | 0.2302        | 0.1742   | 0.7405           | [nan, 0.754391784765388, 0.8738098328493714, 0.0, 0.6095047025690915, 0.04406067496837279, nan, 0.11344860810198232, 0.03344878303363856, 0.0, 0.9451322667227594, 0.0, 0.0, 0.0, 0.0, 8.118464635968046e-06, 0.0, 0.0, 0.8406900175689528, 0.0, 0.33313290995723815, 0.007980320315659196, 0.0, nan, 0.0, 0.01001465431517245, 0.0, 0.0, 0.9094842682836028, 0.9104621468677264, 0.9500069670140131, 0.0, 0.0, 0.030522857924993155, 0.0]                                                                                                                                                                                                                      | [nan, 0.5181348731869903, 0.7666613623083653, 0.0, 0.3145052392920833, 0.040279298027504136, nan, 0.09896279300890763, 0.0332534621335044, 0.0, 0.707185048053476, 0.0, 0.0, 0.0, 0.0, 8.11839872703508e-06, 0.0, 0.0, 0.6129636976206597, 0.0, 0.21304181051016494, 0.007979819175153202, 0.0, nan, 0.0, 0.009972716399085856, 0.0, 0.0, 0.8032595523715207, 0.5644424403160349, 0.8548000615746258, 0.0, 0.0, 0.02810796628175876, 0.0]                                                                                                                                                                                                                         |
-| 0.6465        | 0.5   | 200   | 0.7250          | 0.2963        | 0.2416   | 0.7963           | [nan, 0.8965158332325365, 0.9203420775747997, 0.0005677570093457944, 0.42947876549598557, 0.20108992228390948, nan, 0.6149826174335852, 0.6106893770460692, 0.0, 0.9320756176369465, 0.0, 0.0, 0.0, 0.0, 0.23413652010131844, 0.0, 0.0, 0.9437607244807804, 0.0, 0.2033741348512844, 0.2597617238717267, 0.0, nan, 0.0, 0.21746480347516617, 0.0, 0.0, 0.8793454644762622, 0.8380851985041863, 0.9445753860505853, 0.0, 0.0, 0.35629926758549024, 0.0]                                                                                                                                                                                                          | [nan, 0.6645359168510458, 0.8064416600263559, 0.000566105647428005, 0.4116417722563792, 0.17504073239500048, nan, 0.34611894249410324, 0.4768988514264542, 0.0, 0.7872815412923856, 0.0, 0.0, 0.0, 0.0, 0.22760454893418883, 0.0, 0.0, 0.6497218142931416, 0.0, 0.16433182458127107, 0.24025960226620707, 0.0, nan, 0.0, 0.1865917623179034, 0.0, 0.0, 0.8237045305017561, 0.6485287252686867, 0.8916263487480074, 0.0, 0.0, 0.23161660227979464, 0.0]                                                                                                                                                                                                            |
-| 0.3444        | 0.75  | 300   | 0.7355          | 0.3087        | 0.2536   | 0.8040           | [nan, 0.8329262202514374, 0.9534074514812909, 0.05844626168224299, 0.48344997676044543, 0.2533866058307393, nan, 0.35333578085383993, 0.790449304929544, 0.0, 0.9203895299672358, 0.0, 0.0, 0.0, 0.0, 0.6760976164187829, 0.0, 0.0, 0.9303872930670624, 0.0, 0.12855184601632938, 0.23125467178060705, 0.0, nan, 0.0, 0.32820432302297586, 0.0, 0.0, 0.9308455234770866, 0.9181770046220202, 0.9596106864849074, 0.0, 0.005690016053973866, 0.1227436772683341, 0.0]                                                                                                                                                                                            | [nan, 0.6878479949108638, 0.7917375807526329, 0.05843984422271386, 0.46980139925768805, 0.2134212959072191, nan, 0.28676343045149594, 0.5440506552328828, 0.0, 0.812922524753197, 0.0, 0.0, 0.0, 0.0, 0.513563847828366, 0.0, 0.0, 0.6314523889688833, 0.0, 0.11512525662508696, 0.218854008419246, 0.0, nan, 0.0, 0.2402102174570889, 0.0, 0.0, 0.8437930933238371, 0.6697720266144972, 0.9052166229964612, 0.0, 0.005018820577164366, 0.1068864485793758, 0.0]                                                                                                                                                                                                  |
+| 0.6465        | 0.5   | 200   | 0.7250          | 0.2963        | 0.2416   | 0.7963           | [nan, 0.8965158332325365, 0.9203420775747997, 0.0005677570093457944, 0.42947876549598557, 0.20108992228390948, nan, 0.6149826174335852, 0.6106893770460692, 0.0, 0.9320756176369465, 0.0, 0.0, 0.0, 0.0, 0.23413652010131844, 0.0, 0.0, 0.9437607244807804, 0.0, 0.2033741348512844, 0.2597617238717267, 0.0, nan, 0.0, 0.21746480347516617, 0.0, 0.0, 0.8793454644762622, 0.8380851985041863, 0.9445753860505853, 0.0, 0.0, 0.35629926758549024, 0.0]                                                                                                                                                                                                          | [nan, 0.6645359168510458, 0.8064416600263559, 0.000566105647428005, 0.4116417722563792, 0.17504073239500048, nan, 0.34611894249410324, 0.4768988514264542, 0.0, 0.7872815412923856, 0.0, 0.0, 0.0, 0.0, 0.22760454893418883, 0.0, 0.0, 0.6497218142931416, 0.0, 0.16433182458127107, 0.24025960226620707, 0.0, nan, 0.0, 0.1865917623179034, 0.0, 0.0, 0.8237045305017561, 0.6485287252686867, 0.8916263487480074, 0.0, 0.0, 0.23161660227979464, 0.0]                                                                                                                                                                                                                                                                                                                                                                                                              |
 | 0.6777        | 1.0   | 400   | 0.6645          | 0.3343        | 0.2755   | 0.8205           | [nan, 0.8955600256602996, 0.9528284776336102, 0.20619042056074766, 0.4578573681184769, 0.34171859852352976, nan, 0.5150824142204389, 0.8000759121317076, 0.0, 0.9308408861203066, 0.0, 0.0, 0.0, 0.0, 0.8202247191011236, 0.0, 0.0, 0.931415684238172, 0.0, 0.22729327499111263, 0.2807173404242283, 0.0, nan, 0.0, 0.3332993143873973, 0.0, 0.0, 0.904612735522824, 0.9085503237620377, 0.9531456202767545, 0.0, 0.0, 0.2395403274915222, 0.0]                                                                                                                                                                                                                 | [nan, 0.7091852218081763, 0.8215012473174504, 0.20316384883142716, 0.449169741519482, 0.2820828827399737, nan, 0.4034439348068946, 0.5801054036574794, 0.0, 0.8406284073872154, 0.0, 0.0, 0.0, 0.0, 0.5491287380561565, 0.0, 0.0, 0.6833033543785748, 0.0, 0.196701947180513, 0.26816266986235426, 0.0, nan, 0.0, 0.2624543573765898, 0.0, 0.0, 0.8319417451247856, 0.6328739755697549, 0.9148380247362377, 0.0, 0.0, 0.18610354253000033, 0.0]                                                                                                                                                                                                                   |
 | 0.4931        | 1.25  | 500   | 0.6513          | 0.3693        | 0.2930   | 0.8232           | [nan, 0.8195930838546497, 0.9565826472101743, 0.3660338785046729, 0.502483997738174, 0.5101274819814215, nan, 0.6120499018406388, 0.8168524932390757, 0.0, 0.9680832750475287, 0.0, 0.0, 0.0, 0.0, 0.7678687406637656, 0.0, 0.0, 0.9132467503439181, 0.07463699730127982, 0.3080053777834345, 0.3700341269744017, 0.0, nan, 0.0, 0.3144554351808238, 0.0, 0.0, 0.8719933435243034, 0.9280312013943278, 0.9461371807749148, 0.0, 0.3623930581804142, 0.40862556355693114, 0.0]                                                                                                                                                                                   | [nan, 0.7255301419742964, 0.8322765227346863, 0.3328323011716717, 0.4866977152337555, 0.31646114214929966, nan, 0.4116248877039441, 0.584768070212383, 0.0, 0.7940437031847611, 0.0, 0.0, 0.0, 0.0, 0.5384221282312557, 0.0, 0.0, 0.7148576049798162, 0.06922710729587371, 0.23689839512021127, 0.330131038978254, 0.0, nan, 0.0, 0.25964434649208096, 0.0, 0.0, 0.8276496500163791, 0.5924934568973941, 0.9145898275185997, 0.0, 0.10460157785142388, 0.3046522912622977, 0.0]                                                                                                                                                                                   |
-| 0.2887        | 1.5   | 600   | 0.5798          | 0.3766        | 0.3018   | 0.8368           | [nan, 0.8510848342759009, 0.9364746632176726, 0.4901682242990654, 0.7023001260677022, 0.34466944485163237, nan, 0.5993219334033117, 0.8038477961759264, 0.0, 0.9470461477367107, 0.0, 0.0, 0.0, 0.0, 0.8171397025394558, 0.0, 0.0, 0.9234573977212308, 0.0, 0.5549533101310359, 0.3692835786145796, 0.0, nan, 0.0, 0.3970482022295494, 0.006115530344995679, 0.0, 0.906825736831594, 0.9267667644755275, 0.9566124494891484, 0.0, 0.06624804405698145, 0.4509600719565132, 0.0]                                                                                                                                                                                 | [nan, 0.7501450503949698, 0.8552802995720018, 0.3195832159096968, 0.5008207721820201, 0.2968664375295418, nan, 0.41829375020676257, 0.6034778148608554, 0.0, 0.832984946277596, 0.0, 0.0, 0.0, 0.0, 0.5629212037829343, 0.0, 0.0, 0.746954247079298, 0.0, 0.369698989745419, 0.32855268053165004, 0.0, nan, 0.0, 0.2825332804495863, 0.0061048440610484405, 0.0, 0.8513931075975115, 0.633096401850364, 0.9233832333930015, 0.0, 0.048442700903471234, 0.3268919839673272, 0.0]                                                                                                                                                                                   |
-| 0.3117        | 1.75  | 700   | 0.5641          | 0.3835        | 0.3073   | 0.8412           | [nan, 0.829144639380576, 0.9329703236418437, 0.502554906542056, 0.7605767499070024, 0.49903424607754854, nan, 0.6350410821487851, 0.8791621198462779, 0.0, 0.9529943654173303, 0.0, 0.0, 0.0, 0.0, 0.8667922322530363, 0.0, 0.0, 0.9181455265604941, 0.003559661583801056, 0.49910687247367796, 0.4290930925043195, 0.0, nan, 0.0, 0.4605825090281049, 0.004786067226518358, 0.0, 0.9504346035668754, 0.7305239484628198, 0.9616523712864335, 0.0, 0.11788493974679429, 0.3388799812287357, 0.0]                                                                                                                                                                | [nan, 0.7441874185779986, 0.8510370224807956, 0.36146735646110917, 0.5252678811717495, 0.4018656081627673, nan, 0.4430912934928492, 0.5782181739887478, 0.0, 0.8299858823374775, 0.0, 0.0, 0.0, 0.0, 0.48646776868541436, 0.0, 0.0, 0.7494761977004395, 0.0035555996560164053, 0.35201583197307407, 0.37674969067728226, 0.0, nan, 0.0, 0.30939050736267387, 0.004778232496405265, 0.0, 0.8530555106550831, 0.6658491125673335, 0.9269974230479809, 0.0, 0.10003448870494913, 0.2695334370139969, 0.0]                                                                                                                                                            |
 | 0.1718        | 2.0   | 800   | 0.5338          | 0.3766        | 0.3117   | 0.8521           | [nan, 0.9149980619048741, 0.9439616375983239, 0.49970093457943926, 0.7343188057936092, 0.4654595153245685, nan, 0.4401632944315461, 0.7951368790624852, 0.0, 0.9516775700030986, 0.0, 0.0, 0.0, 0.0, 0.7842599207637851, 0.0, 0.0, 0.9120325078402151, 0.0, 0.5436783980174178, 0.289193941696178, 0.0, nan, 0.0, 0.4040691893023499, 0.04438191043850125, 0.0, 0.9289921718405059, 0.9105179916825697, 0.9579859465374478, 0.0, 0.00014225040134934668, 0.5310102962619485, 0.0]                                                                                                                                                                               | [nan, 0.7682867926029272, 0.863978713337328, 0.3619354489331745, 0.619807980106986, 0.4001297195410576, nan, 0.37693255173950874, 0.6055069405805374, 0.0, 0.8443884543167844, 0.0, 0.0, 0.0, 0.0, 0.5757144134211389, 0.0, 0.0, 0.7512958252799772, 0.0, 0.35684944134400076, 0.2822025918120264, 0.0, nan, 0.0, 0.3086991377431782, 0.04423000485801351, 0.0, 0.8578322873273115, 0.6920597473565505, 0.9258143343645202, 0.0, 0.00013209541062801931, 0.3399454223242722, 0.0]                                                                                                                                                                                 |
