8000 Tree criterion benchmark · GitHub
[go: up one dir, main page]
Skip to content

Instantly share code, notes, and snippets.

@thomasjpfan

thomasjpfan/bench_trees.ipynb

Last active March 26, 2022 19:32
Show Gist options
  • Save thomasjpfan/c072ae5362928dea8e4a7da59d8961a0 to your computer and use it in GitHub Desktop.
Save thomasjpfan/c072ae5362928dea8e4a7da59d8961a0 to your computer and use it in GitHub Desktop.
Download ZIP
Tree criterion benchmark
Display the source blob
Display the rendered blob
Raw
bench_trees.ipynb
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Raw
benchmark.py
from functools import partial
import argparse
from time import perf_counter
import json
from statistics import mean, stdev
from sklearn.tree import DecisionTreeRegressor, DecisionTreeClassifier
from sklearn.datasets import make_classification, make_regression, make_low_rank_matrix
from collections import defaultdict
import numpy as np
parser = argparse.ArgumentParser()
parser.add_argument("results", type=argparse.FileType("w"))
parser.add_argument("--config")
args = parser.parse_args()
def make_possion_data(n_samples, n_features, random_state=0):
rng = np.random.RandomState(random_state)
X = make_low_rank_matrix(n_samples=n_samples, n_features=50, random_state=rng)
coef = rng.uniform(low=-2, high=2, size=50) / np.max(X, axis=0)
y = rng.poisson(lam=np.exp(X @ coef))
return X, y
benchmark_config = [
(
DecisionTreeRegressor,
"squared_error",
partial(make_regression, n_targets=2),
[5_000, 10_000, 20_000, 40_000],
),
(
DecisionTreeRegressor,
"friedman_mse",
partial(make_regression, n_targets=2),
[5_000, 10_000, 20_000, 40_000],
),
(
DecisionTreeRegressor,
"poisson",
make_possion_data,
[5_000, 10_000, 20_000, 40_000],
),
(
DecisionTreeRegressor,
"absolute_error",
partial(make_regression, n_targets=2),
[1_000, 2_000, 3_000, 4_000],
),
(
DecisionTreeClassifier,
"gini",
partial(make_classification, n_informative=10, n_classes=5),
[5_000, 10_000, 20_000, 40_000],
),
(
DecisionTreeClassifier,
"entropy",
partial(make_classification, n_informative=10, n_classes=5),
[5_000, 10_000, 20_000, 40_000],
),
]
if args.config:
benchmark_config = [
config for config in benchmark_config if config[1] == args.config
]
N_REPEATS = 30
results = {}
for Klass, criterion, make_data, n_samples_list in benchmark_config:
klass_results = defaultdict(list)
for n_samples in n_samples_list:
for n_repeat in range(N_REPEATS):
X, y = make_data(n_samples=n_samples, random_state=n_repeat, n_features=50)
tree = Klass(random_state=n_repeat, criterion=criterion)
start = perf_counter()
tree.fit(X, y)
duration = perf_counter() - start
klass_results[n_samples].append(duration)
results_mean, results_stdev = mean(klass_results[n_samples]), stdev(
klass_results[n_samples]
)
print(
f"criteron={criterion} n_samples={n_samples} with {results_mean:.3f} +/-"
f" {results_stdev:.3f}"
)
results[criterion] = klass_results
json.dump(results, args.results)
Raw
main_criterion.json
{"squared_error": {"5000": [0.16619804800211568, 0.17141543699835893, 0.17220754299705732, 0.16891120400032378, 0.17383053700177697, 0.1716759720002301, 0.17649937200258137, 0.1775554040032148, 0.17128830500223557, 0.17167254299783963, 0.1769457419977698, 0.17053273800047464, 0.1755492719967151, 0.17701851300080307, 0.17633079799998086, 0.1698677050007973, 0.17835452999861445, 0.17116589099896373, 0.17028515299898572, 0.17293453700040118, 0.1729951790002815, 0.17489783899873146, 0.17671075600082986, 0.17577469600291806, 0.1711057799984701, 0.18244690500068828, 0.17556295299800695, 0.16627413099922705, 0.15480467299857992, 0.17504886100141448], "10000": [0.32767008999871905, 0.3327580549994309, 0.33889311099846964, 0.328657120000571, 0.3423197230004007, 0.3409906749984657, 0.3402566400000069, 0.33591128999978537, 0.3361765049994574, 0.32685431099889684, 0.32937130500067724, 0.33588505900115706, 0.3393010800027696, 0.34389604599709855, 0.34325585100305034, 0.3340727619979589, 0.33093915700010257, 0.3356114929993055, 0.3391852579989063, 0.352276528999937, 0.33704493299956084, 0.34592290699947625, 