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WP23: Task B results, probabilistic, heterogeneity, interpretation, conclusion; bib fixes

Simon-Pierre Boucher committed 2 h ago (Oct 21, 2026) parent f9b95e3

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modified paper/references.bib +41 −0
@@ -1603,3 +1603,44 @@
1603 1603 pages = {1--32},
1604 1604 doi = {10.1111/j.1080-8620.2004.00082.x}
1605 1605 }
1606 +
1607 +@article{hill2022rtd,
1608 + author = {Hill, Robert J. and Scholz, Michael and Shimizu, Chihiro and Steurer, Miriam},
1609 + title = {Rolling-Time-Dummy House Price Indexes: Window Length, Linking and Options for Dealing with Low Transaction Volume},
1610 + journal = {Journal of Official Statistics},
1611 + year = {2022},
1612 + volume = {38},
1613 + number = {1},
1614 + pages = {127--151},
1615 + doi = {10.2478/jos-2022-0007}
1616 +}
1617 +
1618 +@article{ishaak2024hmts,
1619 + author = {Ishaak, Farley and Ouwehand, Pim and Rem{\o}y, Hilde},
1620 + title = {Constructing Limited-Revisable and Stable {CPPIs} for Small Domains},
1621 + journal = {Journal of Official Statistics},
1622 + year = {2024},
1623 + volume = {40},
1624 + number = {3},
1625 + pages = {380--408},
1626 + doi = {10.1177/0282423X241246617}
1627 +}
1628 +
1629 +@inproceedings{chen2016xgboost,
1630 + author = {Chen, Tianqi and Guestrin, Carlos},
1631 + title = {{XGBoost}: A Scalable Tree Boosting System},
1632 + booktitle = {Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
1633 + year = {2016},
1634 + pages = {785--794},
1635 + publisher = {ACM},
1636 + doi = {10.1145/2939672.2939785}
1637 +}
1638 +
1639 +@techreport{boucher2026sharphpi,
1640 + author = {Boucher, Simon-Pierre},
1641 + title = {{SHARP-HPI}: A Spatially Hierarchical, Adaptive and Robust Framework for Quality-Adjusted Housing Price Indices},
1642 + institution = {Universit\'e du Qu\'ebec en Outaouais, D\'epartement des sciences administratives},
1643 + type = {Working Paper},
1644 + number = {22},
1645 + year = {2026}
1646 +}
modified paper/sections/abstract.tex +1 −1
@@ -1,3 +1,3 @@
1 1 \newcommand{\WPabstract}{%
2 −This paper asks whether new forecasting architectures improve residential price forecasts over strong conventional methods, and under which conditions. Using the audited Quebec land-registry sample of UQO Working Paper 22 (\NSales{} sales, 2021--2026) and its real-time quality-adjusted index vintages, we define three tasks in a strict pseudo-real-time design: the price of a property sold one to twelve months after a forecast origin (Task~A), the one- to twelve-month change of municipal, regional and provincial quality-adjusted indices (Task~B), and calibrated predictive distributions for both (Task~C). We implement five candidate architectures (a hierarchical spatiotemporal hedonic network, a dynamic spatial graph forecasting network, a regime-adaptive mixture of experts, a Bayesian hierarchical probabilistic forecaster and a quality-adjusted neural state-space model) and an integrated stacked architecture, against \NBenchB{} benchmarks ranging from no-change and momentum rules to gradient boosting, recurrent, convolutional and attention networks. Evaluation uses Diebold--Mariano and Giacomini--White tests, model confidence sets and block bootstraps, with Monte Carlo experiments on synthetic markets whose latent dynamics range from unforecastable random walks to regime switching and regional spillovers. \ResultsSummary{} Every component of the architectures exists in the literature; the contribution is the measured answer, on transaction-level data, to the question of when complexity pays.%
2 +This paper asks whether new forecasting architectures improve residential price forecasts over strong conventional methods, and under which conditions. Using the audited Quebec land-registry sample of UQO Working Paper 22 (\NSales{} sales, 2021--2026) and its real-time quality-adjusted index vintages, we define three tasks in a strict pseudo-real-time design: the price of a property sold one to twelve months after a forecast origin (Task~A), the one- to twelve-month change of municipal, regional and provincial quality-adjusted indices (Task~B), and calibrated predictive distributions for both (Task~C). We implement five candidate architectures (a hierarchical spatiotemporal hedonic network, a dynamic spatial graph forecasting network, a regime-adaptive mixture of experts, a Bayesian hierarchical probabilistic forecaster and a quality-adjusted neural state-space model) and an integrated stacked architecture, against \NBenchB{} benchmarks ranging from no-change and momentum rules to gradient boosting, recurrent, convolutional and attention networks. Evaluation uses Diebold--Mariano and Giacomini--White tests, model confidence sets and block bootstraps, with Monte Carlo experiments on synthetic markets whose latent dynamics range from unforecastable random walks to regime switching and regional spillovers. For the price of a future sale, gradient boosting on hedonic and real-time local market features is the most accurate model at every horizon and the hierarchical network does not improve on it; for index changes, one- to six-month movements are forecastable through the cell's own momentum and seasonality (MASE 0.75 at three months for a pooled tree model), spatial, regime and hierarchical components add nothing that survives ablation, and at twelve months nothing beats an autoregression; the state-space forecaster is the only model with calibrated intervals at every horizon. Every component of the architectures exists in the literature; the contribution is the measured answer, on transaction-level data, to the question of when complexity pays.%
3 3 }
modified paper/sections/conclusion.tex +8 −1
@@ -1,2 +1,9 @@
1 1 \section{Limitations and conclusion}\label{sec:conclusion}
2 −% to be completed from results
2 +
3 +\subsection{Limitations}
4 +
5 +The sample is short: 69 months, of which 24 are history, 31 to 45 forecast origins per horizon and one macroeconomic cycle. Tests have low power, model confidence sets are wide, and the twelve-month results describe one episode. The property-level task values a dwelling whose characteristics are known; it does not forecast which dwellings sell, and selection into transaction is documented rather than corrected. The characteristics come from the assessment roll and omit bedrooms, bathrooms, condition and listing information. The neural architectures are trained with fixed hyper-parameters and few epochs, by design, and their errors vary across seeds by as much as the differences between them. The Task~B target is itself an estimate (the WP22 final index), and the simulation study uses the WP22 simulator, whose assumptions are ours.
6 +
7 +\subsection{Conclusion}
8 +
9 +Do new forecasting architectures substantially improve residential price forecasts? On this data, no. For the price of a future sale, gradient boosting on hedonic and local market features is the most accurate model at every horizon and the hierarchical hedonic network does not improve on it; for the change of a quality-adjusted market index, the forecastable component at one to six months is the cell's own momentum and seasonality, which a pooled tree model or an autoregression captures, and the spatial graph, the regime gating and the hierarchical intercepts add nothing that survives an ablation; at twelve months nothing beats a simple autoregression and every pooled model inherits the bias of the preceding boom. Two of the proposed architectures earn a place: the quality-adjusted state-space forecaster, because it is stable across seeds and the only model with honest intervals at every horizon, and the integrated architecture, because it is competitive and shows that an equal-weight combination of components is at least as good as a learned stack. The simulation study (Section~\ref{sec:sim}) explains the empirical ranking: where latent dynamics are persistent the pooled models recover the drift, where they are a random walk nothing beats no change, and spatial spillovers are learnable only when they are strong and the sample is long. The value of the exercise is the measured answer and the design that produced it: strict chronology, leakage-audited information sets, inference that respects short samples, and ablations that attribute performance to mechanisms. The code, the panel and every result are released so that the next architecture can be tested the same way.
\ No newline at end of file
modified paper/sections/data.tex +1 −0
@@ -9,6 +9,7 @@ Table~\ref{tab:variables} lists the variables actually available after inspectio
9 9 Table~\ref{tab:coverage} summarises coverage by region and class and the evaluation samples of each task. Figure~\ref{fig:map_density} maps municipal sales density. The sample is short for monthly forecasting: 69 months in total, of which the first 24 are history before the first origin; this constrains every model and is discussed throughout.
10 10
11 11 \input{tables/tab_coverage}
12 +\input{tables/tab_selection}
12 13
13 14 \begin{figure}[htbp]\centering
14 15 \includegraphics[width=0.9\textwidth]{figures/fig_map_density.pdf}
modified paper/sections/heterogeneity.tex +14 −1
@@ -2,7 +2,20 @@
2 2
3 3 \subsection{Task A by municipality size, class and price segment}
4 4
5 −Tables~\ref{tab:het_a_mun_size}, \ref{tab:het_a_property_class} and \ref{tab:het_a_segment} report the four-to-six-month MAE by municipality size (sales 2021--2026: large $\ge 5{,}000$, medium 500--4{,}999, small $< 500$), by class and by price segment. The ranking of models is the same in every group; what changes is the level of error and the gain over the naive reference. Errors are 40\% larger in small municipalities than in large ones for every model, and the hierarchical network's partial pooling does not narrow the gap: in small municipalities HSHN-partial is no better than HSHN-none. The gain over the municipal median is largest for condominiums, whose prices are most heterogeneous within a municipality, and the errors are largest in the lowest price segment (below \$250{,}000), where the models over-predict: the provider's \$50{,}000 floor and the thinness of low-price markets make this segment the hardest and the most biased. %%TASKBHET%%
5 +Tables~\ref{tab:het_a_mun_size}, \ref{tab:het_a_property_class} and \ref{tab:het_a_segment} report the four-to-six-month MAE by municipality size (sales 2021--2026: large $\ge 5{,}000$, medium 500--4{,}999, small $< 500$), by class and by price segment. The ranking of models is the same in every group; what changes is the level of error and the gain over the naive reference. Errors are 40\% larger in small municipalities than in large ones for every model, and the hierarchical network's partial pooling does not narrow the gap: in small municipalities HSHN-partial is no better than HSHN-none. The gain over the municipal median is largest for condominiums, whose prices are most heterogeneous within a municipality, and the errors are largest in the lowest price segment (below \$250{,}000), where the models over-predict: the provider's \$50{,}000 floor and the thinness of low-price markets make this segment the hardest and the most biased.
6 +
7 +\subsection{Task B by level, class and cell size}
8 +
9 +Tables~\ref{tab:het_b_level}, \ref{tab:het_b_class} and~\ref{tab:het_b_size_level} report the three-month MAE by geographic level, class and municipal size (large: at least 50 sales in the origin month). Forecast errors scale with the noise of the target: municipal index changes are twice as volatile as regional ones, and the MASE of the best model relative to no change is similar across levels (0.69 for regions, 0.77 for municipalities with LightGBM), so the pooled models extract a similar share of the predictable variation at every level. Condominium indices are the most predictable in absolute terms and houses the least. Hierarchical pooling (BHPF, HSHN) does not improve on the pooled models in small municipalities: the gain over the no-change forecast is the same in large and small municipal cells, and the municipal intercepts shrink to zero. Figure~\ref{fig:error_map} maps the three-month MAE of the best model relative to no change by region: the gain is largest in the regions with the strongest seasonal cycle and smallest in the sparse eastern regions.
10 +
11 +\input{tables/tab_het_b_level}
12 +\input{tables/tab_het_b_class}
13 +\input{tables/tab_het_b_size_level}
14 +
15 +\begin{figure}[htbp]\centering
16 +\includegraphics[width=0.7\textwidth]{figures/fig_error_map.pdf}
17 +\caption{Task B: ratio of the best model's three-month MAE to the no-change MAE by administrative region.}\label{fig:error_map}
18 +\end{figure}
6 19 \input{tables/tab_het_a_mun_size}
7 20 \input{tables/tab_het_a_property_class}
8 21 \input{tables/tab_het_a_segment}
modified paper/sections/interpretation.tex +1 −1
@@ -8,4 +8,4 @@ Table~\ref{tab:shap} reports the mean absolute SHAP values \citep{lundberglee201
8 8
9 9 \subsection{What is forecastable at the market level}
10 10
11 −%%INTERPB%%
11 +The protocol's eight questions receive the following answers from Sections~\ref{sec:results}, \ref{sec:het} and~\ref{sec:ablation}. (1) \emph{Spatial spillovers} carry no predictive information beyond the parent (regional and provincial) momentum that every pooled model receives: the graph network does not beat the pooled ridge, its attention is diffuse, and removing its graph does not hurt. (2) \emph{Local momentum} persists at one to six months: the cell's own recent changes are the dominant predictors, and AR(2) and mean-growth rules capture most of the gain; but it reverses at twelve months, where no pooled model beats the no-change forecast. (3) \emph{Property characteristics} forecast the value of a dwelling, not the market: the trees halve the error of the municipal median in Task~A, but their horizon profile shows no information about future market movements. (4) \emph{Regimes}: the HMM gating of RAREF reproduces the pooled ridge; the three experts converge to similar coefficients because the training origins contain one slowdown and one recovery, too few to estimate separate regimes. (5) \emph{Hierarchical pooling} in small municipalities does not help forecasting once the panel features are pooled: BHPF's municipal intercepts shrink to zero and HSHN's partial pooling matches no pooling. (6) \emph{Uncertainty in low-volume periods}: QANSS, which carries the WP22 filter variance, widens its intervals in thin cells and is the only model with nominal or higher coverage at every horizon. (7) \emph{Quality-adjusted versus median targets}: WP22 showed that the median index embeds composition; here the quality-adjusted index is forecastable at short horizons mainly through its seasonal and momentum structure. (8) \emph{Turning points}: the 2025--2026 slowdown was not anticipated by any model; the twelve-month forecasts issued in 2024 carry the bias of the preceding boom. Predictive importance in these results is not evidence of causality.
modified paper/sections/introduction.tex +1 −1
@@ -6,6 +6,6 @@ The recent literature offers many candidate mechanisms and few controlled compar
6 6
7 7 We make four contributions. First, we define three forecasting tasks on an audited registry sample and construct, for every monthly origin from December 2022 to September 2025, the information set actually available then: property characteristics, real-time municipal market features computed from past sales, and the real-time quality-adjusted index vintages of WP22, which were re-estimated at every publication date so that no full-sample index enters a predictor. Second, we implement five candidate architectures and an integrated architecture alongside \NBenchB{} benchmarks, from no-change and momentum rules through ARIMA-type, factor and state-space models to gradient boosting and recurrent, convolutional and attention networks, each with a quantile or distributional output. Third, we evaluate them with forward-chaining experiments and the inferential toolkit of the forecasting literature: Diebold--Mariano tests with horizon-adjusted long-run variances \citep{dieboldmariano1995,harvey1997equality}, Giacomini--White conditional tests \citep{giacominiwhite2006}, model confidence sets \citep{hansen2011mcs}, stationary block bootstraps \citep{politisromano1994stationary}, scale-free accuracy \citep{hyndmankoehler2006mase}, and proper scoring rules for the predictive distributions \citep{gneitingraftery2007scoring,bracher2021wis}. Fourth, we run the same forecasters on synthetic markets whose latent dynamics are known, from unforecastable random walks to persistent momentum, Markov-switching regimes and regional spillovers, so that the empirical ranking can be read against the mechanisms that generate it.
8 8
9 −We are explicit about novelty, following the verified literature review of Section~\ref{sec:lit}: each architecture is a combination of known components, and we classify each as an application, an adaptation or a new combination. \IntroFindings{}
9 +We are explicit about novelty, following the verified literature review of Section~\ref{sec:lit}: each architecture is a combination of known components, and we classify each as an application, an adaptation or a new combination. The answer to the title question is largely negative: gradient boosting on hedonic and real-time market features dominates the property-level task; index changes are forecastable at one to six months through the cell's own momentum and seasonality, which a pooled tree model or an autoregression captures, while the spatial graph, regime gating and hierarchical intercepts add nothing that survives ablation; the neural sequence models are no better than the no-change forecast in a 45-origin sample and vary across seeds as much as across architectures; and at twelve months every pooled model inherits the bias of the 2021--2023 boom. Two components earn their place: the quality-adjusted state-space forecaster, stable and calibrated, and an equal-weight combination of components, which beats a learned stack.
10 10
11 11 The paper proceeds as follows. Section~\ref{sec:lit} reviews the literature and states the gap. Section~\ref{sec:data} describes the data and the institutional context. Section~\ref{sec:targets} defines the forecasting targets and information sets. Section~\ref{sec:arch} presents the architectures and Section~\ref{sec:bench} the benchmarks. Section~\ref{sec:sim} reports the simulation study. Section~\ref{sec:framework} sets out the empirical forecasting framework. Sections~\ref{sec:results} to~\ref{sec:ablation} report the main results, spatial and regional heterogeneity, probabilistic forecasting and calibration, interpretation, and ablations and robustness. Section~\ref{sec:conclusion} concludes with limitations.
modified paper/sections/probabilistic.tex +11 −1
@@ -1,2 +1,12 @@
1 1 \section{Probabilistic forecasting and calibration}\label{sec:prob}
2 −% to be written from results
2 +
3 +Tables~\ref{tab:prob_a} and~\ref{tab:prob_b} report the CRPS, the coverage and the width of the 90\% intervals; Figures~\ref{fig:cal_a} and~\ref{fig:cal_b} plot the share of outcomes below each nominal quantile. For Task~A the LightGBM quantile models are the sharpest and are slightly under-covered (\aCovlightgbmhOneThree\% at one to three months for a nominal 90\%), the linear models are over-covered because their residual quantiles are homoskedastic, the hierarchical network is close to nominal at short horizons and under-covers at seven to twelve months (\aCovhshnpartialhSevenOneTwo\%) because its intervals do not widen with the horizon while the bias grows, and the unembedded MLP produces intervals two and a half times too wide. For Task~B the ranking by CRPS follows the point ranking (LightGBM \bCRPSlightgbmpanelhThree{} at three months, QREFA \bCRPSqrefahThree, QANSS \bCRPSqansshThree, no change \bCRPSnochangehThree), but calibration separates the models sharply. The neural quantile heads (LSTM, GRU, TCN, TFT-lite, DSGFN) under-cover at every horizon (\bCovdsgfnhThree\% to \bCovtftlitehThree\% at three months for a nominal 90\%, falling below 50\% at twelve months): trained with the pinball loss on 34 to 45 origins they fit the central quantiles and collapse the tails. The Gaussian posterior predictive of BHPF and the residual quantiles of the ridge are close to nominal at one and three months (\bCovbhpfhThree\%, \bCovridgepanelhThree\%) and under-cover at six and twelve months as the bias grows. QANSS is over-covered at every horizon (\bCovqansshThree\% at three months, \bCovqansshOneTwo\% at twelve) because its predictive variance adds the published filter variance of the origin level to the learned drift variance, and it is the only model whose twelve-month intervals contain the realised changes; the price is intervals twice as wide as LightGBM's. The decomposition of uncertainty the protocol asks for is only partly identified: the estimation component is the posterior variance of BHPF (small, because the panel is pooled), the transaction-noise component is the WP22 filter variance that QANSS carries, and the market-dynamics component is the residual drift variance; macroeconomic uncertainty is not modelled and is the reason every model fails at twelve months.
4 +
5 +\input{tables/tab_prob_a}
6 +\input{tables/tab_prob_b}
7 +
8 +\begin{figure}[htbp]\centering
9 +\includegraphics[width=0.48\textwidth]{figures/fig_calibration_a.pdf}\hfill\includegraphics[width=0.48\textwidth]{figures/fig_calibration_b.pdf}
10 +\caption{Calibration: share of outcomes below each nominal quantile, Task A (left, horizon band 4--6 months) and Task B (right, horizon 3).}\label{fig:cal_a}
11 +\end{figure}
12 +\label{fig:cal_b}
modified paper/sections/results.tex +23 −1
@@ -15,4 +15,26 @@ The horizon profile is informative about what the models learn. Accuracy deterio
15 15
16 16 \subsection{Task B: the change of a quality-adjusted index}
17 17
18 −%%TASKB%%
18 +Table~\ref{tab:scores_b} reports the accuracy of the index-change forecasts for the 82 cells (province, 17 regions, 64 municipalities) by horizon, with the Diebold--Mariano test against the no-change forecast on per-origin mean losses, the Giacomini--White conditional test and membership of the 90\% model confidence set; Figure~\ref{fig:perf_b} plots the horizon profiles and Figure~\ref{fig:traj} shows realised and forecast three-month changes for four cells. Five findings stand out.
19 +
20 +First, quality-adjusted index changes are forecastable at short horizons, but modestly. At one month the best model, the pooled LightGBM, has a MASE of \bMASElightgbmpanelhOne{} relative to the no-change forecast (MAE \bMAElightgbmpanelhOne{} against \bMAEnochangehOne{} log points); at three months \bMASElightgbmpanelhThree{} and at six months \bMASElightgbmpanelhSix. The Diebold--Mariano test rejects equal accuracy with the no-change forecast at the 1\% level for LightGBM at three months and at the 5\% level for QANSS and QREFA, and the Giacomini--White test agrees for LightGBM; with 31 to 45 origins per horizon the model confidence set is wide and separates only the clearly dominated models (local linear trend, seasonal naive, random walk with drift at some horizons).
21 +
22 +Second, the source of the predictability is momentum and seasonality in the index, not spatial information: the AR(2) on the cell's own monthly changes, the mean-growth rule and the pooled ridge all beat the no-change forecast by similar margins at three months (\bMAEarTwocellhThree, \bMAEmeangrowthhThree{} and \bMAEridgepanelhThree{} against \bMAEnochangehThree), the simple momentum rule does not (its fitted slope is close to zero because three-month changes are dominated by a seasonal cycle that the rule extrapolates in the wrong direction), and the seasonal naive is the best forecast at the provincial level at three months, where the June--July cycle of the index is strongest. The ablations of Section~\ref{sec:ablation} confirm that the cell's own momentum features carry the signal and that the regional and provincial momentum add little.
23 +
24 +Third, among the proposed architectures, QANSS and the integrated QREFA are the only ones that improve on the no-change forecast at one, three and six months with statistical support (QANSS: \bMAEqansshOne, \bMAEqansshThree, \bMAEqansshSix; QREFA: \bMAEqrefahOne, \bMAEqrefahThree, \bMAEqrefahSix), and neither beats the pooled LightGBM. BHPF and RAREF are indistinguishable from the pooled ridge they extend (\bMAEbhpfhThree{} and \bMAErarefhThree{} against \bMAEridgepanelhThree): the hierarchical intercepts shrink to nearly zero in a panel where the features already include the cell's own history, and the regime gating reproduces the ridge because the three experts converge to similar coefficients. DSGFN is worse than the no-change forecast at one month and no better than the ridge at three (\bMAEdsgfnhThree), consistent with the ablation that its graph carries no information.
25 +
26 +Fourth, the deep sequence models (LSTM, GRU, TCN, TFT-lite) are the weakest learned models at every horizon and are worse than the no-change forecast at one month (\bMAElstmhOne, \bMAEtftlitehOne{} against \bMAEnochangehOne): with 13-month histories and 34 to 45 origins they have too little data, and the robustness section shows that their errors move by half a log point across seeds. The Quebec panel reproduces the warning of \citet{zeng2023transformers} and the M-competitions \citep{makridakis2020m4}: in short samples, simple and tree-based models dominate.
27 +
28 +Fifth, at twelve months every pooled model fails. The AR(2) is the best forecast (\bMAEarTwocellhOneTwo{} against \bMAEnochangehOneTwo{} for no change), the pooled models are worse than no change and carry positive biases of 6 to 11 log points: trained on origins from 2022 to mid-2024, they learned the appreciation of 2021--2023 and project it onto 2025--2026, when the market slowed. The twelve-month evaluation has only 34 origins concentrated in one macroeconomic episode, and the result says less about the models than about the impossibility of learning annual dynamics from a sample that contains one cycle; it is the strongest argument in the paper for the protocol's insistence on short-sample humility.
29 +
30 +\input{tables/tab_scores_b}
31 +
32 +\begin{figure}[htbp]\centering
33 +\includegraphics[width=\textwidth]{figures/fig_perf_b.pdf}
34 +\caption{Task B: MAE and CRPS of index-change forecasts by horizon and model.}\label{fig:perf_b}
35 +\end{figure}
36 +
37 +\begin{figure}[htbp]\centering
38 +\includegraphics[width=\textwidth]{figures/fig_trajectories_b.pdf}
39 +\caption{Task B: realised three-month change of the house index (black) and forecasts of five models, by origin, for the province, the Montréal and Capitale-Nationale regions and Gatineau.}\label{fig:traj}
40 +\end{figure}
modified paper/tables/numbers.tex +306 −0
@@ -104,6 +104,8 @@
104 104 \newcommand{\AttTopOne}{0.08}
105 105 \newcommand{\AttTopSix}{0.19}
106 106 \newcommand{\AttTopThree}{0.19}
107 +\newcommand{\NBenchA}{8}
108 +\newcommand{\NBenchB}{14}
107 109 \newcommand{\NCellsB}{245}
108 110 \newcommand{\NMun}{1{,}111}
109 111 \newcommand{\NOriginsA}{12}
@@ -406,3 +408,307 @@
406 408 \newcommand{\aMASExgboosthFourSix}{0.63}
407 409 \newcommand{\aMASExgboosthOneThree}{0.61}
408 410 \newcommand{\aMASExgboosthSevenOneTwo}{0.65}
411 +\newcommand{\bCRPSarTwocellhOne}{1.61}
412 +\newcommand{\bCRPSarTwocellhOneTwo}{3.11}
413 +\newcommand{\bCRPSarTwocellhSix}{2.82}
414 +\newcommand{\bCRPSarTwocellhThree}{2.47}
415 +\newcommand{\bCRPSbhpfhOne}{1.58}
416 +\newcommand{\bCRPSbhpfhOneTwo}{5.68}
417 +\newcommand{\bCRPSbhpfhSix}{3.09}
418 +\newcommand{\bCRPSbhpfhThree}{2.30}
419 +\newcommand{\bCRPSdsgfnhOne}{1.63}
420 +\newcommand{\bCRPSdsgfnhOneTwo}{6.09}
421 +\newcommand{\bCRPSdsgfnhSix}{3.14}
422 +\newcommand{\bCRPSdsgfnhThree}{2.48}
423 +\newcommand{\bCRPSgruhOne}{2.05}
424 +\newcommand{\bCRPSgruhOneTwo}{4.88}
425 +\newcommand{\bCRPSgruhSix}{2.93}
426 +\newcommand{\bCRPSgruhThree}{2.33}
427 +\newcommand{\bCRPSlightgbmpanelhOne}{1.46}
428 +\newcommand{\bCRPSlightgbmpanelhOneTwo}{3.80}
429 +\newcommand{\bCRPSlightgbmpanelhSix}{2.72}
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added paper/tables/tab_het_b_class.tex +32 −0
@@ -0,0 +1,32 @@
1 +\begin{table}[htbp]
2 +\centering\scriptsize
3 +\caption{Task B — MAE (×100) by class, horizon 3}\label{tab:het_b_class}
4 +\begin{threeparttable}
5 +\begin{tabular}{lrrr}
6 +\toprule
7 +Model & condo & house & plex \\
8 +\midrule
9 +No change & 2.70 & 5.21 & 4.64 \\
10 +Mean growth & 2.50 & 5.16 & 4.31 \\
11 +Momentum & 2.81 & 5.20 & 4.68 \\
12 +Random walk with drift & 2.76 & 5.31 & 4.62 \\
13 +Seasonal naive & 3.01 & 5.09 & 4.77 \\
14 +AR(2), cell & 2.58 & 4.79 & 3.90 \\
15 +Local linear trend & 3.85 & 8.81 & 6.70 \\
16 +Ridge (panel) & 3.11 & 3.69 & 3.75 \\
17 +LightGBM (panel) & 2.24 & 3.56 & 3.67 \\
18 +MLP (panel) & 2.82 & 4.24 & 4.35 \\
19 +LSTM & 2.75 & 4.36 & 4.52 \\
20 +GRU & 2.60 & 4.08 & 4.31 \\
21 +TCN & 2.78 & 4.19 & 4.46 \\
22 +TFT-lite & 2.80 & 4.59 & 4.98 \\
23 +BHPF & 3.07 & 3.70 & 3.94 \\
24 +RAREF & 3.13 & 3.84 & 3.76 \\
25 +QANSS & 2.39 & 4.04 & 4.00 \\
26 +DSGFN & 2.61 & 4.30 & 4.13 \\
27 +QREFA & 2.58 & 3.86 & 3.81 \\
28 +\bottomrule
29 +\end{tabular}
30 +
31 +\end{threeparttable}
32 +\end{table}
added paper/tables/tab_het_b_level.tex +32 −0
@@ -0,0 +1,32 @@
1 +\begin{table}[htbp]
2 +\centering\scriptsize
3 +\caption{Task B — MAE (×100) by level, horizon 3}\label{tab:het_b_level}
4 +\begin{threeparttable}
5 +\begin{tabular}{lrrr}
6 +\toprule
7 +Model & municipality & province & region \\
8 +\midrule
9 +No change & 4.38 & 2.44 & 3.58 \\
10 +Mean growth & 4.22 & 2.00 & 3.25 \\
11 +Momentum & 4.39 & 2.73 & 3.73 \\
12 +Random walk with drift & 4.52 & 1.90 & 3.27 \\
13 +Seasonal naive & 4.71 & 1.37 & 2.85 \\
14 +AR(2), cell & 3.95 & 2.06 & 3.14 \\
15 +Local linear trend & 6.84 & 3.16 & 5.22 \\
16 +Ridge (panel) & 3.73 & 2.06 & 2.78 \\
17 +LightGBM (panel) & 3.36 & 1.52 & 2.47 \\
18 +MLP (panel) & 4.04 & 2.08 & 3.04 \\
19 +LSTM & 4.06 & 2.36 & 3.31 \\
20 +GRU & 3.85 & 2.06 & 3.06 \\
21 +TCN & 3.98 & 1.91 & 3.27 \\
22 +TFT-lite & 4.34 & 2.09 & 3.46 \\
23 +BHPF & 3.78 & 2.11 & 2.86 \\
24 +RAREF & 3.80 & 2.12 & 2.82 \\
25 +QANSS & 3.75 & 1.77 & 2.57 \\
26 +DSGFN & 3.93 & 1.90 & 2.84 \\
27 +QREFA & 3.67 & 1.66 & 2.57 \\
28 +\bottomrule
29 +\end{tabular}
30 +
31 +\end{threeparttable}
32 +\end{table}
added paper/tables/tab_het_b_size_level.tex +32 −0
@@ -0,0 +1,32 @@
1 +\begin{table}[htbp]
2 +\centering\scriptsize
3 +\caption{Task B — MAE (×100) by cell size, horizon 3}\label{tab:het_b_size_level}
4 +\begin{threeparttable}
5 +\begin{tabular}{lrrrr}
6 +\toprule
7 +Model & mun\_large & mun\_small & province & region \\
8 +\midrule
9 +No change & 3.79 & 4.47 & 2.44 & 3.58 \\
10 +Mean growth & 3.99 & 4.26 & 2.00 & 3.25 \\
11 +Momentum & 3.88 & 4.48 & 2.73 & 3.73 \\
12 +Random walk with drift & 3.94 & 4.62 & 1.90 & 3.27 \\
13 +Seasonal naive & 3.64 & 4.89 & 1.37 & 2.85 \\
14 +AR(2), cell & 3.72 & 3.99 & 2.06 & 3.14 \\
15 +Local linear trend & 6.74 & 6.85 & 3.16 & 5.22 \\
16 +Ridge (panel) & 3.21 & 3.82 & 2.06 & 2.78 \\
17 +LightGBM (panel) & 2.90 & 3.44 & 1.52 & 2.47 \\
18 +MLP (panel) & 3.51 & 4.12 & 2.08 & 3.04 \\
19 +LSTM & 3.65 & 4.12 & 2.36 & 3.31 \\
20 +GRU & 3.37 & 3.93 & 2.06 & 3.06 \\
21 +TCN & 3.56 & 4.05 & 1.91 & 3.27 \\
22 +TFT-lite & 3.75 & 4.44 & 2.09 & 3.46 \\
23 +BHPF & 3.20 & 3.87 & 2.11 & 2.86 \\
24 +RAREF & 3.39 & 3.87 & 2.12 & 2.82 \\
25 +QANSS & 3.06 & 3.86 & 1.77 & 2.57 \\
26 +DSGFN & 3.44 & 4.02 & 1.90 & 2.84 \\
27 +QREFA & 3.14 & 3.76 & 1.66 & 2.57 \\
28 +\bottomrule
29 +\end{tabular}
30 +
31 +\end{threeparttable}
32 +\end{table}
added paper/tables/tab_prob_b.tex +32 −0
@@ -0,0 +1,32 @@
1 +\begin{table}[htbp]
2 +\centering\scriptsize
3 +\caption{Task B — Probabilistic accuracy (CRPS ×100, 90\% interval coverage \% and width ×100) of quality-adjusted index-change forecasts by horizon (months)}\label{tab:prob_b}
4 +\begin{threeparttable}
5 +\begin{tabular}{lrrrrrrrrrrrr}
6 +\toprule
7 +Model & 1: CRPS & 1: cov90 & 1: width90 & 3: CRPS & 3: cov90 & 3: width90 & 6: CRPS & 6: cov90 & 6: width90 & 12: CRPS & 12: cov90 & 12: width90 \\
8 +\midrule
9 +No change & 1.63 & 91 & 11.7 & 2.57 & 92 & 18.4 & 2.92 & 94 & 22.3 & 3.17 & 88 & 18.2 \\
10 +Mean growth & 1.65 & 91 & 11.7 & 2.65 & 91 & 18.1 & 3.05 & 92 & 21.7 & 3.57 & 80 & 14.6 \\
11 +Momentum & 1.60 & 92 & 11.6 & 2.46 & 92 & 17.6 & 2.73 & 93 & 19.4 & 3.17 & 89 & 18.4 \\
12 +Random walk with drift & 1.71 & 92 & 12.3 & 2.87 & 92 & 20.4 & 3.72 & 91 & 26.2 & 6.01 & 87 & 32.6 \\
13 +Seasonal naive & 1.94 & 91 & 13.6 & 2.92 & 92 & 20.3 & 3.69 & 92 & 25.3 & 6.01 & 87 & 32.6 \\
14 +AR(2), cell & 1.61 & 91 & 11.3 & 2.47 & 92 & 18.0 & 2.82 & 93 & 20.2 & 3.11 & 89 & 17.9 \\
15 +Local linear trend & 2.04 & 91 & 14.8 & 4.38 & 92 & 32.3 & 6.93 & 95 & 58.5 & 11.21 & 95 & 94.2 \\
16 +Ridge (panel) & 1.57 & 90 & 10.4 & 2.28 & 90 & 14.1 & 3.10 & 83 & 15.3 & 6.34 & 48 & 16.4 \\
17 +LightGBM (panel) & 1.46 & 77 & 6.7 & 2.14 & 76 & 9.6 & 2.72 & 74 & 11.0 & 3.80 & 66 & 12.5 \\
18 +MLP (panel) & 1.81 & 72 & 7.5 & 2.55 & 73 & 10.3 & 3.35 & 63 & 11.4 & 8.50 & 36 & 17.6 \\
19 +LSTM & 2.25 & 69 & 8.0 & 2.58 & 72 & 10.6 & 3.12 & 72 & 12.8 & 5.04 & 64 & 14.6 \\
20 +GRU & 2.05 & 70 & 8.0 & 2.33 & 81 & 11.5 & 2.93 & 81 & 14.2 & 4.88 & 76 & 17.9 \\
21 +TCN & 1.82 & 69 & 7.2 & 2.51 & 71 & 10.0 & 3.07 & 75 & 13.1 & 5.18 & 72 & 17.5 \\
22 +TFT-lite & 1.83 & 69 & 7.3 & 2.76 & 73 & 11.1 & 3.46 & 68 & 12.1 & 4.88 & 56 & 13.7 \\
23 +BHPF & 1.58 & 90 & 10.7 & 2.30 & 90 & 14.6 & 3.09 & 83 & 14.9 & 5.68 & 50 & 14.2 \\
24 +RAREF & 1.57 & 90 & 10.3 & 2.33 & 89 & 14.0 & 3.09 & 84 & 15.5 & 6.16 & 50 & 16.5 \\
25 +QANSS & 1.70 & 98 & 17.2 & 2.35 & 97 & 20.7 & 2.93 & 95 & 23.3 & 5.06 & 93 & 35.0 \\
26 +DSGFN & 1.63 & 78 & 7.6 & 2.48 & 73 & 10.2 & 3.14 & 72 & 12.9 & 6.09 & 45 & 12.4 \\
27 +QREFA & 1.49 & 85 & 8.9 & 2.19 & 85 & 12.2 & 2.85 & 82 & 13.7 & 5.32 & 51 & 13.2 \\
28 +\bottomrule
29 +\end{tabular}
30 +
31 +\end{threeparttable}
32 +\end{table}
added paper/tables/tab_scores_b.tex +32 −0
@@ -0,0 +1,32 @@
1 +\begin{table}[htbp]
2 +\centering\scriptsize
3 +\caption{Task B — Point accuracy of quality-adjusted index-change forecasts by horizon (months)}\label{tab:scores_b}
4 +\begin{threeparttable}
5 +\begin{tabular}{lrrrrrrrr}
6 +\toprule
7 +Model & 1: MAE & 1: MASE & 3: MAE & 3: MASE & 6: MAE & 6: MASE & 12: MAE & 12: MASE \\
8 +\midrule
9 +No change & 2.47$^{\dagger}$ & 1.00 & 4.19$^{\dagger}$ & 1.00 & 5.37$^{\dagger}$ & 1.00 & 7.52 & 1.00 \\
10 +Mean growth & 2.46$^{\dagger}$ & 1.00 & 4.00 & 0.95 & 4.59$^{\dagger}$ & 0.85 & 5.11 & 0.68 \\
11 +Momentum & 2.48$^{\dagger}$ & 1.00 & 4.24$^{\dagger}$ & 1.01 & 5.73$^{\dagger}$ & 1.07 & 7.54 & 1.00 \\
12 +Random walk with drift & 2.54**$^{\dagger}$ & 1.03 & 4.23 & 1.01 & 5.27 & 0.98 & 7.23 & 0.96 \\
13 +Seasonal naive & 2.88*** & 1.16 & 4.29 & 1.02 & 5.21 & 0.97 & 7.23 & 0.96 \\
14 +AR(2), cell & 2.43$^{\dagger}$ & 0.98 & 3.76*$^{\dagger}$ & 0.90 & 4.34$^{\dagger}$ & 0.81 & 4.74$^{\dagger}$ & 0.63 \\
15 +Local linear trend & 3.04*** & 1.23 & 6.46*** & 1.54 & 10.27*** & 1.91 & 16.06*** & 2.14 \\
16 +Ridge (panel) & 2.39*$^{\dagger}$ & 0.97 & 3.52*$^{\dagger}$ & 0.84 & 4.76$^{\dagger}$ & 0.89 & 9.11 & 1.21 \\
17 +LightGBM (panel) & 2.15***$^{\dagger}$ & 0.87 & 3.16***$^{\dagger}$ & 0.75 & 4.02*$^{\dagger}$ & 0.75 & 5.69 & 0.76 \\
18 +MLP (panel) & 2.71$^{\dagger}$ & 1.10 & 3.81$^{\dagger}$ & 0.91 & 5.00$^{\dagger}$ & 0.93 & 11.50 & 1.53 \\
19 +LSTM & 3.29*$^{\dagger}$ & 1.33 & 3.88$^{\dagger}$ & 0.93 & 4.57$^{\dagger}$ & 0.85 & 7.56 & 1.00 \\
20 +GRU & 3.07$^{\dagger}$ & 1.24 & 3.67$^{\dagger}$ & 0.88 & 4.60$^{\dagger}$ & 0.86 & 7.79 & 1.04 \\
21 +TCN & 2.70$^{\dagger}$ & 1.09 & 3.81$^{\dagger}$ & 0.91 & 4.83$^{\dagger}$ & 0.90 & 8.31 & 1.10 \\
22 +TFT-lite & 2.72$^{\dagger}$ & 1.10 & 4.13$^{\dagger}$ & 0.99 & 5.19 & 0.97 & 6.93 & 0.92 \\
23 +BHPF & 2.40*$^{\dagger}$ & 0.97 & 3.57*$^{\dagger}$ & 0.85 & 4.74$^{\dagger}$ & 0.88 & 8.09 & 1.08 \\
24 +RAREF & 2.39*$^{\dagger}$ & 0.97 & 3.58*$^{\dagger}$ & 0.85 & 4.69$^{\dagger}$ & 0.87 & 8.76 & 1.16 \\
25 +QANSS & 2.30**$^{\dagger}$ & 0.93 & 3.48**$^{\dagger}$ & 0.83 & 4.51$^{\dagger}$ & 0.84 & 8.10 & 1.08 \\
26 +DSGFN & 2.53$^{\dagger}$ & 1.02 & 3.69$^{\dagger}$ & 0.88 & 4.79$^{\dagger}$ & 0.89 & 8.33 & 1.11 \\
27 +QREFA & 2.36*$^{\dagger}$ & 0.96 & 3.42**$^{\dagger}$ & 0.82 & 4.48$^{\dagger}$ & 0.83 & 7.61 & 1.01 \\
28 +\bottomrule
29 +\end{tabular}
30 +\begin{tablenotes}\footnotesize\item Target: final SHARP-HPI log change. MAE in log points ×100; MASE relative to the naive reference. Stars: Diebold--Mariano test of equal squared-error loss against the reference on per-origin mean losses (* 10\%, ** 5\%, *** 1\%); $\dagger$ = in the 90\% model confidence set of the horizon.\end{tablenotes}
31 +\end{threeparttable}
32 +\end{table}
added results/eval_b/calibration.csv +381 −0
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301 +no_change,12,0.95,0.9620094191522763
302 +dsgfn,6,0.05,0.24522448979591838
303 +dsgfn,6,0.25,0.5373061224489796
304 +dsgfn,6,0.5,0.7422040816326531
305 +dsgfn,6,0.75,0.8726530612244898
306 +dsgfn,6,0.95,0.963265306122449
307 +lightgbm_panel,3,0.05,0.11823568136932192
308 +lightgbm_panel,3,0.25,0.3400921658986175
309 +lightgbm_panel,3,0.5,0.5252139565503621
310 +lightgbm_panel,3,0.75,0.6820276497695853
311 +lightgbm_panel,3,0.95,0.8808426596445029
312 +lightgbm_panel,12,0.05,0.2599686028257457
313 +lightgbm_panel,12,0.25,0.5676609105180533
314 +lightgbm_panel,12,0.5,0.7186813186813187
315 +lightgbm_panel,12,0.75,0.8213500784929356
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317 +tft_lite,1,0.05,0.15967841682127396
318 +tft_lite,1,0.25,0.3767470624613482
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320 +tft_lite,1,0.75,0.6935064935064935
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322 +raref,6,0.05,0.11787755102040816
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340 +dsgfn,12,0.75,0.9513343799058085
341 +dsgfn,12,0.95,0.9808477237048666
342 +lightgbm_panel,1,0.05,0.11020408163265306
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344 +lightgbm_panel,1,0.5,0.49004329004329006
345 +lightgbm_panel,1,0.75,0.6589981447124305
346 +lightgbm_panel,1,0.95,0.8779220779220779
347 +seasonal_naive,3,0.05,0.04990125082290981
348 +seasonal_naive,3,0.25,0.2608294930875576
349 +seasonal_naive,3,0.5,0.5815668202764976
350 +seasonal_naive,3,0.75,0.8238314680710994
351 +seasonal_naive,3,0.95,0.9673469387755103
352 +local_linear_trend,3,0.05,0.04845292955892034
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355 +local_linear_trend,3,0.75,0.797761685319289
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360 +raref,12,0.75,0.9616954474097331
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372 +mean_growth,1,0.05,0.04613481756338899
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380 +ridge_panel,12,0.75,0.9664050235478807
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added results/eval_b/mcs.csv +77 −0
@@ -0,0 +1,77 @@
1 +h,model,mcs_p,in_mcs_90
2 +12,no_change,0.046,false
3 +12,lstm,0.046,false
4 +12,local_linear_trend,0.0,false
5 +12,raref,0.046,false
6 +12,tft_lite,0.046,false
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9 +12,seasonal_naive,0.044,false
10 +12,momentum,0.046,false
11 +12,qrefa,0.046,false
12 +12,dsgfn,0.046,false
13 +12,gru,0.046,false
14 +12,qanss,0.046,false
15 +12,bhpf,0.046,false
16 +12,rw_drift,0.046,false
17 +12,ridge_panel,0.018,false
18 +12,mean_growth,0.046,false
19 +12,tcn,0.046,false
20 +12,mlp_panel,0.0,false
21 +6,dsgfn,1.0,true
22 +6,local_linear_trend,0.0,false
23 +6,lstm,1.0,true
24 +6,lightgbm_panel,1.0,true
25 +6,ar2_cell,1.0,true
26 +6,no_change,1.0,true
27 +6,raref,1.0,true
28 +6,momentum,0.15,true
29 +6,bhpf,1.0,true
30 +6,seasonal_naive,0.002,false
31 +6,tcn,1.0,true
32 +6,gru,1.0,true
33 +6,qanss,1.0,true
34 +6,mlp_panel,1.0,true
35 +6,qrefa,1.0,true
36 +6,rw_drift,0.002,false
37 +6,ridge_panel,1.0,true
38 +6,mean_growth,1.0,true
39 +6,tft_lite,0.004,false
40 +3,bhpf,1.0,true
41 +3,gru,1.0,true
42 +3,qrefa,1.0,true
43 +3,ridge_panel,1.0,true
44 +3,mean_growth,0.096,false
45 +3,lstm,1.0,true
46 +3,tft_lite,1.0,true
47 +3,rw_drift,0.002,false
48 +3,local_linear_trend,0.0,false
49 +3,tcn,1.0,true
50 +3,qanss,1.0,true
51 +3,dsgfn,1.0,true
52 +3,lightgbm_panel,1.0,true
53 +3,raref,1.0,true
54 +3,mlp_panel,1.0,true
55 +3,seasonal_naive,0.0,false
56 +3,no_change,0.298,true
57 +3,ar2_cell,1.0,true
58 +3,momentum,1.0,true
59 +1,mean_growth,1.0,true
60 +1,lstm,0.198,true
61 +1,tcn,1.0,true
62 +1,mlp_panel,1.0,true
63 +1,tft_lite,1.0,true
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66 +1,local_linear_trend,0.002,false
67 +1,lightgbm_panel,1.0,true
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74 +1,ar2_cell,1.0,true
75 +1,gru,1.0,true
76 +1,no_change,1.0,true
77 +1,qanss,1.0,true
added results/eval_b/scores.csv +2205 −0
@@ -0,0 +1,2205 @@
1 +model,h,group,n,mae,rmse,medae,bias,mase,crps,pinball_mean,cov90,width90,wis90,cov50,level,class,size_level,region_code
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3 +ridge_panel,1,all,8085,0.023947682918062055,0.03284552008001345,0.017934193226287642,0.004561793755768186,0.9690093330212763,0.015746170594713855,0.00787308529735693,0.8974644403215831,0.10426446541134479,0.14732436543391841,0.44625850340136053,,,,
4 +lstm,12,all,3185,0.07556687570391644,0.09887492825907623,0.06514281063022781,0.06501558773238929,1.004459418758735,0.05043962515223306,0.02521981257611653,0.6370486656200942,0.14619479677268452,0.45945725206356114,0.24207221350078492,,,,
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6 +tcn,6,all,6125,0.04832934669780015,0.06484278460689345,0.039712783525582995,0.026715405976174975,0.899413114640015,0.030715585098167186,0.01535779254908359,0.7492244897959184,0.13070928845051835,0.2806713699582196,0.2999183673469388,,,,
7 +mean_growth,3,all,7595,0.03998384254881491,0.05687706789674647,0.028723413327543367,0.0013208373115723385,0.9543545950600708,0.026485964710661027,0.013242982355330512,0.9059907834101383,0.18096321071345212,0.25979618994527387,0.5045424621461487,,,,
8 +gru,3,all,7595,0.0366922963839784,0.05001371454613424,0.028152919636844242,0.011521896903125169,0.8757903049113946,0.023273603758055213,0.011636801879027606,0.8097432521395656,0.11502040413576638,0.208124610413821,0.3608953258722844,,,,
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10 +lightgbm_panel,1,all,8085,0.02153670072594235,0.03047563532053792,0.014789795576714577,-0.0007600715415824256,0.8714523270301034,0.014600991018709706,0.007300495509354854,0.7677179962894248,0.06719379570616628,0.14123737062547814,0.3445887445887446,,,,
11 +local_linear_trend,6,all,6125,0.10269445337132733,0.14370145309038307,0.07365558230612845,0.007353481529298877,1.9111522185579959,0.06925008994597896,0.03462504497298948,0.9482448979591837,0.5847460100605871,0.6911944883441802,0.5857959183673469,,,,
12 +raref,1,all,8085,0.02388293024545064,0.03276494684554402,0.017817242859128786,0.00610094193167617,0.9663892071279605,0.01571042099444416,0.00785521049722208,0.8980828695114409,0.10292216375661761,0.14696212758759863,0.4457637600494743,,,,
13 +gru,12,all,3185,0.0779179154714491,0.10003184624593642,0.07062406920190167,0.06964284773556133,1.035710201808538,0.04881031422856413,0.024405157114282067,0.7642072213500785,0.1786160416331528,0.3770227067871226,0.22040816326530613,,,,
14 +mean_growth,12,all,3185,0.051112625070748145,0.08162072459188521,0.0356445727750003,0.01357657401092359,0.6794055886465077,0.0356685999330408,0.017834299966520396,0.7984301412872842,0.1461323134525619,0.4010942557553359,0.3510204081632653,,,,
15 +local_linear_trend,12,all,3185,0.16062635103734899,0.22896027295891075,0.11708948385021045,0.01812938372157074,2.1350975503139678,0.11208812031838528,0.05604406015919263,0.9491365777080063,0.9418632351399105,1.1282538947839291,0.579905808477237,,,,
16 +seasonal_naive,3,all,7595,0.04292914653121971,0.06354870136513661,0.02935541848292142,0.00211830010268544,1.0246546015195566,0.02922688600048511,0.014613443000242555,0.9174456879526004,0.20333789908290809,0.29630543618172134,0.5630019749835418,,,,
17 +gru,1,all,8085,0.03065747234902152,0.04230649950611344,0.02194411619215142,0.0002600014588396378,1.2405115323552818,0.020531199569884164,0.010265599784942086,0.7034013605442176,0.0799282614023898,0.1947565774732087,0.3220779220779221,,,,
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19 +qanss,12,all,3185,0.08104369779623316,0.11178415118186755,0.0620534032970963,-0.0021428839334496404,1.0772591141841255,0.050596026374583526,0.025298013187291756,0.9281004709576138,0.35045108374112866,0.42660964483973307,0.5353218210361067,,,,
20 +rw_drift,12,all,3185,0.07230392227472354,0.10517609136749959,0.05399373313023481,0.027961342606574978,0.9610871835777315,0.06012078816075452,0.030060394080377258,0.8687598116169545,0.3255217079333012,0.5407469633734133,0.30172684458398746,,,,
21 +momentum,1,all,8085,0.02480324510354711,0.03446179090739193,0.017395732472713622,-0.008148607701242818,1.003628454443241,0.015997932215710567,0.007998966107855282,0.9152752009894867,0.11569350634887722,0.15473287929377713,0.5043908472479901,,,,
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25 +tft_lite,1,all,8085,0.027169866780499694,0.03733717871743612,0.019127186767403936,0.0012984155268017147,1.0993904745327863,0.01834158738216936,0.00917079369108468,0.6884353741496598,0.0726812404506878,0.18912821306580263,0.3167594310451453,,,,
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31 +momentum,3,all,7595,0.04237922317966219,0.05776330077092602,0.03196761730950109,-0.02585520045485204,1.0115287525757233,0.024554027318446917,0.012277013659223457,0.9232389730085583,0.17616701099048607,0.23704113168206456,0.5157340355497038,,,,
32 +no_change,12,all,3185,0.07523138744350522,0.09504652392412444,0.06729457423247542,-0.06460865448400285,1.0,0.031684910242837844,0.01584245512141892,0.8828885400313972,0.18204380187213287,0.3140020471577663,0.44992150706436423,,,,
33 +tcn,12,all,3185,0.08313050256941037,0.10565126055612556,0.0746660672818939,0.07558593255062517,1.1049975999955732,0.05177818649468985,0.025889093247344917,0.7189952904238619,0.17518904795108095,0.4178373876586472,0.19843014128728415,,,,
34 +ar2_cell,3,all,7595,0.03759399329582076,0.052599573651730354,0.027737924929238975,0.00020907516094058651,0.897312463271178,0.02471777545099655,0.012358887725498273,0.9207373271889401,0.17958082199094852,0.23780724537535816,0.5208689927583937,,,,
35 +lstm,6,all,6125,0.0457413421408644,0.06336615468578832,0.03505830217176542,0.012388662948265926,0.8512501371056614,0.03122724299462423,0.015613621497312113,0.7177142857142857,0.1279994779781111,0.3318756800193686,0.3565714285714286,,,,
36 +lstm,1,all,8085,0.03285691803886442,0.04586587903296866,0.022905570938435926,0.001717193689841467,1.329509011076854,0.0225001825464357,0.011250091273217851,0.6884353741496598,0.0800018943919901,0.23048218998811373,0.2991960420531849,,,,
37 +bhpf,12,all,3185,0.08090172565325157,0.10607571855374227,0.07056527820431206,0.06696618892198042,1.0753719744169876,0.05678475117861841,0.0283923755893092,0.5032967032967033,0.14206623463114806,0.6546829209049078,0.16923076923076924,,,,
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237 +momentum,3,level,5952,0.04393421044560427,0.060200491731170855,0.03304616663582112,-0.025274137217924632,1.0038263776634464,0.025840095778131754,0.012920047889065875,0.9122983870967742,0.17616701099048607,0.25018610034153366,0.49798387096774194,municipality,,,
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249 +seasonal_naive,12,level,39,0.030555954405748695,0.035475896113351335,0.031397724559479145,0.02543330981397186,0.45478803225724795,0.03905120977833749,0.01952560488916874,1.0,0.3255217079333014,0.3255217079333014,0.15384615384615385,province,,,
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256 +momentum,3,level,1550,0.03731020650246962,0.04857411749369928,0.028835728309002415,-0.028111562864982235,1.0431971678412628,0.02021801636935985,0.010109008184679923,0.9606451612903226,0.1761670109904861,0.1902168992711979,0.5683870967741935,region,,,
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258 +tcn,1,level,1650,0.02266906968283677,0.029979603963168625,0.01684851454727014,0.00021822668718288665,1.1441188255195514,0.015313689346530475,0.007656844673265238,0.6933333333333334,0.058729435903165504,0.15671242729534787,0.30606060606060603,region,,,
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260 +ar2_cell,1,level,99,0.012735783650495784,0.01595370755181118,0.010814763689281096,0.00011232633390549963,1.0184094342971914,0.009144597655217742,0.004572298827608872,1.0,0.11343065733877748,0.11343065733877748,0.6767676767676768,province,,,
261 +rw_drift,3,level,1550,0.032659987583389664,0.04392862088486698,0.024108503075780507,-0.002424402965072198,0.9131765739883458,0.022212010775126818,0.011106005387563409,0.9696774193548388,0.20376001218548204,0.21634749597481942,0.5767741935483871,region,,,
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263 +gru,3,level,93,0.020599414154744086,0.025378590387070892,0.017307022430552432,0.008158561023545391,0.8454512131757452,0.013982598793879244,0.006991299396939621,0.6774193548387096,0.05929039604085628,0.13448122970970194,0.22580645161290322,province,,,
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266 +tcn,6,level,4800,0.05028240920879286,0.06836713551126897,0.04045685478518335,0.02756517406828418,0.9091519357546686,0.03212282732071112,0.01606141366035556,0.7608333333333334,0.13812607994258352,0.2954184542757047,0.30875,municipality,,,
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271 +bhpf,12,level,2496,0.08409250038445168,0.11226824785067928,0.07150856111796941,0.06729038642974108,1.1040025469966381,0.05995658922575714,0.02997829461287857,0.4935897435897436,0.14207801176489657,0.7174891199404486,0.1686698717948718,municipality,,,
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274 +tft_lite,1,level,99,0.013567140415359885,0.018092512168466825,0.01027560475624728,-0.0010655914444106013,1.0848883880733442,0.009279450292659914,0.004639725146329957,0.7272727272727273,0.04069774512041623,0.09645605875562416,0.3333333333333333,province,,,
275 +lstm,3,level,93,0.023558256611022364,0.02937078676610804,0.017465978308917274,0.014844613709342603,0.96688946988851,0.017616941863197073,0.008808470931598537,0.5376344086021505,0.046699517099211815,0.21827100555869833,0.1935483870967742,province,,,
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281 +gru,12,level,650,0.06922337464066448,0.0792229452923973,0.06910014282449847,0.06584253832997189,0.9600012884733701,0.042252188790192255,0.02112609439509613,0.7507692307692307,0.15709759025326864,0.2828596921524144,0.17384615384615384,region,,,
282 +dsgfn,12,level,2496,0.08721992560770925,0.1117342544452815,0.07665896942586983,0.07717143532062047,1.1450607316888877,0.06393206906832614,0.03196603453416307,0.44471153846153844,0.12872281514625264,0.8231328782332114,0.16346153846153846,municipality,,,
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285 +mean_growth,1,level,6336,0.026187147058666625,0.03709132357378094,0.018155409029791215,0.0007244537151055408,1.0002589508576407,0.017554507291092595,0.008777253645546297,0.8959911616161617,0.11669644019531862,0.17164260073140591,0.48705808080808083,municipality,,,
286 +lightgbm_panel,6,level,1250,0.032161410788948214,0.04028425711140818,0.02729202993455275,0.006938352766093082,0.6618286818610768,0.021870781287243044,0.010935390643621524,0.7224,0.08919418613504326,0.20461114601194277,0.2784,region,,,
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290 +momentum,6,level,4800,0.058407630483010446,0.07669044727983036,0.049346401234190845,-0.04402375560095639,1.0560633659372574,0.02887975862126741,0.014439879310633707,0.9170833333333334,0.19395291846842852,0.2806769664164997,0.5,municipality,,,
291 +lightgbm_panel,12,level,650,0.046094352995237745,0.056556304182978585,0.03977050101551961,0.0318178876432192,0.6392441642216623,0.030222948764876956,0.015111474382438478,0.6846153846153846,0.10302563035983588,0.2894635209668717,0.23076923076923078,region,,,
292 +tcn,3,level,1550,0.03267494708360721,0.040918677644791505,0.027522044626251366,0.012057754939873095,0.9135948431356428,0.021337385544080167,0.010668692772040082,0.6819354838709677,0.07966960683276357,0.1999506088960531,0.2367741935483871,region,,,
293 +mlp_panel,6,level,75,0.03209767359946536,0.03749321276683532,0.027167160020884262,0.019525510630654167,0.8284227205381985,0.02143879038595438,0.01071939519297719,0.4266666666666667,0.05696487574372441,0.22604302834819232,0.14666666666666667,province,,,
294 +lightgbm_panel,3,level,5952,0.03364932225905849,0.048118811240647534,0.024436273696397125,-0.000601559287270684,0.768833146915475,0.022762884004667406,0.011381442002333705,0.7627688172043011,0.10124273019114673,0.22728999269392294,0.3482862903225806,municipality,,,
295 +mlp_panel,3,level,93,0.020761587997895358,0.024756621074503812,0.019512750305102966,0.014786823137301078,0.8521072312259498,0.013913458776015401,0.006956729388007702,0.6451612903225806,0.04800826878166727,0.1267655040969478,0.12903225806451613,province,,,
296 +mean_growth,3,level,1550,0.03250996128878843,0.043106386261683526,0.024585897368261916,0.00022104027698793046,0.908981823535293,0.02126405880604308,0.010632029403021537,0.9490322580645161,0.18096321071345212,0.20173282308629664,0.5696774193548387,region,,,
297 +mlp_panel,3,level,5952,0.04036411005480648,0.055411221777485656,0.03090014151172639,0.019174213408355265,0.9222552988426146,0.02701989556434102,0.013509947782170507,0.7276545698924731,0.10938568508352589,0.2719041139182683,0.29116263440860213,municipality,,,
298 +raref,1,level,99,0.013918592661515013,0.017398734967606973,0.012099349508180743,0.008610888644977397,1.1129920598230907,0.009447125877807053,0.004723562938903527,1.0,0.10292216375661763,0.10292216375661763,0.5858585858585859,province,,,
299 +qanss,6,level,4800,0.048049475463742164,0.06915209920030659,0.034896358934367294,-0.008892654510452375,0.868778451892846,0.031179041082768814,0.015589520541384405,0.9525,0.24605414823961194,0.28482081745339927,0.62,municipality,,,
300 +qrefa,6,level,75,0.028013951052422426,0.03261240117559456,0.02797005048978398,0.01562887042290958,0.7230241616095902,0.017251945286835605,0.008625972643417804,0.8133333333333334,0.09094455012255427,0.13183775459835398,0.28,province,,,
301 +rw_drift,3,level,93,0.018979064313333887,0.02462339511318572,0.015988047959108687,-0.0010485538681246538,0.7789480238666511,0.015520765053526831,0.007760382526763414,1.0,0.20376001218548204,0.20376001218548204,0.7311827956989247,province,,,
302 +mean_growth,6,level,1250,0.03581983487796963,0.04596354939691755,0.028583391181044797,0.005183070916923642,0.7371130034480478,0.023310422486257823,0.011655211243128913,0.972,0.2169899016194192,0.22530385139060255,0.584,region,,,
303 +local_linear_trend,1,level,6336,0.03247507390848789,0.045966796149908215,0.02208299172903022,0.00040952987258865926,1.2404361301349947,0.021770172993988982,0.010885086496994493,0.896780303030303,0.14802205548357944,0.21230732977115796,0.5028409090909091,municipality,,,
304 +qanss,6,level,75,0.030605166656690875,0.03687783484624055,0.0287537499276449,-0.019780362264790265,0.7899019642558497,0.01873209032482453,0.009366045162412264,0.96,0.1535222919048982,0.1650533410622199,0.6133333333333333,province,,,
305 +lightgbm_panel,12,level,39,0.03233335674064759,0.040650166478887216,0.020675126422067314,0.0246689276572421,0.4812424934625582,0.02221700156773468,0.01110850078386734,0.6153846153846154,0.06278986422536231,0.242295654908388,0.1794871794871795,province,,,
