diff --git "a/checkpoint-300000/README.md" "b/checkpoint-300000/README.md" new file mode 100644--- /dev/null +++ "b/checkpoint-300000/README.md" @@ -0,0 +1,30495 @@ +--- +language: +- en +tags: +- sentence-transformers +- sentence-similarity +- feature-extraction +- dense +- generated_from_trainer +- dataset_size:26209161 +- loss:VICRegLoss +widget: +- source_sentence: '16250675' + sentences: + - The objective of this study is to examine the role of a particular stress-enhancing + psychosocial risk factor, termed overcommitment, in predicting restenosis after + successful percutaneous transluminal coronary angioplasty (PTCA). Overcommitment + defines a personal pattern of coping with demands characterized by excessive striving + in combination with a strong desire of being approved and esteemed. One hundred + six consecutive male patients with coronary artery disease who underwent PTCA + were followed over a mean of 12 months. The restenosis rate as defined by quantitative + angiography was 34%. Multivariate analysis revealed independent effects of high + density lipoprotein cholesterol (odds ratio [OR] 3.19), age (OR 3.43), and overcommitment + (OR 2.86) on risk of restenosis. In conclusion, a stress-enhancing psychosocial + person characteristic termed overcommitment acts as an independent predictor of + coronary restenosis after PTCA. As overcommitment is subject to cognitive-behavioral + intervention, results have implications for a more comprehensive approach to secondary + prevention in cardiac patients. + - Overcommitment predicts restenosis after coronary angioplasty in cardiac patients. + - 10.1207/s15327558ijbm0604_4 +- source_sentence: '38356650' + sentences: + - 10.3389/fnins.2024.1279947 + - 'The domestic chick as an animal model of autism spectrum disorder: building adaptive + social perceptions through prenatally formed predispositions.' + - Equipped with an early social predisposition immediately post-birth, humans typically + form associations with mothers and other family members through exposure learning, + canalized by a prenatally formed predisposition of visual preference to biological + motion, face configuration, and other cues of animacy. If impaired, reduced preferences + can lead to social interaction impairments such as autism spectrum disorder (ASD) + via misguided canalization. Despite being taxonomically distant, domestic chicks + could also follow a homologous developmental trajectory toward adaptive socialization + through imprinting, which is guided via predisposed preferences similar to those + of humans, thereby suggesting that chicks are a valid animal model of ASD. In + addition to the phenotypic similarities in predisposition with human newborns, + accumulating evidence on the responsible molecular mechanisms suggests the construct + validity of the chick model. Considering the recent progress in the evo-devo studies + in vertebrates, we reviewed the advantages and limitations of the chick model + of developmental mental diseases in humans. Copyright © 2024 Matsushima, Izumi + and Vallortigara. +- source_sentence: '21444781' + sentences: + - 10.1073/pnas.1016921108 + - Natural dissociation of olivine to (Mg,Fe)SiO3 perovskite and magnesiowustite + in a shocked Martian meteorite. + - We report evidence for the natural dissociation of olivine in a shergottite at + high-pressure and high-temperature conditions induced by a dynamic event on Mars. + Olivine (Fa(34-41)) adjacent to or entrained in the shock melt vein and melt pockets + of Martian meteorite olivine-phyric shergottite Dar al Gani 735 dissociated into + (Mg,Fe)SiO(3) perovskite (Pv)+magnesiowüstite (Mw), whereby perovskite partially + vitrified during decompression. Transmission electron microscopy observations + reveal that microtexture of olivine dissociation products evolves from lamellar + to equigranular with increasing temperature at the same pressure condition. This + is in accord with the observations of synthetic samples recovered from high-pressure + and high-temperature experiments. Equigranular (Mg,Fe)SiO(3) Pv and Mw have 50-100 + nm in diameter, and lamellar (Mg,Fe)SiO(3) Pv and Mw have approximately 20 and + approximately 10 nm in thickness, respectively. Partitioning coefficient, K(Pv/Mw) + = [FeO/MgO]/[FeO/MgO](Mw), between (Mg,Fe)SiO(3) Pv and Mw in equigranular and + lamellar textures are approximately 0.15 and approximately 0.78, respectively. + The dissociation of olivine implies that the pressure and temperature conditions + recorded in the shock melt vein and melt pockets during the dynamic event were + approximately 25 GPa but 700 °C at least. +- source_sentence: '2368167' + sentences: + - Sequential and synchronous chemo-radiotherapy in the management of locally advanced + carcinoma of the head and neck. + - 'Thirty-nine consecutive patients with stage III-IV squamous cell carcinoma of + the head and neck entered a pilot study of sequential and synchronous chemo-radiotherapy. + The study was planned as follows: two cycles of induction chemotherapy (MTX, BLM, + DDP) followed by radical radiotherapy (66 Gy) with synchronous weekly administration + of DDP (20 mg/m2) as a radiosensitizer. Out of the 39 patients evaluable for induction + chemotherapy 25 (64%) achieved partial or complete response. Two patients underwent + radical surgery after induction chemotherapy and 3 patients died of treatment. + Out of the remaining 34 patients, 25 were untreated and 9 presented recurrence + after primary surgery. Grade 4 mucositis was the major side effect of concurrent + chemo-radiotherapy. Local control after synchronous therapy was obtained in 11 + (44%) previously untreated patients and only in 1 (11%) patient of the surgically + pre-treated group. At the time of the analysis 11 patients were alive, 8 of them + free from disease (4 after salvage surgery). Actuarial 2-year survival for previously + untreated patients was 33% and 24% for all the patients. This survival is not + significantly different (log rank test) from that of a similar group of 24 patients + treated at the same institution with radiotherapy alone. The important toxicity + of the induction chemotherapy regimen and the poor 2-year survival do not show + any benefit from such a combined approach in locally advanced head and neck carcinoma. + Nevertheless, despite our disappointing results many data in the literature suggest + a role for chemotherapy-based treatments of locally advanced head and neck cancer. + Further controlled randomized studies are required to better define the place + of chemotherapy in the multi-modality management of stage III-IV head and neck + cancer.' + - 10.1177/030089169007600306 +- source_sentence: '37028120' + sentences: + - 10.1016/j.bmc.2023.117238 + - Discovery of FXR/PPARγ dual partial agonist. + - Farnesoid X receptor (FXR) and peroxisome proliferator-activated receptor (PPAR)γ + are nuclear receptor 1 superfamily of transcription factors. FXR and PPARγ agonists + have been individually investigated in clinical trial of anti-diabetic agents + in the patients with nonalcoholic fatty liver disease (NAFLD). Regarding recent + agonist development, the partial agonists for FXR and PPARγ are drawing attention + from the standpoint of avoiding overactive responses caused by full agonists. + In this article, we report that 18 with a benzimidazole scaffold possesses FXR/PPARγ + dual partial agonistic activity. In addition, 18 shares the ability to reduce + cyclin-dependent kinase 5-mediated phosphorylation of PPARγ-Ser273 and the metabolic + stability in mouse liver microsome assay. To date, there are no published reports + on FXR/PPARγ dual partial agonists with biological profiles similar to 18. Thus, + the analog would be a feasible candidate as an unprecedented approach to NAFLD + associated with type 2 diabetes mellitus. Copyright © 2023 Elsevier Ltd. All rights + reserved. +datasets: +- EMBO/soda-vec-data-full_pmc_title_abstract +pipeline_tag: sentence-similarity +library_name: sentence-transformers +--- + +# SentenceTransformer + +This is a [sentence-transformers](https://www.SBERT.net) model trained on the [soda-vec-data-full_pmc_title_abstract](https://huggingface.co/datasets/EMBO/soda-vec-data-full_pmc_title_abstract) dataset. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more. + +## Model Details + +### Model Description +- **Model Type:** Sentence Transformer + +- **Maximum Sequence Length:** 512 tokens +- **Output Dimensionality:** 768 dimensions +- **Similarity Function:** Cosine Similarity +- **Training Dataset:** + - [soda-vec-data-full_pmc_title_abstract](https://huggingface.co/datasets/EMBO/soda-vec-data-full_pmc_title_abstract) +- **Language:** en + + +### Model Sources + +- **Documentation:** [Sentence Transformers Documentation](https://sbert.net) +- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers) +- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers) + +### Full Model Architecture + +``` +SentenceTransformer( + (0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': 'ModernBertModel'}) + (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True}) +) +``` + +## Usage + +### Direct Usage (Sentence Transformers) + +First install the Sentence Transformers library: + +```bash +pip install -U sentence-transformers +``` + +Then you can load this model and run inference. +```python +from sentence_transformers import SentenceTransformer + +# Download from the 🤗 Hub +model = SentenceTransformer("EMBO/soda-vec-dot-std-cov-losses") +# Run inference +sentences = [ + '37028120', + 'Discovery of FXR/PPARγ dual partial agonist.', + 'Farnesoid X receptor (FXR) and peroxisome proliferator-activated receptor (PPAR)γ are nuclear receptor 1 superfamily of transcription factors. FXR and PPARγ agonists have been individually investigated in clinical trial of anti-diabetic agents in the patients with nonalcoholic fatty liver disease (NAFLD). Regarding recent agonist development, the partial agonists for FXR and PPARγ are drawing attention from the standpoint of avoiding overactive responses caused by full agonists. In this article, we report that 18 with a benzimidazole scaffold possesses FXR/PPARγ dual partial agonistic activity. In addition, 18 shares the ability to reduce cyclin-dependent kinase 5-mediated phosphorylation of PPARγ-Ser273 and the metabolic stability in mouse liver microsome assay. To date, there are no published reports on FXR/PPARγ dual partial agonists with biological profiles similar to 18. Thus, the analog would be a feasible candidate as an unprecedented approach to NAFLD associated with type 2 diabetes mellitus. Copyright © 2023 Elsevier Ltd. All rights reserved.', +] +embeddings = model.encode(sentences) +print(embeddings.shape) +# [3, 768] + +# Get the similarity scores for the embeddings +similarities = model.similarity(embeddings, embeddings) +print(similarities) +# tensor([[1.0000, 0.2274, 0.2795], +# [0.2274, 1.0000, 0.8704], +# [0.2795, 0.8704, 1.0000]]) +``` + + + + + + + + + + + +## Training Details + +### Training Dataset + +#### soda-vec-data-full_pmc_title_abstract + +* Dataset: [soda-vec-data-full_pmc_title_abstract](https://huggingface.co/datasets/EMBO/soda-vec-data-full_pmc_title_abstract) at [bb475dc](https://huggingface.co/datasets/EMBO/soda-vec-data-full_pmc_title_abstract/tree/bb475dc1cb255a9d79d9a51d83661354c8d68b22) +* Size: 26,209,161 training samples +* Columns: pmid, title, abstract, and doi +* Approximate statistics based on the first 1000 samples: + | | pmid | title | abstract | doi | + |:--------|:--------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------| + | type | string | string | string | string | + | details | | | | | +* Samples: + | pmid | title | abstract | doi | + |:----------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------| + | 6707718 | The natural history of gastric cancer and prognostic factors influencing survival. | This study of 783 patients with histologically confirmed gastric carcinoma has confirmed the importance of several previously recognized patient- and tumor-related characteristics related to prognosis and identified some new ones. Of the tumor-related factors, the ones that showed the strongest relationship to survival following curative gastric resection were tumor stage, histologic type, breach of lymph-node capsule, sinus histiocytosis, and gross appearance. Of the tumor- and patient-related factors, the ones that showed the strongest relationship to survival from time of diagnosis of surgically noncurable disease were status of primary, liver metastasis, serum bilirubin level, ascites, extent of tumor burden, and weight loss. The effect of treatment with 5-fluorouracil (5-FU) on survival duration was at best only minimal. Only those patients who received two or more cycles of 5-FU therapy had survival advantage over the remaining patients. The use of regression analysis has made it... | 10.1200/JCO.1984.2.4.305 | + | 37944070 | Dryland Endolithic Chroococcidiopsis and Temperate Fresh Water Synechocystis Have Distinct Membrane Lipid and Photosynthesis Acclimation Strategies upon Desiccation and Temperature Increase. | An effect of climate change is the expansion of drylands in temperate regions, predicted to affect microbial biodiversity. Since photosynthetic organisms are at the base of ecosystem's trophic networks, we compared an endolithic desiccation-tolerant Chroococcidiopsis cyanobacteria isolated from gypsum rocks in the Atacama Desert with a freshwater desiccation-sensitive Synechocystis. We sought whether some acclimation traits in response to desiccation and temperature variations were shared, to evaluate the potential of temperate species to possibly become resilient to future arid conditions. When temperature varies, Synechocystis tunes the acyl composition of its lipids, via a homeoviscous acclimation mechanism known to adjust membrane fluidity, whereas no such change occurs in Chroococcidiopsis. Vice versa, a combined study of photosynthesis and pigment content shows that Chroococcidiopsis remodels its photosynthesis components and keeps an optimal photosynthetic capacity at all temper... | 10.1093/pcp/pcad139 | + | 31425010 | Accelerated Stimulated Raman Projection Tomography by Sparse Reconstruction From Sparse-View Data. | Stimulated Raman projection tomography (SRPT), a recently developed label-free volumetric chemical imaging technology, has been reported to quantitatively reconstruct the distribution of chemicals in a three-dimensional (3D) complex system. The current image reconstruction scheme used in SRPT is based on a filtered back projection (FBP) algorithm that requires at least 180 angular-dependent projections to rebuild a reasonable SRPT image, resulting in a long total acquisition time. This is a big limitation for longitudinal studies on live systems. We present a sparse-view data-based sparse reconstruction scheme, in which sparsely sampled projections at 180 degrees were used to reconstruct the volumetric information. In the scheme, the simultaneous algebra reconstruction technique (SART), combined with total variation regularization, was used for iterative reconstruction. To better describe the projection process, a pixel vertex driven model (PVDM) was developed to act as projectors, who... | 10.1109/TBME.2019.2935301 | +* Loss: SODAVEC.VICREGLoss.VICRegLoss with these parameters: + ```json + { + "options": [ + "dot_loss", + "std_loss", + "cov_loss" + ], + "coefficients": { + "dot_loss": 1.0, + "std_loss": 1.0, + "cov_loss": 1.0 + } + } + ``` + +### Evaluation Dataset + +#### soda-vec-data-full_pmc_title_abstract + +* Dataset: [soda-vec-data-full_pmc_title_abstract](https://huggingface.co/datasets/EMBO/soda-vec-data-full_pmc_title_abstract) at [bb475dc](https://huggingface.co/datasets/EMBO/soda-vec-data-full_pmc_title_abstract/tree/bb475dc1cb255a9d79d9a51d83661354c8d68b22) +* Size: 132,369 evaluation samples +* Columns: pmid, title, abstract, and doi +* Approximate statistics based on the first 1000 samples: + | | pmid | title | abstract | doi | + |:--------|:--------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------| + | type | string | string | string | string | + | details | | | | | +* Samples: + | pmid | title | abstract | doi | + |:----------------------|:-------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------| + | 32412627 | Anoxic ecosystems and early eukaryotes. | Through much of the Proterozoic Eon (2.5-0.54 billion years ago, Ga), oceans were dominantly anoxic. It is often assumed that this put a brake on early eukaryote diversification because eukaryotes lived only in oxygenated habitats, which were restricted to surface waters and benthic environments near cyanobacterial mats. Studies of extant microbial eukaryotes show, however, that they are diverse and abundant in anoxic (including sulfidic) environments, often through partnerships with endo- and ectosymbiotic bacteria and archaea. Though the last common ancestor of extant eukaryotes was capable of aerobic respiration, we propose that at least some, and perhaps many, early eukaryotes were adapted to anoxic settings, and outline a way to test this with the microfossil and redox-proxy record in Proterozoic shales. This hypothesis might explain the mismatch between the record of eukaryotic body fossils, which extends back to >1.6 Ga, and the record of sterane biomarkers, which become diverse... | 10.1042/ETLS20170162 | + | 35386252 | Climate extremes, variability, and trade shape biogeographical patterns of alien species. | Understanding how alien species assemble is crucial for predicting changes to community structure caused by biological invasions and for directing management strategies for alien species, but patterns and drivers of alien species assemblages remain poorly understood relative to native species. Climate has been suggested as a crucial filter of invasion-driven homogenization of biodiversity. However, it remains unclear which climatic factors drive the assemblage of alien species. Here, we compiled global data at both grid scale (2,653 native and 2,806 current grids with a resolution of 2° × 2°) and administrative scale (271 native and 297 current nations and sub-nations) on the distributions of 361 alien amphibians and reptiles (herpetofauna), the most threatened vertebrate group on the planet. We found that geographical distance, a proxy for natural dispersal barriers, was the dominant variable contributing to alien herpetofaunal assemblage in native ranges. In contrast, climatic factor... | 10.1093/cz/zoaa068 | + | 15637142 | Sustained correction of disease in naive and AAV2-pretreated hemophilia B dogs: AAV2/8-mediated, liver-directed gene therapy. | Adeno-associated virus 8 (AAV8), a new member of the AAV family isolated from nonhuman primates, is an attractive candidate for hepatic gene transfer applications because of 10- to 100-fold improved transduction efficiency in mouse liver models. Additionally, AAV8 has lesser frequency of pre-existing immunity in humans. These properties could solve some of the problems associated with AAV2 vectors. The benefits of AAV8 demonstrated in mouse models, however, have not been confirmed in larger animals. In this study, we evaluate the efficacy and safety of AAV2/8 vector in both naive and AAV2-pretreated hemophilia B dogs. Two naive hemophilia B dogs that received a single intraportal administration of AAV2/8 vector have achieved sustained expression of 10% and 26% of normal levels of canine factor IX (cFIX) for more than a year. In an AAV2-pretreated hemophilia B dog, cFIX expression increased from less than 1% to 16% of normal levels when treated with an AAV2/8 vector, and a high level of... | 10.1182/blood-2004-10-3867 | +* Loss: SODAVEC.VICREGLoss.VICRegLoss with these parameters: + ```json + { + "options": [ + "dot_loss", + "std_loss", + "cov_loss" + ], + "coefficients": { + "dot_loss": 1.0, + "std_loss": 1.0, + "cov_loss": 1.0 + } + } + ``` + +### Training Hyperparameters +#### Non-Default Hyperparameters + +- `eval_strategy`: steps +- `per_device_train_batch_size`: 32 +- `per_device_eval_batch_size`: 32 +- `learning_rate`: 8e-05 +- `weight_decay`: 0.01 +- `max_grad_norm`: 2.0 +- `num_train_epochs`: 1 +- `max_steps`: 500000 +- `lr_scheduler_type`: cosine +- `warmup_steps`: 1000 +- `fp16`: True +- `remove_unused_columns`: False +- `load_best_model_at_end`: True +- `ddp_find_unused_parameters`: True +- `push_to_hub`: True +- `hub_model_id`: EMBO/soda-vec-dot-std-cov-losses + +#### All Hyperparameters +