0.3400553059982485, 0.3400011040030222, 0.3435790280018409, 0.3445681589982996, 0.3392159979994176, 0.3320400200027507, 0.34484507399974973, 0.34088464199885493], "20000": [0.6965353800005687, 0.6994570400020166, 0.6976113019991317, 0.707668229999399, 0.6931298100025742, 0.7073196530000132, 0.6919302649985184, 0.7057766209982219, 0.7016700160020264, 0.7083040930010611, 0.7041784380016907, 0.7134661599993706, 0.7055500759997813, 0.7068105629987258, 0.7076763100012613, 0.6957386230023985, 0.6991124129999662, 0.7057087799985311, 0.6951753909997933, 0.7142457560003095, 0.6958565950008051, 0.7110841199973947, 0.6938364129964611, 0.7151631559972884, 0.7208678419992793, 0.6904879940011597, 0.6915339549996133, 0.7048289200029103, 0.707138728001155, 0.7131695829993987], "40000": [1.549232777000725, 1.5405462180024188, 1.5444621390015527, 1.536906071996782, 1.548712276002334, 1.5568900860016583, 1.5470179010007996, 1.5498605100001441, 1.5472945759975119, 1.5419579850022274, 1.5329999000023236, 1.5324116769988905, 1.5397623789976933, 1.5366942949985969, 1.5425311059989326, 1.5451253790015471, 1.544112278999819, 1.5337959040007263, 1.5484002159973898, 1.5509840190024988, 1.5424012520015822, 1.5584128329974192, 1.5389659500033304, 1.5455743460006488, 1.5413285779977741, 1.5415946840003016, 1.5358354239979235, 1.5681724440000835, 1.5306737770006293, 1.548639398002706]}, "friedman_mse": {"5000": [0.14680609700008063, 0.16863641800227924, 0.16074323400243884, 0.1461985440000717, 0.14893235999988974, 0.15320612899813568, 0.15457262700147112, 0.15225720799935516, 0.17376326299927314, 0.16178242699970724, 0.15915460100222845, 0.1580714990013803, 0.15403291499751504, 0.156822054002987, 0.16943872399860993, 0.16636171099889907, 0.1524383720025071, 0.15431460099716787, 0.17181691399673582, 0.16220884499853128, 0.17221444200185942, 0.1520133639969572, 0.16630201900261454, 0.14804761200139183, 0.16015901200080407, 0.169093056996644, 0.1493952890014043, 0.1564806159985892, 0.1528140100017481, 0.15062787599890726], "10000": [0.3150629049996496, 0.31228153800111613, 0.3242741659996682, 0.3192512519999582, 0.319511377998424, 0.3217179740022402, 0.31881991299815127, 0.30698585800200817, 0.3136617769996519, 0.32164343100157566, 0.3220523809977749, 0.3038032030017348, 0.30234660300266114, 0.3303787929980899, 0.3169095439989178, 0.31200052200074424, 0.3255224119966442, 0.32795124200129067, 0.3181789000009303, 0.3120918240019819, 0.31095144099890604, 0.3065155389995198, 0.31101159200261463, 0.31761347800056683, 0.326333667999279, 0.30722962399886455, 0.31696559400006663, 0.3061133000010159, 0.3152108880021842, 0.3262829769992095], "20000": [0.6561903600013466, 0.6539191530027892, 0.6676463969997712, 0.6658500599987747, 0.6549401839984057, 0.6700417259999085, 0.6592755739984568, 0.6677029570018931, 0.6741856109983928, 0.6607524729988654, 0.665152425000997, 0.6596034999965923, 0.663572811998165, 0.6604264569978113, 0.666633284999989, 0.6620576109999092, 0.6739281460031634, 0.6551107369996316, 0.6542683300031058, 0.6644539209992217, 0.6564114440006961, 0.6671788170024229, 0.6666603750018112, 0.6613891669985605, 0.658817702998931, 0.6591129890002776, 0.6718688219989417, 0.6649969510035589, 0.6682050579984207, 0.6619073069996375], "40000": [1.462115113001346, 1.4486117540000123, 1.4618587479999405, 1.4550763970000844, 1.4734336369983794, 1.4554691759985872, 1.4570947480024188, 1.4678180489972874, 1.4645356420005555, 1.4570040660000814, 1.450196275000053, 1.4598498749983264, 1.4597516229987377, 1.472861163001653, 1.458092728000338, 1.4584425539978838, 1.4602840730003663, 1.4566967190003197, 1.462243302998104, 1.454014853003173, 1.4623939260018233, 1.4591147569990426, 1.4554397810024966, 1.4641474109994306, 1.4541572550006094, 1.4709573319996707, 1.4584541429976525, 1.468211874998815, 1.4599032220030494, 1.4612741509990883]}, "poisson": {"5000": [0.21605383700079983, 0.2276287959975889, 0.24365595700146514, 0.211677575000067, 0.2058648060010455, 0.21965034100139746, 0.23869158500019694, 0.20954058300048928, 0.222240803999739, 0.2223495569996885, 