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  2. config.json +472 -0
  3. model.safetensors +3 -0
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  5. special_tokens_map.json +37 -0
  6. tokenizer.json +3245 -0
  7. tokenizer_config.json +57 -0
  8. vocab.txt +3095 -0
README.md CHANGED
@@ -2,189 +2,628 @@
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  license: cc-by-nc-sa-4.0
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  ---
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- # Model Card for Model ID
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- <!-- Provide a quick summary of what the model is/does. -->
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- This modelcard aims to be a base template for new models. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/modelcard_template.md?plain=1).
 
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- ## Model Details
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-
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- ### Model Description
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-
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- <!-- Provide a longer summary of what this model is. -->
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-
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-
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-
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- - **Developed by:** [More Information Needed]
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- - **Funded by [optional]:** [More Information Needed]
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- - **Shared by [optional]:** [More Information Needed]
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- - **Model type:** [More Information Needed]
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- - **Language(s) (NLP):** [More Information Needed]
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- - **License:** [More Information Needed]
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- - **Finetuned from model [optional]:** [More Information Needed]
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-
27
- ## Uses
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-
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- <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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-
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- ### Direct Use
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-
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- <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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-
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- [More Information Needed]
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-
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- ### Downstream Use [optional]
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-
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- <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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41
- [More Information Needed]
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43
- ### Out-of-Scope Use
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- <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- [More Information Needed]
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-
49
- ## Bias, Risks, and Limitations
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-
51
- <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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-
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- [More Information Needed]
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-
55
- ### Recommendations
56
 
57
- <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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59
- Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
 
 
 
 
 
 
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61
- ## How to Get Started with the Model
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63
- Use the code below to get started with the model.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- [More Information Needed]
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  ## Training Details
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  ### Training Data
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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- [More Information Needed]
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75
- ### Training Procedure
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77
- <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
 
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79
- #### Preprocessing [optional]
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81
- [More Information Needed]
 
 
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84
- #### Training Hyperparameters
 
85
 
86
- - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
 
 
 
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- #### Speeds, Sizes, Times [optional]
 
 
 
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- <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
 
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92
- [More Information Needed]
 
 
 
 
 
 
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- ## Evaluation
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96
- <!-- This section describes the evaluation protocols and provides the results. -->
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  ### Testing Data, Factors & Metrics
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  #### Testing Data
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- <!-- This should link to a Dataset Card if possible. -->
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-
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- [More Information Needed]
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  #### Factors
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- <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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-
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- [More Information Needed]
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  #### Metrics
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- <!-- These are the evaluation metrics being used, ideally with a description of why. -->
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-
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- [More Information Needed]
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-
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- ### Results
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-
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- [More Information Needed]
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-
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- #### Summary
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-
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-
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- ## Model Examination [optional]
 
 
 
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128
- <!-- Relevant interpretability work for the model goes here -->
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- [More Information Needed]
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-
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- ## Environmental Impact
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-
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- <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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-
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- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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-
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- - **Hardware Type:** [More Information Needed]
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- - **Hours used:** [More Information Needed]
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- - **Cloud Provider:** [More Information Needed]
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- - **Compute Region:** [More Information Needed]
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- - **Carbon Emitted:** [More Information Needed]
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144
- ## Technical Specifications [optional]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Model Architecture and Objective
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- [More Information Needed]
 
 
 
 
 
 
 
 
 
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  ### Compute Infrastructure
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- [More Information Needed]
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-
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  #### Hardware
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- [More Information Needed]
 
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  #### Software
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160
- [More Information Needed]
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-
162
- ## Citation [optional]
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-
164
- <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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-
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- **BibTeX:**
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-
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- [More Information Needed]
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-
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- **APA:**
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-
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- [More Information Needed]
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-
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- ## Glossary [optional]
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-
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- <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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-
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- [More Information Needed]
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-
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- ## More Information [optional]
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-
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- [More Information Needed]
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-
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- ## Model Card Authors [optional]
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-
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- [More Information Needed]
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-
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- ## Model Card Contact
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-
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- [More Information Needed]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2
  license: cc-by-nc-sa-4.0
3
  ---
4
 
5
+ # ChemFIE-DTP (DrugTargetPrediction - 221 Classes)
6
 
7
+ This model is a multiclass sequence classification for 221 human protein drug targets, based on [gbyuvd/chemselfies-base-bertmlm](https://huggingface.co/gbyuvd/chemselfies-base-bertmlm) fine-tuned on a dataset derived from ChemBL34 (Zdrazil et al. 2023). It predicts potential drug targets using chemical structures represented as SELFIES (Self-Referencing Embedded Strings). The model was trained on a selected and balanced dataset of around 154k examples covering 221 distinct human protein targets. Data selection criteria included specific activity types (IC50, Ki, EC50) with values ≤ 10 µM, assay confidence scores ≥ 7, and exact activity relations. Among all drug target classes found in ChemBL34, classes with at least 1000 examples are selected then capped at 1000 for those with more samples. Building upon the pre-trained base model's pre-existing knowledge of SELFIES, this model is originally intended to validate the capabilities of the light-weight base model to be fine-tuned for various tasks, and for this model case, it might be useful for tasks related to early-stage drug discovery and target prediction (e.g. compounds annotations) - though its performance and applicability should be carefully evaluated for specific use cases (see [Evaluation](#evaluation))
8
 
9
+ - List of classes available in the "label_dict.json"
10
+ - Its performance on each classes available in "test_result.txt"
11
 
12
+ ### Disclaimer: For Academic Purposes Only
13
+ The information and model provided is for academic purposes only. It is intended for educational and research use, and should not be used for any commercial or legal purposes. The author do not guarantee the accuracy, completeness, or reliability of the information.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14
 
 
15
 
16
+ # Table of Contents
17
 
18
+ 1. [Model Details](#model-details)
19
+ 2. [Usage](#usage)
20
+ 1. [SMILES to SELFIES conversion](#uses)
21
+ 2. [Get Top-K Prediction](#get-top-k-prediction)
22
+ 3. [Direct Use using Classifier Pipeline](#direct-use-using-classifier-pipeline)
23
+ 3. [Training Details](#training-details)
24
+ 4. [Evaluation](#evaluation)
25
+ 1. [General](#general)
26
+ 2. [Classes with Best Performance (F1>0.9)](#classes-with-best-performance-f109)
27
+ 3. [Classes with Good Performance (0.7<F1<0.9)](#classes-with-good-performance-07f109)
28
+ 4. [Classes with Moderate Performance (0.5<F1<0.7)](#classes-with-moderate-performance-05f107)
29
+ 5. [Classes with Limited Performance (0.3<F1<0.5)](#classes-with-limited-performance-03f105)
30
+ 6. [Classes with Poor Performance (0.1<F1<0.3)](#classes-with-poor-performance-01f103)
31
+ 5. [Model Examination](#model-examination)
32
+ 6. [Technical Specifications](#technical-specifications)
33
+ 7. [Citation](#citation)
34
+ 8. [Contact & Support My Work](#contact--support-my-work)
35
 
36
+ ## Model Details
 
 
 
 
 
 
 
 
37
 
38
+ ### Model Description
39
 
40
+ - **Model Type:** Transformer (BertForSequenceClassification)
41
+ - **Base model:** [gbyuvd/chemselfies-base-bertmlm](https://huggingface.co/gbyuvd/chemselfies-base-bertmlm)
42
+ - **Maximum Sequence Length:** 512 tokens
43
+ - **Number of Labels:** 221 classes
44
+ - **Training Dataset:** SELFIES with labels derived from ChemBL34
45
+ - **Language:** SELFIES
46
+ - **License:** CC-BY-NC-SA 4.0
47
 
48
+ ## Uses
49
 
50
+ If you have Canonical SMILES instead of SELFIES, you can convert it first into a format readable by the model's tokenizer (using whitespace)
51
+
52
+ ```python
53
+ import selfies as sf
54
+
55
+ def smiles_to_selfies_sentence(smiles):
56
+ try:
57
+ selfies = sf.encoder(smiles) # Encode SMILES into SELFIES
58
+ selfies_tokens = list(sf.split_selfies(selfies))
59
+
60
+ # Join dots with the nearest next tokens
61
+ joined_tokens = []
62
+ i = 0
63
+ while i < len(selfies_tokens):
64
+ if selfies_tokens[i] == '.' and i + 1 < len(selfies_tokens):
65
+ joined_tokens.append(f".{selfies_tokens[i+1]}")
66
+ i += 2
67
+ else:
68
+ joined_tokens.append(selfies_tokens[i])
69
+ i += 1
70
+
71
+ selfies_sentence = ' '.join(joined_tokens)
72
+ return selfies_sentence
73
+ except sf.EncoderError as e:
74
+ print(f"Encoder Error: {e}")
75
+ return None
76
+
77
+ # Example usage:
78
+ in_smi = "C1CCC2=CN3C=CC4=C5C=CC=CC5=NC4=C3C=C2C1" # Sempervirine (CID168919)
79
+ selfies_sentence = smiles_to_selfies_sentence(in_smi)
80
+ print(selfies_sentence)
81
+
82
+ """
83
+ [C] [C] [C] [C] [=C] [N] [C] [=C] [C] [=C] [C] [=C] [C] [=C] [C] [Ring1] [=Branch1] [=N] [C] [Ring1] [=Branch2] [=C] [Ring1] [=N] [C] [=C] [Ring1] [P] [C] [Ring2] [Ring1] [Branch1]
84
+
85
+ """
86
+
87
+
88
+ ```
89
+
90
+ ### Get Top-K Prediction
91
+
92
+ Due to my fault not relating label number with target name directly during training, to get the model output human readable target and its corresponding ChemBL34 TID, we need to utilize the "label_dict.json".
93
+ ```python
94
+ import torch
95
+ from transformers import AutoTokenizer, AutoModelForSequenceClassification
96
+ import torch.nn.functional as F
97
+ import json
98
+
99
+ model_id = "./epfin"
100
+ tokenizer = AutoTokenizer.from_pretrained(model_id)
101
+ model = AutoModelForSequenceClassification.from_pretrained(model_id)
102
+
103
+ # Load the updated_label_dict.json file
104
+ with open("updated_label_dict.json", "r") as f:
105
+ label_dict = json.load(f)
106
+
107
+ # Create a mapping from label number to CHEMBL ID and target name
108
+ label_to_chembl = {str(info['label']): {'chembl_id': chembl_id, 'target_name': info['target_name']}
109
+ for chembl_id, info in label_dict.items()}
110
+
111
+ def get_top_k_predictions(selfies_string, k=10):
112
+ # Tokenize the input
113
+ inputs = tokenizer(selfies_string, return_tensors="pt", padding=True, truncation=True)
114
+
115
+ # Get the model output
116
+ with torch.no_grad():
117
+ outputs = model(**inputs)
118
+
119
+ # Get the probabilities
120
+ probs = torch.nn.functional.softmax(outputs.logits, dim=-1)
121
+
122
+ # Get the top-k indices and probabilities
123
+ top_k_probs, top_k_indices = torch.topk(probs, k)
124
+
125
+ # Convert to numpy for easier handling
126
+ top_k_probs = top_k_probs.squeeze().numpy()
127
+ top_k_indices = top_k_indices.squeeze().numpy()
128
+
129
+ # Get the class labels and map them to CHEMBL IDs and target names
130
+ results = []
131
+ for idx, prob in zip(top_k_indices, top_k_probs):
132
+ label = str(idx)
133
+ if label in label_to_chembl:
134
+ chembl_id = label_to_chembl[label]['chembl_id']
135
+ target_name = label_to_chembl[label]['target_name']
136
+ results.append((chembl_id, target_name, prob))
137
+ else:
138
+ results.append((f"Unknown_class_{label}", "Unknown target", prob))
139
+
140
+ return results
141
+
142
+ text = "[C] [C] [C] [C] [=C] [N] [C] [=C] [C] [=C] [C] [=C] [C] [=C] [C] [Ring1] [=Branch1] [=N] [C] [Ring1] [=Branch2] [=C] [Ring1] [=N] [C] [=C] [Ring1] [P] [C] [Ring2] [Ring1] [Branch1]" #Sempervirine (CID168919)
143
+ top_5_predictions = get_top_k_predictions(text, k=5)
144
+
145
+ print("Top 5 predictions:")
146
+ for chembl_id, target_name, prob in top_5_predictions:
147
+ print(f"{chembl_id} ({target_name}): {prob:.4f}")
148
+
149
+ """
150
+ Top 5 predictions:
151
+ CHEMBL1951 (Monoamine oxidase A): 0.5925
152
+ CHEMBL1914 (Butyrylcholinesterase): 0.0520
153
+ CHEMBL220 (Acetylcholinesterase): 0.0321
154
+ CHEMBL2039 (Monoamine oxidase B): 0.0259
155
+ CHEMBL5113 (Orexin receptor 1): 0.0252
156
+
157
+ """
158
+ ```
159
+
160
+
161
+ ### Direct Use using Classifier Pipeline
162
+
163
+ You can also use pipeline:
164
+
165
+ ```python
166
+ from transformers import pipeline
167
+
168
+ classifier = pipeline("text-classification", model="./epfin")
169
+ classifier("[C] [C] [C] [C] [=C] [N] [C] [=C] [C] [=C] [C] [=C] [C] [=C] [C] [Ring1] [=Branch1] [=N] [C] [Ring1] [=Branch2] [=C] [Ring1] [=N] [C] [=C] [Ring1] [P] [C] [Ring2] [Ring1] [Branch1]") #Sempervirine (CID168919)
170
+ # [{'label': 'LABEL_25', 'score': 0.5924742221832275}]
171
+
172
+ ```
173
 
 
174
 
175
  ## Training Details
176
 
177
  ### Training Data
178
+ ##### Data Sources
179
+ Bioactive compounds from [ChemBL34](https://ftp.ebi.ac.uk/pub/databases/chembl/ChEMBLdb/latest/) (Zdrazil et al., 2023) using its [PostgreSQL dump](https://ftp.ebi.ac.uk/pub/databases/chembl/ChEMBLdb/latest/)
180
+
181
+ ##### Data Preparation
182
+
183
+ Dataset Details:
184
+ - Total training examples: 154,700
185
+ - Number of classes: 221 distinct human protein drug targets
186
+ - Organism: Homo sapiens
187
+ - Number of train examples for each class: 700
188
+ - Number of validation examples for each class: 100
189
+ - Number of held out test examples for each class: 200
190
+
191
+ Data Selection Criteria:
192
+ - Activity types: IC50, Ki, EC50
193
+ - Activity threshold: ≤ 10 µM (10,000 nM)
194
+ - Assay confidence score: ≥ 7
195
+ - Standard relation: Exact matches only ('=')
196
+ - SMILES: Canonical representations only
197
+
198
+ Data Preprocessing
199
+ - Convertion from Canonical SMILES into SELFIES readable by base model's tokenizer, any failed entries are removed
200
+ - Balancing the data distribution by setting up min max (1000)
201
 
202
+ ### Training Procedure
203
 
204
+ #### Training Hyperparameters
205
 
 
206
 
207
+ - Batch size = 128
208
+ - Num of Epoch= 36
209
 
210
+ I am using Ranger21 optimizer with these settings:
211
 
212
+ ```
213
+ Core optimizer = madgrad
214
+ Learning rate of 1.5e-05
215
 
216
+ num_epochs of training = ** 1 epochs **
217
 
218
+ using AdaBelief for variance computation
219
+ Warm-up: linear warmup, over 964 iterations (0.22)
220
 
221
+ Lookahead active, merging every 5 steps, with blend factor of 0.5
222
+ Norm Loss active, factor = 0.0001
223
+ Stable weight decay of 0.01
224
+ Gradient Centralization = On
225
 
226
+ Adaptive Gradient Clipping = True
227
+ clipping value of 0.01
228
+ steps for clipping = 0.001
229
+ ```
230
 
231
+ I turned off the warm down, since in prior experiments it led to instability of losses in my case.
232
+ For more information about Ranger21, you could check out [this repository](https://github.com/lessw2020/Ranger21).
233
 
234
+ Final training epoch:
235
+ - Training Loss: 0.772700
236
+ - Validation Loss: 1.299520
237
+ - Accuracy: 0.619050
238
+ - Macro Precision: 0.612262
239
+ - Macro Recall: 0.619050
240
+ - Macro F1: 0.611072
241
 
 
242
 
243
+ ## Evaluation
244
 
245
  ### Testing Data, Factors & Metrics
246
 
247
  #### Testing Data
248
 
249
+ The model was evaluated on a test dataset containing 44,200 samples, with 200 examples per class.
 
 
250
 
251
  #### Factors
252
 
253
+ The evaluation disaggregated results by individual classes and provided macro and weighted averages across all classes.
 