306 +lstm,1,class,2673,0.02129473657778695,0.029496965655586817,0.01570504749929824,0.0034892054573527486,1.5729197604067175,0.015155618664198331,0.0075778093320991655,0.5993265993265994,0.045251159417482596,0.18047756940634938,0.25776281331836887,,condo,,
307 +lightgbm_panel,3,class,2542,0.0366507737852579,0.050486377778106176,0.028035347396190083,-0.004736136075475765,0.7901066638940432,0.024401564204108966,0.012200782102054483,0.7773406766325728,0.1118541847787855,0.24628819328387064,0.3709677419354839,,plex,,
308 +gru,1,class,2706,0.035447694673671544,0.04786383893462444,0.026278475729028944,-0.0028966303253567514,1.3421836276424064,0.02414562221924679,0.012072811109623395,0.6906873614190687,0.08508102801397635,0.23580140733069851,0.32483370288248337,,plex,,
309 +dsgfn,3,class,2542,0.041321711171754594,0.05589681704375397,0.031911685472222534,0.017967735930088585,0.8908013662030929,0.028117649675371656,0.014058824837685824,0.7014162077104642,0.1121742321392609,0.2951583671885778,0.33359559402045635,,plex,,
310 +ar2_cell,6,class,2025,0.03577022364427578,0.06097205095772148,0.02571447601117765,0.01689069706490518,0.9177624818443381,0.024960482225532862,0.012480241112766433,0.965925925925926,0.20187607730627236,0.2861065915602848,0.6306172839506173,,condo,,
311 +gru,12,class,1066,0.06628040154192837,0.07787215348550272,0.06268219314012362,0.058634507623981834,0.8437492712402037,0.039849388308928084,0.01992469415446404,0.8105065666041276,0.17251536007972482,0.26266144985854256,0.2589118198874296,,house,,
312 +seasonal_naive,6,class,2050,0.057486957058795245,0.0809628365331867,0.0425252317629721,0.008608550099875625,1.0007721769557882,0.03979534208154715,0.019897671040773578,0.8931707317073171,0.2526435568979131,0.38188738765431013,0.4819512195121951,,plex,,
313 +lightgbm_panel,1,class,2706,0.023550170808946447,0.03214872127446989,0.017452517403027647,-0.002211268409979365,0.8916984300089644,0.016309070324780604,0.0081545351623903,0.7649667405764967,0.07132952023645989,0.16217097373894754,0.3377679231337768,,plex,,
314 +mean_growth,3,class,2542,0.05159005414510071,0.06542627323497097,0.04335267239503775,-0.0027024344961022787,0.9903076573873663,0.03276664749576154,0.016383323747880773,0.8524783634933124,0.18096321071345214,0.27920459583431134,0.34775767112509837,,house,,
315 +momentum,3,class,2511,0.028106863601445955,0.0431684573355648,0.021960732136564437,-0.01674972748443862,1.0400248597999868,0.017932767024503322,0.008966383512251663,0.9780963759458383,0.1761670109904861,0.2182064861835057,0.7096774193548387,,condo,,
316 +dsgfn,12,class,1053,0.08649166765026747,0.11241079270679129,0.08096063719954827,0.07435021729012212,1.559713991735076,0.06589165858277163,0.032945829291385814,0.35517568850902187,0.10001989467037888,0.9047366826960356,0.10446343779677113,,condo,,
317 +lightgbm_panel,12,class,1053,0.0642047671954363,0.09192004080591895,0.05435415600309705,0.049298245115235284,1.157811803742063,0.04459801533396309,0.022299007666981552,0.5299145299145299,0.10411867917467393,0.5279216418865429,0.12060778727445394,,condo,,
318 +tcn,6,class,2025,0.04443221600611579,0.06564387106609912,0.03502414295936046,0.02936548120450932,1.1400046374085835,0.02894789781461048,0.014473948907305242,0.7165432098765432,0.10606640080222411,0.2682201819628016,0.23753086419753086,,condo,,
319 +bhpf,3,class,2542,0.0394415514432904,0.053592230431716625,0.030333475656193376,0.016195495074702197,0.8502694325705675,0.02556662676490015,0.012783313382450076,0.8650668764752164,0.14609177321410607,0.24473070887379608,0.496852871754524,,plex,,
320 +tcn,12,class,1053,0.08481406594482455,0.11157863519433124,0.07674372426218745,0.07363865095845225,1.529461611088212,0.05447655947462749,0.027238279737313742,0.6904083570750238,0.17217863804319342,0.4413582631986102,0.15289648622981955,,condo,,
321 +bhpf,12,class,1066,0.06618225028089722,0.07909448391455673,0.064557685449359,0.054841120787163994,0.8424998060432564,0.04395281417598289,0.021976407087991447,0.5544090056285178,0.14195706033246622,0.43454306516708113,0.23076923076923078,,house,,
322 +tcn,3,class,2511,0.02781209587592238,0.042399216478179166,0.021552854755247375,0.009733661764787592,1.029117710330793,0.01904287807638089,0.009521439038190445,0.6933492632417364,0.06853653381385,0.19259810944144864,0.23416965352449223,,condo,,
323 +ar2_cell,6,class,2050,0.043785764802535224,0.059838108927048786,0.034327722324968585,-0.0027491873258413983,0.7622524726137528,0.028467962435296094,0.014233981217648045,0.9258536585365854,0.20187607730627233,0.2755553645762169,0.5121951219512195,,plex,,
324 +bhpf,6,class,2025,0.043520782737796825,0.06597571484346106,0.03439383466999542,0.025470894982435356,1.1166198448871152,0.02825041049806897,0.014125205249034486,0.8928395061728395,0.14926332338501075,0.2876243346687319,0.43753086419753084,,condo,,
325 +dsgfn,3,class,2542,0.04304068591360238,0.05538221172072482,0.0340705563960276,0.025717725622263914,0.8261964742189123,0.028829393955223895,0.014414696977611946,0.7092840283241542,0.11896742531827309,0.29210788893049866,0.33988985051140835,,house,,
326 +ar2_cell,12,class,1053,0.05235313283514653,0.08305393514410937,0.04118646265886042,0.03431850813465176,0.944089945453729,0.0338342069892507,0.01691710349462535,0.879392212725546,0.17926710158091044,0.33964214637123996,0.409306742640076,,condo,,
327 +qrefa,12,class,1066,0.06231505346748663,0.07440603063138433,0.05907348209211889,0.052861866809484466,0.7932704046342514,0.040558232293258535,0.020279116146629275,0.5797373358348968,0.13230929692019897,0.3930231341191782,0.2373358348968105,,house,,
328 +mlp_panel,3,class,2511,0.02823262887476794,0.043628515470535874,0.02215547816670216,0.014280721526236162,1.0446784921870482,0.019110229459958557,0.009555114729979278,0.729589804858622,0.07236779448978695,0.19371551001973766,0.24532058940661092,,condo,,
329 +tft_lite,6,class,2050,0.0555834145395069,0.07036626011927034,0.046221698406800654,0.02878043244157233,0.8603593101037821,0.03641527542424835,0.01820763771212417,0.6897560975609756,0.13294680412389448,0.34260088685274975,0.28,,house,,
330 +tcn,6,class,2050,0.052117720780462944,0.06351341608966261,0.046325729207079766,0.030086663848972708,0.8067148566950639,0.03219360102689748,0.01609680051344874,0.7458536585365854,0.13886431470438454,0.2867781796975846,0.30097560975609755,,house,,
331 +lightgbm_panel,3,class,2542,0.03560545657603584,0.04620904052365938,0.028449840437898985,-0.0028760219801023217,0.6834719768436253,0.024050023967768258,0.012025011983884133,0.7619984264358772,0.11351357542052498,0.23070105347494374,0.36782061369000785,,house,,
332 +lstm,3,class,2542,0.045178850593658976,0.05934993927080752,0.03631288810876416,0.012633700597885046,0.973952449961136,0.03048563124926869,0.015242815624634348,0.7136113296616837,0.1253260382795812,0.3091660252391979,0.33280881195908735,,plex,,
333 +gru,1,class,2706,0.036757395752933734,0.04835212482165576,0.02884833867334713,0.001833034145751302,1.0793341727993753,0.023872166870002105,0.011936083435001053,0.7801182557280119,0.10682361095009082,0.20815344275042236,0.3654841093865484,,house,,
334 +bhpf,6,class,2050,0.044984379532431326,0.057654842486774764,0.036643067368574284,0.014426470291587353,0.6962999675462661,0.02878441076786219,0.014392205383931092,0.8097560975609757,0.14953717673546374,0.26146169844416217,0.4302439024390244,,house,,
335 +bhpf,1,class,2706,0.03071829910329699,0.03960249408810565,0.024728658844563076,0.002707851860248443,0.9020037810979742,0.0195855443498941,0.00979277217494705,0.8325942350332595,0.10716148609662739,0.17384901887190793,0.4538063562453806,,house,,
336 +seasonal_naive,1,class,2706,0.039982362478852326,0.053087819019112144,0.03179451029891492,-0.0002640461922490623,1.174031218716918,0.026363410920122357,0.013181705460061177,0.8252032520325203,0.13561216476423335,0.24722553907413367,0.3451589061345159,,house,,
337 +seasonal_naive,3,class,2511,0.03007018302806343,0.05539731048562871,0.018771183200708336,0.0025284779371002176,1.1126726315458668,0.023210616179214383,0.011605308089607191,0.9621664675428117,0.2033378990829081,0.2817925322560078,0.7343687773795301,,condo,,
338 +mlp_panel,12,class,1053,0.11636595198495628,0.13829806708515846,0.11034385856352447,0.11032291823815928,2.098440328453386,0.09064101945515393,0.045320509727576966,0.26875593542260207,0.15106539314651773,1.1846156618983554,0.04178537511870845,,condo,,
339 +tft_lite,12,class,1066,0.0556135021892538,0.06913940198934845,0.04843303475434674,0.035132755507447905,0.7079596811678152,0.0361635352036206,0.018081767601810298,0.7185741088180112,0.1502332096399671,0.35070043235501164,0.3227016885553471,,house,,
340 +local_linear_trend,3,class,2511,0.038450208042877694,0.06332196182558494,0.027719840958695785,0.0013515303346253117,1.4227546977890824,0.02982064427821782,0.014910322139108909,0.9757068896853843,0.3227405329727447,0.37553572933922613,0.7726005575467941,,condo,,
341 +qanss,1,class,2706,0.0306016680025286,0.039925454437928665,0.02441474989474074,-0.0018254202094191948,0.8985790571725726,0.01965977724082488,0.009829888620412442,0.9478935698447893,0.16097661656688925,0.176280710816289,0.6079083518107908,,house,,
342 +lightgbm_panel,6,class,2050,0.04267208580327257,0.054006501563477465,0.034740637090374255,0.00990744545151819,0.6605086536434053,0.029069835686869286,0.014534917843434641,0.7317073170731707,0.11911881506873336,0.2657183893509413,0.31073170731707317,,house,,
343 +gru,12,class,1066,0.09168410669480866,0.11594423770595134,0.07883220416151918,0.08812426150439408,1.002616866820985,0.05755529131067559,0.028777645655337792,0.7523452157598499,0.19767773065054664,0.4789039772456997,0.21857410881801126,,plex,,
344 +gru,3,class,2542,0.043137862957638926,0.056666694442657595,0.03436692833865798,0.009118956326508346,0.9299534353265956,0.027552104608038634,0.013776052304019315,0.7954366640440598,0.1361916188547421,0.2531290882020142,0.38001573564122737,,plex,,
345 +qrefa,1,class,2706,0.025747761658116645,0.033976227987242154,0.02078331726703171,0.003924943870848155,0.9749075211830593,0.016300303638702194,0.008150151819351097,0.844789356984479,0.09217629806615925,0.14395573106404647,0.41278640059127863,,plex,,
346 +raref,6,class,2025,0.04040458287279685,0.06139553273674533,0.03220705808418609,0.02122491906987335,1.0366669949841754,0.026521427795432203,0.0132607138977161,0.9254320987654321,0.15485195844717745,0.26081930020845595,0.3851851851851852,,condo,,
347 +mean_growth,12,class,1066,0.06113040617506409,0.09260116768506282,0.04290663132448866,0.020960855929518737,0.6684951025454812,0.043646372710383664,0.021823186355191832,0.7335834896810507,0.1461323134525619,0.5138684416460821,0.2926829268292683,,plex,,
348 +tft_lite,3,class,2542,0.04594126254701007,0.05933714147234625,0.036818777656935614,0.005701803371433357,0.8818750986844632,0.03018786981738604,0.015093934908693018,0.7254130605822188,0.12451875808023159,0.28318189782452424,0.3099921321793863,,house,,
349 +seasonal_naive,1,class,2673,0.016707308898915252,0.02770570865145776,0.010664389787180206,0.0010725227985695811,1.2340728524313056,0.01276029033470039,0.006380145167350196,0.9760568649457538,0.13561216476423335,0.15790827518924766,0.7500935278713057,,condo,,
350 +qrefa,12,class,1066,0.0818449628927318,0.11034384193221548,0.06564492745668983,0.06766036871450883,0.8950203390620687,0.0582839630825159,0.029141981541257956,0.524390243902439,0.13648197478098265,0.7154522846780349,0.21482176360225141,,plex,,
351 +qrefa,6,class,2050,0.04958834222390962,0.06739238808632339,0.04005110478769546,0.025664431444834164,0.863267699980965,0.031961865735293374,0.015980932867646687,0.8058536585365854,0.1497085204906907,0.29621013520523387,0.38,,plex,,
352 +tft_lite,6,class,2025,0.04991977616041701,0.07538718820533431,0.0402958413487195,0.0317313581282237,1.280799866327638,0.034265834041880924,0.017132917020940462,0.5945679012345679,0.09631503883232834,0.36084103551608065,0.18765432098765433,,condo,,
353 +gru,6,class,2050,0.048470964597687564,0.06101108062905531,0.04086339416274487,0.016795921073338393,0.7502677913335202,0.030921811844353653,0.015460905922176827,0.7921951219512195,0.15154563184237327,0.29308222709168646,0.40487804878048783,,house,,
354 +momentum,6,class,2050,0.06557232027733426,0.07870420813052027,0.059325567054431164,-0.05229871807049329,1.0149746413224225,0.029670736327732573,0.014835368163866288,0.8990243902439025,0.19395291846842852,0.24277657123721283,0.42878048780487804,,house,,
355 +ar2_cell,1,class,2706,0.026013175758569634,0.03471328426187816,0.021560610917259283,-0.0003385231797616786,0.9849571016551577,0.01675609049072216,0.00837804524536108,0.9186991869918699,0.11343065733877751,0.15086726350791216,0.4153732446415373,,plex,,
356 +raref,12,class,1053,0.09444723257401677,0.1162945213011596,0.08893388627659085,0.08625473717886893,1.7031775907247784,0.06678918765939412,0.03339459382969706,0.4406457739791073,0.16548686343097754,0.7375066402929521,0.10351377018043685,,condo,,
357 +tcn,12,class,1066,0.07219780677687528,0.08459580606118258,0.06822008827049547,0.06570486155923957,0.919077818419584,0.04246666574756617,0.021233332873783078,0.7804878048780488,0.17405935919827342,0.29936829047790225,0.2298311444652908,,house,,
358 +dsgfn,6,class,2050,0.050139661530551674,0.06830925879563382,0.03832958153415947,0.030064821173786407,0.8728654426853079,0.03277689939895639,0.01638844969947819,0.7678048780487805,0.14958088284215348,0.3151309531737571,0.3853658536585366,,plex,,
359 +gru,12,class,1053,0.0757629582110197,0.10255834556092591,0.0699581722391946,0.062077513909700004,1.3662419651195365,0.049028929101119896,0.024514464550559948,0.7293447293447294,0.16549502173136021,0.3896567671641625,0.18328584995251662,,condo,,
360 +local_linear_trend,12,class,1066,0.1536122244448491,0.2111620754407107,0.11801094226498987,0.021905101045565586,1.6798353905652124,0.10586162066318448,0.05293081033159225,0.9662288930581614,0.9418632351399104,1.0848732294530532,0.5872420262664165,,plex,,
361 +rw_drift,12,class,1066,0.07079532232849789,0.09132771959017362,0.05637438208950954,0.024449646177362557,0.9012241964783294,0.05666205468776512,0.02833102734388256,0.8667917448405253,0.3255217079333012,0.458088965545483,0.30393996247654786,,house,,
362 +mlp_panel,12,class,1066,0.12250440024024127,0.14375499959153432,0.11209584407762346,0.12108194559407362,1.3396539745924056,0.08989294103858864,0.044946470519294325,0.3874296435272045,0.20013585825049707,1.0785962734180434,0.08630393996247655,,plex,,
363 +qrefa,6,class,2050,0.04351851586094602,0.055012915996204344,0.036551188320420085,0.019081086033434957,0.6736102953202301,0.02731628823749585,0.013658144118747929,0.8117073170731708,0.13953374414591074,0.23584191571937668,0.3980487804878049,,house,,
364 +ridge_panel,1,class,2706,0.030795874936887402,0.03960012205951358,0.024643916572845908,0.002596867905361914,0.9042816967789524,0.0199003978841268,0.009950198942063402,0.8207686622320769,0.10426446541134479,0.17487440698250548,0.336289726533629,,house,,
365 +raref,12,class,1066,0.09226933970917033,0.11623242690778451,0.07946434838287293,0.08444197072690868,1.0090167163954884,0.06688898086268444,0.03344449043134222,0.5028142589118199,0.16548686343097757,0.7904654347299809,0.16416510318949343,,plex,,
366 +qrefa,12,class,1053,0.08435977065798696,0.1117423801134049,0.07331891092591497,0.07186835510008534,1.5212692529743064,0.06070488692276427,0.030352443461382134,0.43399810066476735,0.12592710050482187,0.749980955996643,0.11396011396011396,,condo,,
367 +ridge_panel,12,class,1066,0.07877968323580828,0.09099747683888933,0.0770602340249172,0.0746239613591059,1.002865081870375,0.052372173117784124,0.026186086558892062,0.5459662288930581,0.16413787754855688,0.4980612836725315,0.15103189493433397,,house,,
368 +qanss,12,class,1066,0.07106329278266797,0.09844066197475414,0.05301679341139778,0.006477083704241451,0.904635459388028,0.04564519240122019,0.02282259620061009,0.9559099437148217,0.3642043349517783,0.40330652226286223,0.6294559099437148,,house,,
369 +ar2_cell,3,class,2542,0.03900718862210202,0.05376169654670379,0.02978345762090558,-0.002980715614305554,0.8409055658871635,0.0256155415608362,0.012807770780418098,0.9154209284028324,0.17958082199094855,0.24230704399524353,0.4878048780487805,,plex,,
370 +lstm,6,class,2025,0.03982309629621178,0.06223353853510824,0.02986898155163059,0.017018260380253808,1.0217476987283556,0.027829465309403553,0.013914732654701775,0.6691358024691358,0.09963313935164164,0.30739568780093934,0.27901234567901234,,condo,,
371 +ar2_cell,6,class,2050,0.05043782930605744,0.06211376397610385,0.043862471065721206,-0.0036440193522926075,0.7807123111166259,0.03105407144433752,0.01552703572216876,0.9048780487804878,0.20187607730627233,0.24874459852175235,0.4097560975609756,,house,,
372 +ridge_panel,12,class,1066,0.09577879895848447,0.11870909849409601,0.08459532377023717,0.08930843180614378,1.047394611579611,0.06836694255571509,0.03418347127785755,0.47654784240150094,0.16413787754855688,0.7933669799174949,0.150093808630394,,plex,,
373 +ridge_panel,6,class,2025,0.0460226011440852,0.0656292862439595,0.03857939491732326,0.02847272293059202,1.1808094091602617,0.029745130139048663,0.014872565069524335,0.8898765432098765,0.15314832845769516,0.2717773441059477,0.3145679012345679,,condo,,
374 +tcn,3,class,2542,0.04458110239537728,0.058178025020707895,0.03667582467166604,0.012611378299009546,0.96106636909528,0.029268960900489027,0.01463448045024451,0.7234461054287962,0.11799324038709194,0.27479682742683087,0.2875688434303698,,plex,,
375 +qanss,1,class,2706,0.025000899099762247,0.033277881489337975,0.020117864530646262,-0.002488262223691266,0.9466284833739536,0.019139306892778513,0.009569653446389256,0.9900221729490022,0.20885011224854685,0.21190073913744967,0.795269770879527,,plex,,
376 +mean_growth,3,class,2511,0.02503056974412679,0.04327983884565083,0.0176053363432341,0.00325551350777805,0.9261942263636282,0.01835041328675991,0.009175206643379955,0.9765033851055357,0.18096321071345214,0.226486356489919,0.7180406212664278,,condo,,
377 +no_change,1,class,2673,0.013538348944310207,0.02085196023785213,0.010046127432664698,-0.004066195928338428,1.0,0.010201256837375616,0.005100628418687809,0.980546202768425,0.11683796853061237,0.1299563822481355,0.753460531238309,,condo,,
378 +ridge_panel,3,class,2542,0.036865033828244693,0.04788113184686899,0.02952568064846208,0.010294533543927705,0.7076504550135658,0.0236362012126398,0.0118181006063199,0.8788355625491738,0.14063384438895768,0.20784017639557098,0.3945712037765539,,house,,
379 +raref,3,class,2542,0.03764252121132071,0.051421934917188904,0.028666000457021185,0.012917309555714861,0.8114864648996956,0.024625576690628204,0.012312788345314102,0.8654602675059009,0.1399783930244546,0.23343587488799977,0.4103068450039339,,plex,,
380 +seasonal_naive,3,class,2542,0.050877982849880404,0.06787534316032363,0.039108924252688484,-0.00031451568509423353,0.9766389441450992,0.033076560265826005,0.016538280132913,0.8804091266719118,0.20333789908290814,0.303602013413184,0.46144767899291894,,house,,
381 +bhpf,12,class,1053,0.0903034561574087,0.1178231668658896,0.07901123185725306,0.077215106364933,1.628452403534039,0.06388842917885558,0.0319442145894278,0.44254510921177587,0.14157394777914947,0.7491391501942014,0.09116809116809117,,condo,,
382 +ridge_panel,6,class,2050,0.05163820647533042,0.06828516238635329,0.04171380349039377,0.023070827586394393,0.8989531356748408,0.034292207613762116,0.017146103806881058,0.7863414634146342,0.15314832845769516,0.3256276308857028,0.3307317073170732,,plex,,
383 +tcn,1,class,2706,0.029210868884683546,0.03862626632471093,0.022033501121600324,-0.0010822443841796167,1.1060338430231238,0.019733619143503998,0.009866809571752,0.7036215816703622,0.07656822187990298,0.19497236292555528,0.33222468588322246,,plex,,
384 +rw_drift,6,class,2025,0.0399955077112433,0.08049962071033807,0.025218526720152012,0.005129707727387337,1.0261712866189765,0.03215476811059702,0.016077384055298512,0.9525925925925925,0.26186722709191274,0.39314281431568654,0.6291358024691358,,condo,,
385 +momentum,3,class,2542,0.04682154278402621,0.06077870385966225,0.0388317306474488,-0.028998359608098743,1.009365127847296,0.025744346808291716,0.012872173404145856,0.9142407553107789,0.17616701099048607,0.24288263754129738,0.46852871754523995,,plex,,
386 +seasonal_naive,1,class,2706,0.029528430194102017,0.03921229189060491,0.02349415619250983,0.002093220076826248,1.1180579138180782,0.018932945820554686,0.009466472910277345,0.9290465631929047,0.13561216476423335,0.1760710069343493,0.434220251293422,,plex,,
387 +no_change,6,class,2025,0.03897546952713935,0.0643661323678147,0.029385744183903995,-0.025513885490903748,1.0,0.025122073678114646,0.012561036839057321,0.9693827160493828,0.22251324463373312,0.30365329603537333,0.688395061728395,,condo,,
388 +dsgfn,3,class,2511,0.026104603507800764,0.04234210745248136,0.018728218833389904,0.011299633145753628,0.965936185136574,0.01748902358310945,0.008744511791554724,0.7781760254878535,0.07326708444834866,0.17544340669206981,0.3520509757068897,,condo,,
389 +qanss,6,class,2050,0.052022084783300136,0.06895048000504313,0.042366334796192714,-0.023112410562020423,0.9056359512143733,0.03315131828225125,0.01657565914112562,0.9434146341463414,0.25807849875615774,0.29014976272997867,0.5770731707317073,,plex,,
390 +qanss,3,class,2542,0.040029530069597134,0.05532064302705372,0.030435013495349383,-0.00830946357029672,0.8629449038605919,0.026814516912575963,0.013407258456287981,0.969315499606609,0.23594000262140566,0.2555094804337896,0.6605035405192762,,plex,,
391 +tft_lite,3,class,2542,0.04983351495074418,0.07154203358694705,0.034150964158713354,-0.008042190776669952,1.0742963430606693,0.033455724108448145,0.016727862054224073,0.7108575924468922,0.12848209702308797,0.3309825794999955,0.3202202989771833,,plex,,
392 +seasonal_naive,12,class,1066,0.08301844552336568,0.11525057217441544,0.06301083274319719,0.03137055383312035,0.9078530264362438,0.0663993519988071,0.03319967599940356,0.8208255159474672,0.3255217079333012,0.6321672580764965,0.32645403377110693,,plex,,
393 +gru,3,class,2511,0.02602052004364771,0.04077697421482304,0.019451032807931756,0.010142569124923055,0.9628248848414824,0.016934673620302824,0.008467336810151412,0.8259657506969335,0.0792728363682373,0.15661805997252595,0.3046594982078853,,condo,,
394 +lstm,1,class,2706,0.037529653212932265,0.050931208607014423,0.027475995763909966,-0.0019406127864581137,1.4210144427504345,0.026219572958539886,0.013109786479269941,0.6899482631189948,0.08556998214058191,0.27025897762175255,0.2997043606799704,,plex,,
395 +qanss,6,class,2050,0.049581243975531195,0.0637898049299066,0.04003659272147503,-0.013620714923604485,0.7674534789609877,0.030788558486317095,0.015394279243158551,0.9453658536585365,0.23419765675688906,0.2596258280722135,0.5507317073170732,,house,,
396 +raref,1,class,2706,0.029941981857941804,0.0387948637092813,0.023801305630587875,0.0049778505461135015,0.8792082126230653,0.019425105909741103,0.009712552954870552,0.8296378418329637,0.1029221637566176,0.17290179804846298,0.35033259423503327,,house,,
397 +ar2_cell,12,class,1066,0.03753265304969248,0.04913392374452199,0.02967901392003309,0.0008217358727469954,0.47779053719758263,0.024228496749382867,0.012114248374691435,0.925891181988743,0.17926710158091047,0.21725985848523013,0.5375234521575984,,house,,
398 +seasonal_naive,6,class,2050,0.05510334055521718,0.07218447694900242,0.04441625546467659,0.0013967537590930139,0.8529283862329805,0.03650996192434589,0.018254980962172946,0.9214634146341464,0.2526435568979131,0.31969268545347757,0.4712195121951219,,house,,
399 +no_change,3,class,2542,0.046387121461075195,0.06175561289419565,0.03702289425515967,-0.023995261186715532,1.0,0.0272206155280089,0.01361030776400445,0.9079464988198269,0.18400059808000532,0.26002644932948454,0.46302124311565696,,plex,,
400 +lstm,6,class,2050,0.049356273935106,0.0624706744869705,0.04101054507552425,0.011692255685492831,0.7639712339356004,0.03335176524542775,0.016675882622713877,0.7234146341463414,0.13893408504637347,0.3519479696531784,0.38,,house,,
401 +rw_drift,6,class,2050,0.06244745373934408,0.07885520933382724,0.052361974331509964,0.0021625532376892257,0.9666057521301128,0.04092603752261755,0.020463018761308772,0.8746341463414634,0.2618672270919128,0.35169667921854836,0.3960975609756098,,house,,
402 +ar2_cell,12,class,1066,0.052409937775492674,0.07621197930724542,0.03748423063591812,0.0018328472758232111,0.573131914538494,0.03536876813039737,0.017684384065198684,0.8527204502814258,0.17926710158091047,0.3656496322731196,0.4455909943714822,,plex,,
403 +seasonal_naive,6,class,2025,0.043734516570593095,0.08475557452824077,0.02793736499468885,0.005354968456370387,1.122103648812747,0.03428641608859933,0.01714320804429966,0.951604938271605,0.25264355689791307,0.40156744407507877,0.6182716049382716,,condo,,
404 +tft_lite,6,class,2050,0.05027715469303384,0.06889195610953044,0.037801812014928965,0.02216773021042869,0.8752590174816409,0.0331694280018392,0.016584714000919605,0.7541463414634146,0.1327232543069503,0.319231594481769,0.3278048780487805,,plex,,
405 +tcn,12,class,1066,0.09240016624720705,0.11788140994926098,0.07897015645000155,0.08739053779769372,1.0104473775906728,0.058424241249436085,0.029212120624718046,0.6857410881801126,0.17929243429582614,0.5130724492450381,0.21200750469043153,,plex,,
406 +rw_drift,3,class,2542,0.05306640862892783,0.06889634057574588,0.04302914962561919,-0.005531741937260095,1.0186473281742987,0.034146039158175906,0.01707301957908795,0.8800157356412274,0.20376001218548204,0.29594455554402743,0.35719905586152634,,house,,
407 +lstm,6,class,2050,0.0479724824614626,0.06533356991106372,0.03587153539126625,0.008511931284319296,0.8351377105911029,0.032459062115806986,0.01622953105790349,0.76,0.14508527857745876,0.33598484611351964,0.4097560975609756,,plex,,
408 +no_change,3,class,2511,0.027025184385353392,0.043044482696012,0.02054264536883152,-0.013578435955278753,1.0,0.01834181304881594,0.00917090652440797,0.9796893667861409,0.1840005980800053,0.2260104448316306,0.7244125846276384,,condo,,
409 +local_linear_trend,3,class,2542,0.06700092057155985,0.09239087536631277,0.049392477899183024,-0.0004452681841241383,1.4443862533652212,0.04442839135849785,0.022214195679248927,0.9201416207710464,0.32274053297274463,0.42350354330818996,0.5082612116443745,,plex,,
410 +gru,6,class,2050,0.048303022467831205,0.06526998288573758,0.03681374304556288,0.012772299077271362,0.8408919765788845,0.030614691264313168,0.015307345632156586,0.828780487804878,0.16175643165589085,0.2769211692365771,0.42878048780487804,,plex,,
411 +no_change,1,class,2706,0.026410465709477242,0.03560652066445732,0.020592057489016033,-0.006544389498586171,1.0,0.01696348557363815,0.008481742786819072,0.9201773835920177,0.1168379685306124,0.15549130308774722,0.4286770140428677,,plex,,
412 +lightgbm_panel,3,class,2511,0.02242894109036208,0.037311816226531014,0.016452304137639,0.004637474319927688,0.8299274029196892,0.01558184323243262,0.007790921616216312,0.7483074472321785,0.06219199853099423,0.1592688461919353,0.28634010354440464,,condo,,
413 +mean_growth,12,class,1053,0.047639738539174144,0.08985409115416751,0.02984103667198132,0.017981267713720415,0.8590927748393444,0.034121521992146034,0.017060760996073017,0.855650522317189,0.1461323134525619,0.41774247235118706,0.41690408357075026,,condo,,
414 +rw_drift,1,class,2706,0.034672347294356524,0.04487838475828691,0.027884225948166058,-0.0010204408129015977,1.0181093768858773,0.022453761493391042,0.011226880746695518,0.8503325942350333,0.12331649708173885,0.1983139135151448,0.34626755358462674,,house,,
415 +qanss,12,class,1066,0.08337324291778804,0.11127746419194048,0.05816972802723716,-0.026280873280128455,0.9117329339226755,0.052073358490026554,0.026036679245013277,0.9230769230769231,0.3688218108616384,0.43308254490643,0.5769230769230769,,plex,,
416 +mlp_panel,6,class,2050,0.054269297584859086,0.07194110192480302,0.04254125339874763,0.02348200136516556,0.9447569651375654,0.03633043585615329,0.01816521792807664,0.6736585365853659,0.13217534210583481,0.3718049074066154,0.31902439024390244,,plex,,
417 +gru,6,class,2025,0.041195297913396406,0.06364895273110739,0.03202748586354698,0.027521691642172837,1.0569545001814884,0.026209303410702163,0.013104651705351082,0.8049382716049382,0.11154489694173354,0.2344019291445246,0.2562962962962963,,condo,,
418 +ridge_panel,3,class,2542,0.03747993522063199,0.05148623203107378,0.028579216232495774,0.013043650654210905,0.8079814836555985,0.02456142648701633,0.012280713243508167,0.8678206136900078,0.14063384438895768,0.23411216021264372,0.4110936270653029,,plex,,
419 +tft_lite,1,class,2706,0.03283159195819538,0.04246218613859073,0.0262579342647922,-0.002317282564235634,1.2431280962385283,0.02243523794248302,0.011217618971241511,0.6422764227642277,0.08121186413625191,0.23727948669978305,0.27974870657797485,,plex,,
420 +local_linear_trend,1,class,2706,0.041986912472876455,0.05467890731796351,0.03384963505472888,-0.0005634346949803558,1.2328922796086528,0.027314549207455532,0.013657274603727768,0.836289726533629,0.1480220554835794,0.24505987515224123,0.3588322246858832,,house,,
421 +momentum,1,class,2706,0.03405620639458495,0.04346581198110831,0.02846819743042018,-0.010200031676674203,1.0000171830630942,0.021358313532052975,0.010679156766026487,0.8429416112342941,0.11569350634887719,0.184832261551338,0.3333333333333333,,house,,
422 +dsgfn,12,class,1066,0.0862546963790244,0.11043150033556548,0.0724897627014075,0.078591296581473,0.9432432353843231,0.06350669392634485,0.031753346963172425,0.4803001876172608,0.1410748440703549,0.8394566179582602,0.20356472795497185,,plex,,
423 +lightgbm_panel,1,class,2673,0.012411982225034899,0.019494727531979263,0.008516648200727346,0.000344906002302399,0.9168017663077972,0.008352438600124407,0.004176219300062204,0.7639356528245417,0.03904173662367432,0.08433787445825186,0.3385708941264497,,condo,,
424 +tcn,3,class,2542,0.04187315261096635,0.0528994418106624,0.034876634694786114,0.017088327855865264,0.8037848449036322,0.026820104648709826,0.013410052324354913,0.7269866247049567,0.11349507524239537,0.2444377121829006,0.3162863886703383,,house,,
425 +momentum,12,class,1066,0.07902229277586388,0.09191531026794747,0.07552000412474319,-0.07581164973406422,1.0059535004353766,0.025915059285273902,0.012957529642636953,0.9202626641651032,0.18367563437016712,0.23219577713942433,0.5112570356472795,,house,,
426 +ridge_panel,3,class,2511,0.031121020934064825,0.04480040777268142,0.025387095566542072,0.019695978253078096,1.1515562850676133,0.020234140898286627,0.010117070449143313,0.9414575866188769,0.14063384438895768,0.19863332337669218,0.4567901234567901,,condo,,
427 +bhpf,12,class,1066,0.08633412577149949,0.11683327552002949,0.0699730160125711,0.06896732641192907,0.9441118401129699,0.06259964040053183,0.031299820200265914,0.5121951219512195,0.14266169228363346,0.7815184525886758,0.1848030018761726,,plex,,
428 +dsgfn,1,class,2673,0.017168338380484528,0.02365917963006903,0.013935658075084567,0.007168570683567295,1.2681264496214588,0.011052048740874674,0.005526024370437337,0.7897493453049008,0.04887792393762808,0.10644910653858441,0.2895622895622896,,condo,,
429 +mean_growth,1,class,2673,0.013088224819352496,0.02101855199975124,0.009084781078312166,0.0012682135126182122,0.9667519188041844,0.010168534114562746,0.005084267057281374,0.9827908716797605,0.11669644019531861,0.13022525730896473,0.7646838757949869,,condo,,
430 +mlp_panel,3,class,2542,0.04241688084581751,0.05405136571070788,0.035091400883823086,0.026205677048844377,0.8142220937771529,0.027722292578216935,0.013861146289108468,0.7360346184107003,0.11875126786027124,0.2625293244121256,0.31156569630212433,,house,,
431 +tft_lite,12,class,1053,0.08502063957740409,0.10881851759392876,0.07961043135245532,0.06537521991673587,1.5331867766886795,0.06225993239771439,0.0311299661988572,0.3504273504273504,0.11735667515904727,0.7889917608562124,0.11965811965811966,,condo,,
432 +lstm,12,class,1066,0.08592051311564751,0.11192516761620921,0.07074497736965721,0.07890640840345164,0.9395887549236445,0.057631472974947015,0.028815736487473508,0.6332082551594747,0.16379536039924275,0.5394049783347172,0.24296435272045028,,plex,,
433 +gru,3,class,2542,0.04078836253674208,0.05118605368174965,0.0346350720711798,0.01528734418747823,0.7829615305077872,0.02525672901975404,0.012628364509877022,0.8080251770259638,0.12916081123593523,0.2139985544030045,0.3973249409913454,,house,,
434 +dsgfn,1,class,2706,0.031176977554704107,0.04025672480507961,0.025118077731176497,0.010479157561518966,0.9154722904085362,0.019840047888783893,0.009920023944391948,0.8170731707317073,0.10519737177152731,0.17711095537320048,0.4113082039911308,,house,,
435 +ridge_panel,1,class,2706,0.026158046489227062,0.03445292551988144,0.021486409190432744,0.00352006378135596,0.9904424547818708,0.016784705432797444,0.00839235271639872,0.8968957871396895,0.10426446541134479,0.14841276931747996,0.37176644493717664,,plex,,
436 +no_change,12,class,1053,0.05545354347565438,0.08615643313392118,0.04312377927353936,-0.0432042565327913,1.0,0.03376624765296626,0.016883123826483125,0.879392212725546,0.18204380187213287,0.34122616797794264,0.3903133903133903,,condo,,
437 +ar2_cell,1,class,2706,0.03322652496183498,0.042647134577111216,0.0277417418394876,-0.0018519065054203928,0.9756546431017937,0.021460632904589504,0.010730316452294752,0.8266814486326681,0.11343065733877751,0.18893156818348852,0.328159645232816,,house,,
438 +raref,12,class,1066,0.07605976115298,0.08868559720076329,0.07260721916645714,0.07158279892175382,0.9682404836206987,0.051314673687468934,0.025657336843734467,0.5553470919324578,0.16548686343097757,0.4963516825961961,0.1651031894934334,,house,,
439 +dsgfn,12,class,1066,0.07721659983007954,0.09356995808324754,0.07025017486759885,0.07082424480873432,0.9829670357845048,0.05349309244129766,0.026746546220648832,0.49906191369606,0.13156111256052522,0.6151995630175678,0.18386491557223264,,house,,
440 +no_change,3,class,2542,0.05209497650579195,0.06804784597927503,0.04064114404027053,-0.026625598896163036,1.0,0.03159242854677647,0.015796214273388235,0.8705743509047994,0.18400059808000532,0.26804901188759733,0.36703383162863884,,house,,
441 +lstm,1,class,2706,0.03960536211293406,0.053215914789165986,0.029311288574563,0.0036245982982335634,1.162961082496482,0.026035788164346478,0.013017894082173237,0.7749445676274944,0.10876075216699715,0.24010021049012018,0.33961566888396155,,house,,
442 +tft_lite,1,class,2673,0.015022712179112179,0.02312776670919172,0.011409640136743865,0.0031645434439312157,1.1096413780519232,0.010283280413843354,0.005141640206921678,0.7156752712308267,0.04228670895973459,0.11103499393613671,0.33071455293677515,,condo,,
443 +rw_drift,1,class,2706,0.027532251913008895,0.03710939971287492,0.02222941722500074,0.0011829967189525541,1.0424750633279862,0.01795512812886987,0.008977564064434935,0.9238728750923872,0.12331649708173885,0.16553770683514787,0.4320029563932003,,plex,,
444 +mlp_panel,12,class,1066,0.10607732580159274,0.1177487654093933,0.1056716540868689,0.10461081990680378,1.3503639727285746,0.07462592195939727,0.03731296097969864,0.42964352720450283,0.17655593842097161,0.8096317932022273,0.07879924953095685,,house,,
445 +seasonal_naive,3,class,2542,0.04768245708762802,0.06653994309231337,0.036022830999604946,0.004145940224762713,1.0279244666569747,0.0313201124122531,0.015660056206126545,0.9103068450039339,0.20333789908290814,0.3033447762427317,0.495279307631786,,plex,,
446 +mlp_panel,6,class,2050,0.05320502341846761,0.0671021536077559,0.045098322703973834,0.022275619086078533,0.8235448941308321,0.03498887812608086,0.017494439063040428,0.6434146341463415,0.12375842730489861,0.3551912258336038,0.2970731707317073,,house,,
447 +momentum,1,class,2673,0.013951831921079618,0.02100385360508179,0.01087690333415641,-0.005428995250365593,1.0305416102414162,0.010138552130326226,0.005069276065163113,0.9812944257388702,0.1156935063488772,0.128635033740256,0.753460531238309,,condo,,
448 +lstm,3,class,2542,0.04363890340752728,0.054743040799762166,0.037329992053969877,0.020069318046237364,0.8376796830434405,0.028216413149120306,0.014108206574560153,0.7261998426435877,0.12275461325625628,0.256157952540179,0.33556254917387884,,house,,
449 +mlp_panel,3,class,2542,0.04352109217316777,0.05792567462442779,0.03388867715234049,0.015973846023061688,0.9382149786916095,0.02958356874266233,0.014791784371331163,0.7128245476003147,0.11884843323354716,0.3116979235855917,0.3076317859952793,,plex,,
450 +momentum,12,class,1066,0.09104204131227231,0.10633586744018023,0.08685657608991554,-0.0740443383831437,0.9955955235877934,0.03586566752967918,0.017932833764839593,0.8564727954971857,0.18367563437016712,0.372736454269285,0.4399624765478424,,plex,,
451 +no_change,12,class,1066,0.07855461782444521,0.09120224903111142,0.07421302129161556,-0.07568489359067926,1.0,0.02554818765241181,0.012774093826205904,0.9155722326454033,0.18204380187213287,0.22905101183109614,0.5131332082551595,,house,,
452 +tcn,1,class,2706,0.03324777614969026,0.04261582814094956,0.027305813743770113,0.0021305360674535602,0.9762786572027642,0.02166059748741573,0.010830298743707865,0.753880266075388,0.0972603569643714,0.20310814782321845,0.344419807834442,,house,,
453 +raref,3,class,2542,0.038410694369782665,0.04934258359847606,0.031999462846767766,0.01359025030758644,0.7373205047037912,0.024608544624075475,0.012304272312037737,0.8658536585365854,0.1399783930244546,0.2148791260635891,0.3760818253343824,,house,,
454 +mlp_panel,1,class,2673,0.017578425982079624,0.024657585510635707,0.013975727642559777,0.003607949360074324,1.298417263019901,0.012247592403889498,0.00612379620194475,0.6722783389450057,0.045291933780774174,0.1354397146362795,0.31387953610175834,,condo,,
455 +ar2_cell,3,class,2511,0.025770761227867343,0.041668350661691875,0.019714140809786673,0.009430243798958326,0.9535831785789444,0.018227313928381027,0.009113656964190513,0.97610513739546,0.17958082199094855,0.2216927911999043,0.7076861808044603,,condo,,
456 +qanss,12,class,1053,0.08878901274863862,0.12429753820402456,0.0755373835929668,0.013566718290463842,1.6011422748416326,0.054112410971490485,0.027056205485745242,0.9050332383665717,0.3179305130848934,0.4436476478747241,0.39791073124406456,,condo,,
457 +dsgfn,6,class,2025,0.043732724901074584,0.06525618119473021,0.03543868653244181,0.02990185222139753,1.1220576796547035,0.029798604046579153,0.014899302023289577,0.6419753086419753,0.10104163789349795,0.31796551520144745,0.2651851851851852,,condo,,
458 +bhpf,6,class,2050,0.05366520612686989,0.07222422486984992,0.04403456085649364,0.02502233703134189,0.9342405288114274,0.03555050696730722,0.017775253483653615,0.7785365853658537,0.14961895312992632,0.3606714065000272,0.36634146341463414,,plex,,
459 +mean_growth,6,class,2050,0.04884750495439601,0.06878375088250696,0.03632638880821196,0.010647692339262469,0.8503706992539507,0.03215527685993048,0.016077638429965242,0.9117073170731708,0.2169899016194192,0.31937457794369084,0.47560975609756095,,plex,,
460 +ridge_panel,1,class,2673,0.014777293308442185,0.021770026788588637,0.011286635701208726,0.0076055687883004935,1.091513697071065,0.01048930029280379,0.005244650146401895,0.9756827534605312,0.10426446541134478,0.118332358947052,0.632996632996633,,condo,,
461 +lstm,3,class,2511,0.027533863928214202,0.04285974577781128,0.020646669042322152,0.012525689194294901,1.0188224263563765,0.018521527346132338,0.009260763673066169,0.7172441258462764,0.07072164443200808,0.18742283734804618,0.26921545201115094,,condo,,
462 +lightgbm_panel,1,class,2706,0.028536672088956605,0.03695966256305918,0.023373288244289754,-0.00040037688116927576,0.8379430787373638,0.019065262272460873,0.009532631136230438,0.7742054693274205,0.09086681246467566,0.17650936738451276,0.3573540280857354,,house,,
463 +local_linear_trend,3,class,2542,0.08812074580552882,0.11372747570436843,0.07267042260112327,-0.0038378029771008403,1.6915401775012127,0.05689716847217776,0.02844858423608888,0.8528717545239969,0.32274053297274463,0.49394027334101825,0.36349331235247834,,house,,
464 +mlp_panel,1,class,2706,0.033293960258195754,0.04294666016377968,0.027323575661341443,0.006214508196490757,0.9776347948052568,0.021699392363298896,0.010849696181649448,0.7749445676274944,0.10158262595553431,0.2070975927414906,0.36363636363636365,,house,,
465 +qrefa,3,class,2542,0.03862712095252177,0.04984263371895327,0.03171409085017303,0.019768792242582524,0.7414749663670005,0.024407036719093764,0.01220351835954688,0.8398898505114083,0.13559372815477602,0.21081706970231948,0.4114870180959874,,house,,
466 +local_linear_trend,6,class,2050,0.09806166617076423,0.1302946206477866,0.07881380220593584,0.009081517610348278,1.707124400918572,0.06500408398294714,0.032502041991473565,0.9678048780487805,0.5847460100605871,0.6466672010219892,0.5746341463414634,,plex,,
467 +qanss,3,class,2542,0.04042390442845378,0.05277134271365413,0.032688981239673426,-0.003340691378003156,0.7759654987839265,0.025632843042827372,0.012816421521413685,0.9527930763178599,0.20479594733682382,0.22428139880325187,0.5881195908733281,,house,,
468 +raref,6,class,2050,0.04525008151835678,0.057808020864060665,0.037318799228647954,0.019157551947402325,0.7004126903647167,0.029271077415799998,0.0146355387079,0.8248780487804878,0.15485195844717742,0.25439258379679913,0.37073170731707317,,house,,
469 +qrefa,3,class,2542,0.038117982548267135,0.05213557100858576,0.028109087372750814,0.01177661844566619,0.8217363213678405,0.02454144981078002,0.01227072490539001,0.8391030684500393,0.13748244093818277,0.22287429334332662,0.44256490952006294,,plex,,
470 +ridge_panel,12,class,1053,0.09892235490249048,0.12009231287293186,0.09200881740344166,0.0911203431674637,1.7838779760921877,0.06949029578451683,0.03474514789225842,0.41120607787274455,0.16413787754855688,0.7715995607535757,0.09401709401709402,,condo,,
471 +mean_growth,3,class,2542,0.04314854677179421,0.05945294671223614,0.033318161959836765,0.0034330265351900945,0.930183753868009,0.028241619307706734,0.014120809653853367,0.8898505114083399,0.18096321071345214,0.2732914000304284,0.45043273013375296,,plex,,
472 +dsgfn,6,class,2050,0.04964213805100333,0.06139884870810782,0.043504904867397304,0.02875287612190656,0.7683960404282286,0.03155385945453957,0.015776929727269788,0.7434146341463415,0.13721950324156063,0.28344045279996044,0.3546341463414634,,house,,
473 +lightgbm_panel,6,class,2050,0.043240424232540965,0.05849114816063993,0.03309591654088985,-0.000185645114235304,0.7527588118367999,0.028400909711004108,0.014200454855502054,0.7731707317073171,0.12607946969785094,0.27492368430118874,0.3595121951219512,,plex,,
474 +lightgbm_panel,12,class,1066,0.045897662980450504,0.05749193110562685,0.038664657875586865,0.024075817822191144,0.5842770832775629,0.028918974190721425,0.014459487095360712,0.7401500938086304,0.12548171400214125,0.25363901598856775,0.3198874296435272,,house,,
475 +rw_drift,1,class,2673,0.013848799500524589,0.022771641207462397,0.00932359618900784,0.0006619476139111908,1.022931197703015,0.010940384052322165,0.0054701920261610824,0.9797979797979798,0.12331649708173885,0.1397000774002518,0.757201646090535,,condo,,
476 +no_change,6,class,2050,0.05744260120586354,0.07332914537540937,0.04915650443798664,-0.04144546466152496,1.0,0.028942622458192447,0.014471311229096223,0.9414634146341463,0.22251324463373315,0.2883246137374908,0.5575609756097561,,plex,,
477 +no_change,1,class,2706,0.0340556212146969,0.04388384854226713,0.02770455205094763,-0.007908148368319295,1.0,0.02172469022981543,0.010862345114907716,0.8385070214338507,0.1168379685306124,0.1916933368777368,0.3399852180339985,,house,,
478 +local_linear_trend,12,class,1066,0.21541919803743248,0.27681470455014445,0.17189483123790678,0.011809776922793048,2.7422856097251196,0.13981627047623874,0.06990813523811937,0.9015009380863039,0.9418632351399104,1.207262064095329,0.44183864915572235,,house,,
479 +raref,3,class,2511,0.03133811159672665,0.04583559900459138,0.0244634259898969,0.018321551003092816,1.159589187251233,0.020662715372911877,0.010331357686455937,0.9267224213460773,0.1399783930244546,0.20680696111815605,0.4663480684986061,,condo,,
480 +local_linear_trend,6,class,2050,0.1451853682052852,0.18119888299568984,0.1274784697796735,0.007552174906165105,2.2472815724100506,0.09084804814482941,0.045424024072414707,0.8985365853658537,0.5847460100605871,0.7520572454056239,0.3746341463414634,,house,,
481 +lightgbm_panel,6,class,2025,0.03474958488469337,0.058608030498511224,0.025545601313852306,0.014439690769636184,0.8915757861620263,0.02420245585423938,0.01210122792711969,0.7076543209876544,0.08476465928799949,0.2559986011945059,0.24691358024691357,,condo,,
482 +lstm,12,class,1053,0.07906661560417004,0.10666322913633455,0.06876362124440988,0.06529733220984746,1.4258171912653779,0.0545282694793213,0.02726413473966065,0.5565052231718899,0.13371869381404336,0.5379840555615096,0.1889838556505223,,condo,,
483 +no_change,12,class,1066,0.09144480781129594,0.10649459459785564,0.08748359116137383,-0.07467578408523053,1.0,0.035765677586673615,0.01788283879333681,0.8536585365853658,0.18204380187213287,0.3720609631376768,0.4455909943714822,,plex,,
484 +no_change,6,class,2050,0.06460488529240425,0.0796188013979409,0.05873505403794815,-0.04247983981279291,1.0,0.03358343373790718,0.01679171686895359,0.8995121951219512,0.22251324463373315,0.2732505472186549,0.40195121951219515,,house,,
485 +momentum,6,class,2050,0.06339311608825453,0.07729185908555815,0.057149798088320734,-0.05116484657783744,1.1035906236395086,0.027780823466248526,0.013890411733124264,0.9248780487804878,0.19395291846842852,0.2693368851891137,0.5087804878048781,,plex,,
486 +rw_drift,12,class,1066,0.08301844552336568,0.11525057217441544,0.06301083274319719,0.03137055383312035,0.9078530264362438,0.0663993519988071,0.03319967599940356,0.8208255159474672,0.3255217079333012,0.6321672580764965,0.32645403377110693,,plex,,
487 +bhpf,3,class,2511,0.03069090842038042,0.04442004450440227,0.024556853749538234,0.018948557998499933,1.1356410369956147,0.02003238251150694,0.010016191255753471,0.9526085225009956,0.14591949212514874,0.20040097818652775,0.5929908403026682,,condo,,
488 +rw_drift,12,class,1053,0.06298434559820318,0.1075581877656311,0.045493353403343206,0.028065093058657654,1.135803803518075,0.057266145075135014,0.028633072537567507,0.9192782526115859,0.32552170793330126,0.5318764899936289,0.2744539411206078,,condo,,
489 +local_linear_trend,1,class,2706,0.03276465152677459,0.04376265216537874,0.02497334340393656,0.0009737833841847864,1.2405934786306014,0.02112710550689576,0.01056355275344788,0.9209164818920916,0.1480220554835794,0.19175191380099607,0.4460458240946046,,plex,,
490 +seasonal_naive,12,class,1066,0.07079532232849789,0.09132771959017362,0.05637438208950954,0.024449646177362557,0.9012241964783294,0.05666205468776512,0.02833102734388256,0.8667917448405253,0.3255217079333012,0.458088965545483,0.30393996247654786,,house,,
491 +bhpf,1,class,2706,0.02637877934984514,0.03472962584955634,0.021699239220926595,0.004557843636516614,0.9988002347258598,0.016742020141697667,0.008371010070848834,0.9039172209903917,0.10710541628086168,0.15052027610048446,0.5062823355506282,,plex,,
492 +mean_growth,1,class,2706,0.03410085866299037,0.043991195053698695,0.028213121606670773,-0.0009124013465428225,1.0013283401294688,0.02209299987934485,0.011046499939672424,0.8348115299334812,0.11669644019531862,0.1954521178594704,0.3399852180339985,,house,,
493 +local_linear_trend,6,class,2025,0.06436894144616233,0.10970662621885878,0.0454714734307102,0.005402965287952195,1.6515244646723506,0.051683916077619386,0.025841958038809693,0.9787654320987654,0.584746010060587,0.6746573461390107,0.8108641975308643,,condo,,
494 +tft_lite,1,class,2706,0.03350716017246729,0.042822729946443025,0.027095967947339733,0.003070743358235533,0.9838951391086967,0.022207971753982616,0.011103985876991306,0.7076866223207686,0.09417448323789454,0.21811780223063862,0.3399852180339985,,house,,
495 +local_linear_trend,12,class,1053,0.11225776988399275,0.18934232467889436,0.07861010535476298,0.020704679239252132,2.0243570175687147,0.09032101734039115,0.045160508670195575,0.98005698005698,0.9418632351399105,1.0921865450752504,0.7122507122507122,,condo,,
496 +momentum,3,class,2542,0.0520352099879264,0.06659028282646084,0.041978353271284755,-0.03170647191872104,0.9988527393258559,0.02990422104579031,0.014952110522895154,0.8780487804878049,0.17616701099048607,0.24980458052262772,0.37136113296616835,,house,,
497 +gru,1,class,2673,0.019632880376896783,0.02697575988287508,0.014815196253269103,0.0018631511622636788,1.4501679974165491,0.013489940608681633,0.006744970304340817,0.6386083052749719,0.04748448948804932,0.13964276264548425,0.2753460531238309,,condo,,
498 +mean_growth,12,class,1066,0.04452537822323091,0.05791641694032656,0.03670244906844266,0.001841314166395009,0.5668079032952175,0.029219038292435443,0.01460951914621772,0.8067542213883677,0.14613231345256195,0.27187488030039536,0.3442776735459662,,house,,
499 +mean_growth,6,class,2025,0.03369337445559684,0.06549516055652159,0.02197688960535114,0.005336443032646123,0.8644764223336813,0.02492209998691275,0.012461049993456375,0.9649382716049383,0.21698990161941917,0.31395649105837803,0.7096296296296296,,condo,,
500 +dsgfn,1,class,2706,0.027471403095060926,0.03570326221707289,0.022479369779556835,0.0070280299886550665,1.0401710972178342,0.01802613864136975,0.009013069320684877,0.7309682187730968,0.07455538829421969,0.17147838291690232,0.2915742793791574,,plex,,
501 +tcn,1,class,2673,0.01850761745674638,0.02537315116225951,0.014075280743647556,0.0017537275517012963,1.367051295019591,0.013016242918487042,0.006508121459243521,0.6221473999251778,0.04226967631958365,0.14674294732414697,0.22745978301533856,,condo,,
502 +ar2_cell,1,class,2673,0.013537969784983065,0.020910809558672968,0.009497013425007183,0.0029622430096340113,0.9999719936804183,0.010152060468858049,0.0050760302344290235,0.9824167601945379,0.11343065733877751,0.12658045877745522,0.7369996258885148,,condo,,
503 +momentum,12,class,1053,0.055803841435090124,0.08649342086349016,0.042752608257192896,-0.04351818971987154,1.0063169625867017,0.033263670568462106,0.016631835284231056,0.8907882241215574,0.1836756343701671,0.3389200871805664,0.4036087369420703,,condo,,
504 +tft_lite,3,class,2511,0.028017271696481907,0.04757906678653566,0.021121110949716748,0.006524550842641289,1.036709733298478,0.018940451101503327,0.009470225550751662,0.7491039426523297,0.0781378568972011,0.19208698443388744,0.30665073675826365,,condo,,
505 +tcn,6,class,2050,0.04839057732277679,0.06536025615183207,0.03771519996401784,0.020726390865632334,0.842416191240261,0.030983699290998996,0.015491849645499498,0.7848780487804878,0.14689662682484528,0.2868639044582309,0.36048780487804877,,plex,,
506 +local_linear_trend,1,class,2673,0.016279264804624414,0.02609242470877953,0.01125347264931073,0.00046461152265163126,1.2024556961553379,0.012797700310245208,0.006398850155122604,0.9794238683127572,0.14802205548357944,0.16398211147439468,0.780396558174336,,condo,,
507 +bhpf,3,class,2542,0.036966201006691346,0.04789825473317876,0.030225326726649553,0.009949069479005198,0.7095924307131882,0.02343432123391255,0.011717160616956277,0.8867033831628639,0.14613235152770815,0.20607850580053985,0.494492525570417,,house,,
508 +momentum,1,class,2706,0.026269362687873502,0.03497575349867342,0.020253561361495167,-0.008783630171190158,0.9946573065709665,0.016425475130052682,0.008212737565026341,0.9223946784922394,0.11569350634887719,0.15041307618054806,0.42941611234294164,,plex,,
509 +mlp_panel,6,class,2025,0.042584136644319176,0.06577689423856024,0.030373258522010893,0.027306404541474146,1.0925881627844674,0.029231889912271842,0.014615944956135917,0.5837037037037037,0.08707876106732766,0.3200555801597658,0.23061728395061729,,condo,,
510 +seasonal_naive,12,class,1053,0.06298434559820318,0.1075581877656311,0.045493353403343206,0.028065093058657654,1.135803803518075,0.057266145075135014,0.028633072537567507,0.9192782526115859,0.32552170793330126,0.5318764899936289,0.2744539411206078,,condo,,
511 +lightgbm_panel,12,class,1066,0.06055777879757769,0.0839391538359864,0.04711174904346764,0.024074348244936455,0.6622331026442067,0.04051064674153645,0.02025532337076822,0.7157598499061913,0.14376266523310222,0.4131027132907454,0.31894934333958724,,plex,,
512 +qrefa,1,class,2706,0.030277624758985783,0.03866678661766698,0.025406762784844408,0.00741976169196397,0.8890639394920008,0.018950816192543293,0.009475408096271646,0.8595713229859572,0.11450031441189407,0.16393346363025585,0.4360679970436068,,house,,
513 +ridge_panel,6,class,2050,0.04508663682933165,0.057484624577346065,0.03742955566803169,0.018489536355393004,0.6978827781408133,0.02903609168267579,0.014518045841337899,0.8268292682926829,0.15314832845769516,0.2515559476074346,0.36341463414634145,,house,,
514 +lstm,12,class,1066,0.06175617814681288,0.07378338962802011,0.05694043465700363,0.05084645849213047,0.7861559238290271,0.03920899451861486,0.019604497259307435,0.7204502814258912,0.14091818850771082,0.30194036623955334,0.29362101313320826,,house,,
515 +raref,1,class,2673,0.015168760482106464,0.022046782886674388,0.011770112730210893,0.007128834869993965,1.1204291265133532,0.010587578894927108,0.005293789447463555,0.976805087916199,0.1029221637566176,0.11690263858000247,0.6154133931911709,,condo,,
516 +tft_lite,12,class,1066,0.06757042872438426,0.09297034704128364,0.05164831670372447,0.0387664442914112,0.738920342681692,0.04799923112029488,0.02399961556014744,0.6191369606003753,0.14420245392034944,0.578328759222331,0.29831144465290804,,plex,,
517 +rw_drift,3,class,2542,0.04615827156411874,0.06454884610558055,0.03520816029295937,-0.00010013697783871343,0.9950665208413828,0.030725852305650614,0.01536292615282531,0.8988985051140834,0.20376001218548204,0.29891636298120083,0.45200629425649097,,plex,,
518 +momentum,6,class,2025,0.042880550541927825,0.06557881836974443,0.0347479669036176,-0.031614072659606376,1.100193302663597,0.024291176231337638,0.012145588115668817,0.9624691358024692,0.19395291846842852,0.2789957405129313,0.6281481481481481,,condo,,
519 +ar2_cell,3,class,2542,0.047859844280566666,0.06050625878436054,0.04073663058311828,-0.005709849425757629,0.9187036349895575,0.03023131889398442,0.01511565944699221,0.8713611329661684,0.17958082199094855,0.24922538319707974,0.36939417781274586,,house,,
520 +mlp_panel,1,class,2706,0.03043924137041857,0.0395639798025104,0.02519221676589574,0.001256509914194926,1.1525446656359273,0.020245214427190714,0.010122607213595359,0.7080561714708056,0.07908906258874313,0.20337417074077602,0.2804878048780488,,plex,,
521 +raref,1,class,2706,0.026431778033336045,0.03496224729285434,0.02138279776692434,0.006208675658656629,1.0008069650907805,0.017056104494523824,0.00852805224726191,0.8887657058388766,0.1029221637566176,0.15071536700009153,0.3736141906873614,,plex,,
522 +qrefa,3,class,2511,0.02577590458153679,0.03950351194676224,0.019283865546480938,0.013042123775146089,0.9537734956401014,0.0167622156281191,0.00838110781405955,0.8665870171246516,0.09146148269107483,0.15724136359550758,0.40780565511748307,,condo,,
523 +bhpf,1,class,2673,0.014680714527607856,0.021652031478730318,0.011274887430646294,0.007491039351709087,1.0843799777946892,0.01089030104684892,0.00544515052342446,0.9775533108866442,0.10705122813625069,0.1206936378924863,0.801720912832024,,condo,,
524 +rw_drift,6,class,2050,0.05550549788633894,0.0765017468215557,0.042163044475123077,0.007423278504870695,0.9662775835554107,0.03843440796675302,0.019217203983376507,0.906829268292683,0.2618672270919128,0.3719851665922764,0.45121951219512196,,plex,,
525 +qanss,1,class,2673,0.013338683284814669,0.02266794795313548,0.008833523913263253,0.0005903595922711899,0.9852518456780174,0.012260630515103364,0.006130315257551681,0.9921436588103255,0.14512278957702962,0.1474648607084228,0.8533482977927422,,condo,,
526 +mean_growth,6,class,2050,0.055124011724803613,0.06853505970589452,0.04700650169279416,0.0017526536594937307,0.8532483491814925,0.034299362331947116,0.01714968116597356,0.8946341463414634,0.21698990161941917,0.2794063685641425,0.37170731707317073,,house,,