0.21890065600018715, 0.2580801349977264, 0.2194803470010811, 0.21490998200169997, 0.23176748200057773, 0.21506968600078835, 0.2244294189986249, 0.24734661399998004, 0.23363229000096908, 0.24663461899763206, 0.2120748339984857, 0.24799630699999398, 0.23273617200175067, 0.25051270900075906, 0.21823893300097552, 0.23936154799957876, 0.2268390890021692, 0.23751991099925363, 0.2371190320009191, 0.2167453910005861], "10000": [0.4385656670019671, 0.4495354430000589, 0.45505383699855884, 0.4522167190007167, 0.4271597209990432, 0.46171335599865415, 0.4708238929997606, 0.44703092200143146, 0.46529279999958817, 0.4619463999988511, 0.4681901290023234, 0.49770475900004385, 0.47328757499781204, 0.4432136329996865, 0.4373622309976781, 0.4513443210016703, 0.4685032349989342, 0.46262946400020155, 0.458897116001026, 0.4330590529971232, 0.4634679109985882, 0.4702031509987137, 0.46436401900064084, 0.4633968000016466, 0.48995441800070694, 0.4657054570016044, 0.5014539369985869, 0.4558474439982092, 0.499901265000517, 0.4409648760010896], "20000": [0.9640333390016167, 1.0769609829985711, 0.9282876800025406, 0.9149155330014764, 0.9570206829994277, 0.9115415619999112, 0.9676498029984941, 0.9430740650022926, 0.9584127119996992, 0.9700211310009763, 0.8997816499977489, 0.9521763729972008, 0.941070562999812, 0.9935714679995726, 0.9632362060001469, 0.9738854259994696, 0.9661259859967686, 0.9080959040002199, 0.9545542140003818, 0.9689621170000464, 0.9212254260019108, 1.0183041149975907, 0.9606362089980394, 0.934208064001723, 1.0066877729987027, 0.9837247169998591, 0.9520954899999197, 0.9224352210003417, 1.0003373369982, 1.0367495409991534], "40000": [2.13195910200011, 2.025740302000486, 2.1766262330020254, 1.928184518001217, 2.0961180630001763, 1.9710956829985662, 2.0148920889987494, 2.063729253000929, 2.0076062309999543, 1.9983607680005662, 2.000873953998962, 2.0622699849991477, 1.9858340639984817, 2.0587212209975405, 1.9671220509990235, 2.031986171001 9B9B 3356, 2.092403364000347, 2.1968643519976467, 2.05790325199996, 1.9438686809990031, 1.8626604519995453, 1.9507446290008374, 1.8663412570022047, 2.0727275690005627, 1.937490798001818, 1.8955191290006042, 2.0402138700010255, 1.9926083220016153, 1.9051506489995518, 2.023913970999274]}, "absolute_error": {"1000": [0.39395208899804857, 0.39448519100187696, 0.4010086990019772, 0.3867724600022484, 0.43194064799899934, 0.4287902970027062, 0.437820434999594, 0.43418577299962635, 0.4021299830019416, 0.393767358000332, 0.4155531680007698, 0.3910920359994634, 0.4374532089968852, 0.4113093249980011, 0.39745232300265343, 0.40706871200018213, 0.4038296590006212, 0.40869740400012233, 0.40718084599939175, 0.40237867099858704, 0.4003877219984133, 0.4516752819981775, 0.40449728299790877, 0.4342134990001796, 0.40477086899772985, 0.4383493310015183, 0.4189205380025669, 0.4073762810003245, 0.43341671399684856, 0.40252523699746234], "2000": [1.423994313001458, 1.4703651890013134, 1.3722254399981466, 1.3957877559987537, 1.3964496529988537, 1.4655890689973603, 1.4134285729996918, 1.4112642750005762, 1.4213893369997095, 1.4430813980034145, 1.3780042879989196, 1.4118295769985707, 1.4438674630000605, 1.3797298009994847, 1.4068012779971468, 1.4129207309997582, 1.4367948559993238, 1.4226240489988413, 1.3991587389973574, 1.4411379000011948, 1.4410934940024163, 1.4684774560009828, 1.404295403001015, 1.445056871001725, 1.4141210229972785, 1.4081917389994487, 1.413867224000569, 1.5151136170024984, 1.4598573879993637, 1.3805531340003654], "3000": [2.937756179999269, 2.9949499319991446, 2.968211716000951, 2.9477788050025993, 3.186133482002333, 3.0150262909992307, 2.9527106009991257, 2.93384573000003, 3.0319508249995124, 2.9694797010015463, 3.039760035000654, 2.970123348000925, 3.0585032609997143, 2.9856834710008116, 3.201479349998408, 3.0110356980003417, 3.004163494999375, 2.956286466000165, 3.0026180780005234, 2.985583690999192, 3.0515813029996934, 3.0110971399990376, 2.93255782399865, 3.233276015998854, 2.9841337209982157, 3.0322491680017265, 3.078628471997945, 3.018678152002394, 3.1302738819977094, 