 | 1.7925        | 2.25  | 900   | 0.5745          | 0.3877        | 0.3157   | 0.8463           | [nan, 0.9373443718928436, 0.8936817705653165, 0.5237184579439252, 0.785620810686892, 0.5932309765570626, nan, 0.5731998228133042, 0.7751909664563268, 0.0, 0.9330254836699918, 0.0, 0.0, 0.0, 0.0, 0.8874780801454829, 0.0, 0.0, 0.9253989025665076, 0.0, 0.49743326413606553, 0.3720606075459213, 0.0, nan, 0.0, 0.362670748940179, 0.2263189382021227, 0.0, 0.9355852115710428, 0.9121195658169062, 0.9653801272784691, 0.0, 0.09587677050945966, 0.21074794549629322, 0.0]                                                                                                                                                                                   | [nan, 0.7666762008063966, 0.8459820722288737, 0.35589376130270695, 0.6602856629180212, 0.391087786259542, nan, 0.4283483218139711, 0.618615992154992, 0.0, 0.8563419873974479, 0.0, 0.0, 0.0, 0.0, 0.4695442264821982, 0.0, 0.0, 0.7387838557909564, 0.0, 0.3568544684209477, 0.3548962568907604, 0.0, nan, 0.0, 0.28509334019028026, 0.21794051124482566, 0.0, 0.8588025306782998, 0.6960344960020876, 0.927551192360457, 0.0, 0.09183812508516147, 0.18221393560509547, 0.0]                                                                                                                                                                                    |
 | 0.4287        | 2.5   | 1000  | 0.5140          | 0.4156        | 0.3337   | 0.8596           | [nan, 0.9114284539509796, 0.9599424299786812, 0.3729602803738318, 0.6955020648206622, 0.6337076451002155, nan, 0.648796319756489, 0.9076149357119134, 0.0, 0.9333320442069727, 0.0, 0.0, 0.0, 0.0, 0.837638825745275, 0.0, 0.0, 0.8487128760410935, 0.14962168247818672, 0.7450834097721757, 0.4416333770387344, 0.0, nan, 0.005162707675408485, 0.4304364892447794, 0.29855310097272386, 0.0, 0.9243997842101966, 0.9100753698167738, 0.9780073694330464, 0.0, 0.3377837387469772, 0.3283183517042185, 0.0]                                                                                                                                                    | [nan, 0.8056652041667661, 0.868478873207236, 0.36872340720413566, 0.648560287656455, 0.4227995307199668, nan, 0.5211383920382058, 0.5417303836612635, 0.0, 0.8614512323591124, 0.0, 0.0, 0.0, 0.0, 0.4902451772308277, 0.0, 0.0, 0.7414797203702529, 0.1034994187677877, 0.37103542329614997, 0.38941938864817555, 0.0, nan, 0.004775330844065127, 0.3339817219387496, 0.27392303157209946, 0.0, 0.8695462814099766, 0.7123344518279238, 0.9249476057387171, 0.0, 0.15441354067963511, 0.2686663032210652, 0.0]                                                                                                                                                   |
 | 0.2477        | 2.75  | 1100  | 0.5852          | 0.3976        | 0.3245   | 0.8501           | [nan, 0.9240898770490549, 0.9130342916084687, 0.5360268691588785, 0.6767027987344469, 0.5151102302165186, nan, 0.6523417772790812, 0.8782321962328604, 0.0, 0.9459085723287141, 0.01212233473285585, 0.0, 0.0, 0.0, 0.8298613366240176, 0.0, 0.0, 0.8996769125664682, 0.0046441166244474245, 0.58637589184745, 0.4359797566385237, 0.0, nan, 0.0, 0.4451038886272047, 0.26994748620682013, 0.0, 0.9522730369995648, 0.9058973503358962, 0.9744264856283144, 0.024141075054913176, 0.024040317828039587, 0.315675681715336, 0.0]                                                                                                                                 | [nan, 0.7635041179698989, 0.8504428879888529, 0.32134395517814934, 0.5814428391874907, 0.4398125968608028, nan, 0.5183108660060791, 0.5876442483214019, 0.0, 0.8637126471579993, 0.010904378413403684, 0.0, 0.0, 0.0, 0.5582717546245474, 0.0, 0.0, 0.7543635882159604, 0.004548919124920941, 0.3707771520336274, 0.37139606254827867, 0.0, nan, 0.0, 0.32640450731902027, 0.25674365674787153, 0.0, 0.8589069009951039, 0.7216899081490464, 0.9303705560523882, 0.023933704665274814, 0.02273469779955799, 0.24717820737291407, 0.0]                                                                                                                             |
-| 0.686         | 3.0   | 1200  | 0.5371          | 0.4070        | 0.3373   | 0.8624           | [nan, 0.9289816211630141, 0.9679872431632728, 0.45885981308411217, 0.7406064619331377, 0.4694925234139894, nan, 0.5930333569467354, 0.837073587322674, 0.0, 0.9224566912496776, 0.18560138305754506, 0.0, 0.0, 0.0, 0.7745015262713516, 0.0, 0.0, 0.9126554616387741, 0.005281544396430404, 0.5005507985481741, 0.44647211636256695, 0.0, nan, 0.0, 0.5823546344271733, 0.22736035097826326, 0.0, 0.891513208523966, 0.9274851632047477, 0.9625174646094518, 0.0, 0.18382816151516998, 0.5040768839701224, 0.0]                                                                                                                                                 | [nan, 0.8211333814231245, 0.8700105710706153, 0.4087561464214169, 0.6732188699451036, 0.3729207343652384, nan, 0.49763019808853814, 0.5954860114959211, 0.0, 0.8609489399707806, 0.13795107922473268, 0.0, 0.0, 0.0, 0.5718293143442844, 0.0, 0.0, 0.756753537951573, 0.005229936880072137, 0.3906801646060462, 0.3829514968218975, 0.0, nan, 0.0, 0.3250363316366398, 0.21839814400953536, 0.0, 0.8571413803819513, 0.6697078765793483, 0.9334784527873058, 0.0, 0.1303702422644011, 0.3147046077408092, 0.0]                                                                                                                                                    |
-| 0.5601        | 3.25  | 1300  | 0.5466          | 0.4171        | 0.3400   | 0.8592           | [nan, 0.9262046828050843, 0.9342963753399985, 0.5256939252336449, 0.6126060624172754, 0.653466181983023, nan, 0.69825174644377, 0.8290126678369787, 0.022039023986080618, 0.9210201014102256, 0.4087223182678851, 0.0, 0.0, 0.0, 0.8667272845359486, 0.0, 0.0, 0.9437617592877547, 0.0, 0.4869776008590409, 0.46382969598196233, 0.0, nan, 0.0, 0.4603417595645575, 0.28428353016773394, 0.0, 0.9314245110659474, 0.9002852911652124, 0.96213010939019, 0.0, 0.14298197484200045, 0.3730355816019263, 0.0]                                                                                                                                                      | [nan, 0.8240287147363925, 0.8595512139552345, 0.39248203716592794, 0.582480839212399, 0.4222056412460405, nan, 0.5227130794719077, 0.6383194026361165, 0.0217457949273437, 0.8534579056949113, 0.14989395185942772, 0.0, 0.0, 0.0, 0.5417034533848855, 0.0, 0.0, 0.7458151319438209, 0.0, 0.33825597606727825, 0.40997931243636676, 0.0, nan, 0.0, 0.34656635027206784, 0.2692041377284458, 0.0, 0.8757059012918379, 0.7378205816377844, 0.9343903495457802, 0.0, 0.11991069754759105, 0.29470361261264244, 0.0]                                                                                                                                                  |
 | 0.2092        | 3.5   | 1400  | 0.5305          | 0.4215        | 0.3450   | 0.8615           | [nan, 0.8854690236777607, 0.9752597083363964, 0.4837301401869159, 0.7543174059151941, 0.32120495047431574, nan, 0.6121067808383275, 0.8640129050623903, 0.006110443680351299, 0.9472197081638014, 0.22567300568041493, 0.0, 0.0, 0.0, 0.849337533285705, 0.0, 0.0, 0.9323370763681338, 0.09924833192602527, 0.4992824257958052, 0.5897763059541461, 0.0, nan, 0.005025401620211451, 0.5194038833935207, 0.26516141898030177, 0.0, 0.9098213390526053, 0.9140251839431679, 0.9696367307434691, 0.0, 0.46129773009002417, 0.39953043905763785, 0.0]                                                                                                               | [nan, 0.8279523588823188, 0.8503094621684615, 0.4166789099025304, 0.6531647345358885, 0.2970569371138754, nan, 0.4891076127233826, 0.6267720763107083, 0.0060749588138385505, 0.8628731375345856, 0.1638621555382868, 0.0, 0.0, 0.0, 0.5868382377688277, 0.0, 0.0, 0.766351782387915, 0.08906272053962098, 0.3548571571167739, 0.42844759670807536, 0.0, nan, 0.004661470273574813, 0.3559905085937402, 0.24649831094998764, 0.0, 0.8706735405566627, 0.7172875061476175, 0.937101627261161, 0.0, 0.18277266944717308, 0.30403604315996224, 0.0]                                                                                                                  |
 | 0.1763        | 3.75  | 1500  | 0.5284          | 0.4184        | 0.3549   | 0.8725           | [nan, 0.9155522786024052, 0.9647682266779387, 0.44949532710280377, 0.7917047766525447, 0.5148885009996292, nan, 0.6544609508444807, 0.8639037813730607, 0.006400430838062886, 0.9591118988406824, 0.21581460442907713, 0.0, 0.0, 0.0, 0.8629440800155874, 0.0, 0.0, 0.9189088001847752, 0.0, 0.553022223587637, 0.46456492702831864, 0.0, nan, 0.09048469037484554, 0.4453708065107029, 0.3956482240588509, 0.0, 0.9463804808607508, 0.8827003794689641, 0.9646183286805874, 0.0, 0.10191225182385336, 0.42574316887992536, 0.0]                                                                                                                                | [nan, 0.8411073731152799, 0.8690976727110442, 0.4122661523625844, 0.6761261173524866, 0.4325420396336731, nan, 0.5235010874548043, 0.6267662599177323, 0.006377182482354398, 0.8589461626478264, 0.21441570391575504, 0.0, 0.0, 0.0, 0.5785872529434498, 0.0, 0.0, 0.7644870697544361, 0.0, 0.3931242258826368, 0.4137160566746283, 0.0, nan, 0.07477420233286435, 0.3486446014515762, 0.35308773803167826, 0.0, 0.8775350307334798, 0.7615382190401359, 0.9362335277343948, 0.0, 0.08161239401780339, 0.3123361865981938, 0.0]                                                                                                                                   |
-| 0.227         | 4.0   | 1600  | 0.5923          | 0.4426        | 0.3538   | 0.8544           | [nan, 0.9577374173182539, 0.9166854278467985, 0.1959217289719626, 0.7810987315371373, 0.5809225413617377, nan, 0.5835888579214346, 0.8662428239312995, 0.024607481668668958, 0.960621119945819, 0.44992590763151397, 0.0, 0.0, 0.0, 0.890757939858414, 0.0, 0.0, 0.8824976680624833, 0.23107998476795974, 0.6677916708726317, 0.5485129952087443, 0.0, nan, 0.13447755045997528, 0.4840215627780395, 0.4094524827723738, 0.0, 0.9258667409261705, 0.8784809934585728, 0.9680485743444954, 0.0, 0.5403279887825397, 0.2843078375615234, 0.0]                                                                                                                     | [nan, 0.732742632898181, 0.85248637631468, 0.1937195271972472, 0.6916132972252533, 0.4613544304478555, nan, 0.5019837033874182, 0.6339381818434339, 0.024391746227286727, 0.8507334888775837, 0.3399262956570416, 0.0, 0.0, 0.0, 0.5118086361876507, 0.0, 0.0, 0.7596215991272331, 0.14059847786558677, 0.3924964359231432, 0.4511581321221818, 0.0, nan, 0.11381225741975969, 0.3543174804464886, 0.36413975210357263, 0.0, 0.8783724167054704, 0.7445500851078998, 0.9377100490542223, 0.0, 0.1494074611014649, 0.24185599444907813, 0.0]                                                                                                                       |
-| 0.1378        | 4.25  | 1700  | 0.5319          | 0.4420        | 0.3651   | 0.8743           | [nan, 0.9310789953734548, 0.9726096150665294, 0.5223773364485982, 0.7756329141300424, 0.46153244452766135, nan, 0.5752715972139633, 0.8664420932770318, 0.022722565143543642, 0.954564898629863, 0.3943154688400428, 0.0, 0.0, 0.0, 0.8532343963109696, 0.0, 0.0, 0.9248945376472091, 0.08843689465057368, 0.5681900306194253, 0.5323961179800752, 0.0, nan, 0.05786077166003021, 0.5326320196786518, 0.4250736744144823, 0.0, 0.9276960352789987, 0.9191649752352377, 0.9713712213363863, 0.0006294293174188736, 0.5455099676888374, 0.31901232981558353, 0.0]                                                                                                 | [nan, 0.8287279220243944, 0.8815046267101124, 0.4218968777243959, 0.72900793687459, 0.39717062735728054, nan, 0.5111202484540535, 0.6363576175094171, 0.02192991224036943, 0.8627304297490577, 0.33258688331076625, 0.0, 0.0, 0.0, 0.5966629386350862, 0.0, 0.0, 0.7766089149774973, 0.07964720530235818, 0.4068082788671024, 0.43298519585224754, 0.0, nan, 0.05039584778396996, 0.36005851791182336, 0.3771700450229047, 0.0, 0.8766368222489714, 0.7195053701116225, 0.9401588571119123, 0.0006236205923112457, 0.18014052088016805, 0.26217294238505995, 0.0]                                                                                                 |