 
254
 
255
  #### Metrics
256
 
257
+ The following metrics were used to evaluate the model's performance:
 
 
 
 
 
 
 
 
 
 
258
 
259
+ 1. Accuracy: Measures the overall correctness of predictions.
260
+ 2. F1-score: Harmonic mean of precision and recall, providing a balanced measure of the model's performance.
261
+ 3. Precision: Ratio of true positive predictions to all positive predictions.
262
+ 4. Recall: Ratio of true positive predictions to all actual positive instances.
263
 
264
+ Both macro (unweighted mean of all classes) and weighted (weighted by class support) averages were calculated for F1-score, precision, and recall.
265
 
266
+ ### Results
 
 
 
 
 
 
 
 
 
 
 
 
267
 
268
+ #### General
269
+ - Accuracy: 0.6199
270
+ - Macro F1: 0.6127
271
+ - Weighted F1: 0.6127
272
+
273
+ Macro average:
274
+ - Precision: 0.6142
275
+ - Recall: 0.6199
276
+ - F1-score: 0.6127
277
+
278
+ Weighted average:
279
+ - Precision: 0.6142
280
+ - Recall: 0.6199
281
+ - F1-score: 0.6127
282
+
283
+ #### In Detail
284
+ - F1-score 0.9-0.99: 39 classes
285
+ - F1-score 0.7-0.8: 23 classes
286
+ - F1-score 0.5-0.6: 24 classes
287
+ - F1-score 0.4-0.5: 36 classes
288
+ - F1-score below 0.4: 49 classes
289
+
290
+ #### Classes with Best Performance (F1>0.9)
291
+ ```
292
+ CHEMBL252: Endothelin receptor ET-A (F1: 0.9875)
293
+ CHEMBL4829: Acetyl-CoA carboxylase 2 (F1: 0.9849)
294
+ CHEMBL3713062: Tissue factor pathway inhibitor (F1: 0.9825)
295
+ CHEMBL2176771: Complement factor D (F1: 0.9801)
296
+ CHEMBL3988583: Sepiapterin reductase (F1: 0.9798)
297
+ CHEMBL3572: Cholesteryl ester transfer protein (F1: 0.9776)
298
+ CHEMBL1800: Corticotropin releasing factor receptor 1 (F1: 0.9750)
299
+ CHEMBL4198: Inhibitor of apoptosis protein 3 (F1: 0.9704)
300
+ CHEMBL5137: Metabotropic glutamate receptor 2 (F1: 0.9679)
301
+ CHEMBL5652: Glucose-dependent insulinotropic receptor (F1: 0.9677)
302
+ CHEMBL1985: Glucagon receptor (F1: 0.9674)
303
+ CHEMBL2001: Purinergic receptor P2Y12 (F1: 0.9674)
304
+ CHEMBL2007625: Isocitrate dehydrogenase [NADP] cytoplasmic (F1: 0.9628)
305
+ CHEMBL3820: Hexokinase type IV (F1: 0.9606)
306
+ CHEMBL4550: 5-lipoxygenase activating protein (F1: 0.9606)
307
+ CHEMBL6009: Diacylglycerol O-acyltransferase 1 (F1: 0.9604)
308
+ CHEMBL298: Cholecystokinin B receptor (F1: 0.9582)
309
+ CHEMBL1855: Gonadotropin-releasing hormone receptor (F1: 0.9538)
310
+ CHEMBL1945: Melatonin receptor 1A (F1: 0.9512)
311
+ CHEMBL4561: Neuropeptide Y receptor type 5 (F1: 0.9484)
312
+ CHEMBL4805: P2X purinoceptor 7 (F1: 0.9439)
313
+ CHEMBL5071: G protein-coupled receptor 44 (F1: 0.9438)
314
+ CHEMBL4616: Ghrelin receptor (F1: 0.9409)
315
+ CHEMBL4422: Free fatty acid receptor 1 (F1: 0.9406)
316
+ CHEMBL4441: C-X-C chemokine receptor type 3 (F1: 0.9403)
317
+ CHEMBL248: Leukocyte elastase (F1: 0.9373)
318
+ CHEMBL2998: P2X purinoceptor 3 (F1: 0.9363)
319
+ CHEMBL1744525: Nicotinamide phosphoribosyltransferase (F1: 0.9307)
320
+ CHEMBL1966: Dihydroorotate dehydrogenase (F1: 0.9272)
321
+ CHEMBL5023: p53-binding protein Mdm-2 (F1: 0.9250)
322
+ CHEMBL259: Melanocortin receptor 4 (F1: 0.9246)
323
+ CHEMBL1889: Vasopressin V1a receptor (F1: 0.9173)
324
+ CHEMBL3105: Poly [ADP-ribose] polymerase-1 (F1: 0.9158)
325
+ CHEMBL286: Renin (F1: 0.9148)
326
+ CHEMBL2000: Plasma kallikrein (F1: 0.9109)
327
+ CHEMBL249: Neurokinin 1 receptor (F1: 0.9104)
328
+ CHEMBL2243: Anandamide amidohydrolase (F1: 0.9059)
329
+ CHEMBL284: Dipeptidyl peptidase IV (F1: 0.9037)
330
+ CHEMBL2094135: Gamma-secretase (F1: 0.9020)
331
+ ```
332
+ #### Classes with Good Performance (0.7<F1<0.9)
333
+ ```
334
+ CHEMBL4015: C-C chemokine receptor type 2 (F1: 0.8993)
335
+ CHEMBL4439: TGF-beta receptor type I (F1: 0.8988)
336
+ CHEMBL1741186: Nuclear receptor ROR-gamma (F1: 0.8985)
337
+ CHEMBL4235: 11-beta-hydroxysteroid dehydrogenase 1 (F1: 0.8967)
338
+ CHEMBL4296: Sodium channel protein type IX alpha subunit (F1: 0.8960)
339
+ CHEMBL4409: Phosphodiesterase 10A (F1: 0.8960)
340
+ CHEMBL4794: Vanilloid receptor (F1: 0.8873)
341
+ CHEMBL3983: Dual specificity protein kinase TTK (F1: 0.8834)
342
+ CHEMBL1163125: Bromodomain-containing protein 4 (F1: 0.8788)
343
+ CHEMBL274: C-C chemokine receptor type 5 (F1: 0.8784)
344
+ CHEMBL3227: Metabotropic glutamate receptor 5 (F1: 0.8715)
345
+ CHEMBL2334: Caspase-3 (F1: 0.8651)
346
+ CHEMBL2047: Bile acid receptor FXR (F1: 0.8628)
347
+ CHEMBL4040: MAP kinase ERK2 (F1: 0.8607)
348
+ CHEMBL6136: Lysine-specific histone demethylase 1 (F1: 0.8544)
349
+ CHEMBL3880: Heat shock protein HSP 90-alpha (F1: 0.8537)
350
+ CHEMBL344: Melanin-concentrating hormone receptor 1 (F1: 0.8449)
351
+ CHEMBL1827: Phosphodiesterase 5A (F1: 0.8325)
352
+ CHEMBL275: Phosphodiesterase 4B (F1: 0.8286)
353
+ CHEMBL3759: Histamine H4 receptor (F1: 0.8286)
354
+ CHEMBL3473: C-C chemokine receptor type 3 (F1: 0.8253)
355
+ CHEMBL2599: Tyrosine-protein kinase SYK (F1: 0.8247)
356
+ CHEMBL1075104: Leucine-rich repeat serine/threonine-protein kinase 2 (F1: 0.8212)
357
+ CHEMBL3778: Interleukin-1 receptor-associated kinase 4 (F1: 0.8177)
358
+ CHEMBL4685: Indoleamine 2,3-dioxygenase (F1: 0.8171)
359
+ CHEMBL2409: Epoxide hydratase (F1: 0.8075)
360
+ CHEMBL5251: Tyrosine-protein kinase BTK (F1: 0.8051)
361
+ CHEMBL5658: Prostaglandin E synthase (F1: 0.7913)
362
+ CHEMBL335: Protein-tyrosine phosphatase 1B (F1: 0.7891)
363
+ CHEMBL331: Cyclin-dependent kinase 4 (F1: 0.7810)
364
+ CHEMBL3717: Hepatocyte growth factor receptor (F1: 0.7656)
365
+ CHEMBL2014: Nociceptin receptor (F1: 0.7632)
366
+ CHEMBL1978: Cytochrome P450 19A1 (F1: 0.7553)
367
+ CHEMBL2111389: CDK9/cyclin T1 (F1: 0.7526)
368
+ CHEMBL4578: Maternal embryonic leucine zipper kinase (F1: 0.7494)
369
+ CHEMBL1906: Serine/threonine-protein kinase RAF (F1: 0.7488)
370
+ CHEMBL4630: Serine/threonine-protein kinase Chk1 (F1: 0.7441)
371
+ CHEMBL3024: Serine/threonine-protein kinase PLK1 (F1: 0.7422)
372
+ CHEMBL3884: Sodium/glucose cotransporter 2 (F1: 0.7409)
373
+ CHEMBL2581: Cathepsin D (F1: 0.7404)
374
+ CHEMBL209: Trypsin I (F1: 0.7333)
375
+ CHEMBL2815: Nerve growth factor receptor Trk-A (F1: 0.7296)
376
+ CHEMBL2695: Focal adhesion kinase 1 (F1: 0.7294)
377
+ CHEMBL3892: Sphingosine 1-phosphate receptor Edg-3 (F1: 0.7211)
378
+ CHEMBL4282: Serine/threonine-protein kinase AKT (F1: 0.7163)
379
+ CHEMBL5393: ATP-binding cassette sub-family G member 2 (F1: 0.7153)
380
+ CHEMBL1957: Insulin-like growth factor I receptor (F1: 0.7115)
381
+ CHEMBL2487: Amyloid-beta A4 protein (F1: 0.7042)
382
+ CHEMBL1871: Androgen Receptor (F1: 0.7040)
383
+ CHEMBL260: MAP kinase p38 alpha (F1: 0.7010)
384
+
385
+ ```
386
+ #### Classes with Moderate Performance (0.5<F1<0.7)
387
+ ```
388
+ CHEMBL5145: Serine/threonine-protein kinase B-raf (F1: 0.6977)
389
+ CHEMBL4302: P-glycoprotein 1 (F1: 0.6957)
390
+ CHEMBL230: Cyclooxygenase-2 (F1: 0.6847)
391
+ CHEMBL2525: Beta secretase 2 (F1: 0.6829)
392
+ CHEMBL3116: Cyclin-dependent kinase 9 (F1: 0.6667)
393
+ CHEMBL4625: Apoptosis regulator Bcl-X (F1: 0.6652)
394
+ CHEMBL2034: Glucocorticoid receptor (F1: 0.6650)
395
+ CHEMBL244: Coagulation factor X (F1: 0.6649)
396
+ CHEMBL264: Histamine H3 receptor (F1: 0.6617)
397
+ CHEMBL4247: ALK tyrosine kinase receptor (F1: 0.6545)
398
+ CHEMBL2276: c-Jun N-terminal kinase 1 (F1: 0.6506)
399
+ CHEMBL4979: Sodium/glucose cotransporter 1 (F1: 0.6467)
400
+ CHEMBL1824: Receptor protein-tyrosine kinase erbB-2 (F1: 0.6447)
401
+ CHEMBL215: Arachidonate 5-lipoxygenase (F1: 0.6416)
402
+ CHEMBL4333: Sphingosine 1-phosphate receptor Edg-1 (F1: 0.6409)
403
+ CHEMBL3706: ADAM17 (F1: 0.6316)
404
+ CHEMBL1844: Macrophage colony stimulating factor receptor (F1: 0.6263)
405
+ CHEMBL208: Progesterone receptor (F1: 0.6253)
406
+ CHEMBL2842: Serine/threonine-protein kinase mTOR (F1: 0.6196)
407
+ CHEMBL1914: Butyrylcholinesterase (F1: 0.6186)
408
+ CHEMBL255: Adenosine A2b receptor (F1: 0.6147)
409
+ CHEMBL287: Sigma opioid receptor (F1: 0.6104)
410
+ CHEMBL3371: Serotonin 6 (5-HT6) receptor (F1: 0.6087)
411
+ CHEMBL204: Thrombin (F1: 0.5959)
412
+ CHEMBL3979: Peroxisome proliferator-activated receptor delta (F1: 0.5919)
413
+ CHEMBL4860: Apoptosis regulator Bcl-2 (F1: 0.5876)
414
+ CHEMBL218: Cannabinoid CB1 receptor (F1: 0.5831)
415
+ CHEMBL2056: Dopamine D1 receptor (F1: 0.5783)
416
+ CHEMBL1862: Tyrosine-protein kinase ABL (F1: 0.5741)
417
+ CHEMBL1908: Cytochrome P450 11B1 (F1: 0.5720)
418
+ CHEMBL246: Beta-3 adrenergic receptor (F1: 0.5650)
419
+ CHEMBL4204: MAP kinase signal-integrating kinase 2 (F1: 0.5504)
420
+ CHEMBL4822: Beta-secretase 1 (F1: 0.5460)
421
+ CHEMBL242: Estrogen receptor beta (F1: 0.5356)
422
+ CHEMBL5407: Serine/threonine-protein kinase PIM3 (F1: 0.5311)
423
+ CHEMBL253: Cannabinoid CB2 receptor (F1: 0.5288)
424
+ CHEMBL262: Glycogen synthase kinase-3 beta (F1: 0.5248)
425
+ CHEMBL219: Dopamine D4 receptor (F1: 0.5246)
426
+ CHEMBL2973: Rho-associated protein kinase 2 (F1: 0.5241)
427
+ CHEMBL4501: Ribosomal protein S6 kinase 1 (F1: 0.5209)
428
+ CHEMBL3973: Fibroblast growth factor receptor 4 (F1: 0.5180)
429
+ CHEMBL2954: Cathepsin S (F1: 0.5172)
430
+ CHEMBL3553: Tyrosine-protein kinase TYK2 (F1: 0.5138)
431
+ CHEMBL4792: Orexin receptor 2 (F1: 0.5133)
432
+ CHEMBL2835: Tyrosine-protein kinase JAK1 (F1: 0.5119)
433
+ CHEMBL235: Peroxisome proliferator-activated receptor gamma (F1: 0.5030)
434
+ CHEMBL1821: Muscarinic acetylcholine receptor M4 (F1: 0.5000)
435
+ ```
436
+ #### Classes with Limited Performance (0.3<F1<0.5)
437
+ ```
438
+ CHEMBL2039: Monoamine oxidase B (F1: 0.4977)
439
+ CHEMBL4361: Induced myeloid leukemia cell differentiation protein Mcl-1 (F1: 0.4962)
440
+ CHEMBL1951: Monoamine oxidase A (F1: 0.4951)
441
+ CHEMBL206: Estrogen receptor alpha (F1: 0.4948)
442
+ CHEMBL236: Delta opioid receptor (F1: 0.4933)
443
+ CHEMBL239: Peroxisome proliferator-activated receptor alpha (F1: 0.4916)
444
+ CHEMBL267: Tyrosine-protein kinase SRC (F1: 0.4896)
445
+ CHEMBL4072: Cathepsin B (F1: 0.4878)
446
+ CHEMBL268: Cathepsin K (F1: 0.4808)
447
+ CHEMBL2326: Carbonic anhydrase VII (F1: 0.4742)
448
+ CHEMBL1913: Platelet-derived growth factor receptor beta (F1: 0.4717)
449
+ CHEMBL1868: Vascular endothelial growth factor receptor 1 (F1: 0.4676)
450
+ CHEMBL4142: Fibroblast growth factor receptor 2 (F1: 0.4579)
451
+ CHEMBL1898: Serotonin 1b (5-HT1b) receptor (F1: 0.4560)
452
+ CHEMBL3130: PI3-kinase p110-delta subunit (F1: 0.4505)
453
+ CHEMBL4225: Dual specificity protein kinase CLK2 (F1: 0.4476)
454
+ CHEMBL4588: Matrix metalloproteinase 8 (F1: 0.4472)
455
+ CHEMBL4523: Serine/threonine-protein kinase PIM2 (F1: 0.4419)
456
+ CHEMBL3155: Serotonin 7 (5-HT7) receptor (F1: 0.4416)
457
+ CHEMBL238: Dopamine transporter (F1: 0.4403)
458
+ CHEMBL220: Acetylcholinesterase (F1: 0.4375)
459
+ CHEMBL258: Tyrosine-protein kinase LCK (F1: 0.4296)
460
+ CHEMBL1974: Tyrosine-protein kinase receptor FLT3 (F1: 0.4293)
461
+ CHEMBL308: Cyclin-dependent kinase 1 (F1: 0.4276)
462
+ CHEMBL237: Kappa opioid receptor (F1: 0.4270)
463
+ CHEMBL5113: Orexin receptor 1 (F1: 0.4252)
464
+ CHEMBL231: Histamine H1 receptor (F1: 0.4251)
465
+ CHEMBL222: Norepinephrine transporter (F1: 0.4245)
466
+ CHEMBL3729: Carbonic anhydrase IV (F1: 0.4194)
467
+ CHEMBL2722: Cytochrome P450 11B2 (F1: 0.4146)
468
+ CHEMBL4722: Serine/threonine-protein kinase Aurora-A (F1: 0.4126)
469
+ CHEMBL216: Muscarinic acetylcholine receptor M1 (F1: 0.4092)
470
+ CHEMBL3192: Histone deacetylase 8 (F1: 0.4078)
471
+ CHEMBL1829: Histone deacetylase 3 (F1: 0.4073)
472
+ CHEMBL1833: Serotonin 2b (5-HT2b) receptor (F1: 0.4026)
473
+ CHEMBL203: Epidermal growth factor receptor erbB1 (F1: 0.4023)
474
+ CHEMBL280: Matrix metalloproteinase 13 (F1: 0.3957)
475
+ CHEMBL3231: Rho-associated protein kinase 1 (F1: 0.3923)
476
+ CHEMBL210: Beta-2 adrenergic receptor (F1: 0.3911)
477
+ CHEMBL256: Adenosine A3 receptor (F1: 0.3826)
478
+ CHEMBL1936: Stem cell growth factor receptor (F1: 0.3786)
479
+ CHEMBL245: Muscarinic acetylcholine receptor M3 (F1: 0.3774)
480
+ CHEMBL3145: PI3-kinase p110-beta subunit (F1: 0.3697)
481
+ CHEMBL213: Beta-1 adrenergic receptor (F1: 0.3696)
482
+ CHEMBL3837: Cathepsin L (F1: 0.3684)
483
+ CHEMBL2742: Fibroblast growth factor receptor 3 (F1: 0.3669)
484
+ CHEMBL2148: Tyrosine-protein kinase JAK3 (F1: 0.3621)
485
+ CHEMBL223: Alpha-1d adrenergic receptor (F1: 0.3579)
486
+ CHEMBL2147: Serine/threonine-protein kinase PIM1 (F1: 0.3578)
487
+ CHEMBL3650: Fibroblast growth factor receptor 1 (F1: 0.3386)
488
+ CHEMBL283: Matrix metalloproteinase 3 (F1: 0.3379)
489
+ CHEMBL289: Cytochrome P450 2D6 (F1: 0.3315)
490
+ CHEMBL3242: Carbonic anhydrase XII (F1: 0.3229)
491
+ CHEMBL214: Serotonin 1a (5-HT1a) receptor (F1: 0.3204)
492
+ CHEMBL234: Dopamine D3 receptor (F1: 0.3204)
493
+ CHEMBL1983: Serotonin 1d (5-HT1d) receptor (F1: 0.3150)
494
+ CHEMBL4005: PI3-kinase p110-alpha subunit (F1: 0.3109)
495
+ CHEMBL2292: Dual-specificity tyrosine-phosphorylation regulated kinase 1A (F1: 0.3096)
496
+ CHEMBL321: Matrix metalloproteinase 9 (F1: 0.3056)
497
+ CHEMBL211: Muscarinic acetylcholine receptor M2 (F1: 0.3030)
498
+ ```
499
+
500
+ #### Classes with Poor Performance (0.1<F1<0.3)
501
+ ```
502
+ CHEMBL301: Cyclin-dependent kinase 2 (F1: 0.2981)
503
+ CHEMBL251: Adenosine A2a receptor (F1: 0.2963)
504
+ CHEMBL332: Matrix metalloproteinase-1 (F1: 0.2959)
505
+ CHEMBL3267: PI3-kinase p110-gamma subunit (F1: 0.2880)
506
+ CHEMBL1937: Histone deacetylase 2 (F1: 0.2857)
507
+ CHEMBL2185: Serine/threonine-protein kinase Aurora-B (F1: 0.2849)
508
+ CHEMBL325: Histone deacetylase 1 (F1: 0.2799)
509
+ CHEMBL226: Adenosine A1 receptor (F1: 0.2739)
510
+ CHEMBL340: Cytochrome P450 3A4 (F1: 0.2733)
511
+ CHEMBL1865: Histone deacetylase 6 (F1: 0.2633)
512
+ CHEMBL224: Serotonin 2a (5-HT2a) receptor (F1: 0.2521)
513
+ CHEMBL225: Serotonin 2c (5-HT2c) receptor (F1: 0.2520)
514
+ CHEMBL205: Carbonic anhydrase II (F1: 0.2507)
515
+ CHEMBL232: Alpha-1b adrenergic receptor (F1: 0.2234)
516
+ CHEMBL233: Mu opioid receptor (F1: 0.2201)
517
+ CHEMBL279: Vascular endothelial growth factor receptor 2 (F1: 0.2194)
518
+ CHEMBL240: HERG (F1: 0.2188)
519
+ CHEMBL229: Alpha-1a adrenergic receptor (F1: 0.2120)
520
+ CHEMBL3397: Cytochrome P450 2C9 (F1: 0.2065)
521
+ CHEMBL261: Carbonic anhydrase I (F1: 0.1833)
522
+ CHEMBL333: Matrix metalloproteinase-2 (F1: 0.1763)
523
+ CHEMBL228: Serotonin transporter (F1: 0.1625)
524
+ CHEMBL2971: Tyrosine-protein kinase JAK2 (F1: 0.1571)
525
+ CHEMBL3594: Carbonic anhydrase IX (F1: 0.1529)
526
+ CHEMBL217: Dopamine D2 receptor (F1: 0.1306)
527
+ ```
528
+ ## Model Examination
529
+
530
+ You can visualize its attention heads using [BertViz](https://github.com/jessevig/bertviz) and attribution weights using [Captum](https://captum.ai/) - as [done in the base model](gbyuvd/chemselfies-base-bertmlm) in Interpretability section.
531
+
532
+ ## Technical Specifications
533
 