2.988072755997564], "4000": [5.1191147019999335, 5.212715585999831, 5.339157655998861, 5.168493771998328, 5.222029358999862, 5.253290795000794, 5.240248517002328, 5.2054669249992, 5.05017362000217, 5.343714432001434, 5.203591168999992, 5.161238163000235, 5.355583872002171, 5.256292059999396, 5.209028285997192, 5.089715572001296, 5.054493353996804, 5.200113301001693, 5.097819274000358, 5.157478302997333, 5.054144233999978, 5.221435966999707, 5.065465961000882, 5.140065049999976, 5.173329320998164, 5.184158273998037, 5.244764602997748, 5.065489316999447, 5.100332788999367, 5.090885012999934]}, "gini": {"5000": [0.18208107000100426, 0.16466394999952172, 0.1645790790025785, 0.1685894799993548, 0.1657365020000725, 0.16708074900088832, 0.1647232220020669, 0.1633708650006156, 0.16763919100048952, 0.16199768699880224, 0.1590853990019241, 0.17062606000035885, 0.16888321599981282, 0.16762263100099517, 0.16281634400002076, 0.15947968699765624, 0.1806108509990736, 0.17512649100171984, 0.16490065600009984, 0.16406003899828647, 0.1568866160014295, 0.16998554800011334, 0.16489857499982463, 0.1667540939997707, 0.18046908800170058, 0.1613328849998652, 0.16028774300139048, 0.17220677200020873, 0.17364732200076105, 0.16280680400086567], "10000": [0.3978837279973959, 0.3880084490010631, 0.38547435899818083, 0.38300160899962066, 0.36325126299925614, 0.4019634500000393, 0.4124160790015594, 0.38333785600116244, 0.37829853600123897, 0.3882010739980615, 0.3788923079991946, 0.3809613499979605, 0.3839016990023083, 0.39829989799909526, 0.41009182400011923, 0.3949401009995199, 0.381034150999767, 0.3763175570020394, 0.3865902430006827, 0.36383680699873366, 0.37756598299893085, 0.3713602190000529, 0.4060198740007763, 0.38284421900243615, 0.37962539400177775, 0.3802250969965826, 0.3832981080013269, 0.3574817009975959, 0.37669783699675463, 0.3725094330002321], "20000": [0.8971217769976647, 0.9304647259996273, 0.9199443850011448, 0.9078661140010809, 0.8572431499997037, 0.8697283710025658, 0.9410422420005489, 0.902612271001999, 0.9636426270008087, 0.8896941339990008, 0.9409498029999668, 0.8982804090010177, 0.9163263410009677, 0.8779143200008548, 0.8922262489977584, 0.9396822709968546, 0.9328431850008201, 0.8986979110013635, 0.8914574070004164, 0.8993901659996482, 0.8779783370009682, 0.9160871929998393, 0.8810391500010155, 0.9013684279998415, 0.8812761449989921, 0.9121844369983592, 0.8870613330000197, 0.9083794920006767, 0.8704781619999267, 0.8687839480007824], "40000": [2.109195892997377, 2.020993264999561, 1.9854367440020724, 2.0258123289968353, 2.0020900249983242, 2.15403655299815, 2.058632028001739, 2.040887246002967, 2.143249715998536, 2.0114314009988448, 2.1125853579978866, 2.098180921999301, 1.9930197710018547, 2.0935999159992207, 2.077247551002074, 2.0851176729993313, 2.0008170410001185, 2.036158875002002, 2.0381608879979467, 1.9939024810009869, 1.9541483749999315, 2.0218051289994037, 2.0856900479993783, 1.9894459539973468, 2.0643561559991213, 2.00965732700206, 2.05399096399924, 2.034116686001653, 2.08886411200001, 1.989959094000369]}, "entropy": {"5000": [0.2512160109981778, 0.2613443680020282, 0.2568101359975117, 0.2533074540006055, 0.2510760469995148, 0.2588913079998747, 0.2525928689974535, 0.25034267299997737, 0.25684385700151324, 0.26344461199914804, 0.2564257379999617, 0.2574419980010134, 0.2543464650007081, 0.26278637799987337, 0.2497687009999936, 0.24546970300070825, 0.2490498059996753, 0.25695561799875577, 0.24913232799735852, 0.25049066599967773, 0.26519840599939926, 0.25674409299972467, 0.2532297710022249, 0.25278274300217163, 0.2653415690001566, 0.25509631000022637, 0.2558960060014215, 0.2613980390015058, 0.26027825599885546, 0.2589002579989028], "10000": [0.5740645969999605, 0.5738088519974553, 0.5686437570002454, 0.55984537599943, 0.5634544899985485, 0.5738645430028555, 0.5905869960006385, 0.5737306409973826, 0.5573755859986704, 0.5752093810006045, 0.562066352002148, 0.5714919950005424, 0.5612573049984348, 0.5694250020023901, 0.5766325099975802, 0.5735452769986296, 0.5752694129987503, 0.569594895998307, 