Click to expand + +- `overwrite_output_dir`: False +- `do_predict`: False +- `eval_strategy`: steps +- `prediction_loss_only`: True +- `per_device_train_batch_size`: 32 +- `per_device_eval_batch_size`: 32 +- `per_gpu_train_batch_size`: None +- `per_gpu_eval_batch_size`: None +- `gradient_accumulation_steps`: 1 +- `eval_accumulation_steps`: None +- `torch_empty_cache_steps`: None +- `learning_rate`: 8e-05 +- `weight_decay`: 0.01 +- `adam_beta1`: 0.9 +- `adam_beta2`: 0.999 +- `adam_epsilon`: 1e-08 +- `max_grad_norm`: 2.0 +- `num_train_epochs`: 1 +- `max_steps`: 500000 +- `lr_scheduler_type`: cosine +- `lr_scheduler_kwargs`: {} +- `warmup_ratio`: 0 +- `warmup_steps`: 1000 +- `log_level`: passive +- `log_level_replica`: warning +- `log_on_each_node`: True +- `logging_nan_inf_filter`: True +- `save_safetensors`: True +- `save_on_each_node`: False +- `save_only_model`: False +- `restore_callback_states_from_checkpoint`: False +- `no_cuda`: False +- `use_cpu`: False +- `use_mps_device`: False +- `seed`: 42 +- `data_seed`: None +- `jit_mode_eval`: False +- `use_ipex`: False +- `bf16`: False +- `fp16`: True +- `fp16_opt_level`: O1 +- `half_precision_backend`: auto +- `bf16_full_eval`: False +- `fp16_full_eval`: False +- `tf32`: None +- `local_rank`: 0 +- `ddp_backend`: None +- `tpu_num_cores`: None +- `tpu_metrics_debug`: False +- `debug`: [] +- `dataloader_drop_last`: True +- `dataloader_num_workers`: 0 +- `dataloader_prefetch_factor`: None +- `past_index`: -1 +- `disable_tqdm`: False +- `remove_unused_columns`: False +- `label_names`: None +- `load_best_model_at_end`: True +- `ignore_data_skip`: False +- `fsdp`: [] +- `fsdp_min_num_params`: 0 +- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False} +- `fsdp_transformer_layer_cls_to_wrap`: None +- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None} +- `deepspeed`: None +- `label_smoothing_factor`: 0.0 +- `optim`: adamw_torch +- `optim_args`: None +- `adafactor`: False +- `group_by_length`: False +- `length_column_name`: length +- `ddp_find_unused_parameters`: True +- `ddp_bucket_cap_mb`: None +- `ddp_broadcast_buffers`: False +- `dataloader_pin_memory`: True +- `dataloader_persistent_workers`: False +- `skip_memory_metrics`: True +- `use_legacy_prediction_loop`: False +- `push_to_hub`: True +- `resume_from_checkpoint`: None +- `hub_model_id`: EMBO/soda-vec-dot-std-cov-losses +- `hub_strategy`: every_save +- `hub_private_repo`: None +- `hub_always_push`: False +- `hub_revision`: None +- `gradient_checkpointing`: False +- `gradient_checkpointing_kwargs`: None +- `include_inputs_for_metrics`: False +- `include_for_metrics`: [] +- `eval_do_concat_batches`: True +- `fp16_backend`: auto +- `push_to_hub_model_id`: None +- `push_to_hub_organization`: None +- `mp_parameters`: +- `auto_find_batch_size`: False +- `full_determinism`: False +- `torchdynamo`: None +- `ray_scope`: last +- `ddp_timeout`: 1800 +- `torch_compile`: False +- `torch_compile_backend`: None +- `torch_compile_mode`: None +- `include_tokens_per_second`: False +- `include_num_input_tokens_seen`: False +- `neftune_noise_alpha`: None +- `optim_target_modules`: None +- `batch_eval_metrics`: False +- `eval_on_start`: False +- `use_liger_kernel`: False +- `liger_kernel_config`: None +- `eval_use_gather_object`: False +- `average_tokens_across_devices`: True +- `prompts`: None +- `batch_sampler`: batch_sampler +- `multi_dataset_batch_sampler`: proportional +- `router_mapping`: {} +- `learning_rate_mapping`: {} +- `dataset_name`: EMBO/soda-vec-data-full_pmc_title_abstract +- `dataset_fraction`: 1.0 +- `eval_fraction`: 0.5 +- `loss_config`: dot_std_cov +- `model_name`: ./data/models/soda-vec-dot-std-cov-losses/checkpoint-100000 + +
+ +### Training Logs +
Click to expand + +| Epoch | Step | Training Loss | Validation Loss | +|:------:|:------:|:-------------:|:---------------:| +| 0.0000 | 10 | 0.9252 | - | +| 0.0001 | 20 | 0.9304 | - | +| 0.0001 | 30 | 0.8897 | - | +| 0.0002 | 40 | 0.8807 | - | +| 0.0002 | 50 | 0.9263 | - | +| 0.0003 | 60 | 0.938 | - | +| 0.0003 | 70 | 0.8623 | - | +| 0.0004 | 80 | 0.8966 | - | +| 0.0004 | 90 | 0.8708 | - | +| 0.0005 | 100 | 0.9069 | - | +| 0.0005 | 110 | 0.8926 | - | +| 0.0006 | 120 | 0.9117 | - | +| 0.0006 | 130 | 0.9028 | - | +| 0.0007 | 140 | 0.8778 | - | +| 0.0007 | 150 | 0.9313 | - | +| 0.0008 | 160 | 0.8674 | - | +| 0.0008 | 170 | 0.9068 | - | +| 0.0009 | 180 | 0.9194 | - | +| 0.0009 | 190 | 0.9047 | - | +| 0.0010 | 200 | 0.8655 | - | +| 0.0010 | 210 | 0.9037 | - | +| 0.0011 | 220 | 0.8952 | - | +| 0.0011 | 230 | 0.8929 | - | +| 0.0012 | 240 | 0.907 | - | +| 0.0012 | 250 | 0.9475 | - | +| 0.0013 | 260 | 0.9117 | - | +| 0.0013 | 270 | 0.9021 | - | +| 0.0014 | 280 | 0.8994 | - | +| 0.0014 | 290 | 0.8865 | - | +| 0.0015 | 300 | 0.9008 | - | +| 0.0015 | 310 | 0.8943 | - | +| 0.0016 | 320 | 0.9022 | - | +| 0.0016 | 330 | 0.8533 | - | +| 0.0017 | 340 | 0.8866 | - | +| 0.0017 | 350 | 0.9207 | - | +| 0.0018 | 360 | 0.8993 | - | +| 0.0018 | 370 | 0.8768 | - | +| 0.0019 | 380 | 0.9412 | - | +| 0.0019 | 390 | 0.9346 | - | +| 0.0020 | 400 | 0.9335 | - | +| 0.0020 | 410 | 0.9018 | - | +| 0.0021 | 420 | 0.9205 | - | +| 0.0021 | 430 | 0.942 | - | +| 0.0021 | 440 | 0.9186 | - | +| 0.0022 | 450 | 0.9087 | - | +| 0.0022 | 460 | 0.9238 | - | +| 0.0023 | 470 | 0.9138 | - | +| 0.0023 | 480 | 0.8824 | - | +| 0.0024 | 490 | 0.9234 | - | +| 0.0024 | 500 | 0.92 | - | +| 0.0025 | 510 | 0.8331 | - | +| 0.0025 | 520 | 0.9025 | - | +| 0.0026 | 530 | 0.9035 | - | +| 0.0026 | 540 | 0.929 | - | +| 0.0027 | 550 | 0.8702 | - | +| 0.0027 | 560 | 0.9088 | - | +| 0.0028 | 570 | 0.919 | - | +| 0.0028 | 580 | 0.9038 | - | +| 0.0029 | 590 | 0.9082 | - | +| 0.0029 | 600 | 0.8635 | - | +| 0.0030 | 610 | 0.929 | - | +| 0.0030 | 620 | 0.889 | - | +| 0.0031 | 630 | 0.9344 | - | +| 0.0031 | 640 | 0.8805 | - | +| 0.0032 | 650 | 0.964 | - | +| 0.0032 | 660 | 0.8843 | - | +| 0.0033 | 670 | 0.8652 | - | +| 0.0033 | 680 | 0.8582 | - | +| 0.0034 | 690 | 0.8881 | - | +| 0.0034 | 700 | 0.9064 | - | +| 0.0035 | 710 | 0.9079 | - | +| 0.0035 | 720 | 0.8988 | - | +| 0.0036 | 730 | 0.9393 | - | +| 0.0036 | 740 | 0.9178 | - | +| 0.0037 | 750 | 0.9318 | - | +| 0.0037 | 760 | 0.9267 | - | +| 0.0038 | 770 | 0.926 | - | +| 0.0038 | 780 | 0.8975 | - | +| 0.0039 | 790 | 0.9008 | - | +| 0.0039 | 800 | 0.8785 | - | +| 0.0040 | 810 | 0.8793 | - | +| 0.0040 | 820 | 0.875 | - | +| 0.0041 | 830 | 0.9425 | - | +| 0.0041 | 840 | 0.9159 | - | +| 0.0042 | 850 | 0.8817 | - | +| 0.0042 | 860 | 0.8903 | - | +| 0.0042 | 870 | 0.9366 | - | +| 0.0043 | 880 | 0.8992 | - | +| 0.0043 | 890 | 0.9031 | - | +| 0.0044 | 900 | 0.8986 | - | +| 0.0044 | 910 | 0.9246 | - | +| 0.0045 | 920 | 0.9471 | - | +| 0.0045 | 930 | 0.9053 | - | +| 0.0046 | 940 | 0.8886 | - | +| 0.0046 | 950 | 0.9206 | - | +| 0.0047 | 960 | 0.8887 | - | +| 0.0047 | 970 | 0.9156 | - | +| 0.0048 | 980 | 0.8926 | - | +| 0.0048 | 990 | 0.8937 | - | +| 0.0049 | 1000 | 0.887 | - | +| 0.0049 | 1010 | 0.9047 | - | +| 0.0050 | 1020 | 0.9321 | - | +| 0.0050 | 1030 | 0.8695 | - | +| 0.0051 | 1040 | 0.9307 | - | +| 0.0051 | 1050 | 0.9147 | - | +| 0.0052 | 1060 | 0.9137 | - | +| 0.0052 | 1070 | 0.8874 | - | +| 0.0053 | 1080 | 0.8783 | - | +| 0.0053 | 1090 | 0.9028 | - | +| 0.0054 | 1100 | 0.8972 | - | +| 0.0054 | 1110 | 0.9056 | - | +| 0.0055 | 1120 | 0.9212 | - | +| 0.0055 | 1130 | 0.8742 | - | +| 0.0056 | 1140 | 0.9202 | - | +| 0.0056 | 1150 | 0.9163 | - | +| 0.0057 | 1160 | 0.91 | - | +| 0.0057 | 1170 | 0.8926 | - | +| 0.0058 | 1180 | 0.9022 | - | +| 0.0058 | 1190 | 0.8625 | - | +| 0.0059 | 1200 | 0.8921 | - | +| 0.0059 | 1210 | 0.927 | - | +| 0.0060 | 1220 | 0.8644 | - | +| 0.0060 | 1230 | 0.8719 | - | +| 0.0061 | 1240 | 0.8965 | - | +| 0.0061 | 1250 | 0.9291 | - | +| 0.0062 | 1260 | 0.8865 | - | +| 0.0062 | 1270 | 0.9132 | - | +| 0.0063 | 1280 | 0.8639 | - | +| 0.0063 | 1290 | 0.9043 | - | +| 0.0063 | 1300 | 0.9029 | - | +| 0.0064 | 1310 | 0.899 | - | +| 0.0064 | 1320 | 0.8763 | - | +| 0.0065 | 1330 | 0.9409 | - | +| 0.0065 | 1340 | 0.9067 | - | +| 0.0066 | 1350 | 0.9241 | - | +| 0.0066 | 1360 | 0.9038 | - | +| 0.0067 | 1370 | 0.9005 | - | +| 0.0067 | 1380 | 0.8845 | - | +| 0.0068 | 1390 | 0.9171 | - | +| 0.0068 | 1400 | 0.8617 | - | +| 0.0069 | 1410 | 0.9032 | - | +| 0.0069 | 1420 | 0.9068 | - | +| 0.0070 | 1430 | 0.9333 | - | +| 0.0070 | 1440 | 0.915 | - | +| 0.0071 | 1450 | 0.8944 | - | +| 0.0071 | 1460 | 0.9031 | - | +| 0.0072 | 1470 | 0.8907 | - | +| 0.0072 | 1480 | 0.8627 | - | +| 0.0073 | 1490 | 0.8985 | - | +| 0.0073 | 1500 | 0.9201 | - | +| 0.0074 | 1510 | 0.8947 | - | +| 0.0074 | 1520 | 0.9033 | - | +| 0.0075 | 1530 | 0.9138 | - | +| 0.0075 | 1540 | 0.9073 | - | +| 0.0076 | 1550 | 0.9376 | - | +| 0.0076 | 1560 | 0.9479 | - | +| 0.0077 | 1570 | 0.9459 | - | +| 0.0077 | 1580 | 0.8934 | - | +| 0.0078 | 1590 | 0.9006 | - | +| 0.0078 | 1600 | 0.9064 | - | +| 0.0079 | 1610 | 0.8819 | - | +| 0.0079 | 1620 | 0.9378 | - | +| 0.0080 | 1630 | 0.8799 | - | +| 0.0080 | 1640 | 0.9407 | - | +| 0.0081 | 1650 | 0.9104 | - | +| 0.0081 | 1660 | 0.8606 | - | +| 0.0082 | 1670 | 0.9314 | - | +| 0.0082 | 1680 | 0.8782 | - | +| 0.0083 | 1690 | 0.9124 | - | +| 0.0083 | 1700 | 0.9301 | - | +| 0.0084 | 1710 | 0.9235 | - | +| 0.0084 | 1720 | 0.9167 | - | +| 0.0084 | 1730 | 0.9168 | - | +| 0.0085 | 1740 | 0.91 | - | +| 0.0085 | 1750 | 0.9682 | - | +| 0.0086 | 1760 | 0.8811 | - | +| 0.0086 | 1770 | 0.9245 | - | +| 0.0087 | 1780 | 0.9211 | - | +| 0.0087 | 1790 | 0.8665 | - | +| 0.0088 | 1800 | 0.9125 | - | +| 0.0088 | 1810 | 0.8824 | - | +| 0.0089 | 1820 | 0.9049 | - | +| 0.0089 | 1830 | 0.9097 | - | +| 0.0090 | 1840 | 0.8807 | - | +| 0.0090 | 1850 | 0.8936 | - | +| 0.0091 | 1860 | 0.8623 | - | +| 0.0091 | 1870 | 0.8967 | - | +| 0.0092 | 1880 | 0.8938 | - | +| 0.0092 | 1890 | 0.8813 | - | +| 0.0093 | 1900 | 0.885 | - | +| 0.0093 | 1910 | 0.8797 | - | +| 0.0094 | 1920 | 0.8646 | - | +| 0.0094 | 1930 | 0.8844 | - | +| 0.0095 | 1940 | 0.9227 | - | +| 0.0095 | 1950 | 0.895 | - | +| 0.0096 | 1960 | 0.8824 | - | +| 0.0096 | 1970 | 0.8755 | - | +| 0.0097 | 1980 | 0.8889 | - | +| 0.0097 | 1990 | 0.9119 | - | +| 0.0098 | 2000 | 0.8826 | - | +| 0.0098 | 2010 | 0.9216 | - | +| 0.0099 | 2020 | 0.884 | - | +| 0.0099 | 2030 | 0.9272 | - | +| 0.0100 | 2040 | 0.8924 | - | +| 0.0100 | 2050 | 0.8979 | - | +| 0.0101 | 2060 | 0.9373 | - | +| 0.0101 | 2070 | 0.911 | - | +| 0.0102 | 2080 | 0.9084 | - | +| 0.0102 | 2090 | 0.9014 | - | +| 0.0103 | 2100 | 0.9093 | - | +| 0.0103 | 2110 | 0.8998 | - | +| 0.0104 | 2120 | 0.8804 | - | +| 0.0104 | 2130 | 0.8739 | - | +| 0.0105 | 2140 | 0.923 | - | +| 0.0105 | 2150 | 0.8919 | - | +| 0.0105 | 2160 | 0.8941 | - | +| 0.0106 | 2170 | 0.8623 | - | +| 0.0106 | 2180 | 0.9157 | - | +| 0.0107 | 2190 | 0.9233 | - | +| 0.0107 | 2200 | 0.9255 | - | +| 0.0108 | 2210 | 0.8659 | - | +| 0.0108 | 2220 | 0.9085 | - | +| 0.0109 | 2230 | 0.8711 | - | +| 0.0109 | 2240 | 0.9132 | - | +| 0.0110 | 2250 | 0.8626 | - | +| 0.0110 | 2260 | 0.8808 | - | +| 0.0111 | 2270 | 0.8988 | - | +| 0.0111 | 2280 | 0.8816 | - | +| 0.0112 | 2290 | 0.9035 | - | +| 0.0112 | 2300 | 0.8992 | - | +| 0.0113 | 2310 | 0.883 | - | +| 0.0113 | 2320 | 0.9215 | - | +| 0.0114 | 2330 | 0.917 | - | +| 0.0114 | 2340 | 0.8773 | - | +| 0.0115 | 2350 | 0.8871 | - | +| 0.0115 | 2360 | 0.9055 | - | +| 0.0116 | 2370 | 0.8929 | - | +| 0.0116 | 2380 | 0.9248 | - | +| 0.0117 | 2390 | 0.8878 | - | +| 0.0117 | 2400 | 0.9024 | - | +| 0.0118 | 2410 | 0.8614 | - | +| 0.0118 | 2420 | 0.8655 | - | +| 0.0119 | 2430 | 0.9055 | - | +| 0.0119 | 2440 | 0.9194 | - | +| 0.0120 | 2450 | 0.85 | - | +| 0.0120 | 2460 | 0.8608 | - | +| 0.0121 | 2470 | 0.9324 | - | +| 0.0121 | 2480 | 0.943 | - | +| 0.0122 | 2490 | 0.8914 | - | +| 0.0122 | 2500 | 0.9125 | - | +| 0.0123 | 2510 | 0.9311 | - | +| 0.0123 | 2520 | 0.8744 | - | +| 0.0124 | 2530 | 0.8821 | - | +| 0.0124 | 2540 | 0.9054 | - | +| 0.0125 | 2550 | 0.8962 | - | +| 0.0125 | 2560 | 0.8811 | - | +| 0.0126 | 2570 | 0.9397 | - | +| 0.0126 | 2580 | 0.8701 | - | +| 0.0126 | 2590 | 0.9129 | - | +| 0.0127 | 2600 | 0.8685 | - | +| 0.0127 | 2610 | 0.9238 | - | +| 0.0128 | 2620 | 0.8904 | - | +| 0.0128 | 2630 | 0.8985 | - | +| 0.0129 | 2640 | 0.884 | - | +| 0.0129 | 2650 | 0.8865 | - | +| 0.0130 | 2660 | 0.8953 | - | +| 0.0130 | 2670 | 0.8826 | - | +| 0.0131 | 2680 | 0.9299 | - | +| 0.0131 | 2690 | 0.8832 | - | +| 0.0132 | 2700 | 0.9016 | - | +| 0.0132 | 2710 | 0.8809 | - | +| 0.0133 | 2720 | 0.9244 | - | +| 0.0133 | 2730 | 0.9274 | - | +| 0.0134 | 2740 | 0.9135 | - | +| 0.0134 | 2750 | 0.9015 | - | +| 0.0135 | 2760 | 0.91 | - | +| 0.0135 | 2770 | 0.8827 | - | +| 0.0136 | 2780 | 0.8892 | - | +| 0.0136 | 2790 | 0.8944 | - | +| 0.0137 | 2800 | 0.8868 | - | +| 0.0137 | 2810 | 0.9062 | - | +| 0.0138 | 2820 | 0.8539 | - | +| 0.0138 | 2830 | 0.8987 | - | +| 0.0139 | 2840 | 0.884 | - | +| 0.0139 | 2850 | 0.8753 | - | +| 0.0140 | 2860 | 0.8881 | - | +| 0.0140 | 2870 | 0.9227 | - | +| 0.0141 | 2880 | 0.8634 | - | +| 0.0141 | 2890 | 0.9266 | - | +| 0.0142 | 2900 | 0.9078 | - | +| 0.0142 | 2910 | 0.9172 | - | +| 0.0143 | 2920 | 0.8901 | - | +| 0.0143 | 2930 | 0.8911 | - | +| 0.0144 | 2940 | 0.9219 | - | +| 0.0144 | 2950 | 0.9338 | - | +| 0.0145 | 2960 | 0.9354 | - | +| 0.0145 | 2970 | 0.8901 | - | +| 0.0146 | 2980 | 0.8896 | - | +| 0.0146 | 2990 | 0.9069 | - | +| 0.0147 | 3000 | 0.8839 | - | +| 0.0147 | 3010 | 0.8973 | - | +| 0.0147 | 3020 | 0.8717 | - | +| 0.0148 | 3030 | 0.8712 | - | +| 0.0148 | 3040 | 0.9091 | - | +| 0.0149 | 3050 | 0.8807 | - | +| 0.0149 | 3060 | 0.8905 | - | +| 0.0150 | 3070 | 0.9003 | - | +| 0.0150 | 3080 | 0.8963 | - | +| 0.0151 | 3090 | 0.8963 | - | +| 0.0151 | 3100 | 0.8984 | - | +| 0.0152 | 3110 | 0.8961 | - | +| 0.0152 | 3120 | 0.8828 | - | +| 0.0153 | 3130 | 0.9135 | - | +| 0.0153 | 3140 | 0.8917 | - | +| 0.0154 | 3150 | 0.8907 | - | +| 0.0154 | 3160 | 0.8677 | - | +| 0.0155 | 3170 | 0.9369 | - | +| 0.0155 | 3180 | 0.8721 | - | +| 0.0156 | 3190 | 0.8749 | - | +| 0.0156 | 3200 | 0.9068 | - | +| 0.0157 | 3210 | 0.9273 | - | +| 0.0157 | 3220 | 0.8759 | - | +| 0.0158 | 3230 | 0.9317 | - | +| 0.0158 | 3240 | 0.8824 | - | +| 0.0159 | 3250 | 0.9066 | - | +| 0.0159 | 3260 | 0.9094 | - | +| 0.0160 | 3270 | 0.8916 | - | +| 0.0160 | 3280 | 0.9707 | - | +| 0.0161 | 3290 | 0.898 | - | +| 0.0161 | 3300 | 0.9135 | - | +| 0.0162 | 3310 | 0.9056 | - | +| 0.0162 | 3320 | 0.9083 | - | +| 0.0163 | 3330 | 0.8884 | - | +| 0.0163 | 3340 | 0.9529 | - | +| 0.0164 | 3350 | 0.9067 | - | +| 0.0164 | 3360 | 0.9021 | - | +| 0.0165 | 3370 | 0.9129 | - | +| 0.0165 | 3380 | 0.8824 | - | +| 0.0166 | 3390 | 0.9238 | - | +| 0.0166 | 3400 | 0.8863 | - | +| 0.0167 | 3410 | 0.8705 | - | +| 0.0167 | 3420 | 0.9401 | - | +| 0.0168 | 3430 | 0.8993 | - | +| 0.0168 | 3440 | 0.894 | - | +| 0.0168 | 3450 | 0.8918 | - | +| 0.0169 | 3460 | 0.8699 | - | +| 0.0169 | 3470 | 0.9005 | - | +| 0.0170 | 3480 | 0.9248 | - | +| 0.0170 | 3490 | 0.8956 | - | +| 0.0171 | 3500 | 0.8815 | - | +| 0.0171 | 3510 | 0.8588 | - | +| 0.0172 | 3520 | 0.9129 | - | +| 0.0172 | 3530 | 0.8859 | - | +| 0.0173 | 3540 | 0.8948 | - | +| 0.0173 | 3550 | 0.9157 | - | +| 0.0174 | 3560 | 0.9064 | - | +| 0.0174 | 3570 | 0.9076 | - | +| 0.0175 | 3580 | 0.905 | - | +| 0.0175 | 3590 | 0.8573 | - | +| 0.0176 | 3600 | 0.9056 | - | +| 0.0176 | 3610 | 0.9235 | - | +| 0.0177 | 3620 | 0.9194 | - | +| 0.0177 | 3630 | 0.8847 | - | +| 0.0178 | 3640 | 0.931 | - | +| 0.0178 | 3650 | 0.8801 | - | +| 0.0179 | 3660 | 0.9145 | - | +| 0.0179 | 3670 | 0.8924 | - | +| 0.0180 | 3680 | 0.9105 | - | +| 0.0180 | 3690 | 0.9076 | - | +| 0.0181 | 3700 | 0.8888 | - | +| 0.0181 | 3710 | 0.8887 | - | +| 0.0182 | 3720 | 0.8651 | - | +| 0.0182 | 3730 | 0.8716 | - | +| 0.0183 | 3740 | 0.9063 | - | +| 0.0183 | 3750 | 0.9311 | - | +| 0.0184 | 3760 | 0.8975 | - | +| 0.0184 | 3770 | 0.9114 | - | +| 0.0185 | 3780 | 0.9109 | - | +| 0.0185 | 3790 | 0.9372 | - | +| 0.0186 | 3800 | 0.9139 | - | +| 0.0186 | 3810 | 0.8825 | - | +| 0.0187 | 3820 | 0.9119 | - | +| 0.0187 | 3830 | 0.8658 | - | +| 0.0188 | 3840 | 0.9041 | - | +| 0.0188 | 3850 | 0.8971 | - | +| 0.0189 | 3860 | 0.8916 | - | +| 0.0189 | 3870 | 0.8907 | - | +| 0.0189 | 3880 | 0.9373 | - | +| 0.0190 | 3890 | 0.8743 | - | +| 0.0190 | 3900 | 0.8614 | - | +| 0.0191 | 3910 | 0.9086 | - | +| 0.0191 | 3920 | 0.9589 | - | +| 0.0192 | 3930 | 0.9075 | - | +| 0.0192 | 3940 | 0.9076 | - | +| 0.0193 | 3950 | 0.9393 | - | +| 0.0193 | 3960 | 0.8998 | - | +| 0.0194 | 3970 | 0.9153 | - | +| 0.0194 | 3980 | 0.8907 | - | +| 0.0195 | 3990 | 0.9185 | - | +| 0.0195 | 4000 | 0.889 | - | +| 0.0196 | 4010 | 0.9136 | - | +| 0.0196 | 4020 | 0.8776 | - | +| 0.0197 | 4030 | 0.8946 | - | +| 0.0197 | 4040 | 0.8762 | - | +| 0.0198 | 4050 | 0.9078 | - | +| 0.0198 | 4060 | 0.9124 | - | +| 0.0199 | 4070 | 0.861 | - | +| 0.0199 | 4080 | 0.9026 | - | +| 0.0200 | 4090 | 0.8795 | - | +| 0.0200 | 4100 | 0.8993 | - | +| 0.0201 | 4110 | 0.9038 | - | +| 0.0201 | 4120 | 0.8789 | - | +| 0.0202 | 4130 | 0.8784 | - | +| 0.0202 | 4140 | 0.9015 | - | +| 0.0203 | 4150 | 0.8939 | - | +| 0.0203 | 4160 | 0.9033 | - | +| 0.0204 | 4170 | 0.9182 | - | +| 0.0204 | 4180 | 0.8682 | - | +| 0.0205 | 4190 | 0.9321 | - | +| 0.0205 | 4200 | 0.8873 | - | +| 0.0206 | 4210 | 0.9278 | - | +| 0.0206 | 4220 | 0.9054 | - | +| 0.0207 | 4230 | 0.9208 | - | +| 0.0207 | 4240 | 0.8953 | - | +| 0.0208 | 4250 | 0.8838 | - | +| 0.0208 | 4260 | 0.8985 | - | +| 0.0209 | 4270 | 0.9041 | - | +| 0.0209 | 4280 | 0.8849 | - | +| 0.0210 | 4290 | 0.864 | - | +| 0.0210 | 4300 | 0.9028 | - | +| 0.0210 | 4310 | 0.9169 | - | +| 0.0211 | 4320 | 0.9183 | - | +| 0.0211 | 4330 | 0.8597 | - | +| 0.0212 | 4340 | 0.9267 | - | +| 0.0212 | 4350 | 0.8891 | - | +| 0.0213 | 4360 | 0.8991 | - | +| 0.0213 | 4370 | 0.8895 | - | +| 0.0214 | 4380 | 0.8986 | - | +| 0.0214 | 4390 | 0.9153 | - | +| 0.0215 | 4400 | 0.8987 | - | +| 0.0215 | 4410 | 0.8754 | - | +| 0.0216 | 4420 | 0.9122 | - | +| 0.0216 | 4430 | 0.9137 | - | +| 0.0217 | 4440 | 0.9158 | - | +| 0.0217 | 4450 | 0.9014 | - | +| 0.0218 | 4460 | 0.9157 | - | +| 0.0218 | 4470 | 0.9053 | - | +| 0.0219 | 4480 | 0.8932 | - | +| 0.0219 | 4490 | 0.8917 | - | +| 0.0220 | 4500 | 0.884 | - | +| 0.0220 | 4510 | 0.906 | - | +| 0.0221 | 4520 | 0.8813 | - | +| 0.0221 | 4530 | 0.9149 | - | +| 0.0222 | 4540 | 0.9339 | - | +| 0.0222 | 4550 | 0.9095 | - | +| 0.0223 | 4560 | 0.8886 | - | +| 0.0223 | 4570 | 0.8533 | - | +| 0.0224 | 4580 | 0.9201 | - | +| 0.0224 | 4590 | 0.8975 | - | +| 0.0225 | 4600 | 0.91 | - | +| 0.0225 | 4610 | 0.862 | - | +| 0.0226 | 4620 | 0.8995 | - | +| 0.0226 | 4630 | 0.892 | - | +| 0.0227 | 4640 | 0.8936 | - | +| 0.0227 | 4650 | 0.924 | - | +| 0.0228 | 4660 | 0.8855 | - | +| 0.0228 | 4670 | 0.8588 | - | +| 0.0229 | 4680 | 0.8857 | - | +| 0.0229 | 4690 | 0.8728 | - | +| 0.0230 | 4700 | 0.9069 | - | +| 0.0230 | 4710 | 0.8836 | - | +| 0.0231 | 4720 | 0.9203 | - | +| 0.0231 | 4730 | 0.8972 | - | +| 0.0231 | 4740 | 0.8545 | - | +| 0.0232 | 4750 | 0.8909 | - | +| 0.0232 | 4760 | 0.9512 | - | +| 0.0233 | 4770 | 0.8883 | - | +| 0.0233 | 4780 | 0.9025 | - | +| 0.0234 | 4790 | 0.8856 | - 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| +| 0.1983 | 40610 | 0.8709 | - | +| 0.1984 | 40620 | 0.8779 | - | +| 0.1984 | 40630 | 0.8261 | - | +| 0.1985 | 40640 | 0.8585 | - | +| 0.1985 | 40650 | 0.8996 | - | +| 0.1986 | 40660 | 0.8487 | - | +| 0.1986 | 40670 | 0.8883 | - | +| 0.1987 | 40680 | 0.8705 | - | +| 0.1987 | 40690 | 0.8662 | - | +| 0.1988 | 40700 | 0.8958 | - | +| 0.1988 | 40710 | 0.8948 | - | +| 0.1989 | 40720 | 0.8662 | - | +| 0.1989 | 40730 | 0.8185 | - | +| 0.1990 | 40740 | 0.8926 | - | +| 0.1990 | 40750 | 0.8486 | - | +| 0.1991 | 40760 | 0.854 | - | +| 0.1991 | 40770 | 0.8864 | - | +| 0.1992 | 40780 | 0.8644 | - | +| 0.1992 | 40790 | 0.8753 | - | +| 0.1993 | 40800 | 0.8933 | - | +| 0.1993 | 40810 | 0.8818 | - | +| 0.1994 | 40820 | 0.9168 | - | +| 0.1994 | 40830 | 0.8705 | - | +| 0.1995 | 40840 | 0.8518 | - | +| 0.1995 | 40850 | 0.9027 | - | +| 0.1996 | 40860 | 0.9058 | - | +| 0.1996 | 40870 | 0.8785 | - | +| 0.1996 | 40880 | 0.897 | - | +| 0.1997 | 40890 | 0.9101 | - | +| 0.1997 | 40900 | 0.8542 | - | +| 0.1998 | 40910 | 0.897 | - | +| 0.1998 | 40920 | 0.8709 | - | +| 0.1999 | 40930 | 0.9039 | - | +| 0.1999 | 40940 | 0.8943 | - | +| 0.2000 | 40950 | 0.9009 | - | +| 0.2000 | 40960 | 0.8817 | - | +| 0.2001 | 40970 | 0.8855 | - | +| 0.2001 | 40980 | 0.8514 | - | +| 0.2002 | 40990 | 0.8624 | - | +| 0.2002 | 41000 | 0.845 | - | +| 0.2003 | 41010 | 0.8258 | - | +| 0.2003 | 41020 | 0.9384 | - | +| 0.2004 | 41030 | 0.8676 | - | +| 0.2004 | 41040 | 0.8675 | - | +| 0.2005 | 41050 | 0.88 | - | +| 0.2005 | 41060 | 0.8745 | - | +| 0.2006 | 41070 | 0.8816 | - | +| 0.2006 | 41080 | 0.9263 | - | +| 0.2007 | 41090 | 0.8926 | - | +| 0.2007 | 41100 | 0.8859 | - | +| 0.2008 | 41110 | 0.8796 | - | +| 0.2008 | 41120 | 0.8676 | - | +| 0.2009 | 41130 | 0.8829 | - | +| 0.2009 | 41140 | 0.9276 | - | +| 0.2010 | 41150 | 0.8954 | - | +| 0.2010 | 41160 | 0.927 | - | +| 0.2011 | 41170 | 0.892 | - | +| 0.2011 | 41180 | 0.8947 | - | +| 0.2012 | 41190 | 0.8703 | - | +| 0.2012 | 41200 | 0.8776 | - | +| 0.2013 | 41210 | 0.9057 | - | +| 0.2013 | 41220 | 0.8836 | - | +| 0.2014 | 41230 | 0.8593 | - | +| 0.2014 | 41240 | 0.8706 | - | +| 0.2015 | 41250 | 0.8906 | - | +| 0.2015 | 41260 | 0.8853 | - | +| 0.2016 | 41270 | 0.8677 | - | +| 0.2016 | 41280 | 0.8943 | - | +| 0.2017 | 41290 | 0.893 | - | +| 0.2017 | 41300 | 0.8511 | - | +| 0.2017 | 41310 | 0.8977 | - | +| 0.2018 | 41320 | 0.8802 | - | +| 0.2018 | 41330 | 0.9195 | - | +| 0.2019 | 41340 | 0.8776 | - | +| 0.2019 | 41350 | 0.9135 | - | +| 0.2020 | 41360 | 0.9071 | - | +| 0.2020 | 41370 | 0.8948 | - | +| 0.2021 | 41380 | 0.8939 | - | +| 0.2021 | 41390 | 0.8724 | - | +| 0.2022 | 41400 | 0.9011 | - | +| 0.2022 | 41410 | 0.8777 | - | +| 0.2023 | 41420 | 0.9035 | - | +| 0.2023 | 41430 | 0.9034 | - | +| 0.2024 | 41440 | 0.9201 | - | +| 0.2024 | 41450 | 0.887 | - | +| 0.2025 | 41460 | 0.8921 | - | +| 0.2025 | 41470 | 0.8645 | - | +| 0.2026 | 41480 | 0.9331 | - | +| 0.2026 | 41490 | 0.9011 | - | +| 0.2027 | 41500 | 0.9029 | - | +| 0.2027 | 41510 | 0.8885 | - | +| 0.2028 | 41520 | 0.8563 | - | +| 0.2028 | 41530 | 0.885 | - 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| +| 0.9300 | 190420 | 0.8094 | - | +| 0.9300 | 190430 | 0.893 | - | +| 0.9301 | 190440 | 0.8522 | - | +| 0.9301 | 190450 | 0.8836 | - | +| 0.9302 | 190460 | 0.8469 | - | +| 0.9302 | 190470 | 0.8285 | - | +| 0.9303 | 190480 | 0.8548 | - | +| 0.9303 | 190490 | 0.8456 | - | +| 0.9304 | 190500 | 0.8422 | - | +| 0.9304 | 190510 | 0.8501 | - | +| 0.9305 | 190520 | 0.8449 | - | +| 0.9305 | 190530 | 0.8185 | - | +| 0.9306 | 190540 | 0.8572 | - | +| 0.9306 | 190550 | 0.8496 | - | +| 0.9307 | 190560 | 0.8905 | - | +| 0.9307 | 190570 | 0.8302 | - | +| 0.9308 | 190580 | 0.8929 | - | +| 0.9308 | 190590 | 0.7973 | - | +| 0.9309 | 190600 | 0.8801 | - | +| 0.9309 | 190610 | 0.8621 | - | +| 0.9309 | 190620 | 0.8708 | - | +| 0.9310 | 190630 | 0.8487 | - | +| 0.9310 | 190640 | 0.8562 | - | +| 0.9311 | 190650 | 0.819 | - | +| 0.9311 | 190660 | 0.8642 | - | +| 0.9312 | 190670 | 0.8434 | - | +| 0.9312 | 190680 | 0.862 | - | +| 0.9313 | 190690 | 0.906 | - | +| 0.9313 | 190700 | 0.8342 | - | +| 0.9314 | 190710 | 0.8421 | - | +| 0.9314 | 190720 | 0.8257 | - | +| 0.9315 | 190730 | 0.8188 | - | +| 0.9315 | 190740 | 0.8714 | - | +| 0.9316 | 190750 | 0.8506 | - | +| 0.9316 | 190760 | 0.8365 | - | +| 0.9317 | 190770 | 0.8488 | - | +| 0.9317 | 190780 | 0.8852 | - | +| 0.9318 | 190790 | 0.8799 | - | +| 0.9318 | 190800 | 0.8443 | - | +| 0.9319 | 190810 | 0.8537 | - | +| 0.9319 | 190820 | 0.8483 | - | +| 0.9320 | 190830 | 0.8433 | - | +| 0.9320 | 190840 | 0.8186 | - | +| 0.9321 | 190850 | 0.8888 | - | +| 0.9321 | 190860 | 0.8399 | - | +| 0.9322 | 190870 | 0.8388 | - | +| 