534
  ### Model Architecture and Objective
535
 
536
+ - **Base Model**: [gbyuvd/chemselfies-base-bertmlm](https://huggingface.co/gbyuvd/chemselfies-base-bertmlm)
537
+ - **Embedding Dimension**: 320
538
+ - **Layers**: 8
539
+ - **Attention Heads**: 4
540
+ - **Hidden Size**: 320
541
+ - **Intermediate Size**: 1280 (4x Hidden Size)
542
+ - **Attention Type**: Scaled Dot Product Attention (SDPA)
543
+ - **Vocabulary Size**: 3095
544
+ - **Maximum Sequence Length**: 512
545
+ - **Output Classes**: 221
546
 
547
  ### Compute Infrastructure
548
 
 
 
549
  #### Hardware
550
 
551
+ - Platform: Paperspace's Gradients
552
+ - Compute: Free-A4000 (16 GB GPU, 30 GB RAM, 8 vCPU)
553
 
554
  #### Software
555
 
556
+ - Python: 3.9.13
557
+ - Transformers: 4.42.4
558
+ - PyTorch: 2.3.1+cu121
559
+ - Accelerate: 0.32.0
560
+ - Datasets: 2.20.0
561
+ - Tokenizers: 0.19.1
562
+ - Ranger21: 0.0.1
563
+ - Selfies: 2.1.2
564
+ - RDKit: 2024.3.3
565
+
566
+ ## Citation
567
+
568
+ If you find this project useful in your research and wish to cite it, please use the following BibTex entry:
569
+
570
+ ```
571
+ @software{chemfie_basebertmlm,
572
+ author = {GP Bayu},
573
+ title = {{ChemFIE Base}: Pretraining A Lightweight BERT-like model on Molecular SELFIES},
574
+ url = {https://huggingface.co/gbyuvd/chemselfies-base-bertmlm},
575
+ version = {1.0},
576
+ year = {2024},
577
+ }
578
+ ```
579
+
580
+
581
+ ### References
582
+
583
+ ```
584
+ `@article{zdrazil2023chembl,
585
+ title={The ChEMBL Database in 2023: a drug discovery platform spanning multiple bioactivity data types and time periods},
586
+ author={Zdrazil, Barbara and Felix, Eloy and Hunter, Fiona and Manners, Emma J and Blackshaw, James and Corbett, Sybilla and de Veij, Marleen and Ioannidis, Harris and Lopez, David Mendez and Mosquera, Juan F and Magarinos, Maria Paula and Bosc, Nicolas and Arcila, Ricardo and Kizil{\"o}ren, Tevfik and Gaulton, Anna and Bento, A Patr{\'i}cia and Adasme, Melissa F and Monecke, Peter and Landrum, Gregory A and Leach, Andrew R},
587
+ journal={Nucleic Acids Research},
588
+ year={2023},
589
+ volume={gkad1004},
590
+ doi={10.1093/nar/gkad1004}
591
+ }
592
+
593
+ @misc{chembl34,
594
+ title={ChemBL34},
595
+ year={2023},
596
+ doi={10.6019/CHEMBL.database.34}
597
+ }
598
+
599
+ @article{sorokina2021coconut,
600
+ title={COCONUT online: Collection of Open Natural Products database},
601
+ author={Sorokina, Maria and Merseburger, Peter and Rajan, Kohulan and Yirik, Mehmet Aziz and Steinbeck, Christoph},
602
+ journal={Journal of Cheminformatics},
603
+ volume={13},
604
+ number={1},
605
+ pages={2},
606
+ year={2021},
607
+ doi={10.1186/s13321-020-00478-9}
608
+ }
609
+
610
+ @article{krenn2020selfies,
611
+ title={Self-referencing embedded strings (SELFIES): A 100\% robust molecular string representation},
612
+ author={Krenn, Mario and H{\"a}se, Florian and Nigam, AkshatKumar and Friederich, Pascal and Aspuru-Guzik, Alan},
613
+ journal={Machine Learning: Science and Technology},
614
+ volume={1},
615
+ number={4},
616
+ pages={045024},
617
+ year={2020},
618
+ doi={10.1088/2632-2153/aba947}
619
+ }
620
+ ```
621
+ ## Contact & Support My Work
622
+
623
+ G Bayu ([email protected])
624
+
625
+ This project has been quiet a journey for me, I’ve dedicated hours on this and I would like to improve myself, this model, and future projects. However, financial and computational constraints can be challenging.
626
+
627
+ If you find my work valuable and would like to support my journey, please consider supporting me [here](https://ko-fi.com/gbyuvd). Your support will help me cover costs for computational resources, data acquisition, and further development of this project. Any amount, big or small, is greatly appreciated and will enable me to continue learning and explore more.
628
+
629
+ Thank you for checking out this model, I am more than happy to receive any feedback, so that I can improve myself and the future model/projects I will be working on.
config.json ADDED
@@ -0,0 +1,472 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "gbyuvd/drugtargetpred-chemselfies",
3
+ "architectures": [
4
+ "BertForSequenceClassification"
5
+ ],
6
+ "attention_probs_dropout_prob": 0.1,
7
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
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [PAD]
2
+ [C]
3
+ [=C]
4
+ [Ring1]
5
+ [Branch1]
6
+ [=Branch1]
7
+ [N]
8
+ [O]
9
+ [=O]
10
+ [Ring2]
11
+ [Branch2]
12
+ [=N]
13
+ [S]
14
+ [#Branch1]
15
+ [=Branch2]
16
+ [F]
17
+ [#Branch2]
18
+ [C@H1]
19
+ [C@@H1]
20
+ [#C]
21
+ [Cl]
22
+ [P]
23
+ [/C]
24
+ .[C]
25
+ [=Ring1]
26
+ [NH1]
27
+ [Br]
28
+ [\\C]
29
+ [O-1]
30
+ [N+1]
31
+ [N+3]
32
+ [#N]
33
+ [/N]
34
+ [C@]
35
+ [=S]
36
+ [C@@]
37
+ [=Ring2]
38
+ .[O]
39
+ [2H]
40
+ [Si]
41
+ .[Cl]
42
+ [I]
43
+ [=N+1]
44
+ [\\N]
45
+ .[N]
46
+ [B]
47
+ .[I]
48
+ [NH1+1]
49
+ [=C-1]
50
+ [C-1]
51
+ [/O]
52
+ .[Na+1]
53
+ .[NaH1]
54
+ .[C-1]
55
+ [\\O]
56
+ .[H]
57
+ .[Cl-1]
58
+ [#N+1]
59
+ [H]
60
+ [N-1]
61
+ [BH0]
62
+ [\\S]
63
+ [=N-1]
64
+ .[Y]
65
+ .[F]
66
+ .[2H]
67
+ [CH1-1]
68
+ [=P]
69
+ [NH2+1]
70
+ [NH2+2]
71
+ [P+1]
72
+ .[Ir]
73
+ [CH1]
74
+ .[K+1]
75
+ .[KH1]
76
+ [/C@@H1]
77
+ [/S]
78
+ .[Br-1]
79
+ .[CH3-1]
80
+ [S+1]
81
+ .[S]
82
+ [/C@H1]
83
+ [Se]
84
+ [B-1]
85
+ [NH3+1]
86
+ [#O+1]
87
+ .[Li+1]
88
+ .[LiH1]
89
+ [S-1]
90
+ [=NH1+1]
91
+ .[CH2-1]
92
+ .[I-1]
93
+ .[Pt+2]
94
+ [Branch3]
95
+ .[O-1]
96
+ [SiH1]
97
+ .[Pt]
98
+ [CH0]
99
+ .[BH0]
100
+ [Sn]
101
+ [UNK]
102
+ [CLS]
103
+ [SEP]
104
+ [MASK]
105
+ [#C-1]
106
+ .[W]
107
+ .[OH1-1]
108
+ [CH2-1]
109
+ [3H]
110
+ [\\C@@H1]
111
+ [SiH2]
112
+ .[O-2]
113
+ .[V]
114
+ [NH1-1]
115
+ [\\C@H1]
116
+ .[H-1]
117
+ .[Na]
118
+ .[Mg+2]
119
+ .[MgH2]
120
+ [S@@]
121
+ [S@]
122
+ [PH1+1]
123
+ [Ge]
124
+ .[Zn+2]
125
+ .[F-1]
126
+ .[NH4+1]
127
+ [SiH3]
128
+ .[N-1]
129
+ .[3H]
130
+ [-\\Ring2]
131
+ [Cl+3]
132
+ .[Fe+2]
133
+ [/N+1]
134
+ [/Cl]
135
+ [I-1]
136
+ .[Pd+2]
137
+ [\\O-1]
138
+ .[Cu+2]
139
+ [Al]
140
+ [\\F]
141
+ .[Ca+2]
142
+ .[CaH2]
143
+ .[Br]
144
+ [/F]
145
+ [P@]
146
+ [P@@]
147
+ .[K]
148
+ [\\Cl]
149
+ .[Ir+3]
150
+ [As]
151
+ .[Pd]
152
+ .[Co]
153
+ .[Fe]
154
+ .[Ni+2]
155
+ .[U]
156
+ .[CH2]
157
+ .[Zn]
158
+ .[CH1-1]
159
+ [C+1]
160
+ [=P+1]
161
+ [-\\Ring1]
162
+ .[P]
163
+ .[Cu]
164
+ [-/Ring2]
165
+ [=NH2+1]
166
+ .[H+1]
167
+ .[HH1]
168
+ .[CH1]
169
+ [=O+1]
170
+ [13C]
171
+ .[Ni]
172
+ [CH1+1]
173
+ [Te]
174
+ [OH0]
175
+ .[Ac]
176
+ .[Ti+4]
177
+ .[Zr+4]
178
+ .[NH2-1]
179
+ .[Cu+1]
180
+ [13CH2]
181
+ .[NH3+1]
182
+ .[NH1-1]
183
+ [OH1+1]
184
+ [Cl-1]
185
+ .[Li]
186
+ .[Rb+1]
187
+ .[Ti]
188
+ [I+1]
189
+ [18F]
190
+ .[Sn]
191
+ [OH2+1]
192
+ .[Cs+1]
193
+ .[Ru+2]
194
+ .[Co+2]
195
+ [-/Ring1]
196
+ .[Zr+2]
197
+ .[Rf]
198
+ [K]
199
+ .[Ag+1]
200
+ [=OH1+1]
201
+ .[Rb]
202
+ [/P]
203
+ [/Br]
204
+ .[Al+3]
205
+ .[Cr]
206
+ .[Re]
207
+ [Ring3]
208
+ [Rb]
209
+ .[Rh]
210
+ [=W]
211
+ [=Zr+2]
212
+ .[S-1]
213
+ .[Au+1]
214
+ [/I]
215
+ .[Ba+2]
216
+ .[W+2]
217
+ .[Mo]
218
+ [O+1]
219
+ [CH2]
220
+ [Ti]
221
+ .[Ar]
222
+ [\\N+1]
223
+ .[Mn]
224
+ [=Se]
225
+ .[Zr]
226
+ [=Si]
227
+ .[Fe+3]
228
+ [/NH1+1]
229
+ [/O-1]
230
+ .[Mn+2]
231
+ [\\NH1]
232
+ [/Si]
233
+ [Hg]
234
+ .[Y+3]
235
+ [Zr]
236
+ [/C-1]
237
+ [/C@@]
238
+ [Br-1]
239
+ [\\Br]
240
+ [\\N-1]
241
+ .[Si]
242
+ [PH1]
243
+ [/B]
244
+ [13CH1]
245
+ [/C@]
246
+ [N@+1]
247
+ .[Ti+2]
248
+ [\\I]
249
+ .[Tb]
250
+ [Pt+2]
251
+ .[Hf]
252
+ [SH1+1]
253
+ [Ru]
254
+ .[U+2]
255
+ [=Ru]
256
+ .[Al]
257
+ .[Ag]
258
+ .[Pt+4]
259
+ [13CH3]
260
+ [=Zr]
261
+ [Si-1]
262
+ [N@@+1]
263
+ [CH2+1]
264
+ [=13CH1]
265
+ [=B]
266
+ [V]
267
+ .[S-2]
268
+ [Sb]
269
+ .[Hf+4]
270
+ [Pt]
271
+ .[Co+3]
272
+ .[Ti+3]
273
+ [=S+1]
274
+ .[Ru]
275
+ .[Mg]
276
+ [Zr+2]
277
+ .[Ca]
278
+ [Fe]
279
+ [#P]
280
+ .[Zr+3]
281
+ [=C+1]
282
+ [Pb]
283
+ [Ir]
284
+ [=V]
285
+ .[Sr+2]
286
+ .[Au]
287
+ [Bi]
288
+ [/NH1]
289
+ [/N-1]
290
+ .[SH1-1]
291
+ .[Zn+1]
292
+ [SH2+1]
293
+ [15NH1]
294
+ [NH0]
295
+ [Pd]
296
+ [In]
297
+ .[V+2]
298
+ .[Sn+4]
299
+ .[Gd+3]
300
+ .[Cr+3]
301
+ [=13C]
302
+ [Se-1]
303
+ .[Cd+2]
304
+ [Ga]
305
+ [=Mo]
306
+ [BH1-1]
307
+ .[OH3+1]
308