0.5704757640014577, 0.5824270880002587, 0.5776955620021909, 0.565171255999303, 0.5745712880016072, 0.5746563499997137, 0.5649075210021692, 0.5875633039977401, 0.563523881999572, 0.5781786219995411, 0.5696660270004941, 0.5843762379990949], "20000": [1.2911266510018322, 1.3180951530011953, 1.2807728100015083, 1.292101121001906, 1.2773228990008647, 1.289222362000146, 1.278351560998999, 1.2821400280008675, 1.3050703359986073, 1.309843325001566, 1.3034569939991343, 1.3045999970017874, 1.2734606199992413, 1.2975673940018169, 1.2874440569976286, 1.3015359649980383, 1.2853756649965362, 1.2505866619976587, 1.2758263790019555, 1.3009652829969127, 1.3121468819990696, 1.3229608239998925, 1.2775498640003207, 1.2786660070014477, 1.2929143389992532, 1.2896319709980162, 1.2793512710013601, 1.3152300959991408, 1.2819286239973735, 1.2756428959983168], "40000": [2.913963672999671, 2.8511983290009084, 2.868915912000375, 2.85486286500236, 2.817065470997477, 2.8330783689998498, 2.8513781239998934, 2.8545348790030403, 2.9052375560022483, 2.870877154000482, 2.9391473309988214, 2.9013554979974288, 2.833375176000118, 2.7854531860029965, 2.8068021129984118, 2.797551214000123, 2.746897627999715, 2.790384397001617, 2.7675607899982424, 2.8413221900009376, 2.8275908389987308, 2.8345964130021457, 2.866566316999524, 2.820045806001872, 2.869978237002215, 2.879850309996982, 2.8141652249978506, 2.886291352002445, 2.8504786889971, 2.767229015000339]}}
Raw
pr_criterion.json
{"squared_error": {"5000": [0.151248427999235, 0.16757091300314642, 0.17150343600224005, 0.16947120300028473, 0.17081951200088952, 0.1752610450021166, 0.17102169500140008, 0.17318921200057957, 0.15883969800052, 0.17208397799913655, 0.16348858600031235, 0.17470634300116217, 0.15300430599745596, 0.17194111499702558, 0.17233665299863787, 0.15367998000147054, 0.1617017790013051, 0.18010206599865342, 0.16916938600115827, 0.17595395999887842, 0.1568142659998557, 0.16685157699976116, 0.15409656900010305, 0.1572314750010264, 0.17800013200030662, 0.16854400299780536, 0.1785910739999963, 0.15449022599932505, 0.15516262999881292, 0.16488694599684095], "10000": [0.3204307739979413, 0.32929221100130235, 0.32841145200291066, 0.3370569639992027, 0.3300856259993452, 0.32161985900165746, 0.3224205950027681, 0.3156759340017743, 0.32097148500179173, 0.32357509000212303, 0.3198253599985037, 0.31802882199917804, 0.34055104599974584, 0.333319155000936, 0.3237492430016573, 0.32074538999950164, 0.32117074899724685, 0.33109940699796425, 0.3265552509983536, 0.32819340599962743, 0.33181353300096816, 0.3217665500014846, 0.33732222800244926, 0.3205467650004721, 0.3245323980008834, 0.3190641420005704, 0.31974650700067286, 0.31867314400005853, 0.31878240699734306, 0.32231111099827103], "20000": [0.6960212550002325, 0.6940109220013255, 0.6909062060003635, 0.6963446399968234, 0.6915539000001445, 0.6985657260011067, 0.6871521960019891, 0.6966399140001158, 0.6859228180001082, 0.7038822560025437, 0.7094139420005376, 0.6927644710012828, 0.6951011199998902, 0.6951301190019876, 0.6958487759984564, 0.6915050229981716, 0.6981357320000825, 0.6960990890001995, 0.6951421980011219, 0.698262142999738, 0.686790760999429, 0.6977270110000973, 0.6904949290001241, 0.6902224020013819, 0.7003895560010278, 0.694462191000639, 0.6880558960001508, 0.6923687259986764, 0.6885121449995495, 0.6963106289986172], "40000": [1.5341452440006833, 1.5218815939988417, 1.5212694789988745, 1.5148746329978167, 1.5273483439996198, 1.5321640419970208, 1.5325988799995685, 1.5272814069976448, 1.5246885500018834, 1.526463824997336, 1.5169452219997765, 1.514016849003383, 1.5220775369998591, 1.5269341179991898, 1.5246204869981739, 1.5193647939995572, 1.524699003999558, 1.517919771002198, 1.5258506950012816, 1.5297632260007958, 1.53038893700068, 1.5521815440006321, 1.5145011700005853, 1.5244694569992134, 1.5198287480016006, 1.5265223659989715, 1.5275630069991166, 1.5445400619973952, 1.5213046400021994, 1.5315087839990156]}, "friedman_mse": {"5000": [0.14741971799958264, 0.166460738000751, 0.16695636800068314, 0.16524399199988693, 0.15803223199691274, 