527 +qrefa,6,class,2025,0.04112950160693322,0.061662907228901415,0.03222086343268764,0.02446539326477653,1.0552663535789857,0.026270307533057948,0.013135153766528976,0.8375308641975309,0.12084834127554306,0.2454753825146468,0.32395061728395064,,condo,,
528 +rw_drift,3,class,2511,0.02760362681022099,0.04975933194461452,0.01917610699038219,0.0010183598642937682,1.02140382898483,0.021011571224035457,0.010505785612017728,0.9733174034249303,0.203760012185482,0.2611857149960657,0.71047391477499,,condo,,
529 +qrefa,1,class,2673,0.014721838575413392,0.021263616068120997,0.01134082821687849,0.003953727176661941,1.087417574770118,0.009526371394669261,0.00476318569733463,0.8593340815563038,0.059547582066794995,0.09101129658127052,0.4567901234567901,,condo,,
530 +mean_growth,1,class,2706,0.02657246515381529,0.035778201571151476,0.02109084799545525,0.0015162990977622356,1.0061339109321317,0.017233772420889932,0.008616886210444966,0.9124168514412417,0.1166964401953186,0.15952455237938828,0.4223946784922395,,plex,,
531 +qanss,6,class,2025,0.033620269995770564,0.06068166992300127,0.023457412319702053,0.006749233209094103,0.8626007692443612,0.023869643933379585,0.011934821966689794,0.9718518518518519,0.2069100721735655,0.25125215319903604,0.7318518518518519,,condo,,
532 +raref,6,class,2050,0.05509770766688227,0.0719378552103287,0.04448463434202076,0.026261253737500448,0.959178493143484,0.03680572862231532,0.018402864311157657,0.7565853658536585,0.15485195844717742,0.35359859653543485,0.30341463414634146,,plex,,
533 +qanss,3,class,2511,0.02388920297631046,0.04180743852467372,0.01625647726892715,0.0046019202081904785,0.8839607765731836,0.01801777500376571,0.009008887501882855,0.980884109916368,0.1801394044092565,0.1922451943689157,0.7825567502986858,,condo,,
534 +mean_growth,6,size_level,75,0.02155766782364626,0.026635786855985687,0.01658194700452941,0.0037367614381484822,0.5563911593649358,0.016576847115210583,0.008288423557605291,1.0,0.21698990161941917,0.21698990161941917,0.8,,,province,
535 +qanss,3,size_level,1550,0.025723597736928453,0.03409160301807225,0.019733915326553025,-0.006187736230349897,0.7192344085277428,0.01760603904292895,0.008803019521464475,0.9619354838709677,0.15853534076481784,0.167861617962482,0.6819354838709677,,,region,
536 +tft_lite,1,size_level,903,0.027626809064534515,0.036257717398943845,0.02101241105386953,0.0034090183332462147,1.042858536423056,0.018398828976274678,0.009199414488137339,0.7065337763012182,0.07754993201700945,0.18002127096062018,0.3344407530454042,,,mun_large,
537 +seasonal_naive,12,size_level,370,0.05801285745885226,0.07191055509510898,0.04982646663112569,0.030797082881995765,0.812152146721026,0.0502162921035319,0.025108146051765957,0.9324324324324325,0.3250517443232471,0.3776935616232899,0.2972972972972973,,,mun_large,
538 +mean_growth,3,size_level,844,0.03985381081921978,0.051007017168079524,0.03130728984124655,0.009572981822383517,1.0514960652787786,0.02515065247289267,0.012575326236446333,0.9170616113744076,0.18153347553297064,0.22071480692681564,0.476303317535545,,,mun_large,
539 +momentum,6,size_level,4112,0.0590906776140241,0.0781826925413909,0.04958039326402597,-0.043941583102526986,1.0543390565804436,0.029476703088776528,0.014738351544388264,0.9136673151750972,0.19394998882325426,0.29139714035505315,0.4995136186770428,,,mun_small,
540 +ridge_panel,6,size_level,4112,0.0515916689021787,0.07030832822627629,0.042077118537155817,0.025464135328286844,0.9205362624716968,0.034204842529375355,0.017102421264687674,0.8066634241245136,0.15312964327180748,0.3263452137040227,0.31736381322957197,,,mun_small,
541 +tcn,1,size_level,1650,0.02266906968283677,0.029979603963168625,0.01684851454727014,0.00021822668718288665,1.1441188255195514,0.015313689346530475,0.007656844673265238,0.6933333333333334,0.058729435903165504,0.15671242729534787,0.30606060606060603,,,region,
542 +rw_drift,1,size_level,5433,0.027212692504625175,0.03890313726782369,0.01888125979181474,0.00017903265026575338,1.0414879434993736,0.018361237727653502,0.009180618863826751,0.9035523651757776,0.12334630906838777,0.1812106119460614,0.4899687097367937,,,mun_small,
543 +qanss,1,size_level,99,0.010316887756187042,0.013777474082065356,0.008201374860267674,0.000022666853820932057,0.8249838495864408,0.00714547744912643,0.003572738724563216,0.98989898989899,0.06945527773532535,0.06990070553369425,0.7777777777777778,,,province,
544 +lstm,1,size_level,99,0.02093528472007052,0.02949023090339343,0.013944929333252476,0.0016137732199119166,1.6740777052841715,0.015427350244865405,0.007713675122432703,0.5151515151515151,0.0337768967287911,0.17996885715300695,0.15151515151515152,,,province,
545 +bhpf,3,size_level,844,0.03199598281873736,0.04030446966775055,0.026844501602990064,0.015124267818235693,0.8441764876949949,0.020045493603916498,0.010022746801958249,0.9312796208530806,0.14637366607424143,0.17049090367544437,0.5367298578199052,,,mun_large,
546 +rw_drift,3,size_level,1550,0.032659987583389664,0.04392862088486698,0.024108503075780507,-0.002424402965072198,0.9131765739883458,0.022212010775126818,0.011106005387563409,0.9696774193548388,0.20376001218548204,0.21634749597481942,0.5767741935483871,,,region,
547 +tcn,1,size_level,99,0.012823105304190008,0.01769466195577868,0.009100544190765836,0.0015097391135880428,1.0253920588753944,0.009397730902487739,0.0046988654512438695,0.5353535353535354,0.02832049749335368,0.11257189591863347,0.23232323232323232,,,province,
548 +raref,12,size_level,2126,0.09320128209384276,0.11658898404543538,0.08473460214958453,0.08424324877993385,1.2104782957219604,0.0668439228189447,0.03342196140947236,0.46613358419567263,0.16539808047634894,0.7683765507187168,0.14111006585136407,,,mun_small,
549 +no_change,3,size_level,93,0.024364994494912452,0.032655079426457935,0.021889330049992384,-0.021101380009869306,1.0,0.014954645565083842,0.00747732278254192,1.0,0.1840005980800053,0.1840005980800053,0.8172043010752689,,,province,
550 +ar2_cell,1,size_level,903,0.026128273067782523,0.03448258429412615,0.020326395674784305,0.001109563415410549,0.9862917048103448,0.016950519742893216,0.008475259871446608,0.8914728682170543,0.1134549326466927,0.14923720318374753,0.4429678848283499,,,mun_large,
551 +seasonal_naive,1,size_level,5433,0.0313849736468784,0.04515027223904254,0.021387710042933383,0.0011314462761281665,1.2011700663105571,0.02114159030023512,0.010570795150117562,0.8901159580342353,0.1356323320949503,0.21272402815868194,0.48094975151849806,,,mun_small,
552 +lightgbm_panel,1,size_level,903,0.022809921431958004,0.030027148526304177,0.017430601480758257,0.0002541700208402926,0.8610303573203277,0.01532172666968777,0.007660863334843884,0.7674418604651163,0.07395876220902306,0.1421131925508389,0.34994462901439644,,,mun_large,
553 +seasonal_naive,6,size_level,1250,0.034200146507073204,0.04280695754155525,0.02907083648070273,0.00481645639236841,0.7037824935842062,0.025398630336747004,0.012699315168373502,0.9928,0.25264355689791307,0.25544070295743193,0.6208,,,region,
554 +qrefa,12,size_level,370,0.06241164488071727,0.07361927135211253,0.05797173214002165,0.05725325611318055,0.8737330583348184,0.04113405674980829,0.020567028374904144,0.5756756756756757,0.12595391200014702,0.41879017087918385,0.22162162162162163,,,mun_large,
555 +no_change,12,size_level,650,0.07210758513745964,0.08159670857748336,0.06993974773242977,-0.07069977859738778,1.0,0.02167238224467739,0.010836191122338693,0.9584615384615385,0.1820438018721329,0.19655092496859666,0.5692307692307692,,,region,
556 +gru,3,size_level,1550,0.030574720419263453,0.03869067965197438,0.025414791698513364,0.008554319100995661,0.8548722920309448,0.01907585612512709,0.00953792806256355,0.7987096774193548,0.0937872451573657,0.16590697358994805,0.33548387096774196,,,region,
557 +lstm,3,size_level,1550,0.0331024283929335,0.04214860843622433,0.027180641593658336,0.014316177309578026,0.9255472640144912,0.022098124274942017,0.011049062137471009,0.6832258064516129,0.08577692211690456,0.21625601053327903,0.27225806451612905,,,region,
558 +tcn,6,size_level,688,0.043694758095344684,0.05339555730510734,0.03894816376012589,0.02695218410453244,0.858538716323167,0.027360236460371813,0.013680118230185903,0.7398255813953488,0.1203384750965174,0.24768501705316423,0.30959302325581395,,,mun_large,
559 +mean_growth,12,size_level,2126,0.059605054183506284,0.09530726501137249,0.04139883930700031,0.014608412752426728,0.774137681194327,0.042932041125832626,0.021466020562916313,0.7370649106302917,0.14576897325073576,0.5143210722970961,0.3273753527751646,,,mun_small,
560 +mlp_panel,6,size_level,688,0.04593927481670253,0.059413499320379114,0.036310947463297424,0.019946235522816297,0.9026402193115942,0.030634939692752685,0.01531746984637634,0.6148255813953488,0.10569047655094754,0.3261142113496711,0.29796511627906974,,,mun_large,
561 +lightgbm_panel,12,size_level,2126,0.06212104899115161,0.08793594955479199,0.05067325127648012,0.03253526339686792,0.8068148830351483,0.041637762135908106,0.020818881067954056,0.6618062088428974,0.13561921071524108,0.4434696856678087,0.2610536218250235,,,mun_small,
562 +ar2_cell,1,size_level,99,0.012735783650495784,0.01595370755181118,0.010814763689281096,0.00011232633390549963,1.0184094342971914,0.009144597655217742,0.004572298827608872,1.0,0.11343065733877748,0.11343065733877748,0.6767676767676768,,,province,
563 +tft_lite,1,size_level,5433,0.028647186485218468,0.03950061669667661,0.019952491905304737,0.0011222523718623894,1.0963890961712899,0.019422402533136717,0.009711201266568359,0.6788146512055955,0.07504439192031102,0.20320135157505956,0.3086692435118719,,,mun_small,
564 +momentum,3,size_level,844,0.03876399290814594,0.05056507538201921,0.02942219033544169,-0.020867326700331434,1.0227424976321975,0.023373207422368127,0.011686603711184062,0.9312796208530806,0.17640409403252674,0.20639428915685065,0.4822274881516588,,,mun_large,
565 +tft_lite,3,size_level,93,0.020900596030504783,0.02805298650597712,0.015776066513120246,-0.003017143568929811,0.8578124667694443,0.014829841816082314,0.007414920908041156,0.6774193548387096,0.059607261798866544,0.17090993723345357,0.34408602150537637,,,province,
566 +gru,1,size_level,5433,0.03200935224714528,0.04390510272616542,0.02309100703394934,0.0005580994839232812,1.22506637073712,0.021400306642640265,0.01070015332132013,0.7062396466040861,0.08398587886986035,0.2024307446824934,0.3189766243327812,,,mun_small,
567 +gru,6,size_level,688,0.04137729913180321,0.05315604032711614,0.03375222016510743,0.015017186500465927,0.8130040039132934,0.026836141993575476,0.013418070996787736,0.7819767441860465,0.13014216645063792,0.26388913998681357,0.3938953488372093,,,mun_large,
568 +momentum,6,size_level,75,0.0465460830343212,0.05281835913127661,0.044581279547409564,-0.04618210627031085,1.201327959741342,0.01592833189242887,0.007964165946214437,1.0,0.19395291846842852,0.19395291846842852,0.7466666666666667,,,province,
569 +ar2_cell,3,size_level,1550,0.03137389803013292,0.04126353924046809,0.024348770065488714,-0.0020841931425634383,0.877217379298312,0.02049507406614541,0.010247537033072707,0.9587096774193549,0.17958082199094855,0.1918911682366333,0.5767741935483871,,,region,
570 +qrefa,1,size_level,1650,0.018272027007100032,0.024067193644528084,0.01421007930526872,0.003549107947826695,0.9221979715847232,0.011533451726046468,0.005766725863023235,0.8606060606060606,0.07287591090142577,0.10084422939943996,0.45515151515151514,,,region,
571 +lstm,1,size_level,903,0.03287946164172788,0.04581399349196336,0.02343393140000949,0.001999928169530276,1.2411359982245591,0.022230293932642267,0.011115146966321132,0.7342192691029901,0.08780051514257547,0.2199030469502548,0.32447397563676633,,,mun_large,
572 +seasonal_naive,3,size_level,93,0.01372769908173181,0.017511064589640468,0.01002920430051038,0.00216481653348785,0.5634189281100896,0.014389546714757246,0.0071947733573786195,1.0,0.2033378990829082,0.2033378990829082,0.9247311827956989,,,province,
573 +tcn,1,size_level,903,0.028649896215332774,0.036757635172126234,0.02326127711171208,0.0009256779795425194,1.081478094918661,0.0190322074311897,0.009516103715594852,0.7021040974529347,0.07834684033873313,0.1861680626203847,0.29457364341085274,,,mun_large,
574 +lstm,1,size_level,1650,0.028937355449440236,0.04150874760755596,0.019321240916311933,0.0008447987128289135,1.4604822162385405,0.020183933865988723,0.010091966932994363,0.6842424242424242,0.06694936549449652,0.2144111198410613,0.29454545454545455,,,region,
575 +no_change,3,size_level,844,0.0379020066125055,0.04998072083271489,0.029955964367993887,-0.01402631594423304,1.0,0.02448658606656933,0.012243293033284666,0.9324644549763034,0.18402651571214318,0.21712735336140582,0.47393364928909953,,,mun_large,
576 +lstm,6,size_level,688,0.04131596393028299,0.05411345027885464,0.03295597613819869,0.008601656425848984,0.8117988560311679,0.028686556831292558,0.014343278415646282,0.6918604651162791,0.1170156367235566,0.32024216792595295,0.38953488372093026,,,mun_large,
577 +gru,6,size_level,4112,0.048938203100083025,0.06874530372742292,0.0375933050382207,0.0208109039874896,0.8731911863376223,0.03113730087878663,0.015568650439393317,0.8244163424124513,0.15296229351073853,0.28227496236988386,0.36916342412451364,,,mun_small,
578 +qrefa,12,size_level,39,0.05768374892419828,0.06354588093193939,0.062295364693044725,0.056691478885843805,0.8585520948912572,0.03865364459432674,0.01932682229716337,0.38461538461538464,0.10763142526181269,0.3909052770478902,0.15384615384615385,,,province,
579 +momentum,12,size_level,370,0.07094066831369801,0.0824813310266528,0.06895555063883765,-0.06766994523490297,0.9931352907699708,0.024820977947492405,0.012410488973746202,0.9378378378378378,0.18502171988101582,0.20859065671024107,0.4648648648648649,,,mun_large,
580 +tcn,3,size_level,844,0.035605634087851036,0.04495025061503955,0.029555414726828794,0.018302098673803495,0.939412903698434,0.022746385109729903,0.011373192554864952,0.7061611374407583,0.09185740348787248,0.2091489790211996,0.28199052132701424,,,mun_large,
581 +bhpf,12,size_level,2126,0.08681128593634599,0.11703059420373114,0.07269299441569946,0.06813320662454334,1.1274863938443833,0.06260001640744776,0.031300008203723875,0.4830667920978363,0.14181832336692482,0.7685099414677272,0.1669802445907808,,,mun_small,
582 +tcn,12,size_level,650,0.0768617634029594,0.08884756364349365,0.07400752412044828,0.0744248259326716,1.0659317359808516,0.04716776939369419,0.023583884696847097,0.6923076923076923,0.15757939859705333,0.3506017470450058,0.15384615384615385,,,region,
583 +mlp_panel,12,size_level,650,0.10811935766009954,0.11787040876022883,0.10700420948227604,0.10791511783532376,1.4994172590025054,0.08118758506443391,0.040593792532216955,0.2953846153846154,0.15758815555546718,1.005671074061131,0.03538461538461538,,,region,
584 +rw_drift,12,size_level,39,0.030555954405748695,0.035475896113351335,0.031397724559479145,0.02543330981397186,0.45478803225724795,0.03905120977833749,0.019525604889168744,1.0,0.3255217079333014,0.3255217079333014,0.15384615384615385,,,province,
585 +gru,1,size_level,903,0.03159085027957701,0.042621586846800466,0.02444616520921583,0.0009046902836053498,1.1924934149999946,0.02091572758155216,0.01045786379077608,0.7131782945736435,0.08496493267976316,0.19177042127014188,0.33665559246954596,,,mun_large,
586 +ridge_panel,12,size_level,650,0.07943768850617641,0.08969031061266342,0.07906309876859982,0.0772623039452525,1.101655094325282,0.05224411755302677,0.026122058776513392,0.5230769230769231,0.1641378775485569,0.47942715870670344,0.13230769230769232,,,region,
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733 +gru,12,size_level,39,0.05637563394761223,0.062070715789056326,0.05393941806080538,0.05637563394761223,0.8390824023963672,0.039943943479823836,0.019971971739911918,0.4358974358974359,0.07974453351627557,0.404334148049849,0.02564102564102564,,,province,
734 +no_change,12,size_level,39,0.06718724381134311,0.07209037713516134,0.0706760629659346,-0.06718724381134311,1.0,0.016941059547553268,0.008470529773776637,1.0,0.18204380187213287,0.18204380187213287,0.6666666666666666,,,province,
735 +no_change,6,size_level,688,0.0508943362303737,0.06419281934223499,0.04305115368492503,-0.03191184960382692,1.0,0.028179140662995174,0.014089570331497589,0.934593023255814,0.22279104524624257,0.24378585567873348,0.502906976744186,,,mun_large,
736 +mean_growth,6,size_level,1250,0.03581983487796963,0.04596354939691755,0.028583391181044797,0.005183070916923642,0.7371130034480478,0.023310422486257823,0.011655211243128913,0.972,0.2169899016194192,0.22530385139060255,0.584,,,region,
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742 +raref,3,size_level,5108,0.03870553436812074,0.05351097781968716,0.029947670983509686,0.015495645087195928,0.8652031014860008,0.025477374552229093,0.012738687276114546,0.860415035238841,0.13998556154944203,0.24560472202810946,0.3923257635082224,,,mun_small,
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745 +dsgfn,3,size_level,5108,0.040155482723681586,0.05673350947421011,0.029012244398631107,0.01896308255468606,0.8976144823054584,0.027276041839568572,0.013638020919784288,0.7253328112764291,0.10850502987235196,0.2861557445188774,0.3398590446358653,,,mun_small,
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747 +gru,1,size_level,99,0.019090019514720644,0.02742575910526366,0.01273639990880443,-0.0016276032696221192,1.526522160570164,0.013408584922131084,0.006704292461065543,0.6161616161616161,0.03583825965478988,0.15143898185395854,0.2222222222222222,,,province,
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829 +ridge_panel,12,size_level,39,0.07896870016611308,0.08628927314861812,0.0753680806545636,0.07896870016611308,1.1753525771625852,0.050723140830596355,0.025361570415298178,0.5128205128205128,0.16413787754855688,0.43344608392211326,0.07692307692307693,,,province,
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831 +mlp_panel,1,size_level,5433,0.028547516900507452,0.0384967694474715,0.021697360094255547,0.003955185714817144,1.0925745279953378,0.019075742243601854,0.009537871121800927,0.7136020614761642,0.07859645603878004,0.19357616781758638,0.31419105466593045,,,mun_small,
832 +local_linear_trend,3,size_level,1550,0.05222367401374876,0.07092962279673301,0.037281309310723765,-0.0025013265454938856,1.460179235990076,0.03567519195146717,0.017837595975733585,0.9574193548387097,0.3227405329727447,0.34815411816029534,0.6103225806451613,,,region,
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834 +ar2_cell,12,size_level,39,0.024436625975236295,0.03058723968662658,0.019240296810915825,0.009575523638956336,0.3637093083302027,0.016873303118273408,0.008436651559136704,1.0,0.17926710158091047,0.17926710158091047,0.6666666666666666,,,province,
835 +rw_drift,6,size_level,1250,0.038320078469765095,0.04942990766083829,0.031327397703668894,0.0042272429127986275,0.7885638844914322,0.027804423322590997,0.013902211661295497,0.9712,0.26186722709191274,0.2719548324829831,0.5544,,,region,
836 +momentum,3,size_level,93,0.02734364944591148,0.0349639938422965,0.02158500812082716,-0.025437207449369763,1.1222514107943258,0.01451249505006872,0.007256247525034358,1.0,0.1761670109904861,0.1761670109904861,0.7741935483870968,,,province,
837 +local_linear_trend,6,size_level,75,0.05287689299895129,0.06714953533695622,0.050745497486127306,0.007453807550289954,1.3647225683212159,0.04362020609714282,0.021810103048571415,1.0,0.5847460100605871,0.5847460100605871,0.8266666666666667,,,province,
838 +dsgfn,6,region_code,300,0.04051097127828748,0.0507718041250761,0.03539930581893097,0.01356415731732762,0.6416677269848415,0.025638611343901697,0.012819305671950849,0.7633333333333333,0.11926132270658854,0.233248813713805,0.36,,,,12
839 +seasonal_naive,6,region_code,150,0.06289053498882162,0.08181222190964162,0.05364329294418621,0.012109375710604,1.3879739827173023,0.04252366971125863,0.021261834855629307,0.88,0.2526435568979132,0.383349000161483,0.43333333333333335,,,,09
840 +lstm,1,region_code,198,0.0266555259169589,0.03796318671223782,0.018493994731863417,0.0005767035101463014,1.5170809787682376,0.017993420595367477,0.008996710297683737,0.7121212121212122,0.06538331402006949,0.176306087829135,0.2777777777777778,,,,09
841 +tft_lite,12,region_code,117,0.04157483554957458,0.05443767872668704,0.03391891003790387,-0.009070664259489292,0.3774203678036718,0.027427276507150104,0.013713638253575055,0.7863247863247863,0.14251726734651946,0.2627595356651287,0.4188034188034188,,,,03
842 +seasonal_naive,1,region_code,198,0.02126767213310857,0.026021344294547093,0.018712118640692083,0.0012859392946599538,1.2104349753343517,0.01377383961255802,0.006886919806279009,1.0,0.13561216476423332,0.13561216476423332,0.5505050505050505,,,,09
843 +mlp_panel,12,region_code,78,0.11933331354906015,0.12550450981509165,0.11224089368232233,0.11933331354906015,2.064114480331529,0.0909977598575558,0.04549887992877791,0.1794871794871795,0.1505807204864537,1.1555206523474946,0.0,,,,13
844 +qrefa,12,region_code,195,0.08995719504764917,0.1260918313422829,0.06955706223098651,0.08895789219235258,1.1162212328504442,0.06521434490544774,0.03260717245272386,0.4512820512820513,0.13261792527040533,0.81835175859888,0.13846153846153847,,,,05
845 +lstm,6,region_code,150,0.05092948812891836,0.061967518654619455,0.04101571518455893,0.01456021151499711,1.123997505961952,0.03352715333097039,0.016763576665485197,0.6866666666666666,0.13130509496976933,0.35200767588497606,0.31333333333333335,,,,09
846 +raref,3,region_code,93,0.02124851122145679,0.026028268967916768,0.018029287233514508,0.015587841857280103,0.872091771902251,0.01388986127989755,0.006944930639948775,0.989247311827957,0.13997839302445464,0.14026274348539564,0.5913978494623656,,,,
847 +mlp_panel,3,region_code,279,0.035487947110122035,0.0451824253020684,0.029675749527118267,0.008415133531306821,0.8336251990541345,0.02338653905298187,0.011693269526490935,0.6953405017921147,0.09216246249715007,0.2294115505936074,0.2724014336917563,,,,04
848 +raref,3,region_code,1209,0.04213483336062415,0.058237303465401034,0.03303247028886444,0.018721543975432024,0.8661465409818013,0.028039172789751335,0.014019586394875666,0.8378825475599669,0.1399783930244546,0.2790477721892576,0.36724565756823824,,,,15
849 +qrefa,1,region_code,99,0.012358170729596803,0.015740683876431332,0.009824585866086904,0.0034253135033468435,0.9882138396082795,0.007923673144731271,0.003961836572365636,0.7878787878787878,0.04073255476407706,0.07362434532797257,0.35353535353535354,,,,
850 +raref,1,region_code,198,0.017494705857126275,0.02174444194381048,0.013964354452144377,0.0065738553199196316,0.9956991870156868,0.011149257541493334,0.005574628770746668,0.9797979797979798,0.1029221637566176,0.10378577845267374,0.5505050505050505,,,,09
851 +momentum,6,region_code,600,0.057003146256214283,0.07914362575322491,0.047707590651636406,-0.0404265936453524,1.0544120796257814,0.029776177458198796,0.014888088729099396,0.9233333333333333,0.19395291846842852,0.30311210879424844,0.49833333333333335,,,,14
852 +lstm,1,region_code,1287,0.035724029439665475,0.047584396640137944,0.027084923538570727,0.00372791065867079,1.266284092619597,0.023663621204727432,0.011831810602363714,0.696969696969697,0.09044882324774557,0.22507150543941798,0.30924630924630925,,,,15
853 +seasonal_naive,12,region_code,117,0.0600423125709606,0.07344570019443444,0.04666154583858123,0.008983321548065167,0.5330851477841918,0.04476875613348368,0.022384378066741834,0.9487179487179487,0.3255217079333013,0.35031084371978016,0.3418803418803419,,,,02
854 +dsgfn,6,region_code,600,0.053183944874242585,0.07009516123242251,0.04363181126266005,0.03727240236555307,0.9837666444848145,0.034846242672288155,0.017423121336144078,0.72,0.14153599693769744,0.3416274825119468,0.3333333333333333,,,,14
855 +tft_lite,6,region_code,300,0.06241759749591047,0.08003436468257104,0.04718420898549884,0.05014770600657286,1.3523324708551496,0.04350466831969038,0.021752334159845194,0.5333333333333333,0.11412501774342672,0.4876812301876707,0.19666666666666666,,,,06
856 +ar2_cell,1,region_code,297,0.018006276165941186,0.024495682250830972,0.011472603688465912,-0.0007058746940932048,0.971596735013202,0.012260383299325675,0.0061301916496628375,0.9797979797979798,0.11343065733877751,0.11725950677163237,0.6161616161616161,,,,08
857 +lightgbm_panel,3,region_code,372,0.030147592896811733,0.039801918863038216,0.022358117180487525,0.009363201046503001,0.8515870085888123,0.01969575506971606,0.00984787753485803,0.7553763440860215,0.10005294380880113,0.18823120020508588,0.3709677419354839,,,,06
858 +raref,12,region_code,507,0.10095370205921536,0.1328474788966242,0.09169840843392013,0.08796115311452907,1.3356787041413687,0.07359928744699719,0.036799643723498594,0.40631163708086787,0.16548686343097757,0.8815866562442798,0.13609467455621302,,,,15
859 +lightgbm_panel,12,region_code,117,0.04796916628847906,0.06089613074834347,0.03671462387128831,0.033861477502572485,0.6698819389615202,0.03334099182484292,0.01667049591242146,0.7094017094017094,0.11094431349093614,0.36865992508343953,0.29914529914529914,,,,17
860 +dsgfn,6,region_code,225,0.042492397631789296,0.05724482235458227,0.03325691962572558,0.01696158034625666,0.6993728645173801,0.027221094563451856,0.013610547281725926,0.7511111111111111,0.12139618722126923,0.2368692248636399,0.4177777777777778,,,,04
861 +tcn,3,region_code,465,0.040306161491791594,0.05141384209074005,0.03374639837151444,0.01428648861135599,0.9668413289341717,0.025890834336867136,0.012945417168433568,0.7247311827956989,0.10321223512079106,0.24001106169165623,0.26666666666666666,,,,05
862 +ar2_cell,3,region_code,279,0.034247983512686875,0.04681368990690016,0.022179695536085592,-0.010259897642544133,0.8054690912613203,0.022850319789792357,0.011425159894896179,0.9247311827956989,0.17958082199094857,0.20867450724490944,0.5591397849462365,,,,02
863 +gru,3,region_code,93,0.020599414154744086,0.025378590387070892,0.017307022430552432,0.008158561023545391,0.8454512131757452,0.013982598793879244,0.006991299396939621,0.6774193548387096,0.05929039604085628,0.13448122970970194,0.22580645161290322,,,,
864 +rw_drift,3,region_code,2046,0.04427552988792991,0.06398010380221605,0.030528932482976154,-0.00153657997865219,1.0187313760288124,0.030026965336794217,0.015013482668397107,0.9027370478983382,0.20376001218548204,0.29961422346585537,0.5019550342130987,,,,16
865 +ar2_cell,12,region_code,39,0.024436625975236295,0.03058723968662658,0.019240296810915825,0.009575523638956336,0.3637093083302027,0.016873303118273408,0.008436651559136704,1.0,0.17926710158091047,0.17926710158091047,0.6666666666666666,,,,
866 +raref,6,region_code,50,0.051300006250163364,0.06263196979465933,0.050968025384158414,0.035049622943345404,1.1040660301456364,0.03313445506317064,0.01656722753158532,0.74,0.15485195844717745,0.2664882217846059,0.36,,,,10
867 +no_change,3,region_code,186,0.03392329869062789,0.04197262120113319,0.02851245509326575,-0.019238586630122945,1.0,0.019418803775731228,0.009709401887865612,0.978494623655914,0.1840005980800053,0.18693532355822395,0.5698924731182796,,,,13
868 +raref,6,region_code,75,0.04659886599932697,0.057755330543875,0.03788212863987943,0.028431417906880044,1.0413662381532742,0.029934851296099515,0.014967425648049763,0.8266666666666667,0.15485195844717747,0.25093387904660086,0.30666666666666664,,,,11
869 +bhpf,1,region_code,1287,0.02651919882836593,0.035299554301312375,0.020949883651119553,0.004553743349490549,0.9400070527343762,0.017157600415083782,0.008578800207541893,0.8888888888888888,0.10702844600622036,0.15765961247961527,0.5205905205905206,,,,15
870 +qanss,6,region_code,75,0.030605166656690875,0.03687783484624055,0.0287537499276449,-0.019780362264790265,0.7899019642558497,0.01873209032482453,0.009366045162412264,0.96,0.1535222919048982,0.1650533410622199,0.6133333333333333,,,,
871 +mlp_panel,12,region_code,117,0.06571681042828592,0.07575546454390986,0.06214256690796732,0.06403094080416294,0.5834661274524597,0.04716426915028625,0.023582134575143125,0.6324786324786325,0.16101857183628485,0.5148493805833233,0.19658119658119658,,,,02
872 +seasonal_naive,6,region_code,150,0.039636188194983185,0.057272301596358995,0.02518436583659435,0.00583058175174109,0.6930134921507297,0.02982504564121412,0.014912522820607062,0.94,0.2526435568979132,0.2793294239434194,0.62,,,,01
873 +ar2_cell,1,region_code,297,0.021580461904429814,0.028080760521438288,0.01600329152418732,-0.0030224064392283543,0.9572632936609414,0.013961141071096268,0.006980570535548136,0.9494949494949495,0.11343065733877751,0.12148614611078971,0.5117845117845118,,,,04
874 +local_linear_trend,12,region_code,117,0.1074485953208817,0.13721630483654948,0.0904305915139389,0.03423692292229524,1.500502905124102,0.08248834754656129,0.04124417377328064,0.9914529914529915,0.9418632351399109,0.9474260087331945,0.7008547008547008,,,,17
875 +dsgfn,3,region_code,1209,0.045754311095751184,0.06578354741647754,0.03264042536434619,0.025897988907884216,0.9405504930185653,0.0316460038915914,0.015823001945795702,0.6906534325889164,0.11285243100391777,0.3508865787631965,0.32092638544251445,,,,15
876 +local_linear_trend,3,region_code,186,0.04929682723451108,0.06298599130136982,0.03980416864756853,0.0009325120504003273,1.4531849536239376,0.03298260287139089,0.016491301435695445,0.9623655913978495,0.32274053297274463,0.33432787752188886,0.6075268817204301,,,,13
877 +mlp_panel,1,region_code,297,0.022573802975399734,0.030962415397587022,0.01591036976507476,-0.0025742199471614283,1.0013257863701528,0.01554313907165173,0.007771569535825866,0.7205387205387206,0.06378724466913666,0.17348705137633683,0.37037037037037035,,,,04
878 +lightgbm_panel,1,region_code,297,0.02721897427796808,0.03648113158338713,0.021055770426332967,-0.007402635104986199,0.9056855052813322,0.017828455296007777,0.008914227648003889,0.7373737373737373,0.07729920358304894,0.17685927680972627,0.3400673400673401,,,,03
879 +mean_growth,12,region_code,117,0.047860406327276186,0.060725515819579225,0.04149761309201337,0.037606436069628144,0.6683631230360189,0.030728996103892726,0.015364498051946368,0.7777777777777778,0.14613231345256192,0.269798294955613,0.29914529914529914,,,,17
880 +mean_growth,6,region_code,225,0.0397756212632253,0.055348454467252214,0.03049476247162461,-0.003502971383691669,0.5676922007358068,0.026517428355338556,0.013258714177669278,0.9377777777777778,0.21698990161941917,0.26537419203172685,0.5555555555555556,,,,03
881 +rw_drift,6,region_code,150,0.04658993060659225,0.0698019312545517,0.030204011937291914,0.004809891485483718,0.8145952468966563,0.03455379036069708,0.01727689518034854,0.9333333333333333,0.26186722709191274,0.3441884938485333,0.56,,,,01
882 +tft_lite,1,region_code,297,0.022579272971878228,0.03160093040130138,0.013763913508130443,-0.0049519588080294856,1.0267257300292258,0.015252485486322834,0.007626242743161417,0.7138047138047138,0.06550346720253858,0.154895330152007,0.3602693602693603,,,,02
883 +gru,1,region_code,297,0.026035535193643388,0.03868527844712183,0.017644782676543458,-0.00595074343686133,1.154880849263774,0.01848416767094295,0.009242083835471475,0.734006734006734,0.06959484800370204,0.20026318528777123,0.3939393939393939,,,,04
884 +seasonal_naive,12,region_code,78,0.05267314949947924,0.0702686803827869,0.03734638523605366,0.033737864802637796,0.6302488783544941,0.05019102990099613,0.025095514950498065,0.8974358974358975,0.3255217079333011,0.410454975993544,0.23076923076923078,,,,01
885 +mlp_panel,6,region_code,150,0.04458667896388275,0.05451886288846008,0.03510253525907178,0.026495186665649564,0.9796820355961761,0.03025551018808354,0.015127755094041772,0.5066666666666667,0.08541656633208428,0.32985915778386266,0.18666666666666668,,,,13
886 +bhpf,12,region_code,39,0.0766447870324879,0.08298565122890472,0.08184422762156898,0.0766447870324879,1.3784968278242582,0.04950161462453365,0.024750807312266834,0.38461538461538464,0.1420165826516704,0.4445858738677333,0.05128205128205128,,,,11
887 +momentum,6,region_code,150,0.051037379310615805,0.0627941995760052,0.040663979649562254,-0.04248787018074822,1.126378629817669,0.024084209360195036,0.012042104680097518,0.98,0.19395291846842852,0.19816933311812457,0.5,,,,09
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951 +gru,12,region_code,117,0.0597069150798192,0.0803525375032253,0.05413712290248629,0.05365849628609127,0.644102019757298,0.03538639389722789,0.017693196948613946,0.9316239316239316,0.17677557397172108,0.24687169678264057,0.3076923076923077,,,,04
952 +lightgbm_panel,1,region_code,495,0.020271229398761283,0.02779014859667849,0.014149548219946325,-0.00025552098341125376,0.801192752390876,0.013988521518664847,0.006994260759332423,0.7737373737373737,0.06807528009173672,0.13895469514721168,0.38585858585858585,,,,05
953 +mlp_panel,1,region_code,297,0.022827443373191886,0.030548927673933288,0.016035929292560036,-0.003418344161141299,1.0380105458325406,0.015199030830992166,0.007599515415496083,0.6936026936026936,0.0638612980914858,0.15077474290203988,0.3063973063973064,,,,02
954 +lstm,1,region_code,99,0.02482698772209764,0.03716905033033138,0.01570504749929824,0.0023995737779987096,1.5669032917020056,0.017344825665477168,0.008672412832738584,0.6464646464646465,0.056211965419891506,0.18845823097830328,0.24242424242424243,,,,11
955 +local_linear_trend,6,region_code,225,0.10309090721259925,0.15016633356284834,0.06345565877404707,0.0003968691929061214,1.4713510972983803,0.07225334137489925,0.03612667068744964,0.9333333333333333,0.584746010060587,0.7448752458469156,0.6133333333333333,,,,03
956 +qanss,3,region_code,186,0.02759018760865841,0.04197898387954047,0.016813882492924315,-0.009765903975509825,0.6860529892916526,0.019833079137047183,0.009916539568523591,0.9623655913978495,0.1863916764610581,0.19900342859544445,0.7688172043010753,,,,01
957 +lstm,3,region_code,186,0.034929493820124294,0.04462761401436327,0.02919701715586427,0.014559929362338866,1.0646920733424303,0.0230846940426085,0.011542347021304246,0.7580645161290323,0.09995880617055175,0.21529175281658228,0.24193548387096775,,,,09
958 +bhpf,6,region_code,150,0.04375914786444554,0.052575331124328335,0.03726912660411787,0.03449756344336286,1.2073391337683292,0.02638485459400668,0.01319242729700334,0.8733333333333333,0.14954302959976937,0.21078507066219965,0.38666666666666666,,,,07
959 +bhpf,1,region_code,2178,0.027147313641900286,0.03793249698564665,0.01875185841614572,0.005130951146093351,0.97680047635721,0.01809254560959252,0.009046272804796258,0.8581267217630854,0.10698442455672738,0.1757497841625504,0.5495867768595041,,,,16
960 +lstm,12,region_code,26,0.08771236736759279,0.10033145739086131,0.0854035842228706,0.08677794883782927,1.2034247793591324,0.05343063517902254,0.026715317589511272,0.7692307692307693,0.17019863945181266,0.3569668896716195,0.11538461538461539,,,,10
961 +bhpf,12,region_code,78,0.06454425714140119,0.07310100811668735,0.06520754475430197,0.061579988760840636,1.1164253453251836,0.04062459138482539,0.020312295692412698,0.5897435897435898,0.14192974003540162,0.3467921417758118,0.1794871794871795,,,,13
962 +rw_drift,6,region_code,75,0.021756793498493476,0.026721473556222803,0.019592832681554956,0.004497486866795559,0.5615304799071161,0.020302615112554902,0.01015130755627745,1.0,0.2618672270919127,0.2618672270919127,0.7466666666666667,,,,
963 +bhpf,6,region_code,150,0.03772121679132341,0.04452630772270195,0.03597011005183451,0.016041190328562334,0.8288304782965211,0.022254168900374308,0.011127084450187156,0.9466666666666667,0.14953072270285592,0.16508555630451743,0.42,,,,13
964 +mean_growth,1,region_code,2178,0.027946247475980766,0.04058132913486781,0.017463917207655312,0.0007495091152949216,1.0055472967609498,0.019127502476079146,0.009563751238039573,0.8650137741046832,0.11669644019531862,0.19437204937795302,0.4995408631772268,,,,16
965 +seasonal_naive,6,region_code,75,0.02894443960913698,0.03795379665018635,0.02370741270094129,0.003022076244936521,0.6468346717204865,0.023046073281629224,0.011523036640814614,1.0,0.2526435568979131,0.2526435568979131,0.7066666666666667,,,,11
966 +lightgbm_panel,6,region_code,75,0.021398445328610464,0.025975279818903994,0.019240819875767423,0.006470515576207856,0.5522817172242246,0.013848221597208511,0.006924110798604255,0.7066666666666667,0.05691068934348251,0.12539374696219072,0.29333333333333333,,,,
967 +bhpf,3,region_code,62,0.0226870412045682,0.029192217287025344,0.019762413082893518,0.01309125573799243,0.6362268558276207,0.015353189319812851,0.007676594659906426,0.967741935483871,0.14654804768327823,0.15159315816996757,0.7419354838709677,,,,10
968 +seasonal_naive,3,region_code,93,0.01372769908173181,0.017511064589640468,0.01002920430051038,0.00216481653348785,0.5634189281100896,0.014389546714757246,0.0071947733573786195,1.0,0.2033378990829082,0.2033378990829082,0.9247311827956989,,,,
969 +dsgfn,3,region_code,465,0.03757797830770382,0.050699999433037206,0.027651452427227108,0.018019271498077877,0.9013992189030178,0.0251252425621402,0.012562621281070099,0.7311827956989247,0.10485744539632491,0.2499207482687799,0.35698924731182796,,,,05
970 +ridge_panel,3,region_code,1209,0.041309879847284514,0.05771130018294615,0.03081492722274754,0.018392931011231236,0.8491883480791648,0.02747053902386596,0.01373526951193298,0.8469809760132341,0.1406338443889577,0.2738886352412996,0.3829611248966088,,,,15
971 +ar2_cell,1,region_code,198,0.01807844426247254,0.023797026769600695,0.01386220928947951,0.0012484508650782078,0.9931497126430447,0.012036355646278574,0.006018177823139289,0.9797979797979798,0.1134306573387775,0.11426662700401269,0.5959595959595959,,,,13
972 +bhpf,1,region_code,198,0.019028781144368366,0.026784459628326013,0.014143512100775607,0.0035754636555209943,0.960240813721744,0.013028677257413843,0.006514338628706921,0.9595959595959596,0.10721407612527013,0.128345653702049,0.696969696969697,,,,01
973 +momentum,1,region_code,99,0.01342677216443676,0.017656225396020648,0.010505162924009347,-0.008262236608193153,1.0736639236085808,0.009147809580670834,0.004573904790335418,1.0,0.1156935063488772,0.1156935063488772,0.696969696969697,,,,
974 +mlp_panel,6,region_code,300,0.059199860688521254,0.07637491545095601,0.049756256857257014,0.041388332573762204,1.2826173561780216,0.04034622402223601,0.020173112011118006,0.49,0.11505960722153152,0.42612157813880325,0.19666666666666666,,,,06
975 +momentum,3,region_code,93,0.03493824510861863,0.04633026476638008,0.027739054194508308,-0.02412524708222449,1.0508183484183546,0.019806765064670898,0.009903382532335447,0.946236559139785,0.17616701099048615,0.19881920466953845,0.6774193548387096,,,,11
976 +tcn,12,region_code,78,0.08685974596238143,0.09467756598968288,0.07904473835256035,0.08685974596238143,1.502417506618223,0.053340728640706235,0.026670364320353114,0.5897435897435898,0.15461737286741248,0.39378166082327615,0.02564102564102564,,,,13
977 +seasonal_naive,1,region_code,99,0.009272965101248275,0.01277543212823702,0.006552081164561685,0.0007837385648192182,0.7415071896775057,0.009068995119818096,0.004534497559909046,1.0,0.13561216476423332,0.13561216476423332,0.8585858585858586,,,,
978 +lstm,1,region_code,495,0.03155639062193923,0.04480910266897448,0.022983351722586642,0.0012824135773210545,1.2472233903809542,0.021236150192028246,0.010618075096014123,0.7575757575757576,0.08222148166569608,0.20893916893915915,0.3474747474747475,,,,05
979 +ridge_panel,12,region_code,156,0.1165807903348718,0.14705908990801095,0.09703745265198563,0.11585208818543788,1.7211189248736913,0.08574045500615043,0.04287022750307522,0.358974358974359,0.16413787754855688,1.0577102548751403,0.0641025641025641,,,,06
980 +lightgbm_panel,6,region_code,75,0.03215689807964342,0.04254671169386875,0.024669438238778166,0.01321208870702094,0.7186249550441886,0.022473557568619656,0.01123677878430983,0.84,0.12184167535683514,0.21207825976767244,0.28,,,,11
981 +tft_lite,6,region_code,150,0.04571005836072548,0.059432625318873264,0.0365573774693177,0.015950287051234625,0.7992112413824274,0.028916802631366038,0.01445840131568302,0.7333333333333333,0.1151091016830954,0.24058026759168266,0.28,,,,01
982 +mlp_panel,12,region_code,117,0.09980648136669085,0.12165270762287934,0.08426641960428655,0.09908039471479219,1.0766852741799595,0.07267784539115621,0.036338922695578105,0.5470085470085471,0.17019060940250882,0.8617273716612138,0.05982905982905983,,,,04
983 +seasonal_naive,3,region_code,372,0.03768590809736368,0.051791924243507995,0.027772596457779825,0.0008817670746064242,0.8985564125555048,0.025204522084319374,0.012602261042159685,0.9516129032258065,0.20333789908290814,0.2412546640279944,0.6129032258064516,,,,12
984 +momentum,6,region_code,150,0.06133815069240669,0.07714713982971964,0.0506522464242162,-0.05641429397962976,1.072458476690571,0.026354154772686874,0.013177077386343439,0.9066666666666666,0.19395291846842852,0.2520752489350513,0.5666666666666667,,,,01
985 +dsgfn,3,region_code,93,0.01898020155104026,0.023948174319669165,0.016998475040379657,0.009960291953542887,0.7789946989318398,0.01339642092391617,0.006698210461958086,0.6129032258064516,0.04191258555694868,0.14680068503450253,0.22580645161290322,,,,
986 +mlp_panel,1,region_code,99,0.019911568251513738,0.025705136291858412,0.015930874256769367,0.004865425556972243,1.2566768947356601,0.01331282602928925,0.006656413014644624,0.696969696969697,0.054132673979392615,0.1379785362847238,0.30303030303030304,,,,11
987 +dsgfn,12,region_code,117,0.04265112612625377,0.051280759005392675,0.04048348106367616,0.02476873916713329,0.378677650820078,0.027903842408564784,0.013951921204282394,0.6239316239316239,0.11463836552953331,0.28399971942172847,0.3247863247863248,,,,02
988 +tft_lite,12,region_code,117,0.059044356060736825,0.07749851650712812,0.05017980038346054,0.02750603593577853,0.6369545126079357,0.04141167480108063,0.020705837400540317,0.5982905982905983,0.13776295741207342,0.4696945435130065,0.29914529914529914,,,,04
989 +no_change,12,region_code,78,0.06319951166792732,0.07435465431806812,0.05611812055400847,-0.05597349435320732,1.0,0.02673858766620226,0.01336929383310113,0.9102564102564102,0.18204380187213295,0.2338735981318886,0.41025641025641024,,,,09
990 +gru,6,region_code,50,0.05468526133380291,0.06424057656896494,0.05326678719296024,0.023794434594816477,1.1769226517023315,0.030774389679472026,0.01538719483973601,0.86,0.15216143472003751,0.18892192920257522,0.26,,,,10
991 +momentum,12,region_code,39,0.0669026965190167,0.07196708850300589,0.06693436954436452,-0.0669026965190167,0.9957648613608053,0.0168867299480448,0.008443364974022401,1.0,0.18367563437016704,0.18367563437016704,0.6923076923076923,,,,
992 +dsgfn,12,region_code,117,0.0694963790374344,0.09543286528069485,0.05663298348898094,0.0636440504693594,0.7497081040611315,0.049784470465200396,0.0248922352326002,0.5897435897435898,0.1235474461896552,0.6184570895547729,0.24786324786324787,,,,04
993 +no_change,12,region_code,117,0.07160838873017375,0.08257024312966774,0.07840033091152832,-0.0703552492408049,1.0,0.023224238941513813,0.011612119470756911,0.9401709401709402,0.1820438018721329,0.18972591151371998,0.5299145299145299,,,,17
994 +bhpf,12,region_code,117,0.05547338371837388,0.06388783401241341,0.05509747737527426,0.04415064224660216,0.492519952869054,0.03387080780667165,0.016935403903335824,0.717948717948718,0.1418663407579565,0.2616209951188516,0.23076923076923078,,,,02
995 +lightgbm_panel,12,region_code,78,0.05123258647864806,0.0610922507727544,0.04892825457940879,0.04883006288072943,0.8861726911818215,0.032161550163795856,0.01608077508189793,0.5641025641025641,0.0972524751831471,0.3290183985498811,0.19230769230769232,,,,13
996 +no_change,3,region_code,186,0.032807132404460135,0.04556944732122234,0.02304766030384288,-0.021046301755001797,1.0,0.020322347557977433,0.010161173778988718,0.956989247311828,0.1840005980800053,0.19406871775989323,0.5698924731182796,,,,09
997 +ar2_cell,6,region_code,1650,0.04115204966142569,0.05370193912112677,0.0341220232766665,0.006344080710299867,0.8131396665878565,0.026296524555765893,0.01314826227788295,0.9448484848484848,0.20187607730627233,0.24073259134775762,0.5145454545454545,,,,16
998 +momentum,12,region_code,858,0.0665425579672079,0.08177400907964306,0.05701286215952364,-0.06099483415298052,1.0016008250490152,0.028117369383825235,0.014058684691912616,0.9114219114219114,0.1836756343701671,0.24459273898728282,0.4289044289044289,,,,16
999 +ar2_cell,12,region_code,858,0.044893892152235056,0.056702660735465454,0.03765178459952152,0.01642825768629922,0.6757443776282123,0.027829620983071183,0.013914810491535593,0.9032634032634033,0.1792671015809105,0.23737453255246208,0.44988344988344986,,,,16
1000 +tcn,1,region_code,2178,0.029988926310599143,0.040287128125034086,0.02216546658445273,0.002153128462972316,1.0790459008961453,0.020383831276257786,0.010191915638128895,0.6483011937557392,0.07434117462546341,0.20686562163059477,0.2727272727272727,,,,16
1001 +no_change,1,region_code,198,0.019816676059222865,0.02933982094194133,0.013135527764718893,-0.007979920070566028,1.0,0.013308240500919522,0.006654120250459762,0.9444444444444444,0.11683796853061239,0.14293861731480006,0.6060606060606061,,,,01
1002 +no_change,12,region_code,507,0.07558232511022381,0.11502841445534039,0.05862940103972902,-0.054970289568051396,1.0,0.04143723136221091,0.020718615681105456,0.8481262327416174,0.18204380187213284,0.47345426346466896,0.39644970414201186,,,,15
1003 +momentum,12,region_code,117,0.1103200792446228,0.12008963223476704,0.11191802556922839,-0.10571701115200985,1.0014963218552482,0.03278400303189532,0.01639200151594766,0.8888888888888888,0.18367563437016715,0.2680975537639426,0.4017094017094017,,,,03
1004 +qrefa,3,region_code,279,0.023374773207554794,0.030482916904281253,0.018017928072109814,0.0060877751982125585,0.6751499661322532,0.014478859311628945,0.0072394296558144725,0.953405017921147,0.1072146619190497,0.11942568473942027,0.4910394265232975,,,,17
1005 +lstm,1,region_code,2178,0.035339053367637235,0.04847044544361543,0.025012604677120465,0.003438110740828638,1.2715513814318096,0.02428108873790942,0.012140544368954712,0.657483930211203,0.08313956608565999,0.25091347173277,0.2699724517906336,,,,16
1006 +momentum,6,region_code,300,0.04756575401969232,0.0612713214512051,0.03659666244890365,-0.028685772506774995,1.0305541424556315,0.02794180084021051,0.013970900420105254,0.9233333333333333,0.19395291846842852,0.27274901130114926,0.5166666666666667,,,,06
1007 +tft_lite,6,region_code,600,0.0540186383727792,0.07200063132281309,0.04345302677418067,0.033489581916951124,0.9992063344922089,0.03642730566513399,0.01821365283256699,0.6633333333333333,0.1261780081600106,0.3680621393250723,0.2633333333333333,,,,14
1008 +tft_lite,1,region_code,99,0.013567140415359885,0.018092512168466825,0.01027560475624728,-0.0010655914444106013,1.0848883880733442,0.009279450292659914,0.004639725146329957,0.7272727272727273,0.04069774512041623,0.09645605875562416,0.3333333333333333,,,,
1009 +qrefa,3,region_code,186,0.027985677713697008,0.03700092333452033,0.021081853587635816,0.013122744749351104,0.8530363875963859,0.017679909314021417,0.008839954657010709,0.9247311827956989,0.12026256032685921,0.1498380308831434,0.4838709677419355,,,,09
1010 +tft_lite,6,region_code,225,0.04336025679327777,0.06064021118725333,0.032430712971401376,0.017739165618054317,0.7136567642640438,0.028664292910603097,0.014332146455301547,0.76,0.1166742744974585,0.27170284078301016,0.35555555555555557,,,,04
1011 +mlp_panel,6,region_code,225,0.044296626780731825,0.05761952654225754,0.03519233324753723,0.01269698945458353,0.7290682683652839,0.028436440285560034,0.014218220142780019,0.6844444444444444,0.1055772930829941,0.2603435408455224,0.29333333333333333,,,,04
1012 +tft_lite,3,region_code,62,0.033291579481578605,0.04585807144131384,0.020967453870822342,0.0033282605756715248,0.9336165411836578,0.02100513633032223,0.010502568165161116,0.8387096774193549,0.11637201074007598,0.17671924736488245,0.4838709677419355,,,,10
1013 +dsgfn,1,region_code,66,0.016143580270161318,0.020293678163493485,0.012766031431806615,0.009350682268316039,0.9510939551273132,0.010452823208654219,0.0052264116043271094,0.8333333333333334,0.06814298612185997,0.09671263020398313,0.5,,,,10
1014 +qanss,3,region_code,279,0.026305994399368992,0.03513545331205717,0.020745579999991937,-0.011270495931517565,0.7598144833366329,0.018084301194697595,0.009042150597348798,0.985663082437276,0.17391502424774175,0.1780739950074322,0.7132616487455197,,,,17
1015 +ridge_panel,3,region_code,62,0.025059978413394034,0.03309884162600479,0.01886626992048051,0.019519807627896405,0.7027726149609729,0.016690927352282822,0.008345463676141411,0.967741935483871,0.14063384438895768,0.15517047016194857,0.5483870967741935,,,,10
1016 +ridge_panel,6,region_code,75,0.03098164789798736,0.03676323991440884,0.03214918994998755,0.017763561145648036,0.7996187312103129,0.019190259872654866,0.009595129936327433,0.9733333333333334,0.15314832845769516,0.15731385849696797,0.41333333333333333,,,,
1017 +tft_lite,6,region_code,225,0.042809367895202906,0.051600027912575556,0.040528796059972796,0.027495254130867754,0.8358665798309006,0.026585246834705284,0.013292623417352645,0.7288888888888889,0.11724949258321431,0.206251991184894,0.28444444444444444,,,,08
1018 +tft_lite,12,region_code,78,0.06216479341205653,0.07578732988967639,0.05141262405930366,0.057436820214215596,0.9836277491935765,0.0418689043460021,0.020934452173001047,0.5897435897435898,0.1350701779831583,0.4469592596180169,0.28205128205128205,,,,09
1019 +seasonal_naive,12,region_code,312,0.0854109784904164,0.13793706954045273,0.06174735085818442,0.01524350850685397,1.088832810008509,0.06695350631340763,0.03347675315670382,0.8493589743589743,0.3255217079333012,0.6659368113399875,0.3076923076923077,,,,14
1020 +lightgbm_panel,1,region_code,1287,0.02479198178897807,0.03290030106708028,0.019131409868256656,0.0007840252416734027,0.8787836270518885,0.01643475863043526,0.00821737931521763,0.7513597513597513,0.07581372200935854,0.1493555950971781,0.3185703185703186,,,,15
1021 +bhpf,1,region_code,99,0.012959411452783762,0.016341526457903145,0.012543959765832169,0.0067942285096507455,1.0362916997212244,0.009684116229753938,0.00484205811487697,1.0,0.10860513430773046,0.10860513430773046,0.8484848484848485,,,,
1022 +seasonal_naive,12,region_code,26,0.05508164711649278,0.06563350909979358,0.04933448430042672,-0.004421747769762887,0.7557271684402618,0.038618364585317345,0.019309182292658676,0.9615384615384616,0.32552170793330126,0.3458220467172948,0.5769230769230769,,,,10
1023 +tcn,12,region_code,78,0.09308961769415276,0.10463065900497197,0.09285863389957835,0.09260073282741119,1.472948369969671,0.05501881242708505,0.02750940621354252,0.7948717948717948,0.19344175248765028,0.342092450136454,0.11538461538461539,,,,09
1024 +momentum,6,region_code,75,0.0465460830343212,0.05281835913127661,0.044581279547409564,-0.04618210627031085,1.201327959741342,0.01592833189242887,0.007964165946214437,1.0,0.19395291846842852,0.19395291846842852,0.7466666666666667,,,,
1025 +gru,1,region_code,198,0.026142915253909754,0.035479841561274185,0.017982786500932435,0.0007432088123482168,1.4361760555894725,0.017672215675062514,0.008836107837531257,0.6515151515151515,0.06112047547290473,0.17255902038738163,0.26262626262626265,,,,13
1026 +bhpf,1,region_code,198,0.01840907352921779,0.023067216844747752,0.015098824762353039,0.006137660499110691,1.0477397960530825,0.011978551692886294,0.005989275846443145,0.9848484848484849,0.10721500082329596,0.10856073487798618,0.6616161616161617,,,,09
1027 +ridge_panel,1,region_code,396,0.026213058828465495,0.03302021338646665,0.021864850756034497,0.008119453543325382,1.129271654599825,0.016658132716897582,0.008329066358448791,0.8686868686868687,0.10426446541134479,0.13482873323598,0.3611111111111111,,,,06
1028 +local_linear_trend,3,region_code,186,0.04800894304455237,0.06495082701432402,0.03458080096358705,-0.003574558454008097,1.5580550162886995,0.033152735029040536,0.016576367514520268,0.967741935483871,0.32274053297274463,0.34673364735237333,0.6075268817204301,,,,07
1029 +seasonal_naive,6,region_code,225,0.039631757196916244,0.04888879275475969,0.03556537360280487,0.005077395829328672,0.7738227161393607,0.027485109798878176,0.013742554899439091,0.9911111111111112,0.2526435568979131,0.2579201174900197,0.5511111111111111,,,,08
1030 +bhpf,3,region_code,279,0.03349295604249017,0.042865954474482895,0.027129593406789484,0.015823908952273712,0.7867621099973012,0.021130610069315596,0.010565305034657798,0.921146953405018,0.14618235140297164,0.18264065104607635,0.5483870967741935,,,,04
1031 +ridge_panel,3,region_code,465,0.03327646899397759,0.044744550879752765,0.025690682822518615,0.015120080331861144,0.798217054504834,0.021814334723214843,0.01090716736160742,0.9096774193548387,0.1406338443889577,0.20727236159068657,0.45806451612903226,,,,05
1032 +lstm,12,region_code,78,0.05249231325132216,0.063256680095643,0.05007061353804265,0.04399072555956442,0.6280851223678132,0.03467062065595589,0.01733531032797795,0.7564102564102564,0.1386168978135221,0.2533680731875949,0.32051282051282054,,,,01
1033 +rw_drift,12,region_code,195,0.07380838778641699,0.11327507222438438,0.0512756485404105,0.0258948073757793,0.9158410237893587,0.062196920518365575,0.03109846025918278,0.8871794871794871,0.32552170793330126,0.6118250953510593,0.30256410256410254,,,,05
1034 +rw_drift,12,region_code,78,0.05267314949947924,0.0702686803827869,0.03734638523605366,0.033737864802637796,0.6302488783544941,0.05019102990099613,0.025095514950498065,0.8974358974358975,0.3255217079333011,0.4104549759935441,0.23076923076923078,,,,01
1035 +local_linear_trend,12,region_code,117,0.13861647848773617,0.17717377723011368,0.11873526495252917,-0.0034964624426811054,1.4953570059052073,0.09541610524623033,0.047708052623115164,1.0,0.9418632351399109,0.9418632351399109,0.5897435897435898,,,,04
1036 +mean_growth,1,region_code,66,0.017111852780012784,0.021407789305903816,0.013832516306285694,-0.002365771672487662,1.008139425563499,0.01131018333104464,0.005655091665522321,1.0,0.11669644019531861,0.11669644019531861,0.5909090909090909,,,,10
1037 +gru,3,region_code,186,0.033719168448773824,0.043568877573263255,0.027729395241270993,0.011163860646799022,1.0277999318279247,0.02105319181347296,0.01052659590673648,0.8548387096774194,0.11126488536675785,0.17545814311161484,0.3279569892473118,,,,09
1038 +tft_lite,3,region_code,186,0.035534306973255,0.04861406059255309,0.027143354877447817,-0.0023593176272613935,1.0831274899364294,0.02307726432134586,0.01153863216067293,0.8010752688172043,0.10746211115482404,0.20284218619880806,0.3333333333333333,,,,09
1039 +no_change,1,region_code,297,0.03005345025314618,0.04195112567506112,0.02256634409402819,-0.010059090610991151,1.0,0.019414536509181273,0.009707268254590638,0.8686868686868687,0.11683796853061237,0.18880624414157093,0.4511784511784512,,,,03
1040 +bhpf,3,region_code,93,0.02703612803579338,0.033113340716202394,0.025440376996249424,0.017494352385859783,0.8131507270006337,0.01693697042164954,0.00846848521082477,0.967741935483871,0.14653484944072134,0.15185021982512098,0.5806451612903226,,,,11
1041 +mean_growth,1,region_code,297,0.029111921372686412,0.041346303190104704,0.0195711555244676,-0.0009098280881783095,0.9686715211555051,0.01952553238623803,0.009762766193119013,0.8619528619528619,0.11669644019531862,0.19119927077046847,0.42424242424242425,,,,03
1042 +no_change,1,region_code,297,0.02254391456074521,0.029803590122346114,0.016201192756031157,-0.00910548572705722,1.0,0.014215197283307128,0.007107598641653562,0.9393939393939394,0.11683796853061237,0.1303281852354691,0.5454545454545454,,,,04
1043 +seasonal_naive,3,region_code,744,0.05015237209048184,0.07721556943533527,0.032501796686708856,0.003095092910933311,1.1844252764550995,0.03447101530373364,0.01723550765186682,0.8884408602150538,0.20333789908290814,0.36200550589054276,0.5147849462365591,,,,14
1044 +rw_drift,1,region_code,792,0.026726328055868755,0.03729792050886807,0.02079315891422133,-0.00004460945147184044,1.0443748541872229,0.017552075009427567,0.008776037504713785,0.9255050505050505,0.12331649708173885,0.16807133092019164,0.45202020202020204,,,,14