0.9322 | 190880 | 0.8569 | - | +| 0.9323 | 190890 | 0.8451 | - | +| 0.9323 | 190900 | 0.8609 | - | +| 0.9324 | 190910 | 0.8067 | - | +| 0.9324 | 190920 | 0.8392 | - | +| 0.9325 | 190930 | 0.8663 | - | +| 0.9325 | 190940 | 0.8414 | - | +| 0.9326 | 190950 | 0.8276 | - | +| 0.9326 | 190960 | 0.8858 | - | +| 0.9327 | 190970 | 0.8455 | - | +| 0.9327 | 190980 | 0.8642 | - | +| 0.9328 | 190990 | 0.8665 | - | +| 0.9328 | 191000 | 0.8667 | - | +| 0.9329 | 191010 | 0.8443 | - | +| 0.9329 | 191020 | 0.8338 | - | +| 0.9330 | 191030 | 0.831 | - | +| 0.9330 | 191040 | 0.8364 | - | +| 0.9330 | 191050 | 0.8282 | - | +| 0.9331 | 191060 | 0.8557 | - | +| 0.9331 | 191070 | 0.8288 | - | +| 0.9332 | 191080 | 0.8403 | - | +| 0.9332 | 191090 | 0.8068 | - | +| 0.9333 | 191100 | 0.8304 | - | +| 0.9333 | 191110 | 0.8619 | - | +| 0.9334 | 191120 | 0.8537 | - | +| 0.9334 | 191130 | 0.8369 | - | +| 0.9335 | 191140 | 0.8709 | - | +| 0.9335 | 191150 | 0.8426 | - | +| 0.9336 | 191160 | 0.872 | - | +| 0.9336 | 191170 | 0.8012 | - | +| 0.9337 | 191180 | 0.873 | - | +| 0.9337 | 191190 | 0.847 | - | +| 0.9338 | 191200 | 0.8492 | - | +| 0.9338 | 191210 | 0.876 | - | +| 0.9339 | 191220 | 0.8681 | - | +| 0.9339 | 191230 | 0.8677 | - | +| 0.9340 | 191240 | 0.8462 | - | +| 0.9340 | 191250 | 0.8417 | - | +| 0.9341 | 191260 | 0.8644 | - | +| 0.9341 | 191270 | 0.8961 | - | +| 0.9342 | 191280 | 0.8543 | - | +| 0.9342 | 191290 | 0.8397 | - | +| 0.9343 | 191300 | 0.8395 | - | +| 0.9343 | 191310 | 0.8571 | - 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| +| 0.9358 | 191620 | 0.8539 | - | +| 0.9359 | 191630 | 0.859 | - | +| 0.9359 | 191640 | 0.8928 | - | +| 0.9360 | 191650 | 0.8477 | - | +| 0.9360 | 191660 | 0.8703 | - | +| 0.9361 | 191670 | 0.8358 | - | +| 0.9361 | 191680 | 0.8664 | - | +| 0.9362 | 191690 | 0.8404 | - | +| 0.9362 | 191700 | 0.8152 | - | +| 0.9363 | 191710 | 0.8492 | - | +| 0.9363 | 191720 | 0.8391 | - | +| 0.9364 | 191730 | 0.8385 | - | +| 0.9364 | 191740 | 0.8702 | - | +| 0.9365 | 191750 | 0.8499 | - | +| 0.9365 | 191760 | 0.8852 | - | +| 0.9366 | 191770 | 0.8394 | - | +| 0.9366 | 191780 | 0.8919 | - | +| 0.9367 | 191790 | 0.8052 | - | +| 0.9367 | 191800 | 0.8377 | - | +| 0.9368 | 191810 | 0.8515 | - | +| 0.9368 | 191820 | 0.8573 | - | +| 0.9369 | 191830 | 0.898 | - | +| 0.9369 | 191840 | 0.8846 | - | +| 0.9370 | 191850 | 0.8976 | - | +| 0.9370 | 191860 | 0.8583 | - | +| 0.9371 | 191870 | 0.869 | - | +| 0.9371 | 191880 | 0.8826 | - | +| 0.9372 | 191890 | 0.882 | - | +| 0.9372 | 191900 | 0.8515 | - | +| 0.9372 | 191910 | 0.8367 | - 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| +| 0.9446 | 193420 | 0.8935 | - | +| 0.9447 | 193430 | 0.8578 | - | +| 0.9447 | 193440 | 0.8147 | - | +| 0.9448 | 193450 | 0.8696 | - | +| 0.9448 | 193460 | 0.8539 | - | +| 0.9449 | 193470 | 0.8445 | - | +| 0.9449 | 193480 | 0.849 | - | +| 0.9450 | 193490 | 0.8495 | - | +| 0.9450 | 193500 | 0.8163 | - | +| 0.9451 | 193510 | 0.9005 | - | +| 0.9451 | 193520 | 0.8323 | - | +| 0.9452 | 193530 | 0.8547 | - | +| 0.9452 | 193540 | 0.8629 | - | +| 0.9453 | 193550 | 0.8408 | - | +| 0.9453 | 193560 | 0.8197 | - | +| 0.9454 | 193570 | 0.8755 | - | +| 0.9454 | 193580 | 0.8567 | - | +| 0.9455 | 193590 | 0.8376 | - | +| 0.9455 | 193600 | 0.8037 | - | +| 0.9456 | 193610 | 0.8761 | - | +| 0.9456 | 193620 | 0.8502 | - | +| 0.9456 | 193630 | 0.8358 | - | +| 0.9457 | 193640 | 0.8648 | - | +| 0.9457 | 193650 | 0.8586 | - | +| 0.9458 | 193660 | 0.8302 | - | +| 0.9458 | 193670 | 0.8985 | - | +| 0.9459 | 193680 | 0.8305 | - | +| 0.9459 | 193690 | 0.8702 | - | +| 0.9460 | 193700 | 0.9103 | - | +| 0.9460 | 193710 | 0.8399 | - | +| 0.9461 | 193720 | 0.8484 | - | +| 0.9461 | 193730 | 0.8551 | - | +| 0.9462 | 193740 | 0.8519 | - | +| 0.9462 | 193750 | 0.8287 | - | +| 0.9463 | 193760 | 0.8526 | - | +| 0.9463 | 193770 | 0.8755 | - | +| 0.9464 | 193780 | 0.8126 | - | +| 0.9464 | 193790 | 0.8499 | - | +| 0.9465 | 193800 | 0.8641 | - | +| 0.9465 | 193810 | 0.8729 | - | +| 0.9466 | 193820 | 0.8466 | - | +| 0.9466 | 193830 | 0.8579 | - | +| 0.9467 | 193840 | 0.8405 | - | +| 0.9467 | 193850 | 0.8819 | - | +| 0.9468 | 193860 | 0.8749 | - | +| 0.9468 | 193870 | 0.8376 | - | +| 0.9469 | 193880 | 0.8863 | - | +| 0.9469 | 193890 | 0.8225 | - | +| 0.9470 | 193900 | 0.8428 | - | +| 0.9470 | 193910 | 0.8305 | - | +| 0.9471 | 193920 | 0.8255 | - | +| 0.9471 | 193930 | 0.8485 | - | +| 0.9472 | 193940 | 0.841 | - | +| 0.9472 | 193950 | 0.8589 | - | +| 0.9473 | 193960 | 0.8824 | - | +| 0.9473 | 193970 | 0.9008 | - | +| 0.9474 | 193980 | 0.8511 | - | +| 0.9474 | 193990 | 0.8745 | - | +| 0.9475 | 194000 | 0.8382 | - | +| 0.9475 | 194010 | 0.8343 | - | +| 0.9476 | 194020 | 0.8595 | - | +| 0.9476 | 194030 | 0.8284 | - | +| 0.9477 | 194040 | 0.8708 | - | +| 0.9477 | 194050 | 0.853 | - | +| 0.9477 | 194060 | 0.8638 | - | +| 0.9478 | 194070 | 0.8137 | - | +| 0.9478 | 194080 | 0.8423 | - | +| 0.9479 | 194090 | 0.8621 | - | +| 0.9479 | 194100 | 0.8641 | - | +| 0.9480 | 194110 | 0.851 | - | +| 0.9480 | 194120 | 0.8468 | - | +| 0.9481 | 194130 | 0.8289 | - | +| 0.9481 | 194140 | 0.859 | - | +| 0.9482 | 194150 | 0.8664 | - | +| 0.9482 | 194160 | 0.8357 | - | +| 0.9483 | 194170 | 0.8479 | - | +| 0.9483 | 194180 | 0.8174 | - | +| 0.9484 | 194190 | 0.811 | - | +| 0.9484 | 194200 | 0.8431 | - | +| 0.9485 | 194210 | 0.8668 | - | +| 0.9485 | 194220 | 0.8651 | - | +| 0.9486 | 194230 | 0.8064 | - | +| 0.9486 | 194240 | 0.8505 | - | +| 0.9487 | 194250 | 0.8376 | - | +| 0.9487 | 194260 | 0.8518 | - | +| 0.9488 | 194270 | 0.8368 | - | +| 0.9488 | 194280 | 0.8581 | - | +| 0.9489 | 194290 | 0.8403 | - | +| 0.9489 | 194300 | 0.852 | - | +| 0.9490 | 194310 | 0.8063 | - | +| 0.9490 | 194320 | 0.8757 | - | +| 0.9491 | 194330 | 0.8297 | - | +| 0.9491 | 194340 | 0.8385 | - | +| 0.9492 | 194350 | 0.852 | - | +| 0.9492 | 194360 | 0.8552 | - | +| 0.9493 | 194370 | 0.8941 | - | +| 0.9493 | 194380 | 0.8344 | - | +| 0.9494 | 194390 | 0.871 | - | +| 0.9494 | 194400 | 0.8382 | - | +| 0.9495 | 194410 | 0.8456 | - | +| 0.9495 | 194420 | 0.8707 | - | +| 0.9496 | 194430 | 0.8211 | - | +| 0.9496 | 194440 | 0.8242 | - | +| 0.9497 | 194450 | 0.8337 | - | +| 0.9497 | 194460 | 0.8609 | - | +| 0.9498 | 194470 | 0.8381 | - | +| 0.9498 | 194480 | 0.8723 | - | +| 0.9498 | 194490 | 0.8562 | - | +| 0.9499 | 194500 | 0.8553 | - | +| 0.9499 | 194510 | 0.8323 | - | +| 0.9500 | 194520 | 0.8892 | - | +| 0.9500 | 194530 | 0.8426 | - | +| 0.9501 | 194540 | 0.8689 | - | +| 0.9501 | 194550 | 0.8608 | - | +| 0.9502 | 194560 | 0.8283 | - | +| 0.9502 | 194570 | 0.8242 | - | +| 0.9503 | 194580 | 0.8293 | - | +| 0.9503 | 194590 | 0.8703 | - | +| 0.9504 | 194600 | 0.841 | - | +| 0.9504 | 194610 | 0.8761 | - | +| 0.9505 | 194620 | 0.8804 | - | +| 0.9505 | 194630 | 0.8499 | - | +| 0.9506 | 194640 | 0.8308 | - | +| 0.9506 | 194650 | 0.8629 | - | +| 0.9507 | 194660 | 0.8283 | - | +| 0.9507 | 194670 | 0.8456 | - | +| 0.9508 | 194680 | 0.863 | - | +| 0.9508 | 194690 | 0.8539 | - | +| 0.9509 | 194700 | 0.8247 | - | +| 0.9509 | 194710 | 0.8446 | - | +| 0.9510 | 194720 | 0.8491 | - | +| 0.9510 | 194730 | 0.8452 | - | +| 0.9511 | 194740 | 0.8545 | - | +| 0.9511 | 194750 | 0.898 | - | +| 0.9512 | 194760 | 0.8431 | - | +| 0.9512 | 194770 | 0.8145 | - | +| 0.9513 | 194780 | 0.8584 | - | +| 0.9513 | 194790 | 0.8485 | - | +| 0.9514 | 194800 | 0.8541 | - | +| 0.9514 | 194810 | 0.8677 | - | +| 0.9515 | 194820 | 0.8318 | - | +| 0.9515 | 194830 | 0.8221 | - | +| 0.9516 | 194840 | 0.8618 | - | +| 0.9516 | 194850 | 0.9152 | - | +| 0.9517 | 194860 | 0.8193 | - | +| 0.9517 | 194870 | 0.862 | - | +| 0.9518 | 194880 | 0.8377 | - | +| 0.9518 | 194890 | 0.8152 | - | +| 0.9519 | 194900 | 0.8817 | - | +| 0.9519 | 194910 | 0.8465 | - | +| 0.9519 | 194920 | 0.8543 | - | +| 0.9520 | 194930 | 0.8669 | - | +| 0.9520 | 194940 | 0.866 | - | +| 0.9521 | 194950 | 0.8646 | - | +| 0.9521 | 194960 | 0.8569 | - | +| 0.9522 | 194970 | 0.8017 | - | +| 0.9522 | 194980 | 0.9055 | - | +| 0.9523 | 194990 | 0.8753 | - | +| 0.9523 | 195000 | 0.863 | - | +| 0.9524 | 195010 | 0.8629 | - | +| 0.9524 | 195020 | 0.849 | - | +| 0.9525 | 195030 | 0.8517 | - | +| 0.9525 | 195040 | 0.8818 | - | +| 0.9526 | 195050 | 0.8872 | - | +| 0.9526 | 195060 | 0.8833 | - | +| 0.9527 | 195070 | 0.8381 | - | +| 0.9527 | 195080 | 0.8376 | - | +| 0.9528 | 195090 | 0.856 | - | +| 0.9528 | 195100 | 0.8754 | - | +| 0.9529 | 195110 | 0.9191 | - | +| 0.9529 | 195120 | 0.8719 | - | +| 0.9530 | 195130 | 0.8581 | - | +| 0.9530 | 195140 | 0.8946 | - | +| 0.9531 | 195150 | 0.8943 | - | +| 0.9531 | 195160 | 0.8076 | - | +| 0.9532 | 195170 | 0.8488 | - | +| 0.9532 | 195180 | 0.8359 | - | +| 0.9533 | 195190 | 0.8655 | - | +| 0.9533 | 195200 | 0.8398 | - | +| 0.9534 | 195210 | 0.8219 | - | +| 0.9534 | 195220 | 0.834 | - | +| 0.9535 | 195230 | 0.8467 | - | +| 0.9535 | 195240 | 0.8776 | - | +| 0.9536 | 195250 | 0.84 | - | +| 0.9536 | 195260 | 0.8344 | - | +| 0.9537 | 195270 | 0.8679 | - | +| 0.9537 | 195280 | 0.9061 | - | +| 0.9538 | 195290 | 0.8297 | - | +| 0.9538 | 195300 | 0.8611 | - | +| 0.9539 | 195310 | 0.8902 | - | +| 0.9539 | 195320 | 0.8263 | - | +| 0.9540 | 195330 | 0.8411 | - | +| 0.9540 | 195340 | 0.8673 | - | +| 0.9540 | 195350 | 0.8533 | - | +| 0.9541 | 195360 | 0.8485 | - | +| 0.9541 | 195370 | 0.8511 | - | +| 0.9542 | 195380 | 0.839 | - | +| 0.9542 | 195390 | 0.8474 | - | +| 0.9543 | 195400 | 0.8679 | - | +| 0.9543 | 195410 | 0.8747 | - | +| 0.9544 | 195420 | 0.885 | - | +| 0.9544 | 195430 | 0.8349 | - | +| 0.9545 | 195440 | 0.8852 | - | +| 0.9545 | 195450 | 0.8892 | - | +| 0.9546 | 195460 | 0.8354 | - | +| 0.9546 | 195470 | 0.8515 | - | +| 0.9547 | 195480 | 0.8717 | - | +| 0.9547 | 195490 | 0.8383 | - | +| 0.9548 | 195500 | 0.8682 | - | +| 0.9548 | 195510 | 0.8687 | - | +| 0.9549 | 195520 | 0.8762 | - | +| 0.9549 | 195530 | 0.8195 | - | +| 0.9550 | 195540 | 0.8794 | - | +| 0.9550 | 195550 | 0.8664 | - | +| 0.9551 | 195560 | 0.8327 | - | +| 0.9551 | 195570 | 0.8881 | - | +| 0.9552 | 195580 | 0.8559 | - | +| 0.9552 | 195590 | 0.8305 | - | +| 0.9553 | 195600 | 0.8857 | - | +| 0.9553 | 195610 | 0.8447 | - | +| 0.9554 | 195620 | 0.8185 | - | +| 0.9554 | 195630 | 0.8338 | - | +| 0.9555 | 195640 | 0.8498 | - | +| 0.9555 | 195650 | 0.8243 | - | +| 0.9556 | 195660 | 0.8712 | - | +| 0.9556 | 195670 | 0.8518 | - | +| 0.9557 | 195680 | 0.8854 | - | +| 0.9557 | 195690 | 0.8679 | - | +| 0.9558 | 195700 | 0.847 | - | +| 0.9558 | 195710 | 0.8725 | - | +| 0.9559 | 195720 | 0.8153 | - | +| 0.9559 | 195730 | 0.871 | - | +| 0.9560 | 195740 | 0.8592 | - | +| 0.9560 | 195750 | 0.8513 | - | +| 0.9561 | 195760 | 0.8178 | - | +| 0.9561 | 195770 | 0.8632 | - | +| 0.9561 | 195780 | 0.8149 | - | +| 0.9562 | 195790 | 0.7952 | - | +| 0.9562 | 195800 | 0.8491 | - | +| 0.9563 | 195810 | 0.8756 | - | +| 0.9563 | 195820 | 0.8633 | - | +| 0.9564 | 195830 | 0.8796 | - | +| 0.9564 | 195840 | 0.849 | - | +| 0.9565 | 195850 | 0.8657 | - | +| 0.9565 | 195860 | 0.8641 | - | +| 0.9566 | 195870 | 0.8552 | - | +| 0.9566 | 195880 | 0.8253 | - | +| 0.9567 | 195890 | 0.8639 | - | +| 0.9567 | 195900 | 0.8583 | - | +| 0.9568 | 195910 | 0.88 | - | +| 