0.15854570100054843, 0.1528564420004841, 0.165715981998801, 0.16823527499946067, 0.16453815700151608, 0.16568679199917824, 0.15991153999857488, 0.16802070999983698, 0.16812842299987096, 0.16517212100006873, 0.17248721400028444, 0.1668034140020609, 0.1449230649996025, 0.16644516799715348, 0.1654926670016721, 0.1674536380014615, 0.16120833699824288, 0.1662857739975152, 0.1660856300004525, 0.16882700700080022, 0.16567806099919835, 0.1646389090019511, 0.1637556499990751, 0.1676301319967024, 0.16887839899936807], "10000": [0.30710259199986467, 0.31505153000034625, 0.31165949699789053, 0.3113122699978703, 0.3174276079989795, 0.3169019870001648, 0.3131672689996776, 0.3153918360003445, 0.32014732499737875, 0.3189266610024788, 0.3081270330003463, 0.31619236300321063, 0.31473647100210655, 0.3219650829996681, 0.30914496399782365, 0.31473678100155666, 0.3118361699998786, 0.31854619099976844, 0.3151307189982617, 0.30745260800176766, 0.31692953699894133, 0.3190135709992319, 0.3235586359987792, 0.31312638700183015, 0.32334115199773805, 0.31503101699854597, 0.31628075299886405, 0.3127302980028617, 0.32066295399999944, 0.3252243009992526], "20000": [0.6521182760006923, 0.6492201250002836, 0.6638637730029586, 0.6572239229972183, 0.650544632000674, 0.6614789410014055, 0.6526551549977739, 0.663430240998423, 0.6583127040030377, 0.6579082240023126, 0.6613830980022612, 0.6521466529993631, 0.6553245799987053, 0.6549432400024671, 0.6580117550001887, 0.6595522479983629, 0.6577849700006482, 0.6544796800008044, 0.6524616069982585, 0.6666273850023572, 0.6618864249976468, 0.6614416550000897, 0.6625210680031159, 0.6561734330025502, 0.6603417409969552, 0.658747436998965, 0.6617897199976142, 0.6666138619984849, 0.665478727001755, 0.6526097370006028], "40000": [1.4470291290017485, 1.4461335390005843, 1.4512234950016136, 1.4378132920028293, 1.4631337899991195, 1.4481197749992134, 1.4515271239979484, 1.4491414839976642, 1.4494820079999045, 1.447735649999231, 1.44803515500098, 1.449659158999566, 1.457188534001034, 1.4536773200015887, 1.4463429739989806, 1.4563849039986962, 1.4560703850002028, 1.452771574997314, 1.4518443330016453, 1.452508766000392, 1.452029495001625, 1.4458743850009341, 1.4541550760004611, 1.455748278000101, 1.443498209999234, 1.4600387050013524, 1.4570233510021353, 1.4651204199981294, 1.4403745390009135, 1.4540962749997561]}, "poisson": {"5000": [0.21644496599765262, 0.22092391999831307, 0.25296556200191844, 0.21754561900161207, 0.20503871699838783, 0.2282567440015555, 0.23384035100025358, 0.21838797700183932, 0.2305050709983334, 0.2231423060002271, 0.22759510900141322, 0.2532057159987744, 0.22420353800043813, 0.21901978900132235, 0.24091058799967868, 0.22351953399993363, 0.2244521229986276, 0.25379623899789294, 0.24164878399824374, 0.255579556000157, 0.20666361099938513, 0.23531535000074655, 0.2334918619999371, 0.246647887997824, 0.22085933700145688, 0.24591544199938653, 0.22228775700205006, 0.2462663110018184, 0.23062825200031511, 0.2269593849996454], "10000": [0.44358182400173973, 0.44080370599840535, 0.4587715420020686, 0.456046185001469, 0.4311061130028975, 0.46519390499815927, 0.4612891640026646, 0.44957011899896315, 0.46998979699856136, 0.4654161699982069, 0.47034777399676386, 0.48690273000102025, 0.4780928859981941, 0.45046383699809667, 0.441205341998284, 0.4541264430008596, 0.4592386799995438, 0.4661809749995882, 0.4626013109991618, 0.4352311059992644, 0.46792924200053676, 0.46008515700304997, 0.4681576170005428, 0.4656685039990407, 0.4947881529988081, 0.46901873399838223, 0.4911196259999997, 0.45914449599877116, 0.5029381430031208, 0.44441995800298173], "20000": [0.9722161719982978, 1.0565086070018879, 0.9357774470008735, 0.9229088480024075, 0.9653184540002258, 0.9189409329992486, 0.948824629002047, 0.9502296070022567, 0.9670315589974052, 0.9780185470008291, 0.907798737000121, 0.9325842060025025, 0.9489456669980427, 1.0013719350026804, 0.9725445709991618, 0.9816668409985141, 0.9471014470000227, 0.9151937380011077, 0.9632952149986522, 0.9757224139975733, 0.8960415960027603, 0.9515873080017627, 0.9266434459968877, 