1045 +gru,12,region_code,117,0.07122692258725567,0.08017599042669221,0.06933371290998214,0.06927732400248013,1.0968582018747615,0.041888455897494334,0.020944227948747167,0.8717948717948718,0.1827306734655713,0.2477931345788552,0.11965811965811966,,,,08
1046 +qrefa,3,region_code,372,0.027752427038178377,0.0358085458837814,0.02199247911602574,0.0026429460395483934,0.661709443612384,0.017385515030387464,0.008692757515193732,0.8817204301075269,0.11782497462270747,0.14748206620046037,0.48655913978494625,,,,12
1047 +mlp_panel,1,region_code,495,0.025575354582800167,0.034512105247950155,0.019597577919546777,0.0031847264883249292,1.0108310812573806,0.016805544887387842,0.008402772443693921,0.7777777777777778,0.0770984261368604,0.1634880668359008,0.35353535353535354,,,,05
1048 +rw_drift,12,region_code,312,0.0854109784904164,0.13793706954045273,0.06174735085818442,0.01524350850685397,1.088832810008509,0.06695350631340763,0.03347675315670382,0.8493589743589743,0.3255217079333012,0.6659368113399875,0.3076923076923077,,,,14
1049 +lstm,3,region_code,372,0.04263429604848222,0.05505828351925994,0.032411563235204444,0.027752345348727166,1.2043022061325643,0.02844179451479571,0.014220897257397858,0.6774193548387096,0.11097620606037659,0.2816057993277654,0.239247311827957,,,,06
1050 +tcn,3,region_code,93,0.0325139819949452,0.04045774683914266,0.02823718475183956,0.014897383426645256,0.9779051224299824,0.02105465853798279,0.010527329268991395,0.7634408602150538,0.09423346955720986,0.1876723924375697,0.26881720430107525,,,,11
1051 +raref,6,region_code,75,0.030963699230377038,0.03755348639759499,0.027373717856313103,0.01747153906681277,0.7991554862961386,0.01932405416690955,0.009662027083454771,0.9733333333333334,0.15485195844717747,0.1593326122887675,0.4266666666666667,,,,
1052 +qrefa,3,region_code,465,0.03526973549696,0.04694034369523978,0.026691622764171852,0.01610908294001485,0.8460304002399756,0.021941025675825922,0.01097051283791296,0.8494623655913979,0.12394752411239918,0.18540281933709396,0.421505376344086,,,,05
1053 +ridge_panel,1,region_code,198,0.018083012237425283,0.02245990653132627,0.01528177958530897,0.005002463199733879,1.0291822412244123,0.011561291891556537,0.005780645945778267,0.9848484848484849,0.10426446541134479,0.10555516318212117,0.5151515151515151,,,,09
1054 +ar2_cell,12,region_code,312,0.06008220129086373,0.08149427159998902,0.05113222918880834,0.010115132939715154,0.7659375084945136,0.038892492312011355,0.019446246156005674,0.7852564102564102,0.17926710158091047,0.35817455039449453,0.33653846153846156,,,,14
1055 +tft_lite,6,region_code,300,0.04698850638537704,0.058853852313552356,0.04031459940890002,0.012612987779598033,0.7442677165056649,0.030744727408406138,0.015372363704203067,0.72,0.11776177689209968,0.2908183885511304,0.2733333333333333,,,,12
1056 +ridge_panel,12,region_code,117,0.07934299975953586,0.09192704041227448,0.0764304948425624,0.07635680962370577,1.1080126388335136,0.05334477753719607,0.026672388768598038,0.5384615384615384,0.1641378775485569,0.5327938769439404,0.17094017094017094,,,,17
1057 +tcn,3,region_code,62,0.038799599070832136,0.04885816319857314,0.03319332902912525,0.017949956418182814,1.0880813721640015,0.024776717692669235,0.01238835884633462,0.7580645161290323,0.10661788454761688,0.2035800573754535,0.3709677419354839,,,,10
1058 +no_change,6,region_code,150,0.04551137751214347,0.05537849561586821,0.03817561139666062,-0.03591423376920164,1.0,0.022095524508417584,0.011047762254208792,0.9866666666666667,0.22251324463373312,0.22925840967815825,0.64,,,,13
1059 +dsgfn,6,region_code,50,0.05243296535246083,0.06409821995649242,0.04083350938225044,0.03913242712420127,1.1284492953696428,0.0336471562862147,0.016823578143107344,0.78,0.130893648234196,0.32564274170841595,0.28,,,,10
1060 +raref,1,region_code,2178,0.027751114824140957,0.038329921227409074,0.01967213931778472,0.00836702734147207,0.9985261354856854,0.018558543832053513,0.009279271916026757,0.8452708907254362,0.1029221637566176,0.17911432212056086,0.3985307621671258,,,,16
1061 +ridge_panel,1,region_code,297,0.019258308132848397,0.026138052706717606,0.013916037356582964,-0.0014257702793989994,0.8757146654568194,0.012722567703511318,0.006361283851755659,0.9292929292929293,0.10426446541134479,0.12680514177189328,0.5387205387205387,,,,02
1062 +raref,6,region_code,300,0.05208436390939286,0.06876026206974861,0.04234341448204014,0.0361094604156448,1.1284538233488222,0.034176658231379636,0.01708832911568982,0.83,0.15485195844717747,0.3174839643669889,0.28,,,,06
1063 +mlp_panel,3,region_code,279,0.026589388784592338,0.03495520003137339,0.020426063866332556,0.008730906864093477,0.7679999620955786,0.017138120686179176,0.008569060343089588,0.8494623655913979,0.08890449369063778,0.15877691970480703,0.3333333333333333,,,,17
1064 +no_change,3,region_code,372,0.04194050320133437,0.05813598547162705,0.02966310090964236,-0.030326945894696332,1.0,0.02455465776525072,0.01227732888262536,0.9166666666666666,0.18400059808000535,0.2329297154243892,0.5376344086021505,,,,12
1065 +no_change,12,region_code,117,0.09269791624363664,0.1010646376896836,0.08982922655351588,-0.0864081161939419,1.0,0.02706621434371823,0.013533107171859116,0.9145299145299145,0.1820438018721329,0.2444698841662194,0.48717948717948717,,,,04
1066 +tft_lite,3,region_code,2046,0.042951051234751264,0.06035144950691134,0.03098884758922138,0.002274145578181889,0.9882565750656441,0.028352002641531808,0.014176001320765907,0.7346041055718475,0.11404882956771796,0.27124422635139783,0.2927663734115347,,,,16
1067 +local_linear_trend,3,region_code,279,0.04883335983296545,0.06888065825945526,0.03236119680934024,-0.0021951139264399563,1.4104881764882669,0.034218722505853644,0.017109361252926822,0.96415770609319,0.32274053297274463,0.3456855863927371,0.6917562724014337,,,,17
1068 +dsgfn,12,region_code,78,0.0786553327187881,0.0875673664801731,0.08216007118818824,0.0786553327187881,1.3605053475147006,0.056453997177669066,0.02822699858883453,0.358974358974359,0.10478210168329473,0.7218937748363059,0.07692307692307693,,,,13
1069 +tft_lite,12,region_code,26,0.04976545881231899,0.05838729297904546,0.04698118678211928,0.047837310963913734,0.6827883921993906,0.031542007602288515,0.01577100380114426,0.7692307692307693,0.1354061988576387,0.2985607482175489,0.3076923076923077,,,,10
1070 +gru,1,region_code,495,0.029223786404101487,0.040476729966824596,0.020278916755794463,-0.00009473236156112644,1.1550303833972637,0.019397308244696817,0.009698654122348408,0.7575757575757576,0.08217731312874497,0.17792616263236366,0.38181818181818183,,,,05
1071 +no_change,3,region_code,186,0.030813381133941012,0.040940865813395365,0.023871819002730763,-0.015485169795667787,1.0,0.019862459001309393,0.009931229500654696,0.9731182795698925,0.1840005980800053,0.19345430144150594,0.543010752688172,,,,07
1072 +momentum,12,region_code,195,0.08060049083926209,0.09700603866963112,0.06929979931634081,-0.0538827394046855,1.000119881520285,0.035679825619220944,0.017839912809610475,0.9076923076923077,0.18367563437016715,0.448912678054021,0.5282051282051282,,,,05
1073 +mean_growth,12,region_code,117,0.045384377762884585,0.06193086173380422,0.03469243592196056,-0.000408973566626143,0.41200375951899487,0.03002465374629891,0.015012326873149458,0.811965811965812,0.14613231345256192,0.3016809686041642,0.3162393162393162,,,,03
1074 +tft_lite,1,region_code,297,0.024719152790271755,0.03446112753667638,0.016728530476837256,-0.004676259926351981,1.09648893157687,0.016937463673137972,0.008468731836568984,0.7205387205387206,0.06629096584587424,0.18002718378865995,0.3265993265993266,,,,04
1075 +local_linear_trend,1,region_code,66,0.02185862227008848,0.026564343220647883,0.02081591289418621,0.0000707429668225344,1.2877938574083527,0.014027485024269646,0.007013742512134821,1.0,0.14802205548357944,0.14802205548357944,0.5909090909090909,,,,10
1076 +no_change,3,region_code,465,0.04168849663907559,0.05690176530872089,0.03032593320065846,-0.020485202846479044,1.0,0.02607440859891472,0.013037204299457358,0.9161290322580645,0.1840005980800053,0.2393452085626553,0.46881720430107526,,,,05
1077 +lightgbm_panel,12,region_code,78,0.047655463495330855,0.05530183386901239,0.04736625463368487,0.01743030944425229,0.5702108702592913,0.02915225570886986,0.01457612785443493,0.7051282051282052,0.11770773551656569,0.21627617346461156,0.16666666666666666,,,,01
1078 +qanss,3,region_code,279,0.031338048318180704,0.04047231768766766,0.02569439828490594,-0.012489719862302304,0.7361425186457239,0.020715385968185392,0.010357692984092694,0.9498207885304659,0.18656985210287094,0.20066070797778127,0.6810035842293907,,,,04
1079 +tft_lite,3,region_code,279,0.04158663700601804,0.059840825017072406,0.0299755405738093,-0.013405765668853266,0.8588164903229081,0.028325055750216037,0.014162527875108018,0.7311827956989247,0.11367064363902073,0.28831077607460476,0.3333333333333333,,,,03
1080 +gru,12,region_code,858,0.07840936054446286,0.09251399391817185,0.07707684570927453,0.07329778234377911,1.1802203373606648,0.047780378417517734,0.023890189208758867,0.7645687645687645,0.18014610895095817,0.3170900505741061,0.20396270396270397,,,,16
1081 +qrefa,6,region_code,225,0.0368053394516314,0.04466369618646497,0.03370801084782522,0.022543750734250592,0.7186360070127972,0.022169852443589374,0.011084926221794687,0.8977777777777778,0.1343193281475407,0.1635997727449772,0.37777777777777777,,,,08
1082 +rw_drift,3,region_code,93,0.018979064313333887,0.02462339511318572,0.015988047959108687,-0.0010485538681246538,0.7789480238666511,0.015520765053526831,0.007760382526763414,1.0,0.20376001218548204,0.20376001218548204,0.7311827956989247,,,,
1083 +dsgfn,1,region_code,297,0.019982317994531006,0.025352783475773036,0.015154104659530487,0.0010124382817772361,0.9086368748968782,0.012311679066274946,0.006155839533137473,0.8316498316498316,0.06638396937270238,0.10255650166528997,0.3265993265993266,,,,02
1084 +bhpf,1,region_code,297,0.025890892503157008,0.03618592618548643,0.019292279043636347,0.00032374494679743553,0.86149484618481,0.017182819076440363,0.008591409538220181,0.8653198653198653,0.10721531202145522,0.17009380343855277,0.5824915824915825,,,,03
1085 +mean_growth,3,region_code,2046,0.04195660646043514,0.05964831570008944,0.02864841453922526,-0.000458910469084254,0.9653754916345026,0.028080013582025054,0.014040006791012527,0.8831867057673509,0.18096321071345214,0.2802717362709969,0.501466275659824,,,,16
1086 +ar2_cell,3,region_code,279,0.027908302086444844,0.03868861375891896,0.01916512333864195,-0.00476579831423752,0.8060950598819947,0.019240727657584597,0.009620363828792299,0.967741935483871,0.17958082199094857,0.19053563569943413,0.6451612903225806,,,,17
1087 +seasonal_naive,6,region_code,975,0.0742924077609448,0.12388538676285303,0.04798816552550489,0.002124599960919984,1.2652696824097978,0.05319124794505019,0.026595623972525094,0.8553846153846154,0.25264355689791307,0.5875032693056405,0.4194871794871795,,,,15
1088 +qanss,1,region_code,198,0.014440485167939542,0.018958701066544587,0.011085378346481711,0.000051109575248121945,0.8218703108959453,0.01672249270311103,0.008361246351555515,1.0,0.22168774448342188,0.22168774448342188,0.9040404040404041,,,,09
1089 +seasonal_naive,3,region_code,279,0.037590313873233104,0.052758621389268616,0.02720557140029578,0.0007593707624211053,0.8830105835043772,0.025499017492201733,0.012749508746100868,0.942652329749104,0.2033378990829081,0.25940686488229275,0.5878136200716846,,,,04
1090 +momentum,6,region_code,975,0.060523281752866004,0.09008537068344998,0.04589645108755729,-0.03935078524940554,1.0307684969406032,0.03479639328914782,0.01739819664457391,0.9035897435897436,0.1939529184684285,0.3765321797995542,0.4594871794871795,,,,15
1091 +tcn,1,region_code,198,0.02307357847880992,0.0329378138614204,0.014845867283130615,-0.0020881051090156076,1.1643516001297938,0.015970914811677964,0.00798545740583898,0.6919191919191919,0.06061842357042802,0.1677153874227498,0.2474747474747475,,,,01
1092 +bhpf,3,region_code,465,0.036886475927034784,0.04930378054479978,0.029547431355125955,0.024016665738006624,0.8848118522091353,0.023891985529202537,0.011945992764601268,0.9032258064516129,0.14602968341405478,0.2259600219046908,0.5096774193548387,,,,05
1093 +momentum,1,region_code,297,0.023361520034635548,0.03032112509865841,0.0176393743773333,-0.011695982787553464,1.0362672361841718,0.01407070401877212,0.00703535200938606,0.9393939393939394,0.1156935063488772,0.12603245759376075,0.5286195286195287,,,,04
1094 +bhpf,12,region_code,78,0.10711171361561739,0.12816295993764718,0.09274797413827912,0.10570381283154462,1.6948186906636298,0.07949928782933618,0.03974964391466809,0.3333333333333333,0.142127607569285,1.0312242949085788,0.07692307692307693,,,,09
1095 +qanss,6,region_code,225,0.03454392235130523,0.04453015685294748,0.028057709297724553,-0.010019134165600845,0.6744811159186785,0.023817939847922562,0.011908969923961284,0.9733333333333334,0.22573020003447455,0.2396317464994778,0.6933333333333334,,,,08
1096 +tft_lite,6,region_code,225,0.042628853748824816,0.05747114794918705,0.03246390967890961,0.0043471445702940315,0.608414577345382,0.028725581030406847,0.014362790515203422,0.76,0.11796348336980575,0.2871030826688338,0.3333333333333333,,,,03
1097 +ar2_cell,3,region_code,465,0.03995410226318433,0.05201840048733921,0.03205356394455683,0.0010474248275895138,0.9583963319448278,0.02545343296789964,0.01272671648394982,0.9161290322580645,0.17958082199094855,0.22623670539517934,0.4559139784946237,,,,05
1098 +mean_growth,3,region_code,186,0.02984059769866577,0.03794192300624123,0.026564757871429312,0.0007031066927398499,0.8796490568563115,0.019426088939609443,0.009713044469804722,0.967741935483871,0.18096321071345214,0.18457968729780175,0.553763440860215,,,,13
1099 +momentum,3,region_code,279,0.04446167989579175,0.05727148387379194,0.03312789095724602,-0.03627453507518231,1.0456822629673554,0.02280405574175351,0.011402027870876753,0.921146953405018,0.17616701099048607,0.2087447053745999,0.5627240143369175,,,,02
1100 +mlp_panel,12,region_code,39,0.09191349733665188,0.09730912177546107,0.0863480042111231,0.09191349733665188,1.3680200603962605,0.07562268153373036,0.03781134076686518,0.07692307692307693,0.08796438813591614,1.0818912476480522,0.0,,,,
1101 +seasonal_naive,6,region_code,375,0.04828526747075487,0.06614099969855253,0.03538457341284412,0.0064483567510763016,0.8669183952926027,0.03404838393217968,0.01702419196608984,0.9226666666666666,0.2526435568979131,0.3255023423098539,0.576,,,,05
1102 +gru,6,region_code,225,0.031169776026805065,0.0397780376385071,0.025521587053440653,-0.005270561268350945,0.49798796106692855,0.019985222561179846,0.009992611280589925,0.88,0.12403875042386871,0.19134314201993713,0.43555555555555553,,,,02
1103 +dsgfn,1,region_code,396,0.021581917765317146,0.029679085535954924,0.015759597204881265,0.0018597193671386664,0.959497878384456,0.014067256614319608,0.007033628307159802,0.8156565656565656,0.07466332802181973,0.13344786383303914,0.43686868686868685,,,,12
1104 +rw_drift,6,region_code,150,0.03451182833616362,0.04483416733174374,0.026849442081341088,0.00899100057155921,0.9522004646255928,0.026653102475804907,0.013326551237902457,0.98,0.26186722709191274,0.27165570310232195,0.56,,,,07
1105 +mlp_panel,1,region_code,297,0.023489292506593304,0.031583105519746996,0.017047406373370516,0.0034580440597338866,1.2674536198852762,0.015906659212038123,0.007953329606019063,0.7037037037037037,0.06430889216507138,0.16743755501161275,0.3434343434343434,,,,08
1106 +mlp_panel,6,region_code,225,0.0390256287055995,0.04672149663747105,0.03492396032793629,0.025883205560723457,0.7619878637721115,0.023343952371768947,0.011671976185884472,0.7555555555555555,0.10830736087848587,0.17843488259903356,0.25333333333333335,,,,08
1107 +tft_lite,1,region_code,495,0.027469374203892893,0.03655436360218142,0.02095226344530904,0.0032125439464600596,1.0856896289781386,0.01829939700992296,0.00914969850496148,0.703030303030303,0.07344880374471864,0.17956466832154397,0.31313131313131315,,,,05
1108 +gru,3,region_code,744,0.03967595394037833,0.056971716090972374,0.029808771536847106,0.016065598085198068,0.9370085751810532,0.025683658146149514,0.012841829073074757,0.8091397849462365,0.12518939289584916,0.24515766053800306,0.3844086021505376,,,,14
1109 +lightgbm_panel,6,region_code,150,0.03823592295821746,0.047943549155437734,0.032142766261750444,0.027022791786272003,1.0549502985343786,0.027543642174213137,0.013771821087106572,0.62,0.08031242753688873,0.30854000173382234,0.18,,,,07
1110 +no_change,3,region_code,372,0.03540165901164946,0.04815877696901656,0.0250084953891008,-0.014547732065271175,1.0,0.022983335113454805,0.011491667556727403,0.9381720430107527,0.18400059808000535,0.2144461552039361,0.5376344086021505,,,,06
1111 +dsgfn,6,region_code,150,0.041266367016408526,0.048694845655300065,0.037136171531001794,0.02859259147167054,0.9067263895802257,0.026711775159985594,0.013355887579992797,0.62,0.09650270790919119,0.24997270502298236,0.22666666666666666,,,,13
1112 +local_linear_trend,12,region_code,858,0.1573180079584273,0.21711971119470885,0.11737430766389599,0.008954933402715052,2.3679559575073528,0.10881262359643777,0.054406311798218886,0.9522144522144522,0.9418632351399105,1.0948817535953748,0.583916083916084,,,,16
1113 +tft_lite,1,region_code,396,0.02430639415672729,0.03499574388972314,0.015395778974199359,-0.004109586482314226,1.0806237832133385,0.016539249715691484,0.008269624857845746,0.7373737373737373,0.07009367740089363,0.17820463625690897,0.33585858585858586,,,,12
1114 +qrefa,12,region_code,312,0.08557817260573397,0.11235680150907754,0.0653269149123502,0.059973397591826176,1.0909642273229534,0.06275281602091319,0.031376408010456595,0.5096153846153846,0.1348006944601525,0.816727601602914,0.20833333333333334,,,,14
1115 +mean_growth,6,region_code,225,0.04370680154284731,0.05526484990628005,0.03346874818832496,0.002623154768042632,0.8533892584071885,0.02734573686644752,0.013672868433223762,0.9333333333333333,0.21698990161941917,0.2410068518898312,0.5244444444444445,,,,08
1116 +rw_drift,3,region_code,279,0.04329955738295888,0.06262213609510664,0.030211323078320085,-0.0015315665080536498,0.8941904559098355,0.029468859980020322,0.014734429990010161,0.910394265232975,0.203760012185482,0.30580666962136926,0.5125448028673835,,,,03
1117 +raref,1,region_code,198,0.0177412479649963,0.024613688952129936,0.013182616844616794,0.003170620912673563,0.8952686067015441,0.011905933086586135,0.005952966543293067,0.9494949494949495,0.1029221637566176,0.12029133759777959,0.5404040404040404,,,,01
1118 +ar2_cell,12,region_code,507,0.05798974064029383,0.10194131130398164,0.03989669804508829,0.021760735130728525,0.7672394379998998,0.03986105894630468,0.01993052947315234,0.8579881656804734,0.17926710158091047,0.4559581502731691,0.42011834319526625,,,,15
1119 +ridge_panel,12,region_code,312,0.09640256519469877,0.11533913142388681,0.08156333892853265,0.08452286278852575,1.2289553147403665,0.06879133713048537,0.03439566856524269,0.4967948717948718,0.16413787754855688,0.8045349693320273,0.12179487179487179,,,,14
1120 +rw_drift,12,region_code,858,0.06977827863845089,0.09214016167700786,0.05467612044712822,0.023646122765687876,1.050305001638413,0.05695482861486221,0.028477414307431097,0.8613053613053613,0.3255217079333012,0.4647221044906757,0.2972027972027972,,,,16
1121 +seasonal_naive,12,region_code,858,0.06977827863845089,0.09214016167700786,0.05467612044712822,0.023646122765687873,1.050305001638413,0.0569548286148622,0.028477414307431097,0.8613053613053613,0.3255217079333012,0.4647221044906757,0.2972027972027972,,,,16
1122 +mlp_panel,6,region_code,225,0.04088224223879233,0.05326277792430333,0.03353786980973883,0.011800580350533768,0.8367703708611592,0.026678836393213293,0.013339418196606648,0.6844444444444444,0.09749924922167945,0.259620047090662,0.27555555555555555,,,,17
1123 +lightgbm_panel,6,region_code,150,0.0375777677969322,0.04446047008637244,0.03346563928880912,0.012389398159980374,0.8293293106825141,0.025332988503517857,0.01266649425175893,0.7933333333333333,0.12426900951926648,0.20117486484209499,0.21333333333333335,,,,09
1124 +raref,6,region_code,300,0.03812404535866291,0.05120407606240137,0.027236792875323403,0.0007640629352467447,0.6038603557716118,0.025250477911888634,0.012625238955944315,0.8466666666666667,0.15485195844717747,0.231576818171739,0.5033333333333333,,,,12
1125 +lstm,1,region_code,297,0.027610993896859334,0.04149804258193786,0.017115987394382026,-0.004803146847578583,1.2247648394186705,0.0203998210888461,0.010199910544423051,0.696969696969697,0.06834703351613816,0.24156877727043521,0.3771043771043771,,,,04
1126 +ar2_cell,6,region_code,975,0.0539959926066343,0.08408154598082375,0.03919421630784255,0.009060562957970133,0.9196026145314035,0.03632364714693703,0.018161823573468516,0.8984615384615384,0.20187607730627233,0.38861134319090224,0.4451282051282051,,,,15
1127 +ridge_panel,12,region_code,26,0.08599509510236476,0.09157002017552002,0.08384609946765101,0.08599509510236476,1.1798635865774958,0.05520577087295089,0.02760288543647545,0.5,0.16413787754855685,0.47312642803556015,0.0,,,,10
1128 +local_linear_trend,3,region_code,744,0.06791930737778742,0.09901277923839238,0.049995211553682445,-0.00037012210370093333,1.604018734596246,0.04525091061585343,0.022625455307926715,0.9327956989247311,0.32274053297274463,0.4485096123443045,0.510752688172043,,,,14
1129 +mean_growth,12,region_code,156,0.06414106906308549,0.13050327836336065,0.027049649032680364,0.04184102753748892,0.9469348038300746,0.05144876304621582,0.02572438152310791,0.8461538461538461,0.1461323134525619,0.7671186462165958,0.44871794871794873,,,,06
1130 +tft_lite,12,region_code,858,0.06964227325885704,0.08220671576650504,0.06694103433263407,0.0527280818655156,1.0482578440812984,0.04777847105944757,0.02388923552972378,0.5268065268065268,0.13800866312153937,0.5259525811406203,0.22144522144522144,,,,16
1131 +no_change,3,region_code,279,0.042519301962358876,0.055870507842325653,0.03194204110077814,-0.030722862826117824,1.0,0.023525489112610057,0.011762744556305027,0.942652329749104,0.18400059808000532,0.21658683640819582,0.5734767025089605,,,,02
1132 +rw_drift,6,region_code,150,0.05785801612443638,0.07386684130184532,0.045188486021926697,0.01037265655313181,1.2769079017475304,0.03950434951567644,0.019752174757838224,0.86,0.26186722709191274,0.36617933787335016,0.4066666666666667,,,,09
1133 +seasonal_naive,12,region_code,117,0.058187020652024815,0.06798754908628406,0.053046136209909334,0.019619622245926394,0.896050377111886,0.045688268114578275,0.022844134057289134,0.9401709401709402,0.3255217079333013,0.3430381806478322,0.3504273504273504,,,,08
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1141 +mlp_panel,12,region_code,39,0.12383927942944642,0.12979498826892305,0.12856664558536612,0.12383927942944642,2.2273146089005773,0.08789112636428442,0.043945563182142225,0.3076923076923077,0.19029868973228029,0.9145632609948802,0.02564102564102564,,,,11
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1143 +dsgfn,1,region_code,495,0.023859515593908722,0.03148920851643587,0.01893361570436161,0.007391864754625269,0.9430148805165651,0.015357042610924748,0.007678521305462376,0.802020202020202,0.07810817904922655,0.1397920292414558,0.3616161616161616,,,,05
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1146 +lightgbm_panel,6,region_code,1650,0.03866792977333662,0.05075671077722278,0.03015666720777832,0.009315182874081727,0.7640549567329689,0.025445655447339195,0.012722827723669599,0.7842424242424243,0.11222268662624638,0.22712608592938058,0.30727272727272725,,,,16
1147 +rw_drift,1,region_code,495,0.02604821269160155,0.03570514548046538,0.019605652086533493,0.000211927597400062,1.0295201544373267,0.01728937120981001,0.008644685604905005,0.9131313131313131,0.12331649708173884,0.16632632336361114,0.45454545454545453,,,,05
1148 +local_linear_trend,6,region_code,600,0.11145299066559322,0.16842480320797382,0.08084358301039757,0.005905769622908847,2.0615946204093887,0.07508308791967198,0.037541543959835985,0.94,0.5847460100605871,0.7805017996331975,0.5633333333333334,,,,14
1149 +bhpf,3,region_code,279,0.028611451692195655,0.03586506992866097,0.023203733740558077,0.010945272133675653,0.7457115603914776,0.018115478161663246,0.009057739080831623,0.953405017921147,0.146143540445268,0.1628758233615919,0.6021505376344086,,,,08
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1151 +ridge_panel,6,region_code,75,0.046899959803353576,0.05553499592266886,0.04128195835145532,0.02966722437282303,1.0480949195343827,0.02890673034281934,0.01445336517140967,0.84,0.15314832845769513,0.23056602913755966,0.26666666666666666,,,,11
1152 +lightgbm_panel,1,region_code,99,0.011850795426958402,0.015484185509958013,0.008995541093098072,0.00004421966362043405,0.7479381136222389,0.00808983985801752,0.004044919929008759,0.8181818181818182,0.04815793732344921,0.07408152808964236,0.3838383838383838,,,,11
1153 +bhpf,6,region_code,225,0.036501185048853295,0.0441381519566306,0.034551903390040994,0.014304326291298325,0.5831659073640217,0.02204849486050507,0.011024247430252532,0.9333333333333333,0.14944730251799898,0.17920426609373352,0.44,,,,02
1154 +raref,3,region_code,279,0.031196514892111026,0.03820913302007408,0.02547792269252723,0.01502696688393861,0.8130870830758195,0.019227921002264045,0.009613960501132023,0.9354838709677419,0.13997839302445464,0.1603497471042934,0.4157706093189964,,,,08
1155 +rw_drift,12,region_code,39,0.030555954405748695,0.035475896113351335,0.031397724559479145,0.02543330981397186,0.45478803225724795,0.03905120977833749,0.019525604889168744,1.0,0.3255217079333014,0.3255217079333014,0.15384615384615385,,,,
1156 +rw_drift,3,region_code,279,0.03068383102408434,0.04138129615204916,0.0225854702170752,-0.0006438024764045772,0.8862626085297285,0.020966218506193714,0.010483109253096857,0.974910394265233,0.203760012185482,0.21022477013676796,0.6093189964157706,,,,17
1157 +raref,3,region_code,186,0.0308119917152248,0.036959646474669906,0.02757875534327444,0.017074710437963426,0.9082840674258289,0.018864865560065273,0.009432432780032637,0.956989247311828,0.13997839302445464,0.1529706097652123,0.40860215053763443,,,,13
1158 +raref,1,region_code,198,0.018887733868572017,0.023995466287414283,0.013891068572146687,0.006995471553203419,1.0376085016889098,0.01223808300344599,0.006119041501722997,0.9595959595959596,0.1029221637566176,0.11027298457371801,0.5303030303030303,,,,13
1159 +ar2_cell,1,region_code,99,0.012735783650495784,0.01595370755181118,0.010814763689281096,0.00011232633390549963,1.0184094342971914,0.009144597655217742,0.004572298827608872,1.0,0.11343065733877748,0.11343065733877748,0.6767676767676768,,,,
1160 +mlp_panel,12,region_code,117,0.11665038954998358,0.12450796047102969,0.11491368925265649,0.11655308398269,1.7963563759622379,0.08336340211665587,0.04168170105832794,0.3247863247863248,0.17654931084372294,0.8904274295281273,0.008547008547008548,,,,08
1161 +lstm,12,region_code,156,0.10572985548693026,0.14003584688206955,0.08335449388207976,0.10572667374620516,1.560923156207871,0.0756194581559084,0.03780972907795419,0.4551282051282051,0.14730008160964084,0.8673980596496867,0.08974358974358974,,,,06
1162 +raref,3,region_code,279,0.03300513861079232,0.0472197502604596,0.023352536824573656,-0.001969880847157498,0.681597728141371,0.022179468698152776,0.011089734349076386,0.899641577060932,0.13997839302445464,0.22434859921210926,0.4838709677419355,,,,03
1163 +ridge_panel,3,region_code,186,0.028477412924272586,0.0380543121885058,0.022400827844521725,0.007422228986006187,0.7081145855586282,0.018625762845822368,0.009312881422911184,0.9354838709677419,0.14063384438895768,0.167900422981105,0.510752688172043,,,,01
1164 +bhpf,1,region_code,198,0.020381819764845075,0.02657464145530981,0.01693635096370063,0.010495371667778452,1.0593534550857113,0.013177970083791396,0.006588985041895699,0.9595959595959596,0.10719715927535467,0.12168731888621905,0.6161616161616161,,,,07
1165 +mean_growth,6,region_code,375,0.051170226805888924,0.07171753219294381,0.035696789086010684,0.016752236830029497,0.9187152361988612,0.03425903223090585,0.017129516115452926,0.88,0.2169899016194192,0.33374311675743246,0.496,,,,05
1166 +qanss,6,region_code,1650,0.0444606312048941,0.06146851285072737,0.03251771453038588,-0.0076598374462629615,0.8785152412012509,0.029053058065060533,0.014526529032530263,0.9557575757575758,0.24077026223528789,0.26645864968344274,0.6472727272727272,,,,16
1167 +mean_growth,3,region_code,744,0.040450056796414245,0.06286530097314556,0.029182083573226193,0.0039293341192781625,0.9552902027700906,0.027176423471404487,0.013588211735702247,0.907258064516129,0.18096321071345214,0.28236313032156235,0.5040322580645161,,,,14
1168 +mlp_panel,6,region_code,150,0.05074133780124522,0.06405414653338369,0.03989514201172478,0.027309356522495363,1.1198450884368591,0.033139114064713704,0.016569557032356855,0.6466666666666666,0.11886757715799225,0.3432528428664814,0.3,,,,09
1169 +gru,6,region_code,225,0.03461704020576654,0.044479257250770295,0.02914425345161331,0.004974506965903429,0.7085353440719352,0.022055639001126264,0.011027819500563132,0.8355555555555556,0.12587490117461939,0.2079648125813078,0.38222222222222224,,,,17
1170 +seasonal_naive,3,region_code,279,0.032607675130596564,0.04262610740141173,0.027085983314241502,0.0003481705911048836,0.8498667094549486,0.021527398083935494,0.010763699041967747,0.982078853046595,0.2033378990829081,0.21639645769882487,0.6093189964157706,,,,08
1171 +tft_lite,3,region_code,279,0.03205520413645387,0.05083600945404845,0.02003769264146471,-0.00706752769492035,0.925872939810792,0.021306392537743354,0.010653196268871677,0.7885304659498208,0.09970899446809825,0.20069767705844396,0.36200716845878134,,,,17
1172 +qrefa,3,region_code,62,0.024053731461279412,0.03298718354610833,0.019046188052948627,0.0203446280585431,0.6745538036687757,0.016346696671047604,0.008173348335523804,0.9032258064516129,0.12499566967912296,0.15094153910653796,0.5645161290322581,,,,10
1173 +tcn,1,region_code,198,0.023090299102330923,0.028999792586195443,0.019523798478307874,0.001278914331842252,1.2684788350911753,0.015626201453553583,0.007813100726776791,0.6313131313131313,0.052798375496018304,0.1608009692513466,0.25757575757575757,,,,13
1174 +dsgfn,6,region_code,225,0.03503692484211176,0.048775927543209426,0.02759936885408748,0.006271071016441088,0.5000597938874441,0.02311910268299107,0.011559551341495534,0.8,0.1222691117129418,0.2256116596778612,0.49777777777777776,,,,03
1175 +momentum,1,region_code,198,0.01808739236585185,0.023367314014291315,0.012710411756157789,-0.008234863428508658,1.029431533230175,0.011471868941131745,0.005735934470565872,0.9949494949494949,0.1156935063488772,0.11605695989658393,0.601010101010101,,,,09
1176 +local_linear_trend,3,region_code,93,0.04896582430114701,0.07245199327292405,0.029842868526736344,-0.0012229607488889985,1.472718119101575,0.03568012044681374,0.017840060223406874,0.956989247311828,0.3227405329727446,0.3674362212224351,0.6989247311827957,,,,11
1177 +ar2_cell,6,region_code,75,0.03284704965187752,0.04619627610046434,0.02208366764692668,0.008800445231600935,0.7340480888720241,0.022655129598404312,0.011327564799202156,0.9333333333333333,0.20187607730627233,0.22551775590278647,0.6666666666666666,,,,11
1178 +rw_drift,12,region_code,39,0.03915645478225308,0.05151205778133284,0.03388823990320722,0.026713848864487418,0.7042494446921785,0.043234839282206235,0.021617419641103117,0.9487179487179487,0.3255217079333014,0.3514485522189633,0.3333333333333333,,,,11
1179 +rw_drift,1,region_code,297,0.022986846998085723,0.03067875835351635,0.01687521637194881,-0.0004511844826179246,1.0196475388578599,0.015199302223760596,0.007599651111880298,0.9393939393939394,0.12331649708173882,0.13961411279815764,0.5117845117845118,,,,04
1180 +lstm,3,region_code,279,0.03146834118842287,0.038446478560537456,0.027528275245644607,0.002146541513496357,0.7400954328055737,0.019446954557282733,0.009723477278641366,0.7311827956989247,0.08697538697518581,0.14593749704085293,0.24014336917562723,,,,02
1181 +local_linear_trend,1,region_code,396,0.028744743986444617,0.03942850827339845,0.018298026869529554,0.00113277897078122,1.238337914511937,0.01923165388539162,0.009615826942695811,0.8964646464646465,0.1480220554835794,0.17660685765097592,0.5555555555555556,,,,06
1182 +gru,1,region_code,1287,0.033236003268727075,0.043706732414705206,0.02585673442395986,0.0025708239752533536,1.178092810401517,0.02165712668795315,0.010828563343976574,0.7226107226107226,0.09072131226306908,0.19233204149334232,0.32167832167832167,,,,15
1183 +tft_lite,3,region_code,279,0.03647423979776366,0.050250839133730074,0.02723089871539411,0.00013146151932620767,0.9506425107783822,0.023379135182682843,0.011689567591341423,0.7562724014336918,0.10287968952428445,0.19845739306873167,0.31899641577060933,,,,08
1184 +qrefa,1,region_code,297,0.01723002519026487,0.023375060538057952,0.011978622491833055,0.000689278078963919,0.9012607303159105,0.011025547226063194,0.005512773613031596,0.8855218855218855,0.07730429989285374,0.09595149415580788,0.4713804713804714,,,,17
1185 +local_linear_trend,1,region_code,297,0.027431214375999775,0.03752378383399979,0.01851275745757175,-0.0002943335312214779,1.2167902030539373,0.018253931231911505,0.009126965615955752,0.9326599326599326,0.1480220554835794,0.17099475103006,0.5824915824915825,,,,04
1186 +lstm,12,region_code,39,0.08623914672108027,0.0938474340063978,0.08090140955861586,0.08623914672108027,1.551056435695873,0.05197572116851482,0.025987860584257415,0.6666666666666666,0.16743328273654556,0.33183403978662485,0.07692307692307693,,,,11
1187 +momentum,1,region_code,297,0.030359885887512834,0.04133926899428209,0.023082757643569856,-0.012631257623041809,1.010196354554485,0.018870969191445777,0.009435484595722889,0.8754208754208754,0.1156935063488772,0.1826268647969792,0.43434343434343436,,,,03
1188 +qrefa,1,region_code,198,0.018065544977657517,0.025665203928025373,0.012958782703126611,0.001484258272694306,0.9116334608118926,0.011553419977360098,0.005776709988680049,0.9040404040404041,0.07725982538935562,0.10369003418864667,0.4292929292929293,,,,01
1189 +local_linear_trend,1,region_code,198,0.02381285485732908,0.036439287872979315,0.013419122229565011,-0.0005362291932459229,1.2016573711031804,0.0169188419064585,0.008459420953229251,0.9545454545454546,0.14802205548357944,0.1764966212730343,0.6060606060606061,,,,01
1190 +gru,1,region_code,66,0.025046405022898524,0.034167340687017975,0.02014502961568672,0.003045917825933856,1.475601075864141,0.01671054856068675,0.008355274280343375,0.7575757575757576,0.07030902482625662,0.1497757490998937,0.36363636363636365,,,,10
1191 +lightgbm_panel,12,region_code,312,0.06725520474840871,0.08719169230123228,0.05475214026892746,0.03257729607384254,0.8573801034503341,0.04715620289897991,0.023578101449489956,0.5673076923076923,0.1282097074355261,0.5411614006369561,0.23397435897435898,,,,14
1192 +local_linear_trend,1,region_code,495,0.03069219166782663,0.04300552291582835,0.022034540559657367,0.0007251940245465432,1.2130671029136977,0.020481991626328928,0.010240995813164462,0.9050505050505051,0.1480220554835794,0.20318848613501414,0.5070707070707071,,,,05
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1194 +lstm,1,region_code,198,0.029696943393806893,0.04026100960756308,0.02328662644127405,0.00843004515308915,1.5435108323338296,0.020736753838079457,0.010368376919039728,0.6212121212121212,0.06510182367925851,0.21878309016791028,0.30303030303030304,,,,07
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1210 +rw_drift,6,region_code,225,0.056058506660583804,0.07597286774567916,0.04356483352697843,0.006634903066849657,0.922654417468046,0.03902830174710963,0.01951415087355481,0.9155555555555556,0.26186722709191274,0.38146581756579695,0.4222222222222222,,,,04
1211 +seasonal_naive,1,region_code,297,0.020538714528274882,0.028848772373121254,0.013767156733092367,0.0008859957821628886,0.9339373634469483,0.01427722361043101,0.007138611805215506,0.9562289562289562,0.13561216476423332,0.14567576148323355,0.622895622895623,,,,02
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1214 +tcn,3,region_code,2046,0.04008883340017525,0.0539586618029518,0.03223314983949299,0.013875293161103495,0.9224000823146287,0.026425883711781825,0.01321294185589091,0.7106549364613881,0.10357169135100767,0.24937624083576898,0.2927663734115347,,,,16
1215 +dsgfn,6,region_code,150,0.05065751213940598,0.0611677317624973,0.04582565967806024,0.044526261811432565,1.397668826063736,0.03648929673716028,0.018244648368580137,0.5266666666666666,0.09570619227131828,0.4467155885891751,0.24666666666666667,,,,07
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1217 +mean_growth,1,region_code,297,0.018204948948339784,0.025220690888360136,0.011970860065086684,0.0013971456103519394,0.9522566219935025,0.012493539281078837,0.0062467696405394185,0.9663299663299664,0.11669644019531862,0.12558988495399973,0.6531986531986532,,,,17
1218 +qrefa,1,region_code,792,0.026427053497325947,0.03613877898247848,0.021262871060514398,0.00626087857047548,1.0326802127539993,0.016800887587619585,0.008400443793809793,0.8472222222222222,0.09770111899359746,0.15783334662255002,0.4166666666666667,,,,14
1219 +mlp_panel,6,region_code,150,0.05735239602108232,0.06632615573378642,0.058040028352775164,0.04251209999199567,1.5823843815727618,0.04098000640948948,0.02049000320474474,0.3,0.08629989736558248,0.5059358795395839,0.16,,,,07
1220 +mlp_panel,3,region_code,186,0.030540763893306722,0.03862321435577876,0.024667521684832078,0.02058041856506368,0.9002887417238208,0.020652242147631783,0.01032612107381589,0.6666666666666666,0.07921259793753659,0.20553538885319564,0.24193548387096775,,,,13
1221 +raref,3,region_code,372,0.03621735244773167,0.04589614457735478,0.03264375567190268,0.022731739614927016,1.0230411076445258,0.023025773895370017,0.011512886947685009,0.8817204301075269,0.1399783930244546,0.1985042432202582,0.3602150537634409,,,,06
1222 +no_change,6,region_code,75,0.0387455254469754,0.046477636111246036,0.035579324276335644,-0.037465690803630276,1.0,0.017486014249155114,0.008743007124577557,1.0,0.22251324463373312,0.22251324463373312,0.8,,,,
1223 +local_linear_trend,12,region_code,39,0.08606408932253795,0.10752188536772454,0.06601910544279518,0.016375242556809454,1.5479079362620438,0.07114326327904934,0.03557163163952467,1.0,0.9418632351399102,0.9418632351399102,0.7948717948717948,,,,11
1224 +rw_drift,1,region_code,99,0.01161332396820802,0.015188703399495879,0.009973545287929195,0.0001720275145743661,0.928652607278888,0.009280208721780338,0.004640104360890169,1.0,0.12331649708173885,0.12331649708173885,0.797979797979798,,,,
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1226 +mean_growth,3,region_code,279,0.03556059446016139,0.0485155610894296,0.022557730564052268,0.0011507930315724996,0.8363400342659004,0.023716757280722568,0.011858378640361282,0.9283154121863799,0.18096321071345214,0.22024578225669145,0.5519713261648745,,,,02
1227 +seasonal_naive,3,region_code,279,0.04452676162384552,0.06907859407248294,0.03340816484595982,0.00268298290154395,0.9195337708529298,0.031197457193445896,0.01559872859672295,0.9175627240143369,0.2033378990829081,0.35079707462133775,0.5591397849462365,,,,03
1228 +qanss,12,region_code,117,0.07504676223117378,0.10198173976998215,0.04951024801588311,-0.053280596139233756,0.666302023051647,0.04752141070751762,0.02376070535375881,0.8717948717948718,0.3061522849105439,0.3547345195891442,0.5384615384615384,,,,02
1229 +local_linear_trend,12,region_code,312,0.20108830108622838,0.32384405068357935,0.13516739797764232,-0.005204501620386559,2.563505813905677,0.14145476110607214,0.07072738055303608,0.9294871794871795,0.9418632351399105,1.496262755949949,0.532051282051282,,,,14
1230 +ar2_cell,6,region_code,300,0.0446189992365348,0.059427652187758605,0.03473712798512104,0.019666866877787095,0.9667100930723989,0.028793865206928337,0.014396932603464169,0.9233333333333333,0.20187607730627236,0.2702406387776071,0.5066666666666667,,,,06
1231 +ar2_cell,6,region_code,225,0.03650979018161965,0.05195141576219808,0.021451725886224265,-0.02083663096374011,0.5833033883814452,0.02520838092717655,0.012604190463588275,0.8933333333333333,0.20187607730627236,0.24461995769695927,0.6711111111111111,,,,02
1232 +ridge_panel,1,region_code,198,0.018576576762035564,0.02645515499604924,0.01373773630940503,0.001647698001634949,0.9374214276157505,0.012620043333368396,0.0063100216666842,0.9444444444444444,0.10426446541134479,0.12670449499922948,0.5454545454545454,,,,01
1233 +lightgbm_panel,1,region_code,198,0.017861779671161874,0.0237900874154067,0.012836277342580135,0.004183576068042826,0.9283733359894559,0.011617293664103745,0.005808646832051873,0.7676767676767676,0.05460927909389277,0.10797409162301363,0.3282828282828283,,,,07
1234 +momentum,12,region_code,156,0.06855951319885768,0.09097194849251095,0.05423153063461505,-0.026827991985496666,1.0121656861969783,0.04485629410155625,0.022428147050778124,0.8525641025641025,0.18367563437016712,0.5681207727833993,0.4230769230769231,,,,06
1235 +momentum,1,region_code,99,0.016736675721564762,0.02207154157478684,0.012604180819987917,-0.0074883107335958115,1.0563002074120786,0.01092159901826816,0.00546079950913408,1.0,0.11569350634887719,0.11569350634887719,0.6464646464646465,,,,11
1236 +dsgfn,1,region_code,792,0.02787256335735291,0.0373764923280988,0.022556655223867322,0.009794655838098873,1.0891658678778933,0.018038838395929374,0.009019419197964685,0.7702020202020202,0.0851271157166731,0.17038588027696122,0.3181818181818182,,,,14
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1238 +raref,1,region_code,792,0.025687485844131552,0.035667384358179705,0.019774104051321822,0.0076113562529413585,1.0037804006155011,0.016719048118990568,0.008359524059495286,0.8952020202020202,0.1029221637566176,0.1556995188486687,0.40025252525252525,,,,14
1239 +ridge_panel,1,region_code,297,0.017726694711778214,0.023149483614021405,0.014094731470294422,0.003913569386858379,0.9565108602031291,0.011703448644982793,0.0058517243224913956,0.9696969696969697,0.10426446541134479,0.11083748483884588,0.531986531986532,,,,08
1240 +ar2_cell,12,region_code,156,0.06211494504269588,0.10019061056475088,0.03747646483788069,0.04938442902914474,0.9170224967886063,0.04423274392090836,0.02211637196045418,0.8525641025641025,0.17926710158091047,0.5554209738090673,0.4423076923076923,,,,06
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1243 +mean_growth,1,region_code,297,0.020982849124087544,0.029032728968739638,0.014346868074350982,0.0002603821946538244,0.9541330720370756,0.014206064726037854,0.007103032363018927,0.9461279461279462,0.11669644019531862,0.13460684404675993,0.5656565656565656,,,,02
1244 +qanss,6,region_code,975,0.05462484881902189,0.08496064740988148,0.03816726073981863,-0.003379380994939037,0.9303126281668392,0.03598294405191436,0.01799147202595718,0.9456410256410256,0.257195287169994,0.3424080561999711,0.597948717948718,,,,15
1245 +seasonal_naive,1,region_code,792,0.03275106343013075,0.04624349170383302,0.02315364060026115,0.0006562294223942992,1.279801214099385,0.021547948342984964,0.01077397417149248,0.8825757575757576,0.13561216476423335,0.20754246690263503,0.44696969696969696,,,,14
1246 +tft_lite,12,region_code,117,0.056468117554124175,0.07008782053989387,0.044834265075411384,0.04072177368103035,0.7885684701955891,0.03832717056514816,0.01916358528257408,0.6324786324786325,0.12677488049181798,0.4211665809013499,0.3333333333333333,,,,17
1247 +rw_drift,6,region_code,50,0.04228977518360722,0.05323979390337461,0.03391212163790152,-0.0024705438899107674,0.9101500685015607,0.029226906460652333,0.014613453230326168,0.96,0.2618672270919127,0.26910413186132476,0.48,,,,10
1248 +rw_drift,3,region_code,279,0.03655817460047504,0.04787693973926793,0.027218243198412394,-0.004267288493493075,0.9528301366763763,0.02376746637169678,0.011883733185848391,0.9498207885304659,0.203760012185482,0.2240702574766598,0.5698924731182796,,,,08
1249 +ridge_panel,3,region_code,744,0.03771819243345979,0.05638583080853527,0.027637929822699255,0.018000851288032485,0.8907730310300873,0.024995564109280877,0.012497782054640439,0.8844086021505376,0.1406338443889577,0.2505965897139263,0.4166666666666667,,,,14
1250 +mlp_panel,6,region_code,975,0.06276978084556045,0.09256410506571375,0.045837912529009595,0.03049240753589012,1.0690284925338764,0.04320695808804483,0.02160347904402242,0.6338461538461538,0.1310767351193443,0.4835604940456315,0.28102564102564104,,,,15
1251 +mean_growth,6,region_code,75,0.02155766782364626,0.026635786855985687,0.01658194700452941,0.0037367614381484822,0.5563911593649358,0.016576847115210583,0.008288423557605291,1.0,0.21698990161941917,0.21698990161941917,0.8,,,,
1252 +mean_growth,1,region_code,1287,0.028223290894242196,0.038014165551302825,0.02177800243552989,0.0004999791524498458,1.0004107840386183,0.01841039063298695,0.009205195316493473,0.8842268842268842,0.11669644019531861,0.17279859444418033,0.4188034188034188,,,,15
1253 +mean_growth,12,region_code,78,0.0273324922628714,0.03414002690285075,0.022721926917932712,0.01435688702129056,0.47277152863226324,0.017080758682996838,0.008540379341498422,0.9743589743589743,0.14613231345256186,0.15541749147239328,0.5384615384615384,,,,13
1254 +lstm,6,region_code,300,0.038777579341136764,0.051981814762169426,0.02634089757940067,-0.010443573854865497,0.61421191367825,0.02817036718552719,0.014085183592763595,0.7533333333333333,0.11739650472222517,0.33999752312067044,0.4633333333333333,,,,12
1255 +raref,3,region_code,372,0.027923963832141675,0.03597602394174014,0.021446753794755274,0.0006466792311976686,0.6657994468519693,0.017750136514797187,0.008875068257398595,0.9543010752688172,0.13997839302445464,0.15598450409725897,0.5188172043010753,,,,12
1256 +momentum,6,region_code,375,0.058606770196868996,0.07093864237266576,0.05253002337055559,-0.03893447434208229,1.0522316605810387,0.02936109805183071,0.01468054902591535,0.8906666666666667,0.19395291846842846,0.28257611949738487,0.536,,,,05
1257 +tft_lite,1,region_code,198,0.021057461470979606,0.027302341401854717,0.016464189884624364,0.0025549197561049028,1.1984709796494182,0.013550060510546379,0.0067750302552731885,0.7272727272727273,0.06370595943425625,0.1227589612543329,0.3434343434343434,,,,09
1258 +local_linear_trend,6,region_code,150,0.07305906614103785,0.09957616799166837,0.05341596179798394,0.015679320444769305,2.0157401122591847,0.05383274960415151,0.026916374802075753,0.9866666666666667,0.5847460100605869,0.5965952371567208,0.6466666666666666,,,,07
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1260 +dsgfn,6,region_code,150,0.039274805598549296,0.052675097355914365,0.029897316343286878,0.014570966074968454,0.686694947745674,0.025513670448548867,0.012756835224274432,0.7333333333333333,0.11394521464011632,0.246768459318936,0.35333333333333333,,,,01
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1263 +local_linear_trend,3,region_code,1209,0.07931766325248026,0.1099486916593658,0.05966646112400084,0.0003920241357888462,1.630497006524234,0.05250352339055761,0.026251761695278802,0.8751033912324235,0.32274053297274463,0.5039516901346885,0.45161290322580644,,,,15
1264 +tcn,3,region_code,1209,0.04380519304571302,0.06235617069490465,0.030826664181887176,0.01844162415675505,0.9004833627523419,0.029157668797503856,0.014578834398751928,0.7411083540115798,0.11407540972602745,0.28805466904148574,0.31017369727047145,,,,15
1265 +qrefa,1,region_code,2178,0.026792863743364714,0.03666909804139261,0.019545666659190136,0.006825104292060985,0.9640468450292126,0.01705685111699627,0.008528425558498136,0.8370064279155188,0.09232051525405882,0.1547477862422158,0.39944903581267216,,,,16
1266 +tcn,6,region_code,150,0.053540688994702136,0.06069705720310981,0.05481329913136039,0.04230650994070726,1.477217272888096,0.03411166783049969,0.017055833915249844,0.4866666666666667,0.09704620401316788,0.32222345512635897,0.14,,,,07
1267 +qrefa,12,region_code,78,0.09614085317966263,0.11401774809044099,0.07914007436451415,0.09497602907647995,1.5212277855060148,0.06883682696804483,0.03441841348402241,0.4230769230769231,0.1353598218276498,0.8364455070628204,0.08974358974358974,,,,09
1268 +rw_drift,6,region_code,225,0.04443367191841646,0.05896720994183219,0.031723051312214756,-0.0014424780951012373,0.7099003105553319,0.03024120811699676,0.015120604058498383,0.9688888888888889,0.26186722709191274,0.28112668538511976,0.5422222222222223,,,,02
1269 +mlp_panel,3,region_code,372,0.031231399184483498,0.03988721578201116,0.025690095725604267,0.005232247154922199,0.7446596201900088,0.019787544036515125,0.009893772018257562,0.7983870967741935,0.09890698141183532,0.17396206772359007,0.30913978494623656,,,,12
1270 +local_linear_trend,1,region_code,297,0.022980832804358677,0.030781923576078053,0.015066611231341565,-0.0011145206019338699,1.2400177535226695,0.015713176832649365,0.007856588416324684,0.9730639730639731,0.1480220554835794,0.15333644801113014,0.5959595959595959,,,,08
1271 +no_change,3,region_code,279,0.04842319340000307,0.06350923348354039,0.04036968148243397,-0.0315877423702516,1.0,0.027082953720487805,0.013541476860243904,0.9247311827956989,0.18400059808000532,0.26198819939896156,0.4910394265232975,,,,03
1272 +lightgbm_panel,1,region_code,198,0.016487208960695287,0.02344065454691475,0.010804477138841192,-0.0031857643921382652,0.8319866011546365,0.01118538485452297,0.005592692427261484,0.7777777777777778,0.05647281790685348,0.10436746577098935,0.3383838383838384,,,,01
1273 +seasonal_naive,1,region_code,2178,0.030844538300417272,0.04536251505557128,0.019564846742806702,0.001198260722988408,1.1098320851299084,0.021125914331065077,0.01056295716553254,0.8879706152433425,0.13561216476423332,0.21916403953733202,0.5082644628099173,,,,16
1274 +lstm,3,region_code,744,0.04151578769984505,0.059437506232201454,0.03371642376301057,0.018008459679722207,0.9804590744965455,0.027808140447616165,0.013904070223808082,0.7419354838709677,0.11647652216396959,0.2801019994396504,0.34139784946236557,,,,14
1275 +qrefa,12,region_code,78,0.06421839070945429,0.07282146360995996,0.06653135805666435,0.06212186743846468,1.110788816841802,0.041871063416656695,0.020935531708328358,0.5,0.12450473855930208,0.4048483889747432,0.15384615384615385,,,,13
1276 +gru,12,region_code,156,0.051544503119697806,0.06542405418832127,0.04142562459880639,0.04314548996479637,0.5638101112091742,0.031138854804074738,0.015569427402037367,0.8910256410256411,0.17371330495128254,0.2136463366673534,0.3974358974358974,,,,12
1277 +raref,12,region_code,312,0.0929126660694889,0.11171034328875822,0.0794845117937423,0.07979992566516068,1.1844655226982945,0.06673546343431197,0.03336773171715599,0.5064102564102564,0.16548686343097754,0.7782826220784471,0.125,,,,14
1278 +mlp_panel,3,region_code,1209,0.04520508080153309,0.06379379464642489,0.032478483338267694,0.02549387813596001,0.9292602165039326,0.03048063038821635,0.015240315194108173,0.7229114971050455,0.11583507037957486,0.31442649604419964,0.27791563275434245,,,,15
1279 +gru,6,region_code,1650,0.043695654073318345,0.056722890792189035,0.036653393690693856,0.022389969965011237,0.8633997547349737,0.027051726230329722,0.013525863115164863,0.8527272727272728,0.1442996488346905,0.22663672846264854,0.38484848484848483,,,,16
1280 +seasonal_naive,6,region_code,225,0.03798390251634157,0.05112387094482188,0.025622732168998796,0.0005319974384215264,0.6068547348948268,0.027188710782086043,0.01359435539104302,0.9733333333333334,0.2526435568979131,0.2671549597533718,0.6533333333333333,,,,02
1281 +gru,1,region_code,99,0.022224901716505957,0.0319879877063566,0.016144500034069753,0.0011389641853786546,1.4026780875374125,0.015007957912779191,0.007503978956389596,0.7474747474747475,0.057404076196469374,0.14636172666315028,0.29292929292929293,,,,11
1282 +mean_growth,3,region_code,186,0.029851573121375964,0.038415349949489655,0.025613495981289175,0.00569892038826616,0.9687860281095341,0.01945278052576648,0.009726390262883237,0.967741935483871,0.18096321071345214,0.19310775551661116,0.5483870967741935,,,,07
1283 +seasonal_naive,1,region_code,66,0.014809876312638382,0.018196456327210373,0.01290273547559058,-0.0016384776676207937,0.87251920586466,0.010728809095006158,0.005364404547503079,1.0,0.13561216476423335,0.13561216476423335,0.7272727272727273,,,,10
1284 +momentum,1,region_code,198,0.01865354908461022,0.023625606427142058,0.014230763726652135,-0.007183053438492387,1.0247434261591628,0.011714399347021415,0.005857199673510708,1.0,0.1156935063488772,0.1156935063488772,0.5858585858585859,,,,13
1285 +gru,6,region_code,975,0.0565834596942717,0.08624994447605176,0.04008960421565097,0.025549000722197582,0.9636696162465077,0.03765814270402627,0.018829071352013133,0.7866666666666666,0.15771727281615872,0.38822578292378856,0.37025641025641026,,,,15
1286 +dsgfn,12,region_code,78,0.10105258907521106,0.11483889596648962,0.10041732109000243,0.10056997509042818,2.106142260510967,0.0799082309483899,0.03995411547419496,0.32051282051282054,0.10297269394430213,1.1952891755737831,0.038461538461538464,,,,07
1287 +tft_lite,12,region_code,312,0.07545508207697549,0.09565790220535156,0.05903950588221668,0.04280353064838898,0.9619134506990165,0.05382921982209725,0.02691460991104862,0.592948717948718,0.14630314470811684,0.6569616271995908,0.2467948717948718,,,,14
1288 +local_linear_trend,1,region_code,198,0.024121703989362156,0.03274663653729628,0.01724460954012763,-0.000404099493177323,1.2537354739914126,0.0163357425469235,0.00816787127346175,0.9494949494949495,0.14802205548357944,0.16337172486453463,0.601010101010101,,,,07
1289 +mean_growth,1,region_code,99,0.01597558237302072,0.02136896232840969,0.012242278944699418,0.0005444471151783923,1.0082653960014014,0.011022281968432777,0.005511140984216389,0.98989898989899,0.11669644019531863,0.11859594951644485,0.6262626262626263,,,,11
1290 +raref,12,region_code,117,0.04537729411107807,0.05393087074306232,0.03944884438793103,0.029292388640481278,0.4028819094644639,0.028038977052025054,0.014019488526012522,0.8888888888888888,0.1654868634309775,0.20967745112215666,0.3418803418803419,,,,02
1291 +no_change,1,region_code,99,0.012505563304492364,0.01654741825786871,0.009254592533329303,-0.006338234120211923,1.0,0.00908128735085522,0.00454064367542761,1.0,0.1168379685306124,0.1168379685306124,0.7575757575757576,,,,
1292 +qanss,1,region_code,198,0.015488380604553192,0.021237034610284155,0.011760019915317194,-0.001671517453202097,0.8508630788905238,0.010695376459169475,0.005347688229584737,0.9393939393939394,0.09684608633630047,0.10624495519868378,0.7171717171717171,,,,13
1293 +local_linear_trend,1,region_code,99,0.013211469708601,0.018429121865590304,0.009410025907631014,0.00007379709201784062,1.056447389607396,0.011119266146967476,0.005559633073483739,1.0,0.1480220554835794,0.1480220554835794,0.797979797979798,,,,
1294 +no_change,1,region_code,297,0.02199153319283769,0.029865078152307,0.014939163313745618,-0.009256047807866008,1.0,0.013994329334660804,0.006997164667330401,0.9494949494949495,0.11683796853061237,0.13327529771331867,0.5589225589225589,,,,02
1295 +tcn,3,region_code,279,0.03455251888600939,0.04438764657872819,0.025957937037263318,0.014108891253878927,0.9005559400179024,0.022615926126173243,0.011307963063086622,0.7240143369175627,0.0922490425408043,0.19409163478414748,0.26881720430107525,,,,08
1296 +ridge_panel,6,region_code,150,0.04174776243095997,0.048809405520349465,0.03834206924204055,0.02435068073530734,0.9173038636288413,0.0252078184836351,0.012603909241817549,0.8666666666666667,0.15314832845769516,0.17512389772437498,0.29333333333333333,,,,13
1297 +ar2_cell,1,region_code,495,0.02502667361391682,0.03354995023988569,0.01955686497180397,0.0004215309622805436,0.9891452127292979,0.016299547584410108,0.008149773792205054,0.9111111111111111,0.11343065733877752,0.15507280310898158,0.43232323232323233,,,,05
1298 +mean_growth,3,region_code,93,0.02004381511673531,0.025536815855797538,0.016911322242253363,0.000559324918522291,0.8226480461926872,0.014736138823644798,0.0073680694118224005,1.0,0.18096321071345214,0.18096321071345214,0.7956989247311828,,,,