-| 0.2873        | 4.5   | 1800  | 0.5023          | 0.4393        | 0.3614   | 0.8730           | [nan, 0.9270390018191348, 0.960595376479453, 0.5091518691588786, 0.7866892010390558, 0.5153498209536573, nan, 0.64558093278109, 0.7967025667789533, 0.024524628195037076, 0.936742412272986, 0.3542232650037046, 0.0, 0.0, 0.0, 0.8946142105604988, 0.0, 0.0, 0.923863455977966, 0.1710872696567824, 0.5953817772725744, 0.5729977207837563, 0.0, nan, 0.04248249347796238, 0.46247448579054795, 0.31778600075336244, 0.0, 0.918970901976111, 0.9220558062060825, 0.9736130396678644, 0.08248632351112768, 0.3321343656648174, 0.3923459611054934, 0.0]                                                                                                         | [nan, 0.8269422808187236, 0.8855219352568621, 0.4585877483077875, 0.6919379646022903, 0.4052092191643631, nan, 0.5434274803733382, 0.6388958642468516, 0.0244315133506665, 0.863579444957503, 0.2605279888589507, 0.0, 0.0, 0.0, 0.47337062047871886, 0.0, 0.0, 0.7764603134652069, 0.12522798194322415, 0.4145602081281202, 0.43574358938518204, 0.0, nan, 0.03721433726244888, 0.3519641523525019, 0.29421901284207935, 0.0, 0.8759385599071906, 0.7150218346214549, 0.940097432450263, 0.06956337486674938, 0.16069058410594725, 0.2955715041776575, 0.0]                                                                                                      |
-| 0.3219        | 4.75  | 1900  | 0.5306          | 0.4360        | 0.3684   | 0.8771           | [nan, 0.9383015101174155, 0.9581139041020363, 0.4607803738317757, 0.811509517207101, 0.6291153866526402, nan, 0.6505845609717001, 0.814323670351568, 0.021541903144289325, 0.9406027168809682, 0.41314727916357946, 0.0, 0.0, 0.0, 0.8354955510813795, 0.0, 0.0, 0.9418887586641801, 0.05121773539297008, 0.6343575406735104, 0.518250578994449, 0.0, nan, 0.027131676506933957, 0.4585466059559324, 0.39812988854667525, 0.0, 0.9202410996786, 0.895342680330491, 0.9736189575948254, 0.00016059513448547392, 0.336889593367067, 0.32415208076113006, 0.0]                                                                                                     | [nan, 0.8286943759948178, 0.8911330146359255, 0.44085585238189445, 0.7563455702043241, 0.44281982228819555, nan, 0.5389345827619121, 0.6390151642075557, 0.02125355077350663, 0.8721853143259732, 0.34406869718732325, 0.0, 0.0, 0.0, 0.6106328062420269, 0.0, 0.0, 0.7642481786905918, 0.04822404265103627, 0.40217085841005906, 0.4365575304022451, 0.0, nan, 0.02300777793302594, 0.35943746679548483, 0.36207556675062974, 0.0, 0.8758467465629671, 0.7286601531442717, 0.9422882468777368, 0.00016028416831905857, 0.18664925297515172, 0.274341743647937, 0.0]                                                                                              |
-| 0.1177        | 5.0   | 2000  | 0.5185          | 0.4490        | 0.3695   | 0.8713           | [nan, 0.9158174776127724, 0.9377203672903036, 0.4971822429906542, 0.726740587587168, 0.7194952950292005, nan, 0.6881910582768421, 0.8680552260758172, 0.09611002941298313, 0.9432523431836736, 0.42638099942372604, 0.0, 0.0, 0.0, 0.8553208417224134, 0.0, 0.0, 0.9219875578948632, 0.12907498468517692, 0.6455461390704159, 0.4829150685602951, 0.0, nan, 0.04437731703968145, 0.536384571099597, 0.4078128115929184, 0.0, 0.9524282669589739, 0.8857029000694958, 0.9711049146231437, 0.0, 0.33768213131744196, 0.3771306223009324, 0.0]                                                                                                                     | [nan, 0.8494853509577781, 0.8659459112000399, 0.43983150340630994, 0.6878443579998244, 0.4162531183155092, nan, 0.5789952987102631, 0.6396800201385927, 0.08871553669075752, 0.8560248147326989, 0.2236097919005267, 0.0, 0.0, 0.0, 0.5716184688839455, 0.0, 0.0, 0.780822846999016, 0.11365922642912335, 0.426789577886813, 0.42431714029999396, 0.0, nan, 0.03681596573563585, 0.3879768698598374, 0.3666626822854411, 0.0, 0.877374221097502, 0.751356741597677, 0.9447095896619708, 0.0, 0.19848303870043, 0.2983762961784284, 0.0]                                                                                                                           |
+| 0.227         | 4.0   | 1600  | 0.5923          | 0.4426        | 0.3538   | 0.8544           | [nan, 0.9577374173182539, 0.9166854278467985, 0.1959217289719626, 0.7810987315371373, 0.5809225413617377, nan, 0.5835888579214346, 0.8662428239312995, 0.024607481668668958, 0.960621119945819, 0.44992590763151397, 0.0, 0.0, 0.0, 0.890757939858414, 0.0, 0.0, 0.8824976680624833, 0.23107998476795974, 0.6677916708726317, 0.5485129952087443, 0.0, nan, 0.13447755045997528, 0.4840215627780395, 0.4094524827723738, 0.0, 0.9258667409261705, 0.8784809934585728, 0.9680485743444954, 0.0, 0.5403279887825397, 0.2843078375615234, 0.0]                                                                                                                     | [nan, 0.732742632898181, 0.85248637631468, 0.1937195271972472, 0.6916132972252533, 0.4613544304478555, nan, 0.5019837033874182, 0.6339381818434339, 0.024391746227286727, 0.8507334888775837, 0.3399262956570416, 0.0, 0.0, 0.0, 0.5118086361876507, 0.0, 0.0, 0.7596215991272331, 0.14059847786558677, 0.3924964359231432, 0.4511581321221818, 0.0, nan, 0.11381225741975969, 0.3543174804464886, 0.36413975210357263, 0.0, 0.8783724167054704, 0.7445500851078998, 0.9377100490542223, 0.0, 0.1494074611014649, 0.24185599444907813, 0.0]                                                                                                                       |                                                                                                      |
+| 0.3219        | 4.75  | 1900  | 0.5306          | 0.4360        | 0.3684   | 0.8771           | [nan, 0.9383015101174155, 0.9581139041020363, 0.4607803738317757, 0.811509517207101, 0.6291153866526402, nan, 0.6505845609717001, 0.814323670351568, 0.021541903144289325, 0.9406027168809682, 0.41314727916357946, 0.0, 0.0, 0.0, 0.8354955510813795, 0.0, 0.0, 0.9418887586641801, 0.05121773539297008, 0.6343575406735104, 0.518250578994449, 0.0, nan, 0.027131676506933957, 0.4585466059559324, 0.39812988854667525, 0.0, 0.9202410996786, 0.895342680330491, 0.9736189575948254, 0.00016059513448547392, 0.336889593367067, 0.32415208076113006, 0.0]                                                                                                     | [nan, 0.8286943759948178, 0.8911330146359255, 0.44085585238189445, 0.7563455702043241, 0.44281982228819555, nan, 0.5389345827619121, 0.6390151642075557, 0.02125355077350663, 0.8721853143259732, 0.34406869718732325, 0.0, 0.0, 0.0, 0.6106328062420269, 0.0, 0.0, 0.7642481786905918, 0.04822404265103627, 0.40217085841005906, 0.4365575304022451, 0.0, nan, 0.02300777793302594, 0.35943746679548483, 0.36207556675062974, 0.0, 0.8758467465629671, 0.7286601531442717, 0.9422882468777368, 0.00016028416831905857, 0.18664925297515172, 0.274341743647937, 0.0]                                                                                              |                                                                                                                          |
 | 0.3758        | 5.25  | 2100  | 0.5413          | 0.4400        | 0.3618   | 0.8749           | [nan, 0.9446099997724584, 0.9535776804748952, 0.5333586448598131, 0.7118822151738956, 0.5725146926401914, nan, 0.637704053404208, 0.8958248327560848, 0.02011268072413936, 0.9449676672959805, 0.4536305260558163, 0.0, 0.0, 0.0, 0.8527716438267194, 0.0, 0.0, 0.9263943868758329, 0.13527541846719315, 0.6231382204452325, 0.5343291629394538, 0.0, nan, 0.07845667993958534, 0.48360548490082167, 0.39496133478097095, 0.0, 0.9342636737434504, 0.9081380373512183, 0.9754223113378334, 0.0, 0.0686053364221992, 0.4949887428280921, 0.0]                                                                                                                    | [nan, 0.8421459412186475, 0.884886678991681, 0.3243137842681656, 0.6975183850797184, 0.4470212561315764, nan, 0.5491953906967838, 0.5880944000946866, 0.01971493543409405, 0.8720965863289499, 0.2829941580535405, 0.0, 0.0, 0.0, 0.5648458841496203, 0.0, 0.0, 0.7876641278543601, 0.11773309221380866, 0.4507472099997672, 0.4306682617343027, 0.0, nan, 0.053795025325274436, 0.35687388479928317, 0.3506028598965402, 0.0, 0.8763044901374653, 0.7342806685419377, 0.9417441335611155, 0.0, 0.05263732322996086, 0.3527909231538019, 0.0]                                                                                                                     |
-| 0.161         | 5.5   | 2200  | 0.5072          | 0.4593        | 0.3814   | 0.8786           | [nan, 0.92601333499931, 0.9553000142431817, 0.5174778037383178, 0.8024209245646418, 0.665106349955223, nan, 0.646428946928448, 0.8549841058974237, 0.17910849662372094, 0.9644172826568328, 0.4769078784885157, 0.0, 0.0, 0.0, 0.8555887510554004, 0.0, 0.0, 0.9207451686414578, 0.1615589662080498, 0.6784389798596451, 0.5131606357297781, 0.0, nan, 0.051544693120966635, 0.48324174386350555, 0.3821098579690235, 0.0, 0.9221174334130673, 0.9059070025261161, 0.9726451896130698, 0.050600418583447306, 0.38673819829705947, 0.4262389872455963, 0.0]                                                                                                      | [nan, 0.8370202908856216, 0.8888340454519392, 0.43676806559788756, 0.7330486327222018, 0.44553660097361647, nan, 0.5566072948459085, 0.6525029419751969, 0.15585234850942647, 0.8698822150112051, 0.37908582272682656, 0.0, 0.0, 0.0, 0.5852417868011284, 0.0, 0.0, 0.7887709451743457, 0.12481932026043466, 0.45743096353170015, 0.44506025889004613, 0.0, nan, 0.04235299426869443, 0.37867233173456477, 0.3417355290014466, 0.0, 0.8760848457670074, 0.7177996387978721, 0.9453347472205925, 0.048231947894188464, 0.16283208556149734, 0.33403164512626526, 0.0]                                                                                              |
-| 0.1699        | 5.75  | 2300  | 0.5422          | 0.4553        | 0.3772   | 0.8799           | [nan, 0.9542793180300331, 0.963343908512828, 0.5097792056074766, 0.752389427300303, 0.5041432567833742, nan, 0.682339415938874, 0.8553067324571808, 0.12212602013339409, 0.9425189560528963, 0.58337449576027, 0.0, 0.0, 0.0, 0.8870721569136845, 0.0, 0.0, 0.9197213306210352, 0.0683868938227454, 0.6864500631260487, 0.5356724913304006, 0.0, nan, 0.14005217630097488, 0.4758046789134872, 0.4648246216569542, 0.0, 0.9301375135843014, 0.9262021113476664, 0.9688717041854269, 0.00019685855194993577, 0.20618179601292447, 0.49031129013335417, 0.0]                                                                                                      | [nan, 0.8363680744226664, 0.8918143330518278, 0.43067999455199, 0.7238435965026436, 0.4189900152233803, nan, 0.5716210264888709, 0.6554952766727996, 0.11613843638584119, 0.874881195821245, 0.39585224495496124, 0.0, 0.0, 0.0, 0.5612566198036788, 0.0, 0.0, 0.7886776051634741, 0.06416958605529102, 0.44334810136748404, 0.4215575777227836, 0.0, nan, 0.07366003726331297, 0.38055451487796865, 0.39936795613767895, 0.0, 0.880944579881223, 0.7188716874655188, 0.9453116265153524, 0.00019411623475804434, 0.12567195976911835, 0.3506982357048739, 0.0]                                                                                                   |
 | 0.1962        | 6.0   | 2400  | 0.5252          | 0.4591        | 0.3755   | 0.8678           | [nan, 0.8788767058796604, 0.9301585587737999, 0.5368457943925233, 0.8328600223823257, 0.6594750437607246, nan, 0.7274099889861577, 0.8314845566257058, 0.20671941671154564, 0.9452567774639331, 0.5536552235119783, 0.0, 0.0, 0.0, 0.8969685653049295, 0.0, 0.0, 0.9273548947094251, 0.04859351976026093, 0.6165535079211122, 0.5024186037962429, 0.0, nan, 0.07840175751750653, 0.49256293504998166, 0.4105160532671556, 0.0, 0.928572042963352, 0.9119196275909236, 0.976082967184019, 0.09759262712918065, 0.23430673250828102, 0.4679128700481014, 0.0]                                                                                                     | [nan, 0.8020983983063393, 0.8683865888896747, 0.4544978013913642, 0.6680523786513721, 0.4517445785165809, nan, 0.5857034011566181, 0.6746845091894639, 0.18334129404416358, 0.8638403093611754, 0.3497406295097313, 0.0, 0.0, 0.0, 0.5136113874503752, 0.0, 0.0, 0.7818072530904586, 0.04626054062573883, 0.40338464571865573, 0.41853055526845995, 0.0, nan, 0.05885020509966401, 0.3764221220090192, 0.37385233165849424, 0.0, 0.8760216287329546, 0.7184759765101966, 0.9447723343539753, 0.07888984275215143, 0.17396158662623154, 0.3506487661563549, 0.0]                                                                                                   |
 | 0.2721        | 6.25  | 2500  | 0.5120          | 0.4726        | 0.3905   | 0.8834           | [nan, 0.9352277032235452, 0.9553332100455781, 0.5201098130841122, 0.8315588432600179, 0.6507746356557826, nan, 0.7171028251625792, 0.8676946434502064, 0.12399022329011143, 0.9414992885437384, 0.5631225817074175, 0.0, 0.0, 0.0, 0.8815434824965902, 0.0, 0.0, 0.9265160801760165, 0.12371893574396928, 0.6983379489227609, 0.496123187961817, 0.0, nan, 0.1353837704242757, 0.5335426806929398, 0.5267111298220735, 0.0, 0.9267000099723489, 0.9157963608485102, 0.9708294620227798, 0.0039371710389987154, 0.44802779979272084, 0.43061615557802646, 0.0]                                                                                                   | [nan, 0.847290915944923, 0.8918843187400161, 0.4215259288995603, 0.7694117638497967, 0.498788432969163, nan, 0.5567520477680967, 0.6726198795136411, 0.11618337797445752, 0.8753637372987935, 0.42321077786886513, 0.0, 0.0, 0.0, 0.581673157378788, 0.0, 0.0, 0.7933263418076343, 0.10532064834390416, 0.437053368284101, 0.4288208971032145, 0.0, nan, 0.09955372468245795, 0.3973712316699539, 0.442531089433316, 0.0, 0.880946087123613, 0.7345359613309864, 0.9452321649786941, 0.003849095209395844, 0.23329171252010497, 0.3386007935784502, 0.0]                                                                                                          |