0.8983251319987176, 0.9703668690017366, 0.9453615550009999, 0.8937944659992354, 0.8862907180009643, 0.9644583839981351, 0.9954495609999867], "40000": [2.041920649000531, 1.897031185002561, 2.0825496040015423, 1.8454883019985573, 2.005730722001317, 1.886772091002058, 1.886512164001033, 1.9718246260017622, 1.9232662680005888, 1.9105966609968164, 1.916767079001147, 1.9294047809999029, 1.902273890998913, 1.9702974409992748, 1.8838891119994514, 1.9459848279984726, 1.9582286629993177, 2.1018142720022297, 1.9696047059987905, 1.9262422870015143, 1.8371125319972634, 1.9153327549975074, 1.8742756440005905, 2.0805989940017753, 1.9461581130017294, 1.9003874139998516, 2.0036384710001585, 1.906353955000668, 1.836865780998778, 1.9505462140004965]}, "absolute_error": {"1000": [0.3735062339983415, 0.3777290729995002, 0.38017879299877677, 0.3691694529989036, 0.40965428900017287, 0.40959150699927704, 0.417871200999798, 0.41467367299992475, 0.3833634200018423, 0.3734732119992259, 0.3965933059989766, 0.37542928300172207, 0.4147034439993149, 0.3919190080014232, 0.37920221099921037, 0.3864038220017392, 0.38611345599929336, 0.390786603999004, 0.38568787700205576, 0.38410580400159233, 0.38165029199808487, 0.4272306849998131, 0.3876590479994775, 0.41438471600122284, 0.38385861899951124, 0.41800963100104127, 0.3993917429979774, 0.38851072500256123, 0.41422141200018814, 0.3838673479986028], "2000": [1.3591361079998023, 1.4038132309979119, 1.3112027060014952, 1.3327786449990526, 1.3346131720027188, 1.4003670750025776, 1.35194112300087, 1.3478551670013985, 1.3608237160005956, 1.3794762459983758, 1.3178812580008525, 1.3501525710016722, 1.3812185480019252, 1.3178605450011673, 1.3463844700017944, 1.3481589959992561, 1.3742554999989807, 1.3605096220017003, 1.3356164420001733, 1.3773321810003836, 1.3794955560006201, 1.4012832900007197, 1.343643576001341, 1.3819369839984574, 1.3505923279990384, 1.3454113899970253, 1.3539071469967894, 1.4454371960018761, 1.3965925760021491, 1.3190677269994922], "3000": [2.8338998959989112, 2.884396404999279, 2.876327563000814, 2.838723436001601, 3.0727961140000843, 2.906841727999563, 2.844651388000784, 2.825407353000628, 2.9195852630000445, 2.861972787999548, 2.9107006810008897, 2.861243966002803, 2.9154402619969915, 2.838400422002451, 3.047669281997514, 2.864917928000068, 2.8583323069979087, 2.8123584860004485, 2.833004592001089, 2.8424161250004545, 2.909258094001416, 2.868809217998205, 2.8100631710003654, 3.0912472769996384, 2.8386830409981485, 2.882555311000033, 2.9297115709996433, 2.86714880299769, 2.976255802997912, 2.842906653000682], "4000": [4.861149248001311, 4.950469180002983, 5.067744633000984, 4.928311068997573, 4.958398346003378, 4.986994381997647, 4.975661787000718, 4.945525931998418, 4.817780843000946, 5.078024000998994, 4.96503336099704, 4.922938545998477, 5.088125194997701, 4.972340527001506, 4.951228390000324, 4.834866990000592, 4.823267641997518, 4.941247008002392, 4.8345627109993075, 4.897863670001243, 4.8025725499974214, 4.9794711520007695, 4.808148800999334, 4.885245367997413, 4.916841865997412, 4.906276120000257, 4.9791653669999505, 4.80641986000046, 4.825496748999285, 4.8366647840011865]}, "gini": {"5000": [0.1734163540022564, 0.1567324079987884, 0.15667505700184847, 0.16068353900118382, 0.1576389059991925, 0.15905655499955174, 0.1577732189980452, 0.15676039699974353, 0.15964094700029818, 0.1542057750011736, 0.1514881980001519, 0.16231628199966508, 0.16078321000168216, 0.15971609900225303, 0.15494636999937939, 0.15200496900069993, 0.17195451299994602, 0.16646881899941945, 0.15671403699889197, 0.15808856500007096, 0.14986824500010698, 0.16189188399948762, 0.15700493199983612, 0.15882484999747248, 0.1718712920010148, 0.15365642200049479, 0.1527149540015671, 0.16419416200005799, 0.16513884099913412, 0.15506408199871657], "10000": [0.3793923939992965, 0.37015028200039524, 0.36609256800147705, 0.36424144800184877, 0.3452417430016794, 0.3820257879997371, 0.3946647699995083, 0.36467885700039915, 0.35945427900151117, 0.36880378299974836, 0.3601097419996222, 0.3623323079991678, 