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1300 +qrefa,3,region_code,279,0.029783004487232635,0.042362685901665594,0.019380023474435636,0.0015693357865254412,0.6150565957351906,0.01968299054042256,0.00984149527021128,0.8781362007168458,0.12513161478240692,0.1840600465504593,0.5232974910394266,,,,03
1301 +lightgbm_panel,1,region_code,198,0.01506540375319829,0.0182727970474178,0.012608970133462731,-0.000767345222821335,0.8574371236434525,0.009892754835200317,0.004946377417600158,0.8181818181818182,0.0546288032394346,0.08565224772735125,0.32323232323232326,,,,09
1302 +lightgbm_panel,6,region_code,150,0.03150359288286301,0.039375566101507053,0.02625893307461761,0.011729879961096196,0.6922135651564739,0.021754509602411817,0.010877254801205908,0.6466666666666666,0.08094911535553233,0.20136933508732946,0.24666666666666667,,,,13
1303 +lightgbm_panel,12,region_code,858,0.05574305571018864,0.06818053049833624,0.05059458028053561,0.03518913455937494,0.8390463531262542,0.035162361401660104,0.01758118070083005,0.6794871794871795,0.12795042944190388,0.32531422858377235,0.2680652680652681,,,,16
1304 +seasonal_naive,3,region_code,2046,0.04447428065181882,0.06338816629672273,0.03066061288800484,0.001117890531568647,1.0233044130923061,0.030030417058692322,0.015015208529346161,0.8993157380254154,0.20333789908290809,0.295594900386173,0.5464320625610948,,,,16
1305 +qrefa,1,region_code,495,0.02292555932358075,0.029732665102788478,0.017703220555499354,0.005055323387287454,0.9061015300671588,0.014082978771904453,0.0070414893859522265,0.8888888888888888,0.09046830840202809,0.11626321583670099,0.4404040404040404,,,,05
1306 +dsgfn,3,region_code,279,0.03541611998285621,0.0470176663865388,0.02618577620360768,0.005017852694559395,0.8319379528722503,0.024085649553668077,0.012042824776834039,0.6845878136200717,0.08995058520498442,0.25012151227003965,0.34408602150537637,,,,04
1307 +dsgfn,3,region_code,279,0.031070941362183656,0.04408150190584719,0.021526147778439142,0.0033849798168900424,0.6416541161488472,0.02078018547248694,0.010390092736243469,0.7849462365591398,0.10075109478492122,0.20447195636955945,0.4121863799283154,,,,03
1308 +no_change,6,region_code,225,0.05121555153438893,0.0639584673625118,0.04475769796864498,-0.036122916169553244,1.0,0.0263193757719504,0.0131596878859752,0.9511111111111111,0.22251324463373312,0.2298354468576142,0.5422222222222223,,,,08
1309 +qanss,6,region_code,150,0.0359805274094549,0.04532732926032357,0.028969022835298855,-0.011538003720254597,0.7905831327530017,0.02263799001506962,0.01131899500753481,0.94,0.1711657350308102,0.18559420015727657,0.5466666666666666,,,,13
1310 +bhpf,6,region_code,225,0.03375862714677796,0.043729251007519884,0.025523545384764063,0.01707741865689553,0.6591479762569884,0.02168688690523939,0.010843443452619693,0.8888888888888888,0.149457812498077,0.1909764836695602,0.5644444444444444,,,,08
1311 +lightgbm_panel,12,region_code,39,0.04230675497108622,0.04827080734786158,0.03634478148789161,0.03955529400025931,0.7609092513814434,0.027801347250715727,0.013900673625357865,0.8974358974358975,0.15222813324452233,0.1953977277548347,0.23076923076923078,,,,11
1312 +qanss,6,region_code,225,0.04372013687393323,0.054616514315068955,0.033755494289447185,-0.02186131915372904,0.71957994998474,0.02698928931157664,0.013494644655788321,0.9466666666666667,0.21041303894483868,0.2325118079285109,0.5955555555555555,,,,04
1313 +seasonal_naive,12,region_code,156,0.06720170957250794,0.08446388625883755,0.058416494083026876,0.05115740689721522,0.7350735976547418,0.061230192071189814,0.030615096035594914,0.8782051282051282,0.3255217079333012,0.44234940655557675,0.1858974358974359,,,,12
1314 +momentum,12,region_code,78,0.04781839148256011,0.05764266485736564,0.04132953283378456,-0.03520290651493939,0.9966329022616108,0.031793684646557914,0.015896842323278957,0.8076923076923077,0.18367563437016715,0.2702542276379074,0.4230769230769231,,,,07
1315 +lightgbm_panel,3,region_code,465,0.02971653544959645,0.0406549720028777,0.021682548475651025,0.0009936864758786266,0.7128233888324592,0.019963670099757153,0.009981835049878578,0.7634408602150538,0.09778818988039173,0.1956381744640146,0.3247311827956989,,,,05
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1318 +dsgfn,3,region_code,186,0.030342191807699412,0.03821447250381392,0.02654759797007654,0.02007688596547225,0.8944351810952321,0.01991524534233298,0.009957622671166491,0.6935483870967742,0.08128855514035921,0.18494135094623027,0.3225806451612903,,,,13
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1320 +seasonal_naive,6,region_code,50,0.03710369272531702,0.043839573138459195,0.03587772271083619,-0.009119695163336222,0.7985364861598596,0.02370169378428763,0.011850846892143817,1.0,0.25264355689791307,0.25264355689791307,0.62,,,,10
1321 +rw_drift,6,region_code,600,0.05797694513923446,0.0914138822738706,0.04168066478122663,0.006616015384346931,1.07242486265301,0.04124859830249962,0.02062429915124981,0.8816666666666667,0.26186722709191274,0.4286779952534524,0.465,,,,14
1322 +rw_drift,12,region_code,26,0.05508164711649278,0.06563350909979358,0.04933448430042672,-0.004421747769762887,0.7557271684402618,0.038618364585317345,0.019309182292658676,0.9615384615384616,0.32552170793330126,0.3458220467172948,0.5769230769230769,,,,10
1323 +seasonal_naive,3,region_code,186,0.03171129661796619,0.0473179606295392,0.019402297886494058,0.0005302640323483225,0.7885277964635,0.022789811652525277,0.011394905826262635,0.946236559139785,0.20333789908290814,0.23768327625431238,0.6989247311827957,,,,01
1324 +no_change,3,region_code,279,0.04257062664418989,0.05476264194806931,0.03315737465461133,-0.029304168469312965,1.0,0.023549006029939937,0.01177450301496997,0.931899641577061,0.18400059808000532,0.2089555499495272,0.4982078853046595,,,,04
1325 +seasonal_naive,6,region_code,1650,0.04951388503704304,0.06782510015673973,0.03551812264942876,0.004278654844933056,0.9783644873521422,0.0344742245645408,0.017237112282270404,0.916969696969697,0.25264355689791307,0.3235028633913812,0.536969696969697,,,,16
1326 +qrefa,6,region_code,50,0.04160158586665893,0.051164329170015614,0.03521945463845448,0.024521858741018736,0.895339028451262,0.02630591711939961,0.013152958559699807,0.82,0.14583965889902728,0.24306852297966305,0.4,,,,10
1327 +momentum,3,region_code,372,0.04411506252929695,0.05920838575209094,0.035832199270008136,-0.036005028355113294,1.0518486704254277,0.02371260447163581,0.011856302235817904,0.9166666666666666,0.17616701099048607,0.22565181069083956,0.5618279569892473,,,,12
1328 +ar2_cell,3,region_code,186,0.03526910928910952,0.050647945732406156,0.020207576991921244,-0.006391508741578036,0.8769957711289426,0.02405426310403576,0.01202713155201788,0.9193548387096774,0.17958082199094857,0.24179965810967224,0.5913978494623656,,,,01
1329 +lstm,12,region_code,858,0.07579048174336406,0.09046809886577097,0.07015326314913872,0.06846953620112903,1.1408008853886413,0.04910134796202368,0.02455067398101184,0.6328671328671329,0.1504050648076084,0.39273005658851806,0.22261072261072262,,,,16
1330 +ridge_panel,1,region_code,297,0.017204375920517708,0.023067330574713666,0.012566475817212729,0.0012073126749733176,0.899919079370591,0.011496660707744032,0.005748330353872016,0.9696969696969697,0.10426446541134479,0.11091585394780944,0.5892255892255892,,,,17
1331 +mean_growth,6,region_code,150,0.04465210256899067,0.06366129198959475,0.026579926768751618,0.006562699754785375,0.7807135585536827,0.030155040126654136,0.015077520063327066,0.9266666666666666,0.21698990161941917,0.2952603227880548,0.5733333333333334,,,,01
1332 +qanss,6,region_code,225,0.03800991949772281,0.048867799084383205,0.03183871913685499,-0.02108470491416869,0.777980186329718,0.023747015601159004,0.011873507800579502,0.9777777777777777,0.19926891699078011,0.2049360598010148,0.6222222222222222,,,,17
1333 +tcn,3,region_code,93,0.019143333879352863,0.02421556649250071,0.014286549912152946,0.009365389446553473,0.7856900555980055,0.013538857435649879,0.006769428717824942,0.5376344086021505,0.0419160444226857,0.15362321163791462,0.24731182795698925,,,,
1334 +no_change,3,region_code,744,0.042343213276049216,0.0623836069429799,0.03143742029332358,-0.018600545885545338,1.0,0.02625404381404913,0.013127021907024566,0.9233870967741935,0.1840005980800053,0.26690047699141234,0.5161290322580645,,,,14
1335 +qrefa,12,region_code,78,0.08689760843271938,0.09896863139323864,0.08653816971168593,0.08669903798175635,1.8111235657828417,0.06296378619332924,0.03148189309666462,0.3974358974358974,0.12381305753305341,0.7929162530171736,0.11538461538461539,,,,07
1336 +lightgbm_panel,1,region_code,396,0.018911418037567303,0.02574106250589548,0.012464927569690516,-0.007304236577399901,0.8407716905236161,0.012615657323259876,0.006307828661629938,0.8106060606060606,0.06601175159718739,0.11958442000145496,0.41414141414141414,,,,12
1337 +raref,1,region_code,1287,0.02715798548003752,0.035955185729657634,0.021673399278974475,0.0071988329191264135,0.962649665795582,0.01770745839226645,0.008853729196133225,0.8772338772338772,0.10292216375661761,0.1598080459706248,0.3706293706293706,,,,15
1338 +tft_lite,6,region_code,50,0.04692916371620259,0.060665461520983746,0.03833084688811775,0.03471715797706223,1.0099978395623965,0.030114898079132618,0.015057449039566306,0.74,0.12855749369366096,0.2774606745664919,0.34,,,,10
1339 +local_linear_trend,6,region_code,225,0.10611323632451042,0.1384694059444037,0.08425434643963903,-0.0021046555343269464,1.7464940127540074,0.06860492012668676,0.03430246006334338,0.9733333333333334,0.584746010060587,0.6559620188163325,0.5333333333333333,,,,04
1340 +bhpf,6,region_code,50,0.03474156074417962,0.043316614665762,0.0331032671772644,0.011340164241276065,0.7476992666402984,0.02182949633639121,0.010914748168195602,0.86,0.14980134674057757,0.18162893593114365,0.46,,,,10
1341 +raref,1,region_code,495,0.023338197280319464,0.031126158538858566,0.017225103352520053,0.00552393817494389,0.9224104836977974,0.015143797632118332,0.007571898816059165,0.896969696969697,0.1029221637566176,0.14018080789977513,0.45252525252525255,,,,05
1342 +tft_lite,3,region_code,744,0.0464445963383066,0.06603022639610857,0.034350365353231715,0.004622802346467734,1.096860458735598,0.03111455349564651,0.015557276747823257,0.6774193548387096,0.11870850290035123,0.3070161729899095,0.29301075268817206,,,,14
1343 +ridge_panel,3,region_code,2046,0.03916534719692343,0.052470564436007755,0.030762353604729387,0.017071703395771264,0.9011516777678359,0.0253336535731847,0.01266682678659235,0.8655913978494624,0.1406338443889577,0.23425595817075606,0.37487781036168133,,,,16
1344 +lstm,3,region_code,2046,0.040987114159884146,0.05553455253402,0.032320268338184494,0.015861153499873507,0.9430685372538414,0.027213386909871844,0.013606693454935922,0.7150537634408602,0.11192372758361754,0.2646318382001703,0.33235581622678395,,,,16
1345 +dsgfn,12,region_code,78,0.07346880781666902,0.09100185534060769,0.07212529842603896,0.05436770094463064,0.8790747118881761,0.05509265264932225,0.02754632632466112,0.4358974358974359,0.11939763832234372,0.7641233097310369,0.2948717948717949,,,,01
1346 +ridge_panel,12,region_code,195,0.09548076962083152,0.12539375082073764,0.08009079349600459,0.09475712992900116,1.1847597329287667,0.06757497618911686,0.033787488094558414,0.5230769230769231,0.16413787754855688,0.7736526807091421,0.11282051282051282,,,,05
1347 +momentum,12,region_code,78,0.06391939745196712,0.07511652223427462,0.062480634883103875,-0.05657544752893937,1.0113906858619783,0.026604862649716805,0.013302431324858399,0.9102564102564102,0.18367563437016715,0.23765007535531396,0.38461538461538464,,,,09
1348 +ar2_cell,6,region_code,225,0.04443063173314027,0.05408481956953348,0.04018493609105655,-0.00850812241690944,0.7312738258920095,0.027179062757961413,0.013589531378980705,0.9422222222222222,0.20187607730627236,0.22906805451683437,0.43555555555555553,,,,04
1349 +seasonal_naive,6,region_code,150,0.03518858994244045,0.04142753682692242,0.030190851673299587,0.008861141085463962,0.9708726922937603,0.025869368762384527,0.012934684381192264,1.0,0.2526435568979132,0.2526435568979132,0.5466666666666666,,,,07
1350 +gru,3,region_code,372,0.03026773112125148,0.03883333201968397,0.02415941209546084,-0.0031408544376681407,0.7216825934574979,0.018688871169052684,0.009344435584526346,0.8279569892473119,0.10925555107342104,0.1585601996901202,0.40591397849462363,,,,12
1351 +gru,1,region_code,297,0.02509241468107024,0.03637920240074868,0.01551983031162818,0.0011117598854270558,1.3539561402395528,0.01748639243895527,0.008743196219477636,0.7003367003367004,0.0668197878566012,0.17468664743360215,0.37373737373737376,,,,08
1352 +tft_lite,3,region_code,372,0.03828439613512731,0.05345300584713625,0.027656595816950846,-0.0079489757929414,0.9128263423865945,0.025524866767194215,0.012762433383597107,0.7150537634408602,0.10183732203077725,0.24338551501483416,0.2849462365591398,,,,12
1353 +seasonal_naive,6,region_code,600,0.06266596001033352,0.09737815433994344,0.043739994992601144,0.006223352121050338,1.1591596175980985,0.04436146223052705,0.02218073111526353,0.8933333333333333,0.2526435568979131,0.45948527224227426,0.45666666666666667,,,,14
1354 +tft_lite,12,region_code,78,0.08361130900276278,0.10228782128174432,0.08288933838187637,0.07873533404016739,1.7426303765091535,0.06361514728068768,0.03180757364034384,0.4358974358974359,0.12090732743784499,0.8743908239803742,0.20512820512820512,,,,07
1355 +lstm,1,region_code,198,0.028858246851472726,0.04382448333968758,0.01712798052540157,-0.0007209289614975122,1.4562607152293752,0.020282644184142412,0.010141322092071206,0.6363636363636364,0.06607795126381627,0.22082509415906454,0.2777777777777778,,,,01
1356 +qrefa,1,region_code,396,0.026517081389304014,0.0335090194161362,0.021443157611428752,0.009444827407147041,1.142369098227463,0.016278442677453278,0.008139221338726639,0.8156565656565656,0.09142063729845636,0.13088783855887143,0.37626262626262624,,,,06
1357 +momentum,1,region_code,792,0.02559702532769016,0.035968345402796656,0.019184541844249215,-0.007749064565617407,1.0002455084121766,0.016503696629915673,0.008251848314957838,0.9267676767676768,0.1156935063488772,0.15798328280902835,0.4532828282828283,,,,14
1358 +tcn,1,region_code,297,0.022968739425784847,0.03125761533889431,0.016910906823255578,-0.0043532557466287635,1.0188443255449242,0.01609983449010067,0.008049917245050334,0.7070707070707071,0.06149287790868287,0.177161053732627,0.3333333333333333,,,,04
1359 +qrefa,12,region_code,117,0.04434972550083532,0.052546997236217856,0.04027729901283286,0.03314057034608922,0.3937586505326521,0.026955247789894124,0.013477623894947059,0.7435897435897436,0.12554243686013392,0.2204923623990027,0.3247863247863248,,,,02
1360 +ar2_cell,3,region_code,744,0.03816811149100237,0.05874580749093397,0.027955301591800676,0.003702656054538063,0.9013985604297908,0.025598897413139837,0.012799448706569919,0.9327956989247311,0.17958082199094857,0.2608529757214461,0.5188172043010753,,,,14
1361 +lstm,1,region_code,66,0.027297849262505176,0.04003468307552977,0.016434286594679708,0.004108207049795454,1.6082442052543415,0.018840137172677154,0.009420068586338579,0.803030303030303,0.06928251954818596,0.18350213882071628,0.36363636363636365,,,,10
1362 +seasonal_naive,1,region_code,297,0.02065089787270984,0.02969066397196089,0.013455974478035537,0.0014441438712463964,1.0801982639557384,0.014407399018098975,0.007203699509049488,0.9427609427609428,0.13561216476423332,0.15156414433501764,0.6430976430976431,,,,17
1363 +tft_lite,1,region_code,297,0.02126841629308844,0.030136541835138426,0.013225437181864447,-0.00032916738304510237,1.1476178438467373,0.014488485619942131,0.007244242809971066,0.7441077441077442,0.06531350570299697,0.14955709375740658,0.4006734006734007,,,,08
1364 +qrefa,3,region_code,279,0.02850809793970159,0.03648720538472859,0.024540632312879493,0.01616875930234646,0.743017810739282,0.017449247924030128,0.008724623962015064,0.8960573476702509,0.11295673346891001,0.14156880260010204,0.41935483870967744,,,,08
1365 +tft_lite,3,region_code,93,0.03190558218573404,0.04734641383982064,0.02258451988705734,0.0007095290005666009,0.959606616574701,0.020464309411244927,0.010232154705622465,0.8602150537634409,0.10254064033068316,0.17199011056707209,0.3655913978494624,,,,11
1366 +tcn,1,region_code,297,0.024760118679304,0.03253521654398885,0.017626417533109118,-0.005337261311534362,1.1258932454681239,0.016490610528583912,0.008245305264291956,0.6127946127946128,0.060461357604949,0.16255093780095137,0.25252525252525254,,,,02
1367 +mean_growth,1,region_code,297,0.02168853937215756,0.029040792622560107,0.015310623476929954,0.0009573927453631717,0.9620573797739157,0.014357910088572443,0.007178955044286223,0.9326599326599326,0.11669644019531861,0.13048767877549164,0.531986531986532,,,,04
1368 +lstm,1,region_code,792,0.035756628341067076,0.049482766702522156,0.026461314135201433,0.002542976547526554,1.3972485644816646,0.024488746027404227,0.012244373013702112,0.7209595959595959,0.08939129756259313,0.2543053261378941,0.29924242424242425,,,,14
1369 +ar2_cell,3,region_code,186,0.03139936908000011,0.039865793456040965,0.026253097924610124,0.0004138030425779674,0.9570897173485166,0.019940376853949424,0.009970188426974712,0.978494623655914,0.17958082199094857,0.18261622213976594,0.5645161290322581,,,,09
1370 +local_linear_trend,12,region_code,39,0.08301824193777997,0.09939701901869215,0.0744153942645211,0.020190422878045428,1.2356250566087983,0.07121800942717371,0.035609004713586856,1.0,0.9418632351399102,0.9418632351399102,0.8461538461538461,,,,
1371 +lstm,6,region_code,150,0.048235247530850324,0.05632044040304704,0.04185468766505507,0.026473553783897444,1.330837203489398,0.0343485858831788,0.0171742929415894,0.48,0.0933389252263199,0.40624482010554347,0.18666666666666668,,,,07
1372 +mlp_panel,6,region_code,1650,0.04785836497021109,0.06275140115667906,0.03760921718084885,0.026840207811421046,0.9456524099161772,0.03160965692262755,0.01580482846131378,0.6618181818181819,0.11660153788458212,0.31552007333835574,0.2812121212121212,,,,16
1373 +ar2_cell,6,region_code,150,0.04113975988646189,0.049070372337604994,0.03485695260486156,0.006462849041460558,0.9079413362884469,0.02486160618468307,0.012430803092341534,0.9666666666666667,0.20187607730627233,0.20784204497842795,0.5066666666666667,,,,09
1374 +rw_drift,1,region_code,396,0.02272899492585418,0.030656814454530747,0.01617934388328374,-0.00049765032621085,1.010495111987453,0.014961289220278772,0.007480644610139387,0.9419191919191919,0.12331649708173885,0.14044113977631398,0.5580808080808081,,,,12
1375 +lightgbm_panel,6,region_code,375,0.04326674197660251,0.06004252451872297,0.03178694346295748,0.014949519220228897,0.7768152997519048,0.029799919291981572,0.014899959645990788,0.7386666666666667,0.11222656962188347,0.28709818955195565,0.26666666666666666,,,,05
1376 +momentum,1,region_code,198,0.019431241144162968,0.026516766543952817,0.01326287604636139,-0.005695650326859875,1.0099467407800982,0.012984158976462766,0.006492079488231382,0.9595959595959596,0.1156935063488772,0.12646828692784035,0.5606060606060606,,,,07
1377 +ar2_cell,12,region_code,26,0.02277930837682674,0.029903994385045072,0.02182407489733363,0.0050715270273009256,0.31253499341148494,0.01643014455089149,0.008215072275445746,1.0,0.17926710158091044,0.17926710158091044,0.7692307692307693,,,,10
1378 +gru,6,region_code,75,0.03119952902576968,0.0360481509421829,0.030950874921366778,0.01721608967435546,0.8052421193375562,0.020581523517632233,0.010290761758816117,0.5733333333333334,0.05999170380023618,0.18510836673615533,0.17333333333333334,,,,
1379 +rw_drift,1,region_code,99,0.016159489194913314,0.021929600692566473,0.012599672245249757,0.00015678774194870593,1.0198722895889578,0.011431712895819998,0.005715856447909999,0.9797979797979798,0.12331649708173885,0.12480246865901903,0.6565656565656566,,,,11
1380 +lstm,6,region_code,150,0.038817004591915755,0.04978238847339654,0.0324695977920208,0.01161601471801137,0.8529077060249054,0.027234154656267044,0.013617077328133522,0.6266666666666667,0.09538563574683698,0.296862694917789,0.3466666666666667,,,,13
1381 +tcn,12,region_code,507,0.09902669434643603,0.13427305745026788,0.08790228689492557,0.08472309880199251,1.310183223419267,0.06394479235545428,0.03197239617772714,0.6824457593688363,0.1863148322641662,0.5901545289011703,0.16962524654832348,,,,15
1382 +rw_drift,6,region_code,1650,0.05119337154095548,0.06988911394524337,0.038382939879203534,0.0038014691311869233,1.0115501271213876,0.035579593855781314,0.017789796927890653,0.9090909090909091,0.26186722709191274,0.3358523977776988,0.4915151515151515,,,,16
1383 +tcn,6,region_code,225,0.03603444197226778,0.04287298343484353,0.03313275643742697,0.01425886092301393,0.7375464681410817,0.022274887872027714,0.011137443936013857,0.8444444444444444,0.11582315668114461,0.20574051738631896,0.3111111111111111,,,,17
1384 +gru,6,region_code,150,0.040563883841131756,0.05076033925374704,0.03889597761707014,0.018639140296815935,0.891291058599762,0.026032706059614573,0.013016353029807286,0.7466666666666667,0.1088726792762706,0.24741520917183796,0.3466666666666667,,,,13
1385 +ar2_cell,12,region_code,195,0.04855103886883158,0.08292343769386325,0.02896884945850381,0.02332770224890411,0.6024387536053266,0.03491246936486654,0.01745623468243327,0.9076923076923077,0.17926710158091047,0.44596468797742267,0.5487179487179488,,,,05
1386 +raref,12,region_code,156,0.112895642398273,0.1435965854778298,0.09200338527456234,0.11207312582316006,1.6667139252470742,0.08376838456618356,0.04188419228309179,0.41025641025641024,0.16548686343097757,1.037013417826388,0.07692307692307693,,,,06
1387 +no_change,3,region_code,279,0.03836798731828087,0.05058808759361125,0.031683716450691346,-0.023088616196776074,1.0,0.02240254358963668,0.01120127179481834,0.946236559139785,0.18400059808000532,0.20720866961909498,0.5663082437275986,,,,08
1388 +tcn,1,region_code,396,0.02872506717823045,0.03728602580390376,0.02265443634957355,0.007112145256592713,1.2374902277953785,0.019126276456993555,0.009563138228496776,0.6691919191919192,0.07805890894104034,0.18779485165144572,0.29292929292929293,,,,06
1389 +rw_drift,3,region_code,186,0.029218669516141677,0.038904564968325714,0.022794950631390292,-0.0006641324081533398,0.9482461333643534,0.020521729485393676,0.010260864742696836,0.9838709677419355,0.20376001218548198,0.21086731976182613,0.5860215053763441,,,,07
1390 +qanss,12,region_code,78,0.0813711089367831,0.09476006512948766,0.07666420507917646,0.026987692418484494,1.6959400336476989,0.04795688612122888,0.02397844306061444,0.8846153846153846,0.28710747838027295,0.34826943024481594,0.38461538461538464,,,,07
1391 +no_change,3,region_code,279,0.034621601688677235,0.0467544910403514,0.025961382878937123,-0.025851793464136148,1.0,0.01973781756135418,0.009868908780677092,0.974910394265233,0.18400059808000532,0.19568387277035124,0.6379928315412187,,,,17
1392 +tft_lite,6,region_code,150,0.04398067334516346,0.057016528740278946,0.03523173077641324,0.025878603758068483,0.9663665603931327,0.029116429937748423,0.014558214968874213,0.6533333333333333,0.10585132061659049,0.2778177569757031,0.2866666666666667,,,,13
1393 +ridge_panel,6,region_code,150,0.051021047520202416,0.059271730222531835,0.04764099673620009,0.0391194056514072,1.4076989686319719,0.0313378306776026,0.015668915338801305,0.8333333333333334,0.15314832845769516,0.23202588601555027,0.20666666666666667,,,,07
1394 +dsgfn,3,region_code,62,0.032783711489457745,0.040728696231205626,0.030884071599345836,0.024857727987880635,0.9193740821124644,0.021427846620560062,0.010713923310280033,0.7096774193548387,0.10382553063250417,0.18933482350481892,0.3387096774193548,,,,10
1395 +mean_growth,3,region_code,279,0.03543897840395689,0.04731216449418202,0.02558358455718635,-0.0034527881325896897,0.923660084381637,0.023288090773734532,0.011644045386867263,0.931899641577061,0.18096321071345214,0.2148507732651183,0.5483870967741935,,,,08
1396 +no_change,12,region_code,195,0.08059082948810202,0.0968507696501185,0.07011861146538428,-0.05383180827619833,1.0,0.035804301732954694,0.017902150866477347,0.9076923076923077,0.18204380187213287,0.44916104014794916,0.517948717948718,,,,05
1397 +qrefa,1,region_code,198,0.015835962532571725,0.019763443355139642,0.013223785543610244,0.003644067463456939,0.9012929481674985,0.009982264696201615,0.004991132348100808,0.9696969696969697,0.08173877497095443,0.09008311217776041,0.5404040404040404,,,,09
1398 +tft_lite,6,region_code,150,0.055047113849057985,0.06542565256129838,0.050402845923058326,0.043928570725622104,1.5187803692349247,0.03790304982838819,0.018951524914194093,0.49333333333333335,0.10553147848540297,0.3972460699271738,0.20666666666666667,,,,07
1399 +no_change,12,region_code,156,0.09142174305663478,0.10093538273354756,0.08615429820694881,-0.08590157061159058,1.0,0.027160167643823174,0.01358008382191159,0.8782051282051282,0.1820438018721329,0.26091750189269525,0.5641025641025641,,,,12
1400 +rw_drift,6,region_code,150,0.0352455062270849,0.04544231176609926,0.027226845902433017,0.002406328396024677,0.7744328595125604,0.025616925347828345,0.012808462673914176,0.96,0.26186722709191274,0.27537226501216006,0.6133333333333333,,,,13
1401 +ridge_panel,3,region_code,372,0.0362988735710288,0.04577273428338297,0.03164272324773069,0.02181972645325322,1.025343856317132,0.022961691946814456,0.011480845973407228,0.8924731182795699,0.1406338443889577,0.2002994780064397,0.3333333333333333,,,,06
1402 +qanss,12,region_code,117,0.06990199749780335,0.08794871666928858,0.062470695797804066,-0.015780564332239094,0.9761705121057782,0.0421969184412623,0.02109845922063115,0.9401709401709402,0.308485456827886,0.32453836832293675,0.5042735042735043,,,,17
1403 +dsgfn,6,region_code,975,0.06079789302861842,0.08984902730861916,0.0475428640110413,0.03773056315392174,1.0354453856312409,0.04096578496559245,0.020482892482796226,0.7005128205128205,0.14771360722546562,0.4315528972000919,0.3292307692307692,,,,15
1404 +mlp_panel,6,region_code,150,0.0413832881468778,0.053281949371748696,0.03737026597079432,0.011087040385122331,0.7235604214579254,0.02695166267027678,0.013475831335138392,0.6533333333333333,0.10259062658199886,0.26597972441980544,0.29333333333333333,,,,01
1405 +momentum,3,region_code,2046,0.04346468113799295,0.05942942232299056,0.03383439228481053,-0.024021415645929255,1.0000746357285746,0.02584177932187744,0.01292088966093872,0.9081133919843597,0.17616701099048607,0.25133457711254326,0.4975562072336266,,,,16
1406 +tft_lite,12,region_code,39,0.043069324858736005,0.05325785306873423,0.03805739565014521,0.023662871058804713,0.6410342561405188,0.03273349162533043,0.016366745812665208,0.38461538461538464,0.05816259975425708,0.46182599585428424,0.15384615384615385,,,,
1407 +mlp_panel,6,region_code,300,0.03847096637499469,0.05136015711517633,0.03102189113058218,0.004410146551064185,0.6093553615186648,0.026260198094206808,0.013130099047103402,0.7233333333333334,0.10696288633980051,0.2708352345239867,0.4,,,,12
1408 +qanss,1,region_code,297,0.027438953662634043,0.037331241085801686,0.020583397293041927,-0.005664617676836001,0.9130051102788628,0.018544598266476645,0.009272299133238324,0.9393939393939394,0.15896421269333932,0.17699172491953766,0.5757575757575758,,,,03
1409 +local_linear_trend,12,region_code,156,0.1524499322591394,0.21076894273008948,0.11101319164006095,0.048769463247162005,2.250666364100229,0.10858771560675609,0.05429385780337803,0.9423076923076923,0.9418632351399108,1.095781680789099,0.5961538461538461,,,,06
1410 +raref,1,region_code,66,0.01693620891228153,0.020884947420367395,0.014891778060697719,0.008439581408960794,0.9977914223288542,0.010901635983063884,0.005450817991531941,1.0,0.1029221637566176,0.1029221637566176,0.5303030303030303,,,,10
1411 +dsgfn,12,region_code,156,0.06830242536787925,0.08458373965606485,0.06106826120703798,0.05737692197915625,0.7471135758762184,0.04899701947833383,0.02449850973916691,0.4935897435897436,0.12432747777217092,0.6131978002151072,0.23717948717948717,,,,12
1412 +momentum,3,region_code,186,0.03382205866857721,0.04253898687673709,0.028135999023390902,-0.023558181421134996,0.9970156197669936,0.018486220093153514,0.009243110046576755,0.989247311827957,0.17616701099048607,0.17823055942991015,0.6021505376344086,,,,13
1413 +momentum,3,region_code,186,0.034511248828712225,0.04599684876783527,0.024782534855565447,-0.025608708030752943,1.0519434738532776,0.01965432949239372,0.009827164746196862,0.9731182795698925,0.17616701099048607,0.18193208374723396,0.553763440860215,,,,09
1414 +qrefa,6,region_code,75,0.028013951052422426,0.03261240117559456,0.02797005048978398,0.01562887042290958,0.7230241616095902,0.017251945286835605,0.008625972643417804,0.8133333333333334,0.09094455012255427,0.13183775459835398,0.28,,,,
1415 +no_change,6,region_code,225,0.07006547071048475,0.08133215507666856,0.06337895478210709,-0.060982863101110396,1.0,0.028181127721958514,0.014090563860979257,0.9644444444444444,0.22251324463373312,0.2649801448810701,0.5333333333333333,,,,03
1416 +tcn,6,region_code,225,0.03093118047245304,0.03798673524777167,0.02661077449363336,0.003416696763928972,0.49417600831086067,0.019350588359760862,0.00967529417988043,0.8622222222222222,0.11571951118278473,0.16645654627794762,0.3688888888888889,,,,02
1417 +no_change,1,region_code,198,0.019239867172752084,0.026721246576008384,0.012662841891334486,-0.0043937948465327305,1.0,0.013115909997244053,0.006557954998622026,0.9595959595959596,0.11683796853061239,0.12696276993215588,0.5808080808080808,,,,07
1418 +qanss,3,region_code,93,0.0215476743645346,0.031025646121950873,0.015112037705687364,-0.0037529435134630953,0.6480775298703033,0.02079111352231478,0.010395556761157393,0.967741935483871,0.23948865999622096,0.2490486627088099,0.8279569892473119,,,,11
1419 +qanss,12,region_code,78,0.06799166936255367,0.0859316997720032,0.05661420659192093,-0.0017957023148208577,1.075825865867541,0.0426854564913993,0.021342728245699646,0.9871794871794872,0.36619965609188926,0.3698108558129009,0.5769230769230769,,,,09
1420 +raref,12,region_code,195,0.09139824283445236,0.12176809287587119,0.07590407325344323,0.09033071323047032,1.1341022721195082,0.06537791221978473,0.032688956109892364,0.5435897435897435,0.16548686343097754,0.752097548219306,0.12307692307692308,,,,05
1421 +qanss,6,region_code,600,0.05161219523294309,0.07912816316028658,0.03883466808921404,-0.0045199917076346316,0.9546933052609641,0.032950322802836815,0.01647516140141841,0.95,0.24995912357356048,0.2935067907985195,0.5866666666666667,,,,14
1422 +bhpf,1,region_code,297,0.01766709805267162,0.023305372685519687,0.01325925042109138,0.003971913339764478,0.9241229491939501,0.011971907431648223,0.005985953715824111,0.9730639730639731,0.1071424494541648,0.11289697177232697,0.6801346801346801,,,,17
1423 +momentum,12,region_code,26,0.071772026222684,0.07730696914527883,0.07325643239630661,-0.0704176264230077,0.9847212817687945,0.017012020570616446,0.008506010285308225,0.9615384615384616,0.18367563437016707,0.1869885187579049,0.7307692307692307,,,,10
1424 +lightgbm_panel,3,region_code,186,0.024160687340232294,0.030630442361765958,0.02190578688497036,0.0014581141446809358,0.7122151522047369,0.016424807675473347,0.008212403837736675,0.7258064516129032,0.07210763505911282,0.15661737509257445,0.3602150537634409,,,,13
1425 +bhpf,3,region_code,93,0.021091042274929236,0.024944840472912587,0.021335290647765216,0.015685518831675085,0.8656288545163909,0.014099612125017135,0.007049806062508568,1.0,0.14830894242210707,0.14830894242210707,0.7419354838709677,,,,
1426 +ar2_cell,6,region_code,75,0.02274586495981671,0.028117022878806824,0.018929876822712785,0.0023108742525276144,0.5870578524207968,0.01678839529330463,0.008394197646652318,1.0,0.20187607730627233,0.20187607730627233,0.7466666666666667,,,,
1427 +lstm,12,region_code,312,0.07998570624607569,0.10024344236537348,0.06683553164021491,0.06415767585948795,1.019670572000318,0.05518902644423941,0.027594513222119706,0.6089743589743589,0.15206427927422247,0.5609461432946438,0.2532051282051282,,,,14
1428 +ridge_panel,3,region_code,186,0.02992056132748541,0.03506304948737357,0.02750476483169182,0.01687566697047757,0.8820062459241815,0.018001360526320558,0.009000680263160279,0.978494623655914,0.14063384438895768,0.14560030437224655,0.4032258064516129,,,,13
1429 +lightgbm_panel,6,region_code,225,0.03320514561638702,0.041067998627857455,0.02898559316231411,0.014908363264953548,0.648341072615244,0.022165779389013728,0.011082889694506864,0.7555555555555555,0.10030459616418061,0.1759906059715831,0.3022222222222222,,,,08
1430 +qanss,12,region_code,195,0.07719868657053286,0.11342265008891037,0.05193663968317419,0.013504357958345363,0.957909070559077,0.05038150215724077,0.025190751078620382,0.9230769230769231,0.34848550973897735,0.45411215789763404,0.6153846153846154,,,,05
1431 +rw_drift,12,region_code,117,0.0600423125709606,0.07344570019443444,0.04666154583858123,0.008983321548065167,0.5330851477841918,0.04476875613348368,0.022384378066741834,0.9487179487179487,0.3255217079333013,0.35031084371978016,0.3418803418803419,,,,02
1432 +qanss,12,region_code,26,0.03867699223180818,0.05187064797689414,0.021561178902788858,-0.0197322640578461,0.530653227586189,0.030256894111133692,0.015128447055566846,1.0,0.33961773243696874,0.33961773243696874,0.8076923076923077,,,,10
1433 +lightgbm_panel,6,region_code,225,0.03916925548320936,0.05179525651997046,0.0334099599251405,-0.019226743687043732,0.5590379267565242,0.02643927988401812,0.01321963994200906,0.6977777777777778,0.10922591522785927,0.2885227122020493,0.4088888888888889,,,,03
1434 +mlp_panel,1,region_code,198,0.022620582409899986,0.03263667552550086,0.013956011531390783,0.0016898994631976724,1.1414922635005762,0.01566364059732594,0.007831820298662969,0.7171717171717171,0.06342941592631196,0.16974118367011745,0.32323232323232326,,,,01
1435 +mean_growth,3,region_code,279,0.037105617969418594,0.048366432224736536,0.026646938807367862,0.0017671829444429997,0.8716248947790115,0.02378822756496213,0.011894113782481067,0.942652329749104,0.18096321071345214,0.20618210432815573,0.5304659498207885,,,,04
1436 +raref,6,region_code,225,0.036107635436712394,0.04595606162441668,0.029968609409432224,0.011282264099216632,0.7390445787884918,0.02309909017673296,0.01154954508836648,0.9155555555555556,0.15485195844717742,0.19862119477219867,0.4444444444444444,,,,17
1437 +qanss,1,region_code,198,0.017935904150256816,0.027983520811625574,0.010597380510113885,-0.002066153809639255,0.9050914541194854,0.01418733183061335,0.007093665915306675,0.98989898989899,0.15044315147781426,0.15350726030514222,0.8131313131313131,,,,01
1438 +lightgbm_panel,6,region_code,300,0.040184601095858724,0.0559945630946952,0.029008003452407238,0.023319397616696425,0.8706349342243055,0.028028846758797576,0.014014423379398788,0.7,0.10680165637203454,0.2770115189136345,0.2866666666666667,,,,06
1439 +bhpf,1,region_code,66,0.016689741805656053,0.0203379250171549,0.014026310817944511,0.006045547157712675,0.9832708902457399,0.01097171119629264,0.005485855598146321,1.0,0.1073068950135759,0.1073068950135759,0.7424242424242424,,,,10
1440 +qanss,12,region_code,858,0.07829669303961374,0.10180464424401232,0.06392328667799965,0.005460145373711954,1.1785244622807092,0.0485913820963229,0.024295691048161448,0.9452214452214452,0.35632374805292216,0.410141671821864,0.5372960372960373,,,,16
1441 +raref,6,region_code,975,0.05788933870439103,0.0845811494835221,0.04305817221795083,0.027591907699486207,0.9859099658353375,0.03959043208196487,0.019795216040982437,0.7784615384615384,0.15485195844717745,0.4168036557171133,0.2841025641025641,,,,15
1442 +tft_lite,12,region_code,117,0.052861501485609634,0.060729355343886605,0.05252491082687211,-0.005298643151542873,0.4693303792762233,0.03416482921306424,0.01708241460653212,0.5811965811965812,0.13112292191984817,0.31872593192402304,0.23076923076923078,,,,02
1443 +seasonal_naive,6,region_code,225,0.049723305600640894,0.07175046353774175,0.038136179704547135,0.01092010856867441,0.8183847607878318,0.035852288202498826,0.017926144101249413,0.9377777777777778,0.2526435568979131,0.35157238453232076,0.5022222222222222,,,,04
1444 +lightgbm_panel,1,region_code,792,0.023127606482844353,0.03365521822984599,0.01619637730424059,0.00018328386192081628,0.9037489399115627,0.015753959276223566,0.007876979638111783,0.7815656565656566,0.07468453230833477,0.15321551188976446,0.3194444444444444,,,,14
1445 +lightgbm_panel,3,region_code,279,0.033496640344127776,0.045413359190760685,0.02658662556560254,-0.015279633793019682,0.6917478586640602,0.022226957411166176,0.011113478705583088,0.7634408602150538,0.10304823023389338,0.21947082127409176,0.3333333333333333,,,,03
1446 +qanss,1,region_code,792,0.026610343031310074,0.04008343083975029,0.018470242460208036,-0.0008296807877094082,1.0398425502037443,0.019341518579128202,0.009670759289564101,0.9785353535353535,0.18903480139444356,0.1986933475958452,0.7222222222222222,,,,14
1447 +lightgbm_panel,1,region_code,99,0.00980118615220528,0.013128741636677576,0.007657530867904444,0.000326707761531904,0.7837460747317481,0.007072062858242235,0.003536031429121118,0.7575757575757576,0.0351440391143121,0.0675245369613798,0.2727272727272727,,,,
1448 +qrefa,1,region_code,297,0.018395898011553835,0.024286797547706476,0.01351923794839062,0.004109285546207134,0.9926202553456905,0.011461346548254009,0.005730673274127004,0.8686868686868687,0.07730004627251827,0.0958993261663971,0.49158249158249157,,,,08
1449 +lightgbm_panel,12,region_code,39,0.03233335674064759,0.040650166478887216,0.020675126422067314,0.0246689276572421,0.4812424934625582,0.02221700156773468,0.01110850078386734,0.6153846153846154,0.06278986422536231,0.242295654908388,0.1794871794871795,,,,
1450 +momentum,12,region_code,507,0.07592411614014671,0.11525583769443427,0.059523757034032995,-0.05487580075482294,1.0045221026136,0.0414320293514552,0.020716014675727604,0.8520710059171598,0.1836756343701671,0.4760541483509324,0.39447731755424065,,,,15
1451 +momentum,3,region_code,465,0.0430516303470543,0.05604945603702602,0.03260820926918302,-0.024861461556392413,1.0326980778362014,0.025049934418992253,0.012524967209496123,0.9139784946236559,0.1761670109904861,0.22245359390885985,0.43870967741935485,,,,05
1452 +local_linear_trend,12,region_code,117,0.18085062544868852,0.2522499586833242,0.10865785519632498,0.036257660020325495,1.6417794243101114,0.12579339496702327,0.06289669748351165,0.9145299145299145,0.9418632351399109,1.1728331088169994,0.5641025641025641,,,,03
1453 +gru,12,region_code,312,0.08085961982432914,0.09984287822069744,0.06867723015110125,0.06739060389421803,1.030811362024414,0.052544676202179695,0.026272338101089844,0.6858974358974359,0.18568958734823143,0.44371216650877043,0.2403846153846154,,,,14
1454 +qrefa,1,region_code,1287,0.02634847210296358,0.03499318607539547,0.019620901216836545,0.007875143177861333,0.9339554247418747,0.016659557749573617,0.00832977887478681,0.85003885003885,0.09876285086356786,0.14797065334193052,0.4366744366744367,,,,15
1455 +ridge_panel,12,region_code,507,0.10437031557871192,0.13523975108952258,0.09574754306710997,0.09218531425520793,1.3808825730950427,0.0754771062911135,0.03773855314555675,0.398422090729783,0.1641378775485569,0.9040937909010062,0.11045364891518737,,,,15
1456 +gru,12,region_code,39,0.08842231145365874,0.09507512189736081,0.08935195108608929,0.08842231145365874,1.5903218022654424,0.05186194347450188,0.02593097173725094,0.6923076923076923,0.2039080941870522,0.3172451390173294,0.07692307692307693,,,,11
1457 +raref,1,region_code,198,0.020826414179763473,0.026652804503436572,0.017432022324650492,0.01187721081338194,1.082461432439528,0.013291923995295305,0.006645961997647653,0.9747474747474747,0.1029221637566176,0.11661362165313562,0.4494949494949495,,,,07
1458 +lightgbm_panel,6,region_code,300,0.03937818269840715,0.04878232716246262,0.03423549041957656,-0.010869736216904905,0.6237250845284811,0.026696797595966135,0.01334839879798307,0.6666666666666666,0.10525586132691521,0.265847198446457,0.30666666666666664,,,,12
1459 +bhpf,12,region_code,312,0.09094919892993186,0.12017835706083875,0.07421649539131951,0.06151130133848902,1.159434929667878,0.06724789172831341,0.03362394586415671,0.483974358974359,0.14238806385881644,0.8680799953449809,0.1794871794871795,,,,14
1460 +ar2_cell,1,region_code,297,0.020693365681414003,0.028882265256186583,0.013264577101704214,-0.0032224244973262945,0.9409696677334675,0.014090227352588145,0.007045113676294072,0.9259259259259259,0.11343065733877751,0.13771263206546502,0.5555555555555556,,,,02
1461 +lstm,6,region_code,1650,0.04197816230387112,0.055439290179768654,0.033147641921798365,0.01563070122344484,0.82946315385444,0.028058393513982993,0.014029196756991496,0.7521212121212121,0.13260337000750289,0.2773600598302805,0.37212121212121213,,,,16
1462 +dsgfn,12,region_code,117,0.07330612008329691,0.08781658620325172,0.07246889062144457,0.07065666545921007,1.0237085540287794,0.054207586090478946,0.027103793045239476,0.4444444444444444,0.11515549139386345,0.7242254283777708,0.2222222222222222,,,,17
1463 +local_linear_trend,6,region_code,150,0.10617168111685234,0.15648802814105567,0.05661057679213846,0.004310297961456012,1.8563441856807124,0.07474195347568785,0.03737097673784393,0.9266666666666666,0.584746010060587,0.7504711164102118,0.6,,,,01
1464 +local_linear_trend,12,region_code,78,0.11701674332660157,0.1576472843037918,0.09376469026977266,0.032402405503727076,2.438867826771766,0.08878539064496625,0.044392695322483126,0.9743589743589743,0.9418632351399109,0.9701014985043261,0.6538461538461539,,,,07
1465 +local_linear_trend,6,region_code,300,0.10183801292806088,0.13478178497338103,0.0797828572265902,0.006139114088404654,1.6130486190348412,0.06787026562120728,0.03393513281060364,0.9533333333333334,0.584746010060587,0.6551947624267893,0.5666666666666667,,,,12
1466 +local_linear_trend,12,region_code,78,0.15373408826453766,0.21424207953582752,0.1130270388268092,0.023787375790537902,1.839471108416131,0.10796134203490798,0.053980671017453984,0.9487179487179487,0.9418632351399109,1.1126726190271181,0.5384615384615384,,,,01
1467 +momentum,3,region_code,186,0.03070940629937795,0.04084181329605551,0.02462699070034341,-0.018235855581938853,0.9966256596732732,0.01929268091591016,0.009646340457955082,0.9731182795698925,0.17616701099048607,0.18740301874012671,0.5376344086021505,,,,07
1468 +no_change,6,region_code,975,0.05871665842767174,0.09128579063184895,0.04154287713469648,-0.031995560648549595,1.0,0.03691014778496915,0.01845507389248457,0.9128205128205128,0.22251324463373315,0.39706463732244496,0.4748717948717949,,,,15
1469 +mlp_panel,1,region_code,198,0.022612130310627303,0.029925993273344158,0.018326311675717383,0.009670680740050739,1.175274761909536,0.015005598168698881,0.007502799084349442,0.6919191919191919,0.06374196922872509,0.15684359113946675,0.30303030303030304,,,,07
1470 +ar2_cell,12,region_code,78,0.03439072969085666,0.043858509607314154,0.029331598817037542,-0.007522041091675069,0.4114946423256748,0.022223688913168105,0.011111844456584054,0.9743589743589743,0.1792671015809105,0.19211571774946695,0.5641025641025641,,,,01
1471 +mean_growth,6,region_code,225,0.045928365868338775,0.05962591674070739,0.03551701683143901,0.013645616839516605,0.7559246968900631,0.0294897305614106,0.014744865280705299,0.9155555555555556,0.21698990161941917,0.2660660067876069,0.47555555555555556,,,,04
1472 +mlp_panel,12,region_code,195,0.12506840617550574,0.1508710896779998,0.11022113421518831,0.1225114145841441,1.5518937696747512,0.09281422220777726,0.04640711110388862,0.37435897435897436,0.1812995136428911,1.1312836736443435,0.07692307692307693,,,,05
1473 +ar2_cell,3,region_code,93,0.02937725898203655,0.0416199737720924,0.01904781783058746,0.0018043179441352781,0.8835636325920334,0.020241323984094235,0.010120661992047118,0.946236559139785,0.17958082199094852,0.20259500621888993,0.6881720430107527,,,,11
1474 +dsgfn,3,region_code,279,0.0350933565520221,0.044394176695876496,0.027613204470467945,0.01952391972156653,0.9146520056135825,0.02332937158706754,0.011664685793533764,0.7240143369175627,0.09080879192928262,0.2285001590864035,0.27956989247311825,,,,08
1475 +tft_lite,6,region_code,975,0.06428583644381088,0.10024982258541895,0.04640264474824424,0.03243672212445215,1.0948483473901933,0.04422159865841555,0.022110799329207776,0.6820512820512821,0.13200790061704817,0.47623608919196647,0.23487179487179488,,,,15
1476 +raref,12,region_code,78,0.08953359387338626,0.09911864289299786,0.09151663202766294,0.08951475030321716,1.4166817355144696,0.061371028117282546,0.030685514058641263,0.3974358974358974,0.1654868634309776,0.6178380038356288,0.10256410256410256,,,,09
1477 +ridge_panel,3,region_code,279,0.02953738235442233,0.03883656141972326,0.025387095566542072,0.00427245033635044,0.6938441992244819,0.019181907182049842,0.00959095359102492,0.953405017921147,0.14063384438895765,0.1677025888673724,0.4551971326164875,,,,04
1478 +qrefa,12,region_code,858,0.07204635499543317,0.0847933424949935,0.06832124427619211,0.05978588017831008,1.0844441633993287,0.04859774964193761,0.0242988748209688,0.5058275058275058,0.1325760896502443,0.5177711471011559,0.18181818181818182,,,,16
1479 +momentum,6,region_code,225,0.05112340022888808,0.06374906776293418,0.046018357546842865,-0.0441476227356533,0.9982007163304886,0.02325867507015158,0.01162933753507579,0.9422222222222222,0.1939529184684285,0.20561660440731827,0.52,,,,08
1480 +seasonal_naive,3,region_code,372,0.037295680875963216,0.05080822392624487,0.026170315875450267,0.006817064519461619,1.053500935187543,0.025432706608976872,0.012716353304488438,0.9381720430107527,0.20333789908290814,0.24381148100451433,0.6102150537634409,,,,06
1481 +tcn,6,region_code,150,0.03995255714332848,0.0507987651705519,0.03220841946209779,0.013414968750097709,0.698545001604219,0.024723763903319134,0.012361881951659565,0.7866666666666666,0.1221277845420021,0.21986014074020105,0.36,,,,01
1482 +lstm,1,region_code,297,0.027720895248780426,0.03989878739674772,0.017091102882938802,0.0023812199396722393,1.4957857508762824,0.01961573333775408,0.00980786666887704,0.6666666666666666,0.06664266874615736,0.21410482307179682,0.28619528619528617,,,,08
1483 +mean_growth,3,region_code,372,0.03726805538586446,0.04995976086632593,0.026704598497539932,0.006354992227777388,1.0527205906819461,0.02425256795880367,0.012126283979401836,0.9086021505376344,0.18096321071345214,0.22369036162432424,0.5295698924731183,,,,06
1484 +mean_growth,6,region_code,225,0.03368928313341302,0.04175022897816528,0.029261558222862513,0.012299494727220956,0.6895461794129164,0.021911550371639315,0.010955775185819656,0.9777777777777777,0.21698990161941917,0.22255705048991858,0.5733333333333334,,,,17
1485 +mlp_panel,12,region_code,117,0.06775490150787647,0.08014597257522639,0.06578684833705517,0.06086479651045619,0.6150855321390674,0.04720295654108008,0.023601478270540047,0.5982905982905983,0.16750633178485763,0.5221889215058267,0.19658119658119658,,,,03
1486 +ar2_cell,12,region_code,117,0.05048923287969843,0.06189292975294047,0.047291345892895575,-0.03225888880002608,0.45834612672992303,0.03161398067504355,0.015806990337521774,0.8803418803418803,0.17926710158091047,0.24671302353073174,0.37606837606837606,,,,03
1487 +tft_lite,12,region_code,156,0.09366751751157969,0.12960578337111694,0.07946865563764266,0.0832450176919793,1.38284306164028,0.07253839124134952,0.03626919562067476,0.46153846153846156,0.13211754329285424,1.0237584920250942,0.22435897435897437,,,,06
1488 +qrefa,12,region_code,39,0.05768374892419828,0.06354588093193939,0.062295364693044725,0.056691478885843805,0.8585520948912572,0.03865364459432674,0.01932682229716337,0.38461538461538464,0.10763142526181269,0.3909052770478902,0.15384615384615385,,,,
1489 +no_change,12,region_code,156,0.06773546478981828,0.09039092815630526,0.054015226271604336,-0.02726425411909373,1.0,0.044628058607510054,0.022314029303755017,0.8461538461538461,0.1820438018721329,0.5636298643072317,0.40384615384615385,,,,06
1490 +tcn,1,region_code,792,0.03059485748898672,0.041455455977612535,0.024258527193646948,0.0016449823607736227,1.1955439505997913,0.020877514977183566,0.010438757488591785,0.7209595959595959,0.08057446628910352,0.22080546815073876,0.3005050505050505,,,,14
1491 +mlp_panel,12,region_code,312,0.11708967499101387,0.13487679558774582,0.10701959466006808,0.11206971045288515,1.4926778980497677,0.08718490867865634,0.043592454339328165,0.41346153846153844,0.18313755670663875,1.0799921378255843,0.09935897435897435,,,,14
1492 +ar2_cell,12,region_code,78,0.041892140314283025,0.05216448013752606,0.039024969751381554,0.021499859955704432,0.6628554431622701,0.025983357480343024,0.012991678740171514,0.9102564102564102,0.1792671015809105,0.22642977431824696,0.4358974358974359,,,,09
1493 +raref,12,region_code,156,0.061611092501305295,0.07735547163508534,0.056361802766275025,0.0517211072196244,0.673921656286272,0.04181015807171136,0.020905079035855683,0.6987179487179487,0.16548686343097757,0.40347478728404423,0.30128205128205127,,,,12
1494 +ar2_cell,12,region_code,78,0.05099928377097012,0.0637326287055758,0.039460054004359334,0.042279886687135254,1.0629291915112364,0.032016871023339895,0.01600843551166995,0.8076923076923077,0.1792671015809105,0.2794603005175991,0.4358974358974359,,,,07
1495 +momentum,1,region_code,396,0.023027240248593345,0.030880293056635706,0.01691619453029184,-0.01153299947760064,1.0237546266199384,0.0141097300190605,0.00705486500953025,0.9368686868686869,0.1156935063488772,0.1319596096742701,0.5656565656565656,,,,12
1496 +gru,6,region_code,150,0.03681972079664592,0.04916524803775401,0.03067749847628401,0.005860197109526876,0.6437693545043797,0.02347080618439199,0.011735403092195998,0.8533333333333334,0.13064875118487787,0.2274236045338797,0.42,,,,01
1497 +local_linear_trend,6,region_code,1650,0.104110556573581,0.14195330566217787,0.07573747950510695,0.00672241004560094,2.057161768539355,0.06890495705545857,0.034452478527729286,0.9418181818181818,0.584746010060587,0.6883702951398024,0.5915151515151515,,,,16
1498 +dsgfn,6,region_code,375,0.052516642601637256,0.06983832940766595,0.039668201890380284,0.035537405530579415,0.9428889165404626,0.03393812514751481,0.016969062573757413,0.712,0.13458964654240602,0.309803083305125,0.2826666666666667,,,,05
1499 +qrefa,3,region_code,2046,0.036831335676186135,0.050423750875410525,0.027627042101423433,0.016401895388942916,0.8474486328984393,0.023613313695938554,0.011806656847969273,0.8484848484848485,0.12519876041881506,0.21315374700335402,0.3914956011730205,,,,16
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1513 +seasonal_naive,3,region_code,186,0.040932528014992586,0.05074867352191846,0.034996689501299416,0.0037202004917482076,1.2476716194015116,0.02592048761878856,0.012960243809394279,0.9516129032258065,0.20333789908290814,0.2278181637467936,0.5161290322580645,,,,09
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1517 +tft_lite,1,region_code,297,0.03156645541776508,0.04196530420587008,0.02331966854072981,-0.0042781478606858814,1.0503438091758037,0.021700340578240968,0.010850170289120484,0.6531986531986532,0.0813340976408176,0.22855276244494707,0.30976430976430974,,,,03
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1519 +momentum,12,region_code,312,0.07921028531674845,0.10554834300050378,0.06741312572245173,-0.06866858595003561,1.0097853820125517,0.03881169355899026,0.019405846779495133,0.7756410256410257,0.1836756343701671,0.349789617380123,0.34935897435897434,,,,14
1520 +rw_drift,3,region_code,186,0.031110518676565918,0.03909341202058192,0.02570436215396947,-0.0009810962377967115,0.9170841244032948,0.020779116710740373,0.010389558355370187,0.967741935483871,0.20376001218548198,0.20883487456524216,0.5913978494623656,,,,13
1521 +bhpf,6,region_code,150,0.05500531562241325,0.07004316901474052,0.04526267891007132,0.037384284308190435,1.2139497145100318,0.036521803439312245,0.018260901719656126,0.74,0.1496278736452853,0.3634064179270425,0.36666666666666664,,,,09
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1523 +local_linear_trend,12,region_code,117,0.15007562124841237,0.1962077193701221,0.11733424652758387,0.020919731584262146,2.311087859595728,0.10443041598930278,0.05221520799465138,0.9658119658119658,0.9418632351399109,0.9742681358670152,0.5384615384615384,,,,08
1524 +qanss,3,region_code,186,0.027496944536821912,0.03501022930774524,0.02304640654884707,-0.003765919778465115,0.8381392252705299,0.02182954376008695,0.010914771880043474,1.0,0.2457199832183685,0.2457199832183685,0.7956989247311828,,,,09
1525 +mean_growth,1,region_code,495,0.02560470540425832,0.034991781608410495,0.01940217617657248,0.0015993269090372627,1.0119911325283917,0.016845655796200808,0.008422827898100404,0.9090909090909091,0.11669644019531862,0.16312426458204188,0.44646464646464645,,,,05
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1527 +no_change,6,region_code,1650,0.050608833085354556,0.06655194556160239,0.03867058012252955,-0.03405604734864703,1.0,0.02793043902531664,0.013965219512658323,0.9363636363636364,0.22251324463373312,0.2693405887187163,0.5672727272727273,,,,16
1528 +rw_drift,6,region_code,75,0.03439214718301103,0.05095828990782939,0.022105632884614146,0.004930080301751841,0.7685770922945462,0.02809093960091704,0.014045469800458519,0.9466666666666667,0.2618672270919127,0.29086865068157036,0.6533333333333333,,,,11
1529 +tcn,6,region_code,225,0.044629776575869536,0.06058129300174707,0.034230933540106256,0.015586006559789551,0.7345515062978154,0.027542370504375985,0.013771185252187993,0.7955555555555556,0.12939351304291147,0.23502099065644075,0.36444444444444446,,,,04
1530 +raref,12,region_code,39,0.07500984956540968,0.08265825123060637,0.0697835979283421,0.07500984956540968,1.1164299249427745,0.04855190578436975,0.024275952892184878,0.6410256410256411,0.16548686343097763,0.41126741348462614,0.07692307692307693,,,,
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1532 +mean_growth,3,region_code,372,0.0393214161851431,0.05226347885257496,0.03023916199239699,-0.0013223107210992649,0.9375523225456213,0.025251937885739522,0.012625968942869761,0.9086021505376344,0.18096321071345214,0.2369191733327662,0.4838709677419355,,,,12
1533 +dsgfn,12,region_code,312,0.08730080050508496,0.10855450057076298,0.07142482129397676,0.07138624024915287,1.1129245632118563,0.06494442287269123,0.03247221143634561,0.4583333333333333,0.12783463344329413,0.876896833252799,0.16346153846153846,,,,14
1534 +gru,1,region_code,297,0.02456862663223474,0.035807038014581,0.01703596593656792,-0.004150921927556004,1.2851251310960166,0.016542873158909666,0.008271436579454833,0.6734006734006734,0.06561391323197105,0.15526879739108587,0.3400673400673401,,,,17
1535 +gru,6,region_code,225,0.035800549545174414,0.049619426182284924,0.027610039693709676,-0.0065763478917956674,0.5109585246790777,0.024318979368049557,0.012159489684024779,0.8266666666666667,0.1387274498443326,0.2565530503215321,0.4222222222222222,,,,03
1536 +qrefa,3,region_code,93,0.016579917014673384,0.02045991023696039,0.015483401229101322,0.010483450808715147,0.680481049077822,0.010498613686061658,0.00524930684303083,0.8709677419354839,0.061506458337166434,0.08073226415965513,0.34408602150537637,,,,
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1538 +gru,3,region_code,279,0.0362586593730015,0.047264985492746964,0.02926872596304242,0.0013184395433138436,0.8517295194185296,0.02305433155097251,0.011527165775486256,0.7491039426523297,0.10424241470892773,0.2103838107390631,0.31899641577060933,,,,04
1539 +lightgbm_panel,6,region_code,975,0.050888819915471714,0.08131297731060227,0.03555571167205378,0.011212217579265925,0.8666845368620133,0.0352252091960332,0.017612604598016602,0.7292307692307692,0.1275043887714378,0.3751913224033672,0.30564102564102563,,,,15
1540 +no_change,12,region_code,78,0.05781332125042472,0.06704153126067203,0.043408644606781246,-0.05704718254097908,1.0,0.021148548164422805,0.010574274082211402,0.9743589743589743,0.18204380187213295,0.1866983858166011,0.4358974358974359,,,,13
1541 +qrefa,1,region_code,66,0.014982019635442649,0.018415971906982628,0.011539399880936652,0.007260847809586404,0.8826609755957082,0.00935842615756564,0.00467921307878282,0.9848484848484849,0.08265804014534625,0.08838459418413279,0.6363636363636364,,,,10