+ [P-1]
309
+ [=Cr]
310
+ [\\Si]
311
+ [Ni]
312
+ [Sn+2]
313
+ .[Cd]
314
+ [15N]
315
+ [\\P]
316
+ [=Ti]
317
+ [=CH0]
318
+ .[Pb]
319
+ .[Ru+1]
320
+ [AlH2]
321
+ [=S-1]
322
+ .[Sn+2]
323
+ [Li+1]
324
+ [Na+1]
325
+ .[Pb+2]
326
+ [CH3-1]
327
+ [=As]
328
+ [Cu]
329
+ [14C]
330
+ .[Os]
331
+ .[Mn+3]
332
+ .[AlH3]
333
+ [TlH2]
334
+ .[Ru+3]
335
+ .[Gd]
336
+ .[B-1]
337
+ .[Rh+3]
338
+ .[CH3+1]
339
+ .[Au+3]
340
+ .[Rh+2]
341
+ [BH3-1]
342
+ .[Sb]
343
+ [Sn+1]
344
+ [K+1]
345
+ [Pd+1]
346
+ [PH3+1]
347
+ [=S@]
348
+ [13C@H1]
349
+ [/CH0]
350
+ .[Ga+3]
351
+ [BH2-1]
352
+ .[Hg+2]
353
+ [=S@@]
354
+ [\\C@]
355
+ [\\C@@]
356
+ [=Mn]
357
+ .[CH2+1]
358
+ .[2H-1]
359
+ [=Ti+2]
360
+ [13C@@H1]
361
+ .[Bi+3]
362
+ .[Pr]
363
+ [/S-1]
364
+ [Al+3]
365
+ .[Mo+2]
366
+ .[SiH3]
367
+ [\\S-1]
368
+ .[Sb+3]
369
+ [PH2+1]
370
+ .[Eu]
371
+ [Si@]
372
+ [/2H]
373
+ .[Ni+3]
374
+ [11CH3]
375
+ .[La]
376
+ .[Ga]
377
+ [AlH1]
378
+ .[Cr+2]
379
+ .[La+3]
380
+ [Al+1]
381
+ [#S]
382
+ .[Os+2]
383
+ [Co]
384
+ .[Be+2]
385
+ [SeH1]
386
+ .[Hg]
387
+ .[NH0]
388
+ [/P+1]
389
+ .[Ce]
390
+ [Zn+1]
391
+ [125I]
392
+ [=Pt]
393
+ [=SH1+1]
394
+ [IH1+1]
395
+ .[In+3]
396
+ [Si@@]
397
+ .[CH0]
398
+ .[Se]
399
+ [\\Se]
400
+ [Au+1]
401
+ [Au]
402
+ .[Se-2]
403
+ [Pt+1]
404
+ [ClH1+1]
405
+ .[Ge]
406
+ .[Eu+3]
407
+ [15NH2]
408
+ .[Ce+3]
409
+ [Fe+2]
410
+ [SH2]
411
+ [/O+1]
412
+ .[Ba]
413
+ .[Nd+3]
414
+ .[Sm]
415
+ .[Sb+5]
416
+ [F-1]
417
+ [\\B]
418
+ .[Hg+1]
419
+ .[Dy+3]
420
+ [Sb-1]
421
+ .[Mo+4]
422
+ [14CH2]
423
+ [Ir+3]
424
+ [Mn]
425
+ [Cu+2]
426
+ .[V+4]
427
+ [#Ring2]
428
+ [Cr]
429
+ [=14CH1]
430
+ .[Os+1]
431
+ [As+1]
432
+ [Ru+2]
433
+ [Y]
434
+ .[Nd]
435
+ [=CH1-1]
436
+ [/NH2+1]
437
+ [Cl+2]
438
+ [123I]
439
+ .[Bi]
440
+ [Ti+1]
441
+ .[BH3-1]
442
+ [=Hf+2]
443
+ [Zn]
444
+ .[Yb+3]
445
+ .[Ta]
446
+ [14CH1]
447
+ [=Al]
448
+ [Al-1]
449
+ [Se+1]
450
+ [W]
451
+ .[Sm+3]
452
+ [Ca+2]
453
+ [=PH1+1]
454
+ .[Fm]
455
+ .[BH4-1]
456
+ .[Sc]
457
+ .[Yb]
458
+ .[Tb+3]
459
+ [SiH1-1]
460
+ [PH1-1]
461
+ [Cu+1]
462
+ [Na]
463
+ .[In]
464
+ .[Sc+3]
465
+ .[TlH2+1]
466
+ .[Nb]
467
+ [SiH2+1]
468
+ [=Co]
469
+ [=18O]
470
+ [Ag+1]
471
+ [Ba+2]
472
+ [GeH1]
473
+ [I+2]
474
+ [/B-1]
475
+ .[Se-1]
476
+ .[SiH4]
477
+ .[SH2+1]
478
+ .[U+4]
479
+ [#NH1+1]
480
+ [I+3]
481
+ [/Se]
482
+ [=Branch3]
483
+ [=Sb]
484
+ .[Fe+4]
485
+ [Cl+1]
486
+ .[Ta+5]
487
+ [Al+2]
488
+ [Ru+1]
489
+ [Ag]
490
+ [SnH1]
491
+ [=14C]
492
+ [#Ring1]
493
+ [Mo]
494
+ .[Sr]
495
+ [Sn+3]
496
+ [=15N]
497
+ [Co+2]
498
+ .[Nb+5]
499
+ [GeH2]
500
+ [Rh]
501
+ [Hg+1]
502
+ [\\2H]
503
+ [=V+2]
504
+ [=Ni]
505
+ [/BH0]
506
+ .[Er+3]
507
+ [\\NH2+1]
508
+ [=Te]
509
+ [Pd+2]
510
+ [131I]
511
+ [=Fe]
512
+ [=P@@]
513
+ [14CH3]
514
+ [=Ge]
515
+ [Os]
516
+ .[Pr+3]
517
+ [=P@]
518
+ [Re]
519
+ .[3H-1]
520
+ .[Cs]
521
+ .[Ru+6]
522
+ [AsH1]
523
+ [Ru+3]
524
+ .[Mo+3]
525
+ .[Lu]
526
+ [O-2]
527
+ [=SiH1]
528
+ [/C+1]
529
+ [\\C-1]
530
+ [Ni+2]
531
+ [Te+1]
532
+ .[Lu+3]
533
+ [=Cu]
534
+ .[Th+4]
535
+ .[SH3+1]
536
+ [Fe+1]
537
+ [=Os]
538
+ [=Sn]
539
+ [/S@]
540
+ [=Mo+2]
541
+ [=PH1]
542
+ [\\NH1-1]
543
+ [/S@@]
544
+ .[PH4+1]
545
+ [Ir+2]
546
+ [=Zn]
547
+ .[No]
548
+ [Br+2]
549
+ .[C+1]
550
+ [Po]
551
+ [Mg+2]
552
+ [=Ag]
553
+ [=SiH2]
554
+ .[Dy]
555
+ .[Er]
556
+ [=99Tc+4]
557
+ [Tl]
558
+ [=Ta]
559
+ .[TlH2]
560
+ .[Ho]
561
+ [10B]
562
+ [18O]
563
+ .[Ru+4]
564
+ .[Os+4]
565
+ .[Tc]
566
+ .[SiH8+4]
567
+ .[99Tc]
568
+ [11C]
569
+ .[Fe+6]
570
+ [/13CH1]
571
+ [18OH1]
572
+ [As-1]
573
+ [/Sn]
574
+ .[Ce+4]
575
+ [SH0]
576
+ [\\S@]
577
+ .[Th]
578
+ [Ac]
579
+ [=Nb]
580
+ [\\NH1+1]
581
+ [=Pd]
582
+ [=PH2+1]
583
+ .[U+3]
584
+ .[OH1+1]
585
+ .[Cr+6]
586
+ .[13CH3]
587
+ .[Yb+2]
588
+ [NH4+1]
589
+ [Cs+1]
590
+ [Li]
591
+ [PH0]
592
+ [Be+2]
593
+ [19F]
594
+ [At]
595
+ [H-1]
596
+ [OH1-1]
597
+ .[Ho+3]
598
+ .[Tm]
599
+ [=Ti+1]
600
+ [Au+3]
601
+ .[Cm]
602
+ [\\P+1]
603
+ [14C@@H1]
604
+ [\\CH1-1]
605
+ .[Fe+5]
606
+ [#Si]
607
+ [1H]
608
+ .[PH3+1]
609
+ [Cd+2]
610
+ .[Hf+2]
611
+ [Cr+1]
612
+ .[Te]
613
+ [\\S@@]
614
+ .[IH2+1]
615
+ [B@@-1]
616
+ .[CH1+1]
617
+ [IH1-1]
618
+ [/S+1]
619
+ [14C@H1]
620
+ [124I]
621
+ [=Re]
622
+ .[Eu+2]
623
+ .[Np]
624
+ .[OH2+1]
625
+ .[P-3]
626
+ [\\OH2+1]
627
+ .[Tm+3]
628
+ [Mn+2]
629
+ .[SiH2]
630
+ [Ce+3]
631
+ .[NH2+1]
632
+ .[PH2-1]
633
+ [/NH1-1]
634
+ [B@-1]
635
+ [=Bi]
636
+ [10BH2]
637
+ [Bi+3]
638
+ [Nb]
639
+ .[Lr]
640
+ [=U]
641
+ .[AlH1]
642
+ [=Ru+1]
643
+ .[Sg]
644
+ [P-2]
645
+ [Ta]
646
+ [U+2]
647
+ [15N+1]
648
+ [Ca]
649
+ [Cr+3]
650
+ .[Cr+4]
651
+ [/13C]
652
+ [Co+1]
653
+ [/CH1-1]
654
+ .[Nb+2]
655
+ [Fe+3]
656
+ [=In]
657
+ [Zn+2]
658
+ [#13C]
659
+ [GeH3]
660
+ [\\CH0]
661
+ [SnH3]
662
+ .[Pu]
663
+ [U]
664
+ .[BiH2]
665
+ .[OH0]
666
+ [\\Te]
667
+ [13C@]
668
+ [13C@@]
669
+ [76Br]
670
+ [AsH2]
671
+ [=BH0]
672
+ .[ClH2+1]
673
+ .[Ta+2]
674
+ [=Hf]
675
+ [BH1]
676
+ [=Rh]
677
+ [=Tc+4]
678
+ [Rh+2]
679
+ .[Ru+5]
680
+ [=NH0]
681
+ [=Se+1]
682
+ [Ce]
683
+ [\\Sn]
684
+ [BiH2]
685
+ [SnH2]
686
+ .[Pd+1]
687
+ [SbH1]
688
+ [=U+2]
689
+ [=Pb]
690
+ [#Mo]
691
+ .[18F]
692
+ [Si@H1]
693
+ [/Te]
694
+ [Cr+2]
695
+ .[BH2-1]
696
+ [/As]
697
+ [=B-1]
698
+ .[AlH2]
699
+ [Ba]
700
+ [H+1]
701
+ [=Fe+1]
702
+ .[As]
703
+ .[Gd+2]
704
+ [\\CH2-1]
705
+ [11CH2]
706
+ [=99Tc+3]
707
+ .[Pm]
708
+ .[BH1]
709
+ [=P-1]
710
+ [Zn-2]
711
+ [Co+3]
712
+ [NH2-1]
713
+ .[Po]
714
+ [11B]
715
+ [Fe-1]
716
+ [Mg]
717
+ [Ti+4]
718
+ [=Ca]
719
+ [=Mg]
720
+ [Cd]
721
+ .[Cf]
722
+ [=Tc]
723
+ [Si@@H1]
724
+ [Sb+1]
725
+ [Ti+3]
726
+ .[Cr+5]
727
+ [12C]
728
+ .[Be]
729
+ .[Bi+2]
730
+ [/CH1+1]
731
+ [Xe]
732
+ [=11C]
733
+ [#S-1]
734
+ [Hf]
735
+ .[InH2+1]
736
+ .[OH1]
737
+ [211At]
738
+ [/Ru]
739
+ [BiH1]
740
+ .[GeH3]
741
+ [Pt+4]
742
+ [La+3]
743
+ [/I+1]
744
+ [=13CH2]
745
+ .[SeH1]
746
+ .[SnH1]
747
+ [16OH1]
748
+ [Ga-1]
749
+ .[He]
750
+ .[LiH2-1]
751
+ [TeH1]
752
+ .[Es]
753
+ [In+3]
754
+ [GaH1]
755
+ .[Tl+3]
756
+ [/Ge]
757
+ .[SH1+1]
758
+ .[PH1-1]
759
+ [Ar]
760
+ .[Nb+3]
761
+ .[Th+2]
762
+ .[Am]
763
+ .[Ge+4]
764
+ [Ga+3]
765
+ .[11CH3]
766
+ [/SiH1]
767
+ [Hg+2]
768
+ .[Pa]
769
+ [#P+1]
770
+ [\\NH3+1]
771
+ [\\S+1]
772
+ [32P]
773
+ [Hf+4]
774
+ .[B]
775
+ .[IH1+1]
776
+ [#W]
777
+ [Zn-1]
778
+ [Bi+1]
779
+ .[15NH2]
780
+ .[18F-1]
781
+ [/3H]
782
+ [/Al]
783
+ [Ir+1]
784
+ [Sm]
785
+ .[1H]
786
+ .[Ir-3]
787
+ [/NH3+1]
788
+ [\\CH1+1]
789
+ .[SeH2]
790
+ [\\Ge]
791
+ .[GaH1]
792
+ [/OH2+1]
793
+ [La]
794
+ [PbH1]
795
+ [\\BH0]
796
+ .[64Cu]
797
+ .[GeH2]
798
+ [Si+1]
799
+ [\\I+1]
800
+ .[3H+1]
801
+ [SH1-1]
802
+ [=Tc+3]
803
+ [\\PH1+1]
804
+ .[64Cu+2]
805
+ .[68Ga+3]
806
+ [/CH1]
807
+ .[111In+3]
808
+ .[Os+6]
809
+ [Rb+1]
810
+ .[PH1-2]
811
+ .[Ti+1]
812
+ [=GeH1]
813
+ [Rh+1]
814
+ [/CH2-1]
815
+ [=Au]
816
+ [BH4-1]
817
+ [Gd+3]
818
+ [=SH1-1]
819
+ .[Tc+4]
820
+ [Gd]
821
+ [InH2]
822
+ [16O]
823
+ [Ni+1]
824
+ [#15N]
825
+ [35S]
826
+ [=17O]
827
+ .[SbH3]
828
+ .[Xe]
829
+ [Bi+2]
830
+ [Mn+1]
831
+ .[AsH3]
832
+ [Rf]
833
+ [=SiH4+2]
834
+ [Nd]
835
+ .[SnH2]
836
+ [=Ring3]
837
+ .[Bk]
838
+ .[Tc+5]
839
+ [\\3H]
840
+ [17OH1]
841
+ [17O]
842
+ [\\B-1]
843
+ [As@]
844
+ [SiH4+2]
845
+ [XeH1]
846
+ [\\SH2+1]
847
+ .[13CH4]
848
+ .[Ne]
849
+ [/15N]
850
+ [=99Tc]
851
+ [InH1]
852
+ [Er+3]
853
+ [Eu+3]
854
+ [Ti+2]
855
+ .[Ra]
856
+ [Eu]
857
+ [Ru-1]
858
+ [\\C+1]
859
+ [Cu-1]
860
+ [/I-1]
861
+ [=Ir]
862
+ [=Tl]
863
+ [S-2]
864
+ [\\CH1]
865
+ .[Db]
866
+ [SiH3+1]
867
+ .[Ru+8]
868
+ [=AsH1]
869
+ [Br+3]
870
+ [Pb+2]
871
+ .[Mt]
872
+ [Cr+6]
873
+ [=SeH1]
874
+ [Cs]
875
+ [Mg+1]
876
+ [PoH1]
877
+ .[99Tc+4]
878
+ .[ClH1+1]
879
+ [18O-1]
880
+ [=CH1+1]
881
+ [\\I-1]
882
+ [Mo+4]
883
+ [Nd+3]
884
+ [\\As]
885
+ [#Y]
886
+ [/14CH1]
887
+ [11CH1]
888
+ [\\13CH2]
889
+ .[Os+5]
890
+ [=Si-1]
891
+ [W+2]
892
+ [/13CH2]
893
+ [=Ga]
894
+ [N@@]
895
+ [\\Hg]
896
+ [=Cd]
897
+ [SbH2]
898
+ [Th]
899
+ .[BiH3]
900
+ [=SH0]
901
+ [=Tc+2]
902
+ [SiH6+3]
903
+ [Nb+5]
904
+ [AlH3]
905
+ [Am]
906
+ [GaH2]
907
+ [Sn-1]
908
+ [TlH1]
909
+ .[Sn+3]
910
+ .[TeH1]
911
+ [=Hg]
912
+ [Ra]
913
+ .[P-1]
914
+ [#W+1]
915
+ [=Os+2]
916
+ [=Sb+1]
917
+ [As@@]
918
+ [Be]
919
+ [Br+1]
920
+ [Pt-2]
921
+ .[Hs]
922
+ .[SiH1]
923
+ [Pr]
924
+ .[Al+2]
925
+ .[Ir+2]