0.3663134410016937, 0.37901156500083744, 0.3902589290009928, 0.3752312169999641, 0.3621609139991051, 0.36006723099853843, 0.3678649739995308, 0.34559724000064307, 0.35882049499923596, 0.35282344999723136, 0.3858381760001066, 0.36594036299720756, 0.3610652810020838, 0.3679623459975119, 0.37377721600205405, 0.3400626850016124, 0.3607512249982392, 0.3538840719993459], "20000": [0.8559669930000382, 0.8900585619994672, 0.8846099780021177, 0.8667385970002215, 0.8126415119986632, 0.8259251989984477, 0.9008199150011933, 0.8577212389973283, 0.9144039470011194, 0.8501991029988858, 0.8998682640012703, 0.8515142989999731, 0.8743894850013021, 0.8395856710012595, 0.8513405049998255, 0.8989504130004207, 0.8911913019983331, 0.8604473230006988, 0.851155230000586, 0.8559371690025728, 0.844808608002495, 0.8678998770010367, 0.8431110929996066, 0.854168600999401, 0.8375057049997849, 0.8716533639999398, 0.8471837059987593, 0.9134944029974577, 0.8620398639977793, 0.8598201179993339], "40000": [2.080721504000394, 1.99597689300208, 1.96246341600272, 2.002680909998162, 1.9770255660005205, 2.1276381829993625, 2.033495447001769, 2.0184714429997257, 2.113697509001213, 1.9930283229987253, 2.088360261001071, 2.075969513000018, 1.9711723059990618, 2.067568336002296, 2.055894471999636, 2.058804970998608, 1.9814690349994635, 2.0126044809985615, 2.0169384199980414, 1.9718016309998347, 1.9369537470010982, 1.9990111740007706, 2.0627049950016954, 1.9667459320007765, 2.0381117729994003, 1.984834666000097, 2.025764824000362, 2.0086091970006237, 2.066242532000615, 1.9707204590013134]}, "entropy": {"5000": [0.24863348700091592, 0.25834263500291854, 0.2559938569975202, 0.25067553800181486, 0.24869654799840646, 0.25642539600085, 0.25006321600085357, 0.25979609500063816, 0.2541035380018002, 0.26003420999768423, 0.25350903600337915, 0.25414699999964796, 0.25136132199986605, 0.2597613249999995, 0.24689648099956685, 0.24288692899790476, 0.24637349099793937, 0.25379269100085367, 0.2465804540006502, 0.24770707900097477, 0.2623784780007554, 0.25368732000060845, 0.25023633999808226, 0.24996477400054573, 0.2625041710016376, 0.25179488099820446, 0.25304468700051075, 0.2585533990022668, 0.25724246300160303, 0.2560130969977763], "10000": [0.5673106859976542, 0.5663617469981546, 0.5615683489995718, 0.5525587250012904, 0.5567934020000394, 0.5662590150022879, 0.5830979490019672, 0.566378547999193, 0.5499538910007686, 0.5675504110004113, 0.5551627490021929, 0.5645839499993599, 0.553620636001142, 0.5613881149984081, 0.5693309080015752, 0.565931728000578, 0.567579411999759, 0.5623904760032019, 0.5634559680001985, 0.5743916309984343, 0.5704342310018546, 0.5577262799997698, 0.5675732720010274, 0.5675080410001101, 0.5582026800002495, 0.5807289399999718, 0.5559265929987305, 0.5710992439999245, 0.5628513550000207, 0.5763170509999327], "20000": [1.2752762119998806, 1.3020374580009957, 1.262954069999978, 1.27693259499938, 1.2519021530024474, 1.2734030739993614, 1.2571199799967872, 1.2604502879985375, 1.2886766250012442, 1.293210469000769, 1.2868322870017437, 1.280018168999959, 1.2585031480011821, 1.281132391999563, 1.2619417999994766, 1.296139938000124, 1.28006896000079, 1.2259456430001592, 1.250112308000098, 1.285139554001944, 1.2961452589988767, 1.3166296780000266, 1.2625536619998456, 1.260652372999175, 1.2782148719998077, 1.2714912240007834, 1.2647272959984548, 1.2985781690003932, 1.2576136009993206, 1.2494248040020466], "40000": [2.875574814999709, 2.8109408039999835, 2.7850630640023155, 2.7731243099988205, 2.7356358529978024, 2.756061791002139, 2.7684282650006935, 2.77247535800052, 2.8141038800022216, 2.788111988997116, 2.8526342490004026, 2.8175139099985245, 2.7535518019976735, 2.698749619998125, 2.723933296998439, 2.7141903470001125, 2.6678307080001105, 2.7118050290009705, 2.6831045119979535, 2.752382339000178, 2.7436649310002394, 2.7473485660011647, 2.7814091539985384, 2.7340258449985413, 2.781947985997249, 2.794932731998415, 2.7387284910000744, 2.7996194880033727, 2.767496710999694, 2.687564845000452]}}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
0