0.9568 | 195920 | 0.797 | - | +| 0.9569 | 195930 | 0.8309 | - | +| 0.9569 | 195940 | 0.8497 | - | +| 0.9570 | 195950 | 0.8141 | - | +| 0.9570 | 195960 | 0.8796 | - | +| 0.9571 | 195970 | 0.8814 | - | +| 0.9571 | 195980 | 0.9081 | - | +| 0.9572 | 195990 | 0.8645 | - | +| 0.9572 | 196000 | 0.8396 | - | +| 0.9573 | 196010 | 0.8572 | - | +| 0.9573 | 196020 | 0.8588 | - | +| 0.9574 | 196030 | 0.8556 | - | +| 0.9574 | 196040 | 0.8615 | - | +| 0.9575 | 196050 | 0.8341 | - | +| 0.9575 | 196060 | 0.9043 | - | +| 0.9576 | 196070 | 0.8548 | - | +| 0.9576 | 196080 | 0.8338 | - | +| 0.9577 | 196090 | 0.867 | - | +| 0.9577 | 196100 | 0.8047 | - | +| 0.9578 | 196110 | 0.8433 | - | +| 0.9578 | 196120 | 0.8639 | - | +| 0.9579 | 196130 | 0.8491 | - | +| 0.9579 | 196140 | 0.8507 | - | +| 0.9580 | 196150 | 0.87 | - | +| 0.9580 | 196160 | 0.8758 | - | +| 0.9581 | 196170 | 0.8581 | - | +| 0.9581 | 196180 | 0.8495 | - | +| 0.9582 | 196190 | 0.8612 | - | +| 0.9582 | 196200 | 0.8908 | - | +| 0.9582 | 196210 | 0.8235 | - | +| 0.9583 | 196220 | 0.854 | - | +| 0.9583 | 196230 | 0.8425 | - | +| 0.9584 | 196240 | 0.8618 | - | +| 0.9584 | 196250 | 0.8535 | - | +| 0.9585 | 196260 | 0.8538 | - | +| 0.9585 | 196270 | 0.8318 | - | +| 0.9586 | 196280 | 0.8525 | - | +| 0.9586 | 196290 | 0.8049 | - | +| 0.9587 | 196300 | 0.8974 | - | +| 0.9587 | 196310 | 0.8374 | - | +| 0.9588 | 196320 | 0.8821 | - | +| 0.9588 | 196330 | 0.8505 | - | +| 0.9589 | 196340 | 0.8352 | - | +| 0.9589 | 196350 | 0.8802 | - | +| 0.9590 | 196360 | 0.8716 | - | +| 0.9590 | 196370 | 0.8367 | - | +| 0.9591 | 196380 | 0.826 | - | +| 0.9591 | 196390 | 0.8196 | - | +| 0.9592 | 196400 | 0.8846 | - | +| 0.9592 | 196410 | 0.8731 | - | +| 0.9593 | 196420 | 0.8643 | - | +| 0.9593 | 196430 | 0.8426 | - | +| 0.9594 | 196440 | 0.8569 | - | +| 0.9594 | 196450 | 0.8349 | - | +| 0.9595 | 196460 | 0.8837 | - | +| 0.9595 | 196470 | 0.8328 | - | +| 0.9596 | 196480 | 0.8857 | - | +| 0.9596 | 196490 | 0.8046 | - | +| 0.9597 | 196500 | 0.8501 | - | +| 0.9597 | 196510 | 0.8956 | - | +| 0.9598 | 196520 | 0.9232 | - | +| 0.9598 | 196530 | 0.8302 | - | +| 0.9599 | 196540 | 0.875 | - | +| 0.9599 | 196550 | 0.8779 | - | +| 0.9600 | 196560 | 0.864 | - | +| 0.9600 | 196570 | 0.8867 | - | +| 0.9601 | 196580 | 0.8726 | - | +| 0.9601 | 196590 | 0.8676 | - | +| 0.9602 | 196600 | 0.831 | - | +| 0.9602 | 196610 | 0.8638 | - | +| 0.9603 | 196620 | 0.8237 | - | +| 0.9603 | 196630 | 0.8323 | - | +| 0.9603 | 196640 | 0.8435 | - | +| 0.9604 | 196650 | 0.8442 | - | +| 0.9604 | 196660 | 0.8471 | - | +| 0.9605 | 196670 | 0.8426 | - | +| 0.9605 | 196680 | 0.8362 | - | +| 0.9606 | 196690 | 0.8575 | - | +| 0.9606 | 196700 | 0.874 | - | +| 0.9607 | 196710 | 0.8625 | - | +| 0.9607 | 196720 | 0.8473 | - | +| 0.9608 | 196730 | 0.8456 | - | +| 0.9608 | 196740 | 0.8603 | - | +| 0.9609 | 196750 | 0.8752 | - | +| 0.9609 | 196760 | 0.8292 | - | +| 0.9610 | 196770 | 0.8646 | - | +| 0.9610 | 196780 | 0.8504 | - | +| 0.9611 | 196790 | 0.8595 | - | +| 0.9611 | 196800 | 0.8466 | - | +| 0.9612 | 196810 | 0.8329 | - | +| 0.9612 | 196820 | 0.8711 | - | +| 0.9613 | 196830 | 0.8414 | - | +| 0.9613 | 196840 | 0.8461 | - | +| 0.9614 | 196850 | 0.8494 | - | +| 0.9614 | 196860 | 0.864 | - | +| 0.9615 | 196870 | 0.879 | - | +| 0.9615 | 196880 | 0.8388 | - | +| 0.9616 | 196890 | 0.8768 | - | +| 0.9616 | 196900 | 0.906 | - | +| 0.9617 | 196910 | 0.8708 | - | +| 0.9617 | 196920 | 0.8843 | - | +| 0.9618 | 196930 | 0.8359 | - | +| 0.9618 | 196940 | 0.8397 | - | +| 0.9619 | 196950 | 0.8171 | - | +| 0.9619 | 196960 | 0.8767 | - | +| 0.9620 | 196970 | 0.8702 | - | +| 0.9620 | 196980 | 0.8743 | - | +| 0.9621 | 196990 | 0.833 | - | +| 0.9621 | 197000 | 0.8559 | - | +| 0.9622 | 197010 | 0.8624 | - | +| 0.9622 | 197020 | 0.8644 | - | +| 0.9623 | 197030 | 0.8355 | - | +| 0.9623 | 197040 | 0.8398 | - | +| 0.9624 | 197050 | 0.8786 | - | +| 0.9624 | 197060 | 0.8375 | - | +| 0.9624 | 197070 | 0.8191 | - | +| 0.9625 | 197080 | 0.8532 | - | +| 0.9625 | 197090 | 0.835 | - | +| 0.9626 | 197100 | 0.7983 | - | +| 0.9626 | 197110 | 0.8432 | - | +| 0.9627 | 197120 | 0.8596 | - | +| 0.9627 | 197130 | 0.8708 | - | +| 0.9628 | 197140 | 0.8382 | - | +| 0.9628 | 197150 | 0.8641 | - | +| 0.9629 | 197160 | 0.8478 | - | +| 0.9629 | 197170 | 0.8625 | - | +| 0.9630 | 197180 | 0.8856 | - | +| 0.9630 | 197190 | 0.8365 | - | +| 0.9631 | 197200 | 0.8475 | - | +| 0.9631 | 197210 | 0.8818 | - | +| 0.9632 | 197220 | 0.8475 | - | +| 0.9632 | 197230 | 0.8643 | - | +| 0.9633 | 197240 | 0.8812 | - | +| 0.9633 | 197250 | 0.8667 | - | +| 0.9634 | 197260 | 0.8363 | - | +| 0.9634 | 197270 | 0.866 | - | +| 0.9635 | 197280 | 0.8361 | - | +| 0.9635 | 197290 | 0.8439 | - | +| 0.9636 | 197300 | 0.841 | - | +| 0.9636 | 197310 | 0.8738 | - | +| 0.9637 | 197320 | 0.8592 | - | +| 0.9637 | 197330 | 0.8547 | - | +| 0.9638 | 197340 | 0.8841 | - | +| 0.9638 | 197350 | 0.8614 | - | +| 0.9639 | 197360 | 0.8963 | - | +| 0.9639 | 197370 | 0.8435 | - | +| 0.9640 | 197380 | 0.8585 | - | +| 0.9640 | 197390 | 0.8949 | - | +| 0.9641 | 197400 | 0.8459 | - | +| 0.9641 | 197410 | 0.8098 | - | +| 0.9642 | 197420 | 0.9211 | - | +| 0.9642 | 197430 | 0.8392 | - | +| 0.9643 | 197440 | 0.8501 | - | +| 0.9643 | 197450 | 0.8358 | - | +| 0.9644 | 197460 | 0.8071 | - | +| 0.9644 | 197470 | 0.8328 | - | +| 0.9645 | 197480 | 0.8373 | - | +| 0.9645 | 197490 | 0.826 | - | +| 0.9645 | 197500 | 0.8343 | - | +| 0.9646 | 197510 | 0.8488 | - | +| 0.9646 | 197520 | 0.8483 | - | +| 0.9647 | 197530 | 0.8461 | - | +| 0.9647 | 197540 | 0.8469 | - | +| 0.9648 | 197550 | 0.8411 | - | +| 0.9648 | 197560 | 0.8495 | - | +| 0.9649 | 197570 | 0.871 | - | +| 0.9649 | 197580 | 0.868 | - | +| 0.9650 | 197590 | 0.862 | - | +| 0.9650 | 197600 | 0.8318 | - | +| 0.9651 | 197610 | 0.843 | - | +| 0.9651 | 197620 | 0.9114 | - | +| 0.9652 | 197630 | 0.8519 | - | +| 0.9652 | 197640 | 0.8601 | - | +| 0.9653 | 197650 | 0.87 | - | +| 0.9653 | 197660 | 0.8722 | - | +| 0.9654 | 197670 | 0.862 | - | +| 0.9654 | 197680 | 0.8646 | - | +| 0.9655 | 197690 | 0.8305 | - | +| 0.9655 | 197700 | 0.8295 | - | +| 0.9656 | 197710 | 0.8589 | - | +| 0.9656 | 197720 | 0.8561 | - | +| 0.9657 | 197730 | 0.8602 | - | +| 0.9657 | 197740 | 0.8626 | - | +| 0.9658 | 197750 | 0.8266 | - | +| 0.9658 | 197760 | 0.8794 | - | +| 0.9659 | 197770 | 0.8477 | - | +| 0.9659 | 197780 | 0.8245 | - | +| 0.9660 | 197790 | 0.834 | - | +| 0.9660 | 197800 | 0.8567 | - | +| 0.9661 | 197810 | 0.8365 | - | +| 0.9661 | 197820 | 0.8674 | - | +| 0.9662 | 197830 | 0.8585 | - | +| 0.9662 | 197840 | 0.8667 | - | +| 0.9663 | 197850 | 0.8385 | - | +| 0.9663 | 197860 | 0.8523 | - | +| 0.9664 | 197870 | 0.8305 | - | +| 0.9664 | 197880 | 0.8879 | - | +| 0.9665 | 197890 | 0.8577 | - | +| 0.9665 | 197900 | 0.8465 | - | +| 0.9666 | 197910 | 0.8558 | - | +| 0.9666 | 197920 | 0.8828 | - | +| 0.9666 | 197930 | 0.9002 | - | +| 0.9667 | 197940 | 0.8283 | - | +| 0.9667 | 197950 | 0.8554 | - | +| 0.9668 | 197960 | 0.8532 | - | +| 0.9668 | 197970 | 0.8851 | - | +| 0.9669 | 197980 | 0.8109 | - | +| 0.9669 | 197990 | 0.8608 | - | +| 0.9670 | 198000 | 0.8301 | - | +| 0.9670 | 198010 | 0.8534 | - | +| 0.9671 | 198020 | 0.8566 | - | +| 0.9671 | 198030 | 0.8676 | - | +| 0.9672 | 198040 | 0.8224 | - | +| 0.9672 | 198050 | 0.8565 | - | +| 0.9673 | 198060 | 0.8452 | - | +| 0.9673 | 198070 | 0.8544 | - | +| 0.9674 | 198080 | 0.85 | - | +| 0.9674 | 198090 | 0.8684 | - | +| 0.9675 | 198100 | 0.8804 | - | +| 0.9675 | 198110 | 0.8441 | - | +| 0.9676 | 198120 | 0.8838 | - | +| 0.9676 | 198130 | 0.8508 | - | +| 0.9677 | 198140 | 0.8601 | - | +| 0.9677 | 198150 | 0.8791 | - | +| 0.9678 | 198160 | 0.8492 | - | +| 0.9678 | 198170 | 0.8304 | - | +| 0.9679 | 198180 | 0.833 | - | +| 0.9679 | 198190 | 0.8421 | - | +| 0.9680 | 198200 | 0.8877 | - | +| 0.9680 | 198210 | 0.8777 | - | +| 0.9681 | 198220 | 0.8241 | - | +| 0.9681 | 198230 | 0.8847 | - | +| 0.9682 | 198240 | 0.8149 | - | +| 0.9682 | 198250 | 0.8686 | - | +| 0.9683 | 198260 | 0.8107 | - | +| 0.9683 | 198270 | 0.8227 | - | +| 0.9684 | 198280 | 0.8207 | - | +| 0.9684 | 198290 | 0.8572 | - | +| 0.9685 | 198300 | 0.8838 | - | +| 0.9685 | 198310 | 0.8425 | - | +| 0.9686 | 198320 | 0.8528 | - | +| 0.9686 | 198330 | 0.8662 | - | +| 0.9687 | 198340 | 0.891 | - | +| 0.9687 | 198350 | 0.8519 | - | +| 0.9687 | 198360 | 0.8746 | - | +| 0.9688 | 198370 | 0.8209 | - | +| 0.9688 | 198380 | 0.8306 | - | +| 0.9689 | 198390 | 0.84 | - | +| 0.9689 | 198400 | 0.859 | - | +| 0.9690 | 198410 | 0.8417 | - | +| 0.9690 | 198420 | 0.84 | - | +| 0.9691 | 198430 | 0.8234 | - | +| 0.9691 | 198440 | 0.9017 | - | +| 0.9692 | 198450 | 0.8819 | - | +| 0.9692 | 198460 | 0.861 | - | +| 0.9693 | 198470 | 0.8929 | - | +| 0.9693 | 198480 | 0.8787 | - | +| 0.9694 | 198490 | 0.794 | - | +| 0.9694 | 198500 | 0.915 | - | +| 0.9695 | 198510 | 0.8787 | - | +| 0.9695 | 198520 | 0.8726 | - | +| 0.9696 | 198530 | 0.838 | - | +| 0.9696 | 198540 | 0.8253 | - | +| 0.9697 | 198550 | 0.8819 | - | +| 0.9697 | 198560 | 0.8744 | - | +| 0.9698 | 198570 | 0.8127 | - | +| 0.9698 | 198580 | 0.8759 | - | +| 0.9699 | 198590 | 0.8205 | - | +| 0.9699 | 198600 | 0.874 | - | +| 0.9700 | 198610 | 0.8899 | - | +| 0.9700 | 198620 | 0.8782 | - | +| 0.9701 | 198630 | 0.8361 | - | +| 0.9701 | 198640 | 0.8763 | - | +| 0.9702 | 198650 | 0.8556 | - | +| 0.9702 | 198660 | 0.8563 | - | +| 0.9703 | 198670 | 0.88 | - | +| 0.9703 | 198680 | 0.8387 | - | +| 0.9704 | 198690 | 0.8581 | - | +| 0.9704 | 198700 | 0.8718 | - | +| 0.9705 | 198710 | 0.8497 | - | +| 0.9705 | 198720 | 0.875 | - | +| 0.9706 | 198730 | 0.8365 | - | +| 0.9706 | 198740 | 0.823 | - | +| 0.9707 | 198750 | 0.8342 | - | +| 0.9707 | 198760 | 0.8814 | - | +| 0.9708 | 198770 | 0.8398 | - | +| 0.9708 | 198780 | 0.7862 | - | +| 0.9708 | 198790 | 0.8524 | - | +| 0.9709 | 198800 | 0.8359 | - | +| 0.9709 | 198810 | 0.8317 | - | +| 0.9710 | 198820 | 0.8473 | - | +| 0.9710 | 198830 | 0.8548 | - | +| 0.9711 | 198840 | 0.8752 | - | +| 0.9711 | 198850 | 0.8374 | - | +| 0.9712 | 198860 | 0.8761 | - | +| 0.9712 | 198870 | 0.8313 | - | +| 0.9713 | 198880 | 0.8589 | - | +| 0.9713 | 198890 | 0.8631 | - | +| 0.9714 | 198900 | 0.8126 | - | +| 0.9714 | 198910 | 0.8628 | - | +| 0.9715 | 198920 | 0.8498 | - | +| 0.9715 | 198930 | 0.8313 | - | +| 0.9716 | 198940 | 0.8258 | - | +| 0.9716 | 198950 | 0.8158 | - | +| 0.9717 | 198960 | 0.8679 | - | +| 0.9717 | 198970 | 0.8157 | - | +| 0.9718 | 198980 | 0.8212 | - | +| 0.9718 | 198990 | 0.8929 | - | +| 0.9719 | 199000 | 0.8078 | - | +| 0.9719 | 199010 | 0.8779 | - | +| 0.9720 | 199020 | 0.861 | - | +| 0.9720 | 199030 | 0.8682 | - | +| 0.9721 | 199040 | 0.8295 | - | +| 0.9721 | 199050 | 0.8378 | - | +| 0.9722 | 199060 | 0.8242 | - | +| 0.9722 | 199070 | 0.9015 | - | +| 0.9723 | 199080 | 0.8243 | - | +| 0.9723 | 199090 | 0.8498 | - | +| 0.9724 | 199100 | 0.8497 | - | +| 0.9724 | 199110 | 0.8223 | - | +| 0.9725 | 199120 | 0.8884 | - | +| 0.9725 | 199130 | 0.8467 | - | +| 0.9726 | 199140 | 0.8659 | - | +| 0.9726 | 199150 | 0.8191 | - | +| 0.9727 | 199160 | 0.877 | - | +| 0.9727 | 199170 | 0.8503 | - | +| 0.9728 | 199180 | 0.8735 | - | +| 0.9728 | 199190 | 