926
+ .[PH1]
927
+ [77Br]
928
+ [=Ba]
929
+ [Au-1]
930
+ [IH2+1]
931
+ [N@]
932
+ [Sr]
933
+ [#14C]
934
+ [/125I]
935
+ [=15N+1]
936
+ [=Mo+4]
937
+ [Y+3]
938
+ .[Tc+7]
939
+ [Dy+3]
940
+ .[PbH2]
941
+ [=10B]
942
+ .[GeH4]
943
+ .[PH2+1]
944
+ [Mn+3]
945
+ [#Os]
946
+ [2H-1]
947
+ [Pd-2]
948
+ [\\13CH3]
949
+ [AsH6+3]
950
+ [Cu-2]
951
+ [SiH2-1]
952
+ .[177Lu]
953
+ .[AlH2+1]
954
+ .[SbH2]
955
+ [Ce+4]
956
+ [Dy]
957
+ [Os+2]
958
+ .[18FH1]
959
+ [\\SeH1]
960
+ .[AsH6+3]
961
+ .[InH3]
962
+ [#Cr]
963
+ [=12C]
964
+ [AlH2-1]
965
+ [Os+1]
966
+ .[Si-1]
967
+ [/123I]
968
+ [P@+1]
969
+ [V+2]
970
+ .[Bh]
971
+ [Pd-1]
972
+ [Rh+3]
973
+ [Yb]
974
+ .[GaH2]
975
+ .[Rn]
976
+ [12CH2]
977
+ [99Tc]
978
+ [SiH4]
979
+ .[P-2]
980
+ [#Mn]
981
+ [/SH2+1]
982
+ [37Cl]
983
+ .[O+1]
984
+ [#11C]
985
+ [16N]
986
+ [=16O]
987
+ [=AlH1]
988
+ [Ge+4]
989
+ [P@H1]
990
+ .[Mn+1]
991
+ [/P@]
992
+ [10BH1]
993
+ [=Bi+1]
994
+ [ClH2+1]
995
+ .[GeH1]
996
+ .[InH2]
997
+ [#Re]
998
+ [=Y]
999
+ [Er]
1000
+ [14N]
1001
+ [=CH1]
1002
+ [Ge@]
1003
+ [Ir-2]
1004
+ [#Mo+1]
1005
+ [/Hg]
1006
+ [12CH1]
1007
+ [Tb]
1008
+ .[90Y]
1009
+ [Lu]
1010
+ [Mo+2]
1011
+ [Ru-2]
1012
+ .[99Tc+7]
1013
+ [#Fe]
1014
+ [#Ge]
1015
+ [/14C]
1016
+ [/Se-1]
1017
+ [35Cl]
1018
+ [B@@H1-1]
1019
+ [CH3+1]
1020
+ [Eu+2]
1021
+ [Ho+3]
1022
+ [Lu+3]
1023
+ [P@@+1]
1024
+ .[Al+1]
1025
+ [#13CH1]
1026
+ [/AlH2]
1027
+ [/SiH2]
1028
+ [68Ga]
1029
+ [Co-2]
1030
+ [Sc]
1031
+ [\\13C]
1032
+ [#B]
1033
+ [/TlH2]
1034
+ [10BH1-1]
1035
+ [=15NH1]
1036
+ [Nb+2]
1037
+ [SiH4+1]
1038
+ .[177Lu+3]
1039
+ .[ClH0]
1040
+ [#U]
1041
+ [/P-1]
1042
+ [/Sn+1]
1043
+ [13C-1]
1044
+ [=35S]
1045
+ [AlH1+1]
1046
+ [Cr+4]
1047
+ [PH4+1]
1048
+ [\\Pb]
1049
+ .[2H+1]
1050
+ [#S+1]
1051
+ [/PH1+1]
1052
+ [12CH3]
1053
+ [AlH1-1]
1054
+ [B@H1-1]
1055
+ [Fe+4]
1056
+ [Ni+3]
1057
+ .[13C-1]
1058
+ .[99Tc+5]
1059
+ [/Si-1]
1060
+ [10B-1]
1061
+ .[Tc+6]
1062
+ [/13CH3]
1063
+ [/Pb]
1064
+ [=AsH2]
1065
+ [=Ce]
1066
+ [=Yb]
1067
+ [Ho]
1068
+ .[67Cu]
1069
+ [/SiH3]
1070
+ [13NH2]
1071
+ [\\O+1]
1072
+ .[Os+7]
1073
+ .[SbH1]
1074
+ [14C@]
1075
+ [14NH1]
1076
+ [=Tm]
1077
+ [P@@H1]
1078
+ [\\OH0]
1079
+ .[CH3]
1080
+ [Ge@@]
1081
+ [Se-2]
1082
+ .[188Re]
1083
+ .[BrH0]
1084
+ .[Co+1]
1085
+ [/P@@]
1086
+ [Ti-2]
1087
+ [Zr+4]
1088
+ [\\Al]
1089
+ [\\SiH1]
1090
+ .[GaH3]
1091
+ .[Md]
1092
+ .[NH1]
1093
+ .[Nb-1]
1094
+ [#SiH1]
1095
+ [127I]
1096
+ [Tc]
1097
+ .[SiH2-1]
1098
+ [#Ni]
1099
+ [=GeH2]
1100
+ [SH3+1]
1101
+ [Sr+2]
1102
+ .[111In]
1103
+ .[AlH4-1]
1104
+ .[Kr]
1105
+ .[Mg+1]
1106
+ [#C+1]
1107
+ [=Tc+1]
1108
+ [AsH2+1]
1109
+ [AsH3]
1110
+ [LiH2-1]
1111
+ [Pt-1]
1112
+ [\\P@@]
1113
+ .[113In+3]
1114
+ .[BH1-1]
1115
+ .[IH0]
1116
+ .[Tb+4]
1117
+ [/10B]
1118
+ [/Al-1]
1119
+ [14C@@]
1120
+ [15NH3+1]
1121
+ [Ca+1]
1122
+ [Pu]
1123
+ [TlH2+1]
1124
+ .[SiH3-1]
1125
+ [#15N+1]
1126
+ [75Se]
1127
+ [=SbH1]
1128
+ [Hg-2]
1129
+ [P-3]
1130
+ [S@@+1]
1131
+ [Tm]
1132
+ .[67Ga+3]
1133
+ [#CH0]
1134
+ [#V]
1135
+ [/Sb]
1136
+ [111In]
1137
+ [197Hg+1]
1138
+ [80Br]
1139
+ [=11CH1]
1140
+ [=Eu]
1141
+ [AsH3+1]
1142
+ [Bk]
1143
+ [Hf+2]
1144
+ [\\SiH3]
1145
+ .[125I-1]
1146
+ .[186Re]
1147
+ [=14N]
1148
+ [\\13CH1]
1149
+ [\\P-1]
1150
+ [\\P@]
1151
+ [\\Se-1]
1152
+ .[AsH2]
1153
+ [#As]
1154
+ [#Se]
1155
+ [=12CH1]
1156
+ [Hg-1]
1157
+ [Sn+4]
1158
+ [\\Sb]
1159
+ [\\Se+1]
1160
+ .[Si+2]
1161
+ .[TeH2]
1162
+ [=14CH2]
1163
+ [=Sr]
1164
+ [=TlH1]
1165
+ [Rh-1]
1166
+ [\\In]
1167
+ .[15NH3]
1168
+ .[68Ga]
1169
+ .[PoH2]
1170
+ .[SeH1-1]
1171
+ [#13C-1]
1172
+ [#Branch3]
1173
+ [/SH1+1]
1174
+ [14NH2]
1175
+ [15N-1]
1176
+ [AsH1+1]
1177
+ [Pm]
1178
+ .[BiH1]
1179
+ [#Co]
1180
+ [12C@@H1]
1181
+ [16NH1]
1182
+ [ClH2+2]
1183
+ [Ni-1]
1184
+ [Ni-2]
1185
+ [Np]
1186
+ [Sb+3]
1187
+ .[117Sn+4]
1188
+ .[68GaH3]
1189
+ .[NH1+1]
1190
+ .[Se+1]
1191
+ [15O]
1192
+ [AtH1]
1193
+ [Fe+6]
1194
+ [He]
1195
+ [OH3+1]
1196
+ [P@H1+1]
1197
+ [PbH2]
1198
+ [S@+1]
1199
+ [SH1]
1200
+ [\\SiH2]
1201
+ .[90Y+3]
1202
+ .[99Tc+6]
1203
+ .[SiH6+3]
1204
+ [#PH1+1]
1205
+ [/13C@@H1]
1206
+ [/13C@H1]
1207
+ [/18F]
1208
+ [/OH0]
1209
+ [16NH2]
1210
+ [2H+1]
1211
+ [35SH1]
1212
+ [3H-1]
1213
+ [=34S]
1214
+ [=99Tc+5]
1215
+ [=W-1]
1216
+ [Cm]
1217
+ [Cr+5]
1218
+ [Ir-3]
1219
+ [Os+4]
1220
+ [Sc+3]
1221
+ [\\123I]
1222
+ [\\IH1-1]
1223
+ .[225Ac]
1224
+ .[Ca+1]
1225
+ .[SeH6+4]
1226
+ .[Si+1]
1227
+ .[TeH6+4]
1228
+ [#Sb]
1229
+ [/SeH1]
1230
+ [16N+1]
1231
+ [203Hg+1]
1232
+ [=99Tc+2]
1233
+ [=PH0]
1234
+ [=SnH1]
1235
+ [AlH4-1]
1236
+ [No]
1237
+ [P@@H1+1]
1238
+ [Ru+6]
1239
+ [Te@]
1240
+ [Zr+3]
1241
+ [\\125I]
1242
+ [#Al]
1243
+ [64Cu]
1244
+ [79Br]
1245
+ [=32P]
1246
+ [Bh]
1247
+ [Os-2]
1248
+ [SbH1+1]
1249
+ [Zr-2]
1250
+ [\\AsH1]
1251
+ [\\SH1+1]
1252
+ .[67Cu+2]
1253
+ .[98Tc+5]
1254
+ .[Al-1]
1255
+ .[AsH1]
1256
+ .[Fe+1]
1257
+ .[InH1]
1258
+ .[PbH1]
1259
+ [#Zr]
1260
+ [/15NH1]
1261
+ [/V]
1262
+ [/W]
1263
+ [34S]
1264
+ [=SiH2+1]
1265
+ [Fe+5]
1266
+ [Mo+3]
1267
+ [Tb+3]
1268
+ [Yb+3]
1269
+ .[123I-1]
1270
+ .[153Sm+3]
1271
+ .[18OH2]
1272
+ .[7Li+1]
1273
+ .[AsH8+5]
1274
+ .[SnH4]
1275
+ .[TlH3]
1276
+ [#Sn]
1277
+ [/Bi]
1278
+ [/GeH1]
1279
+ [/In]
1280
+ [/SH0]
1281
+ [13NH1]
1282
+ [15C]
1283
+ [36Cl]
1284
+ [=Pr]
1285
+ [AlH3-1]
1286
+ [AsH8+5]
1287
+ [Pr+3]
1288
+ [Rh-3]
1289
+ [SnH1+1]
1290
+ [Te@@]
1291
+ [\\BiH1]
1292
+ [\\Bi]
1293
+ [\\ClH1+1]
1294
+ [\\SbH1]
1295
+ .[13CH1]
1296
+ .[153Gd+3]
1297
+ .[153Sm]
1298
+ .[89Zr]
1299
+ .[Os+8]
1300
+ .[PH2]
1301
+ .[Pt+1]
1302
+ [/BH1-1]
1303
+ [122I]
1304
+ [125I-1]
1305
+ [14C-1]
1306
+ [15NH1+1]
1307
+ [18F-1]
1308
+ [=13O]
1309
+ [=InH1]
1310
+ [=SiH1-1]
1311
+ [Al-2]
1312
+ [Cf]
1313
+ [ClH0]
1314
+ [Se@+1]
1315
+ [SeH1+1]
1316
+ [SeH2]
1317
+ [Sm+3]
1318
+ [TeH2]
1319
+ [U+4]
1320
+ [Yb+2]
1321
+ [\\15NH1]
1322
+ [\\BH2-1]
1323
+ .[12CH4]
1324
+ .[166Ho+3]
1325
+ .[4He]
1326
+ .[InH4-1]
1327
+ .[PH0]
1328
+ .[SH0]
1329
+ [#Nb]
1330
+ [#Ti]
1331
+ [/PH1-1]
1332
+ [/PH1]
1333
+ [17F]
1334
+ [=15NH1+1]
1335
+ [=BiH1]
1336
+ [=Th]
1337
+ [In-1]
1338
+ [Kr]
1339
+ [Ta+2]
1340
+ [Th+2]
1341
+ [\\CH2]
1342
+ [\\Ga]
1343
+ [\\TlH2]
1344
+ .[89Zr+4]
1345
+ [#11C-1]
1346
+ [#Ce]
1347
+ [-/Ring3]
1348
+ [/131I]
1349
+ [/15N+1]
1350
+ [/1H]
1351
+ [/CH2]
1352
+ [/Ga]
1353
+ [/TeH1]
1354
+ [12C@H1]
1355
+ [12C@]
1356
+ [13CH2-1]
1357
+ [13CH4]
1358
+ [17O-1]
1359
+ [197Hg]
1360
+ [=Al-1]
1361
+ [=GaH1]
1362
+ [=SnH2]
1363
+ [Al-3]
1364
+ [BrH0]
1365
+ [Cd-2]
1366
+ [N@H1+1]
1367
+ [PH2-1]
1368
+ [PbH3]
1369
+ [Re-2]
1370
+ [SeH2+1]
1371
+ [SiH8+4]
1372
+ [U+3]
1373
+ [\\13C@H1]
1374
+ [\\NH0]
1375
+ [\\TeH1]
1376
+ .[11C-1]
1377
+ .[123I]
1378
+ .[18O]
1379
+ .[60Co+3]
1380
+ .[99Mo]
1381
+ .[N+1]
1382
+ [#Eu]
1383
+ [#SH1-1]
1384
+ [#Sm]
1385
+ [#Ta]
1386
+ [/11C]
1387
+ [/Al+2]
1388
+ [121I]
1389
+ [12C@@]
1390
+ [13CH1-1]
1391
+ [13CH3-1]
1392
+ [33P]
1393
+ [75Br]
1394
+ [77Se]
1395
+ [=15N-1]
1396
+ [=15O]
1397
+ [=BH1-1]
1398
+ [=Pr+1]
1399
+ [Bi-1]
1400
+ [Fm]
1401
+ [GeH4]
1402
+ [Nb-1]
1403
+ [Tm+3]
1404
+ [\\IH1+1]
1405
+ [\\OH1+1]
1406
+ [\\Si-1]
1407
+ .[11CH4]
1408
+ .[14CH3]
1409
+ .[153Gd]
1410
+ .[15NH4+1]
1411
+ .[166Ho]
1412
+ .[18O-2]
1413
+ .[59Fe+2]
1414
+ .[6Li+1]
1415
+ .[BH2]
1416
+ .[Ir+1]
1417
+ .[Si+3]
1418
+ .[W+1]
1419
+ [#In]
1420
+ [#Os+2]
1421
+ [#Si-1]
1422
+ [#Tm]
1423
+ [-\\Ring3]
1424
+ [/76Br]
1425
+ [/AlH1]
1426
+ [/PH3+1]
1427
+ [/SnH1]
1428
+ [/SnH3]
1429
+ [11C@H1]
1430
+ [11CH3-1]
1431
+ [121Sb]
1432
+ [13N]
1433
+ [13OH1]
1434
+ [15OH1]
1435
+ [19BH2]
1436
+ [82Br]
1437
+ [99Tc+4]
1438
+ [=Gd]
1439
+ [BiH3]
1440
+ [Fe-2]
1441
+ [FeH2-2]
1442
+ [Gd+2]
1443
+ [GeH2-1]
1444
+ [InH2+1]
1445
+ [Nb+3]
1446
+ [OH1]
1447
+ [Os+7]
1448
+ [Pa]
1449
+ [Rh-2]
1450
+ [Ru-3]
1451
+ [SbH3]
1452
+ [Se@@+1]
1453
+ [\\14C]
1454
+ [\\15NH2]
1455
+ [\\AlH2]
1456
+ [\\BH1-1]
1457
+ .[11CH3-1]
1458
+ .[123IH1]
1459
+ .[124I-1]
1460
+ .[131I-1]
1461
+ .[149Pm]
1462
+ .[14C-1]
1463
+ .[15NH1]
1464
+ .[15N]
1465
+ .[64Zn]
1466
+ .[98Tc]
1467
+ .[Fr]
1468
+ .[NH2]
1469
+ .[SiH1-1]
1470
+ .[Sn+1]
1471
+ .[SnH1+3]
1472
+ [#Ga]
1473
+ [#Gd]
1474
+ [#GeH1]
1475
+ [#La]
1476
+ [#Lu]
1477
+ [#Zr+1]
1478
+ [/14CH2]
1479
+ [/14CH3]
1480
+ [/35Cl]
1481
+ [/BH2-1]