-| 0.2409        | 6.5   | 2600  | 0.5224          | 0.4636        | 0.3840   | 0.8786           | [nan, 0.8731382676849351, 0.9738163801183563, 0.5331343457943926, 0.8196854363098576, 0.6540081867354192, nan, 0.6300072908533401, 0.8875978554822792, 0.13449190107295247, 0.955765201040042, 0.6083600889108421, 0.0, 0.03281733746130031, 0.0, 0.8703400012989544, 0.0, 0.0, 0.9262836625295774, 0.08389211741916257, 0.6663345782989761, 0.5452994228436286, 0.0, nan, 0.13288480021968968, 0.47811535039514313, 0.4147924929649243, 0.0, 0.9382028859601423, 0.8756597961457425, 0.965266610679491, 0.010467176426706453, 0.4342701538336483, 0.3917412023665201, 0.0]                                                                                     | [nan, 0.8209592404927408, 0.8860938595226477, 0.41218836114746504, 0.7196016259460952, 0.4954368536125842, nan, 0.545313357840212, 0.6491223200313668, 0.12371625097650668, 0.8633659080664855, 0.4708871648638746, 0.0, 0.03281733746130031, 0.0, 0.5802203868677137, 0.0, 0.0, 0.7907500494259085, 0.06952381605757291, 0.447113968783744, 0.44327869995554786, 0.0, nan, 0.08728984775236309, 0.38119151688382136, 0.37855655092920265, 0.0, 0.8832564638909316, 0.7526222693644393, 0.9416404778849121, 0.009589327157183334, 0.18190330268981955, 0.32252322488728213, 0.0]                                                                                  |
-| 0.1431        | 6.75  | 2700  | 0.5419          | 0.4792        | 0.3994   | 0.8808           | [nan, 0.9363934877342464, 0.9538163686319194, 0.5338936915887851, 0.75760790663912, 0.643811106416474, nan, 0.6856427068197918, 0.8679034018124021, 0.13155060275902067, 0.9376139874612024, 0.5545402156911171, 0.0, 0.25134158926728584, 0.0, 0.8256803273364941, 0.0, 0.0, 0.9169656396483394, 0.20704812993592608, 0.6788134936135164, 0.521398286911662, 0.0, nan, 0.2900178497871756, 0.4673444287433925, 0.4855420885865591, 0.0, 0.9380484623901328, 0.9067901779312323, 0.9744377834888762, 0.048696589166563053, 0.2785872502997419, 0.5411054375212992, 0.0]                                                                                         | [nan, 0.8393434727400372, 0.884870396471025, 0.4197824908835389, 0.7233479230163324, 0.47300016606928486, nan, 0.5707440848119809, 0.6521241591238847, 0.12037984760605026, 0.8744473734099684, 0.3993419394999333, 0.0, 0.251017778922958, 0.0, 0.6023762423151187, 0.0, 0.0, 0.7957671752407267, 0.1447915339994674, 0.45377686936452366, 0.4400954666280525, 0.0, nan, 0.150174191254888, 0.3825914270351098, 0.4027458692495727, 0.0, 0.8841216759707186, 0.7444311371822765, 0.9469938189693123, 0.0437410714701188, 0.19403830094407723, 0.3861295354087038, 0.0]                                                                                           |
-| 0.1199        | 7.0   | 2800  | 0.5361          | 0.4786        | 0.4010   | 0.8811           | [nan, 0.9094065277279337, 0.9651816809711093, 0.5345058411214954, 0.8002931880186137, 0.6113246965697259, nan, 0.7129377312863788, 0.8610570764340276, 0.22944198185508927, 0.9572800817243229, 0.557565654070964, 0.0, 0.27033023735810113, 0.0, 0.8145012015327662, 0.054388133498145856, 0.0, 0.921398131842273, 0.17565688173645258, 0.6457480253908622, 0.509161285183869, 0.0, nan, 0.18536317451599615, 0.552768618830795, 0.4318539363187166, 0.0, 0.9340954071554157, 0.8666177622362194, 0.9763917753727084, 0.008402751875336732, 0.3253063464000488, 0.5048171198399973, 0.0]                                                                       | [nan, 0.8374266731462155, 0.8910290332734793, 0.39712203115615224, 0.7309336498593052, 0.44615315461100025, nan, 0.5882441197844597, 0.6644443468136986, 0.20163095909860385, 0.8700896916156794, 0.42386644553618924, 0.0, 0.26466279363475625, 0.0, 0.618352039149702, 0.003515500159795462, 0.0, 0.79898340253803, 0.14257014620511718, 0.42939455195988974, 0.44367993443752013, 0.0, nan, 0.1421830896911994, 0.3995872372704693, 0.38676774091125576, 0.0, 0.8836516949145, 0.733563618049513, 0.9471442058244706, 0.008221587496293443, 0.20517552966509017, 0.3735346914984979, 0.0]                                                                      |
-| 0.1323        | 7.25  | 2900  | 0.5667          | 0.4642        | 0.3890   | 0.8740           | [nan, 0.9463349243943303, 0.927978892523708, 0.49174766355140187, 0.7974765225447273, 0.6621819879502489, nan, 0.6820386466935204, 0.862209991934336, 0.14478644517171382, 0.9479912974538025, 0.5184407672676381, 0.004760645331922771, 0.08606811145510836, 0.0, 0.8993635123725401, 0.0, 0.0, 0.9259419692666467, 0.13893441944403054, 0.6089096236868246, 0.46348199296628967, 0.0, nan, 0.12755732527804475, 0.5079002459831475, 0.50103033391682, 0.0, 0.9377585654010027, 0.912287789703595, 0.9747385217771642, 0.010912698412698412, 0.29608404966571156, 0.47650239948155554, 0.0]                                                                    | [nan, 0.820394967403665, 0.8722443602684651, 0.4798342097433694, 0.6788773732982833, 0.4444176216100921, nan, 0.5771526293911305, 0.6737528964686255, 0.13791334543445663, 0.8768529832479539, 0.4561257378770869, 0.00469912544054301, 0.08542456212229847, 0.0, 0.5471508937258911, 0.0, 0.0, 0.7930451429356424, 0.11483721757694361, 0.4316813733421283, 0.41670499709423225, 0.0, nan, 0.09829439647875401, 0.3747579189233547, 0.4276986513836085, 0.0, 0.8815254876906029, 0.7246035075114805, 0.9444881175545746, 0.009905273329587214, 0.2108965637032105, 0.36344906418550743, 0.0]                                                                     |
-| 0.1618        | 7.5   | 3000  | 0.5356          | 0.4981        | 0.4122   | 0.8837           | [nan, 0.9239002590913161, 0.9626099826325075, 0.5476904205607477, 0.84798736019894, 0.6051944996372264, nan, 0.7150560430487832, 0.8865967642453859, 0.1540867475868926, 0.9483851098359241, 0.5379105952086936, 0.018381380587146258, 0.6975748194014448, 0.0, 0.8829479768786127, 0.0, 0.0, 0.9080747850861135, 0.26460702991771384, 0.6726618126173098, 0.4786507284914284, 0.0, nan, 0.12670602773582315, 0.5306641544983514, 0.4580000443154373, 0.0, 0.9360597717326647, 0.905605716302825, 0.9750085944439274, 0.0033932197770317873, 0.5344347578694955, 0.4164078168907859, 0.0]                                                                       | [nan, 0.8544546450239358, 0.8875744373349548, 0.4573124457407064, 0.7828613290467415, 0.4432114909004961, nan, 0.5920383313175855, 0.6630310212568168, 0.1413935984186117, 0.8743048227507257, 0.46132664948635577, 0.018354681103921827, 0.6485488126649076, 0.0, 0.5702944338113841, 0.0, 0.0, 0.7940119740973823, 0.15816715324855263, 0.45134185366236723, 0.41708098036520114, 0.0, nan, 0.1017150919271637, 0.3936041365817301, 0.396912264531367, 0.0, 0.8835606080980621, 0.7483534940110481, 0.946722917169463, 0.003367375529204914, 0.1685228379556057, 0.3312144295790373, 0.0]                                                                       |
-| 0.1191        | 7.75  | 3100  | 0.5230          | 0.5053        | 0.4109   | 0.8839           | [nan, 0.9184008060559584, 0.9577503009446445, 0.5547897196261682, 0.8161086683145385, 0.621513154085792, nan, 0.7446408780738358, 0.8570906675523082, 0.2300633829073284, 0.9311889502376788, 0.4631596278916605, 0.0, 0.7847265221878225, 0.041241013999243285, 0.8936805871273624, 0.3473423980222497, 0.07485664912418506, 0.920411753834322, 0.043278862232818426, 0.6128771287668988, 0.5616276789981252, 0.0, nan, 0.159906631882466, 0.5019730988642905, 0.42243690589616895, 0.0, 0.9456881955612564, 0.897842597597432, 0.9679350577455174, 0.03418604169256911, 0.3086020849844541, 0.557519120432186, 0.0]                                           | [nan, 0.848211573231556, 0.8932201920036731, 0.42173858601682157, 0.7658338081138765, 0.46459451744491204, nan, 0.5951343692939456, 0.6725001209874062, 0.2073594205063102, 0.8724751279946054, 0.3268270012780295, 0.0, 0.5928120371092227, 0.028863977403124724, 0.5660454975523469, 0.015078342992058381, 0.06348959605605027, 0.7930625132407036, 0.04047880824442139, 0.4321691811734365, 0.4556448907059686, 0.0, nan, 0.10658588373114658, 0.3876430492657326, 0.38134576149137894, 0.0, 0.8816276060085558, 0.7597425819628855, 0.9471291451686179, 0.029747535877133077, 0.21396567757206864, 0.38579381263953455, 0.0]                                  |
-| 0.0831        | 8.0   | 3200  | 0.5454          | 0.5024        | 0.4191   | 0.8820           | [nan, 0.9285937360073591, 0.9617830166139822, 0.5420058411214953, 0.8706642108500015, 0.47015339966321795, nan, 0.6759086419880761, 0.8708687194572282, 0.22797133269812336, 0.9421982465680548, 0.4754466123322631, 0.0, 0.6980908152734778, 0.043132803632236094, 0.8013736442164058, 0.0, 0.06443589139371089, 0.9179739555641467, 0.0891488269673339, 0.669754942191754, 0.48389844008479665, 0.0, nan, 0.3184676644240011, 0.5463311875228973, 0.46238727260641244, 0.0, 0.9298953279679767, 0.9115776642802775, 0.9777862541620511, 0.25312901487836215, 0.5007620557215143, 0.44343061615557805, 0.0]                                                    | [nan, 0.8613616418302847, 0.894487998874039, 0.42592254284636266, 0.7854742217864324, 0.41390734581403443, nan, 0.5741783161108244, 0.6751176057348197, 0.19548498250475124, 0.8788600267651399, 0.4078422372091381, 0.0, 0.6227674461425152, 0.023728578366752236, 0.5939372788755445, 0.0, 0.06405184529696528, 0.7962759535643149, 0.07429407178977723, 0.4618942980172807, 0.4238668274926575, 0.0, nan, 0.20569350833628947, 0.3997774918234947, 0.3997241696356741, 0.0, 0.8765769365647589, 0.7131574220753688, 0.9465999165623696, 0.10197024493978242, 0.24571234843650286, 0.35011236995851464, 0.0]                                                    |
-| 0.7419        | 8.25  | 3300  | 0.5655          | 0.5156        | 0.4242   | 0.8810           | [nan, 0.9247667798918738, 0.9486679179225171, 0.5405385514018691, 0.8704499036207305, 0.5600245626699154, nan, 0.7216600394016329, 0.7911514921478389, 0.4240440780479722, 0.9510187006643874, 0.6434716390878407, 0.0, 0.7720846233230134, 0.035817883717997226, 0.8669708384750276, 0.0, 0.01743775037310502, 0.9225983009711249, 0.17180748025629564, 0.6721819668701622, 0.4850227308931832, 0.0, nan, 0.3097349993134697, 0.5110797090071701, 0.5014734882896457, 0.0, 0.9315318952543178, 0.9150248750730808, 0.972615061984905, 0.08763831903518587, 0.48594769249527525, 0.4644239847595211, 0.0]                                                       | [nan, 0.8518603957618085, 0.8857065352520826, 0.4217991376245476, 0.7380516244242781, 0.4540323555172059, nan, 0.5796432917501353, 0.6716220733765371, 0.279309639129545, 0.8747105545120528, 0.4998720941387139, 0.0, 0.6248120928678804, 0.019620034542314334, 0.5826159066854343, 0.0, 0.01737905119774542, 0.790512631222978, 0.1299520991828684, 0.42952588483517634, 0.4161355183788259, 0.0, nan, 0.20800752434346415, 0.40349231665544155, 0.42684973878274646, 0.0, 0.8821751573719089, 0.7332226203616845, 0.948114921876598, 0.06859443645881272, 0.28045834115218615, 0.3573261521797065, 0.0]                                                        |
-| 0.1182        | 8.5   | 3400  | 0.5490          | 0.4865        | 0.4081   | 0.8857           | [nan, 0.9281494311926997, 0.9724041801440859, 0.5359918224299065, 0.8055966038005913, 0.6283615073152164, nan, 0.7055650066617372, 0.8300944157138113, 0.17933634367620863, 0.9487506243223244, 0.5286696303614061, 0.0, 0.4821465428276574, 0.12057005927607517, 0.9266577904786647, 0.0, 0.008875972036760663, 0.9339329556839774, 0.11602013278365536, 0.6598625124898874, 0.45613427769676623, 0.0, nan, 0.1803926953178635, 0.5224682053697598, 0.4811327025769427, 0.0, 0.932793222673412, 0.8941520137226567, 0.961498505185449, 0.020234986945169713, 0.4132374159198521, 0.3959130599954189, 0.0]                                                      | [nan, 0.8564469088316308, 0.8920147372511567, 0.4680239230203476, 0.7604602044528251, 0.48656984638512124, nan, 0.602124440776966, 0.6722030759536954, 0.15873423291287767, 0.8769271813489256, 0.44981262914579906, 0.0, 0.45247203525253016, 0.06286578549352272, 0.5104991748252373, 0.0, 0.008551320535781852, 0.7855338436541168, 0.09960697355422414, 0.4287919795496007, 0.4083919267886946, 0.0, nan, 0.1185504683185649, 0.4040744211274076, 0.41888190130792086, 0.0, 0.8846661054851331, 0.7549007509886484, 0.9439461433395904, 0.01795078011902847, 0.21382530152154025, 0.32201993901968, 0.0]                                                      |