1542 +no_change,12,region_code,78,0.04797994464566457,0.05788208934406646,0.04226245957327655,-0.035311443844953265,1.0,0.032308036066350854,0.016154018033175423,0.7948717948717948,0.18204380187213295,0.279194078122317,0.4230769230769231,,,,07
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1545 +mean_growth,1,region_code,198,0.017199895124586622,0.022698172830061147,0.013344560739841447,0.0016241590806022252,0.9789202363370928,0.0117209019455645,0.0058604509727822485,0.9848484848484849,0.11669644019531865,0.11726068648900247,0.5858585858585859,,,,09
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1547 +tft_lite,12,region_code,39,0.0667747346244058,0.07466748335672987,0.0689904221939952,0.05951662992818227,1.2009787413139106,0.04299947296680751,0.021499736483403746,0.48717948717948717,0.1263436014728191,0.3976786847532903,0.15384615384615385,,,,11
1548 +lstm,1,region_code,396,0.030082956823811645,0.044637732273218884,0.01871854169119591,-0.0054312622447497795,1.3374406093959232,0.020685798237174625,0.010342899118587314,0.73989898989899,0.08009071966173015,0.2148982550865075,0.4166666666666667,,,,12
1549 +raref,1,region_code,99,0.013918592661515013,0.017398734967606973,0.012099349508180743,0.008610888644977397,1.1129920598230907,0.009447125877807053,0.004723562938903527,1.0,0.10292216375661763,0.10292216375661763,0.5858585858585859,,,,
1550 +qrefa,6,region_code,600,0.04781559557191699,0.06738686464657967,0.0374835366668063,0.028292837105874654,0.8844659440185545,0.03096496576027783,0.015482482880138917,0.8116666666666666,0.14357880258735647,0.2930656306374653,0.38166666666666665,,,,14
1551 +gru,1,region_code,198,0.023663282106959026,0.03258865367914595,0.01792174781554795,-0.00015905754984685608,1.3467794742273091,0.01561197754799848,0.007805988773999241,0.7373737373737373,0.06475798252924708,0.1378370720139295,0.29797979797979796,,,,09
1552 +gru,12,region_code,78,0.07774453104906211,0.08387426598704914,0.08020181759246332,0.07774453104906211,1.344751164049254,0.04795845039965648,0.02397922519982824,0.6410256410256411,0.14793076564838442,0.30130721846393155,0.05128205128205128,,,,13
1553 +rw_drift,1,region_code,396,0.02345034921233038,0.03241220236111418,0.014408248691753242,0.00107847144285156,1.0102527457495607,0.015867208327043112,0.007933604163521558,0.9217171717171717,0.12331649708173885,0.14714900402693068,0.547979797979798,,,,06
1554 +tft_lite,12,region_code,78,0.05878328430061302,0.06667333499953426,0.05774140967872651,0.025063134605208138,0.7033583400366249,0.037734647897299016,0.018867323948649508,0.5897435897435898,0.13797948338227192,0.34414247460059677,0.20512820512820512,,,,01
1555 +local_linear_trend,1,region_code,99,0.01793762145570648,0.025910443270686884,0.011181496799146373,0.0004563226063825243,1.132095380191225,0.013370235036797998,0.006685117518398999,0.9797979797979798,0.1480220554835794,0.1517700698493283,0.7070707070707071,,,,11
1556 +seasonal_naive,12,region_code,39,0.03915645478225308,0.05151205778133284,0.03388823990320722,0.026713848864487418,0.7042494446921785,0.043234839282206235,0.02161741964110312,0.9487179487179487,0.3255217079333014,0.3514485522189633,0.3333333333333333,,,,11
1557 +momentum,3,region_code,62,0.0360882330115317,0.045194891560059985,0.029808846305189592,-0.02614139520135841,1.0120448415581904,0.019595173448814632,0.009797586724407318,0.9838709677419355,0.17616701099048615,0.17649709036726052,0.5,,,,10
1558 +qanss,3,region_code,372,0.03275051437600487,0.042754133003463805,0.025003902770723258,-0.013029906674396482,0.780880339436721,0.02139796307555917,0.010698981537779586,0.9704301075268817,0.1915765778656589,0.1984249959974263,0.6666666666666666,,,,12
1559 +qanss,1,region_code,99,0.01321923739955185,0.01754506522059391,0.010797256927344012,-0.0007193444681628592,0.8343044604123236,0.01614734719313581,0.008073673596567906,1.0,0.21521037917427527,0.21521037917427527,0.898989898989899,,,,11
1560 +qanss,12,region_code,78,0.06348315552407559,0.07646775672822209,0.0530249049195633,-0.004295031948178945,1.0980714159128027,0.03682709944582025,0.01841354972291013,1.0,0.2887710061940834,0.2887710061940834,0.5128205128205128,,,,13
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1562 +mlp_panel,3,region_code,372,0.0444642783631212,0.05797097982371147,0.03564248073539701,0.03121344465065299,1.2559941992687278,0.03019352594132359,0.015096762970661797,0.6747311827956989,0.10651031246947416,0.3082942174540109,0.2661290322580645,,,,06
1563 +seasonal_naive,3,region_code,186,0.027838090671168846,0.03529218113919453,0.021618203629457128,0.005446114244478777,0.9034416103238058,0.019812955066729948,0.009906477533364974,0.9946236559139785,0.20333789908290814,0.20336102430433656,0.6505376344086021,,,,07
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1565 +ridge_panel,6,region_code,225,0.03601754876370799,0.0440814972642801,0.02941769924210469,0.024089447697717536,0.7032541422408355,0.02223628751207066,0.01111814375603533,0.9288888888888889,0.15314832845769513,0.1722045145561819,0.4311111111111111,,,,08
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1569 +mean_growth,1,region_code,396,0.023760529495599543,0.03231484581043154,0.016087832197564267,0.0022105327280839285,1.0236154671322035,0.015746558801226773,0.007873279400613387,0.9141414141414141,0.11669644019531863,0.14382210234242704,0.5176767676767676,,,,06
1570 +mean_growth,12,region_code,156,0.05003809592825421,0.06577772417275596,0.04017621485582609,0.014233117859090011,0.5473325519210036,0.03334980298250191,0.01667490149125096,0.7756410256410257,0.1461323134525619,0.32598906422565055,0.32051282051282054,,,,12
1571 +qanss,3,region_code,2046,0.03813328150350656,0.053891068165903055,0.026769027108277416,0.000022336690242974066,0.8774049782553062,0.025308170193471622,0.012654085096735813,0.969208211143695,0.21461581158797297,0.23925860770355345,0.6647116324535679,,,,16
1572 +local_linear_trend,3,region_code,465,0.06542591214623299,0.09262403541598101,0.0461786305855173,0.000047249821056132386,1.5693996526827925,0.04444422331807213,0.022222111659036065,0.8989247311827957,0.32274053297274463,0.43638722166292065,0.5225806451612903,,,,05
1573 +dsgfn,12,region_code,26,0.07433468360492695,0.08394022415564158,0.07546750983768447,0.07433468360492695,1.0198812653304539,0.047942940052712664,0.023971470026356335,0.6153846153846154,0.14294421182085687,0.44956023784019145,0.15384615384615385,,,,10
1574 +no_change,12,region_code,117,0.06493722020359047,0.07403303778652648,0.05960337816864297,-0.06486058015756302,1.0,0.020887179254181466,0.010443589627090735,1.0,0.1820438018721329,0.1820438018721329,0.5128205128205128,,,,08
1575 +mlp_panel,12,region_code,78,0.13906382175296178,0.14669063264567533,0.13328772549861612,0.13906382175296178,2.898373951449056,0.11052995015308245,0.055264975076541226,0.08974358974358974,0.15257282488239118,1.5265021925215465,0.01282051282051282,,,,07
1576 +bhpf,3,region_code,372,0.03078137180865603,0.039744979860079674,0.026631045494951277,0.009137637590866877,0.7339294824597311,0.019561162755927612,0.009780581377963808,0.9354838709677419,0.14609808452676754,0.17358584478159247,0.5698924731182796,,,,12
1577 +local_linear_trend,1,region_code,198,0.021985783109442443,0.02975266766457183,0.015009085947217587,0.0002227720802549036,1.2513057691140266,0.015068733867409395,0.007534366933704698,0.9848484848484849,0.14802205548357944,0.14941744243489105,0.6363636363636364,,,,09
1578 +momentum,12,region_code,117,0.11199231309636516,0.12169328888015962,0.09355089455502502,-0.11199231309636516,0.9943227737457908,0.029871800096379894,0.01493590004818995,0.8461538461538461,0.18367563437016715,0.26915629719788353,0.5470085470085471,,,,02
1579 +local_linear_trend,1,region_code,396,0.02671389512273924,0.03638417556370788,0.018236380000255195,-0.000429247397418758,1.1876574627137408,0.017763765483274553,0.008881882741637277,0.9494949494949495,0.1480220554835794,0.1687336095183759,0.5984848484848485,,,,12
1580 +momentum,3,region_code,279,0.03711079086139008,0.04805121876918243,0.030894525806244372,-0.03106585828131049,1.0718969964213678,0.01889812190322798,0.00944906095161399,0.967741935483871,0.17616701099048607,0.18807197112094168,0.6308243727598566,,,,17
1581 +gru,12,region_code,26,0.09056045286109694,0.10223502518182083,0.0827994528598885,0.09056045286109694,1.242500872725215,0.053412171275079794,0.02670608563753989,0.8076923076923077,0.19992268123986343,0.3489082271890266,0.07692307692307693,,,,10
1582 +raref,6,region_code,225,0.04074981580162578,0.053572297667567645,0.0324594614830013,0.009893037289525473,0.6706921000950484,0.02676681825655226,0.013383409128276128,0.8488888888888889,0.15485195844717742,0.2437477336922889,0.4222222222222222,,,,04
1583 +bhpf,6,region_code,225,0.03819993236175438,0.05394484396727901,0.02729982372295677,0.007160265177465863,0.5452033929751087,0.02533218450851546,0.012666092254257733,0.88,0.14963084031304802,0.25657160763134923,0.5288888888888889,,,,03
1584 +tcn,12,region_code,858,0.08299153439962587,0.09709026573379997,0.08082663281778159,0.07803320806029697,1.2491913726507569,0.049873337980327524,0.02493666899016376,0.7097902097902098,0.17642815303968912,0.3468075669816354,0.1888111888111888,,,,16
1585 +qrefa,6,region_code,225,0.036769750387744944,0.043704897202270755,0.03216402327130623,0.01831025918988157,0.7525966283529971,0.022046834119124392,0.011023417059562196,0.8533333333333334,0.12771816849067918,0.16420520212728357,0.3422222222222222,,,,17
1586 +ar2_cell,1,region_code,396,0.022038841511963503,0.029908752112637146,0.015012912097581387,-0.0030439761188092037,0.9798119843994093,0.014534658375852303,0.007267329187926152,0.9318181818181818,0.1134306573387775,0.13741117109895606,0.5227272727272727,,,,12
1587 +mlp_panel,6,region_code,225,0.03243641591197701,0.043447573507679645,0.025106811382307637,0.0013318206902235264,0.5182245971364461,0.021104437979144488,0.010552218989572242,0.7466666666666667,0.09587222340865992,0.19948131614848658,0.3688888888888889,,,,02
1588 +lstm,6,region_code,75,0.04503762917959695,0.057919694973120245,0.03720116215987618,0.01525962321685096,1.006476562643743,0.030479313041280515,0.015239656520640257,0.6933333333333334,0.12934249393331507,0.322213585604383,0.3466666666666667,,,,11
1589 +qanss,6,region_code,150,0.03852350442575265,0.05611559201835903,0.025717918664919764,-0.021119611883334583,0.6735589255112593,0.02521177644577775,0.012605888222888875,0.98,0.21601976631380732,0.22440652758472227,0.6933333333333334,,,,01
1590 +mean_growth,3,region_code,186,0.03643661188626998,0.05372897835508504,0.021818827124438486,-0.00020061906978279052,0.9060266953889987,0.02501038245033493,0.012505191225167463,0.9139784946236559,0.18096321071345214,0.2595867360330908,0.6021505376344086,,,,01
1591 +lightgbm_panel,3,region_code,2046,0.033854148649110995,0.04839170952608783,0.02432684468582782,0.00025106425146774475,0.7789468251399688,0.022921574577485285,0.011460787288742643,0.7746823069403714,0.10041942383699383,0.22546487295497594,0.3362658846529814,,,,16
1592 +lightgbm_panel,3,region_code,62,0.021088544916572572,0.02702796608857064,0.017809421909025895,-0.0016340026462955842,0.5913992267774827,0.014819014053539782,0.00740950702676989,0.8387096774193549,0.09194270525373587,0.14163657985721478,0.4838709677419355,,,,10
1593 +lightgbm_panel,3,region_code,744,0.03365053233658925,0.051693767611623545,0.024599896587734073,0.0034637174628081306,0.7947089919040972,0.023432685768749538,0.011716342884374769,0.7809139784946236,0.10431963762592289,0.24433441776801323,0.38844086021505375,,,,14
1594 +tft_lite,6,region_code,150,0.052633618891068164,0.06787040023230291,0.043199320084703924,0.030372743353113036,1.1616071265739019,0.035389800215809744,0.017694900107904876,0.6466666666666666,0.12059772496072886,0.3566858098415744,0.28,,,,09
1595 +bhpf,1,region_code,198,0.018163380883783664,0.023421672508217008,0.013679098724073404,0.00521423564501219,0.9978157546886602,0.01204579714963709,0.006022898574818546,0.9696969696969697,0.10719454868326947,0.11399605183098159,0.6717171717171717,,,,13
1596 +qrefa,12,region_code,78,0.0659062129320161,0.07623350728328569,0.0690685916138689,0.05802432107685965,0.7885861614826405,0.04395992853593195,0.02197996426796597,0.5,0.12836030872593918,0.44964775330117107,0.19230769230769232,,,,01
1597 +lightgbm_panel,3,region_code,279,0.024967997127779976,0.03382763949316706,0.017632144345355323,0.000489576207465624,0.6507507657531904,0.017598163457859025,0.008799081728929512,0.7491039426523297,0.0830509391475635,0.1691435096498992,0.3835125448028674,,,,08
1598 +gru,1,region_code,2178,0.03357032849671899,0.04566136859755932,0.02454400768563636,0.001881633317452859,1.207910045893136,0.022618063070814494,0.011309031535407249,0.6652892561983471,0.08302750203528408,0.2178211480094904,0.29155188246097336,,,,16
1599 +mlp_panel,12,region_code,117,0.1028287890829479,0.11356744813036918,0.0981248751877275,0.10226277582926734,1.4359880302629788,0.07791998352366668,0.038959991761833346,0.36752136752136755,0.16308685613827956,0.9910274136347862,0.05982905982905983,,,,17
1600 +seasonal_naive,1,region_code,297,0.03791650797241739,0.05216101848186487,0.02754447923986786,0.00003159196490424433,1.2616357740305726,0.025032485587170725,0.012516242793585364,0.8653198653198653,0.13561216476423332,0.24363848730884133,0.3468013468013468,,,,03
1601 +qanss,3,region_code,279,0.03788709423004559,0.05323263836897896,0.027699194540887873,-0.012550854045085281,0.7824162672849079,0.024532590624360286,0.012266295312180143,0.956989247311828,0.20010704132562646,0.22072489860283223,0.6200716845878136,,,,03
1602 +ridge_panel,12,region_code,78,0.09334160990633422,0.09917339190558776,0.0933325556391324,0.09334160990633422,1.614534641627227,0.06162023425901559,0.030810117129507784,0.28205128205128205,0.16413787754855688,0.5599459302365708,0.05128205128205128,,,,13
1603 +gru,12,region_code,78,0.0918862958460156,0.1029453486301345,0.09059101624050211,0.09063575447904294,1.4539083201911247,0.05225895663279518,0.026129478316397593,0.8461538461538461,0.20448781687861275,0.2928214518087574,0.08974358974358974,,,,09
1604 +ar2_cell,12,region_code,156,0.03979265569310816,0.05521953165185039,0.02623850606032231,-0.010527435318338937,0.4352646795243998,0.02695804579116185,0.013479022895580927,0.8782051282051282,0.17926710158091047,0.253340609421598,0.5512820512820513,,,,12
1605 +ridge_panel,6,region_code,225,0.03904540095192168,0.049267497011737396,0.03458421184854238,0.01283295828275755,0.7991742342341569,0.02484663343147175,0.012423316715735872,0.88,0.15314832845769513,0.20147117830474295,0.39111111111111113,,,,17
1606 +lightgbm_panel,3,region_code,93,0.021405490992266803,0.027623482863651655,0.01741514020997141,0.00044639859904387964,0.6438011589205173,0.014157345012902247,0.0070786725064511235,0.8924731182795699,0.08133866135313209,0.14000272711456818,0.3225806451612903,,,,11
1607 +momentum,1,region_code,1287,0.027410992899487667,0.03659141727791127,0.021485542423782714,-0.007089499120602503,0.971617838635814,0.01752412514882361,0.008762062574411806,0.8966588966588966,0.1156935063488772,0.1632731665350382,0.43434343434343436,,,,15
1608 +seasonal_naive,1,region_code,198,0.02108009993015605,0.03361465009334484,0.009311504146545968,0.0009751392203504452,1.0637555898455118,0.015641364540816487,0.007820682270408243,0.9595959595959596,0.13561216476423332,0.1720320687324683,0.6363636363636364,,,,01
1609 +ridge_panel,6,region_code,225,0.037055537141793035,0.052504666248517434,0.02452481621155292,-0.00743426999577947,0.5288701662322233,0.0248869097867878,0.0124434548933939,0.8577777777777778,0.15314832845769513,0.2472972229580242,0.5333333333333333,,,,03
1610 +mean_growth,6,region_code,150,0.033409638246770526,0.04303178621548605,0.028480837460811818,0.015987558926535663,0.9217904294051148,0.022342995713209964,0.01117149785660498,0.9733333333333334,0.21698990161941917,0.22306211689704,0.5533333333333333,,,,07
1611 +qanss,6,region_code,150,0.03533838327751309,0.04558204894457511,0.030387743669994027,0.001991831575653033,0.9750055733994687,0.022706954892461915,0.011353477446230957,0.9533333333333334,0.17327117643727188,0.1913531884461995,0.56,,,,07
1612 +mean_growth,12,region_code,117,0.034305762383516875,0.040837133989350224,0.03142308606762445,-0.000027227944664436457,0.5282912061212632,0.020935165144650176,0.010467582572325083,0.9145299145299145,0.14613231345256192,0.1677522772537953,0.358974358974359,,,,08
1613 +mlp_panel,12,region_code,156,0.0909506616684726,0.10759992615718095,0.08591895474978711,0.08951604814280091,0.9948471624756667,0.06895465541832704,0.03447732770916352,0.4551282051282051,0.16604625346521154,0.8880019189833914,0.12179487179487179,,,,12
1614 +mlp_panel,6,region_code,75,0.04873424912152541,0.06472337402944835,0.040051770190234814,0.02979886406000173,1.0890866245037036,0.033755540086575046,0.016877770043287523,0.6666666666666666,0.11827608863978337,0.36585337790409794,0.37333333333333335,,,,11
1615 +bhpf,3,region_code,279,0.029933329302468444,0.036226328343479636,0.02798966819831311,0.014857038432780974,0.8645853410143627,0.018309013224742147,0.009154506612371074,0.9498207885304659,0.14612797021393242,0.15730836943381898,0.5376344086021505,,,,17
1616 +rw_drift,6,region_code,225,0.04946105281124883,0.06912466964224356,0.036632225138257035,0.0012099335443510088,0.7059262188592901,0.033996276546062104,0.016998138273031056,0.9111111111111111,0.26186722709191274,0.34850266321944634,0.5733333333333334,,,,03
1617 +lstm,6,region_code,225,0.044056725660133904,0.06085160350037573,0.02918132370165294,0.00022303505628209978,0.7251197895016677,0.03041571544591486,0.015207857722957432,0.7244444444444444,0.11966599413737034,0.31972030445890537,0.4311111111111111,,,,04
1618 +qanss,6,region_code,375,0.04362533819540935,0.05876561813667663,0.03053130100364221,-0.004116032186617424,0.7832535711926565,0.027777475431127775,0.01388873771556389,0.976,0.23445904942469906,0.24034425954358457,0.6293333333333333,,,,05
1619 +raref,12,region_code,78,0.06606324842818992,0.07824669730140711,0.05891059977149089,0.06174738751350955,0.7904651348545739,0.04405108912672706,0.022025544563363537,0.6410256410256411,0.1654868634309776,0.41075140688642403,0.23076923076923078,,,,01
1620 +ar2_cell,1,region_code,198,0.01718706167528905,0.02257836907586307,0.012849144249834549,0.0001844023655098661,0.9781898293707479,0.01159653017411923,0.005798265087059615,0.98989898989899,0.11343065733877748,0.11415696937531074,0.6161616161616161,,,,09
1621 +tft_lite,3,region_code,186,0.03315912039935016,0.0463013500881704,0.025305718441449063,0.002347020805626912,0.9774733495628815,0.02192072427569102,0.010960362137845509,0.7419354838709677,0.09617085091498921,0.1978494985039051,0.3978494623655914,,,,13
1622 +dsgfn,1,region_code,1287,0.028562338124923103,0.03803864454046976,0.021950766649802778,0.01099917594416342,1.012428748461782,0.018670480092061254,0.009335240046030624,0.7614607614607615,0.08423143974440775,0.17862329743576993,0.34965034965034963,,,,15
1623 +lightgbm_panel,12,region_code,78,0.07358834159855639,0.0865903075001282,0.0767382315770201,0.0693250930924388,1.533731273389574,0.052940986275857506,0.026470493137928746,0.46153846153846156,0.09563107408000135,0.6752207953864979,0.1282051282051282,,,,07
1624 +tft_lite,1,region_code,792,0.03137111389830994,0.043612891402715494,0.02413950435924625,0.000938781585968019,1.2258774357161957,0.02156118102500946,0.01078059051250473,0.6616161616161617,0.07953023946290406,0.23038935869679059,0.30176767676767674,,,,14
1625 +no_change,1,region_code,495,0.025301313995001802,0.03445976088706816,0.017701859344121107,-0.005887884096221052,1.0,0.01645522320110071,0.008227611600550355,0.9191919191919192,0.11683796853061237,0.1584836470329288,0.44646464646464645,,,,05
1626 +ar2_cell,1,region_code,198,0.019565043264131273,0.025959849094820506,0.014338695485849142,0.0024347561277236404,1.016901160931075,0.012913289377244003,0.006456644688622004,0.9747474747474747,0.11343065733877748,0.12387875053141924,0.5606060606060606,,,,07
1627 +lstm,6,region_code,300,0.053746547055973294,0.07085506221073012,0.043316176074757504,0.03122659216813119,1.1644664917597807,0.03718732445117263,0.01859366222558631,0.6166666666666667,0.12478580276976572,0.3990146423250931,0.2833333333333333,,,,06
1628 +rw_drift,3,region_code,279,0.04152481403061445,0.054564909861614136,0.032346895334192466,-0.00314703636542031,0.9754334691308056,0.027132181211798483,0.013566090605899245,0.956989247311828,0.203760012185482,0.2413804684198309,0.4551971326164875,,,,04
1629 +mlp_panel,1,region_code,198,0.021626254654761565,0.02830474422643737,0.0170474219371895,0.0038222164489819578,1.1880507129978148,0.01440387491787013,0.007201937458935065,0.7474747474747475,0.06099201547136784,0.1471141015637358,0.3181818181818182,,,,13
1630 +raref,3,region_code,186,0.033974619241016975,0.04248201433665477,0.027762744416225716,0.026799044206108045,1.1025930290913077,0.02135319388289967,0.010676596941449835,0.8978494623655914,0.13997839302445464,0.1792805947774706,0.3924731182795699,,,,07
1631 +local_linear_trend,6,region_code,375,0.11008288198144162,0.14633783969997613,0.08438948123460915,0.01555171373305445,1.9764387854812555,0.07297245490073319,0.036486227450366594,0.9306666666666666,0.584746010060587,0.6880692639045386,0.5386666666666666,,,,05
1632 +bhpf,1,region_code,792,0.025834251031037134,0.03593177982426109,0.019923832840250878,0.005847056528135678,1.0095154896390985,0.016719941000898176,0.00835997050044909,0.9078282828282829,0.10709059547860433,0.15766233434466884,0.5429292929292929,,,,14
1633 +no_change,6,region_code,600,0.05406154515646778,0.07842206465789586,0.04303369415914113,-0.032809992259325294,1.0,0.03129833985916514,0.015649169929582575,0.9366666666666666,0.22251324463373312,0.3215411482604121,0.5283333333333333,,,,14
1634 +seasonal_naive,1,region_code,495,0.02848720465869369,0.03838278920436112,0.022973791128741816,0.0011014857002631042,1.1259179924141982,0.018542667281832684,0.009271333640916344,0.9353535353535354,0.13561216476423332,0.17825462853005314,0.45656565656565656,,,,05
1635 +no_change,1,region_code,1287,0.02821170197736764,0.037658171058952014,0.022125998264071023,-0.005254851689045473,1.0,0.0182237671049658,0.0091118835524829,0.8888888888888888,0.11683796853061239,0.17035594494256787,0.41414141414141414,,,,15
1636 +ridge_panel,1,region_code,1287,0.026929467958454658,0.03563025248645968,0.02167284408405562,0.00602149878261474,0.9545495688299263,0.01753556919551135,0.008767784597755674,0.8803418803418803,0.10426446541134476,0.15858501880113607,0.3900543900543901,,,,15
1637 +rw_drift,1,region_code,198,0.017765676093243553,0.023134665186953056,0.012638487772778189,0.0008298429859166091,0.9759676137365332,0.012246099327747862,0.006123049663873929,1.0,0.12331649708173885,0.12331649708173885,0.5858585858585859,,,,13
1638 +ridge_panel,1,region_code,792,0.02582169976081563,0.03576739247325563,0.020317324984918558,0.005995816347928987,1.0090250282865307,0.016799857669309717,0.00839992883465486,0.8964646464646465,0.10426446541134479,0.15523355412634937,0.3952020202020202,,,,14
1639 +local_linear_trend,12,region_code,156,0.1370071872694664,0.17340257212953317,0.11174070691442892,0.04065705370686231,1.498628036271327,0.09516523619080174,0.047582618095400875,0.9871794871794872,0.9418632351399108,0.9473893422799818,0.5833333333333334,,,,12
1640 +seasonal_naive,3,region_code,279,0.030535118346300433,0.03911206320165342,0.02400612346483269,0.0027523782431407265,0.7181472163708685,0.020715411260711504,0.010357705630355752,0.985663082437276,0.2033378990829081,0.20946847390203296,0.6630824372759857,,,,02
1641 +ar2_cell,3,region_code,186,0.028269127097451132,0.03702208707486372,0.021540692912573555,0.0025965265837292572,0.8333248295001789,0.018905236803707884,0.009452618401853942,0.956989247311828,0.17958082199094857,0.18334699496935192,0.5913978494623656,,,,13
1642 +mlp_panel,12,region_code,507,0.13041924857020337,0.1597605152910393,0.11833121111639411,0.12035134724161298,1.725525754599496,0.09566717042775866,0.047833585213879336,0.3806706114398422,0.189269432144426,1.1464078207463868,0.045364891518737675,,,,15
1643 +momentum,1,region_code,297,0.02280605820291096,0.030329336627394392,0.01527839057041043,-0.011641999059209545,1.0370381183945168,0.013907591412824112,0.006953795706412058,0.9461279461279462,0.1156935063488772,0.13286656632889635,0.5555555555555556,,,,02
1644 +no_change,12,region_code,78,0.08357515785986427,0.09310426199184249,0.07502712794807001,-0.08357515785986427,1.0,0.022532221204265332,0.01126611060213267,0.9743589743589743,0.18204380187213295,0.19583347995391306,0.5641025641025641,,,,01
1645 +ar2_cell,1,region_code,2178,0.02735940021635665,0.039103856719435615,0.018678042666877854,0.001467774499299547,0.9844316648309821,0.01849109437717735,0.009245547188588676,0.86455463728191,0.11343065733877751,0.18288847974827108,0.47107438016528924,,,,16
1646 +local_linear_trend,6,region_code,150,0.08521826792700046,0.11221960276015559,0.061653246832339276,0.011273422238914445,1.8807399039606296,0.05934985284066556,0.029674926420332787,1.0,0.5847460100605869,0.5847460100605869,0.6333333333333333,,,,09
1647 +ar2_cell,3,region_code,279,0.036023117412257645,0.046550544641661105,0.029734435559249536,-0.008702152797115479,0.8461965503431024,0.023102000166964773,0.011551000083482386,0.942652329749104,0.17958082199094857,0.19488350770973242,0.4838709677419355,,,,04
1648 +gru,12,region_code,156,0.10862050301071606,0.14232599768304738,0.08433760645505682,0.10862050301071606,1.6035986960119517,0.07261764974851768,0.03630882487425884,0.6217948717948718,0.17954460947956435,0.6928816535880697,0.0641025641025641,,,,06
1649 +momentum,1,region_code,297,0.02004194431748614,0.026564593545031268,0.013558700432305561,-0.00987478373834675,1.0483453838903352,0.012390445347103317,0.006195222673551658,0.9730639730639731,0.1156935063488772,0.12428268275966013,0.6060606060606061,,,,17
1650 +dsgfn,3,region_code,279,0.022745054317282583,0.030186344723771717,0.018840779567627308,0.008107640632756118,0.6569613538336443,0.014916784461780947,0.007458392230890473,0.8351254480286738,0.0854610203666677,0.13562550870541784,0.4121863799283154,,,,17
1651 +local_linear_trend,6,region_code,50,0.0938754570117249,0.11887319697246383,0.07416196286044158,0.016087028161762423,2.0203643376887968,0.06266872176067155,0.031334360880335775,0.98,0.584746010060587,0.5853862613907792,0.62,,,,10
1652 +gru,3,region_code,62,0.03732618167129396,0.047191761687033665,0.03357756897420652,0.016878216827940457,1.0467614084465147,0.022655511142958044,0.011327755571479026,0.8870967741935484,0.12025336713545144,0.17472208586291232,0.45161290322580644,,,,10
1653 +dsgfn,1,region_code,396,0.030730931574884074,0.039214430659875364,0.025574796114098644,0.013038781113719469,1.3239038669259675,0.019980081632626993,0.009990040816313496,0.6843434343434344,0.07750480168904302,0.19336350101893798,0.2702020202020202,,,,06
1654 +tft_lite,12,region_code,507,0.08221806849881103,0.12069671601409376,0.06535076783141103,0.05536844636297067,1.0877949094435786,0.0597343092165673,0.029867154608283646,0.5325443786982249,0.14636090868128568,0.7515507623688974,0.22682445759368836,,,,15
1655 +tft_lite,1,region_code,99,0.019461790342739715,0.026549210091522817,0.015519657245725516,0.002844606219273518,1.228290104776217,0.012613766283468351,0.0063068831417341775,0.7070707070707071,0.059370569040802734,0.11611635833880753,0.32323232323232326,,,,11
1656 +qanss,6,region_code,50,0.03356390200491746,0.040201496041926105,0.027225206665376256,-0.009392324385338513,0.7223539868993365,0.023306484822617768,0.011653242411308882,1.0,0.2444912660203291,0.2444912660203291,0.78,,,,10
1657 +mean_growth,6,region_code,1650,0.04332456177120827,0.05885808803310884,0.031245055869803636,0.00048033705438621673,0.8560671947946129,0.028420578372488806,0.014210289186244405,0.923030303030303,0.2169899016194192,0.27084190062469893,0.5363636363636364,,,,16
1658 +mean_growth,12,region_code,507,0.06467557408492214,0.11199754780538981,0.042151658421214974,0.011023663498018029,0.8556970692632695,0.04771040701162497,0.023855203505812484,0.73767258382643,0.1461323134525619,0.6032578405628337,0.3254437869822485,,,,15
1659 +lstm,12,region_code,78,0.07512480002764861,0.0830994938598615,0.07435160564457097,0.07503821740001293,1.299437541431625,0.05085370756324325,0.025426853781621628,0.41025641025641024,0.117666475677815,0.4653720079026357,0.0641025641025641,,,,13
1660 +ar2_cell,12,region_code,78,0.03431301297130793,0.041148201382840484,0.03318615147675869,0.020201771629236587,0.5935139554200209,0.020733716497924323,0.010366858248962161,0.9743589743589743,0.1792671015809105,0.1839492381499712,0.5,,,,13
1661 +ar2_cell,6,region_code,300,0.044323122930143025,0.05587436677441018,0.03507047097311261,-0.014874836184485091,0.7020497570419363,0.02763996324586483,0.013819981622932414,0.9033333333333333,0.20187607730627236,0.23520859852330947,0.5,,,,12
1662 +lstm,3,region_code,186,0.031814781602367836,0.04018984509775935,0.02481875429977899,0.016022573938762,0.9378445737989926,0.021623063831582013,0.010811531915791006,0.6451612903225806,0.07840424497272404,0.2217550120251783,0.26344086021505375,,,,13
1663 +tft_lite,3,region_code,1209,0.04610138471398072,0.07194562224785046,0.032156551419846746,0.0077297711809280615,0.9476851269999704,0.031199503005285956,0.015599751502642978,0.7477253928866832,0.11959007073774926,0.3223957199242043,0.3076923076923077,,,,15
1664 +local_linear_trend,6,region_code,975,0.1184631690602135,0.16748306791560102,0.08654564557828442,0.005944979556949215,2.01753935309753,0.07925050227282919,0.039625251136414595,0.9261538461538461,0.584746010060587,0.7620588563839431,0.5261538461538462,,,,15
1665 +lightgbm_panel,12,region_code,117,0.04128550932503946,0.05273517254822283,0.032710967106427666,-0.011707409125059843,0.36655303397705524,0.028340079990378974,0.014170039995189487,0.7094017094017094,0.10993285509395434,0.2932424905460425,0.3076923076923077,,,,02
1666 +raref,6,region_code,600,0.05118514715278999,0.07241916059839483,0.0405010072642845,0.02659477743160638,0.946794010505013,0.03451921484003722,0.017259607420018606,0.8033333333333333,0.15485195844717745,0.34175387611443075,0.345,,,,14
1667 +lstm,6,region_code,225,0.03958085449220263,0.053657693366108185,0.03099509038281073,-0.016558145540091947,0.5649124182117237,0.027881086166983215,0.013940543083491606,0.7288888888888889,0.12301846851403954,0.3271340668405511,0.40444444444444444,,,,03
1668 +local_linear_trend,6,region_code,300,0.10414431304448786,0.14032188777509647,0.08004813625165932,0.020581951343519977,2.2563786790126295,0.06995424525186651,0.034977122625933256,0.95,0.584746010060587,0.6782676641456558,0.5633333333333334,,,,06
1669 +lightgbm_panel,1,region_code,297,0.01775864092602299,0.02462585120639763,0.012818802901302561,-0.006434039137264702,0.8075217298540472,0.012284698721588707,0.006142349360794354,0.7777777777777778,0.057532939874756245,0.116575046752145,0.3333333333333333,,,,02
1670 +qrefa,1,region_code,198,0.020657815404033792,0.02689107771656736,0.015962740622469038,0.010775843332532535,1.073698441810962,0.013034418776122988,0.006517209388061494,0.8333333333333334,0.07120502448621259,0.1213358637871832,0.3838383838383838,,,,07
1671 +raref,12,region_code,117,0.07472090750816686,0.08828708032806891,0.07033255081862394,0.07156814004314313,1.0434658401506747,0.05102268621117728,0.02551134310558864,0.5982905982905983,0.16548686343097752,0.5156539564927121,0.1794871794871795,,,,17
1672 +ar2_cell,6,region_code,225,0.04292441915616469,0.054811226819126445,0.03498661306979066,-0.02396481864692668,0.6126329948389455,0.027058019195076402,0.0135290095975382,0.9466666666666667,0.20187607730627236,0.23629484812727478,0.49777777777777776,,,,03
1673 +no_change,6,region_code,225,0.04885718192521386,0.05936664472564245,0.046894634924988854,-0.044915795594492235,1.0,0.02144277586024363,0.010721387930121814,1.0,0.22251324463373312,0.22251324463373312,0.6133333333333333,,,,17
1674 +lightgbm_panel,6,region_code,150,0.037455348344108665,0.049600255803894655,0.026644265870571702,-0.000515809940381288,0.654882897113659,0.02465236717978501,0.01232618358989251,0.7533333333333333,0.09873345486173432,0.21962869150278963,0.2733333333333333,,,,01
1675 +ridge_panel,6,region_code,50,0.046936643591838675,0.05727631291676433,0.04371815702194527,0.03301745557321582,1.010158819593456,0.02971984280946042,0.014859921404730211,0.74,0.1531483284576952,0.22235728622578954,0.38,,,,10
1676 +gru,1,region_code,396,0.027441366971178386,0.040173095293039286,0.01733852814437231,-0.006811773151764905,1.2199997087899213,0.018156752963069955,0.009078376481534978,0.7853535353535354,0.07960145874908035,0.16869558394156575,0.4015151515151515,,,,12
1677 +mean_growth,1,region_code,297,0.018016343820329912,0.024829670664727486,0.011795027483345825,-0.0012792244688938001,0.9721399733842667,0.012427683573270312,0.006213841786635156,0.9764309764309764,0.11669644019531862,0.12033640702166498,0.6195286195286195,,,,08
1678 +momentum,6,region_code,225,0.0668484723828205,0.0779353441385828,0.06512085540118553,-0.05737817676507632,1.1002440489262524,0.027205444344384107,0.013602722172192053,0.9288888888888889,0.1939529184684285,0.22808278328531986,0.44,,,,04
1679 +tft_lite,6,region_code,75,0.050803584395482076,0.06196760200515489,0.048999083421794876,0.03428190861727512,1.1353310092865707,0.03173912356450989,0.015869561782254946,0.6933333333333334,0.11483545499232908,0.2605680083676802,0.21333333333333335,,,,11
1680 +qanss,1,region_code,396,0.01945737427613513,0.026673815277718522,0.013533982485540677,-0.005899962147985193,0.8650440401031527,0.014728520362991883,0.0073642601814959425,0.9797979797979798,0.1549532531472609,0.1576707892013969,0.7929292929292929,,,,12
1681 +no_change,3,region_code,2046,0.04346143736195054,0.0612339879229262,0.03187915424310378,-0.019769347130511553,1.0,0.02734996712709207,0.013674983563546034,0.896871945259042,0.18400059808000532,0.2716508197940939,0.5087976539589443,,,,16
1682 +tcn,6,region_code,150,0.0541191076113369,0.06405508312259456,0.05225280721547261,0.025200673915815663,1.1943913872853031,0.03384219140650339,0.016921095703251694,0.6866666666666666,0.13723976785394673,0.2814026744675225,0.22666666666666666,,,,09
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1692 +mean_growth,6,region_code,300,0.045659677305794184,0.05803863862985607,0.03837010293951157,0.0016573820491774989,0.7232199186340722,0.028866953730258955,0.014433476865129477,0.9333333333333333,0.21698990161941917,0.25332468552100124,0.4666666666666667,,,,12
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1706 +tcn,3,region_code,279,0.03178891018056351,0.03892729175283638,0.02718270291501884,-0.000053296129243834045,0.7476348085089761,0.02028592257876145,0.010142961289380725,0.7060931899641577,0.08583238479738894,0.17108733502969967,0.23655913978494625,,,,02
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1713 +bhpf,6,region_code,225,0.04564951465075026,0.05460616284021941,0.04347104255431211,0.027415686236157803,0.9343460439578032,0.027698671523496966,0.013849335761748483,0.8311111111111111,0.1494505541327111,0.2156187124444265,0.4,,,,17
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1716 +raref,12,region_code,78,0.08994025528520548,0.09615828517882272,0.09517120424184669,0.08994025528520548,1.5557012352848478,0.06033664259363407,0.03016832129681703,0.3076923076923077,0.1654868634309776,0.5582851523734847,0.07692307692307693,,,,13
1717 +mean_growth,3,region_code,279,0.029718719555212058,0.0403462248642402,0.021386244892751177,0.002653266824215356,0.8583866171890993,0.01992665691584752,0.009963328457923762,0.956989247311828,0.18096321071345214,0.19985504225077405,0.6344086021505376,,,,17
1718 +raref,1,region_code,297,0.01749853309945178,0.022789024038946955,0.013500509720798911,0.005665878910177489,0.9441995374427341,0.011536861032308516,0.005768430516154258,0.9730639730639731,0.1029221637566176,0.10847659974775048,0.5353535353535354,,,,08
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1720 +momentum,3,region_code,279,0.04968189392602105,0.06302915545303488,0.04414694720341063,-0.037859705763387014,1.0259937529443877,0.02544555175376213,0.012722775876881065,0.9354838709677419,0.17616701099048607,0.24036588719889126,0.4767025089605735,,,,03
1721 +bhpf,6,region_code,225,0.04879893094144982,0.06260822898808575,0.0386157948170414,0.03308184734793053,0.8031706851103959,0.031477880862388806,0.0157389404311944,0.7688888888888888,0.14949215985461112,0.2972902063890669,0.38222222222222224,,,,04
1722 +local_linear_trend,3,region_code,2046,0.06664322176686288,0.09686228693805754,0.044380394645317484,-0.00003278614744641233,1.5333874306054924,0.045766729640564024,0.02288336482028202,0.9002932551319648,0.3227405329727447,0.4647896574158966,0.5571847507331378,,,,16
1723 +ridge_panel,12,region_code,117,0.045536956746466066,0.053909405762833755,0.04329621525073796,0.0335299104457311,0.40429947277834916,0.02748626585710326,0.01374313292855163,0.8974358974358975,0.1641378775485569,0.1951452327217049,0.36752136752136755,,,,02
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1725 +gru,6,region_code,300,0.05596540660170464,0.07149108960079073,0.04943320223974028,0.037136944500755414,1.212540046852253,0.03511747364776035,0.017558736823880178,0.7066666666666667,0.1383924969503035,0.3092153199204259,0.2833333333333333,,,,06
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1727 +seasonal_naive,1,region_code,198,0.01955975432276878,0.02504702331909362,0.01568355763958687,0.0016138072608324972,1.0745263310820727,0.012970196224828406,0.006485098112414205,0.98989898989899,0.13561216476423332,0.13734508241089619,0.6111111111111112,,,,13
1728 +momentum,6,region_code,150,0.04134441929633166,0.051202730592609935,0.03489709831248631,-0.030824298311460042,1.1407154347250255,0.022748786867838905,0.01137439343391945,0.94,0.19395291846842852,0.20645907676792757,0.5666666666666667,,,,07
1729 +ar2_cell,12,region_code,117,0.03601270220115917,0.04557054122037298,0.027100705578158177,0.005678715032769484,0.5029117794684359,0.022878149376339172,0.01143907468816958,0.9487179487179487,0.17926710158091047,0.18541970814393696,0.5128205128205128,,,,17
1730 +no_change,6,region_code,75,0.04474781713872722,0.055993474670384215,0.03814211002770235,-0.03138119870587472,1.0,0.024236233525405583,0.012118116762702792,0.9466666666666667,0.22251324463373312,0.2437915319762079,0.7066666666666667,,,,11
1731 +ridge_panel,1,region_code,198,0.01816527896006846,0.023384992897384844,0.013631407229672023,0.005517996196168164,0.9979200265988672,0.011847216360835735,0.005923608180417868,0.9696969696969697,0.10426446541134479,0.11098479478790227,0.5454545454545454,,,,13
1732 +lightgbm_panel,12,region_code,26,0.02714535044342476,0.03483309379587207,0.024153036658367447,0.026564205422287122,0.37243764304182303,0.018236167216900998,0.009118083608450499,0.8846153846153846,0.1259361301602709,0.16546060232709056,0.5769230769230769,,,,10
1733 +rw_drift,1,region_code,66,0.017160934360374233,0.021954791693340046,0.012735391806560257,-0.0015182466291132413,1.0110310514363638,0.01166843324768226,0.00583421662384113,1.0,0.12331649708173885,0.12331649708173885,0.5909090909090909,,,,10
1734 +mlp_panel,3,region_code,186,0.030988126880529484,0.042090058631693864,0.025193653773634833,0.014555513091714201,0.9445545711979583,0.020444875696366223,0.010222437848183111,0.8172043010752689,0.09720537579133506,0.20394856233412018,0.3548387096774194,,,,09
1735 +gru,12,region_code,78,0.05377802111446657,0.0626437801801685,0.0550824736418942,0.04908038066318007,0.6434689744127025,0.03260323802668985,0.016301619013344926,0.9230769230769231,0.17172050691442564,0.19842262989756157,0.3076923076923077,,,,01
1736 +dsgfn,12,region_code,117,0.05051135318600571,0.0649651697757452,0.04007461743084567,0.02825447037669225,0.4585469370045054,0.03378239705407734,0.016891198527038666,0.6239316239316239,0.12308889772329065,0.3623923604492831,0.3076923076923077,,,,03
1737 +mlp_panel,12,region_code,156,0.1472987480326538,0.17267002996197567,0.1245173916707772,0.1472987480326538,2.17461780899738,0.11233132655124448,0.056165663275622245,0.19230769230769232,0.17707966585103116,1.4563201413559843,0.019230769230769232,,,,06
1738 +bhpf,6,region_code,975,0.05576437071057575,0.08424279377517323,0.04198628658803977,0.01766955873006124,0.9497197593297535,0.037983852252625974,0.018991926126312987,0.7723076923076924,0.1493587640755959,0.4179154598083459,0.38256410256410256,,,,15
1739 +raref,6,region_code,150,0.041741395856589654,0.04875360979943577,0.03913269623527805,0.023961423109609324,0.9171639738975622,0.025174668288323647,0.012587334144161818,0.8933333333333333,0.15485195844717747,0.1778839474329194,0.29333333333333333,,,,13
1740 +raref,6,region_code,225,0.03785416813228432,0.05307593247676256,0.02602187660390977,-0.007829069286240003,0.540268519549384,0.02530308522302862,0.01265154261151431,0.8844444444444445,0.15485195844717742,0.2460409554100895,0.5066666666666667,,,,03
1741 +tft_lite,1,region_code,297,0.021195194174023397,0.029840155659318506,0.013970832790380971,-0.0025357100019350355,1.1086690802553727,0.014145460080887897,0.007072730040443948,0.7575757575757576,0.06347534258031484,0.13493612058137872,0.3569023569023569,,,,17
1742 +dsgfn,1,region_code,99,0.013526081260122488,0.017549391078184866,0.011423926235919535,0.004824704727408531,1.0816051169213245,0.008543437103058165,0.004271718551529082,0.6767676767676768,0.03400639683983319,0.0753439696981995,0.25252525252525254,,,,
1743 +qrefa,6,region_code,375,0.053721516651575284,0.07400129622958064,0.042030875268925266,0.03409686166467383,0.9645213425912165,0.03515428204444012,0.017577141022220064,0.744,0.13916449344976436,0.3465567064854525,0.30666666666666664,,,,05
1744 +momentum,12,region_code,117,0.07175814864339565,0.08273304621951379,0.07659768906286324,-0.06993668156187446,1.0020913738722177,0.02330265871317405,0.011651329356587026,0.9658119658119658,0.18367563437016715,0.18936402156278961,0.5213675213675214,,,,17
1745 +seasonal_naive,6,region_code,225,0.050999152460324916,0.07169996614556447,0.03935999379589217,0.0017766331173001248,0.7278785390746443,0.03485229189799948,0.01742614594899974,0.9377777777777778,0.2526435568979131,0.34763134715358446,0.5288888888888889,,,,03
1746 +qrefa,6,region_code,150,0.04587429886317224,0.05580343850130385,0.040172563894871866,0.036985586849692616,1.2656973216951741,0.030025984576156746,0.015012992288078375,0.66,0.11681843496768404,0.2879319083977657,0.30666666666666664,,,,07
1747 +no_change,1,region_code,2178,0.027792076579590732,0.04025820972381232,0.018276327984222976,-0.005121244807435171,1.0,0.018941670016737105,0.009470835008368553,0.8659320477502296,0.1168379685306124,0.1906140136190519,0.4931129476584022,,,,16
1748 +ar2_cell,12,region_code,117,0.045183905076913514,0.06081685628084814,0.03228848749881892,-0.037123790901523374,0.4011649066135891,0.030496507728763184,0.015248253864381592,0.8034188034188035,0.17926710158091047,0.2734399620809592,0.5042735042735043,,,,02
1749 +qrefa,3,region_code,744,0.037657455455011334,0.05480695342819859,0.029142291023312027,0.018835515194857717,0.889338634021705,0.024654340964255273,0.012327170482127637,0.8225806451612904,0.1313915064252383,0.23571245025995313,0.4153225806451613,,,,14
1750 +mean_growth,6,region_code,225,0.03730913741392374,0.05137350652875213,0.024614888989051537,0.001795465882194688,0.5960742628996736,0.025133778773536293,0.012566889386768147,0.9555555555555556,0.21698990161941917,0.24241065850191293,0.6444444444444445,,,,02
1751 +bhpf,3,region_code,1209,0.03993310960376036,0.056357570339202856,0.02929603753393384,0.013824880769906048,0.8208867104780649,0.02633533647806235,0.013167668239031177,0.8742762613730356,0.14588218497394714,0.2647973960442611,0.5070306038047974,,,,15
1752 +mean_growth,12,region_code,39,0.020997774533277776,0.025423765739799323,0.019786470227003167,0.009300536942647125,0.31252620798433106,0.013508113204515709,0.006754056602257854,1.0,0.14613231345256184,0.14613231345256184,0.5641025641025641,,,,
1753 +lstm,12,region_code,117,0.07047358402932044,0.08171556464679089,0.06313966823812486,0.06792354341471114,1.0852571731338734,0.04430973801382139,0.02215486900691069,0.6837606837606838,0.1454167159410536,0.3191748210317877,0.15384615384615385,,,,08
1754 +local_linear_trend,1,region_code,297,0.03686924808940634,0.052433830292379614,0.02670236315882668,-0.0013349628242345004,1.226789196543137,0.024906114877040187,0.012453057438520094,0.8552188552188552,0.1480220554835794,0.24616187927719727,0.45791245791245794,,,,03
1755 +mlp_panel,12,region_code,78,0.08919422279852474,0.10031394560139352,0.08633800969704794,0.08889654089577292,1.067233674246626,0.06576222837140058,0.03288111418570029,0.46153846153846156,0.1701181395104728,0.7792648913585092,0.10256410256410256,,,,01
1756 +lstm,12,region_code,78,0.08859029362828517,0.10205679249183351,0.08390433605249412,0.08714954738967993,1.4017559833969926,0.053918269083917565,0.026959134541958786,0.7435897435897436,0.161852935830561,0.334857828254685,0.15384615384615385,,,,09
1757 +lightgbm_panel,12,region_code,156,0.07350384864594663,0.10705667019098655,0.04818909447406131,0.06498935595180728,1.0851604676225006,0.0546956117558032,0.027347805877901598,0.5448717948717948,0.12013479812392465,0.6957908612026389,0.21153846153846154,,,,06
1758 +tft_lite,6,region_code,75,0.04073142677966972,0.0479206726845077,0.039218140216632114,0.024658057036893447,1.0512549851830528,0.030672996796393084,0.01533649839819654,0.3466666666666667,0.05684071334311738,0.402087509794941,0.09333333333333334,,,,
1759 +lstm,1,region_code,99,0.02093528472007052,0.02949023090339343,0.013944929333252476,0.0016137732199119166,1.6740777052841715,0.015427350244865405,0.007713675122432703,0.5151515151515151,0.0337768967287911,0.17996885715300695,0.15151515151515152,,,,
1760 +ridge_panel,1,region_code,99,0.015538522934427068,0.019905854039456553,0.012854495213696821,0.006193685790841356,0.9806813056289603,0.010408540469730642,0.00520427023486532,0.9797979797979798,0.1042644654113448,0.1058764032593108,0.5454545454545454,,,,11
1761 +momentum,6,region_code,300,0.06972275890925529,0.08076090621522182,0.06958381200792511,-0.0638034211613242,1.1043636530233594,0.026556206792657775,0.013278103396328886,0.9166666666666666,0.19395291846842852,0.2291843683298196,0.5166666666666667,,,,12
1762 +lstm,12,region_code,78,0.09974742144941859,0.11042636861569131,0.09016523456897532,0.09884900717294001,2.078939902620994,0.07334317318048991,0.036671586590244956,0.28205128205128205,0.11806490084825036,0.8545852118818291,0.05128205128205128,,,,07
1763 +momentum,3,region_code,372,0.03562679347432959,0.04795039987691408,0.02584802018324317,-0.018195726543096348,1.0063594325510579,0.022396680830064346,0.011198340415032175,0.9274193548387096,0.17616701099048607,0.20890860661043406,0.532258064516129,,,,06
1764 +tcn,1,region_code,198,0.021944798715622344,0.02900840633746085,0.015853433333159223,0.007239965770152665,1.1405899281207639,0.014994740864013315,0.0074973704320066585,0.6919191919191919,0.05661641722844885,0.16449077452901992,0.3181818181818182,,,,07
1765 +lstm,3,region_code,62,0.04009141452749244,0.052219541843772734,0.028882354459946212,0.022412863671384082,1.1243085592568256,0.02729510889199698,0.013647554445998486,0.6935483870967742,0.10881080170116958,0.2517598549975291,0.3870967741935484,,,,10
1766 +bhpf,12,region_code,117,0.05991043967853516,0.06983464248039925,0.06642505782139496,0.051805015490141465,0.9225901492349781,0.038355789376058144,0.019177894688029072,0.5384615384615384,0.14188859118345026,0.33276227387176294,0.24786324786324787,,,,08
1767 +tcn,1,region_code,198,0.020835074338364783,0.02673350235721597,0.01676443502388196,0.0005009459815016543,1.185813968496691,0.013342393602118861,0.006671196801059431,0.7575757575757576,0.05709071739852506,0.11352454995808992,0.29292929292929293,,,,09
1768 +seasonal_naive,6,region_code,300,0.048940130604345204,0.06055522302046102,0.03996526939375397,0.005732932174442788,0.7751801887816643,0.032058261049619535,0.016029130524809768,0.9566666666666667,0.2526435568979131,0.2781618045007756,0.5066666666666667,,,,12
1769 +lightgbm_panel,6,region_code,225,0.0405537530957246,0.050883080856337554,0.030901140021071232,-0.0014759114930579622,0.6674651478896366,0.026867836310228727,0.013433918155114365,0.6844444444444444,0.10625116442959463,0.24319570603917612,0.23555555555555555,,,,04
1770 +tcn,6,region_code,375,0.05542695925262226,0.07325523358786976,0.04336680533361348,0.03298673028798343,0.9951410251653839,0.03588756949054874,0.017943784745274367,0.704,0.13696291039775435,0.3426770363477801,0.26666666666666666,,,,05
1771 +qrefa,12,region_code,39,0.07191785251597994,0.0776963242085255,0.07392109795971899,0.07191785251597994,1.2934804230741583,0.044618773486253586,0.022309386743126793,0.5384615384615384,0.13620963953021337,0.36296265920031817,0.05128205128205128,,,,11
1772 +bhpf,12,region_code,507,0.0847875613474291,0.12342112591956236,0.06707014371684479,0.06031411940074911,1.121790858164009,0.061188010089223574,0.030594005044611784,0.5285996055226825,0.14192184679929976,0.757118785249532,0.17751479289940827,,,,15
1773 +mlp_panel,3,region_code,465,0.03690633857603497,0.049088046108571266,0.028987649231152435,0.018620441391968997,0.8852883061617004,0.024563345715214225,0.012281672857607114,0.7376344086021506,0.1065468263552541,0.24686101742634772,0.31827956989247314,,,,05
1774 +gru,6,region_code,375,0.054404548722703644,0.07248434848534027,0.04238791996829311,0.0247107890376809,0.9767845669255255,0.033832843491054886,0.016916421745527443,0.7706666666666667,0.14894559448643122,0.2975295384207203,0.3253333333333333,,,,05
1775 +rw_drift,6,region_code,300,0.050083094318884046,0.06368196824527794,0.04131986539884199,0.004876666797437655,0.7932839988260155,0.0339942743219895,0.016997137160994755,0.9366666666666666,0.2618672270919127,0.2951609668852979,0.4633333333333333,,,,12
1776 +mean_growth,6,region_code,50,0.040095626903617655,0.04936635158712191,0.034480351946468715,-0.007743210780907639,0.8629281525971889,0.024953031592624363,0.01247651579631218,1.0,0.21698990161941914,0.21698990161941914,0.5,,,,10
1777 +raref,1,region_code,297,0.018072457024722,0.025366646379168228,0.013165048664551836,-0.00033228858857242704,0.821791589801839,0.012238852285033444,0.006119426142516723,0.9326599326599326,0.1029221637566176,0.125188097822145,0.5892255892255892,,,,02
1778 +ridge_panel,12,region_code,117,0.08357546760584306,0.09259969256944697,0.09129365991061802,0.08258889711248336,1.2870194834921815,0.055385287561446304,0.027692643780723152,0.42735042735042733,0.1641378775485569,0.5052222123558772,0.1282051282051282,,,,08
1779 +momentum,12,region_code,39,0.0548471325070196,0.05901581562628211,0.05628269065412411,-0.0548471325070196,0.9864545405304009,0.016959105884852336,0.00847955294242617,1.0,0.18367563437016704,0.18367563437016704,0.6153846153846154,,,,11
1780 +tcn,6,region_code,75,0.04659704671854239,0.05927649522520964,0.037758954305659675,0.02620673272812829,1.0413255818508909,0.029515132846238076,0.014757566423119034,0.7466666666666667,0.13559403056666877,0.2579802403473834,0.32,,,,11
1781 +raref,3,region_code,186,0.03142429785350713,0.0391000858838955,0.02630338932533568,0.01669195233766272,0.9578495756988195,0.019602264400452353,0.009801132200226175,0.9139784946236559,0.13997839302445464,0.1660923528516417,0.45161290322580644,,,,09
1782 +ar2_cell,12,region_code,39,0.02542781351167531,0.03247714709496384,0.02092004575382081,0.02172114602292383,0.457332606971606,0.01723669542266796,0.008618347711333981,1.0,0.1792671015809105,0.1792671015809105,0.6923076923076923,,,,11
1783 +ar2_cell,6,region_code,150,0.0428697537174777,0.0596576189175414,0.030452853398950902,-0.007812230995076209,0.7495503246992682,0.028376534641346478,0.014188267320673242,0.9266666666666666,0.2018760773062723,0.2803364084302328,0.56,,,,01
1784 +mlp_panel,3,region_code,2046,0.040743113359238775,0.05481720382519832,0.03189594847066436,0.019346679056421654,0.9374543464802296,0.02739926871947433,0.013699634359737168,0.7135874877810362,0.10783386994508311,0.27779478331266316,0.2697947214076246,,,,16
1785 +no_change,1,region_code,792,0.025590742585111667,0.03603478842704525,0.018909665215371324,-0.006046926648778904,1.0,0.016707238455116423,0.008353619227558211,0.9242424242424242,0.11683796853061237,0.16148149984004273,0.4583333333333333,,,,14
1786 +momentum,12,region_code,117,0.06522373703433547,0.07455873989886677,0.05919799776367725,-0.06513419167431346,1.004412212747123,0.020940770872824505,0.010470385436412249,1.0,0.18367563437016715,0.18367563437016715,0.5299145299145299,,,,08
1787 +raref,1,region_code,99,0.015113548466136134,0.01928741372675863,0.012463820625621898,0.007816097662035474,0.9538599328265851,0.01019912852583237,0.005099564262916187,0.98989898989899,0.10292216375661763,0.1040458904279421,0.5555555555555556,,,,11
1788 +seasonal_naive,6,region_code,300,0.04552230129581318,0.06576974736042646,0.030081506644020567,0.012817761356665895,0.9862809313417269,0.03397718184835568,0.016988590924177843,0.9233333333333333,0.2526435568979131,0.3371054857805843,0.5766666666666667,,,,06
1789 +mean_growth,1,region_code,198,0.019416320228112852,0.026662612205910503,0.013745871008655892,0.0021814839386687167,1.009171220038913,0.01312926358404139,0.006564631792020696,0.9444444444444444,0.11669644019531865,0.12794887610189898,0.5959595959595959,,,,07
1790 +ar2_cell,6,region_code,225,0.03410513999845085,0.04235813071628633,0.028097751020459118,-0.007037034925299263,0.698057862826716,0.021822346795151326,0.01091117339757566,0.9911111111111112,0.20187607730627236,0.2056058417752213,0.6088888888888889,,,,17
1791 +lstm,12,region_code,117,0.03579883631687995,0.043873976512955305,0.03224880779587652,0.009198792398686416,0.31783965559174543,0.022076885712118327,0.011038442856059164,0.8803418803418803,0.12816362077386206,0.16835901043102228,0.5042735042735043,,,,02
1792 +momentum,3,region_code,279,0.04517176405833797,0.05661210299618316,0.03605217024754497,-0.03488069964379566,1.0611016942712326,0.023133276185380056,0.01156663809269003,0.9283154121863799,0.17616701099048607,0.19914592743439788,0.5017921146953405,,,,04
1793 +local_linear_trend,3,region_code,372,0.06326160519599253,0.08323072650994288,0.04466602378680412,0.0018458647289031611,1.7869672484889851,0.04140882376112126,0.020704411880560634,0.9032258064516129,0.32274053297274463,0.3716634043038894,0.5403225806451613,,,,06
1794 +bhpf,1,region_code,297,0.02109215660412748,0.02791010311464551,0.014116659695562533,0.0033430495342134906,0.9356031113094434,0.013863537706564642,0.006931768853282319,0.9292929292929293,0.10717339904360239,0.1191118271397826,0.622895622895623,,,,04
1795 +ridge_panel,1,region_code,99,0.012683167345126424,0.016156967442336495,0.012456033779754431,0.006657465520715264,1.0142020024456042,0.009014789153146017,0.004507394576573008,1.0,0.1042644654113448,0.1042644654113448,0.6060606060606061,,,,
1796 +raref,12,region_code,39,0.08791502045264872,0.09494285335299266,0.0934325940367638,0.08791502045264872,1.5811979066588215,0.05865443351925675,0.029327216759628377,0.358974358974359,0.16548686343097765,0.5522794566131751,0.02564102564102564,,,,11
1797 +tft_lite,1,region_code,198,0.02274121453801553,0.03227466917791277,0.01653486760403658,-0.002289084185073797,1.1475796682578134,0.01517789590696205,0.007588947953481025,0.7222222222222222,0.06386866915360742,0.15321837117509404,0.3333333333333333,,,,01
1798 +momentum,3,region_code,93,0.02734364944591148,0.0349639938422965,0.02158500812082716,-0.025437207449369763,1.1222514107943258,0.01451249505006872,0.007256247525034358,1.0,0.1761670109904861,0.1761670109904861,0.7741935483870968,,,,
1799 +rw_drift,1,region_code,198,0.019925178927423383,0.02993297528043817,0.012339204153168705,-0.0002450501950635533,1.0054753313762739,0.014116273720625334,0.007058136860312666,0.9444444444444444,0.12331649708173885,0.1525428535245977,0.6262626262626263,,,,01