1482
+ [/Hg+1]
1483
+ [/N@@+1]
1484
+ [/Se+1]
1485
+ [/Te+1]
1486
+ [/Y]
1487
+ [11C-1]
1488
+ [15NH2+1]
1489
+ [15NH4+1]
1490
+ [188Re]
1491
+ [1H-1]
1492
+ [203Hg]
1493
+ [28Si]
1494
+ [67Ga]
1495
+ [68GaH1]
1496
+ [6Li+1]
1497
+ [76As]
1498
+ [99Tc+6]
1499
+ [=33S]
1500
+ [=75Se]
1501
+ [=99Tc+1]
1502
+ [=AsH3]
1503
+ [=P@H1]
1504
+ [=Xe]
1505
+ [AlH2-2]
1506
+ [AlH6-3]
1507
+ [Ba+1]
1508
+ [ClH1+2]
1509
+ [Es]
1510
+ [Fe-4]
1511
+ [Lr]
1512
+ [Mn-2]
1513
+ [Mt]
1514
+ [Se@@]
1515
+ [Se@]
1516
+ [SnH4]
1517
+ [Ta-1]
1518
+ [\\14CH1]
1519
+ [\\14CH3]
1520
+ [\\CH2+1]
1521
+ [\\GaH2]
1522
+ .[10BH3]
1523
+ .[10B]
1524
+ .[131IH1]
1525
+ .[13CH3+1]
1526
+ .[13CH3-1]
1527
+ .[14CH4]
1528
+ .[17OH2]
1529
+ .[195Pt+2]
1530
+ .[19FH1]
1531
+ .[203Pb]
1532
+ .[62Cu+2]
1533
+ .[As+1]
1534
+ .[ClH3+2]
1535
+ .[SeH3+1]
1536
+ .[SnH3-1]
1537
+ .[SnH3]
1538
+ [#Er]
1539
+ [#Fe+1]
1540
+ [#Sc]
1541
+ [#SiH2+1]
1542
+ [#Tb]
1543
+ [#Th]
1544
+ [#Tl]
1545
+ [#W-1]
1546
+ [#Yb]
1547
+ [/124I]
1548
+ [/13N]
1549
+ [/14C@@H1]
1550
+ [/15NH2]
1551
+ [/Al+1]
1552
+ [/CH2+1]
1553
+ [/NH0]
1554
+ [/OH1+1]
1555
+ [/Rh]
1556
+ [/SiH2+1]
1557
+ [/Sn+2]
1558
+ [123I-1]
1559
+ [12BH2]
1560
+ [166Ho+3]
1561
+ [17NH1]
1562
+ [18N]
1563
+ [18O-2]
1564
+ [201Hg]
1565
+ [249Cf]
1566
+ [7Li]
1567
+ [8B]
1568
+ [99Tc+5]
1569
+ [99Tc+7]
1570
+ [=14C-1]
1571
+ [=188Re]
1572
+ [=18CH2]
1573
+ [=33P]
1574
+ [=BH2-1]
1575
+ [=La]
1576
+ [=Tb]
1577
+ [=Th+2]
1578
+ [AlH2+1]
1579
+ [Fe-3]
1580
+ [GaH1-1]
1581
+ [IH0]
1582
+ [N@@H1+1]
1583
+ [Nb-2]
1584
+ [Ne]
1585
+ [Os-1]
1586
+ [Ru+5]
1587
+ [SbH1-1]
1588
+ [Sg]
1589
+ [Si+2]
1590
+ [TeH3]
1591
+ [V+4]
1592
+ [Zr-1]
1593
+ [\\13C@@H1]
1594
+ [\\PH2+1]
1595
+ .[105Rh+3]
1596
+ .[125IH1]
1597
+ .[12CH3]
1598
+ .[13CH2]
1599
+ .[198Au]
1600
+ .[19F]
1601
+ .[1H-1]
1602
+ .[203Hg+2]
1603
+ .[204Hg+1]
1604
+ .[213BiH1]
1605
+ .[237Np]
1606
+ .[239Pu]
1607
+ .[51Cr+3]
1608
+ .[57Co]
1609
+ .[58Fe+2]
1610
+ .[59Fe+3]
1611
+ .[67GaH3]
1612
+ .[67Ga]
1613
+ .[6Li]
1614
+ .[86Y]
1615
+ .[87Sr+2]
1616
+ .[89Y]
1617
+ .[AlH1+2]
1618
+ .[PoH1]
1619
+ .[SH1]
1620
+ .[SiH4+2]
1621
+ [#12CH1]
1622
+ [#14N]
1623
+ [#17CH1]
1624
+ [#188Re]
1625
+ [#18CH1]
1626
+ [#Bi]
1627
+ [#Dy]
1628
+ [#Ho]
1629
+ [#Nd]
1630
+ [#Pr]
1631
+ [#Ti+1]
1632
+ [#V+1]
1633
+ [/As+1]
1634
+ [/ClH1+1]
1635
+ [/P-2]
1636
+ [/Po]
1637
+ [/Tl]
1638
+ [10CH2]
1639
+ [111In-1]
1640
+ [113In+3]
1641
+ [119Sn]
1642
+ [11B-1]
1643
+ [11C@@H1]
1644
+ [125Te]
1645
+ [129I]
1646
+ [12B]
1647
+ [131I-1]
1648
+ [13CH1+1]
1649
+ [13CH3+1]
1650
+ [14CH3-1]
1651
+ [14CH4]
1652
+ [177Lu]
1653
+ [18C]
1654
+ [195Pt]
1655
+ [1H+1]
1656
+ [20CH2]
1657
+ [20CH3]
1658
+ [20C]
1659
+ [249Bk]
1660
+ [32Cl]
1661
+ [34SH1]
1662
+ [47Ca+2]
1663
+ [59Fe+3]
1664
+ [64Cu+2]
1665
+ [67Cu+2]
1666
+ [74Se]
1667
+ [85Sr+2]
1668
+ [89Zr]
1669
+ [90Sr+2]
1670
+ [9CH1]
1671
+ [=13C-1]
1672
+ [=14N+1]
1673
+ [=14O]
1674
+ [=15NH2+1]
1675
+ [=76As]
1676
+ [=95Tc+4]
1677
+ [=99Mo]
1678
+ [=Lu]
1679
+ [=Nd]
1680
+ [=P@@H1]
1681
+ [=PH2]
1682
+ [=SH1]
1683
+ [=Si+1]
1684
+ [=Sm]
1685
+ [=XeH1]
1686
+ [Ag-1]
1687
+ [B+1]
1688
+ [Cr-3]
1689
+ [Fr]
1690
+ [Ge@H1]
1691
+ [Mo+1]
1692
+ [Mo-2]
1693
+ [Ni-3]
1694
+ [Os+5]
1695
+ [Os+6]
1696
+ [PH2]
1697
+ [Re-1]
1698
+ [Ru-4]
1699
+ [SiH3-1]
1700
+ [Ta+5]
1701
+ [Ta-2]
1702
+ [Th+4]
1703
+ [TlH3]
1704
+ [Zr-3]
1705
+ [\\14CH2]
1706
+ [\\Al+1]
1707
+ [\\GeH1]
1708
+ [\\GeH2]
1709
+ [\\PH1]
1710
+ [\\SH0]
1711
+ [\\SiH2+1]
1712
+ [\\Sn+1]
1713
+ [\\Tl]
1714
+ .[103Pd]
1715
+ .[111InH2]
1716
+ .[11CH2]
1717
+ .[127I-1]
1718
+ .[13CH2-1]
1719
+ .[13NH2-1]
1720
+ .[159Gd+3]
1721
+ .[164Dy+3]
1722
+ .[165Dy+3]
1723
+ .[169Yb]
1724
+ .[17C-1]
1725
+ .[18C-1]
1726
+ .[18OH1]
1727
+ .[191Pt+2]
1728
+ .[191Pt+4]
1729
+ .[193Pt+2]
1730
+ .[193Pt+4]
1731
+ .[195Pt+4]
1732
+ .[197Au]
1733
+ .[211At]
1734
+ .[213Bi+3]
1735
+ .[213Bi]
1736
+ .[220Rn]
1737
+ .[239Np]
1738
+ .[241Am]
1739
+ .[24Na+1]
1740
+ .[44Ca+2]
1741
+ .[57Co+2]
1742
+ .[62Cu]
1743
+ .[69Ga+3]
1744
+ .[AlH2-1]
1745
+ .[AlH5-2]
1746
+ .[At]
1747
+ .[Ba+1]
1748
+ .[Cl+1]
1749
+ .[FH0]
1750
+ .[GaH4-1]
1751
+ .[GeH5-1]
1752
+ .[GeH6-2]
1753
+ .[IH1-1]
1754
+ .[Mo+1]
1755
+ .[SbH2+1]
1756
+ .[SeH1+1]
1757
+ .[Te+1]
1758
+ [#11CH1]
1759
+ [#12C]
1760
+ [#13N]
1761
+ [#14CH1]
1762
+ [#99Tc]
1763
+ [#Ir+1]
1764
+ [#Pd]
1765
+ [#Ta+1]
1766
+ [/11CH1]
1767
+ [/13C@@]
1768
+ [/37Cl]
1769
+ [/At]
1770
+ [/Au]
1771
+ [/B@-1]
1772
+ [/IH1+1]
1773
+ [/IH1-1]
1774
+ [/Ni]
1775
+ [/PH0]
1776
+ [/Re]
1777
+ [/Si@@]
1778
+ [/Sn+3]
1779
+ [106Ru]
1780
+ [10BH3]
1781
+ [10C]
1782
+ [111In+3]
1783
+ [11CH1-1]
1784
+ [120I]
1785
+ [123I+2]
1786
+ [125I+2]
1787
+ [125TeH6+4]
1788
+ [128I]
1789
+ [129I-1]
1790
+ [129Xe]
1791
+ [12CH4]
1792
+ [131Cs+1]
1793
+ [131I+2]
1794
+ [131IH1]
1795
+ [132Cs+1]
1796
+ [133I]
1797
+ [134Cs+1]
1798
+ [137Cs+1]
1799
+ [13C+1]
1800
+ [13N+1]
1801
+ [13O]
1802
+ [14N+1]
1803
+ [14O]
1804
+ [152Gd]
1805
+ [15CH2]
1806
+ [15CH3]
1807
+ [15NH3]
1808
+ [16C]
1809
+ [177Lu+3]
1810
+ [17C]
1811
+ [186Re]
1812
+ [18OH1-1]
1813
+ [194Pb]
1814
+ [198Au]
1815
+ [19B]
1816
+ [19CH2]
1817
+ [19C]
1818
+ [201TlH2+1]
1819
+ [201TlH2]
1820
+ [208Bi]
1821
+ [20OH1]
1822
+ [227Th+4]
1823
+ [228Th+4]
1824
+ [22NH1]
1825
+ [22Na+1]
1826
+ [234U]
1827
+ [235Np]
1828
+ [239Pu]
1829
+ [24Na+1]
1830
+ [252Cf]
1831
+ [253Es]
1832
+ [29Si]
1833
+ [31PH1]
1834
+ [31PH3]
1835
+ [32S]
1836
+ [37Cl-1]
1837
+ [42K+1]
1838
+ [43Ca+2]
1839
+ [43K+1]
1840
+ [44Ca+2]
1841
+ [45Ca+2]
1842
+ [51Cr+3]
1843
+ [51Cr]
1844
+ [57Co]
1845
+ [57Fe]
1846
+ [58Co+2]
1847
+ [59Fe]
1848
+ [60Co+2]
1849
+ [60Co]
1850
+ [64Zn+2]
1851
+ [64Zn]
1852
+ [65Zn+2]
1853
+ [65Zn]
1854
+ [67Cu]
1855
+ [67Ga+3]
1856
+ [68Ga+3]
1857
+ [75Ge]
1858
+ [76Br-1]
1859
+ [81Br]
1860
+ [82Rb+1]
1861
+ [82Se]
1862
+ [82Sr+2]
1863
+ [85Rb+1]
1864
+ [86Rb+1]
1865
+ [87Sr+2]
1866
+ [89Sr+2]
1867
+ [89Zr+4]
1868
+ [8BH2]
1869
+ [90Y+3]
1870
+ [90Y]
1871
+ [91Y]
1872
+ [9C]
1873
+ [=100Tc+1]
1874
+ [=11C-1]
1875
+ [=11CH2]
1876
+ [=125Te]
1877
+ [=13N+1]
1878
+ [=15CH1]
1879
+ [=186Re]
1880
+ [=19O]
1881
+ [=32P+1]
1882
+ [=74As]
1883
+ [=74Se]
1884
+ [=Dy]
1885
+ [=PbH2]
1886
+ [=SbH2]
1887
+ [=SeH2]
1888
+ [=Tc+5]
1889
+ [=TeH1]
1890
+ [BH2+1]
1891
+ [Co-1]
1892
+ [Cr-1]
1893
+ [Cr-2]
1894
+ [Db]
1895
+ [FH0]
1896
+ [GaH3]
1897
+ [GeH3-1]
1898
+ [Hs]
1899
+ [InH1-1]
1900
+ [InH3]
1901
+ [Os-3]
1902
+ [PH1-2]
1903
+ [PtH2]
1904
+ [Rn]
1905
+ [Ru+4]
1906
+ [RuH4]
1907
+ [SbH4]
1908
+ [SeH5]
1909
+ [Tc+4]
1910
+ [W+1]
1911
+ [Zr-4]
1912
+ [\\11CH3]
1913
+ [\\15N]
1914
+ [\\18F]
1915
+ [\\AlH1]
1916
+ [\\As+1]
1917
+ [\\AsH2]
1918
+ [\\B@-1]
1919
+ [\\B@@-1]
1920
+ [\\BH3-1]
1921
+ [\\Hg+1]
1922
+ [\\SiH1-1]
1923
+ .[100Tc+4]
1924
+ .[100Tc+5]
1925
+ .[101Tc]
1926
+ .[103Ru+2]
1927
+ .[109Pd+2]
1928
+ .[111InH3]
1929
+ .[114In+3]
1930
+ .[115In]
1931
+ .[117Sn+2]
1932
+ .[118Pd+2]
1933
+ .[11BH3]
1934
+ .[11CH1-1]
1935
+ .[11CH3+1]
1936
+ .[124I]
1937
+ .[125I]
1938
+ .[133Ba+2]
1939
+ .[13C]
1940
+ .[141Pr+3]
1941
+ .[144Ce]
1942
+ .[147Pm]
1943
+ .[149Tb]
1944
+ .[14CH1]
1945
+ .[14NH3]
1946
+ .[151Eu+3]
1947
+ .[152Sm+3]
1948
+ .[157Gd+3]
1949
+ .[159Dy]
1950
+ .[15NH2+1]
1951
+ .[15NH2-1]
1952
+ .[165Dy]
1953
+ .[167Tm+3]
1954
+ .[169Er+3]
1955
+ .[169Yb+3]
1956
+ .[16NH2]
1957
+ .[16OH1]
1958
+ .[17OH1]
1959
+ .[17O]
1960
+ .[187Re]
1961
+ .[18CH2]
1962
+ .[18OH1-1]
1963
+ .[18OH3+1]
1964
+ .[195Pb]
1965
+ .[195Pt]
1966
+ .[196Pb]
1967
+ .[197Hg]
1968
+ .[197Pb]
1969
+ .[198Pb]
1970
+ .[199Pb]
1971
+ .[1H+1]
1972
+ .[200Pb]
1973
+ .[201Pb]
1974
+ .[201TlH2+1]
1975
+ .[201TlH2]
1976
+ .[202Pb]
1977
+ .[203Hg]
1978
+ .[203Pb+2]
1979
+ .[205Bi+3]
1980
+ .[205Pb]
1981
+ .[208TlH2+1]
1982
+ .[209Pb]
1983
+ .[210Pb]
1984
+ .[211Pb]
1985
+ .[212Pb+2]
1986
+ .[212PbH2]
1987
+ .[212Pb]
1988
+ .[213Pb]
1989
+ .[214Pb]
1990
+ .[227Th+4]
1991
+ .[22CH3-1]
1992
+ .[231Pa]
1993
+ .[235U]
1994
+ .[236Np]
1995
+ .[238Pu]
1996
+ .[238U]
1997
+ .[252Cf]
1998
+ .[253Cf]
1999
+ .[32PH1]
2000
+ .[32PH3]
2001
+ .[42K]
2002
+ .[44Sc+3]
2003
+ .[44Sc]
2004
+ .[52Fe+3]
2005
+ .[55Fe+3]
2006
+ .[57Co+3]
2007
+ .[58Co+3]
2008
+ .[58Fe+3]
2009