-| 0.1051        | 8.75  | 3500  | 0.5640          | 0.5089        | 0.4152   | 0.8794           | [nan, 0.9121008325758595, 0.9499275205836948, 0.5304170560747663, 0.832561171934168, 0.7028446626697922, nan, 0.6885530155348608, 0.871096455852351, 0.21800820249388955, 0.9545847071568679, 0.6372561126204, 0.0, 0.7316305469556244, 0.2193214781182999, 0.8972121192440086, 0.0, 0.0, 0.9207052250922478, 0.21135283696749946, 0.64476492678695, 0.4829150685602951, 0.0, nan, 0.10495674859261293, 0.5891793583503429, 0.5077219649464891, 0.0, 0.9277086687129246, 0.9070569920465953, 0.9567265040814866, 0.01500269385386879, 0.4238452315633319, 0.44754800359782565, 0.0]                                                                             | [nan, 0.8476390335894146, 0.8870235160644439, 0.44615741391288455, 0.758633242777056, 0.4569760387320771, nan, 0.5959276892220781, 0.679379680885705, 0.18892478908633997, 0.8770792121040099, 0.5094861204811347, 0.0, 0.5999661490289002, 0.11396552854053346, 0.5711782764644471, 0.0, 0.0, 0.7906380954936795, 0.1506787063267233, 0.41923274484438017, 0.40825909043820574, 0.0, nan, 0.06998974509229416, 0.39145931604286166, 0.4172402490986562, 0.0, 0.8800027180231965, 0.7306069477794783, 0.9364553355854017, 0.012370332559475629, 0.20112049679858057, 0.3472373930456945, 0.0]                                                                     |
-| 0.1703        | 9.0   | 3600  | 0.5796          | 0.4881        | 0.4098   | 0.8833           | [nan, 0.9205407611411195, 0.9624976452804529, 0.5364556074766356, 0.8459190005182696, 0.5910450960272283, nan, 0.6755294486701517, 0.8769843905679177, 0.20388168523965366, 0.9477998150260883, 0.5414711451387174, 0.058979106056598785, 0.44953560371517026, 0.07062681296506496, 0.8542573228551017, 0.0, 0.0, 0.9290557034524679, 0.07981920230467392, 0.6720108023810882, 0.47427610376560836, 0.0, nan, 0.16614032678841137, 0.5341654890877688, 0.4936518136092708, 0.0, 0.9335149411859891, 0.9038896947701676, 0.9759178032224727, 0.015541464627626508, 0.4406104574366478, 0.4662047408615787, 0.0]                                                  | [nan, 0.8491082539791251, 0.8904495786467079, 0.3854798876481837, 0.7421637250772183, 0.4653355736429034, nan, 0.5831706504142463, 0.6655840180905536, 0.17404912206249004, 0.8799992117915977, 0.44412370437894594, 0.05250147145379635, 0.4158274068063577, 0.03732338043188483, 0.5903765878181247, 0.0, 0.0, 0.7896726125399341, 0.0658894598731686, 0.4674888382975389, 0.42558976057706716, 0.0, nan, 0.1271542664985288, 0.40499904764928096, 0.4280471872118045, 0.0, 0.884668481459551, 0.7429283974207499, 0.9483890160206994, 0.014080243306604338, 0.2696699087087386, 0.368088492003542, 0.0]                                                        |
-| 0.1675        | 9.25  | 3700  | 0.5541          | 0.5091        | 0.4256   | 0.8857           | [nan, 0.9281052535351774, 0.951856954807763, 0.5161717289719626, 0.8860337748193331, 0.6563560527764809, nan, 0.7052556193864308, 0.797423732030175, 0.40370355027134514, 0.9525373544014312, 0.6369473944183749, 0.020100502512562814, 0.7222910216718266, 0.05158279732627065, 0.8624163798142496, 0.0, 0.0018066137773937632, 0.9123855839798635, 0.09563072236295303, 0.6264225305133618, 0.4954936463783744, 0.0, nan, 0.21510366607167375, 0.4925995708379128, 0.5133500254813764, 0.0, 0.9444184010534671, 0.9083958887185201, 0.9742365739722041, 0.057327282523104976, 0.468207035298421, 0.4966242450990799, 0.0]                                     | [nan, 0.8491626545958578, 0.892085450748684, 0.462236891660041, 0.7450905763734598, 0.4965021802261248, nan, 0.6015644296249251, 0.671652586737426, 0.2779798325560167, 0.8773114704535759, 0.512401072883208, 0.018664047151277015, 0.595330242844384, 0.022282756742032145, 0.6073421455851076, 0.0, 0.001804582069254106, 0.7927749556540541, 0.07650077811992981, 0.45800010482191506, 0.4297874884576804, 0.0, nan, 0.14573294386872315, 0.3900176111053558, 0.44091730897326104, 0.0, 0.8818576774852439, 0.7360401185636062, 0.9483924623876159, 0.0477887036245309, 0.2589084044095338, 0.3806834545082753, 0.0]                                          |
-| 0.1871        | 9.5   | 3800  | 0.5602          | 0.4970        | 0.4135   | 0.8774           | [nan, 0.9175213779277511, 0.9322292187385136, 0.5174929906542056, 0.8604045963198926, 0.6688252416540507, nan, 0.7551703870701973, 0.8144327940408976, 0.4133352665810514, 0.944907298451775, 0.6290647896599983, 0.14321608040201006, 0.5160990712074304, 0.02623281624416698, 0.8558323049944795, 0.011124845488257108, 0.0, 0.9253500596773182, 0.03443765625258696, 0.6169631323394089, 0.4324506476160133, 0.0, nan, 0.16213098997665798, 0.5469095096038101, 0.44510425206620724, 0.0, 0.9341437905193873, 0.9121912678013966, 0.9727909858136531, 0.009485473911061379, 0.31228027393363, 0.592867478225892, 0.0]                                        | [nan, 0.8529976817202279, 0.8704088750911803, 0.45300303417356863, 0.7807689164852488, 0.42054920890402203, nan, 0.5866461001639562, 0.6767701060151473, 0.27682212912354687, 0.8795536480988162, 0.49726678163537563, 0.0915314401622718, 0.49724086502609993, 0.011046789526793775, 0.581372776104916, 0.0005577590480912246, 0.0, 0.7928074446295834, 0.03271340384539771, 0.4287961330494533, 0.39398544505613353, 0.0, nan, 0.1319712989248273, 0.3987575317008765, 0.3960177427304091, 0.0, 0.8837378022327883, 0.7309588750484097, 0.9494007255245719, 0.007885460563007242, 0.21213125163926505, 0.39588120747284233, 0.0]                                |
-| 0.1315        | 9.75  | 3900  | 0.5723          | 0.4975        | 0.4136   | 0.8838           | [nan, 0.9343115490908916, 0.9490373791626847, 0.5296156542056075, 0.8123805089737711, 0.6974153764284596, nan, 0.7244298742284708, 0.8789154054182284, 0.17020174820829365, 0.9555378746110808, 0.5915040750802667, 0.0, 0.6515995872033024, 0.0, 0.886179125803728, 0.0, 0.0, 0.9140075404314607, 0.06975281047699465, 0.6746280098251343, 0.5102978298430282, 0.0, nan, 0.1798709323081148, 0.5248338305333125, 0.5116217234273559, 0.0, 0.9381424067551778, 0.9017324302560312, 0.9726521835267509, 0.029751543785486344, 0.42167083257127763, 0.49123588663497153, 0.0]                                                                                     | [nan, 0.8541508726104546, 0.8873346432105919, 0.4383286021472108, 0.7665490346095007, 0.4635393021314641, nan, 0.6002007814195789, 0.6777832252777005, 0.15558963871847306, 0.8784677568314517, 0.4649432167470152, 0.0, 0.5494735010007832, 0.0, 0.5843719217097092, 0.0, 0.0, 0.7973950393549945, 0.05781370073553628, 0.4536546159453581, 0.43243787009898726, 0.0, nan, 0.13220304773438288, 0.39783625951397167, 0.4255515214065869, 0.0, 0.8870909242024234, 0.740754836879047, 0.9498467731470268, 0.02643577368252675, 0.2463873089756225, 0.3685680902455765, 0.0]                                                                                       |
-| 0.1405        | 10.0  | 4000  | 0.5593          | 0.4905        | 0.4119   | 0.8841           | [nan, 0.9278562884832972, 0.9535108868448137, 0.5124088785046729, 0.8708545313985651, 0.6405375208948991, nan, 0.706754294795227, 0.8825022536414101, 0.25264095447201623, 0.9476389886520722, 0.5418416069811476, 0.0, 0.4952012383900929, 0.10165216294614705, 0.8787913229849971, 0.0, 0.03594899588929908, 0.9271675946470677, 0.08578784416960546, 0.6904848636462717, 0.5053549327876286, 0.0009218392088943516, nan, 0.21977207194837292, 0.5145836604385827, 0.5047528306485565, 0.0, 0.9332266569756581, 0.8934529193738762, 0.9725817063965797, 0.017121513531435203, 0.2267877827226727, 0.4562911668910652, 0.0]                                    | [nan, 0.8451051311862825, 0.891201978141948, 0.4746225987367838, 0.7420544107092477, 0.4746597097120626, nan, 0.6044004475031359, 0.6711371861345341, 0.21296991496568946, 0.8856938576879404, 0.45436816126471297, 0.0, 0.43761969904240766, 0.06767990595348056, 0.585009160528122, 0.0, 0.03393558911490645, 0.7907140686163591, 0.06940128582909189, 0.46046852408668826, 0.43409339105035327, 0.0009210159084566006, nan, 0.13375114899306426, 0.4078266514300884, 0.4291716121253226, 0.0, 0.8831749181214029, 0.731416538311537, 0.9496123114808436, 0.015098149391734162, 0.14512731150355015, 0.34873001894697514, 0.0]                                  |
-| 0.1618        | 10.25 | 4100  | 0.5612          | 0.4902        | 0.4134   | 0.8852           | [nan, 0.9019555399780522, 0.9665035975520105, 0.544713785046729, 0.8456472825450104, 0.6357845087650791, nan, 0.7180706299262813, 0.8448688143473929, 0.2488089813165417, 0.9563146518486307, 0.6312052358607063, 0.0, 0.4696594427244582, 0.05032160423760878, 0.8211502240696239, 0.022249690976514216, 0.01877307359987432, 0.9355845076150411, 0.05118462226195798, 0.6609348506992142, 0.4614202825737988, 0.005670707860774345, nan, 0.1650693395578745, 0.5390930025645052, 0.5060379783297512, 0.0, 0.937607770583291, 0.9032657496166702, 0.9778798650067061, 0.017826059927887605, 0.40949826251295496, 0.43778806348709753, 0.0]                     | [nan, 0.8452341375883323, 0.8933644332723056, 0.4374517421607691, 0.7682171179538473, 0.4741981095671923, nan, 0.6010380148596984, 0.679590123268328, 0.2142704245451302, 0.8807961978913953, 0.5178474942590842, 0.0, 0.403350172826376, 0.03846895487851909, 0.612423330527922, 0.0010615711252653928, 0.018706950532247964, 0.7863008675865565, 0.04758057068981439, 0.4457947475664448, 0.40864577864777274, 0.005653336303887713, nan, 0.11357581483230987, 0.4170982567674273, 0.4381222782818885, 0.0, 0.8850653515831951, 0.7448077947460846, 0.9504378467779424, 0.01693697241158664, 0.23939980753923468, 0.34438542038618947, 0.0]                     |
+| 0.2409        | 6.5   | 2600  | 0.5224          | 0.4636        | 0.3840   | 0.8786           | [nan, 0.8731382676849351, 0.9738163801183563, 0.5331343457943926, 0.8196854363098576, 0.6540081867354192, nan, 0.6300072908533401, 0.8875978554822792, 0.13449190107295247, 0.955765201040042, 0.6083600889108421, 0.0, 0.03281733746130031, 0.0, 0.8703400012989544, 0.0, 0.0, 0.9262836625295774, 0.08389211741916257, 0.6663345782989761, 0.5452994228436286, 0.0, nan, 0.13288480021968968, 0.47811535039514313, 0.4147924929649243, 0.0, 0.9382028859601423, 0.8756597961457425, 0.965266610679491, 0.010467176426706453, 0.4342701538336483, 0.3917412023665201, 0.0]                                                                                     | [nan, 0.8209592404927408, 0.8860938595226477, 0.41218836114746504, 0.7196016259460952, 0.4954368536125842, nan, 0.545313357840212, 0.6491223200313668, 0.12371625097650668, 0.8633659080664855, 0.4708871648638746, 0.0, 0.03281733746130031, 0.0, 0.5802203868677137, 0.0, 0.0, 0.7907500494259085, 0.06952381605757291, 0.447113968783744, 0.44327869995554786, 0.0, nan, 0.08728984775236309, 0.38119151688382136, 0.37855655092920265, 0.0, 0.8832564638909316, 0.7526222693644393, 0.9416404778849121, 0.009589327157183334, 0.18190330268981955, 0.32252322488728213, 0.0]                                                                                  |                     |
 | 0.1524        | 10.5  | 4200  | 0.5353          | 0.5128        | 0.4237   | 0.8872           | [nan, 0.9268517790355991, 0.9602839791773874, 0.537267523364486, 0.8456677302072528, 0.6567083558655384, nan, 0.7076703913792123, 0.8633391848934858, 0.3143875056961763, 0.9515964493686976, 0.6206264921379765, 0.0, 0.7490196078431373, 0.08954470929499306, 0.8721747743066831, 0.0, 0.005131830440133009, 0.9147190737070242, 0.11450520703985165, 0.6915674424660561, 0.5259122991900205, 0.0019833510251969382, nan, 0.2044761773994233, 0.5593918459203433, 0.4851432496510159, 0.0, 0.9463960710558084, 0.8834918590669917, 0.9670624325154579, 0.012832069294210286, 0.5599179011969355, 0.44183701402816805, 0.0]                                    | [nan, 0.8497898154944094, 0.8911284588944798, 0.4558941463477496, 0.7715538102169041, 0.5041805687956784, nan, 0.5916295134976238, 0.6664176289411136, 0.25352865518566153, 0.8836310493548173, 0.5013133395398324, 0.0, 0.6053882725832013, 0.05452311472892029, 0.5946321429362145, 0.0, 0.005111887747118043, 0.802846410488875, 0.09434940383618455, 0.47282749487636766, 0.44441582446257716, 0.001977936260307555, nan, 0.14078808047194072, 0.4107132907440319, 0.42875046507529324, 0.0, 0.8865359213150946, 0.7513094837462199, 0.9478585417349973, 0.011508324602586469, 0.19474424489161243, 0.34180230893483227, 0.0]                                 |