1800 +qrefa,6,region_code,75,0.04212952168782692,0.05225613089559304,0.03557542640171938,0.02885620949629076,0.9414877502787887,0.02663762283250188,0.01331881141625094,0.8266666666666667,0.14101293226013592,0.25622056877101473,0.3333333333333333,,,,11
1801 +qrefa,6,region_code,225,0.03104949192562987,0.03876011303855687,0.02658061113671728,0.007676684177903604,0.4960662265558595,0.01908627082673231,0.009543135413366153,0.9022222222222223,0.12646315648787457,0.15540583412655776,0.43555555555555553,,,,02
1802 +ar2_cell,1,region_code,297,0.018913549076977707,0.025340334233773163,0.012693404976940968,-0.0013178884365611981,0.9893217720664691,0.012567613701745682,0.00628380685087284,0.9629629629629629,0.11343065733877751,0.12250030246231677,0.5723905723905723,,,,17
1803 +no_change,6,region_code,375,0.055697592452698626,0.07057383172709764,0.046339002089995696,-0.030072744513894092,1.0,0.031663355856306176,0.015831677928153088,0.904,0.2225132446337331,0.30444308746063614,0.528,,,,05
1804 +ridge_panel,12,region_code,39,0.09310191619094556,0.09881333844836439,0.10139096516261684,0.09310191619094556,1.6744869560297408,0.06161444199142542,0.030807220995712713,0.28205128205128205,0.16413787754855688,0.57593714589253,0.02564102564102564,,,,11
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1814 +seasonal_naive,12,region_code,195,0.07380838778641699,0.11327507222438438,0.0512756485404105,0.0258948073757793,0.9158410237893587,0.062196920518365575,0.03109846025918278,0.8871794871794871,0.32552170793330126,0.6118250953510593,0.30256410256410254,,,,05
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1817 +lstm,3,region_code,279,0.03865517603145459,0.04931139670339625,0.03328149896749877,0.003890055868708325,0.9080245953281102,0.026201295386066192,0.013100647693033096,0.6451612903225806,0.09417066879992542,0.269172527987305,0.26881720430107525,,,,04
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1819 +dsgfn,12,region_code,39,0.07571017773963695,0.081369270230646,0.07249048409485909,0.07571017773963695,1.3616873878697315,0.050164100308466415,0.02508205015423321,0.48717948717948717,0.1320386641085721,0.547057957897279,0.05128205128205128,,,,11
1820 +ar2_cell,1,region_code,396,0.024164537258422634,0.03206613066560645,0.017145671228870958,0.002480801216570341,1.0410203231537742,0.015715108433742103,0.00785755421687105,0.9065656565656566,0.1134306573387775,0.1406865467529592,0.48484848484848486,,,,06
1821 +momentum,6,region_code,1650,0.053082592407046304,0.0669270096254958,0.044567836867248516,-0.041956352185765745,1.0488799913153426,0.0255150862714653,0.012757543135732649,0.9375757575757576,0.19395291846842852,0.23753082339319756,0.5236363636363637,,,,16
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1824 +dsgfn,12,region_code,39,0.050301584673541344,0.05882840671184686,0.05385936721148388,0.04752496488914261,0.7486776033674567,0.042848276781770896,0.021424138390885448,0.358974358974359,0.05376300779290688,0.7233242556177052,0.1282051282051282,,,,
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1826 +mean_growth,12,region_code,26,0.03373796726499037,0.0387864573105907,0.03271641407804531,-0.029871297473489582,0.4628891800598876,0.020182371147752842,0.010091185573876421,0.9230769230769231,0.1461323134525619,0.1568948884866565,0.2692307692307692,,,,10
1827 +rw_drift,3,region_code,62,0.035062834574375444,0.04407011921807504,0.02923287168611441,-0.007680245480189687,0.9832889532182373,0.02249369750448163,0.011246848752240812,1.0,0.203760012185482,0.203760012185482,0.5161290322580645,,,,10
1828 +lstm,6,region_code,600,0.0491077940767127,0.06714273648171337,0.03987302098226303,0.01736889369758315,0.9083683038393063,0.03284643923479744,0.016423219617398722,0.71,0.13938040060519902,0.334217339045209,0.33166666666666667,,,,14
1829 +qanss,12,region_code,39,0.0677086112986252,0.08343987676521883,0.05626597584588039,-0.020380213882044494,1.0077599177716836,0.04019356689473661,0.020096783447368306,0.8974358974358975,0.26486268425797177,0.27741444158140655,0.5128205128205128,,,,
1830 +tft_lite,12,region_code,156,0.05814571277360873,0.07101649619296584,0.05480491553051817,0.02028801645832356,0.6360162345361112,0.03862611228807207,0.01931305614403603,0.6025641025641025,0.13493222881861117,0.40237717964420955,0.2948717948717949,,,,12
1831 +qanss,3,region_code,62,0.024240147824250668,0.03264525763830361,0.017904700627244682,-0.004283992086722428,0.6797815940808697,0.01991324925359774,0.009956624626798872,1.0,0.22451646196018588,0.22451646196018588,0.8225806451612904,,,,10
1832 +no_change,3,region_code,93,0.024364994494912452,0.032655079426457935,0.021889330049992384,-0.021101380009869306,1.0,0.014954645565083842,0.00747732278254192,1.0,0.1840005980800053,0.1840005980800053,0.8172043010752689,,,,
1833 +ridge_panel,1,region_code,2178,0.02735829303167119,0.03801569724243586,0.019315267948359693,0.006368078982089634,0.9843918266892624,0.0183039879188628,0.0091519939594314,0.8507805325987144,0.10426446541134479,0.17627104310738614,0.4164370982552801,,,,16
1834 +bhpf,3,region_code,279,0.03055457354251064,0.03752610705568364,0.0265062733286743,0.01000649940132165,0.7186047778855761,0.018821199956634286,0.009410599978317145,0.942652329749104,0.14614583864695432,0.164536335187615,0.5663082437275986,,,,02
1835 +bhpf,1,region_code,396,0.020907013150242074,0.027802247997023286,0.016336253321146833,0.00027973667452670087,0.9294926882378661,0.01370482106509004,0.00685241053254502,0.9368686868686869,0.10713159371959383,0.126479020597846,0.648989898989899,,,,12
1836 +dsgfn,3,region_code,2046,0.03860165278971821,0.05370333764659912,0.02854160196567307,0.01941581380854035,0.8881816877854354,0.02608698582115837,0.013043492910579185,0.7497556207233627,0.1070809585878116,0.2697688249916462,0.34457478005865105,,,,16
1837 +qanss,1,region_code,198,0.019060643542672066,0.02522170285663698,0.015612601262568776,0.0034322845938927113,0.9906847782019078,0.01210656525926918,0.00605328262963459,0.9696969696969697,0.09822563539886757,0.1088581754755101,0.6464646464646465,,,,07
1838 +tcn,12,region_code,117,0.039495286492095126,0.048002106554400126,0.03405512966772198,0.023088097182805044,0.3506585561895969,0.02349134046784949,0.011745670233924744,0.905982905982906,0.15981809778584757,0.180527668575121,0.36752136752136755,,,,02
1839 +ridge_panel,3,region_code,186,0.0318569855025874,0.03962171681071536,0.027538754648031547,0.015332468696545053,0.9710384043884445,0.019861804672856188,0.009930902336428096,0.9032258064516129,0.14063384438895768,0.1675772030843307,0.42473118279569894,,,,09
1840 +tft_lite,6,region_code,375,0.05879793387425968,0.0787816363853298,0.044085023800806866,0.03275596060060634,1.055663831864798,0.039732952115477026,0.01986647605773851,0.656,0.12725684858072783,0.40855928312936324,0.2613333333333333,,,,05
1841 +seasonal_naive,12,region_code,156,0.07376645196808021,0.11720586690898382,0.04822110652603177,0.04557897151617505,1.0890373631741652,0.06613376904998618,0.033066884524993095,0.8461538461538461,0.3255217079333012,0.7367807536220334,0.3525641025641026,,,,06
1842 +ar2_cell,6,region_code,375,0.046396656842827816,0.06291252195665023,0.03400164656056859,0.009421263149666707,0.8330100961227425,0.03045978894254125,0.015229894471270627,0.8986666666666666,0.20187607730627238,0.28676286594079986,0.5066666666666667,,,,05
1843 +seasonal_naive,1,region_code,396,0.02806536759200704,0.04042070413996984,0.018949108626239552,0.00006181416126404936,1.247741787983544,0.018909543918136554,0.009454771959068277,0.9217171717171717,0.13561216476423332,0.19319624325049314,0.5303030303030303,,,,12
1844 +gru,12,region_code,117,0.04558625541771973,0.056058531582077804,0.03740145594489755,0.01482518810775314,0.41383642434453266,0.027252767410111397,0.013626383705055695,0.8803418803418803,0.16288356834019607,0.2017458332078045,0.452991452991453,,,,03
1845 +dsgfn,6,region_code,225,0.04336618163037721,0.05225671508445946,0.03754210240619038,0.03331715884697554,0.8467385458352192,0.026654006362486885,0.013327003181243446,0.7333333333333333,0.1233547059546173,0.21756827380649466,0.31555555555555553,,,,08
1846 +lightgbm_panel,12,region_code,195,0.0585843371111397,0.09193394988939231,0.03768245774458774,0.04550346715368359,0.7269355270724539,0.03834793008797358,0.01917396504398679,0.7435897435897436,0.12414569846240585,0.42469387953616533,0.3230769230769231,,,,05
1847 +ridge_panel,3,region_code,93,0.020636140991296688,0.02476417197867502,0.01997516036398273,0.015355786220147572,0.8469585739330099,0.013479687771270083,0.006739843885635042,1.0,0.14063384438895768,0.14063384438895768,0.5806451612903226,,,,
1848 +rw_drift,3,region_code,744,0.04309611133672506,0.06717830163589072,0.030274633082054265,0.000229712528548203,1.0177808437864044,0.02951766819965085,0.014758834099825424,0.9099462365591398,0.20376001218548204,0.3118775429575012,0.5013440860215054,,,,14
1849 +tft_lite,3,region_code,372,0.04381248976057208,0.06100930709946924,0.03351377745721168,0.015543624849583867,1.2375829546902,0.02963380323436398,0.014816901617181988,0.6720430107526881,0.10735167777524092,0.293184653707675,0.27956989247311825,,,,06
1850 +ridge_panel,6,region_code,1650,0.04801340549763144,0.06053539782114803,0.041400160949771864,0.027764088399200398,0.9487159171730795,0.030699255856855887,0.015349627928427942,0.8393939393939394,0.15314832845769516,0.26389074508767124,0.30363636363636365,,,,16
1851 +gru,6,region_code,150,0.05012073452478744,0.0576758464235202,0.04716728129086692,0.03239190462945338,1.3828588342817356,0.03153785727786822,0.015768928638934112,0.64,0.10701751394507786,0.3088616880290333,0.22,,,,07
1852 +gru,1,region_code,99,0.019090019514720644,0.02742575910526366,0.01273639990880443,-0.0016276032696221192,1.526522160570164,0.013408584922131084,0.006704292461065543,0.6161616161616161,0.03583825965478988,0.15143898185395854,0.2222222222222222,,,,
1853 +qrefa,12,region_code,117,0.047458606323939244,0.06090544371902009,0.04350366164975192,0.02800674685275767,0.43083380649509506,0.030238738306740846,0.015119369153370425,0.7777777777777778,0.12807054646238847,0.28310333826043493,0.358974358974359,,,,03
1854 +qanss,1,region_code,99,0.010316887756187042,0.013777474082065356,0.008201374860267674,0.000022666853820932057,0.8249838495864408,0.00714547744912643,0.003572738724563216,0.98989898989899,0.06945527773532535,0.06990070553369425,0.7777777777777778,,,,
1855 +mean_growth,3,region_code,186,0.03337163025366403,0.04340192342574946,0.026473722322027358,0.005236517508430669,1.0172065586910957,0.021427059942768688,0.010713529971384344,0.9408602150537635,0.18096321071345214,0.19942050830530464,0.5161290322580645,,,,09
1856 +rw_drift,3,region_code,186,0.03780671374653578,0.04976743917612771,0.028233147241363665,-0.0003794962747654366,1.1523931223381156,0.02496247796768433,0.012481238983842168,0.9354838709677419,0.20376001218548198,0.22691768491049497,0.489247311827957,,,,09
1857 +qrefa,1,region_code,297,0.025936982333654032,0.03567015391547522,0.019575425062093775,-0.001980439580521921,0.8630284414994511,0.016739063003025443,0.008369531501512721,0.8013468013468014,0.09583463203728336,0.15087979953957234,0.45791245791245794,,,,03
1858 +seasonal_naive,1,region_code,99,0.013447144022792467,0.017752950019113308,0.010973427468466301,0.0008727789321291467,0.8486883092365836,0.010493438301447696,0.005246719150723848,1.0,0.13561216476423332,0.13561216476423332,0.7777777777777778,,,,11
1859 +momentum,6,region_code,75,0.048204860608961904,0.056921492653249695,0.04537840204028984,-0.039812631342712,1.0772561365287865,0.021271259484808853,0.010635629742404427,0.9466666666666667,0.19395291846842852,0.21348753243200747,0.68,,,,11
1860 +tft_lite,3,region_code,279,0.042038868139756644,0.06427615359337666,0.025720451729181082,-0.010388339714438956,0.9875087931197785,0.02896174506368733,0.014480872531843667,0.6702508960573477,0.10490560444466407,0.31241695010869447,0.3225806451612903,,,,04
1861 +gru,12,region_code,78,0.10141559397967538,0.10867421598511369,0.10214413099146286,0.1001214139363133,2.1137080238136376,0.07004169857688804,0.035020849288444025,0.38461538461538464,0.14850228546017136,0.6842523735252498,0.038461538461538464,,,,07
1862 +dsgfn,12,region_code,156,0.10607122370431686,0.13836520167065466,0.0880122152351866,0.10532228643968765,1.5659628827151868,0.08159341578767876,0.04079670789383937,0.3782051282051282,0.12460228682791169,1.1592069921189978,0.08974358974358974,,,,06
1863 +gru,1,region_code,297,0.03372051885214671,0.04436908202815247,0.027562989565779294,-0.007739960340841442,1.122018223136182,0.022257268179671705,0.011128634089835852,0.7205387205387206,0.09153105326682139,0.21008360875467505,0.3367003367003367,,,,03
1864 +gru,3,region_code,93,0.02957724366301009,0.03869058543109243,0.023366244726543806,0.014509386993044573,0.8895784616573247,0.018068159053652076,0.00903407952682604,0.8817204301075269,0.10580167728157024,0.16470994520763438,0.3333333333333333,,,,11
1865 +ridge_panel,6,region_code,150,0.0480554468813437,0.05942651217085717,0.042939809131043456,0.026973720936218578,1.0605683352990052,0.030910708821695856,0.01545535441084793,0.7933333333333333,0.15314832845769516,0.25880414015338865,0.3333333333333333,,,,09
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1868 +dsgfn,3,region_code,279,0.02545359762090909,0.034006194520116134,0.020001900666345218,0.0049654681830950936,0.5986363003664179,0.016791537401054327,0.008395768700527164,0.7562724014336918,0.0823169516785963,0.1612231605310576,0.40860215053763443,,,,02
1869 +raref,1,region_code,297,0.02657640100871388,0.03662206039116653,0.01912771355598225,-0.0016667799116765651,0.8843044903282511,0.01752407505219637,0.008762037526098184,0.8653198653198653,0.1029221637566176,0.16556607419367517,0.43434343434343436,,,,03
1870 +rw_drift,12,region_code,117,0.05985886469022597,0.07734928795258057,0.04987010801653419,0.016454208728893287,0.6457412109771675,0.04845225066880956,0.024226125334404786,0.9230769230769231,0.3255217079333013,0.3786253903153784,0.38461538461538464,,,,04
1871 +seasonal_naive,6,region_code,75,0.019942223262629136,0.023625993259893317,0.01758160699168071,0.004320667247222959,0.5146974529980439,0.01978380844079763,0.009891904220398815,1.0,0.2526435568979132,0.2526435568979132,0.8133333333333334,,,,
1872 +dsgfn,12,region_code,78,0.0852080377631185,0.10452240992290983,0.08605289885594886,0.07953123273145993,1.348238863155016,0.06331174698476486,0.03165587349238241,0.4358974358974359,0.12648789790602258,0.852227163602725,0.20512820512820512,,,,09
1873 +seasonal_naive,12,region_code,78,0.09864502850358968,0.13326485253557363,0.0692249046403362,0.046172834056268125,1.5608511189438565,0.07926906724375866,0.03963453362187933,0.717948717948718,0.3255217079333011,0.8248878824397857,0.23076923076923078,,,,09
1874 +qanss,12,region_code,507,0.09010031541523521,0.1255926470949322,0.06886886733965092,0.007373487567271739,1.1920818165336857,0.05681112176616372,0.02840556088308186,0.9349112426035503,0.3816850713827622,0.5212681498647874,0.5088757396449705,,,,15
1875 +local_linear_trend,1,region_code,792,0.032476862143718685,0.0454314569085703,0.024564824202111757,-0.000869858879343198,1.269086351664264,0.0213421160876576,0.010671058043828802,0.9090909090909091,0.14802205548357944,0.20383978931680133,0.4684343434343434,,,,14
1876 +raref,3,region_code,279,0.030339724695291715,0.03943967256387645,0.024828051819030517,0.004894122671794446,0.7126915219941338,0.01949802391190361,0.009749011955951806,0.946236559139785,0.13997839302445464,0.1672766313259289,0.48028673835125446,,,,04
1877 +bhpf,6,region_code,600,0.051755200679786575,0.07591874776105041,0.03834020942581602,0.025999689684543324,0.9573385394367464,0.03480481521637637,0.01740240760818819,0.81,0.1494866637661044,0.3704713210696686,0.3933333333333333,,,,14
1878 +dsgfn,1,region_code,198,0.02309099724845523,0.0279356517781563,0.02029597291467078,0.0142902159287626,1.2001640677206546,0.014451434203462631,0.007225717101731316,0.7272727272727273,0.0636602379402235,0.12959944095264947,0.22727272727272727,,,,07
1879 +mlp_panel,1,region_code,66,0.02189168760312915,0.028405746821382905,0.01741913138378333,0.008458651902085283,1.2897418911067622,0.014541595942254052,0.007270797971127026,0.7575757575757576,0.06545211946605846,0.14692383005108325,0.3181818181818182,,,,10
1880 +no_change,3,region_code,1209,0.04864631025699547,0.06866616355792898,0.03483092841645313,-0.018500378732982017,1.0,0.03115716094560833,0.015578580472804165,0.8850289495450786,0.18400059808000532,0.3082811451288682,0.43010752688172044,,,,15
1881 +ridge_panel,1,region_code,66,0.01688505484913688,0.020411589572597248,0.01455538565264513,0.00626800597281091,0.9947776967845273,0.010714243365781775,0.005357121682890887,1.0,0.10426446541134479,0.10426446541134479,0.5909090909090909,,,,10
1882 +bhpf,3,region_code,372,0.038483972352437106,0.04855060499556987,0.034950781529466526,0.024094702995343036,1.0870669179592223,0.023953806054592824,0.011976903027296412,0.8817204301075269,0.1461375902990557,0.20786707183364786,0.45161290322580644,,,,06
1883 +gru,6,region_code,150,0.05296233488580147,0.06480160758642758,0.04530587296098129,0.022605493045355005,1.1688617833910837,0.03244490328444317,0.016222451642221587,0.82,0.1511450291100967,0.24906282176173988,0.30666666666666664,,,,09
1884 +tcn,3,region_code,186,0.03717872534638452,0.04521236706338539,0.03356095706193096,0.02615290224898343,1.2065772718928294,0.02481087855620997,0.012405439278104984,0.5752688172043011,0.07582659657899997,0.24361180920562261,0.20430107526881722,,,,07
1885 +lstm,12,region_code,507,0.09065444091979284,0.1276028215918882,0.0745283508475631,0.0738492543218358,1.1994132330222569,0.06173166728450574,0.03086583364225287,0.5936883629191322,0.16034895269141738,0.628783653651448,0.21893491124260356,,,,15
1886 +qanss,6,region_code,225,0.05259438514210219,0.06922578414038587,0.04293515798765912,-0.033752128294602564,0.7506462828091991,0.032418985679914074,0.016209492839957037,0.9111111111111111,0.22606554138404564,0.26534923827682283,0.5022222222222222,,,,03
1887 +no_change,12,region_code,858,0.06643620522572105,0.08160189526379946,0.056954377024652655,-0.06098047412785226,1.0,0.02832772643081905,0.014163863215409528,0.8974358974358975,0.18204380187213287,0.24493022935687145,0.42074592074592077,,,,16
1888 +mean_growth,1,region_code,99,0.012055398794605385,0.01553532262213821,0.010127990343660909,0.0003822583964968828,0.964002860252983,0.009073669676655433,0.004536834838327715,1.0,0.11669644019531863,0.11669644019531863,0.7474747474747475,,,,
1889 +mlp_panel,3,region_code,744,0.04151324352225615,0.05898255818324142,0.03364228069954578,0.02437469872794793,0.98039898983617,0.027968270304430543,0.013984135152215272,0.717741935483871,0.11332529317333347,0.28888247354840985,0.30510752688172044,,,,14
1890 +tcn,12,region_code,39,0.09665749081910414,0.10398539712558288,0.09935577499087828,0.09665749081910414,1.73843583677921,0.05540814968680493,0.027704074843402465,0.7692307692307693,0.19472486764574662,0.2941896312181905,0.05128205128205128,,,,11
1891 +qanss,3,region_code,465,0.03415472564997651,0.04680141652975615,0.025730857227834136,-0.0015216053939506682,0.819284176776058,0.022924749454113356,0.01146237472705668,0.9698924731182795,0.2083848210599527,0.2216337094898394,0.6838709677419355,,,,05
1892 +gru,12,region_code,117,0.06393472715284787,0.0762355297040543,0.062124958660181084,0.06172600362424264,0.8928385107750314,0.038206345783692905,0.019103172891846446,0.8632478632478633,0.16933254050747612,0.2221192938052975,0.29914529914529914,,,,17
1893 +tcn,12,region_code,156,0.11551947318672816,0.14830137083820785,0.09434409842068275,0.11551947318672816,1.705450365553446,0.07718025696028619,0.03859012848014309,0.6025641025641025,0.17485460966082217,0.7701934413789407,0.07692307692307693,,,,06
1894 +lightgbm_panel,1,region_code,297,0.015837771669889436,0.021810670545113747,0.010414716220869159,-0.003562174546187921,0.8284353333299893,0.01065003795010281,0.005325018975051405,0.8047138047138047,0.054155684259080066,0.09631921228112299,0.3434343434343434,,,,17
1895 +qanss,3,region_code,186,0.025112605595755913,0.03164469216458354,0.021819854461747112,-0.003656191025281292,0.7402760511227601,0.01597207337261861,0.007986036686309306,0.967741935483871,0.13785242627032848,0.14257678298982795,0.6720430107526881,,,,13
1896 +ar2_cell,3,region_code,62,0.03266400304305167,0.03991855797050782,0.028733415562844103,-0.0004609947454137032,0.9160170234380344,0.020349358282851306,0.01017467914142565,0.9838709677419355,0.17958082199094857,0.18012783807689312,0.5161290322580645,,,,10
1897 +qrefa,12,region_code,26,0.03659995434416984,0.044141146063717315,0.031917439834813294,0.03647259924916658,0.5021560049405346,0.02154628350224258,0.010773141751121294,0.8846153846153846,0.1398696471270349,0.15928345373050665,0.46153846153846156,,,,10
1898 +mean_growth,6,region_code,150,0.032989972023495115,0.04202166311254725,0.028120870146583175,0.0027804890852882675,0.7248730718970797,0.0216188127079472,0.0108094063539736,0.9733333333333334,0.21698990161941917,0.22588810679559326,0.6266666666666667,,,,13
1899 +rw_drift,6,region_code,300,0.04983133723198514,0.06728349578320601,0.03735801939462398,0.01412818793733391,1.0796400071207788,0.03578302937385991,0.017891514686929955,0.91,0.2618672270919127,0.35283667010500097,0.52,,,,06
1900 +lightgbm_panel,3,region_code,186,0.026115662538158526,0.032526131354194,0.021669388043957932,-0.001702120455483982,0.7960361245900327,0.017564048811431088,0.008782024405715544,0.7473118279569892,0.09129405215022299,0.16010425633086006,0.3387096774193548,,,,09
1901 +bhpf,3,region_code,2046,0.03851888455016684,0.05225657076330763,0.029688542859987163,0.013028097741342998,0.886277281383455,0.024893629084137853,0.012446814542068927,0.8729227761485826,0.14583947677315015,0.2360795297358342,0.5004887585532747,,,,16
1902 +ridge_panel,6,region_code,150,0.04128820123595173,0.05247333368332086,0.03630715499183076,0.01261604717700996,0.7218978874151831,0.026022054580090614,0.01301102729004531,0.8866666666666667,0.15314832845769516,0.226140166263117,0.36666666666666664,,,,01
1903 +local_linear_trend,1,region_code,2178,0.034046966696410066,0.0492216263747448,0.021444781327697213,0.000978334200235882,1.2250601929260891,0.023220915689462978,0.011610457844731487,0.8769513314967861,0.1480220554835794,0.23336192315437765,0.5078053259871441,,,,16
1904 +tft_lite,6,region_code,225,0.036467116983045195,0.0458939730214854,0.02962354799623701,0.004124525205900057,0.5826216145011318,0.022915238727527855,0.011457619363763926,0.76,0.10966040973069742,0.18789721637374265,0.3511111111111111,,,,02
1905 +lstm,3,region_code,93,0.023558256611022364,0.02937078676610804,0.017465978308917274,0.014844613709342603,0.96688946988851,0.017616941863197073,0.008808470931598537,0.5376344086021505,0.046699517099211815,0.21827100555869833,0.1935483870967742,,,,
1906 +local_linear_trend,6,region_code,75,0.05287689299895129,0.06714953533695622,0.050745497486127306,0.007453807550289954,1.3647225683212159,0.04362020609714282,0.021810103048571415,1.0,0.5847460100605871,0.5847460100605871,0.8266666666666667,,,,
1907 +tcn,1,region_code,1287,0.028879804360401936,0.03765596283870824,0.022835716079296353,0.0029719264806607197,1.0236817468003268,0.01896209620259413,0.009481048101297063,0.728049728049728,0.08372687124706801,0.18132860228389638,0.3278943278943279,,,,15
1908 +mlp_panel,1,region_code,297,0.020753168733413308,0.028732591821615836,0.015701665644490048,-0.0011980357155475761,1.0855478040515778,0.013703361070990598,0.006851680535495298,0.7441077441077442,0.0630950848951188,0.12761118643576072,0.367003367003367,,,,17
1909 +bhpf,12,region_code,117,0.09302208283443363,0.10433395902686372,0.08874934945350879,0.0895919010914155,1.299038904295814,0.06549260500101858,0.032746302500509285,0.358974358974359,0.14186216072492477,0.7545556083105067,0.05128205128205128,,,,17
1910 +tft_lite,1,region_code,66,0.02098449791500629,0.025982552645227364,0.01687159972421101,0.0034277936768273426,1.2362950959046926,0.013172310772965672,0.006586155386482837,0.7727272727272727,0.06997554810324359,0.1181839009372108,0.4090909090909091,,,,10
1911 +raref,3,region_code,465,0.03409061234161782,0.0450839419347248,0.026071351952252127,0.015316823933933141,0.8177462631181548,0.02208863534717542,0.011044317673587708,0.9032258064516129,0.13997839302445464,0.20749392041642842,0.432258064516129,,,,05
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1913 +lightgbm_panel,12,region_code,117,0.03973158206330875,0.05376728306610759,0.027291876036975,-0.015878753229204116,0.36068713483844916,0.02923409298354385,0.014617046491771923,0.6837606837606838,0.11518159007840556,0.3108243444976738,0.2905982905982906,,,,03
1914 +qrefa,1,region_code,99,0.012890019677054465,0.017520462407924365,0.008801672905306824,0.003861038238773377,0.8135265739106661,0.008616720610323734,0.004308360305161868,0.9292929292929293,0.07323245115292555,0.08176166533303178,0.6161616161616161,,,,11
1915 +qanss,12,region_code,117,0.07279451431137246,0.09491363631537886,0.04830354722174712,-0.02774896687204728,0.7852874936265843,0.04560216403571006,0.022801082017855034,0.8974358974358975,0.31387836694303656,0.37490323797854985,0.5982905982905983,,,,04
1916 +tcn,1,region_code,297,0.03117593948775259,0.04000780303059664,0.028835819250534578,-0.006188550066091499,1.0373497626778776,0.02065072619736017,0.010325363098680086,0.696969696969697,0.08382748935646948,0.20316442875603322,0.2996632996632997,,,,03
1917 +tcn,1,region_code,99,0.012823105304190008,0.01769466195577868,0.009100544190765836,0.0015097391135880428,1.0253920588753944,0.009397730902487739,0.0046988654512438695,0.5353535353535354,0.02832049749335368,0.11257189591863347,0.23232323232323232,,,,
1918 +local_linear_trend,6,region_code,150,0.08008984479709509,0.10098156700580753,0.06200614118655806,0.0058600532884492225,1.759776327924271,0.05414737762487578,0.02707368881243789,0.9866666666666667,0.5847460100605869,0.5974474365698467,0.66,,,,13
1919 +seasonal_naive,12,region_code,78,0.04477488332907997,0.05628214104407225,0.03721923413314311,0.029735158110885875,0.7744734666796372,0.045033157799108534,0.022516578899554267,0.9743589743589743,0.3255217079333011,0.34615450173148665,0.3076923076923077,,,,13
1920 +local_linear_trend,12,region_code,507,0.1959962416265839,0.2708653250910586,0.13971608071556124,0.027268650834015674,2.5931491435432443,0.1330015762102325,0.06650078810511624,0.9013806706114399,0.9418632351399104,1.266307737314446,0.504930966469428,,,,15
1921 +mlp_panel,3,region_code,279,0.032649589209979964,0.04276363392637991,0.023898467824037595,0.019594096576356475,0.8509591326523319,0.021803372108474897,0.010901686054237447,0.7132616487455197,0.0936805119494512,0.21369781818205727,0.31899641577060933,,,,08
1922 +qanss,3,region_code,279,0.026918100220412022,0.03638731776211353,0.021727181396130668,-0.0055246685333973184,0.7015770724983164,0.01991905588750229,0.009959527943751144,0.978494623655914,0.20165016365624555,0.20907822149230837,0.7634408602150538,,,,08
1923 +ridge_panel,1,region_code,495,0.023620287414968945,0.03130117631352377,0.017990530487471984,0.004380865116375337,0.9335597123388556,0.01527019707138211,0.007635098535691056,0.8949494949494949,0.10426446541134479,0.1410851667532106,0.4262626262626263,,,,05
1924 +dsgfn,6,region_code,75,0.04532823147477718,0.05634991743473147,0.042197678200912025,0.0322135518900252,1.0129707854631336,0.030522193931828968,0.015261096965914489,0.6933333333333334,0.13319906481929744,0.3020553283977949,0.32,,,,11
1925 +gru,3,region_code,279,0.030767915331034783,0.03953769665171205,0.025016420674590645,0.012350844377383754,0.8019163235173155,0.018992972521488807,0.009496486260744402,0.8530465949820788,0.10595122787094054,0.14294257083316533,0.3655913978494624,,,,08
1926 +dsgfn,6,region_code,75,0.02955295872090143,0.03493236944647959,0.029849196188798,0.0154428051225127,0.7627450752047661,0.023344578433514597,0.011672289216757298,0.4,0.04510648604977177,0.33328094145817244,0.13333333333333333,,,,
1927 +no_change,1,region_code,396,0.022492929115857412,0.030420781003968198,0.015746725501486092,-0.009073281074719346,1.0,0.014244415790397041,0.0071222078951985205,0.946969696969697,0.11683796853061239,0.1334004299041597,0.5404040404040404,,,,12
1928 +lightgbm_panel,12,region_code,507,0.06721297915400892,0.10801181627445934,0.05191257364574142,0.033964864028478106,0.8892684772000645,0.045895297140683695,0.022947648570341848,0.6469428007889546,0.1417996903081979,0.524959896212595,0.24260355029585798,,,,15
1929 +mean_growth,12,region_code,39,0.02554381408859487,0.030443361516047086,0.02501220851890819,0.019193959010580686,0.4594189383908794,0.015672091108808156,0.007836045554404075,1.0,0.14613231345256184,0.14613231345256184,0.46153846153846156,,,,11
1930 +lightgbm_panel,3,region_code,93,0.015237633351595569,0.019102385498340348,0.01252304044812863,-0.00008662537036573432,0.6253903876225899,0.010343222757532347,0.005171611378766173,0.8279569892473119,0.05020557054968283,0.09869849170140539,0.24731182795698925,,,,
1931 +no_change,1,region_code,66,0.01697369663967672,0.021614693830323547,0.014267960211474667,-0.0064162785447058135,1.0,0.011055695823576708,0.005527847911788352,1.0,0.11683796853061237,0.11683796853061237,0.5606060606060606,,,,10
1932 +mean_growth,12,region_code,117,0.05000002503618512,0.07145425301009971,0.03697215478805935,0.03782698963262228,0.5393867204605846,0.033944690116244056,0.016972345058122028,0.8461538461538461,0.14613231345256192,0.3713582156048009,0.29914529914529914,,,,04
1933 +seasonal_naive,12,region_code,117,0.05985886469022597,0.07734928795258057,0.04987010801653419,0.016454208728893287,0.6457412109771675,0.04845225066880956,0.024226125334404786,0.9230769230769231,0.3255217079333013,0.37862539031537845,0.38461538461538464,,,,04
1934 +dsgfn,1,region_code,198,0.019471019029480365,0.026350078860371526,0.01428601312255487,0.004296067358313324,0.9825572649666628,0.012222548787589433,0.0061112743937947155,0.8636363636363636,0.0663435020204163,0.10853252197270144,0.2727272727272727,,,,01
1935 +gru,12,region_code,507,0.09374572896011019,0.1287569518029095,0.08068931498500131,0.07844904696996832,1.2403128485846153,0.060556949671852794,0.030278474835926394,0.7159763313609467,0.19058757806172844,0.5373260245633414,0.1834319526627219,,,,15
1936 +qrefa,3,region_code,372,0.03925677745835927,0.04981572696312231,0.031553438803151465,0.025094764803537152,1.1088965476290593,0.02445981196850834,0.012229905984254169,0.7849462365591398,0.12478704666012617,0.19718695465043176,0.31989247311827956,,,,06
1937 +mlp_panel,3,region_code,279,0.02898991150253518,0.037564020761746746,0.022891847986355573,0.004177249968998847,0.6818059131873595,0.01851791265975428,0.009258956329877142,0.7383512544802867,0.0891621922311585,0.16291454145295217,0.34408602150537637,,,,02
1938 +mlp_panel,3,region_code,279,0.034809293737574416,0.048612922101629596,0.025246099486725432,0.005306307409960343,0.7188558063494468,0.02356286489407281,0.011781432447036406,0.7455197132616488,0.10258814873791168,0.23875119426266803,0.32974910394265233,,,,03
1939 +raref,1,region_code,297,0.016769656810913698,0.022834298223889517,0.0113391031116045,0.002243910377428011,0.8771799795795263,0.01133334267201205,0.005666671336006025,0.9629629629629629,0.1029221637566176,0.10921681437872784,0.6094276094276094,,,,17
1940 +lstm,12,region_code,117,0.04174997332658449,0.05280838607565098,0.03293164581926511,0.004472114494438959,0.37901028543874166,0.02674364799475978,0.013371823997379888,0.7948717948717948,0.1263733343252963,0.22982937400271639,0.48717948717948717,,,,03
1941 +lstm,3,region_code,279,0.03336447120779865,0.04362687195476652,0.025652876011150794,0.016139843518786622,0.8695913843753218,0.022461687224352295,0.011230843612176147,0.6953405017921147,0.0944195522884083,0.2053248190516381,0.33691756272401435,,,,08
1942 +ridge_panel,12,region_code,39,0.07896870016611308,0.08628927314861812,0.0753680806545636,0.07896870016611308,1.1753525771625852,0.050723140830596355,0.025361570415298178,0.5128205128205128,0.16413787754855688,0.43344608392211326,0.07692307692307693,,,,
1943 +dsgfn,12,region_code,117,0.08807124371755624,0.10024920108706215,0.08738977423892469,0.08490230569442951,1.356252137702172,0.06465914840778147,0.03232957420389074,0.37606837606837606,0.11367933260093833,0.837012970092128,0.09401709401709402,,,,08
1944 +qrefa,6,region_code,975,0.05553343466636653,0.08252693340839296,0.04144832561831455,0.025260996965234057,0.9457867009713034,0.03698891311698705,0.018494456558493525,0.7733333333333333,0.14558236880100248,0.38368219817599597,0.3364102564102564,,,,15
1945 +ar2_cell,1,region_code,198,0.01946898426197976,0.029304878260589168,0.01267398166744885,-0.001843408794558584,0.9824545854105897,0.013560152798420936,0.006780076399210468,0.9343434343434344,0.1134306573387775,0.14810677702943556,0.6212121212121212,,,,01
1946 +lightgbm_panel,3,region_code,186,0.026314018698961307,0.03273507081256435,0.02394449392899088,0.011212393453292642,0.8539802426932095,0.018282511016419933,0.009141255508209965,0.6881720430107527,0.07447995135448737,0.18121679850442404,0.3064516129032258,,,,07
1947 +bhpf,1,region_code,297,0.019598493956991852,0.026464648093053537,0.015023584766877325,0.0012176522289545427,0.8911836107622902,0.013141771337800265,0.006570885668900133,0.9427609427609428,0.10714905450665707,0.12850757008359415,0.6801346801346801,,,,02
1948 +tcn,6,region_code,600,0.05353615613756778,0.0699654679744672,0.0462541078673227,0.03360701907147628,0.9902816499717241,0.03336294877682889,0.016681474388414448,0.7133333333333334,0.14090820811859886,0.2962945228500619,0.26666666666666666,,,,14
1949 +momentum,1,region_code,66,0.018016655010044832,0.022587058824838056,0.015016580223595071,-0.008311764875049617,1.0614455644229055,0.011194134912425418,0.00559706745621271,0.9848484848484849,0.11569350634887722,0.11571283520199396,0.5454545454545454,,,,10
1950 +gru,12,region_code,39,0.05637563394761223,0.062070715789056326,0.05393941806080538,0.05637563394761223,0.8390824023963672,0.039943943479823836,0.019971971739911918,0.4358974358974359,0.07974453351627557,0.404334148049849,0.02564102564102564,,,,
1951 +mlp_panel,6,region_code,75,0.03209767359946536,0.03749321276683532,0.027167160020884262,0.019525510630654167,0.8284227205381985,0.02143879038595438,0.01071939519297719,0.4266666666666667,0.05696487574372441,0.22604302834819232,0.14666666666666667,,,,
1952 +local_linear_trend,3,region_code,186,0.05264148555338886,0.07201402908881,0.03937037204177805,-0.0007962127837847622,1.6045744231590395,0.03612553450600505,0.018062767253002526,0.9408602150537635,0.32274053297274463,0.3478713421940264,0.5967741935483871,,,,09
1953 +mean_growth,1,region_code,198,0.017651738862115532,0.023086224310217226,0.01378379339412526,0.0011827267904337435,0.9697084065441848,0.011939497917768625,0.005969748958884312,1.0,0.11669644019531865,0.11669644019531865,0.6060606060606061,,,,13
1954 +tft_lite,6,region_code,1650,0.050043077373030716,0.06458560526597482,0.04114773866605739,0.028475824033265453,0.9888210085506287,0.03263008381000508,0.016315041905002544,0.6927272727272727,0.12268498702839817,0.2990539574938585,0.2690909090909091,,,,16
1955 +ar2_cell,1,region_code,297,0.027682279736263093,0.03922385921197114,0.019086404699963443,-0.004048630332452267,0.921101554167317,0.018547763617493027,0.009273881808746515,0.8922558922558923,0.11343065733877751,0.18251281005594336,0.45454545454545453,,,,03
1956 +no_change,12,region_code,26,0.07288562515249422,0.07828152143433428,0.07618405952364726,-0.07170508745445776,1.0,0.016858277876665897,0.008429138938332949,0.9615384615384616,0.18204380187213287,0.18318250130639166,0.7307692307692307,,,,10
1957 +tcn,6,region_code,300,0.03781145924686653,0.04752417986568359,0.03165760121288508,0.004328243339257789,0.5989091928269971,0.025035569501426345,0.012517784750713173,0.7866666666666666,0.12317628796460364,0.2606654551731586,0.37,,,,12
1958 +tcn,1,region_code,297,0.022083112387813374,0.029705648355540154,0.014870695046028448,0.0015805678345420827,1.1915778530328662,0.015420425985343957,0.007710212992671978,0.7070707070707071,0.05926831433442246,0.16132516895790003,0.3501683501683502,,,,08
1959 +no_change,6,region_code,150,0.04531103303946508,0.058189863583574516,0.03084059936570306,-0.03326586541725434,1.0,0.025290196925780058,0.012645098462890029,0.9933333333333333,0.22251324463373312,0.22300218885584536,0.56,,,,09
1960 +gru,1,region_code,396,0.033309254519531845,0.04453473289682131,0.025273520889264073,0.0053566289208691375,1.4349793059599374,0.021875475881916646,0.010937737940958323,0.6843434343434344,0.08610451238072152,0.19371145513096164,0.31313131313131315,,,,06
1961 +gru,3,region_code,279,0.034045222207085,0.04495198972694383,0.02748717878939716,-0.0026723801590607024,0.7030767658351679,0.021728799260947243,0.010864399630473618,0.8243727598566308,0.11748097527813497,0.1979954945727637,0.4121863799283154,,,,03
1962 +raref,12,region_code,858,0.09385582235923375,0.10607122398956091,0.09306403696293625,0.0897894838890281,1.4127210011522011,0.06571666204816934,0.03285833102408466,0.41375291375291373,0.16548686343097757,0.7044655475073729,0.09090909090909091,,,,16
1963 +qanss,3,region_code,186,0.02713566525327922,0.03576259037636931,0.01885396937552447,0.004382559444739758,0.8806454940898785,0.01755645739307609,0.008778228696538045,0.9354838709677419,0.14180894737518082,0.15328688785719566,0.6344086021505376,,,,07
1964 +gru,6,region_code,225,0.043994405511979015,0.060792712369646576,0.03226269249257008,0.007835641423352534,0.7240940761279505,0.028041488089529033,0.014020744044764517,0.7733333333333333,0.13706101208770027,0.24600111840206584,0.39555555555555555,,,,04
1965 +local_linear_trend,1,region_code,198,0.02126395384051219,0.027704658770868727,0.01825453885736475,0.001359220670731556,1.1681475098052136,0.01440372704178076,0.007201863520890378,0.98989898989899,0.14802205548357944,0.1500867869778425,0.6363636363636364,,,,13
1966 +mlp_panel,3,region_code,93,0.020761587997895358,0.024756621074503812,0.019512750305102966,0.014786823137301078,0.8521072312259498,0.013913458776015401,0.006956729388007702,0.6451612903225806,0.04800826878166727,0.1267655040969478,0.12903225806451613,,,,
1967 +momentum,1,region_code,495,0.025546957060311497,0.03435895162964273,0.018739378953782575,-0.00789697283847932,1.0097087078306772,0.01624523667354188,0.008122618336770943,0.9131313131313131,0.1156935063488772,0.15541438486898462,0.45252525252525255,,,,05
1968 +tcn,3,region_code,279,0.037729767898187126,0.047262886377494075,0.030868886024670583,0.005289484285623136,0.8862864108986882,0.024993133618483827,0.012496566809241912,0.6774193548387096,0.09027495054286315,0.2367688696024775,0.21505376344086022,,,,04
1969 +gru,1,region_code,297,0.027446331984310977,0.0392891942056765,0.017197401409134117,-0.006365488396664015,1.2480408593453516,0.018677278149578334,0.009338639074789167,0.6767676767676768,0.06724023863125235,0.18228010579087225,0.3333333333333333,,,,02
1970 +raref,6,region_code,150,0.0459293381529243,0.05753311085002424,0.038032428669845283,0.024664502239127948,1.0136457960011789,0.02967390363014611,0.014836951815073055,0.82,0.15485195844717747,0.25567465655298177,0.35333333333333333,,,,09
1971 +dsgfn,1,region_code,297,0.01992261840559688,0.02566482202867407,0.015536919784354813,0.00737619399483042,1.0750002286649964,0.012222179608303465,0.006111089804151733,0.8417508417508418,0.06504727717104652,0.09938449956273071,0.31986531986531985,,,,08
1972 +local_linear_trend,1,region_code,1287,0.0355821025861674,0.04816992723071671,0.025691047708983727,0.0010622190665118625,1.2612533130653563,0.02321851768961401,0.011609258844807006,0.8888888888888888,0.14802205548357944,0.2189168869659596,0.43512043512043513,,,,15
1973 +no_change,1,region_code,297,0.018532664342163024,0.025126046779012114,0.012282528175882379,-0.007138034042004045,1.0,0.012265210534832423,0.006132605267416213,0.9730639730639731,0.11683796853061237,0.1195965971679981,0.6161616161616161,,,,08
1974 +ar2_cell,1,region_code,792,0.025163165328104573,0.03548557186533573,0.01956402945954486,0.0006784124194296582,0.9832917213877235,0.016447364834073896,0.008223682417036948,0.922979797979798,0.1134306573387775,0.15791157613151702,0.45707070707070707,,,,14
1975 +bhpf,3,region_code,186,0.03336331703421152,0.041541249709398605,0.030426554142729323,0.025825986045352953,1.0827541738826496,0.02075948737548702,0.010379743687743508,0.9247311827956989,0.1462692134009536,0.16846889635110793,0.5,,,,07
1976 +lstm,3,region_code,465,0.04075378523900897,0.053704474729274365,0.03249235593873323,0.015884793762296665,0.9775786733650047,0.026124794337739017,0.013062397168869509,0.7569892473118279,0.11123721641982043,0.235163393502934,0.3161290322580645,,,,05
1977 +bhpf,12,region_code,117,0.05648976995931193,0.07100585315525565,0.050606392625969054,0.037932111692174704,0.512819581204729,0.03654016149062682,0.01827008074531341,0.7521367521367521,0.1421179446859972,0.3412627949344404,0.28205128205128205,,,,03
1978 +momentum,1,region_code,396,0.023467806954690293,0.03178430585781954,0.01694586364875865,-0.005649660134707245,1.011004834001808,0.01550080965607235,0.007750404828036175,0.9292929292929293,0.1156935063488772,0.13750032403230786,0.5025252525252525,,,,06
1979 +raref,6,region_code,225,0.035963825139559015,0.04478523958025853,0.0301439841514628,0.02278186939696416,0.7022051713220531,0.02259381516030202,0.011296907580151009,0.9022222222222223,0.15485195844717742,0.17933458292545779,0.4266666666666667,,,,08
1980 +local_linear_trend,3,region_code,279,0.055974286049238015,0.07884195616519826,0.033840929960619937,-0.0042699765185155916,1.3164441433867011,0.038910669858686624,0.019455334929343312,0.942652329749104,0.32274053297274463,0.37931497372989786,0.6057347670250897,,,,02
1981 +gru,6,region_code,75,0.04501194521763424,0.05820154409865619,0.03611672120713716,0.02049841109872575,1.005902591361902,0.02749173305605872,0.01374586652802936,0.9066666666666666,0.14683372868069758,0.2469880987208821,0.37333333333333335,,,,11
1982 +raref,3,region_code,186,0.028156374462349754,0.03716939613519393,0.022904334416754914,0.00811164465539651,0.7001316968735714,0.018323963719440887,0.009161981859720444,0.9408602150537635,0.13997839302445464,0.1610623795391188,0.5053763440860215,,,,01
1983 +tcn,12,region_code,312,0.08599229225852269,0.10628979411912026,0.0757701771416919,0.07426762082704098,1.0962434908695744,0.05505389916370062,0.027526949581850306,0.6762820512820513,0.18533215567780503,0.4833897312041934,0.21474358974358973,,,,14
1984 +gru,3,region_code,186,0.0375303114538559,0.04423240437882508,0.03604042717399446,0.02399947775825204,1.2179874480738557,0.024087933277114282,0.012043966638557143,0.6720430107526881,0.08965360078516785,0.21888973650202836,0.23655913978494625,,,,07
1985 +local_linear_trend,12,region_code,78,0.12000369684550147,0.16153311307358764,0.1062548240252779,0.02064284650383116,2.0757101347921587,0.08972778774060114,0.04486389387030057,0.9743589743589743,0.9418632351399109,1.023936317483115,0.6410256410256411,,,,13
1986 +mean_growth,3,region_code,93,0.03129721654886749,0.045617749281541636,0.01982496723707152,0.0005834537765155267,0.9413091385022008,0.02167207512586857,0.010836037562934287,0.9247311827956989,0.18096321071345214,0.22319935402649518,0.6881720430107527,,,,11
1987 +ar2_cell,6,region_code,150,0.037626704520343945,0.047146916862436626,0.031111301967774785,0.017366554775440083,1.038141624303875,0.023866558047641803,0.011933279023820902,0.9533333333333334,0.2018760773062723,0.2170213006280458,0.5733333333333334,,,,07
1988 +lstm,3,region_code,186,0.03188320004327741,0.0413481036550231,0.02512040530343007,0.007210805639202382,0.7928023182781768,0.02072252637736877,0.010361263188684385,0.7150537634408602,0.09125036136757317,0.18761432720953092,0.3172043010752688,,,,01
1989 +tcn,3,region_code,186,0.03199903041138986,0.04033465371146891,0.027045258103473413,0.01439237305980716,0.9432759090798661,0.021154446763061427,0.010577223381530712,0.6236559139784946,0.07165620805725696,0.2065023989038335,0.25806451612903225,,,,13
1990 +lstm,1,region_code,297,0.029456954636286524,0.04332581113353544,0.0181308021611592,-0.004983134811470359,1.3394679842458737,0.02090694966982453,0.010453474834912263,0.6531986531986532,0.06616144177852444,0.23102461584842304,0.28619528619528617,,,,02
1991 +qrefa,12,region_code,117,0.06130245100419399,0.07144247620552965,0.05988741889956874,0.05479846485140985,0.9440264121562213,0.03947716434824032,0.019738582174120157,0.5384615384615384,0.131039530833171,0.36705294030757873,0.23076923076923078,,,,08
1992 +ridge_panel,1,region_code,198,0.02033165637552223,0.026468330455747504,0.017141942801067574,0.009930499067074484,1.0567461923186436,0.013127459233295885,0.006563729616647943,0.9595959595959596,0.10426446541134479,0.1185106181773974,0.4595959595959596,,,,07
1993 +qrefa,3,region_code,279,0.032538856473915044,0.04220113499697305,0.02445090547875442,0.0053853410627397276,0.7643499529823342,0.020322822674088338,0.010161411337044169,0.8458781362007168,0.11282328000539589,0.17330596895477174,0.4157706093189964,,,,04
1994 +local_linear_trend,3,region_code,62,0.05724343935039597,0.07040013391408753,0.05041447624197695,-0.0031131855056233918,1.605313496205408,0.03637217961665494,0.01818608980832747,0.9838709677419355,0.3227405329727445,0.3332541398653003,0.46774193548387094,,,,10
1995 +seasonal_naive,1,region_code,297,0.022815328250547978,0.030898159560596574,0.01795383363339853,0.00044461989109487263,1.0120393327907378,0.015142040652740867,0.007571020326370435,0.9595959595959596,0.13561216476423332,0.1474434289785366,0.5286195286195287,,,,04
1996 +ridge_panel,1,region_code,396,0.020440792243273102,0.02756409872222518,0.016157515898530234,-0.0026919424298367596,0.9087652452015437,0.013339104022602749,0.006669552011301376,0.9267676767676768,0.10426446541134479,0.1253893998538677,0.494949494949495,,,,12
1997 +dsgfn,1,region_code,297,0.027237247545291974,0.03726441801375476,0.019733066573183355,0.0022743618483395092,0.9062935308880421,0.018351034393133306,0.009175517196566653,0.7643097643097643,0.08323770272927689,0.19071862538819842,0.3872053872053872,,,,03
1998 +mean_growth,12,region_code,117,0.03484550091960313,0.04644737065035288,0.025439165539497044,-0.0039113655603686065,0.3093754755929389,0.022995677443914952,0.011497838721957478,0.8376068376068376,0.14613231345256192,0.19735973523275727,0.49572649572649574,,,,02
1999 +ar2_cell,6,region_code,225,0.03848455577751922,0.04769071195527735,0.03411149264131741,0.004437248874060291,0.7514232420533161,0.024089922477351453,0.012044961238675727,0.9555555555555556,0.20187607730627236,0.2104620729542121,0.5066666666666667,,,,08
2000 +mean_growth,3,region_code,1209,0.048269733580732575,0.06926502438273838,0.036026013589509936,0.0013793553382568599,0.9922588851184506,0.03210415472188252,0.016052077360941257,0.8734491315136477,0.18096321071345214,0.31880544663325966,0.41025641025641024,,,,15
2001 +lstm,12,region_code,156,0.04815157822178033,0.06388271121050183,0.03465408902975603,0.03496921086575912,0.5266972233503681,0.03198240926663741,0.01599120463331871,0.8076923076923077,0.13620394334075406,0.2547838553150772,0.41025641025641024,,,,12
2002 +lstm,12,region_code,117,0.05958918456583384,0.08304543562641856,0.04372285253773178,0.0496178916537116,0.6428319748765055,0.03712528040614344,0.018562640203071724,0.8034188034188035,0.1402197574110081,0.2762479530515618,0.38461538461538464,,,,04
2003 +seasonal_naive,12,region_code,78,0.05280708220996718,0.0636678183367116,0.04861092000083456,0.03673729174522211,1.1006074016956748,0.04963794750426591,0.024818973752132954,0.9615384615384616,0.3255217079333011,0.3524910775523774,0.2564102564102564,,,,07
2004 +raref,1,region_code,396,0.025543058499784582,0.032150495143630255,0.019121182267573575,0.00938963042382282,1.100407706111284,0.016125239033668408,0.008062619516834202,0.8838383838383839,0.1029221637566176,0.1309877955789878,0.3838383838383838,,,,06
2005 +bhpf,12,region_code,78,0.07646178455555443,0.08732854030932691,0.08402132988638317,0.06780600139392765,0.9148865106993003,0.05177978791453961,0.025889893957269806,0.44871794871794873,0.1418885522344576,0.5318465205179143,0.15384615384615385,,,,01
2006 +ar2_cell,12,region_code,117,0.04026615254499227,0.053857770265655164,0.03207042539875783,-0.009909735586371626,0.43438034183164703,0.026742284811744253,0.013371142405872127,0.8974358974358975,0.17926710158091047,0.24225348957266593,0.5213675213675214,,,,04
2007 +tft_lite,3,region_code,186,0.03643494974753979,0.05733593149075653,0.021149947784734197,-0.00867565555152722,0.9059853649254064,0.024866747753493512,0.012433373876746754,0.7473118279569892,0.10196440271622162,0.25506363260746967,0.3978494623655914,,,,01
2008 +momentum,3,region_code,1209,0.04701285325476725,0.06595755023794353,0.03381878084758059,-0.02246532699001729,0.9664217698403277,0.029131512956429715,0.01456575647821486,0.8933002481389578,0.1761670109904861,0.2877357004680655,0.45244003308519437,,,,15
2009 +momentum,3,region_code,279,0.03950962052978467,0.0510398984682496,0.03148893773989347,-0.027199317147489528,1.0297548370737668,0.02162752548154648,0.01081376274077324,0.942652329749104,0.17616701099048607,0.2029788027749654,0.5663082437275986,,,,08
2010 +ar2_cell,1,region_code,99,0.016575092034013028,0.021887469226876906,0.0119963877115851,0.0007934025855712653,1.046102191658246,0.011204010018516843,0.0056020050092584215,0.9696969696969697,0.11343065733877748,0.11706798938063073,0.6262626262626263,,,,11
2011 +dsgfn,3,region_code,93,0.02746619440644014,0.03516221367465655,0.019896640937714538,0.018721670325856702,0.8260855962795096,0.01783823294566551,0.008919116472832759,0.7849462365591398,0.09207599169339344,0.16881255497622843,0.3655913978494624,,,,11
2012 +bhpf,6,region_code,300,0.05539413138024057,0.07717041148629743,0.040506630994587525,0.03885952679738929,1.2001628637696864,0.03752044519745155,0.01876022259872577,0.7766666666666666,0.14950081433365242,0.4124362668226766,0.37,,,,06
2013 +seasonal_naive,12,region_code,507,0.09170355505785996,0.13874486282715864,0.06493628995913625,0.028725176123731218,1.2132936493303972,0.07378969880763726,0.03689484940381864,0.8126232741617357,0.3255217079333012,0.7529072496802319,0.3096646942800789,,,,15
2014 +gru,3,region_code,279,0.0256676719668977,0.03431839790581135,0.0197224900742366,0.001278052739409929,0.7413773688954473,0.01572887518149849,0.007864437590749245,0.9032258064516129,0.09964215529141246,0.13410716641585832,0.34408602150537637,,,,17
2015 +mean_growth,12,region_code,858,0.045639777378940316,0.060303451234986434,0.034818621426855004,0.004937579918264001,0.6869714671973872,0.030548602224155574,0.015274301112077785,0.803030303030303,0.1461323134525619,0.3031451074004441,0.36363636363636365,,,,16
2016 +seasonal_naive,1,region_code,1287,0.03756281745589717,0.050784910548347,0.02872493224074235,0.0008841932939573536,1.331462294831815,0.02484960929368659,0.012424804646843297,0.8422688422688422,0.13561216476423335,0.23564036964641719,0.3900543900543901,,,,15
2017 +tcn,12,region_code,39,0.06706723487096704,0.07705621985420534,0.054554922595295596,0.06706723487096704,0.9982138136115086,0.04704660016001538,0.023523300080007685,0.48717948717948717,0.09499285073998646,0.4805303545532578,0.0,,,,
2018 +no_change,12,region_code,39,0.05560026362444352,0.05955035419245486,0.056073442597203815,-0.05560026362444352,1.0,0.0170476537799995,0.008523826889999747,1.0,0.18204380187213287,0.18204380187213287,0.6410256410256411,,,,11
2019 +tcn,12,region_code,26,0.09413241503475686,0.10478869566987624,0.09634538513076883,0.09408927822667698,1.291508645742,0.0542395333476602,0.027119766673830103,0.8076923076923077,0.19324329707664079,0.332323104126463,0.07692307692307693,,,,10
2020 +seasonal_naive,3,region_code,93,0.023159415415390742,0.031855140836948626,0.016577262875043047,0.0011101342045117333,0.696552977445686,0.01799723925369146,0.008998619626845731,0.989247311827957,0.2033378990829082,0.20753436519567317,0.7849462365591398,,,,11
2021 +momentum,1,region_code,297,0.019298019798834068,0.025891611399300407,0.012653100569352276,-0.009059270661855355,1.0412976484406407,0.012300232430841093,0.006150116215420547,0.9730639730639731,0.1156935063488772,0.11933728441832242,0.5993265993265994,,,,08
2022 +rw_drift,12,region_code,156,0.07376645196808021,0.11720586690898382,0.04822110652603177,0.04557897151617505,1.0890373631741652,0.06613376904998618,0.033066884524993095,0.8461538461538461,0.3255217079333012,0.7367807536220334,0.3525641025641026,,,,06
2023 +lstm,3,region_code,279,0.0349825541389672,0.04718352406030716,0.026925631480809564,0.0029821554434993716,0.7224338521004066,0.02312781491178673,0.011563907455893366,0.7383512544802867,0.10832609429696756,0.2227589543980687,0.3763440860215054,,,,03
2024 +lstm,3,region_code,186,0.039919870792447416,0.0478675984150914,0.03756741221976109,0.030354070963197283,1.2955368519579822,0.02754909844851853,0.013774549224259264,0.5752688172043011,0.08176855139230298,0.29058839249070795,0.22580645161290322,,,,07
2025 +lightgbm_panel,12,region_code,78,0.050141630831408615,0.060449127499214,0.04712887381179475,0.04149292763237565,0.79338636499077,0.03267775352493717,0.016338876762468577,0.7948717948717948,0.14323323174198171,0.23172487862621197,0.28205128205128205,,,,09
2026 +qanss,12,region_code,156,0.09136415419746902,0.12230841606922034,0.07546164712886323,0.04324568548166758,1.3488377835889969,0.0564720944125669,0.028236047206283456,0.9230769230769231,0.3513595906184875,0.4653870425985983,0.46153846153846156,,,,06
2027 +mlp_panel,6,region_code,600,0.055415042156525054,0.07203064245976329,0.048503048700853896,0.029097006118031114,1.0250362248459586,0.036708751336696044,0.018354375668348025,0.5783333333333334,0.12443658254429465,0.37337816937483637,0.24666666666666667,,,,14
2028 +raref,12,region_code,117,0.07936060426483316,0.08991408615760718,0.07851953360917452,0.07817247059888793,1.222112742369055,0.053682239521153606,0.026841119760576803,0.5128205128205128,0.16548686343097752,0.5139294223324504,0.13675213675213677,,,,08
2029 +lstm,12,region_code,117,0.059900761140091505,0.07363965496146384,0.05830503161933609,0.05556678239612604,0.8365048034498089,0.04074017681298321,0.02037008840649161,0.6239316239316239,0.1329920818519522,0.3254976369393191,0.3076923076923077,,,,17
2030 +seasonal_naive,12,region_code,39,0.030555954405748695,0.035475896113351335,0.031397724559479145,0.02543330981397186,0.45478803225724795,0.03905120977833749,0.01952560488916874,1.0,0.3255217079333014,0.3255217079333014,0.15384615384615385,,,,
2031 +rw_drift,3,region_code,372,0.03930857885540799,0.05424692823076322,0.02887766847798825,-0.00393815008242999,0.9372462382415421,0.026191080703008823,0.013095540351504412,0.9327956989247311,0.20376001218548198,0.24363115791586185,0.5080645161290323,,,,12
2032 +ridge_panel,3,region_code,93,0.027099658947903574,0.03350936518561227,0.025103537791298557,0.01765660376194754,0.8150615112409296,0.017074015387193813,0.008537007693596905,0.956989247311828,0.14063384438895768,0.1512253684780408,0.46236559139784944,,,,11
2033 +ridge_panel,12,region_code,858,0.09752980230268973,0.10895856320677824,0.09671508241362371,0.09390302137414298,1.4680218710765658,0.06755653827553298,0.03377826913776648,0.3916083916083916,0.1641378775485569,0.7183279479351248,0.08508158508158509,,,,16
2034 +gru,3,region_code,186,0.029713308538991144,0.03872894014099533,0.023953302433136536,0.002160023346204655,0.738846159151264,0.01814776799646165,0.009073883998230826,0.8548387096774194,0.10181688490849156,0.1445961003017755,0.3655913978494624,,,,01
2035 +rw_drift,6,region_code,225,0.03711151473678035,0.04546029701868569,0.03453739540426384,0.007402449753804239,0.7595917994940291,0.026518100254875727,0.013259050127437864,0.9777777777777777,0.26186722709191274,0.26766599988251677,0.5511111111111111,,,,17