+ .[60Co]
2010
+ .[61Cu]
2011
+ .[62Zn+2]
2012
+ .[62Zn]
2013
+ .[64Zn+2]
2014
+ .[66Ga+3]
2015
+ .[66Ga]
2016
+ .[72Zn]
2017
+ .[75Se]
2018
+ .[76Br]
2019
+ .[7Li]
2020
+ .[85Sr+2]
2021
+ .[89Y+3]
2022
+ .[90Tc]
2023
+ .[94Tc]
2024
+ .[98Tc+4]
2025
+ .[98Tc+7]
2026
+ .[AlH1+1]
2027
+ .[AlH1-1]
2028
+ .[AtH1]
2029
+ .[ClH4+3]
2030
+ .[Cu-1]
2031
+ .[S+1]
2032
+ .[SbH1+1]
2033
+ .[SeH8+6]
2034
+ .[SiH5+1]
2035
+ .[SnH1+1]
2036
+ .[SnH1+2]
2037
+ .[TlH1]
2038
+ [#121Sb]
2039
+ [#14C-1]
2040
+ [#15O+1]
2041
+ [#18O+1]
2042
+ [#34S+1]
2043
+ [#As+1]
2044
+ [#AsH1]
2045
+ [#B-1]
2046
+ [#PH2]
2047
+ [#Pb]
2048
+ [#Ru-1]
2049
+ [#S@]
2050
+ [#SH1]
2051
+ [#Tc+1]
2052
+ [/11C-1]
2053
+ [/127I]
2054
+ [/15N-1]
2055
+ [/18O]
2056
+ [/32P]
2057
+ [/79Br]
2058
+ [/80Br]
2059
+ [/GeH3]
2060
+ [/InH2]
2061
+ [/N@+1]
2062
+ [/Os]
2063
+ [/SiH4+1]
2064
+ [/TlH1]
2065
+ [100Pd]
2066
+ [100Rh]
2067
+ [100Tc]
2068
+ [101Mo]
2069
+ [101Pd]
2070
+ [101Rh]
2071
+ [101Tc]
2072
+ [102Ag]
2073
+ [102Pd]
2074
+ [102Rh]
2075
+ [102Ru]
2076
+ [103Ag]
2077
+ [103Cd]
2078
+ [103Pd+2]
2079
+ [103Pd]
2080
+ [103Rh]
2081
+ [103Ru]
2082
+ [104Ag]
2083
+ [104Cd]
2084
+ [104Pd]
2085
+ [104Rh]
2086
+ [104Tc]
2087
+ [105Ag]
2088
+ [105Pd]
2089
+ [105Rh]
2090
+ [105Ru]
2091
+ [106Ag]
2092
+ [106Pd]
2093
+ [106Rh]
2094
+ [106Ru+3]
2095
+ [107Cd]
2096
+ [107Pd]
2097
+ [107Rh]
2098
+ [108Ag]
2099
+ [108Cd]
2100
+ [108Pd]
2101
+ [109Ag]
2102
+ [109Cd+2]
2103
+ [109Cd]
2104
+ [109Pd]
2105
+ [10CH1]
2106
+ [10CH3]
2107
+ [110Ag+1]
2108
+ [110Ag]
2109
+ [110Cd]
2110
+ [110Pd]
2111
+ [110Ru]
2112
+ [111Ag]
2113
+ [111Cd+2]
2114
+ [111Cd]
2115
+ [111InH2]
2116
+ [111InH3]
2117
+ [112Ag]
2118
+ [112Cd]
2119
+ [112Pd]
2120
+ [113Ag]
2121
+ [113Cd]
2122
+ [113In]
2123
+ [114Cd]
2124
+ [114In+3]
2125
+ [115Ag]
2126
+ [115Cd]
2127
+ [115Sn]
2128
+ [116Cd]
2129
+ [116Sn]
2130
+ [117Cd]
2131
+ [117Sn+4]
2132
+ [117SnH2]
2133
+ [118Pd]
2134
+ [11CH3+1]
2135
+ [11CH4]
2136
+ [120I-1]
2137
+ [120IH1]
2138
+ [120Sn]
2139
+ [120Te]
2140
+ [120Xe]
2141
+ [121I-1]
2142
+ [121IH1]
2143
+ [121Sn+2]
2144
+ [121SnH2]
2145
+ [121Xe]
2146
+ [122I-1]
2147
+ [122IH1]
2148
+ [122Te]
2149
+ [122Xe]
2150
+ [123IH1]
2151
+ [123Xe]
2152
+ [124I-1]
2153
+ [124IH1]
2154
+ [124Sn]
2155
+ [124Te]
2156
+ [124Xe]
2157
+ [125Cs+1]
2158
+ [125IH1]
2159
+ [125Sn+4]
2160
+ [125Xe]
2161
+ [126I-1]
2162
+ [126IH1]
2163
+ [126Sb+3]
2164
+ [126Te]
2165
+ [127Cs+1]
2166
+ [127I-1]
2167
+ [127IH1]
2168
+ [127Sb+3]
2169
+ [127Xe]
2170
+ [128IH1]
2171
+ [128Te]
2172
+ [129Cs+1]
2173
+ [12C-1]
2174
+ [12CH1-1]
2175
+ [130Ba]
2176
+ [130Cs+1]
2177
+ [130I-1]
2178
+ [130IH1]
2179
+ [130Te]
2180
+ [130Xe]
2181
+ [131Cs]
2182
+ [131La]
2183
+ [131Xe]
2184
+ [132Ba]
2185
+ [132I-1]
2186
+ [132IH1]
2187
+ [132La]
2188
+ [133Ba]
2189
+ [133I-1]
2190
+ [133IH1]
2191
+ [133Xe]
2192
+ [134Ba]
2193
+ [134Ce]
2194
+ [134IH1]
2195
+ [134La]
2196
+ [135Ce]
2197
+ [135Cs+1]
2198
+ [135I-1]
2199
+ [135IH1]
2200
+ [135I]
2201
+ [135La]
2202
+ [135Xe]
2203
+ [136Ba]
2204
+ [136Ce]
2205
+ [136Eu+3]
2206
+ [136Eu]
2207
+ [136Nd]
2208
+ [136Pr]
2209
+ [137Ce]
2210
+ [137Cs]
2211
+ [137La]
2212
+ [137Pr]
2213
+ [137Xe]
2214
+ [138Ce]
2215
+ [138Cs+1]
2216
+ [138La]
2217
+ [138Nd]
2218
+ [138Pr]
2219
+ [138Xe]
2220
+ [139Ce]
2221
+ [139Cs]
2222
+ [139Nd]
2223
+ [139Pr]
2224
+ [13B]
2225
+ [13CH2+1]
2226
+ [13NH3]
2227
+ [13OH2]
2228
+ [140Ce]
2229
+ [140La]
2230
+ [141Ce+3]
2231
+ [141Ce]
2232
+ [141Cs]
2233
+ [141La]
2234
+ [141Nd]
2235
+ [141Pm]
2236
+ [141Pr]
2237
+ [141Sm]
2238
+ [142Ce]
2239
+ [142La]
2240
+ [142Nd]
2241
+ [142Pm]
2242
+ [142Pr]
2243
+ [142Sm]
2244
+ [143Ce]
2245
+ [143La]
2246
+ [143Nd]
2247
+ [143Pm]
2248
+ [143Pr]
2249
+ [144Ce+4]
2250
+ [144Ce]
2251
+ [144Nd]
2252
+ [144Pm]
2253
+ [144Pr]
2254
+ [144Sm]
2255
+ [145Eu]
2256
+ [145Gd]
2257
+ [145Nd]
2258
+ [145Pm]
2259
+ [145Pr]
2260
+ [145Sm]
2261
+ [146Ce]
2262
+ [146Eu]
2263
+ [146Gd]
2264
+ [146Nd]
2265
+ [146Pm]
2266
+ [146Sm]
2267
+ [147Eu]
2268
+ [147Gd]
2269
+ [147Nd]
2270
+ [147Pm]
2271
+ [147Pr]
2272
+ [147Sm]
2273
+ [147Tb]
2274
+ [148Eu]
2275
+ [148Gd]
2276
+ [148Nd]
2277
+ [148Pm]
2278
+ [148Sm]
2279
+ [148Tb]
2280
+ [149Eu]
2281
+ [149Gd]
2282
+ [149Nd]
2283
+ [149Pm]
2284
+ [149Pr]
2285
+ [149Sm]
2286
+ [149Tb]
2287
+ [14CH2-1]
2288
+ [14NH3]
2289
+ [14OH2]
2290
+ [150Eu]
2291
+ [150Nd]
2292
+ [150Pm]
2293
+ [150Sm]
2294
+ [150Tb]
2295
+ [151Eu]
2296
+ [151Gd]
2297
+ [151Nd]
2298
+ [151Pm]
2299
+ [151Sm]
2300
+ [151Tb]
2301
+ [152Dy]
2302
+ [152Eu]
2303
+ [152Sm+3]
2304
+ [152Sm]
2305
+ [152Tb]
2306
+ [153Eu]
2307
+ [153Gd+3]
2308
+ [153Gd]
2309
+ [153Sm+3]
2310
+ [153Sm]
2311
+ [153Tb]
2312
+ [154Eu+3]
2313
+ [154Eu]
2314
+ [154Gd]
2315
+ [154Sm]
2316
+ [154Tb]
2317
+ [155Dy]
2318
+ [155Eu]
2319
+ [155Gd]
2320
+ [155Ho]
2321
+ [155Sm]
2322
+ [155Tb]
2323
+ [156Dy]
2324
+ [156Eu]
2325
+ [156Gd]
2326
+ [156Sm]
2327
+ [156Tb]
2328
+ [157Eu]
2329
+ [157Gd]
2330
+ [157Ho]
2331
+ [157Lu]
2332
+ [157Sm]
2333
+ [157Tb]
2334
+ [158Dy]
2335
+ [158Eu]
2336
+ [158Gd]
2337
+ [158Tb]
2338
+ [159Dy]
2339
+ [159Gd+3]
2340
+ [159Gd]
2341
+ [159Ho]
2342
+ [15CH1]
2343
+ [15CH4]
2344
+ [15NH1-1]
2345
+ [15NH2-1]
2346
+ [15O-2]
2347
+ [15OH2]
2348
+ [160Dy]
2349
+ [160Gd]
2350
+ [160Tb]
2351
+ [161Dy]
2352
+ [161Er]
2353
+ [161Gd]
2354
+ [161Ho]
2355
+ [161Tb+3]
2356
+ [161Tb]
2357
+ [162Dy]
2358
+ [162Er]
2359
+ [162Ho]
2360
+ [162Tm]
2361
+ [162Yb]
2362
+ [163Dy]
2363
+ [164Dy+3]
2364
+ [164Dy]
2365
+ [164Er]
2366
+ [164Ho]
2367
+ [165Dy+3]
2368
+ [165Dy]
2369
+ [165Er]
2370
+ [165Tm]
2371
+ [166Dy]
2372
+ [166Er]
2373
+ [166Ho]
2374
+ [166Tb]
2375
+ [166Tm]
2376
+ [166Yb]
2377
+ [167Dy]
2378
+ [167Er]
2379
+ [167Ho]
2380
+ [167Tm]
2381
+ [167Yb]
2382
+ [168Er]
2383
+ [168Tm]
2384
+ [168Yb]
2385
+ [169Er]
2386
+ [169Lu]
2387
+ [169Yb+3]
2388
+ [169Yb]
2389
+ [16CH2]
2390
+ [16CH3]
2391
+ [16NH3]
2392
+ [16O-1]
2393
+ [16OH1-1]
2394
+ [16OH2]
2395
+ [170Er]
2396
+ [170Hf]
2397
+ [170Lu]
2398
+ [170Tm+3]
2399
+ [170Tm]
2400
+ [170Yb]
2401
+ [171Er]
2402
+ [171Lu]
2403
+ [171Tm]
2404
+ [171Yb]
2405
+ [172Er]
2406
+ [172Hf]
2407
+ [172Lu]
2408
+ [172Ta]
2409
+ [172Tm]
2410
+ [172Yb]
2411
+ [173Hf]
2412
+ [173Lu]
2413
+ [173Ta]
2414
+ [173Tm]
2415
+ [173Yb]
2416
+ [174Hf+4]
2417
+ [174Hf]
2418
+ [174Lu]
2419
+ [174Ta]
2420
+ [174Yb]
2421
+ [175Hf]
2422
+ [175Ta]
2423
+ [175Tm]
2424
+ [175Yb+3]
2425
+ [175Yb]
2426
+ [176Hf]
2427
+ [176Lu]
2428
+ [176Ta]
2429
+ [176W]
2430
+ [176Yb]
2431
+ [177Hf]
2432
+ [177Re]
2433
+ [177Ta]
2434
+ [177W]
2435
+ [177Yb]
2436
+ [178Hf]
2437
+ [178Lu]
2438
+ [178Re]
2439
+ [178Ta]
2440
+ [178W]
2441
+ [178Yb]
2442
+ [179Hf]
2443
+ [179Lu]
2444
+ [179Ta]
2445
+ [179W]
2446
+ [17B]
2447
+ [17CH1]
2448
+ [17FH1]
2449
+ [17NH3]
2450
+ [17NH4+1]
2451
+ [17OH1-1]
2452
+ [17OH2]
2453
+ [180Hf]
2454
+ [180Os]
2455
+ [180Re]
2456
+ [180Ta]
2457
+ [180W]
2458
+ [181Hf]
2459
+ [181Os]
2460
+ [181Re]
2461
+ [181W]
2462
+ [182Hf]
2463
+ [182Ir]
2464
+ [182Os]
2465
+ [182Re]
2466
+ [182Ta]
2467
+ [182W]
2468
+ [183Hf]
2469
+ [183Re]
2470
+ [183W]
2471
+ [184Hf]
2472
+ [184Ir]
2473
+ [184Os]
2474
+ [184Re]
2475
+ [184Ta]
2476
+ [184W]
2477
+ [185Ir]
2478
+ [185Os]
2479
+ [185Re]
2480
+ [185Ta]
2481
+ [185W]
2482
+ [186Ir]
2483
+ [186Lu]
2484
+ [186Os]
2485
+ [186Pt]
2486
+ [186Ta]
2487
+ [186W]
2488
+ [187Ir]
2489
+ [187Re]
2490
+ [187W]
2491
+ [188Ir]
2492
+ [188Os]
2493
+ [188Pt]
2494
+ [188W]
2495
+ [189Ir]
2496
+ [189Os]
2497
+ [189Pt]
2498
+ [189Re]
2499
+ [18CH1]
2500
+ [18CH2]
2501
+ [18CH3]
2502
+ [18FH1]
2503
+ [18OH2]
2504
+ [190Ir]
2505
+ [190Os]
2506
+ [191Os+4]
2507
+ [191Os]
2508
+ [191Pt]
2509
+ [192Bi]
2510
+ [192Ir]
2511
+ [192Os]
2512
+ [193Au]
2513
+ [193Hg]
2514
+ [193Ir]
2515
+ [193Os]
2516
+ [193Pt]
2517
+ [194Au]
2518
+ [194Bi]
2519
+ [194Hg]
2520
+ [194Ir]
2521
+ [194Os]
2522
+ [195Au]
2523
+ [195Hg]
2524
+ [195Ir]
2525
+ [195Pt+4]
2526
+ [196Au]
2527
+ [196Bi]
2528
+ [196Pb]
2529
+ [197Hg+2]
2530
+ [197Pb]
2531
+ [197Pt]
2532
+ [198Au+3]
2533
+ [198Bi]
2534
+ [198Hg]
2535
+ [199Au]
2536
+ [199Hg]
2537
+ [199Pt]
2538
+ [199TlH2+1]
2539
+ [19CH3]
2540
+ [19FH1]
2541
+ [19Ne]
2542
+ [19O]
2543
+ [200Au]