 | 0.052         | 10.75 | 4300  | 0.5611          | 0.5030        | 0.4222   | 0.8855           | [nan, 0.932148839850802, 0.9568949634271852, 0.5225233644859814, 0.8511642191077112, 0.6031687568751455, nan, 0.7201923889006668, 0.8793424111590834, 0.1743029951530718, 0.9511564170902311, 0.5728369144644768, 0.018116900290928325, 0.7155830753353973, 0.08790515827973262, 0.8945492628434111, 0.0, 0.0, 0.9018928482213427, 0.19409261742744086, 0.6978142148450815, 0.5187192887865012, 0.004106374657802112, nan, 0.18591239873678428, 0.5679096666143298, 0.48372515565797347, 0.0, 0.9465148790940053, 0.8887757437702006, 0.9729464658947179, 0.03061668531642422, 0.3269727082444268, 0.4968253657882534, 0.0]                                     | [nan, 0.8544673632153686, 0.8915093314898118, 0.4824501321862451, 0.7281104549174552, 0.4796578889108752, nan, 0.5955885392390377, 0.6806501724220245, 0.15806082007550856, 0.8869557339277052, 0.5018390970394144, 0.017487873372478938, 0.5719234576047509, 0.08299595141700405, 0.5743453150410742, 0.0, 0.0, 0.7988127196821454, 0.14769412965284384, 0.4636640495670947, 0.44194705232908676, 0.004079706927175844, nan, 0.14373978216098007, 0.4138202592132837, 0.4263783910470499, 0.0, 0.8825003483580057, 0.7459231292221788, 0.9497549296351595, 0.022555788364877087, 0.19864442770898405, 0.36609089056617755, 0.0]                                  |
 | 0.0897        | 11.0  | 4400  | 0.5797          | 0.4966        | 0.4137   | 0.8864           | [nan, 0.9266090680496935, 0.9675701132103213, 0.5286179906542056, 0.8135055236213754, 0.6141498963415911, nan, 0.7310209435363914, 0.8153911847037054, 0.24547412900285845, 0.9446611067589995, 0.6598542850086441, 0.0, 0.5599071207430341, 0.13658721150208097, 0.8912937585243879, 0.0, 0.004870002356452753, 0.9252981123672058, 0.10847033891289591, 0.6586394910124014, 0.4795176884335903, 0.01181630258673669, nan, 0.18618701084717837, 0.5559088292248914, 0.4992355587068755, 0.0, 0.9406880436912528, 0.9118086274033954, 0.9573602602596679, 0.003960483235940155, 0.3327033672702148, 0.4804871031358067, 0.0]                                    | [nan, 0.8565575968459415, 0.8928102104157912, 0.43275555700074025, 0.7654702047573079, 0.47074416606474334, nan, 0.6054622841435586, 0.6863363711152467, 0.21403286978508218, 0.8828456438079144, 0.4322928605137194, 0.0, 0.4530688935281837, 0.09709521247982786, 0.5749041704195555, 0.0, 0.004865289040020926, 0.7951008940737603, 0.09395592969976839, 0.4548604901862724, 0.41665801557197046, 0.011736958934517204, nan, 0.1216732767438939, 0.41094472698150475, 0.430227229329769, 0.0, 0.8867287999971621, 0.7466484878252573, 0.9415279772911855, 0.0036285882442284325, 0.19204917359734425, 0.36246293958863207, 0.0]                                |
-| 0.0936        | 11.25 | 4500  | 0.5731          | 0.5011        | 0.4193   | 0.8864           | [nan, 0.9324196276009762, 0.9569564158641476, 0.5246004672897197, 0.8364710008894733, 0.6578250088383729, nan, 0.7038215792022807, 0.8665369834416663, 0.21309913418120055, 0.9410960435297098, 0.49318761834197744, 0.028167151547209734, 0.5808565531475748, 0.11010215664018161, 0.8849288822497889, 0.0, 0.0565548660749352, 0.9216694582309478, 0.11269226311693903, 0.6871508134702065, 0.5262584704743466, 0.01969383764456115, nan, 0.2076616778799945, 0.571397916993772, 0.476856262879174, 0.0, 0.9377623285515337, 0.907275545210859, 0.973954665451519, 0.050830950308757096, 0.38818102379646, 0.4678081196891568, 0.0]                           | [nan, 0.858380886499719, 0.8914561596816896, 0.45129869803574746, 0.786844102694609, 0.48464472942061587, nan, 0.6094618696875397, 0.6854209198991233, 0.18657623184200503, 0.8857526637100221, 0.394797106941035, 0.023946037099494097, 0.49684424239749303, 0.062077792789589706, 0.5615273263032089, 0.0, 0.055464256368118324, 0.7962485307269822, 0.09311408578835408, 0.4733745462314789, 0.44196131097098196, 0.019312422955759485, nan, 0.14722087024238295, 0.4185961804636968, 0.4181839379748557, 0.0, 0.8886792481667263, 0.7473472827679579, 0.9501856968302422, 0.031198480139267574, 0.2030701847638892, 0.3556589318498682, 0.0]                  |
-| 0.0848        | 11.5  | 4600  | 0.5830          | 0.5085        | 0.4262   | 0.8882           | [nan, 0.9427005136717209, 0.9670330074248328, 0.5241904205607477, 0.767056692716464, 0.6324296225306448, nan, 0.7279072493144357, 0.8543815533519951, 0.28172252371680684, 0.950744682707486, 0.5776940808430066, 0.0018513620735255223, 0.8094427244582043, 0.10329171396140749, 0.8820549457686563, 0.0, 0.010577854580682325, 0.9253254312713287, 0.12119405950429643, 0.6994351571860558, 0.48800194836227284, 0.020476004246047265, nan, 0.20549224220788137, 0.549638875804679, 0.5238970995546298, 0.0, 0.9423682904034016, 0.895264083924415, 0.9756993779182778, 0.02276047494715902, 0.4059826454510354, 0.4641362704402867, 0.0]                     | [nan, 0.855999987433974, 0.8906711667242451, 0.4632765853321095, 0.7513969148846837, 0.5003981493123274, nan, 0.6129367711409932, 0.6866130323712205, 0.23962297392529952, 0.886954849786012, 0.487317488150836, 0.0017879948914431673, 0.5892716276623718, 0.09187794480592326, 0.5791965199590583, 0.0, 0.010541147002035171, 0.7983344451555028, 0.09402999454060824, 0.48717363459710183, 0.4260168537372668, 0.02011857056595488, nan, 0.12289979798643388, 0.4143475730645177, 0.4319012129183107, 0.0, 0.8886771047961176, 0.7568369995885152, 0.950480011823416, 0.01693086419277331, 0.2193600808134045, 0.36495061378596894, 0.0]                       |
-| 0.044         | 11.75 | 4700  | 0.5519          | 0.4942        | 0.4218   | 0.8894           | [nan, 0.9377077730455345, 0.9573360426008969, 0.5395630841121495, 0.8141873745123036, 0.7095747603168757, nan, 0.7386444528326602, 0.8808037196944537, 0.22165375533369236, 0.9449214473996356, 0.5543549847699021, 0.0, 0.3171310629514964, 0.08349098246941607, 0.8480385789439501, 0.0, 0.0188516220249784, 0.9295946309247097, 0.13217106243480853, 0.6776328975222111, 0.46391547293737057, 0.014358344041566568, nan, 0.19102018399011397, 0.5536740461610928, 0.5078327535396956, 0.0, 0.9427013292254065, 0.8981080328284778, 0.973134763570748, 0.1290615027560197, 0.385722124001707, 0.4492826695419476, 0.0]                                        | [nan, 0.8582431669771063, 0.8953389096963605, 0.48221398346006433, 0.7685844820725414, 0.5124846363639194, nan, 0.6238209993311202, 0.6854186049946096, 0.19242249874127887, 0.8888618754724883, 0.4842682488313556, 0.0, 0.3125508543531326, 0.06355606758832565, 0.6246890249736867, 0.0, 0.01881516711526903, 0.7967736545097313, 0.10939212891909669, 0.468267463560506, 0.42907942084832684, 0.014212636527028895, nan, 0.1348009767063292, 0.41687387447738317, 0.4294762484774665, 0.0, 0.8881128611934747, 0.7462297797845392, 0.9514417409773825, 0.08580836487757161, 0.2607172781341428, 0.3561802642112361, 0.0]                                      |
-| 0.1068        | 12.0  | 4800  | 0.5665          | 0.5003        | 0.4148   | 0.8848           | [nan, 0.9463649971371015, 0.9400310937844593, 0.535052570093458, 0.8474604396719251, 0.6764262423919163, nan, 0.7602670899842979, 0.9105138302414955, 0.1597000704254526, 0.9480511946664126, 0.512245822013666, 0.010446971700608305, 0.41382868937048506, 0.22436625047294742, 0.8816814963954017, 0.0, 0.06433116016023879, 0.922897774109502, 0.12957995993311147, 0.7152700668419274, 0.45374630852745473, 0.008771439745237164, nan, 0.22831250858162844, 0.5452399644109489, 0.5060601360483925, 0.0, 0.9426290229759156, 0.8900077769075485, 0.9717026252461992, 0.014912035310207634, 0.39452132739945944, 0.4541793996547428, 0.0]                    | [nan, 0.8628734892515073, 0.8817705519887941, 0.4853526822331066, 0.7774198982538373, 0.46709884148963365, nan, 0.6294214512805585, 0.6236197495239395, 0.14572465411657973, 0.8835246539680224, 0.45787188638286913, 0.01032814747025755, 0.405173284833788, 0.08810419968304278, 0.5698888055119722, 0.0, 0.0639028323233374, 0.7980506858893331, 0.09923794791164761, 0.45475769044388, 0.4019411099849254, 0.008734596233553089, nan, 0.13973578943830045, 0.4201570865387524, 0.4295467368817002, 0.0, 0.886147660680177, 0.7505792538454606, 0.9507716830053919, 0.01237665269267978, 0.21594385059452967, 0.35456250340729434, 0.0]                        |
-| 0.1164        | 12.25 | 4900  | 0.5817          | 0.5085        | 0.4230   | 0.8873           | [nan, 0.9521143466809738, 0.9535448292656031, 0.51933761682243, 0.8212339535004431, 0.6693832601832223, nan, 0.6941693856551168, 0.8933102433932723, 0.1857367745142715, 0.9555609845592532, 0.5670947559068082, 0.11438772811425549, 0.5916924664602683, 0.25879682179341656, 0.8489072546599987, 0.0, 0.02144372005341293, 0.9225821579823251, 0.09481117237040348, 0.6976957163526457, 0.470220079159876, 0.013576177440080451, nan, 0.20755183303583688, 0.5731067148165594, 0.47672331656732625, 0.0, 0.9361250892740265, 0.9148042535823414, 0.9669069524343931, 0.012153425338803928, 0.45442906785344145, 0.4853419331050241, 0.0]                      | [nan, 0.8615190728132673, 0.8908055905971793, 0.4775333642699391, 0.787432076385129, 0.4715265002950262, nan, 0.6085640265854124, 0.6621522771232636, 0.1661509385017325, 0.8817705261920978, 0.4710327025317538, 0.09663724723494582, 0.5192682153692886, 0.11241987618473676, 0.589228055741825, 0.0, 0.0213587169122441, 0.7984047487149674, 0.08076356225627429, 0.4575165028928629, 0.41029938519112535, 0.013417260228590359, nan, 0.13410695908300507, 0.4227885391288904, 0.4176534534301355, 0.0, 0.8871472503790747, 0.741775833066392, 0.9483677599276026, 0.01076724664154615, 0.23329716646496682, 0.3621482592342861, 0.0]                          |
-| 0.1122        | 12.5  | 5000  | 0.5905          | 0.5138        | 0.4258   | 0.8890           | [nan, 0.9470714404617576, 0.964740142339925, 0.5257873831775701, 0.7992220450965326, 0.6328453648123123, nan, 0.7253252875405694, 0.8615979503724439, 0.23934297195409918, 0.9541583521946669, 0.6202148678686096, 0.054879661465220844, 0.5470588235294118, 0.268508008576113, 0.8712817431967267, 0.25339925834363414, 0.0013615060351373288, 0.9236773976839778, 0.1398201956986043, 0.6990518657660781, 0.47715269523447745, 0.03201296161796748, nan, 0.1843745709185775, 0.5267545925577014, 0.50103033391682, 0.0, 0.9390159952713326, 0.9023549965252116, 0.9768108722002153, 0.014347362095403871, 0.38618951817756914, 0.471644776169433, 0.0]        | [nan, 0.8602632855064609, 0.8943128702645075, 0.4571455850552192, 0.7571876580979297, 0.48859411778691836, nan, 0.6125304122972302, 0.6795810225206008, 0.20232883908247243, 0.8860115267717156, 0.5099588783781497, 0.047223486572599, 0.48018479097785227, 0.14573208296255732, 0.6052152238519797, 0.013254881675934308, 0.0013615060351373288, 0.799785029555748, 0.11038205654384566, 0.4650152737945672, 0.4165144631248479, 0.03108133763662499, nan, 0.12446702013273515, 0.41091477704197865, 0.4378267436006661, 0.0, 0.8885349804108987, 0.7448783244578682, 0.9514904704534008, 0.013407369575267893, 0.22943101012905795, 0.36184904204706186, 0.0]  |
-| 0.0826        | 12.75 | 5100  | 0.5959          | 0.5084        | 0.4172   | 0.8855           | [nan, 0.9344772153066002, 0.9512937173785194, 0.5317558411214953, 0.8370675221129671, 0.6802270507180948, nan, 0.6966324186156342, 0.8806661289557337, 0.18196694146402087, 0.9495712632982424, 0.6443360500535111, 0.002512562814070352, 0.46826625386996906, 0.1813595661495775, 0.91718354224849, 0.13102595797280595, 0.00039274212552038333, 0.9290643958310525, 0.1010612758489379, 0.6896626889209762, 0.549669452375409, 0.0332700150846416, nan, 0.19695180557462585, 0.5746532684356519, 0.5587068755400943, 0.0, 0.9364546337419667, 0.893859690247427, 0.9722406186062852, 0.023027270089933275, 0.4098234062874677, 0.4102177690128885, 0.0]       | [nan, 0.8581327343539883, 0.8900088480896331, 0.4552735994462898, 0.733141615321828, 0.48047566489587323, nan, 0.6070719405442103, 0.6688575392321136, 0.16438381797088433, 0.8872659407101212, 0.5048457581474852, 0.00248203788373612, 0.4103549626950034, 0.12300059875117612, 0.5524017680768253, 0.005875180135239995, 0.0003908692933083177, 0.7947494958758305, 0.08387380455095086, 0.46518060222120255, 0.45891264092648293, 0.032196150519031144, nan, 0.12734375, 0.4275229143466783, 0.4660727158462875, 0.0, 0.887677646747673, 0.7481980302696289, 0.9484836111175259, 0.020680863338807906, 0.20877459962524716, 0.33709591896228386, 0.0]         |
-| 0.0807        | 13.0  | 5200  | 0.5762          | 0.5235        | 0.4328   | 0.8911           | [nan, 0.9363358704881405, 0.9635031105270896, 0.512427570093458, 0.8662687499164399, 0.6234200253510405, nan, 0.7459266881427973, 0.8599183944584143, 0.27559136666804757, 0.9541847635640067, 0.6748991520540051, 0.0, 0.8469556243550052, 0.24303190818514314, 0.8890611807494967, 0.07787391841779975, 5.236561673605111e-05, 0.9205620078069977, 0.2167419990397192, 0.6911592809921103, 0.5401635276385605, 0.02025252807419409, nan, 0.18124399286008513, 0.5463495054168629, 0.5263787640424542, 0.0, 0.9366806915703009, 0.9115673226478991, 0.973160049258672, 0.024669484852252475, 0.3162836066573188, 0.4787789739492841, 0.0]                      | [nan, 0.8648942442671473, 0.8984293356339825, 0.48464538654468714, 0.7531001867547373, 0.5035838932518726, nan, 0.6106387797129608, 0.6904071705286093, 0.2336095796607789, 0.8859724183111864, 0.512759569677258, 0.0, 0.60292389068469, 0.16000996429461098, 0.5811482760999581, 0.0034475210681843057, 5.16328901510262e-05, 0.8001590607893927, 0.14641375222288086, 0.4714473602803673, 0.4581779109938325, 0.019730575588515445, nan, 0.12959472196041472, 0.4067002236264892, 0.44651617389996806, 0.0, 0.8873377837034563, 0.7458786257177817, 0.9517367945579263, 0.02283111590554956, 0.20854325222424697, 0.3705100782416119, 0.0]                     |