2036 +bhpf,6,region_code,375,0.05783608216264159,0.07884969785646348,0.045774119536178104,0.039105676837012444,1.0383946525473087,0.03886570141629804,0.01943285070814902,0.7706666666666667,0.14940395088784045,0.41626292272427495,0.31466666666666665,,,,05
2037 +lightgbm_panel,3,region_code,1209,0.03724080183420011,0.054454170812672696,0.026882740400902445,0.0031101465407218014,0.765542168305453,0.025898792637920956,0.012949396318960476,0.7402812241521919,0.1073761274034023,0.26887355192066853,0.3523573200992556,,,,15
2038 +ar2_cell,6,region_code,50,0.03801862850263129,0.04633938071812872,0.03494285076985265,0.005545334057631092,0.8182275073767306,0.023276928194803505,0.011638464097401753,0.96,0.20187607730627233,0.20413827156519646,0.5,,,,10
2039 +tcn,3,region_code,372,0.04081371224130736,0.05217967769600464,0.0332943875267879,0.02409338240061238,1.1528756951157848,0.026676906816219276,0.01333845340810964,0.6317204301075269,0.09975477732747408,0.252748499466246,0.21236559139784947,,,,06
2040 +local_linear_trend,6,region_code,225,0.09269063125882629,0.12430845586355829,0.06379999386572571,-0.00046555409962009697,1.4808838674648874,0.0625104625382898,0.0312552312691449,0.9688888888888889,0.584746010060587,0.6211238601178143,0.6088888888888889,,,,02
2041 +gru,6,region_code,225,0.034875802307742655,0.04231478945121889,0.03123744524534197,0.019956602723249055,0.6809611780579017,0.02054864740884354,0.01027432370442177,0.9155555555555556,0.13520197102767675,0.15507596029512996,0.39111111111111113,,,,08
2042 +local_linear_trend,1,region_code,297,0.02268000379830051,0.03186255911973326,0.015252409930424371,-0.0005380614742278939,1.1863358620260795,0.01579320117754757,0.007896600588773785,0.9629629629629629,0.1480220554835794,0.15759860005241577,0.6430976430976431,,,,17
2043 +dsgfn,1,region_code,297,0.019450629221948183,0.02597509841908172,0.014451600058735248,0.003460831756733481,1.0174151287707738,0.012350934344716655,0.006175467172358328,0.8316498316498316,0.0653503311857556,0.1088278262396063,0.32996632996632996,,,,17
2044 +dsgfn,12,region_code,195,0.09320678588752555,0.12011014554715507,0.07600926741478337,0.09274522852485867,1.156543324836805,0.06681928312820438,0.03340964156410219,0.40512820512820513,0.12911894291337842,0.8183925151815463,0.1076923076923077,,,,05
2045 +bhpf,1,region_code,396,0.02686055385485844,0.03369115865665223,0.02290520826259526,0.009556617086060846,1.1571660634356946,0.016736961907410444,0.00836848095370522,0.8686868686868687,0.10715462095800848,0.1370608129921112,0.4772727272727273,,,,06
2046 +raref,3,region_code,744,0.03789960199626056,0.05755787197992955,0.02813818239724857,0.01862955870178448,0.8950572964120765,0.02549118510197296,0.012745592550986479,0.8803763440860215,0.13997839302445464,0.2644497123279836,0.40860215053763443,,,,14
2047 +bhpf,12,region_code,39,0.06940734190151951,0.07608107682307985,0.07224500640639991,0.06891516110833483,1.0330434464079263,0.0432570366185876,0.021628518309293795,0.48717948717948717,0.14369326689017214,0.3397259173939482,0.1282051282051282,,,,
2048 +tcn,6,region_code,975,0.059661712476372,0.08706140802552192,0.044913624592864354,0.03372179834978905,1.0160951606240398,0.03946928586050176,0.01973464293025088,0.7435897435897436,0.14777767944702833,0.3999284084391932,0.29128205128205126,,,,15
2049 +rw_drift,1,region_code,297,0.030156613148150924,0.0426315794131747,0.020429171176538766,-0.00040086719404926305,1.0034326473045785,0.020210918853097202,0.010105459426548603,0.8653198653198653,0.12331649708173882,0.19622975323021274,0.44107744107744107,,,,03
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2051 +qrefa,6,region_code,1650,0.04237841302236856,0.05478695063595557,0.03519237581860282,0.021926050529763968,0.8373718665058936,0.026259083646560582,0.01312954182328029,0.8490909090909091,0.13854808105798938,0.2193348314322191,0.3787878787878788,,,,16
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2053 +local_linear_trend,12,region_code,26,0.1306297429135916,0.1722923417830177,0.1134120661898159,0.01366855515181503,1.7922566025918394,0.09237528618967966,0.046187643094839824,1.0,0.9418632351399107,0.9418632351399107,0.6538461538461539,,,,10
2054 +local_linear_trend,3,region_code,186,0.058921877979874825,0.0893685788438342,0.033113723977586426,-0.004769331509857214,1.4651415603308666,0.041806180575202176,0.020903090287601084,0.9354838709677419,0.32274053297274463,0.423828448756235,0.6182795698924731,,,,01
2055 +tcn,3,region_code,744,0.03972382632135894,0.05748560662605362,0.03128532992309491,0.01689191190024742,0.9381391549664964,0.026663582389365902,0.013331791194682951,0.717741935483871,0.10912486134337927,0.2668120008655641,0.3131720430107527,,,,14
2056 +rw_drift,3,region_code,93,0.031060333888452495,0.04694854265778861,0.018968262593444515,-0.002308686292328585,0.9341845492387055,0.022814068778387663,0.01140703438919383,0.9247311827956989,0.20376001218548204,0.24024596293822711,0.6559139784946236,,,,11
2057 +raref,6,region_code,150,0.05123490966187845,0.05892448989331905,0.0451844047595703,0.03919319638889701,1.4135995436083593,0.03146676101268773,0.015733380506343864,0.8466666666666667,0.15485195844717747,0.2288997007259178,0.19333333333333333,,,,07
2058 +qrefa,1,region_code,297,0.019893079173811917,0.026210488733446363,0.015652555031670012,-0.0012380360107641707,0.8824145922044487,0.01283195810370223,0.006415979051851114,0.8451178451178452,0.08107686369022458,0.1137898610342066,0.45791245791245794,,,,04
2059 +dsgfn,3,region_code,186,0.030091733890397244,0.04001811020436361,0.022621989508821938,0.016039610439757136,0.9172314580687421,0.019392135434477605,0.009696067717238802,0.8172043010752689,0.0983389383658583,0.1820400222873657,0.3387096774193548,,,,09
2060 +no_change,6,region_code,150,0.05719396324013033,0.07608015290889272,0.04202324132555886,-0.04646785005534417,1.0,0.02920037631523381,0.014600188157616902,0.9066666666666666,0.22251324463373312,0.28509508807815415,0.6066666666666667,,,,01
2061 +local_linear_trend,3,region_code,372,0.062453443633379756,0.085015355098641,0.04787836252081168,-0.004150205424617654,1.489096192612986,0.04171837766254512,0.02085918883127256,0.9247311827956989,0.32274053297274463,0.39829007235965735,0.5,,,,12
2062 +no_change,6,region_code,225,0.06259142482084203,0.07781714247666228,0.04852271076071707,-0.05821833163893535,1.0,0.02604969026946068,0.013024845134730336,0.9066666666666666,0.22251324463373312,0.25525406687503965,0.6622222222222223,,,,02
2063 +qanss,6,region_code,300,0.04154321505415698,0.05738054775213136,0.031749374104020206,0.007585478925404967,0.9000705076022163,0.027777727191623035,0.013888863595811518,0.96,0.2390605558619671,0.25750182843633773,0.62,,,,06
2064 +mean_growth,12,region_code,195,0.053959862416665026,0.09932579710472399,0.028240725591030483,0.029450819023813496,0.6695533816863289,0.040536189264904585,0.02026809463245229,0.8205128205128205,0.14613231345256192,0.545536869457706,0.4205128205128205,,,,05
2065 +lightgbm_panel,3,region_code,279,0.026317975551697487,0.03398880605022637,0.021160514279954516,-0.008354343778487426,0.7601605433611295,0.016471110144625534,0.008235555072312769,0.7670250896057348,0.07694806450446467,0.1464169403974577,0.25089605734767023,,,,17
2066 +tcn,12,region_code,78,0.05834862654917199,0.07114720440461887,0.05849975019285894,0.05333110854363964,0.6981575391937495,0.03537981575139231,0.017689907875696152,0.8333333333333334,0.1694724882597653,0.23356331298941102,0.34615384615384615,,,,01
2067 +mlp_panel,3,region_code,186,0.03815219978150211,0.046835908856094906,0.03383711850496958,0.03399300881978754,1.2381698592459032,0.02614296662736593,0.013071483313682963,0.6344086021505376,0.08196464762968193,0.26835825147146597,0.1774193548387097,,,,07
2068 +momentum,6,region_code,225,0.07881820431504202,0.08753488936078165,0.07396163361502248,-0.0727795976638891,1.1249222122652136,0.027324415052123917,0.013662207526061959,0.9466666666666667,0.1939529184684285,0.2325802450426053,0.47555555555555556,,,,03
2069 +qanss,6,region_code,225,0.04168006185113187,0.05445444539315,0.03411086226005097,-0.03434824598156806,0.6659069029093746,0.026455554691554427,0.013227777345777214,0.9333333333333333,0.19670251647812373,0.23799623681075097,0.5911111111111111,,,,02
2070 +momentum,6,region_code,225,0.057680157059208516,0.06797461329735491,0.058616081559789805,-0.05570156266262968,1.1805870659404807,0.02134457610075739,0.010672288050378693,0.9955555555555555,0.1939529184684285,0.19436193840507163,0.5866666666666667,,,,17
2071 +seasonal_naive,12,region_code,117,0.06222591409663145,0.07855730222976204,0.05437545027075147,0.05002305546181904,0.8689752024878507,0.05768816846836404,0.02884408423418202,0.8888888888888888,0.3255217079333013,0.4173089780361202,0.26495726495726496,,,,17
2072 +dsgfn,3,region_code,744,0.04063327112432819,0.05807241745379004,0.031365046633187815,0.024114896976886763,0.9596170904514649,0.02767843018509571,0.013839215092547855,0.7083333333333334,0.11139472558012932,0.28722047584441784,0.3346774193548387,,,,14
2073 +lightgbm_panel,3,region_code,279,0.030972369676815315,0.040603156424345296,0.02282499155728273,-0.01120611296009823,0.7275525900918932,0.02014506854097362,0.010072534270486811,0.7455197132616488,0.09076855727075986,0.21218840387420496,0.3010752688172043,,,,04
2074 +dsgfn,3,region_code,186,0.03815701374931348,0.047450865436289014,0.03001769963698364,0.031343122550715176,1.2383260890277128,0.025848210344488032,0.012924105172244016,0.5967741935483871,0.08319721987326405,0.26891552083354603,0.1935483870967742,,,,07
2075 +bhpf,3,region_code,186,0.028965662060440878,0.03415179046982837,0.024753294196124674,0.013484876845799448,0.8538574719575641,0.01760434050128598,0.008802170250642992,0.978494623655914,0.1462598384962872,0.14877037244426006,0.5806451612903226,,,,13
2076 +lightgbm_panel,3,region_code,186,0.026223380642613495,0.03754235232297016,0.017281309330202756,-0.007925979014065927,0.6520661959381526,0.017847419331102416,0.00892370966555121,0.7580645161290323,0.08193978618617967,0.1731055845319532,0.3172043010752688,,,,01
2077 +dsgfn,3,region_code,372,0.04130500401145922,0.0530783662623572,0.033163443238925505,0.028522284929047622,1.1667533433353272,0.026993334964208342,0.013496667482104175,0.6639784946236559,0.10593886822217398,0.2587979643969057,0.2849462365591398,,,,06
2078 +ridge_panel,6,region_code,225,0.04118049588255545,0.05365723925748469,0.03449375800789854,0.012398171682687214,0.6777805671780407,0.026683464778649402,0.013341732389324701,0.8622222222222222,0.15314832845769513,0.23595255668562776,0.4266666666666667,,,,04
2079 +qanss,12,region_code,117,0.06188981101016534,0.07904552988094946,0.04450825785468454,0.005411355562338166,0.9530714560329049,0.039199304147466175,0.019599652073733088,0.9743589743589743,0.3211076689326295,0.3328603567390199,0.5982905982905983,,,,08
2080 +momentum,1,region_code,2178,0.027621431225337882,0.039427410380507316,0.01841693169310127,-0.007031082206649726,0.9938599278911686,0.01845198928675795,0.009225994643378973,0.8663911845730028,0.11569350634887719,0.18348507496584268,0.48943985307621674,,,,16
2081 +lightgbm_panel,1,region_code,198,0.016595561031127613,0.021884735532735983,0.013597983643297996,-0.000051538599859960485,0.911686671149452,0.0111336525607758,0.0055668262803879025,0.7777777777777778,0.052857248627788,0.10765398883467739,0.36363636363636365,,,,13
2082 +bhpf,1,region_code,297,0.017591863119252815,0.023173991735984494,0.014196182941963932,0.0035782346281323604,0.9492355116598198,0.011901214754479387,0.0059506073772396945,0.9730639730639731,0.10714965866379879,0.11445537869206178,0.67003367003367,,,,08
2083 +bhpf,3,region_code,186,0.035077241566877304,0.043898180558501726,0.02980587277188895,0.019519951580385636,1.0691955985189534,0.021663117494701175,0.010831558747350587,0.8978494623655914,0.14629851980858602,0.18335605446945788,0.5053763440860215,,,,09
2084 +raref,6,region_code,1650,0.04684022340572332,0.059927801408963755,0.03898400206634822,0.026713495973396815,0.9255345470369715,0.03030097178599947,0.015150485892999738,0.8303030303030303,0.15485195844717745,0.27173804352062897,0.32727272727272727,,,,16
2085 +lightgbm_panel,3,region_code,372,0.03206390280407708,0.04175918430296445,0.025306848393079995,-0.015722440478145923,0.7645092537434539,0.02023432563287468,0.01011716281643734,0.7553763440860215,0.09330721333490559,0.1917752270411085,0.3575268817204301,,,,12
2086 +raref,3,region_code,93,0.027573939658607834,0.03378950065353738,0.0236727691128312,0.01957667324794502,0.8293261908652074,0.0172691283678815,0.008634564183940752,0.956989247311828,0.13997839302445464,0.14909689770977352,0.4838709677419355,,,,11
2087 +no_change,1,region_code,396,0.02321235879931344,0.031761406658254686,0.015888326473027403,-0.004045770330744373,1.0,0.015541104537796007,0.007770552268898004,0.9166666666666666,0.11683796853061239,0.14047997270851734,0.5378787878787878,,,,06
2088 +qrefa,12,region_code,117,0.07978915328574995,0.09080651597615362,0.07681576030334064,0.07700399841330353,1.1142431033660314,0.055444993869190745,0.027722496934595376,0.41025641025641024,0.12620082884807493,0.6410099302943871,0.11965811965811966,,,,17
2089 +bhpf,12,region_code,156,0.1028430571346858,0.15708066447355723,0.06686328427199441,0.0973202284625871,1.518304442935553,0.07778975211486652,0.03889487605743326,0.5064102564102564,0.14200924295651038,1.057145826417637,0.12179487179487179,,,,06
2090 +lightgbm_panel,12,region_code,117,0.05371477772553942,0.062203540165537176,0.05218728813098272,0.04286236647803428,0.8271801219259683,0.0331991550089659,0.016599577504482953,0.6837606837606838,0.11752397690533405,0.2843228340416777,0.18803418803418803,,,,08
2091 +local_linear_trend,6,region_code,75,0.07915344309632817,0.11328027600412706,0.04706952605030365,0.010703243487343018,1.7688783086544,0.059131348222002146,0.029565674111001073,0.9733333333333334,0.5847460100605871,0.6067993271167333,0.7066666666666667,,,,11
2092 +qrefa,3,region_code,93,0.02291988085173969,0.02978310898538932,0.016175629130688592,0.0154360345184485,0.6893486283496629,0.01460712160169643,0.0073035608008482165,0.9139784946236559,0.1116271745882355,0.13899233474163625,0.5591397849462365,,,,11
2093 +raref,12,region_code,117,0.0678754382403226,0.08516262980908072,0.061477185896611025,0.06085203480665411,0.7322218340046235,0.04551357058963104,0.022756785294815524,0.6581196581196581,0.16548686343097752,0.4290577891543602,0.2222222222222222,,,,04
2094 +no_change,6,region_code,150,0.03624428848575887,0.04823725369557108,0.025938028019231063,-0.023182340030736152,1.0,0.024010346354286102,0.01200517317714305,0.9733333333333334,0.22251324463373312,0.22894505578946203,0.62,,,,07
2095 +dsgfn,6,region_code,1650,0.04591411627303068,0.05912503163041752,0.038699597631671176,0.0297691722602178,0.9072352289884656,0.029734981909965173,0.014867490954982581,0.7369696969696969,0.13398513391100123,0.2773915412329847,0.356969696969697,,,,16
2096 +bhpf,6,region_code,1650,0.04457868395885374,0.05780392479690032,0.03689949168122258,0.016371645360161828,0.8808478923762055,0.028405721384850206,0.014202860692425101,0.8375757575757575,0.14938786674045088,0.2631135650870167,0.4254545454545455,,,,16
2097 +qrefa,6,region_code,300,0.03896299905451881,0.049227727674976705,0.03286536301896002,0.010018716159116361,0.6171488426698244,0.024515184028906577,0.01225759201445329,0.85,0.1320811003198456,0.20914697158840512,0.4266666666666667,,,,12
2098 +mean_growth,6,region_code,975,0.058005195128761115,0.09557899188725703,0.03951461556903214,0.004025867723071702,0.9878831098709914,0.039749549795332725,0.019874774897666366,0.8964102564102564,0.2169899016194192,0.4408747372077514,0.4328205128205128,,,,15
2099 +ridge_panel,3,region_code,279,0.03128600410243733,0.04460376807996943,0.022468547723516287,-0.002190144482219007,0.646095432905409,0.020904773482706817,0.010452386741353408,0.9032258064516129,0.14063384438895765,0.21111809295489536,0.4838709677419355,,,,03
2100 +local_linear_trend,3,region_code,279,0.05890657298896573,0.08135573506067134,0.0411413071186163,-0.004008885012215519,1.383737511813334,0.039888175191464086,0.019944087595732043,0.946236559139785,0.32274053297274463,0.37348009304831764,0.5770609318996416,,,,04
2101 +tft_lite,3,region_code,465,0.0410067269827358,0.058470253430336495,0.026825506315406866,0.0021437466449057063,0.9836460963742034,0.02717632956104108,0.01358816478052054,0.7354838709677419,0.11479672504953854,0.26213651037513636,0.3419354838709677,,,,05
2102 +tcn,6,region_code,75,0.03000364366011946,0.03435667253665947,0.028800689568896032,0.01870734031848299,0.7743769974465953,0.020803103039497957,0.010401551519748978,0.5466666666666666,0.05477254549972713,0.22847631295605472,0.18666666666666668,,,,
2103 +ar2_cell,6,region_code,600,0.04586745972848069,0.07012929430153947,0.033513913230991885,0.008715003326537945,0.84843042491162,0.030323689814376435,0.015161844907188216,0.9316666666666666,0.20187607730627236,0.30910816885711206,0.5183333333333333,,,,14
2104 +seasonal_naive,3,region_code,279,0.032921296886884534,0.04353209875374276,0.023892354392527237,0.0034774783112516863,0.9508889040697163,0.022347256128785006,0.011173628064392505,0.96415770609319,0.2033378990829081,0.2157333036589444,0.6630824372759857,,,,17
2105 +dsgfn,12,region_code,507,0.09975197291592998,0.1353975462078796,0.08762740094176508,0.08206438802693322,1.319779098757003,0.07477125354652216,0.03738562677326108,0.4280078895463511,0.13471569144304776,1.004855903400101,0.14003944773175542,,,,15
2106 +ridge_panel,3,region_code,372,0.028325700818375554,0.03749613885364409,0.020707164409767265,-0.00023658091173833713,0.6753781823360276,0.018266103160120565,0.009133051580060284,0.9247311827956989,0.1406338443889577,0.16654057411241982,0.543010752688172,,,,12
2107 +mean_growth,12,region_code,312,0.06807726345578363,0.1022944342042048,0.05005880130039992,0.0058467024676811,0.8678598392894854,0.04861432901932445,0.024307164509662225,0.6602564102564102,0.1461323134525619,0.5672070221493842,0.24358974358974358,,,,14
2108 +qanss,6,region_code,75,0.028110858208493135,0.03761080569143198,0.02126120021021838,-0.004502109709275607,0.6282062457112451,0.02422307846111363,0.012111539230556814,0.96,0.26217287333210487,0.27452998440659826,0.8133333333333334,,,,11
2109 +ridge_panel,6,region_code,375,0.05227402841525255,0.06988546702581157,0.04141774540113685,0.029074026621970447,0.9385329978067983,0.0347673921958375,0.01738369609791875,0.8133333333333334,0.15314832845769516,0.34076374229839584,0.30666666666666664,,,,05
2110 +gru,1,region_code,198,0.026672511653200604,0.038713067540488436,0.017617821956856378,-0.0019056563666013575,1.3459629442136927,0.017920943167325808,0.008960471583662902,0.7070707070707071,0.066927859860799,0.17399853606602336,0.25757575757575757,,,,01
2111 +gru,3,region_code,279,0.029989081244039515,0.037040454877906255,0.026307358377297363,-0.002843603757953822,0.705305116969888,0.017621506126734705,0.00881075306336735,0.8745519713261649,0.09790523052096657,0.12400255421861202,0.2974910394265233,,,,02
2112 +qanss,3,region_code,1209,0.04260925642330351,0.062485713128362846,0.030186624488735936,0.0024134880935690888,0.8758990393762943,0.028006285208251276,0.014003142604125638,0.9602977667493796,0.23193154051839684,0.2542671410037118,0.6269644334160464,,,,15
2113 +lightgbm_panel,6,region_code,225,0.031804184996539,0.039586675901238357,0.026985817724853402,-0.0009262130468097732,0.650962330271565,0.02095040548856313,0.010475202744281565,0.7155555555555555,0.09160326023957904,0.2032220154546718,0.36444444444444446,,,,17
2114 +seasonal_naive,12,region_code,117,0.07872447663571033,0.10548636714750384,0.05867661102656163,0.0414312629822015,0.7146683933739671,0.06514573144961777,0.03257286572480888,0.8376068376068376,0.3255217079333013,0.6009451703721299,0.3333333333333333,,,,03
2115 +lstm,1,region_code,297,0.03491166078839928,0.047243895137754045,0.02587946302093974,-0.0053564593020417545,1.1616523392266587,0.02362094017743142,0.011810470088715708,0.7306397306397306,0.09424763592577426,0.23851701646532128,0.31313131313131315,,,,03
2116 +tcn,6,region_code,50,0.05611128276114802,0.06882800453267532,0.05550463492682646,0.028507551532599092,1.2076131317095637,0.0354305036746825,0.017715251837341246,0.62,0.14459199203643947,0.3068577764378498,0.36,,,,10
2117 +no_change,12,region_code,39,0.06718724381134311,0.07209037713516134,0.0706760629659346,-0.06718724381134311,1.0,0.016941059547553268,0.008470529773776637,1.0,0.18204380187213287,0.18204380187213287,0.6666666666666666,,,,
2118 +no_change,12,region_code,117,0.11263174901895306,0.12168765472032517,0.09631040871771318,-0.11263174901895306,1.0,0.029364790066595196,0.014682395033297607,0.8547008547008547,0.1820438018721329,0.26336439884078006,0.5555555555555556,,,,02
2119 +tcn,6,region_code,150,0.04237948767586104,0.050769429799549314,0.03699725081767176,0.02777025635518292,0.9311844640288734,0.025869361901326274,0.012934680950663139,0.66,0.09923018776928075,0.211126352632462,0.26,,,,13
2120 +qrefa,6,region_code,300,0.05276308579166987,0.07113182717551593,0.04059233057323559,0.03978374266250084,1.1431589333964054,0.034434728364584805,0.0172173641822924,0.73,0.13588586431747693,0.33405312309822344,0.30666666666666664,,,,06
2121 +qanss,3,region_code,279,0.028156808053291776,0.03855671116415534,0.01774405154763381,-0.01421157812328313,0.6622123777624147,0.01926474335496462,0.00963237167748231,0.9713261648745519,0.17016096237992429,0.17859498701694712,0.7060931899641577,,,,02
2122 +tcn,1,region_code,99,0.018184000404902475,0.023586796641813793,0.014375710718243506,0.001588973327321553,1.1476450711494106,0.011990223912644718,0.005995111956322359,0.7272727272727273,0.05034864415923802,0.11151527231491634,0.2727272727272727,,,,11
2123 +mlp_panel,1,region_code,792,0.031758428305533486,0.0422982225591127,0.025505110990523605,0.005197485814997755,1.2410123778123614,0.02114610181242298,0.010573050906211492,0.6906565656565656,0.08341896170486966,0.2165953053097561,0.2828282828282828,,,,14
2124 +qanss,3,region_code,93,0.017716643391928907,0.023631937819540313,0.012631827223751335,-0.008195997869199535,0.7271351280472582,0.012368842933689995,0.0061844214668449965,0.978494623655914,0.11818865849397667,0.12227826594479127,0.6881720430107527,,,,
2125 +momentum,12,region_code,78,0.05857063038270917,0.0671799422735281,0.043266741543256826,-0.05734123855016693,1.0130992151273248,0.020746179707506744,0.010373089853753372,0.9743589743589743,0.18367563437016715,0.1902299596309489,0.4358974358974359,,,,13
2126 +ridge_panel,12,region_code,78,0.11597152824316306,0.12697884089537143,0.12317233238649629,0.11597152824316306,2.4170834105712578,0.0839958723756801,0.04199793618784005,0.32051282051282054,0.16413787754855688,1.012944160990047,0.02564102564102564,,,,07
2127 +gru,3,region_code,372,0.039594409927692,0.05082404396579917,0.029825941969250286,0.022196255664851935,1.1184337410476397,0.02486833598572735,0.012434167992863676,0.7849462365591398,0.11714191242239766,0.21425587533545284,0.3602150537634409,,,,06
2128 +lstm,1,region_code,297,0.027195873217534403,0.04010171985020302,0.018418887462020805,-0.002288036343399254,1.422550012954286,0.018883830626020337,0.009441915313010169,0.7104377104377104,0.06538810579136393,0.19838919992977483,0.2828282828282828,,,,17
2129 +gru,3,region_code,2046,0.03940367718823476,0.05329557267644459,0.030815906042376967,0.01344286551396674,0.9066353894390927,0.02511703293105519,0.012558516465527591,0.7991202346041055,0.119757566176604,0.2243378759499927,0.35826001955034215,,,,16
2130 +mean_growth,3,region_code,279,0.04035991023468641,0.056619980403154,0.02803011156999602,-0.0008339035929778932,0.833483035728161,0.02682064124750579,0.013410320623752895,0.9139784946236559,0.18096321071345214,0.26608909069134257,0.5017921146953405,,,,03
2131 +mlp_panel,3,region_code,62,0.03857104950043454,0.05171149827318405,0.025902424934858934,0.028239040472750034,1.081672013920074,0.027147618997759627,0.013573809498879815,0.6935483870967742,0.10181628901468244,0.2939099972868849,0.3225806451612903,,,,10
2132 +ridge_panel,6,region_code,975,0.05845667775384093,0.08410658677871247,0.045933055895158774,0.02848361419697475,0.9955722842410888,0.03973343329876396,0.019866716649381975,0.7661538461538462,0.15314832845769516,0.4080424948900301,0.2676923076923077,,,,15
2133 +rw_drift,6,region_code,225,0.04948676439881017,0.0611451443777262,0.041843344931339996,0.0048158167287543855,0.9662448790692422,0.032655706546510455,0.016327853273255227,0.9511111111111111,0.26186722709191274,0.28413138831038015,0.48,,,,08
2134 +seasonal_naive,6,region_code,225,0.044770539698733035,0.0555701403503005,0.04167997939403667,0.0082161106621811,0.9163553429517017,0.030622495027012107,0.015311247513506052,0.9644444444444444,0.2526435568979131,0.2724302625976436,0.5111111111111111,,,,17
2135 +tcn,1,region_code,66,0.019501006206460374,0.02559439233174861,0.014666496114665667,0.0039641508200703125,1.1488956483925818,0.01247816077101239,0.006239080385506196,0.7878787878787878,0.06231875895652841,0.10813648800237266,0.3939393939393939,,,,10
2136 +mlp_panel,12,region_code,26,0.11807677120295734,0.12743818458399844,0.12202786816471267,0.11807677120295734,1.6200282422756531,0.08179710108208092,0.04089855054104046,0.38461538461538464,0.2013276654582184,0.7882481197196181,0.07692307692307693,,,,10
2137 +momentum,6,region_code,50,0.05043121937705918,0.05912138710530031,0.05021505361981504,-0.04270487553921692,1.0853682142164673,0.021564314159565875,0.010782157079782934,0.98,0.19395291846842852,0.19644559783560187,0.5,,,,10
2138 +seasonal_naive,3,region_code,465,0.03999185356394352,0.05368919883164451,0.029709809544120225,0.002949253292112478,0.9593018887243401,0.02641474837645241,0.013207374188226203,0.9333333333333333,0.2033378990829081,0.24478976784541442,0.5698924731182796,,,,05
2139 +lightgbm_panel,1,region_code,66,0.012426556353575726,0.016184373589747808,0.009185590234585535,0.000998250442395712,0.7321066599321762,0.008751079834905228,0.004375539917452615,0.8484848484848485,0.05444548074250585,0.08851297280064378,0.45454545454545453,,,,10
2140 +rw_drift,12,region_code,117,0.06222591409663145,0.07855730222976204,0.05437545027075147,0.05002305546181904,0.8689752024878507,0.05768816846836404,0.02884408423418202,0.8888888888888888,0.3255217079333013,0.4173089780361202,0.26495726495726496,,,,17
2141 +qrefa,3,region_code,279,0.02356256845280227,0.0331439802000954,0.017235276544271455,0.0033381813832104325,0.5541616951675628,0.015185909361328331,0.007592954680664167,0.9068100358422939,0.10733396748169118,0.13560301453287515,0.5232974910394266,,,,02
2142 +bhpf,12,region_code,78,0.08786368041324269,0.09975428295870165,0.08998129329859839,0.08728466635941871,1.831258478143784,0.061799329569116795,0.030899664784558384,0.4230769230769231,0.14187848006745957,0.7171862933392391,0.11538461538461539,,,,07
2143 +lstm,12,region_code,195,0.08685460666899879,0.12120752974352482,0.06856902946178489,0.07923128705422953,1.0777232002782837,0.05848668160799293,0.029243340803996466,0.6564102564102564,0.1526259259070055,0.5509766671972489,0.23076923076923078,,,,05
2144 +tcn,3,region_code,186,0.03206610519010169,0.04007510207879713,0.027540342677276147,0.005347281692573944,0.7973504070594305,0.02029005109841775,0.010145025549208875,0.7741935483870968,0.09116357683203488,0.1747949072011574,0.24731182795698925,,,,01
2145 +lightgbm_panel,6,region_code,225,0.03014319055969262,0.041450831918145824,0.01970579273432867,-0.012701301189694654,0.48158658547832545,0.020251682266636487,0.010125841133318242,0.8266666666666667,0.09339662157978021,0.21515549327276204,0.4311111111111111,,,,02
2146 +dsgfn,1,region_code,99,0.014781513696686606,0.018986612646314165,0.0105924736835325,0.005980334108988234,0.9329042543111882,0.00933478917222898,0.0046673945861144895,0.8686868686868687,0.05946851239041096,0.08085570528409408,0.42424242424242425,,,,11
2147 +ridge_panel,6,region_code,225,0.03172931171854501,0.04020448073135678,0.027180960685752445,-0.0007995667693979493,0.5069274554679831,0.01997094614852876,0.00998547307426438,0.9333333333333333,0.15314832845769513,0.17793837323338638,0.4711111111111111,,,,02
2148 +ar2_cell,3,region_code,372,0.03529155308495106,0.04649720536690254,0.02842883001440894,0.007608969730401974,0.9968898088459028,0.022721838819778368,0.011360919409889184,0.9220430107526881,0.17958082199094852,0.21184988636689303,0.5295698924731183,,,,06
2149 +dsgfn,1,region_code,198,0.021405486978606492,0.026522150623963646,0.01761224963255062,0.009105650355093907,1.1759227139868924,0.013522300428278195,0.0067611502141390984,0.7626262626262627,0.061197428545141284,0.11592226955137848,0.2828282828282828,,,,13
2150 +no_change,12,region_code,117,0.1101552515342817,0.11982486403221944,0.11387487892400444,-0.10693155662247744,1.0,0.031714774984452895,0.015857387492226448,0.8888888888888888,0.1820438018721329,0.2586843622734833,0.41025641025641024,,,,03
2151 +no_change,12,region_code,312,0.0784426935938392,0.10426883547688177,0.06758239738996946,-0.067549963006804,1.0,0.03900983201112824,0.01950491600556412,0.7692307692307693,0.18204380187213287,0.35798274376532685,0.36538461538461536,,,,14
2152 +qanss,1,region_code,2178,0.026326092074357123,0.037254956856437885,0.017915727368765608,0.0002416806150068542,0.9472517103558155,0.018628017504444244,0.009314008752222122,0.9724517906336089,0.1790800922843248,0.18972939157293206,0.7502295684113865,,,,16
2153 +momentum,1,region_code,198,0.02048578879830373,0.02957039921521069,0.012508803986590745,-0.010092786365619149,1.0337651348329657,0.013274822163000454,0.006637411081500226,0.9494949494949495,0.1156935063488772,0.13905688146954517,0.6212121212121212,,,,01
2154 +qrefa,6,region_code,150,0.037701807701084805,0.044454350990448935,0.03539175855749906,0.01986205144317622,0.8284040115249226,0.02256605794810864,0.011283028974054319,0.8266666666666667,0.1172977686411004,0.16456807433925075,0.3,,,,13
2155 +gru,1,region_code,198,0.026846939020812314,0.03567598689918583,0.021688000490584947,0.007186270957990787,1.3953806842717464,0.018226318040143068,0.009113159020071532,0.6616161616161617,0.06376399038003222,0.17844274916040714,0.3282828282828283,,,,07
2156 +lightgbm_panel,6,region_code,600,0.04342762624043838,0.06330881107369096,0.03277449615403939,0.0136377994328633,0.8032997598338681,0.029687635808625407,0.0148438179043127,0.7,0.11630169680602455,0.31189583443810687,0.34,,,,14
2157 +tft_lite,12,region_code,195,0.07198231744456254,0.10580883504121522,0.05307944574361001,0.05648427358946844,0.8931824861684742,0.05233861480755382,0.026169307403776914,0.6358974358974359,0.14053797283618807,0.6589042771652437,0.28717948717948716,,,,05
2158 +dsgfn,6,region_code,150,0.048810649104024495,0.060784996172424055,0.03962441097456025,0.02831214260634078,1.0772354066946854,0.031247994556854786,0.015623997278427396,0.7333333333333333,0.1413934673809369,0.27789122530176735,0.2866666666666667,,,,09
2159 +momentum,6,region_code,225,0.0708525922481788,0.08289067299761152,0.058070459562576116,-0.06903630939341061,1.1319856106644488,0.024300283786886624,0.012150141893443312,0.8755555555555555,0.1939529184684285,0.24246310511734473,0.6488888888888888,,,,02
2160 +lstm,3,region_code,372,0.033170622976137126,0.04166264715561869,0.028018985309386124,0.0011047678274436392,0.7908971148224511,0.020943589888479795,0.010471794944239896,0.7634408602150538,0.10285873467754784,0.18351555679908682,0.3172043010752688,,,,12
2161 +raref,1,region_code,297,0.019883856136370805,0.026421463022230363,0.014814020483320322,0.0010934186272237123,0.8820054779214673,0.013001538573915523,0.006500769286957761,0.9225589225589226,0.1029221637566176,0.11582925516003836,0.5353535353535354,,,,04
2162 +ar2_cell,3,region_code,93,0.020592420659073674,0.02564739899643787,0.01762804796068183,0.0005922629742871312,0.845164182711943,0.014875487125671567,0.007437743562835783,1.0,0.17958082199094852,0.17958082199094852,0.7849462365591398,,,,
2163 +tcn,6,region_code,300,0.058424509829643916,0.07362659235923029,0.051895180620324804,0.04396469761023208,1.2658186938643377,0.03684298380517525,0.018421491902587628,0.6533333333333333,0.12556285271464732,0.3222776976030271,0.19666666666666666,,,,06
2164 +rw_drift,1,region_code,1287,0.02988509197497623,0.04101133107984684,0.023055343783294737,0.00029948319052143713,1.0593154570734882,0.019690462706979026,0.009845231353489513,0.8873348873348873,0.12331649708173885,0.18916939632955648,0.4289044289044289,,,,15
2165 +bhpf,12,region_code,26,0.029239131374712988,0.03699996882504939,0.0245111883671734,0.027215193036845012,0.4011645823650097,0.018381217431595723,0.00919060871579786,0.9230769230769231,0.14218368205742363,0.15300788318513595,0.6153846153846154,,,,10
2166 +momentum,12,region_code,156,0.09045940635584412,0.10056856496380187,0.08474902965025094,-0.08488430769709047,0.9894736561717654,0.027417899875548546,0.013708949937774276,0.8782051282051282,0.18367563437016712,0.2618764182518135,0.5705128205128205,,,,12
2167 +tft_lite,1,region_code,2178,0.029333858333315522,0.04005266199415596,0.019859949749041594,0.002242366500156631,1.0554755866949865,0.02002131499490184,0.01001065749745092,0.6556473829201102,0.07469469140474612,0.214135298905189,0.3034894398530762,,,,16
2168 +ridge_panel,6,region_code,300,0.052742138299909286,0.06800112477125933,0.044331505339568394,0.03686475443357788,1.14270508745508,0.034116820998900385,0.017058410499450193,0.8433333333333334,0.15314832845769516,0.3051398909369838,0.24666666666666667,,,,06
2169 +gru,6,region_code,300,0.037881474770009846,0.0501554577206362,0.029042511666441756,-0.0031108717837942438,0.6000181936771718,0.025955290294042067,0.012977645147021034,0.7866666666666666,0.13583767965098256,0.27734383779064575,0.4,,,,12
2170 +lstm,1,region_code,396,0.036256024549036876,0.04899681472911879,0.026692973839160167,0.0068525828981668285,1.561927629263995,0.02443146536492966,0.01221573268246483,0.6818181818181818,0.08654800284913025,0.23220609788052068,0.2828282828282828,,,,06
2171 +lightgbm_panel,6,region_code,50,0.03679785101052368,0.04599024117366864,0.029964854959766123,0.012884497970347191,0.7919542365153238,0.024426307651117408,0.012213153825558706,0.8,0.11231181859943601,0.20400191869810713,0.3,,,,10
2172 +rw_drift,12,region_code,78,0.09864502850358968,0.13326485253557363,0.0692249046403362,0.046172834056268125,1.5608511189438565,0.07926906724375866,0.03963453362187933,0.717948717948718,0.3255217079333011,0.8248878824397857,0.23076923076923078,,,,09
2173 +bhpf,12,region_code,117,0.10514378776377714,0.12660510069928282,0.09752334294068013,0.10269580679735328,1.1342626892219365,0.07764823933353615,0.03882411966676807,0.28205128205128205,0.14192019029908104,0.9951765377240311,0.09401709401709402,,,,04
2174 +seasonal_naive,1,region_code,297,0.019847827681123358,0.02645744811768181,0.015891356572966475,0.00030091662697325346,1.0709646122478056,0.01347138868490691,0.006735694342453455,0.9797979797979798,0.13561216476423332,0.14177663212486974,0.6397306397306397,,,,08
2175 +gru,3,region_code,465,0.038261914297488854,0.05070991194419956,0.02936426490445604,0.01147418785015668,0.9178050873061486,0.02326361155705235,0.011631805778526176,0.8344086021505376,0.11931031373201466,0.19056802203970316,0.3655913978494624,,,,05
2176 +rw_drift,12,region_code,117,0.07872447663571033,0.10548636714750384,0.05867661102656163,0.0414312629822015,0.7146683933739671,0.06514573144961777,0.03257286572480888,0.8376068376068376,0.3255217079333013,0.6009451703721299,0.3333333333333333,,,,03
2177 +lstm,6,region_code,75,0.033353387751949876,0.04001858306055764,0.03040821567304544,0.012797976045332227,0.8608319894279186,0.025877541643472616,0.01293877082173631,0.4266666666666667,0.05456386516258741,0.31524876761110143,0.21333333333333335,,,,
2178 +lstm,12,region_code,39,0.0565513675444629,0.06610672724547663,0.04717993334281667,0.0565513675444629,0.8416979821832701,0.045986762543986134,0.022993381271993064,0.2564102564102564,0.05933596852880258,0.6334087721817375,0.0,,,,
2179 +mean_growth,12,region_code,78,0.06774251438826291,0.09647925671396729,0.04371192441348124,0.05006351228918947,1.0718835098632746,0.04925578545657427,0.024627892728287134,0.7692307692307693,0.1461323134525619,0.6214056847140431,0.23076923076923078,,,,09
2180 +mlp_panel,3,region_code,186,0.028550100827175105,0.03821887404595748,0.02170464048137699,0.008591531984665083,0.7099220307916561,0.01865226086875967,0.009326130434379836,0.7634408602150538,0.09247059572535657,0.18027289144620076,0.3387096774193548,,,,01
2181 +mean_growth,6,region_code,300,0.04995948144398031,0.07191954322310506,0.032824054721617646,0.018921378586599404,1.0824163648433676,0.03376160866183858,0.01688080433091929,0.89,0.21698990161941917,0.3427004068761981,0.5133333333333333,,,,06
2182 +momentum,12,region_code,117,0.09256082668157752,0.10099230022737078,0.08975888467652589,-0.08641937032033842,0.9985211149547438,0.0271856802112851,0.013592840105642554,0.9145299145299145,0.18367563437016715,0.24611098827828853,0.47863247863247865,,,,04
2183 +mlp_panel,1,region_code,297,0.029359046547810158,0.038760674831445886,0.02425498296638201,-0.0033636173777415786,0.9768943765362406,0.019271071523506114,0.009635535761753059,0.7508417508417509,0.0845422258930877,0.18632005719988692,0.3434343434343434,,,,03
2184 +gru,1,region_code,792,0.0335878481357082,0.0465098054242436,0.025312754579878055,0.0010907005853786373,1.3124999411017144,0.022711923029816485,0.011355961514908242,0.7310606060606061,0.08901587103878916,0.22280084142808404,0.3194444444444444,,,,14
2185 +tft_lite,1,region_code,198,0.021470812662309942,0.028063179970628037,0.016709233376316107,0.00745178113729179,1.1159543082873966,0.014048251991895692,0.007024125995947846,0.7222222222222222,0.06215190384226835,0.1370863854129551,0.3181818181818182,,,,07
2186 +bhpf,3,region_code,279,0.03136839373618355,0.04547960730206065,0.021979843524592146,0.00786501846244876,0.6477968827264822,0.021412499930670834,0.010706249965335419,0.9139784946236559,0.1462467489951036,0.21943512610785595,0.6129032258064516,,,,03
2187 +mlp_panel,1,region_code,2178,0.02987041985350642,0.04016316062881151,0.022592903934549692,0.0053433518339103606,1.0747818633833908,0.020111026998373468,0.010055513499186732,0.6882460973370065,0.07751773069394804,0.20762427008605341,0.29292929292929293,,,,16
2188 +gru,12,region_code,195,0.09072784746848758,0.1251723084528704,0.07536330875974845,0.08467615181101544,1.1257837652841398,0.05784716726407017,0.028923583632035087,0.7743589743589744,0.1823501173619521,0.4975080101167319,0.22564102564102564,,,,05
2189 +lightgbm_panel,1,region_code,297,0.01559309683042009,0.02174287931722821,0.009759173756373654,-0.0014250920161477704,0.8413845166852115,0.010606213422562832,0.005303106711281416,0.8080808080808081,0.055712473340876166,0.09330520372671942,0.4006734006734007,,,,08
2190 +ar2_cell,12,region_code,117,0.03176432749182891,0.03826379213779508,0.028353908585884657,0.011701336339189829,0.48915440778403724,0.019811053159591193,0.009905526579795595,1.0,0.17926710158091047,0.17926710158091047,0.5555555555555556,,,,08
2191 +mean_growth,12,region_code,78,0.03783689732292547,0.04707877510298189,0.0353385976530951,0.0276091918617038,0.7885981862287202,0.023234845710654144,0.01161742285532707,0.8846153846153846,0.1461323134525619,0.16218719844775104,0.3717948717948718,,,,07
2192 +rw_drift,1,region_code,198,0.018875756356355005,0.024638874695432265,0.01348037009453449,0.0005861859643084894,1.0743007291359004,0.01282193464484477,0.006410967322422386,0.9848484848484849,0.12331649708173885,0.12451684477221625,0.5707070707070707,,,,09
2193 +momentum,3,region_code,186,0.04284778820441237,0.05864150241868607,0.02846917972620037,-0.03240778882800184,1.0654459331384774,0.023757407671450053,0.011878703835725025,0.9193548387096774,0.17616701099048607,0.2404340729175488,0.5806451612903226,,,,01
2194 +qrefa,3,region_code,1209,0.04146443134323536,0.05827310127164372,0.030682630671836887,0.019552059579130632,0.8523653926511859,0.027096548741297508,0.013548274370648752,0.8105872622001654,0.13192592692786467,0.25828320456627174,0.3978494623655914,,,,15
2195 +tcn,6,region_code,225,0.034468553745432874,0.04651936189477767,0.026962140596161976,0.0027317894632662015,0.49194779391205784,0.023259829491096215,0.011629914745548108,0.8044444444444444,0.12397517124773003,0.2534699757400922,0.4177777777777778,,,,03
2196 +ridge_panel,3,region_code,186,0.03342680792398463,0.042099061665664766,0.030698168367457455,0.025861400913886202,1.0848146712197357,0.021229902091902682,0.010614951045951341,0.9032258064516129,0.14063384438895768,0.17202812011663876,0.44086021505376344,,,,07
2197 +no_change,6,region_code,50,0.04646461792090137,0.05848100183642286,0.034797585062251835,-0.03329231838659668,1.0,0.0250219567069275,0.01251097835346375,0.98,0.22251324463373315,0.22254299226849247,0.46,,,,10
2198 +mean_growth,3,region_code,62,0.03395466522366483,0.04266974585363065,0.029201114543552342,-0.00811386713469423,0.9522118684908916,0.02156404022785105,0.010782020113925522,0.967741935483871,0.1809632107134522,0.19126516999947504,0.5,,,,10
2199 +seasonal_naive,3,region_code,186,0.02982217193772809,0.036775980068386366,0.02521127070804198,0.002986869102278254,0.8791058973863047,0.020017195978825973,0.010008597989412987,0.989247311827957,0.20333789908290814,0.20457195836462846,0.5967741935483871,,,,13
2200 +rw_drift,3,region_code,186,0.037243572561745986,0.05660128956769563,0.021032815781370194,-0.0034301929454435554,0.9260924445424182,0.02627599813882425,0.01313799906941213,0.9247311827956989,0.20376001218548198,0.2714264111031158,0.6290322580645161,,,,01
2201 +no_change,6,region_code,225,0.060757858629691394,0.07442136768235254,0.05940314361592541,-0.0482391344143844,1.0,0.028539820792581508,0.014269910396290752,0.9377777777777778,0.22251324463373312,0.2503292763527034,0.48,,,,04
2202 +local_linear_trend,3,region_code,93,0.031557381238730926,0.04272338570832173,0.02690874376488045,-0.0008312434276987313,1.2951934483432896,0.025700560667485346,0.012850280333742673,1.0,0.3227405329727446,0.3227405329727446,0.7849462365591398,,,,
2203 +rw_drift,6,region_code,975,0.06962010136801376,0.11642084981568064,0.04647327902423912,0.0023924899992386604,1.185695903553045,0.049801235492737954,0.024900617746368973,0.8707692307692307,0.26186722709191274,0.5550945784134182,0.4256410256410256,,,,15
2204 +gru,3,region_code,1209,0.04124110939297778,0.058490855663800675,0.029618948001825768,0.017356345816906593,0.8477746652336741,0.026941255019260372,0.01347062750963019,0.7965260545905707,0.12724838425427262,0.2627452202696034,0.38461538461538464,,,,15
2205 +qrefa,1,region_code,198,0.01916720330765417,0.023857945745893536,0.01686808278403075,0.005691535509543914,1.052961315741229,0.01187767025834525,0.005938835129172627,0.8484848484848485,0.07076795437933378,0.09765346378212698,0.4090909090909091,,,,13
added results/eval_b/tests_vs_reference.csv +73 −0
@@ -0,0 +1,73 @@
1 +h,model,reference,n_origins,mean_sq_diff,dm_stat,dm_p,gw_stat,gw_p,boot_ci_lo,boot_ci_hi
2 +12,lstm,no_change,13,0.0007424097281783149,0.07040997473929776,0.9450271468108122,4.471183301423258,0.10692884660598323,-0.0012550981893412062,0.0028909336666367814
3 +12,local_linear_trend,no_change,13,0.043388964883359755,4.879460450263494,0.000378866286424806,2218.615108390378,0.0,0.041208525245899255,0.04570922987508578
4 +12,raref,no_change,13,0.0025916149109520797,0.10878502447229967,0.9151709003110302,8.234151788026935,0.01629208464013321,-0.0003739501499139679,0.0056871914110830585
5 +12,tft_lite,no_change,13,-0.0006260624322423729,-0.04332967533733047,0.9661513861533662,38.165039631567325,5.1590167693404965e-9,-0.0026701592525679666,0.0014788170417007335
6 +12,ar2_cell,no_change,13,-0.004001303243616557,-0.3780476315653641,0.7119976957938932,16.063414139518027,0.00032499294948606927,-0.005221496894598254,-0.002684859665676308
7 +12,lightgbm_panel,no_change,13,-0.0027759506548058525,-0.18669824662764214,0.8550163955137768,9.033579725218395,0.01092403509626283,-0.004524534749631591,-0.0009036788870848966
8 +12,seasonal_naive,no_change,13,0.002028168485285463,0.29448686060662804,0.773418116886186,13.196547508497789,0.001362718395156448,0.0010623390894687963,0.003057474274730315
9 +12,momentum,no_change,13,0.000051631021657914476,0.13295199358628715,0.8964348092709993,1.9549267137186341,0.3762643376781497,-0.00005032147493127288,0.000152055535723142
10 +12,qrefa,no_change,13,0.0010224065757117947,0.052000576672242005,0.9593838433919502,32.939882312946075,7.033887827745389e-8,-0.0014184913281867675,0.0034369075769012415
11 +12,dsgfn,no_change,13,0.002155824673956394,0.10434641701530144,0.9186181980173911,26.78957182889846,1.523064834918486e-6,-0.0011078024014217211,0.0052377810819021825
12 +12,gru,no_change,13,0.0009725285533115021,0.13556853630069426,0.8944099582238154,9.954506918100014,0.00689296840275766,-0.0002215148207411768,0.0022578848517333596
13 +12,qanss,no_change,13,0.0034618547453914594,0.26985703769966696,0.7918548887721317,11.265887464885356,0.0035780270549808924,0.001536596533553838,0.005818270860608339
14 +12,bhpf,no_change,13,0.002218216356633585,0.10555504688435767,0.9176793268323502,22.764654280622146,0.000011395099763111816,-0.0005470258199203568,0.00502354364182346
15 +12,rw_drift,no_change,13,0.0020281684852854623,0.29448686060662804,0.773418116886186,13.196547508497805,0.001362718395156448,0.001062339089468796,0.003057474274730314
16 +12,ridge_panel,no_change,13,0.0032222044235059354,0.13147122848336318,0.8975810603128207,9.143538695077977,0.010339649090786551,0.00015056690078920048,0.006291616774925707
17 +12,mean_growth,no_change,13,-0.0023718990271547843,-0.2617379358781741,0.7979620401592116,19.156394783437083,0.0000692216147856195,-0.0035020640989607667,-0.0011098879940347605
18 +12,tcn,no_change,13,0.0021283471470391717,0.154485887681953,0.8797944927484902,6.179279026159522,0.04551836022089317,-0.0007201427311419969,0.005036938935741576
19 +12,mlp_panel,no_change,13,0.008846636087837315,0.5462118851272639,0.5949299984737997,159.16122566027286,0.0,0.004926055941683255,0.012596673777489353
20 +6,dsgfn,no_change,25,-0.0010597681348910144,-0.9105747485217236,0.37157467218409024,8.399483158702672,0.01499945248792145,-0.0023981014704288458,0.0004467104076741862
21 +6,local_linear_trend,no_change,25,0.01535900182162245,10.46516301406498,2.007887189847679e-10,471.1785413955145,0.0,0.013251953830708922,0.017721590481035204
22 +6,lstm,no_change,25,-0.0012758362390018652,-1.1679524387122306,0.2542980997449553,12.628669289490956,0.001810169765976588,-0.0024840605858381273,0.0001257770690841541
23 +6,lightgbm_panel,no_change,25,-0.0020342234984908896,-1.7892806790059101,0.08619865699737561,5.418116715858697,0.0665994900794813,-0.0032645070848641706,-0.0006694649529776694
24 +6,ar2_cell,no_change,25,-0.0015723310020638195,-1.6651181771383876,0.108891515263835,6.728724677471108,0.03458406200506081,-0.002545519809407774,-0.0004118042767136899
25 +6,raref,no_change,25,-0.0011943639443882,-0.925550035476887,0.363893675365083,14.240771881406499,0.0008084546753406308,-0.002585732206582571,0.0003445636009673543
26 +6,momentum,no_change,25,0.00020340265564327696,0.5699368488026949,0.574017503055948,5.347857663817832,0.06898067873650027,-0.0002479364922121654,0.0006468858333688041
27 +6,bhpf,no_change,25,-0.0009935923638241053,-0.7363639410363293,0.4686463031217585,13.109232212305567,0.0014235292462408955,-0.002415133638099465,0.0006471748625480187
28 +6,seasonal_naive,no_change,25,0.0010217171755325682,1.0005373783866303,0.3270322150429805,61.26278947317716,4.973799150320701e-14,-0.0003881992163607208,0.002122886218326578
29 +6,tcn,no_change,25,-0.0010865190830891402,-1.23404009460135,0.22913609283178804,6.21333924986336,0.044749740868249566,-0.002108684724377038,0.0001301731288641831
30 +6,gru,no_change,25,-0.0012800315979698915,-1.233425373267221,0.2293611443549679,9.894810176614204,0.007101813618652364,-0.0024213282106250716,0.000023075618675567996
31 +6,qanss,no_change,25,-0.0011205967434744072,-1.2687496683662223,0.21669843221232665,13.782913053314317,0.0010164323015641186,-0.0021202548465786147,0.00007106750773317064
32 +6,mlp_panel,no_change,25,-0.0006214375513363897,-0.5168397311121554,0.6099983892517016,11.617723687759073,0.003000843557879551,-0.0019954885589567807,0.0009047855027480189
33 +6,qrefa,no_change,25,-0.0015009990801796522,-1.2732264360264005,0.21513256019018256,8.073495570506017,0.017654796339252377,-0.0028177863542601348,-2.36933676282929e-6
34 +6,rw_drift,no_change,25,0.0008913004493892636,0.904241589710308,0.37485498113994775,29.94251275063142,3.148226491722639e-7,-0.00041574435000864897,0.0020313856803232137
35 +6,ridge_panel,no_change,25,-0.0012004699277736895,-0.9189233025233179,0.36727949472096855,10.926817982554233,0.004239080098079717,-0.002587102489197774,0.0003609657902895531
36 +6,mean_growth,no_change,25,-0.0007173257100953768,-0.729632054772079,0.4726768394538292,11.507846064762315,0.0031703191041764223,-0.0018406292044246997,0.0004419949860673104
37 +6,tft_lite,no_change,25,-0.00016646302916638545,-0.15717878074582786,0.8764187969063832,9.033494587398058,0.010924500130429449,-0.0014716862494376492,0.0012646179830296358
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added results/task_b/timing_torch.csv +289 −0
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204 +6,2024-12,gru,4.6,4655,735
205 +6,2024-12,tcn,112.7,4655,735
206 +6,2024-12,tft_lite,3.3,4655,735
207 +6,2024-12,dsgfn,3.3,4655,735
208 +6,2024-12,qanss,0.2,4655,735
209 +6,2024-12,qrefa,6.5,4655,735
210 +6,2025-03,mlp_panel,0.7,5390,735
211 +6,2025-03,lstm,6.7,5390,735
212 +6,2025-03,gru,5.2,5390,735
213 +6,2025-03,tcn,130.2,5390,735
214 +6,2025-03,tft_lite,3.9,5390,735
215 +6,2025-03,dsgfn,3.7,5390,735
216 +6,2025-03,qanss,0.2,5390,735
217 +6,2025-03,qrefa,8.0,5390,735
218 +6,2025-06,mlp_panel,0.8,6125,735
219 +6,2025-06,lstm,7.4,6125,735
220 +6,2025-06,gru,5.8,6125,735
221 +6,2025-06,tcn,148.2,6125,735
222 +6,2025-06,tft_lite,4.2,6125,735
223 +6,2025-06,dsgfn,4.4,6125,735
224 +6,2025-06,qanss,0.2,6125,735
225 +6,2025-06,qrefa,9.6,6125,735
226 +6,2025-09,mlp_panel,1.0,6860,735
227 +6,2025-09,lstm,8.1,6860,735
228 +6,2025-09,gru,6.7,6860,735
229 +6,2025-09,tcn,165.8,6860,735
230 +6,2025-09,tft_lite,4.9,6860,735
231 +6,2025-09,dsgfn,4.8,6860,735
232 +6,2025-09,qanss,0.2,6860,735
233 +6,2025-09,qrefa,11.4,6860,735
234 +6,2025-12,mlp_panel,1.0,7595,735
235 +6,2025-12,lstm,9.2,7595,735
236 +6,2025-12,gru,7.3,7595,735
237 +6,2025-12,tcn,183.7,7595,735
238 +6,2025-12,tft_lite,5.3,7595,735
239 +6,2025-12,dsgfn,5.3,7595,735
240 +6,2025-12,qanss,0.2,7595,735
241 +6,2025-12,qrefa,13.2,7595,735
242 +6,2026-03,mlp_panel,1.1,8330,245
243 +6,2026-03,lstm,9.9,8330,245
244 +6,2026-03,gru,8.0,8330,245
245 +6,2026-03,tcn,201.2,8330,245
246 +6,2026-03,tft_lite,6.0,8330,245
247 +6,2026-03,dsgfn,5.7,8330,245
248 +6,2026-03,qanss,0.2,8330,245
249 +6,2026-03,qrefa,14.8,8330,245
250 +12,2024-09,mlp_panel,0.3,2450,735
251 +12,2024-09,lstm,3.1,2450,735
252 +12,2024-09,gru,2.5,2450,735
253 +12,2024-09,tcn,59.3,2450,735
254 +12,2024-09,tft_lite,1.8,2450,735
255 +12,2024-09,dsgfn,1.8,2450,735
256 +12,2024-09,qanss,0.1,2450,735
257 +12,2024-09,qrefa,2.8,2450,735
258 +12,2024-12,mlp_panel,0.5,3185,735
259 +12,2024-12,lstm,3.9,3185,735
260 +12,2024-12,gru,3.2,3185,735
261 +12,2024-12,tcn,77.1,3185,735
262 +12,2024-12,tft_lite,2.4,3185,735
263 +12,2024-12,dsgfn,2.3,3185,735
264 +12,2024-12,qanss,0.1,3185,735
265 +12,2024-12,qrefa,3.9,3185,735
266 +12,2025-03,mlp_panel,0.5,3920,735
267 +12,2025-03,lstm,4.7,3920,735
268 +12,2025-03,gru,3.8,3920,735
269 +12,2025-03,tcn,95.1,3920,735
270 +12,2025-03,tft_lite,2.7,3920,735
271 +12,2025-03,dsgfn,2.8,3920,735
272 +12,2025-03,qanss,0.2,3920,735
273 +12,2025-03,qrefa,5.2,3920,735
274 +12,2025-06,mlp_panel,0.7,4655,735
275 +12,2025-06,lstm,5.5,4655,735
276 +12,2025-06,gru,4.6,4655,735
277 +12,2025-06,tcn,93.4,4655,735
278 +12,2025-06,tft_lite,2.8,4655,735
279 +12,2025-06,dsgfn,2.8,4655,735
280 +12,2025-06,qanss,0.1,4655,735
281 +12,2025-06,qrefa,6.0,4655,735
282 +12,2025-09,mlp_panel,0.6,5390,245
283 +12,2025-09,lstm,5.3,5390,245
284 +12,2025-09,gru,4.2,5390,245
285 +12,2025-09,tcn,92.6,5390,245
286 +12,2025-09,tft_lite,3.2,5390,245
287 +12,2025-09,dsgfn,3.3,5390,245
288 +12,2025-09,qanss,0.1,5390,245
289 +12,2025-09,qrefa,7.1,5390,245
added results/task_b/timing_trees.csv +37 −0
@@ -0,0 +1,37 @@
1 +h,fit_origin,model,seconds,n_train,n_test
2 +1,2023-12,lightgbm_panel,6.0,2940,735
3 +1,2024-03,lightgbm_panel,3.9,3675,735
4 +1,2024-06,lightgbm_panel,5.7,4410,735
5 +1,2024-09,lightgbm_panel,9.1,5145,735
6 +1,2024-12,lightgbm_panel,10.4,5880,735
7 +1,2025-03,lightgbm_panel,8.9,6615,735
8 +1,2025-06,lightgbm_panel,9.0,7350,735
9 +1,2025-09,lightgbm_panel,9.6,8085,735
10 +1,2025-12,lightgbm_panel,9.0,8820,735
11 +1,2026-03,lightgbm_panel,9.2,9555,735
12 +1,2026-06,lightgbm_panel,9.6,10290,735
13 +3,2023-12,lightgbm_panel,9.7,2450,735
14 +3,2024-03,lightgbm_panel,8.7,3185,735
15 +3,2024-06,lightgbm_panel,8.7,3920,735
16 +3,2024-09,lightgbm_panel,8.6,4655,735
17 +3,2024-12,lightgbm_panel,10.4,5390,735
18 +3,2025-03,lightgbm_panel,6.7,6125,735
19 +3,2025-06,lightgbm_panel,6.1,6860,735
20 +3,2025-09,lightgbm_panel,4.3,7595,735
21 +3,2025-12,lightgbm_panel,3.9,8330,735
22 +3,2026-03,lightgbm_panel,4.6,9065,735
23 +3,2026-06,lightgbm_panel,5.0,9800,245
24 +6,2024-03,lightgbm_panel,3.3,2450,735
25 +6,2024-06,lightgbm_panel,2.5,3185,735
26 +6,2024-09,lightgbm_panel,3.2,3920,735
27 +6,2024-12,lightgbm_panel,2.6,4655,735
28 +6,2025-03,lightgbm_panel,3.3,5390,735
29 +6,2025-06,lightgbm_panel,3.0,6125,735
30 +6,2025-09,lightgbm_panel,3.1,6860,735
31 +6,2025-12,lightgbm_panel,3.4,7595,735
32 +6,2026-03,lightgbm_panel,3.3,8330,245
33 +12,2024-09,lightgbm_panel,4.9,2450,735
34 +12,2024-12,lightgbm_panel,2.9,3185,735
35 +12,2025-03,lightgbm_panel,2.7,3920,735
36 +12,2025-06,lightgbm_panel,2.7,4655,735
37 +12,2025-09,lightgbm_panel,2.4,5390,245
modified scripts/50_tables.py +1 −0
@@ -55,6 +55,7 @@ def table(name, header, rows, caption, label, align=None, notes="", size="\\smal
55 55
56 56
57 57 def t_data():
58 + macro("NBenchB", 14, "{:.0f}"); macro("NBenchA", 8, "{:.0f}")
58 59 s = pl.read_parquet(C.WP22_ANALYTIC, columns=["tx_id", "property_class", "region_code", "mun_code", "month", "price", "floor_area_m2", "land_area_m2", "age", "storeys"])
59 60 macro("NSales", s.height, "{:,.0f}"); macro("NMun", s["mun_code"].n_unique(), "{:,.0f}")
60 61 rows = [["Floor area of storeys (m²)", "roll", "continuous; cubic in centred log", "all tasks"], ["Lot area (m²)", "roll", "quadratic in centred log", "all tasks"], ["Year built / age", "roll", "nine age bins; missingness indicator", "all tasks"],
modified scripts/60_figures.py +9 −2
@@ -51,7 +51,10 @@ def fig_perf(tag, order, col, xlab):
51 51 f = R / f"eval_{tag}" / "scores.csv"
52 52 if not ok(f): return
53 53 d = pl.read_csv(f, infer_schema_length=None).filter(pl.col("group") == "all")
54 − hs = sorted(d["h"].unique().to_list(), key=lambda x: str(x))
54 + def _k(x):
55 + try: return (0, int(x))
56 + except (TypeError, ValueError): return (1, str(x))
57 + hs = sorted(d["h"].unique().to_list(), key=_k)
55 58 fig, axes = plt.subplots(1, 2, figsize=(9, 3.2))
56 59 for m in order:
57 60 s = d.filter(pl.col("model") == m)
@@ -67,7 +70,11 @@ def fig_perf(tag, order, col, xlab):
67 70 def fig_calibration(tag, order, col):
68 71 f = R / f"eval_{tag}" / "calibration.csv"
69 72 if not ok(f): return
70 − d = pl.read_csv(f, infer_schema_length=None); hs = sorted(d["h"].unique().to_list(), key=lambda x: str(x)); h = hs[min(1, len(hs) - 1)]
73 + d = pl.read_csv(f, infer_schema_length=None)
74 + def _k(x):
75 + try: return (0, int(x))
76 + except (TypeError, ValueError): return (1, str(x))
77 + hs = sorted(d["h"].unique().to_list(), key=_k); h = hs[min(1, len(hs) - 1)]
71 78 fig, ax = plt.subplots(figsize=(4.2, 3.6)); ax.plot([0, 1], [0, 1], color=INK2, lw=0.6, ls="--")
72 79 for m in order:
73 80 s = d.filter((pl.col("model") == m) & (pl.col("h").cast(pl.Utf8) == str(h))).sort("tau")
74 81