2544
+ [200Hg]
2545
+ [200Pt]
2546
+ [201Au]
2547
+ [202Hg]
2548
+ [203Hg+2]
2549
+ [204Hg]
2550
+ [207TlH2]
2551
+ [20Ne]
2552
+ [210At]
2553
+ [210BiH3]
2554
+ [210PoH2]
2555
+ [210TlH2]
2556
+ [211Rn]
2557
+ [212Pb+2]
2558
+ [212PbH2]
2559
+ [212Ra]
2560
+ [213Bi+3]
2561
+ [213BiH1]
2562
+ [213Pb]
2563
+ [216Bi]
2564
+ [217At]
2565
+ [217Bi]
2566
+ [218AtH1]
2567
+ [218At]
2568
+ [218Pb]
2569
+ [218Rn]
2570
+ [219Rn]
2571
+ [21NH3]
2572
+ [220Fr]
2573
+ [220Rn]
2574
+ [221Fr]
2575
+ [222Ra]
2576
+ [222Rn]
2577
+ [223Ac]
2578
+ [224Ac]
2579
+ [224Rn]
2580
+ [225Ac]
2581
+ [226Ac]
2582
+ [226Ra]
2583
+ [226Rn]
2584
+ [226Th]
2585
+ [227Ac]
2586
+ [227Pa]
2587
+ [227Th]
2588
+ [228Ac]
2589
+ [228Pa]
2590
+ [228Rn]
2591
+ [228Th]
2592
+ [229Rn]
2593
+ [229Th]
2594
+ [22CH2]
2595
+ [22CH3]
2596
+ [22CH4]
2597
+ [230Pa]
2598
+ [230Pu]
2599
+ [230Th]
2600
+ [230U]
2601
+ [231Pa]
2602
+ [231Th]
2603
+ [231U]
2604
+ [232Np]
2605
+ [232Pa]
2606
+ [232Th]
2607
+ [232U]
2608
+ [233Np]
2609
+ [233Pa]
2610
+ [233U+4]
2611
+ [233U]
2612
+ [234Np]
2613
+ [234Pa]
2614
+ [234Pu]
2615
+ [234Th]
2616
+ [235Pu]
2617
+ [235U]
2618
+ [236Np]
2619
+ [236Pu]
2620
+ [236U]
2621
+ [237Am]
2622
+ [237Np]
2623
+ [237Pu]
2624
+ [237U]
2625
+ [238Am]
2626
+ [238Cm]
2627
+ [238Np]
2628
+ [238Pu]
2629
+ [238Th]
2630
+ [238U]
2631
+ [239Am]
2632
+ [239Np]
2633
+ [239Th]
2634
+ [239U]
2635
+ [23Na+1]
2636
+ [23Na]
2637
+ [240Am]
2638
+ [240Cm]
2639
+ [240Np]
2640
+ [240Pu]
2641
+ [240U]
2642
+ [241Am]
2643
+ [241Cm]
2644
+ [241Pu]
2645
+ [242Am]
2646
+ [242Cm]
2647
+ [242Pu]
2648
+ [243Am]
2649
+ [243Cm]
2650
+ [243Pu]
2651
+ [244Am]
2652
+ [244Cf]
2653
+ [244Cm]
2654
+ [244Pu]
2655
+ [245Am]
2656
+ [245Bk]
2657
+ [245Cm]
2658
+ [245Pu]
2659
+ [246Am]
2660
+ [246Bk]
2661
+ [246Cf]
2662
+ [246Cm]
2663
+ [246Pu]
2664
+ [247Bk]
2665
+ [247Cm]
2666
+ [248Am]
2667
+ [248Cf]
2668
+ [248Cm]
2669
+ [249Cm]
2670
+ [24Mg]
2671
+ [250Bk]
2672
+ [250Cf]
2673
+ [250Cm]
2674
+ [250Es]
2675
+ [251Cf]
2676
+ [251Es]
2677
+ [252Fm]
2678
+ [253Cf]
2679
+ [253Fm]
2680
+ [254Cf]
2681
+ [254Es]
2682
+ [254Fm]
2683
+ [255Fm]
2684
+ [257Fm]
2685
+ [257Md]
2686
+ [258Md]
2687
+ [25Mg+2]
2688
+ [26Mg]
2689
+ [27Al+3]
2690
+ [27Al]
2691
+ [28Mg+2]
2692
+ [28SiH3]
2693
+ [30PH3]
2694
+ [31P-3]
2695
+ [31P]
2696
+ [32ClH1]
2697
+ [32P+1]
2698
+ [32PH1]
2699
+ [32PH3]
2700
+ [32SH2]
2701
+ [33ClH1]
2702
+ [33PH1]
2703
+ [33PH3]
2704
+ [33SH1]
2705
+ [33SH2]
2706
+ [34Cl-1]
2707
+ [34ClH1]
2708
+ [34S-1]
2709
+ [34S-2]
2710
+ [34SH2]
2711
+ [35ClH1]
2712
+ [35P]
2713
+ [35S-1]
2714
+ [35SH2]
2715
+ [36Cl-1]
2716
+ [36ClH1]
2717
+ [36SH2]
2718
+ [37Ar]
2719
+ [37ClH1]
2720
+ [38Cl-1]
2721
+ [38ClH1]
2722
+ [38Cl]
2723
+ [38K+1]
2724
+ [38K]
2725
+ [38PH1]
2726
+ [38PH3]
2727
+ [38SH2]
2728
+ [39Ar]
2729
+ [39ClH1]
2730
+ [39K+1]
2731
+ [39K]
2732
+ [3H+1]
2733
+ [40Ar]
2734
+ [40K+1]
2735
+ [40K]
2736
+ [40PH1]
2737
+ [40PH3]
2738
+ [41Ar]
2739
+ [41Ca+2]
2740
+ [41K]
2741
+ [42Ca]
2742
+ [42K]
2743
+ [43Ca]
2744
+ [43Sc]
2745
+ [44Ca]
2746
+ [44Sc]
2747
+ [44Ti]
2748
+ [45K+1]
2749
+ [45Ti]
2750
+ [46Ca]
2751
+ [46Sc]
2752
+ [46Ti]
2753
+ [47Sc]
2754
+ [47Ti]
2755
+ [47V]
2756
+ [48Ca]
2757
+ [48Cr]
2758
+ [48Sc]
2759
+ [48Ti]
2760
+ [48V]
2761
+ [49Ca]
2762
+ [49Cr]
2763
+ [49Sc]
2764
+ [49Ti]
2765
+ [49V]
2766
+ [4He]
2767
+ [50Cr+3]
2768
+ [50Cr]
2769
+ [50Ti]
2770
+ [51Cr+6]
2771
+ [51Fe]
2772
+ [51Mn]
2773
+ [51Ti]
2774
+ [52Cr]
2775
+ [52Fe+3]
2776
+ [52Fe]
2777
+ [52Mn+2]
2778
+ [52Mn]
2779
+ [52Ti]
2780
+ [52V]
2781
+ [53Cr+6]
2782
+ [53Cr]
2783
+ [53Mn]
2784
+ [53Ni]
2785
+ [54Cr]
2786
+ [54Fe]
2787
+ [54Mn]
2788
+ [55Co]
2789
+ [55Fe+2]
2790
+ [55Fe+3]
2791
+ [55Fe]
2792
+ [55Mn]
2793
+ [56Co]
2794
+ [56Fe]
2795
+ [56Mn]
2796
+ [56Ni]
2797
+ [57Co+2]
2798
+ [57Fe+2]
2799
+ [57Mn]
2800
+ [57Ni]
2801
+ [58Co]
2802
+ [58Fe+2]
2803
+ [58Fe]
2804
+ [58Ni]
2805
+ [59Co+3]
2806
+ [59Co]
2807
+ [59Ni]
2808
+ [60Cu]
2809
+ [60Fe]
2810
+ [60Ni+2]
2811
+ [60Ni]
2812
+ [61Co]
2813
+ [61Cu]
2814
+ [61Ni]
2815
+ [62Co]
2816
+ [62Ga]
2817
+ [62Ni]
2818
+ [62Zn]
2819
+ [63Ni]
2820
+ [63Zn]
2821
+ [64Ga]
2822
+ [64Ni]
2823
+ [65Cu+1]
2824
+ [65Cu]
2825
+ [65Ni]
2826
+ [66Ga+3]
2827
+ [66Ni]
2828
+ [66Zn]
2829
+ [67GaH3]
2830
+ [67Zn]
2831
+ [68Cu]
2832
+ [68GaH3]
2833
+ [68Ge+4]
2834
+ [68Zn]
2835
+ [69Zn]
2836
+ [70As]
2837
+ [70Ge]
2838
+ [71As]
2839
+ [71Ga]
2840
+ [71Se]
2841
+ [71Zn]
2842
+ [72As]
2843
+ [72Br-1]
2844
+ [72BrH1]
2845
+ [72Ge]
2846
+ [72Se]
2847
+ [72Zn]
2848
+ [74As]
2849
+ [74Br-1]
2850
+ [74BrH1]
2851
+ [74Kr]
2852
+ [75AsH6+3]
2853
+ [75AsH8+5]
2854
+ [75As]
2855
+ [75Br-1]
2856
+ [75BrH1]
2857
+ [76BrH1]
2858
+ [76Ge]
2859
+ [76Kr]
2860
+ [76Se]
2861
+ [77As]
2862
+ [77Br-1]
2863
+ [77BrH1]
2864
+ [77Kr]
2865
+ [78BrH1]
2866
+ [79Br-1]
2867
+ [79BrH1]
2868
+ [79Kr]
2869
+ [79Rb+1]
2870
+ [7Be]
2871
+ [80Br-1]
2872
+ [80BrH1]
2873
+ [80Rb]
2874
+ [80Se]
2875
+ [81Br-1]
2876
+ [81BrH1]
2877
+ [81Kr]
2878
+ [81Rb+1]
2879
+ [82Br-1]
2880
+ [82BrH1]
2881
+ [82Rb]
2882
+ [82Se-2]
2883
+ [82SeH6+4]
2884
+ [82SeH8+6]
2885
+ [83BrH1]
2886
+ [83Rb+1]
2887
+ [83Sr+2]
2888
+ [84BrH1]
2889
+ [84Sr]
2890
+ [85Br]
2891
+ [85Kr]
2892
+ [85Rb]
2893
+ [85Sr]
2894
+ [86Tc]
2895
+ [86Y+3]
2896
+ [86Y]
2897
+ [86Zr]
2898
+ [87Kr]
2899
+ [87Y]
2900
+ [88Kr]
2901
+ [88Nb]
2902
+ [88Rb+1]
2903
+ [88Sr+2]
2904
+ [88Y]
2905
+ [88Zr]
2906
+ [89Kr]
2907
+ [89Nb]
2908
+ [89Rb+1]
2909
+ [89Sr]
2910
+ [89Y+3]
2911
+ [89Y]
2912
+ [89Zr+3]
2913
+ [90Mo]
2914
+ [90Nb]
2915
+ [90Sr]
2916
+ [90Tc]
2917
+ [90Zr+4]
2918
+ [90Zr]
2919
+ [91Y+3]
2920
+ [91Zr]
2921
+ [92Mo]
2922
+ [92Nb]
2923
+ [92Sr+2]
2924
+ [92Y]
2925
+ [92Zr]
2926
+ [93Mo]
2927
+ [93Tc]
2928
+ [93Y]
2929
+ [93Zr]
2930
+ [94Mo]
2931
+ [94Nb]
2932
+ [94Ru]
2933
+ [94Tc+7]
2934
+ [94Tc]
2935
+ [94Y]
2936
+ [94Zr+4]
2937
+ [94Zr]
2938
+ [95Nb]
2939
+ [95Ru]
2940
+ [95Tc]
2941
+ [95Y]
2942
+ [95Zr]
2943
+ [96Mo]
2944
+ [96Nb]
2945
+ [96Tc]
2946
+ [96Zr]
2947
+ [97Mo]
2948
+ [97Nb]
2949
+ [97Ru]
2950
+ [97Tc]
2951
+ [97Zr]
2952
+ [98Mo]
2953
+ [98Nb]
2954
+ [98Tc]
2955
+ [99Mo]
2956
+ [99Rh]
2957
+ [99Ru]
2958
+ [=106Ru]
2959
+ [=10CH1]
2960
+ [=127Te]
2961
+ [=12N+1]
2962
+ [=13CH1+1]
2963
+ [=13N]
2964
+ [=16N+1]
2965
+ [=16N]
2966
+ [=20CH1]
2967
+ [=31P]
2968
+ [=51Cr]
2969
+ [=64Zn]
2970
+ [=77Se]
2971
+ [=9C-1]
2972
+ [=9CH1]
2973
+ [=9C]
2974
+ [=Be]
2975
+ [=Er]
2976
+ [=Ho]
2977
+ [=SbH3]
2978
+ [=Sc]
2979
+ [=SiH3+1]
2980
+ [=TeH2]
2981
+ [AlH1+2]
2982
+ [AsH3-1]
2983
+ [AsH4+1]
2984
+ [AsH4]
2985
+ [AsH5]
2986
+ [BH2]
2987
+ [Bi-2]
2988
+ [BiH5]
2989
+ [Cd-1]
2990
+ [ClH3+3]
2991
+ [ClH4+3]
2992
+ [Co-3]
2993
+ [GaH4-1]
2994
+ [Ge@@H1]
2995
+ [IrH4]
2996
+ [Md]
2997
+ [NH2]
2998
+ [Os+8]
2999
+ [OsH4]
3000
+ [PbH4]
3001
+ [Po@]
3002
+ [PoH2]
3003
+ [ReH4]
3004
+ [Ru+8]
3005
+ [Sb+5]
3006
+ [SbH2+1]
3007
+ [Se@@H1]
3008
+ [SeH1-1]
3009
+ [SeH3+1]
3010
+ [SeH6+4]
3011
+ [SeH8+6]
3012
+ [Si+3]
3013
+ [SiH1+1]
3014
+ [Sn@@]
3015
+ [SnH1+2]
3016
+ [SnH1-1]
3017
+ [SnH2-1]
3018
+ [SnH3-1]
3019
+ [Tb+4]
3020
+ [Tc+5]
3021
+ [Tc+6]
3022
+ [Tc+7]
3023
+ [TeH1+1]
3024
+ [TeH2+1]
3025
+ [TeH3+1]
3026
+ [TeH6+4]
3027
+ [Tl+3]
3028
+ [XeH2]
3029
+ [\\11C]
3030
+ [\\18OH1]
3031
+ [\\35Cl]
3032
+ [\\37Cl]
3033
+ [\\79Br]
3034
+ [\\Al-1]
3035
+ [\\AlH1+1]
3036
+ [\\N@@+1]
3037
+ [\\PH3+1]
3038
+ [\\Po]
3039
+ [\\Si@@]
3040
+ [\\Si@H1]
3041
+ [\\SnH3]
3042
+ [\\Te+1]
3043
+ [\\TlH1]
3044
+ [\C]
3045
+ [\N]
3046
+ [\O]
3047
+ [\S]
3048
+ [\C@H1]
3049
+ [\C@@H1]
3050
+ [\NH1]
3051
+ [\Cl]
3052
+ [\O-1]
3053
+ [\N+1]
3054
+ [\F]
3055
+ [-\Ring2]
3056
+ [\Br]
3057
+ [NaH1]
3058
+ [\C@@]
3059
+ [-\Ring1]
3060
+ [\I]
3061
+ [\C@]
3062
+ [\-Ring1]
3063
+ [\P]
3064
+ [=Te+1]
3065
+ [/-Ring1]
3066
+ [\S+1]
3067
+ [MgH2]
3068
+ [\B]
3069
+ [\N-1]
3070
+ [\-Ring2]
3071
+ [\S-1]
3072
+ [\125I]
3073
+ [/-Ring2]
3074
+ [\Si]
3075
+ [\PH1]
3076
+ [\SeH1]
3077
+ [CaH2]
3078
+ [\123I]
3079
+ [\Se]
3080
+ [LiH1]
3081
+ [223Ra]
3082
+ [KH1]
3083
+ [\CH1-1]
3084
+ [\CH0]
3085
+ [Te-1]
3086
+ [=32PH1]
3087
+ [73Se]
3088
+ [\NH1-1]
3089
+ [HH1]
3090
+ [\C-1]
3091
+ [\11CH3]
3092
+ [\3H]
3093
+ [123Te]
3094
+ [SrH2]
3095
+ [85SrH2]