-| 0.0732        | 13.25 | 5300  | 0.5724          | 0.5193        | 0.4309   | 0.8876           | [nan, 0.9161227292584234, 0.9579870364074101, 0.5355198598130841, 0.8873432116513925, 0.6247645666856779, nan, 0.7504459830500587, 0.9015988992740902, 0.17335018020630516, 0.9489048478540055, 0.5854943607475097, 0.0, 0.7693498452012384, 0.17871106066338757, 0.8664999675261414, 0.0, 0.15280286963579714, 0.9226382445203349, 0.1513601218563221, 0.6856439807886148, 0.5153464163613416, 0.02248728979272585, nan, 0.18890567074007963, 0.5716124980373685, 0.564357093793623, 0.0, 0.9369833563915902, 0.8983272754349001, 0.9787110647480389, 0.02607857764515728, 0.42065475827592513, 0.48405699536863744, 0.0]                                      | [nan, 0.8652081409011794, 0.8917389123622281, 0.4649883044138919, 0.7389953831270947, 0.48175208481451454, nan, 0.617495952670174, 0.6613143461677664, 0.15635684259691732, 0.8847222900141022, 0.49166104975717667, 0.0, 0.6187749003984063, 0.07192528298055936, 0.6032374019397283, 0.0, 0.15140351787474707, 0.7961803881227162, 0.11308688095694608, 0.4673071266545355, 0.44493860466961577, 0.021936398070686976, nan, 0.13507039211451236, 0.41975441495801225, 0.4689053352479841, 0.0, 0.8860929162328366, 0.7525825357338618, 0.951030891456192, 0.024319016804469597, 0.2410143560725139, 0.36645864877896106, 0.0]                                   |
-| 0.1807        | 13.5  | 5400  | 0.5680          | 0.5127        | 0.4301   | 0.8900           | [nan, 0.9373480977193817, 0.9608647334227743, 0.5346530373831776, 0.8290036719282696, 0.661743456832401, nan, 0.734201858391979, 0.8842577216871471, 0.17743071378267533, 0.9471607542143821, 0.5716637852967811, 0.014017455699550383, 0.7085655314757482, 0.23395131794677765, 0.8786614275508215, 0.0, 0.08972848427722357, 0.9143732412161962, 0.1302670574016126, 0.7176766102994209, 0.5166897447522885, 0.03220850326833901, nan, 0.21109432925992036, 0.521107447532318, 0.502027431255678, 0.0, 0.9452520732943454, 0.8938376280983531, 0.9789386359393553, 0.009796303203613908, 0.34392082749090613, 0.5249808656010995, 0.0]                        | [nan, 0.8588669860346901, 0.8955727066745405, 0.4757718272903243, 0.7860571509533859, 0.48686772014921315, nan, 0.6188735523135742, 0.6877763098655999, 0.1622993993823301, 0.8886485644548362, 0.4663924103769625, 0.012202141130424773, 0.5821604205528235, 0.09994073595172674, 0.6033627312156452, 0.0, 0.08906851024014971, 0.8025011829305617, 0.11142266406095108, 0.4624193002581826, 0.4482204667911266, 0.031201796877114173, nan, 0.13156363387416992, 0.40700552454570166, 0.4312169312169312, 0.0, 0.8859784927923418, 0.7475704026782944, 0.9514420304139606, 0.00866387950289216, 0.2382118627368184, 0.3908470988015048, 0.0]                     |
-| 0.1392        | 13.75 | 5500  | 0.5721          | 0.5087        | 0.4246   | 0.8900           | [nan, 0.9303203904772664, 0.9625639794530618, 0.5255408878504673, 0.8700676896265077, 0.6562956931563277, nan, 0.724591893191584, 0.8892869004127723, 0.19112225030034385, 0.9496023909835358, 0.554828352679674, 0.0, 0.6248194014447884, 0.19561104805145668, 0.885927453400013, 0.0, 0.020474956143795985, 0.9294383750715828, 0.07405751750856802, 0.6983525783662715, 0.511529341845675, 0.02877255712609643, nan, 0.2096388850748318, 0.5536164756372011, 0.49826061908665886, 0.0, 0.9325757663320061, 0.9097802885729099, 0.9752372416219639, 0.016764059844999794, 0.5091345079152187, 0.448858081420359, 0.0]                                         | [nan, 0.8621030623048188, 0.8969369247679618, 0.4784722938672016, 0.7677518211400055, 0.4965652577722664, nan, 0.6195355910997014, 0.6758213626398984, 0.1748133833503846, 0.8881141830278987, 0.46746085418509076, 0.0, 0.5393283449135935, 0.10121378230227095, 0.6054024365887757, 0.0, 0.02037785016286645, 0.7958798849761939, 0.0638958924069167, 0.467391080854297, 0.4424897776388002, 0.028071514226534394, nan, 0.12609428165571007, 0.4282120100718143, 0.43038144270703743, 0.0, 0.8868372092607141, 0.7371812025047387, 0.9516757333400533, 0.015390688538312637, 0.2646512020957451, 0.3563822944944199, 0.0]                                       |
-| 0.0676        | 14.0  | 5600  | 0.5864          | 0.5052        | 0.4278   | 0.8873           | [nan, 0.9344621789352147, 0.9545919328456958, 0.5253621495327103, 0.829681590576459, 0.6916867557443265, nan, 0.7175759550069892, 0.8895525928737487, 0.22995981606528854, 0.9542290969339702, 0.5474602782580061, 0.0, 0.617750257997936, 0.18413419094463362, 0.8820387088393843, 0.0, 0.07022229204304453, 0.9322224197553758, 0.0752744250732628, 0.6658225477761052, 0.4403834842599287, 0.033996312643164425, nan, 0.16484964986955924, 0.5219500706547339, 0.5039108373401875, 0.0, 0.9369615838778029, 0.9058118595082347, 0.977121832362345, 0.07636298644784284, 0.40844154524578835, 0.493423074129734, 0.0]                                         | [nan, 0.8577237971832321, 0.8896838606960743, 0.48315443300719074, 0.776116257153514, 0.4794414519721358, nan, 0.6237681320105509, 0.6773665614139035, 0.20225537884170447, 0.8878327588514457, 0.462898510371711, 0.0, 0.5624354035516301, 0.10666277030976037, 0.6011076500888001, 0.0, 0.06971847461592451, 0.7948710573251689, 0.06538386867139806, 0.45847322999868034, 0.4103643375667629, 0.03284927661412222, nan, 0.11338181131362735, 0.41046061526494176, 0.43175000949234915, 0.0, 0.8878378677827448, 0.7396608837425067, 0.9525511287797536, 0.05607034040465132, 0.2759184009664489, 0.38093435854637125, 0.0]                                     |
+| 0.0936        | 11.25 | 4500  | 0.5731          | 0.5011        | 0.4193   | 0.8864           | [nan, 0.9324196276009762, 0.9569564158641476, 0.5246004672897197, 0.8364710008894733, 0.6578250088383729, nan, 0.7038215792022807, 0.8665369834416663, 0.21309913418120055, 0.9410960435297098, 0.49318761834197744, 0.028167151547209734, 0.5808565531475748, 0.11010215664018161, 0.8849288822497889, 0.0, 0.0565548660749352, 0.9216694582309478, 0.11269226311693903, 0.6871508134702065, 0.5262584704743466, 0.01969383764456115, nan, 0.2076616778799945, 0.571397916993772, 0.476856262879174, 0.0, 0.9377623285515337, 0.907275545210859, 0.973954665451519, 0.050830950308757096, 0.38818102379646, 0.4678081196891568, 0.0]                           | [nan, 0.858380886499719, 0.8914561596816896, 0.45129869803574746, 0.786844102694609, 0.48464472942061587, nan, 0.6094618696875397, 0.6854209198991233, 0.18657623184200503, 0.8857526637100221, 0.394797106941035, 0.023946037099494097, 0.49684424239749303, 0.062077792789589706, 0.5615273263032089, 0.0, 0.055464256368118324, 0.7962485307269822, 0.09311408578835408, 0.4733745462314789, 0.44196131097098196, 0.019312422955759485, nan, 0.14722087024238295, 0.4185961804636968, 0.4181839379748557, 0.0, 0.8886792481667263, 0.7473472827679579, 0.9501856968302422, 0.031198480139267574, 0.2030701847638892, 0.3556589318498682, 0.0]                                                     |
 | 0.033         | 14.25 | 5700  | 0.5935          | 0.5181        | 0.4292   | 0.8880           | [nan, 0.9232290780535377, 0.9550432923803572, 0.5331775700934579, 0.8469649770868216, 0.6796985960845084, nan, 0.7591958688611619, 0.8564643924657209, 0.21028211607771655, 0.9524029393967549, 0.6051700008232486, 0.0, 0.6860681114551084, 0.21654685332324378, 0.8960592972657011, 0.0, 0.03558243657214673, 0.9155229117646998, 0.140697693670425, 0.711005584058588, 0.5227324249145294, 0.037180848092072186, nan, 0.2080186736235068, 0.5726225990474695, 0.5346435930956549, 0.0, 0.9410130186192625, 0.9154633602859255, 0.9760592954761752, 0.01645064030834266, 0.4608913003718832, 0.4701447510293469, 0.0]                                         | [nan, 0.8573293198744064, 0.8916240779976521, 0.48186665258934697, 0.7676170029872194, 0.4823511054134466, nan, 0.6260715377125842, 0.6901341142647419, 0.1894206549118388, 0.8862935130575381, 0.49201833941300493, 0.0, 0.5435813573180703, 0.1092586700604518, 0.5822497006272321, 0.0, 0.035439538946984116, 0.8016860332567224, 0.11209233305853257, 0.4701563285996208, 0.45173968006036097, 0.03573442156415282, nan, 0.1250185671139278, 0.43006031638093856, 0.44816121842496287, 0.0, 0.8878007481353359, 0.7386750898148962, 0.9519721480330992, 0.013876810802543318, 0.25855582662623405, 0.3720678838361397, 0.0]                                   |
 | 0.0548        | 14.5  | 5800  | 0.5902          | 0.5151        | 0.4174   | 0.8882           | [nan, 0.9249082282350853, 0.9577153821767257, 0.5438259345794393, 0.8625692959476665, 0.6265525664540941, nan, 0.7491911978889274, 0.8432461925321441, 0.249306102158333, 0.951930364538209, 0.6013830575450728, 0.0, 0.7704850361197111, 0.20002522386177324, 0.8704780151977658, 0.0, 0.0013615060351373288, 0.9208633435979287, 0.11193893938641368, 0.6970564096712325, 0.4979168453686571, 0.03908039555282418, nan, 0.18904297679527668, 0.5623985973726906, 0.5131506060136048, 0.0, 0.9399214361687687, 0.9123994793332818, 0.9756660223299524, 0.04515831571967342, 0.4303481070535878, 0.49404040291178064, 0.0]                                      | [0.0, 0.8607762479438139, 0.8922939816555095, 0.45337232891467816, 0.7416336434657338, 0.4957900790517687, nan, 0.6227225352163122, 0.6905205002583658, 0.2142437565638406, 0.8883435707029895, 0.4944664432937354, 0.0, 0.5822804554671658, 0.1227364185110664, 0.6143083859952676, 0.0, 0.0013572770933389015, 0.7986526753983755, 0.09318127002721979, 0.47663610300281495, 0.44101175423554057, 0.037423427761281866, nan, 0.14246983588236511, 0.42780903014161104, 0.4432599000899573, 0.0, 0.8868797486244817, 0.7354235169834137, 0.9525392249964284, 0.03855126495647117, 0.2526545610728006, 0.37165059315614124, 0.0]                                  |
 | 0.1047        | 14.75 | 5900  | 0.5997          | 0.5159        | 0.4159   | 0.8881           | [nan, 0.9210892560336101, 0.9617335675034919, 0.5317464953271028, 0.8683264925417152, 0.6381114337134347, nan, 0.7416693813461018, 0.862755610380984, 0.2719665271966527, 0.9489817238040484, 0.570408331275212, 0.0005289605924358636, 0.6938596491228071, 0.22575356287047546, 0.8948821198934858, 0.0, 0.011022962322938758, 0.9258684979714679, 0.17593834335005545, 0.6548460763101033, 0.4725421838812847, 0.04097994301357618, nan, 0.22218865851984074, 0.5752629926205056, 0.5366821032106535, 0.0, 0.936931478673554, 0.9021336855923136, 0.9725860103434604, 0.020141738157403954, 0.43632262391026033, 0.4934216774582814, 0.0]                     | [0.0, 0.8607109591035689, 0.8928295853674818, 0.4670190706507743, 0.7523185639791471, 0.4845338501499847, nan, 0.6282224979925543, 0.6928170564904808, 0.23142272983643541, 0.8873278318309525, 0.46953884728763595, 0.0005215803885773895, 0.5542412002308136, 0.10845198424719782, 0.5869154300379641, 0.0, 0.010907018316536697, 0.793456051943224, 0.12649239962384984, 0.4589822701689517, 0.42143872921678477, 0.03893105461493551, nan, 0.13440869146302972, 0.4245448084603441, 0.46174816509389, 0.0, 0.8878226827336242, 0.7447736277446672, 0.951929183073613, 0.018382891806658124, 0.25878028202964926, 0.37484668044597425, 0.0]                    |
@@ -137,9 +107,7 @@ The following hyperparameters were used during training:
 | 0.0445        | 20.75 | 8300  | 0.6446          | 0.5134        | 0.4274   | 0.8856           | [nan, 0.9405399334753671, 0.9458917035764169, 0.5273960280373832, 0.8282526135651365, 0.6846166732980127, nan, 0.7372879749180856, 0.8847701285761731, 0.2182567629147852, 0.9486374327394391, 0.565180703054252, 0.0, 0.6657378740970072, 0.14856854584436877, 0.8831509384945119, 0.0, 0.06705417223051345, 0.9206841150299712, 0.12586301097700292, 0.6806553405515008, 0.5199094440427905, 0.04444382367730041, nan, 0.17805849237951393, 0.5833280996493432, 0.5248720391748466, 0.007252215954875101, 0.9356924613611799, 0.9010464353082633, 0.9759161892423923, 0.023617845745783083, 0.4449998983925705, 0.5172488924395381, 0.0]                      | [nan, 0.8666434932726657, 0.8860462410088557, 0.4516813574923211, 0.7742782740775649, 0.4555874524449895, nan, 0.6267926037830955, 0.6896407624091181, 0.1957204153277486, 0.8882182070612508, 0.46149838666308146, 0.0, 0.5469962267350659, 0.06421718273004798, 0.6011771207515888, 0.0, 0.06543011164763292, 0.79986647852113, 0.10526898843730527, 0.4713830230218466, 0.45188595346756627, 0.04203767801939388, nan, 0.1276553855846278, 0.42972506139948413, 0.441923808813104, 0.007075471698113208, 0.8884781477624152, 0.7456781431206605, 0.9535186762124032, 0.016432559463950374, 0.2430653450400151, 0.37996353686275436, 0.0]                       |