0.8927 | - | +| 0.9729 | 199200 | 0.8467 | - | +| 0.9729 | 199210 | 0.8419 | - | +| 0.9729 | 199220 | 0.8423 | - | +| 0.9730 | 199230 | 0.8954 | - | +| 0.9730 | 199240 | 0.8019 | - | +| 0.9731 | 199250 | 0.8099 | - | +| 0.9731 | 199260 | 0.8303 | - | +| 0.9732 | 199270 | 0.9 | - | +| 0.9732 | 199280 | 0.8577 | - | +| 0.9733 | 199290 | 0.8513 | - | +| 0.9733 | 199300 | 0.8667 | - | +| 0.9734 | 199310 | 0.8461 | - | +| 0.9734 | 199320 | 0.9064 | - | +| 0.9735 | 199330 | 0.8681 | - | +| 0.9735 | 199340 | 0.8245 | - | +| 0.9736 | 199350 | 0.8159 | - | +| 0.9736 | 199360 | 0.8362 | - | +| 0.9737 | 199370 | 0.8644 | - | +| 0.9737 | 199380 | 0.8835 | - | +| 0.9738 | 199390 | 0.8436 | - | +| 0.9738 | 199400 | 0.8149 | - | +| 0.9739 | 199410 | 0.8477 | - | +| 0.9739 | 199420 | 0.857 | - | +| 0.9740 | 199430 | 0.885 | - | +| 0.9740 | 199440 | 0.903 | - | +| 0.9741 | 199450 | 0.8452 | - | +| 0.9741 | 199460 | 0.8388 | - | +| 0.9742 | 199470 | 0.9185 | - | +| 0.9742 | 199480 | 0.867 | - | +| 0.9743 | 199490 | 0.8137 | - | +| 0.9743 | 199500 | 0.8653 | - | +| 0.9744 | 199510 | 0.8494 | - | +| 0.9744 | 199520 | 0.8732 | - | +| 0.9745 | 199530 | 0.8583 | - | +| 0.9745 | 199540 | 0.8411 | - | +| 0.9746 | 199550 | 0.8661 | - | +| 0.9746 | 199560 | 0.8648 | - | +| 0.9747 | 199570 | 0.8383 | - | +| 0.9747 | 199580 | 0.8527 | - | +| 0.9748 | 199590 | 0.8455 | - | +| 0.9748 | 199600 | 0.8587 | - | +| 0.9749 | 199610 | 0.8382 | - | +| 0.9749 | 199620 | 0.8579 | - | +| 0.9750 | 199630 | 0.8606 | - | +| 0.9750 | 199640 | 0.8465 | - | +| 0.9750 | 199650 | 0.8283 | - | +| 0.9751 | 199660 | 0.8771 | - | +| 0.9751 | 199670 | 0.817 | - | +| 0.9752 | 199680 | 0.8447 | - | +| 0.9752 | 199690 | 0.872 | - | +| 0.9753 | 199700 | 0.8452 | - | +| 0.9753 | 199710 | 0.8156 | - | +| 0.9754 | 199720 | 0.835 | - | +| 0.9754 | 199730 | 0.8591 | - | +| 0.9755 | 199740 | 0.874 | - | +| 0.9755 | 199750 | 0.848 | - | +| 0.9756 | 199760 | 0.8418 | - | +| 0.9756 | 199770 | 0.8816 | - | +| 0.9757 | 199780 | 0.8674 | - | +| 0.9757 | 199790 | 0.8159 | - | +| 0.9758 | 199800 | 0.8706 | - | +| 0.9758 | 199810 | 0.8791 | - | +| 0.9759 | 199820 | 0.8547 | - | +| 0.9759 | 199830 | 0.8431 | - | +| 0.9760 | 199840 | 0.8429 | - | +| 0.9760 | 199850 | 0.8956 | - | +| 0.9761 | 199860 | 0.8384 | - | +| 0.9761 | 199870 | 0.836 | - | +| 0.9762 | 199880 | 0.8448 | - | +| 0.9762 | 199890 | 0.8751 | - | +| 0.9763 | 199900 | 0.8334 | - | +| 0.9763 | 199910 | 0.8351 | - | +| 0.9764 | 199920 | 0.869 | - | +| 0.9764 | 199930 | 0.9109 | - | +| 0.9765 | 199940 | 0.8003 | - | +| 0.9765 | 199950 | 0.8385 | - | +| 0.9766 | 199960 | 0.8282 | - | +| 0.9766 | 199970 | 0.871 | - | +| 0.9767 | 199980 | 0.8767 | - | +| 0.9767 | 199990 | 0.8532 | - | +| 0.9768 | 200000 | 0.8728 | 0.8526 | +| 0.9768 | 200010 | 0.8716 | - | +| 0.9769 | 200020 | 0.9022 | - | +| 0.9769 | 200030 | 0.8702 | - | +| 0.9770 | 200040 | 0.8572 | - | +| 0.9770 | 200050 | 0.8198 | - | +| 0.9771 | 200060 | 0.8142 | - | +| 0.9771 | 200070 | 0.8607 | - | +| 0.9771 | 200080 | 0.8531 | - | +| 0.9772 | 200090 | 0.8485 | - | +| 0.9772 | 200100 | 0.8472 | - | +| 0.9773 | 200110 | 0.8509 | - | +| 0.9773 | 200120 | 0.8185 | - | +| 0.9774 | 200130 | 0.8454 | - | +| 0.9774 | 200140 | 0.8532 | - | +| 0.9775 | 200150 | 0.8298 | - | +| 0.9775 | 200160 | 0.8837 | - | +| 0.9776 | 200170 | 0.8416 | - | +| 0.9776 | 200180 | 0.8056 | - | +| 0.9777 | 200190 | 0.845 | - | +| 0.9777 | 200200 | 0.8651 | - | +| 0.9778 | 200210 | 0.8808 | - | +| 0.9778 | 200220 | 0.8399 | - | +| 0.9779 | 200230 | 0.8475 | - | +| 0.9779 | 200240 | 0.8631 | - | +| 0.9780 | 200250 | 0.8513 | - | +| 0.9780 | 200260 | 0.8125 | - | +| 0.9781 | 200270 | 0.847 | - | +| 0.9781 | 200280 | 0.9009 | - | +| 0.9782 | 200290 | 0.8724 | - | +| 0.9782 | 200300 | 0.8725 | - | +| 0.9783 | 200310 | 0.8918 | - | +| 0.9783 | 200320 | 0.8029 | - | +| 0.9784 | 200330 | 0.8756 | - | +| 0.9784 | 200340 | 0.8534 | - | +| 0.9785 | 200350 | 0.8889 | - | +| 0.9785 | 200360 | 0.8542 | - | +| 0.9786 | 200370 | 0.8474 | - | +| 0.9786 | 200380 | 0.8426 | - | +| 0.9787 | 200390 | 0.8483 | - | +| 0.9787 | 200400 | 0.866 | - | +| 0.9788 | 200410 | 0.8578 | - | +| 0.9788 | 200420 | 0.852 | - | +| 0.9789 | 200430 | 0.8917 | - | +| 0.9789 | 200440 | 0.8267 | - | +| 0.9790 | 200450 | 0.8433 | - | +| 0.9790 | 200460 | 0.8621 | - | +| 0.9791 | 200470 | 0.8507 | - | +| 0.9791 | 200480 | 0.8676 | - | +| 0.9792 | 200490 | 0.864 | - | +| 0.9792 | 200500 | 0.8536 | - | +| 0.9792 | 200510 | 0.8233 | - | +| 0.9793 | 200520 | 0.8334 | - | +| 0.9793 | 200530 | 0.8645 | - | +| 0.9794 | 200540 | 0.8274 | - | +| 0.9794 | 200550 | 0.8323 | - | +| 0.9795 | 200560 | 0.8255 | - | +| 0.9795 | 200570 | 0.8762 | - | +| 0.9796 | 200580 | 0.898 | - | +| 0.9796 | 200590 | 0.8888 | - | +| 0.9797 | 200600 | 0.8351 | - | +| 0.9797 | 200610 | 0.8244 | - | +| 0.9798 | 200620 | 0.8267 | - | +| 0.9798 | 200630 | 0.8702 | - | +| 0.9799 | 200640 | 0.8279 | - | +| 0.9799 | 200650 | 0.8353 | - | +| 0.9800 | 200660 | 0.854 | - | +| 0.9800 | 200670 | 0.8888 | - | +| 0.9801 | 200680 | 0.8534 | - | +| 0.9801 | 200690 | 0.8516 | - | +| 0.9802 | 200700 | 0.8379 | - | +| 0.9802 | 200710 | 0.8475 | - | +| 0.9803 | 200720 | 0.8597 | - | +| 0.9803 | 200730 | 0.8544 | - | +| 0.9804 | 200740 | 0.8633 | - | +| 0.9804 | 200750 | 0.8716 | - | +| 0.9805 | 200760 | 0.8471 | - | +| 0.9805 | 200770 | 0.8589 | - | +| 0.9806 | 200780 | 0.8181 | - | +| 0.9806 | 200790 | 0.8373 | - | +| 0.9807 | 200800 | 0.8534 | - | +| 0.9807 | 200810 | 0.812 | - | +| 0.9808 | 200820 | 0.8508 | - | +| 0.9808 | 200830 | 0.8196 | - | +| 0.9809 | 200840 | 0.8215 | - | +| 0.9809 | 200850 | 0.8982 | - | +| 0.9810 | 200860 | 0.8456 | - | +| 0.9810 | 200870 | 0.8773 | - | +| 0.9811 | 200880 | 0.8587 | - | +| 0.9811 | 200890 | 0.841 | - | +| 0.9812 | 200900 | 0.8673 | - | +| 0.9812 | 200910 | 0.8753 | - | +| 0.9813 | 200920 | 0.8604 | - | +| 0.9813 | 200930 | 0.8458 | - | +| 0.9813 | 200940 | 0.8417 | - | +| 0.9814 | 200950 | 0.8264 | - | +| 0.9814 | 200960 | 0.8877 | - | +| 0.9815 | 200970 | 0.8845 | - | +| 0.9815 | 200980 | 0.8652 | - | +| 0.9816 | 200990 | 0.8473 | - | +| 0.9816 | 201000 | 0.8815 | - | +| 0.9817 | 201010 | 0.8543 | - | +| 0.9817 | 201020 | 0.8566 | - | +| 0.9818 | 201030 | 0.8494 | - | +| 0.9818 | 201040 | 0.8696 | - | +| 0.9819 | 201050 | 0.8261 | - | +| 0.9819 | 201060 | 0.8682 | - | +| 0.9820 | 201070 | 0.8553 | - | +| 0.9820 | 201080 | 0.8517 | - | +| 0.9821 | 201090 | 0.856 | - | +| 0.9821 | 201100 | 0.824 | - | +| 0.9822 | 201110 | 0.843 | - | +| 0.9822 | 201120 | 0.8466 | - | +| 0.9823 | 201130 | 0.8205 | - | +| 0.9823 | 201140 | 0.8754 | - | +| 0.9824 | 201150 | 0.8643 | - | +| 0.9824 | 201160 | 0.8418 | - | +| 0.9825 | 201170 | 0.8578 | - | +| 0.9825 | 201180 | 0.8179 | - | +| 0.9826 | 201190 | 0.8569 | - | +| 0.9826 | 201200 | 0.8309 | - | +| 0.9827 | 201210 | 0.8575 | - | +| 0.9827 | 201220 | 0.8464 | - | +| 0.9828 | 201230 | 0.8367 | - | +| 0.9828 | 201240 | 0.8135 | - | +| 0.9829 | 201250 | 0.873 | - | +| 0.9829 | 201260 | 0.8385 | - | +| 0.9830 | 201270 | 0.8317 | - | +| 0.9830 | 201280 | 0.8395 | - | +| 0.9831 | 201290 | 0.8459 | - | +| 0.9831 | 201300 | 0.8551 | - | +| 0.9832 | 201310 | 0.8293 | - | +| 0.9832 | 201320 | 0.8372 | - | +| 0.9833 | 201330 | 0.8623 | - | +| 0.9833 | 201340 | 0.8612 | - | +| 0.9834 | 201350 | 0.8377 | - | +| 0.9834 | 201360 | 0.8713 | - | +| 0.9834 | 201370 | 0.8377 | - | +| 0.9835 | 201380 | 0.8679 | - | +| 0.9835 | 201390 | 0.8503 | - | +| 0.9836 | 201400 | 0.9017 | - | +| 0.9836 | 201410 | 0.8529 | - | +| 0.9837 | 201420 | 0.8873 | - | +| 0.9837 | 201430 | 0.837 | - | +| 0.9838 | 201440 | 0.9021 | - | +| 0.9838 | 201450 | 0.8338 | - | +| 0.9839 | 201460 | 0.8337 | - | +| 0.9839 | 201470 | 0.8402 | - | +| 0.9840 | 201480 | 0.8962 | - | +| 0.9840 | 201490 | 0.8563 | - | +| 0.9841 | 201500 | 0.9017 | - | +| 0.9841 | 201510 | 0.8275 | - | +| 0.9842 | 201520 | 0.8681 | - | +| 0.9842 | 201530 | 0.842 | - | +| 0.9843 | 201540 | 0.8579 | - | +| 0.9843 | 201550 | 0.8279 | - | +| 0.9844 | 201560 | 0.8919 | - | +| 0.9844 | 201570 | 0.8226 | - | +| 0.9845 | 201580 | 0.8888 | - | +| 0.9845 | 201590 | 0.8253 | - | +| 0.9846 | 201600 | 0.8742 | - | +| 0.9846 | 201610 | 0.8809 | - | +| 0.9847 | 201620 | 0.8292 | - | +| 0.9847 | 201630 | 0.8703 | - | +| 0.9848 | 201640 | 0.8374 | - | +| 0.9848 | 201650 | 0.8755 | - | +| 0.9849 | 201660 | 0.8275 | - | +| 0.9849 | 201670 | 0.862 | - | +| 0.9850 | 201680 | 0.8324 | - | +| 0.9850 | 201690 | 0.8012 | - | +| 0.9851 | 201700 | 0.8692 | - | +| 0.9851 | 201710 | 0.8412 | - | +| 0.9852 | 201720 | 0.8409 | - | +| 0.9852 | 201730 | 0.8518 | - | +| 0.9853 | 201740 | 0.8787 | - | +| 0.9853 | 201750 | 0.8527 | - | +| 0.9854 | 201760 | 0.8482 | - | +| 0.9854 | 201770 | 0.8856 | - | +| 0.9855 | 201780 | 0.844 | - | +| 0.9855 | 201790 | 0.8253 | - | +| 0.9855 | 201800 | 0.846 | - | +| 0.9856 | 201810 | 0.8492 | - | +| 0.9856 | 201820 | 0.8854 | - | +| 0.9857 | 201830 | 0.8083 | - | +| 0.9857 | 201840 | 0.8732 | - | +| 0.9858 | 201850 | 0.8593 | - | +| 0.9858 | 201860 | 0.8916 | - | +| 0.9859 | 201870 | 0.9136 | - | +| 0.9859 | 201880 | 0.8694 | - | +| 0.9860 | 201890 | 0.8812 | - | +| 0.9860 | 201900 | 0.8628 | - | +| 0.9861 | 201910 | 0.8954 | - | +| 0.9861 | 201920 | 0.9082 | - | +| 0.9862 | 201930 | 0.8676 | - | +| 0.9862 | 201940 | 0.8457 | - | +| 0.9863 | 201950 | 0.8374 | - | +| 0.9863 | 201960 | 0.8863 | - | +| 0.9864 | 201970 | 0.8668 | - | +| 0.9864 | 201980 | 0.8709 | - | +| 0.9865 | 201990 | 0.852 | - | +| 0.9865 | 202000 | 0.8628 | - | +| 0.9866 | 202010 | 0.8465 | - | +| 0.9866 | 202020 | 0.867 | - | +| 0.9867 | 202030 | 0.8528 | - | +| 0.9867 | 202040 | 0.8539 | - | +| 0.9868 | 202050 | 0.849 | - | +| 0.9868 | 202060 | 0.8435 | - | +| 0.9869 | 202070 | 0.8641 | - | +| 0.9869 | 202080 | 0.8446 | - | +| 0.9870 | 202090 | 0.8508 | - | +| 0.9870 | 202100 | 0.8432 | - | +| 0.9871 | 202110 | 0.8492 | - | +| 0.9871 | 202120 | 0.881 | - | +| 0.9872 | 202130 | 0.8536 | - | +| 0.9872 | 202140 | 0.8744 | - | +| 0.9873 | 202150 | 0.8655 | - | +| 0.9873 | 202160 | 0.829 | - | +| 0.9874 | 202170 | 0.8285 | - | +| 0.9874 | 202180 | 0.8048 | - | +| 0.9875 | 202190 | 0.8777 | - | +| 0.9875 | 202200 | 0.8632 | - | +| 0.9876 | 202210 | 0.8665 | - | +| 0.9876 | 202220 | 0.8563 | - | +| 0.9876 | 202230 | 0.8394 | - | +| 0.9877 | 202240 | 0.856 | - | +| 0.9877 | 202250 | 0.8734 | - | +| 0.9878 | 202260 | 0.8326 | - | +| 0.9878 | 202270 | 0.8136 | - | +| 0.9879 | 202280 | 0.8501 | - | +| 0.9879 | 202290 | 0.8821 | - | +| 0.9880 | 202300 | 0.8909 | - | +| 0.9880 | 202310 | 0.8591 | - | +| 0.9881 | 202320 | 0.8594 | - | +| 0.9881 | 202330 | 0.8669 | - | +| 0.9882 | 202340 | 0.8524 | - | +| 0.9882 | 202350 | 0.8597 | - | +| 0.9883 | 202360 | 0.8582 | - | +| 0.9883 | 202370 | 0.851 | - | +| 0.9884 | 202380 | 0.8507 | - | +| 0.9884 | 202390 | 0.8393 | - | +| 0.9885 | 202400 | 0.8245 | - | +| 0.9885 | 202410 | 0.9072 | - | +| 0.9886 | 202420 | 0.8225 | - | +| 0.9886 | 202430 | 0.8815 | - | +| 0.9887 | 202440 | 0.8437 | - | +| 0.9887 | 202450 | 0.8608 | - | +| 0.9888 | 202460 | 0.8537 | - | +| 0.9888 | 202470 | 0.8489 | - | +| 0.9889 | 202480 | 0.8555 | - | +| 0.9889 | 202490 | 0.8635 | - | +| 0.9890 | 202500 | 0.8388 | - | +| 0.9890 | 202510 | 0.8631 | - | +| 0.9891 | 202520 | 0.8456 | - | +| 0.9891 | 202530 | 0.8194 | - | +| 0.9892 | 202540 | 0.8829 | - | +| 0.9892 | 202550 | 0.8428 | - | +| 0.9893 | 202560 | 0.8508 | - | +| 0.9893 | 202570 | 0.8601 | - | +| 0.9894 | 202580 | 0.8985 | - | +| 0.9894 | 202590 | 0.8227 | - | +| 0.9895 | 202600 | 0.8758 | - | +| 0.9895 | 202610 | 0.858 | - | +| 0.9896 | 202620 | 0.8928 | - | +| 0.9896 | 202630 | 0.8347 | - | +| 0.9897 | 202640 | 0.8554 | - | +| 0.9897 | 202650 | 0.8863 | - | +| 0.9897 | 202660 | 0.8512 | - | +| 0.9898 | 202670 | 0.8428 | - | +| 0.9898 | 202680 | 0.8719 | - | +| 0.9899 | 202690 | 0.8407 | - | +| 0.9899 | 202700 | 0.8497 | - | +| 0.9900 | 202710 | 0.881 | - | +| 0.9900 | 202720 | 0.8312 | - | +| 0.9901 | 202730 | 0.8465 | - | +| 0.9901 | 202740 | 0.855 | - | +| 0.9902 | 202750 | 0.8322 | - | +| 0.9902 | 202760 | 0.8945 | - | +| 0.9903 | 202770 | 0.844 | - | +| 0.9903 | 202780 | 0.8427 | - | +| 0.9904 | 202790 | 0.8662 | - | +| 0.9904 | 202800 | 0.8664 | - | +| 0.9905 | 202810 | 0.8855 | - | +| 0.9905 | 202820 | 0.836 | - | +| 0.9906 | 202830 | 0.8429 | - | +| 0.9906 | 202840 | 0.8535 | - | +| 0.9907 | 202850 | 0.8326 | - | +| 0.9907 | 202860 | 0.8406 | - | +| 0.9908 | 202870 | 0.8027 | - | +| 0.9908 | 202880 | 0.8622 | - | +| 0.9909 | 202890 | 0.8401 | - | +| 0.9909 | 202900 | 0.8628 | - | +| 0.9910 | 202910 | 0.82 | - | +| 0.9910 | 202920 | 0.9042 | - | +| 0.9911 | 202930 | 0.8724 | - | +| 0.9911 | 202940 | 0.895 | - | +| 0.9912 | 202950 | 0.8471 | - | +| 0.9912 | 202960 | 0.7849 | - | +| 0.9913 | 202970 | 0.859 | - | +| 0.9913 | 202980 | 0.8667 | - | +| 0.9914 | 202990 | 0.8776 | - | +| 0.9914 | 203000 | 0.876 | - | +| 0.9915 | 203010 | 0.8636 | - | +| 0.9915 | 203020 | 0.8528 | - | +| 0.9916 | 203030 | 0.8583 | - | +| 0.9916 | 203040 | 0.8306 | - | +| 0.9917 | 203050 | 0.8975 | - | +| 0.9917 | 203060 | 0.8413 | - | +| 0.9918 | 203070 | 0.8126 | - | +| 0.9918 | 203080 | 0.8454 | - | +| 0.9918 | 203090 | 0.8392 | - | +| 0.9919 | 203100 | 0.8219 | - | +| 0.9919 | 203110 | 0.8022 | - | +| 0.9920 | 203120 | 0.8657 | - | +| 0.9920 | 203130 | 0.8142 | - | +| 0.9921 | 203140 | 0.8407 | - | +| 0.9921 | 203150 | 0.8334 | - | +| 0.9922 | 203160 | 0.8892 | - | +| 0.9922 | 203170 | 0.83 | - | +| 0.9923 | 203180 | 0.8432 | - | +| 0.9923 | 203190 | 0.8227 | - | +| 0.9924 | 203200 | 0.8448 | - | +| 0.9924 | 203210 | 0.8633 | - | +| 0.9925 | 203220 | 0.8673 | - | +| 0.9925 | 203230 | 0.8466 | - | +| 0.9926 | 203240 | 0.8709 | - | +| 0.9926 | 203250 | 0.8704 | - | +| 0.9927 | 203260 | 0.8591 | - | +| 0.9927 | 203270 | 0.8533 | - | +| 0.9928 | 203280 | 0.8535 | - | +| 0.9928 | 203290 | 0.8794 | - | +| 0.9929 | 203300 | 0.8214 | - | +| 0.9929 | 203310 | 0.8728 | - | +| 0.9930 | 203320 | 0.8578 | - | +| 0.9930 | 203330 | 0.8564 | - | +| 0.9931 | 203340 | 0.846 | - | +| 0.9931 | 203350 | 0.8293 | - | +| 0.9932 | 203360 | 0.8305 | - | +| 0.9932 | 203370 | 0.8384 | - | +| 0.9933 | 203380 | 0.8529 | - | +| 0.9933 | 203390 | 0.8421 | - | +| 0.9934 | 203400 | 0.8378 | - | +| 0.9934 | 203410 | 0.8263 | - | +| 0.9935 | 203420 | 0.8544 | - | +| 0.9935 | 203430 | 0.8406 | - | +| 0.9936 | 203440 | 0.8514 | - | +| 0.9936 | 203450 | 0.8641 | - | +| 0.9937 | 203460 | 0.8823 | - | +| 0.9937 | 203470 | 0.8677 | - | +| 0.9938 | 203480 | 0.8476 | - | +| 0.9938 | 203490 | 0.8353 | - | +| 0.9939 | 203500 | 0.8554 | - | +| 0.9939 | 203510 | 0.8257 | - | +| 0.9939 | 203520 | 0.8481 | - | +| 0.9940 | 203530 | 0.8409 | - | +| 0.9940 | 203540 | 0.8469 | - | +| 0.9941 | 203550 | 0.8579 | - | +| 0.9941 | 203560 | 0.8177 | - | +| 0.9942 | 203570 | 0.8359 | - | +| 0.9942 | 203580 | 0.8484 | - | +| 0.9943 | 203590 | 0.8477 | - | +| 0.9943 | 203600 | 0.8897 | - | +| 0.9944 | 203610 | 0.8718 | - | +| 0.9944 | 203620 | 0.8111 | - | +| 0.9945 | 203630 | 0.8642 | - | +| 0.9945 | 203640 | 0.8554 | - | +| 0.9946 | 203650 | 0.8287 | - | +| 0.9946 | 203660 | 0.8853 | - | +| 0.9947 | 203670 | 0.8403 | - | +| 0.9947 | 203680 | 0.8639 | - | +| 0.9948 | 203690 | 0.877 | - | +| 0.9948 | 203700 | 0.8886 | - | +| 0.9949 | 203710 | 0.8701 | - | +| 0.9949 | 203720 | 0.8605 | - | +| 0.9950 | 203730 | 0.8607 | - | +| 0.9950 | 203740 | 0.8362 | - | +| 0.9951 | 203750 | 0.8917 | - | +| 0.9951 | 203760 | 0.8116 | - | +| 0.9952 | 203770 | 0.8485 | - | +| 0.9952 | 203780 | 0.8458 | - | +| 0.9953 | 203790 | 0.8716 | - | +| 0.9953 | 203800 | 0.8419 | - | +| 0.9954 | 203810 | 0.8229 | - | +| 0.9954 | 203820 | 0.8153 | - | +| 0.9955 | 203830 | 0.8585 | - | +| 0.9955 | 203840 | 0.8413 | - | +| 0.9956 | 203850 | 0.8465 | - | +| 0.9956 | 203860 | 0.8622 | - | +| 0.9957 | 203870 | 0.8579 | - | +| 0.9957 | 203880 | 0.8403 | - | +| 0.9958 | 203890 | 0.8406 | - | +| 0.9958 | 203900 | 0.8268 | - | +| 0.9959 | 203910 | 0.858 | - | +| 0.9959 | 203920 | 0.8496 | - | +| 0.9960 | 203930 | 0.8182 | - | +| 0.9960 | 203940 | 0.8638 | - | +| 0.9960 | 203950 | 0.8426 | - | +| 0.9961 | 203960 | 0.8432 | - | +| 0.9961 | 203970 | 0.8385 | - | +| 0.9962 | 203980 | 0.8873 | - | +| 0.9962 | 203990 | 0.8618 | - | +| 0.9963 | 204000 | 0.8833 | - | +| 0.9963 | 204010 | 0.88 | - | +| 0.9964 | 204020 | 0.823 | - | +| 0.9964 | 204030 | 0.861 | - | +| 0.9965 | 204040 | 0.9238 | - | +| 0.9965 | 204050 | 0.8465 | - | +| 0.9966 | 204060 | 0.859 | - | +| 0.9966 | 204070 | 0.8811 | - | +| 0.9967 | 204080 | 0.8247 | - | +| 0.9967 | 204090 | 0.834 | - | +| 0.9968 | 204100 | 0.856 | - | +| 0.9968 | 204110 | 0.891 | - | +| 0.9969 | 204120 | 0.9412 | - | +| 0.9969 | 204130 | 0.8733 | - | +| 0.9970 | 204140 | 0.8579 | - | +| 0.9970 | 204150 | 0.8027 | - | +| 0.9971 | 204160 | 0.8517 | - | +| 0.9971 | 204170 | 0.8588 | - | +| 0.9972 | 204180 | 0.8139 | - | +| 0.9972 | 204190 | 0.8753 | - | +| 0.9973 | 204200 | 0.7992 | - | +| 0.9973 | 204210 | 0.8621 | - | +| 0.9974 | 204220 | 0.8586 | - | +| 0.9974 | 204230 | 0.8257 | - | +| 0.9975 | 204240 | 0.8548 | - | +| 0.9975 | 204250 | 0.8618 | - | +| 0.9976 | 204260 | 0.8816 | - | +| 0.9976 | 204270 | 0.8644 | - | +| 0.9977 | 204280 | 0.8828 | - | +| 0.9977 | 204290 | 0.8306 | - | +| 0.9978 | 204300 | 0.8947 | - | +| 0.9978 | 204310 | 0.8698 | - | +| 0.9979 | 204320 | 0.8394 | - | +| 0.9979 | 204330 | 0.8506 | - | +| 0.9980 | 204340 | 0.8645 | - | +| 0.9980 | 204350 | 0.8389 | - | +| 0.9981 | 204360 | 0.8896 | - | +| 0.9981 | 204370 | 0.8602 | - | +| 0.9981 | 204380 | 0.8152 | - | +| 0.9982 | 204390 | 0.8194 | - | +| 0.9982 | 204400 | 0.8912 | - | +| 0.9983 | 204410 | 0.8607 | - | +| 0.9983 | 204420 | 0.8439 | - | +| 0.9984 | 204430 | 0.9025 | - | +| 0.9984 | 204440 | 0.8578 | - | +| 0.9985 | 204450 | 0.8674 | - | +| 0.9985 | 204460 | 0.8796 | - | +| 0.9986 | 204470 | 0.8481 | - | +| 0.9986 | 204480 | 0.8432 | - | +| 0.9987 | 204490 | 0.8504 | - | +| 0.9987 | 204500 | 0.8631 | - | +| 0.9988 | 204510 | 0.8366 | - | +| 0.9988 | 204520 | 0.8889 | - | +| 0.9989 | 204530 | 0.8604 | - | +| 0.9989 | 204540 | 0.8423 | - | +| 0.9990 | 204550 | 0.8859 | - | +| 0.9990 | 204560 | 0.8461 | - | +| 0.9991 | 204570 | 0.863 | - | +| 0.9991 | 204580 | 0.833 | - | +| 0.9992 | 204590 | 0.84 | - | +| 0.9992 | 204600 | 0.8879 | - | +| 0.9993 | 204610 | 0.8427 | - | +| 0.9993 | 204620 | 0.8704 | - | +| 0.9994 | 204630 | 0.8266 | - | +| 0.9994 | 204640 | 0.9105 | - | +| 0.9995 | 204650 | 0.8444 | - | +| 0.9995 | 204660 | 0.8753 | - | +| 0.9996 | 204670 | 0.8928 | - | +| 0.9996 | 204680 | 0.8325 | - | +| 0.9997 | 204690 | 0.8462 | - | +| 0.9997 | 204700 | 0.8492 | - | +| 0.9998 | 204710 | 0.8478 | - | +| 0.9998 | 204720 | 0.8356 | - | +| 0.9999 | 204730 | 0.9075 | - | +| 0.9999 | 204740 | 0.8793 | - | +| 1.0000 | 204750 | 0.8441 | - | +| 1.0000 | 204760 | 0.8534 | - | +| 1.0001 | 204770 | 0.8664 | - | +| 1.0001 | 204780 | 0.8973 | - | +| 1.0002 | 204790 | 0.8369 | - | +| 1.0002 | 204800 | 0.8653 | - | +| 1.0002 | 204810 | 0.8582 | - 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| +| 1.0018 | 205120 | 0.8744 | - | +| 1.0018 | 205130 | 0.8431 | - | +| 1.0019 | 205140 | 0.8714 | - | +| 1.0019 | 205150 | 0.8465 | - | +| 1.0020 | 205160 | 0.8456 | - | +| 1.0020 | 205170 | 0.8715 | - | +| 1.0021 | 205180 | 0.8671 | - | +| 1.0021 | 205190 | 0.8711 | - | +| 1.0022 | 205200 | 0.8184 | - | +| 1.0022 | 205210 | 0.8246 | - | +| 1.0023 | 205220 | 0.8592 | - | +| 1.0023 | 205230 | 0.8428 | - | +| 1.0023 | 205240 | 0.8402 | - | +| 1.0024 | 205250 | 0.8603 | - | +| 1.0024 | 205260 | 0.8313 | - | +| 1.0025 | 205270 | 0.877 | - | +| 1.0025 | 205280 | 0.862 | - | +| 1.0026 | 205290 | 0.8176 | - | +| 1.0026 | 205300 | 0.8373 | - | +| 1.0027 | 205310 | 0.8131 | - | +| 1.0027 | 205320 | 0.8421 | - | +| 1.0028 | 205330 | 0.883 | - | +| 1.0028 | 205340 | 0.8243 | - | +| 1.0029 | 205350 | 0.8421 | - | +| 1.0029 | 205360 | 0.8213 | - | +| 1.0030 | 205370 | 0.8283 | - | +| 1.0030 | 205380 | 0.7884 | - | +| 1.0031 | 205390 | 0.8745 | - | +| 1.0031 | 205400 | 0.8375 | - | +| 1.0032 | 205410 | 0.8431 | - 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| +| 1.4633 | 299620 | 0.8578 | - | +| 1.4633 | 299630 | 0.8399 | - | +| 1.4634 | 299640 | 0.8302 | - | +| 1.4634 | 299650 | 0.8459 | - | +| 1.4635 | 299660 | 0.8767 | - | +| 1.4635 | 299670 | 0.8141 | - | +| 1.4636 | 299680 | 0.8211 | - | +| 1.4636 | 299690 | 0.8152 | - | +| 1.4637 | 299700 | 0.8383 | - | +| 1.4637 | 299710 | 0.8059 | - | +| 1.4638 | 299720 | 0.8422 | - | +| 1.4638 | 299730 | 0.8274 | - | +| 1.4639 | 299740 | 0.8261 | - | +| 1.4639 | 299750 | 0.8484 | - | +| 1.4640 | 299760 | 0.8335 | - | +| 1.4640 | 299770 | 0.8347 | - | +| 1.4641 | 299780 | 0.8628 | - | +| 1.4641 | 299790 | 0.8796 | - | +| 1.4642 | 299800 | 0.8655 | - | +| 1.4642 | 299810 | 0.8023 | - | +| 1.4643 | 299820 | 0.8291 | - | +| 1.4643 | 299830 | 0.8078 | - | +| 1.4644 | 299840 | 0.7768 | - | +| 1.4644 | 299850 | 0.8392 | - | +| 1.4645 | 299860 | 0.8661 | - | +| 1.4645 | 299870 | 0.8195 | - | +| 1.4646 | 299880 | 0.8528 | - | +| 1.4646 | 299890 | 0.8331 | - | +| 1.4646 | 299900 | 0.9096 | - | +| 1.4647 | 299910 | 0.8567 | - | +| 1.4647 | 299920 | 0.8063 | - | +| 1.4648 | 299930 | 0.8482 | - | +| 1.4648 | 299940 | 0.8172 | - | +| 1.4649 | 299950 | 0.8007 | - | +| 1.4649 | 299960 | 0.8502 | - | +| 1.4650 | 299970 | 0.8655 | - | +| 1.4650 | 299980 | 0.8043 | - | +| 1.4651 | 299990 | 0.8234 | - | +| 1.4651 | 300000 | 0.8006 | 0.8358 | + +
+ +### Framework Versions +- Python: 3.11.9 +- Sentence Transformers: 5.0.0 +- Transformers: 4.54.1 +- PyTorch: 2.7.1+cu126 +- Accelerate: 1.9.0 +- Datasets: 4.0.0 +- Tokenizers: 0.21.4 + +## Citation + +### BibTeX + +#### Sentence Transformers +```bibtex +@inproceedings{reimers-2019-sentence-bert, + title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks", + author = "Reimers, Nils and Gurevych, Iryna", + booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing", + month = "11", + year = "2019", + publisher = "Association for Computational Linguistics", + url = "https://arxiv.org/abs/1908.10084", +} +``` + + + + + + \ No newline at end of file