 | 0.0523        | 21.0  | 8400  | 0.6334          | 0.5087        | 0.4256   | 0.8903           | [nan, 0.933221079502352, 0.9637948085900169, 0.5297546728971962, 0.8356436570172051, 0.6448230539257773, nan, 0.7465713167832686, 0.8749679745694359, 0.2327354074319566, 0.9465962111947419, 0.5354408495924919, 0.0, 0.6270897832817337, 0.14024467145920042, 0.8939972072481652, 0.009888751545117428, 0.05998481397114654, 0.9259419692666467, 0.10259275815824766, 0.6911110038285254, 0.5109028637249255, 0.044248282026928876, nan, 0.19286008512975422, 0.5704035170356414, 0.5006314949812767, 0.0, 0.9387582194599503, 0.9072224581646499, 0.9775237134023292, 0.011000766712254964, 0.4426019630555386, 0.48799979887931083, 0.0]                    | [nan, 0.8627899844290204, 0.898045292380419, 0.4429741700156492, 0.7733528050732301, 0.48122023215814036, nan, 0.6285033134107889, 0.6922586045743415, 0.2067303269489062, 0.888126363728484, 0.4555339601828019, 0.0, 0.512374046123361, 0.062230678829257376, 0.5926462119703566, 0.00044943820224719103, 0.05796624750145485, 0.8002256522783529, 0.08795100349163994, 0.4798915494731881, 0.45172247073689, 0.0420103434557751, nan, 0.13598869181318254, 0.4315342675118884, 0.4297071129707113, 0.0, 0.8889534278458562, 0.7430008362351238, 0.9537407288817968, 0.009678051537276564, 0.23964350552896518, 0.3711983987778357, 0.0]                        |
 | 0.0715        | 21.25 | 8500  | 0.6366          | 0.5151        | 0.4287   | 0.8894           | [nan, 0.9370145031789949, 0.9615540919282511, 0.5349906542056074, 0.8234293246215806, 0.6427307923986297, nan, 0.7520265297434068, 0.877506286473407, 0.2407929077426571, 0.9458038701145451, 0.5871614390384458, 0.0, 0.6843137254901961, 0.1972505990667171, 0.8854890563096707, 0.054388133498145856, 0.06252454638284502, 0.9220868993644009, 0.11473699895693637, 0.6793299129694406, 0.505244648130675, 0.04341024638247947, nan, 0.19102018399011397, 0.5753257968283875, 0.5107132569630631, 0.0, 0.9400241164189752, 0.9050651936505135, 0.9789779094546415, 0.014533859670935389, 0.41945579060740923, 0.49523735034665384, 0.0]                      | [nan, 0.8636190041686136, 0.8961979040679402, 0.44008160621637177, 0.7735135302856915, 0.47552992149378714, nan, 0.6295369121222396, 0.6946632262523146, 0.2137970353477765, 0.8882677382290695, 0.4793581450054608, 0.0, 0.555406650473239, 0.08438545376065609, 0.5980720618958058, 0.002378506946321423, 0.06108823002737203, 0.7997681127577295, 0.0970839783417272, 0.47365876347968716, 0.44734126160727244, 0.041260653691952316, nan, 0.13688871396241267, 0.4310366799265186, 0.42952982613070945, 0.0, 0.8887487055026462, 0.7433844306901257, 0.9533070831491001, 0.012093141544284045, 0.23472485984284203, 0.3736148179836323, 0.0]                  |
-| 0.0856        | 21.5  | 8600  | 0.6332          | 0.5104        | 0.4282   | 0.8891           | [nan, 0.9354302285089335, 0.9598914301992207, 0.5326285046728972, 0.8348257505275104, 0.6418013774311685, nan, 0.7519851631996333, 0.8757413294112065, 0.2316790256431501, 0.9473149777460632, 0.5441672841030707, 0.0, 0.6676986584107327, 0.19119687224114013, 0.8908797168279535, 0.0, 0.05576938182389443, 0.9230974918555517, 0.1150019040050332, 0.6832652332737915, 0.5057945396840957, 0.04410860941952064, nan, 0.19250308938624194, 0.5698984665305908, 0.50395515277747, 0.0040290088638195, 0.9408126308534799, 0.8986623443239606, 0.9766785258336341, 0.01867306975009325, 0.40035359385478264, 0.4951898635172656, 0.0]                          | [nan, 0.8652175117062043, 0.8949487144681932, 0.4437434730009742, 0.7611759319446382, 0.47865894832193984, nan, 0.6331643341293494, 0.6931150372692965, 0.2068423485899214, 0.8889820786499946, 0.4611976486594917, 0.0, 0.5675936485656636, 0.08603859250851305, 0.595085736597217, 0.0, 0.05421502748930971, 0.799696203512091, 0.09667497111998775, 0.4707822447654798, 0.4485026865801383, 0.041887733446519526, nan, 0.13581323258742614, 0.4329091328339933, 0.42695701145109816, 0.003957261574990107, 0.8887286680634571, 0.7476012702986532, 0.953293396822863, 0.014771330218834523, 0.23667139184546263, 0.3740649694565481, 0.0]                      |
-| 0.074         | 21.75 | 8700  | 0.6363          | 0.5165        | 0.4321   | 0.8892           | [nan, 0.9390856635384361, 0.9574271874770272, 0.5258060747663551, 0.8436626796346789, 0.6426260869350986, nan, 0.7442013585462418, 0.8812686815011624, 0.25552011268072417, 0.9463396436068686, 0.5874701572404709, 0.0, 0.7361197110423117, 0.1894312019170135, 0.8789536922777165, 0.0, 0.07590396145890609, 0.9281361739750599, 0.1046706071292571, 0.6855957036250299, 0.49847899077285035, 0.043214704732107936, nan, 0.20189482356171906, 0.5664704035170356, 0.5025592165030689, 0.011684125705076551, 0.9373983781358803, 0.9098940465290724, 0.97815477961371, 0.01992933814082639, 0.4511573086224065, 0.4848125946244909, 0.0]                       | [nan, 0.8659925896521407, 0.8943193614337805, 0.45130672292500584, 0.755749401881853, 0.4835484818796015, nan, 0.6303533757199273, 0.6879062274318093, 0.22392448720275912, 0.8894580153145494, 0.4839196405865898, 0.0, 0.6074257004172698, 0.07844161270106538, 0.6152036548777161, 0.0, 0.07425907425907426, 0.7982522624575339, 0.08907801018718782, 0.472962935302797, 0.44055156430427006, 0.04115127816348788, nan, 0.1409617301940333, 0.42906752029176537, 0.43194499990477825, 0.011275272161741835, 0.888794845720781, 0.7395042268863254, 0.953490091727627, 0.01656943376641276, 0.2589068094088561, 0.37318752156912494, 0.0]                       |
-| 0.0789        | 22.0  | 8800  | 0.6394          | 0.5161        | 0.4310   | 0.8894           | [nan, 0.9388674365554946, 0.9584815849444975, 0.532696261682243, 0.8377171286134362, 0.6483651781655849, nan, 0.7416426654532481, 0.8812639369929307, 0.25143957910435394, 0.9451341532491409, 0.5639458302461513, 0.0, 0.7130546955624355, 0.1701349476604868, 0.8935182178346431, 0.0, 0.07789385489487602, 0.9250611415700795, 0.11145879898673819, 0.6804929537285331, 0.511691705368412, 0.04206938935136041, nan, 0.1987917067142661, 0.5679672371382216, 0.5276639117236489, 0.01329572925060435, 0.9398727840083305, 0.9071231784938171, 0.9757434933738047, 0.020892908947739236, 0.46420370257473226, 0.47622166851958414, 0.0]                       | [nan, 0.865176020583649, 0.8955781142925525, 0.4443214516441788, 0.7611487508847222, 0.48438821477708294, nan, 0.631469459725405, 0.691593378361271, 0.22183845029239765, 0.887705999689032, 0.4753486919714107, 0.0, 0.5946981107716143, 0.06400645283735054, 0.5955466572874111, 0.0, 0.07592190889370933, 0.7996803946331918, 0.09465492150756101, 0.4735813268743834, 0.4499568308888796, 0.04019000853970965, nan, 0.1397895143381288, 0.43003506964395394, 0.4448055586686092, 0.012790697674418604, 0.8886161288080432, 0.7454348499793491, 0.9535323881105499, 0.016727672414687006, 0.2456791318469762, 0.3688707525972052, 0.0]                         |
+| 0.0856        | 21.5  | 8600  | 0.6332          | 0.5104        | 0.4282   | 0.8891           | [nan, 0.9354302285089335, 0.9598914301992207, 0.5326285046728972, 0.8348257505275104, 0.6418013774311685, nan, 0.7519851631996333, 0.8757413294112065, 0.2316790256431501, 0.9473149777460632, 0.5441672841030707, 0.0, 0.6676986584107327, 0.19119687224114013, 0.8908797168279535, 0.0, 0.05576938182389443, 0.9230974918555517, 0.1150019040050332, 0.6832652332737915, 0.5057945396840957, 0.04410860941952064, nan, 0.19250308938624194, 0.5698984665305908, 0.50395515277747, 0.0040290088638195, 0.9408126308534799, 0.8986623443239606, 0.9766785258336341, 0.01867306975009325, 0.40035359385478264, 0.4951898635172656, 0.0]                          | [nan, 0.8652175117062043, 0.8949487144681932, 0.4437434730009742, 0.7611759319446382, 0.47865894832193984, nan, 0.6331643341293494, 0.6931150372692965, 0.2068423485899214, 0.8889820786499946, 0.4611976486594917, 0.0, 0.5675936485656636, 0.08603859250851305, 0.595085736597217, 0.0, 0.05421502748930971, 0.799696203512091, 0.09667497111998775, 0.4707822447654798, 0.4485026865801383, 0.041887733446519526, nan, 0.13581323258742614, 0.4329091328339933, 0.42695701145109816, 0.003957261574990107, 0.8887286680634571, 0.7476012702986532, 0.953293396822863, 0.014771330218834523, 0.23667139184546263, 0.3740649694565481, 0.0]                      |                         |
 | 0.0426        | 22.25 | 8900  | 0.6388          | 0.5153        | 0.4321   | 0.8907           | [nan, 0.9365843032790866, 0.9619280328787767, 0.5323341121495327, 0.832118008177492, 0.6589330390083284, nan, 0.7530012289310712, 0.8876025999905109, 0.2356145656406645, 0.9495151391383951, 0.5967728657281633, 0.0, 0.6851909184726522, 0.16698196493883213, 0.8856433071377541, 0.0, 0.046160291152829054, 0.9249913955800083, 0.14087981589099158, 0.6780864102710397, 0.5070796622838727, 0.043214704732107936, nan, 0.19390361114925167, 0.577557963050191, 0.5263122908865303, 0.009266720386784852, 0.9401577082628303, 0.9045005405226523, 0.9759350190099954, 0.014261884039951924, 0.44343514397772765, 0.48190053464583205, 0.0]                   | [nan, 0.8638275353000382, 0.8975929370440341, 0.44847327680807825, 0.7680456934961463, 0.4896127563059361, nan, 0.6344922288860472, 0.6906430201049919, 0.21071058091286307, 0.8908914064913077, 0.4893922260291313, 0.0, 0.5741773684438103, 0.0915502696722445, 0.6133303348044865, 0.0, 0.045543787135107205, 0.799706519605589, 0.11493135050077327, 0.47303106132662764, 0.44896719237169413, 0.04119511090991399, nan, 0.13769769301273427, 0.43323479414732197, 0.4435750434181777, 0.008966861598440545, 0.8892865533176849, 0.7464162172003368, 0.9537521470921787, 0.012501163611760084, 0.24370386088743454, 0.37164396457569027, 0.0]                 |
 | 0.0544        | 22.5  | 9000  | 0.6275          | 0.5126        | 0.4297   | 0.8902           | [nan, 0.9362912936349177, 0.962198079008307, 0.5305654205607476, 0.829452734049054, 0.6501778145136554, nan, 0.7606583485441561, 0.8785880343502396, 0.2379137495339492, 0.9477460490242178, 0.5748332921709064, 0.0, 0.6779153766769865, 0.15399167612561482, 0.8968792621939339, 0.0, 0.062053255832220565, 0.9268894385323623, 0.11712114438980778, 0.6830882170073133, 0.515366328868847, 0.046119894966199226, nan, 0.1939585335713305, 0.5666535824566913, 0.5097161596242051, 0.0064464141821112, 0.9399919952412273, 0.8983810519232679, 0.9745475341343337, 0.015694289029798168, 0.43490011989676686, 0.47604289457365206, 0.0]                       | [nan, 0.8648796447130465, 0.8972780355218145, 0.44448663694053075, 0.7723828909831303, 0.4856595115662902, nan, 0.6367705951823552, 0.693571040656192, 0.2097133467226584, 0.8885713515050402, 0.47493538294109644, 0.0, 0.5753448653382964, 0.07485745815707191, 0.589861603519713, 0.0, 0.060925449871465295, 0.7986432258569581, 0.09907840555757864, 0.4719490094091225, 0.45171147174755927, 0.04363338442835245, nan, 0.13716960245479792, 0.4304074481173985, 0.4370060790273556, 0.00631163708086785, 0.8878797422918536, 0.748175287257327, 0.9535688641919678, 0.013234083170064194, 0.2360317635381052, 0.36728912241605793, 0.0]                      |
 | 0.0701        | 22.75 | 9100  | 0.6508          | 0.5132        | 0.4302   | 0.8902           | [nan, 0.9420095059141509, 0.9626173339520694, 0.5384521028037383, 0.8237863722622742, 0.6345902505663333, nan, 0.7493342571861443, 0.8728092233240025, 0.24462488089813164, 0.9462424874982255, 0.5649748909195687, 0.0, 0.6890092879256966, 0.18148568545844368, 0.8978859518087939, 0.0, 0.06417406331003063, 0.926905788482557, 0.10334608188877299, 0.6837845785184178, 0.5068636881640055, 0.044555561763226996, nan, 0.19329946450638474, 0.5856309206050139, 0.5353969555294587, 0.008058017727639, 0.9389002783925003, 0.9000722535382172, 0.9752872750044519, 0.01801255750341912, 0.4159604950313967, 0.4749814242696805, 0.0]                        | [nan, 0.8667971887550201, 0.8964523921395798, 0.43883250929953793, 0.7789739251684871, 0.4822597903246794, nan, 0.6338344499902683, 0.6949882507612449, 0.21506355392067597, 0.8897027195058894, 0.47454492022058187, 0.0, 0.5744214058332616, 0.09034404821697639, 0.5890266504761296, 0.0, 0.06334315397736083, 0.7983683031468644, 0.08797806890816708, 0.47160166966502776, 0.4468892814313033, 0.04230993686667728, nan, 0.13598253612549263, 0.43447527412791603, 0.442910823939144, 0.007836990595611285, 0.8890303591865106, 0.7479650947941834, 0.9538041433738902, 0.014260666277030976, 0.23761100470137558, 0.3677322595225377, 0.0]                  |