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"StyleView", "description_width": "" } } } } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "source": [ "# Machine learning guided binding affinity prediction from antibody libraries - 3\n", "\n", "In the [previous notebooks](https://github.com/arjan-hada/antibody-binding-affinity/tree/main), we evaluated the performance of various pretrained protein language models in predicting the binding affinity (Kd) between scFv variants and a target peptide using a modeling library. This library had a consistent distribution of binding affinity values across the train, validation, and test sets, with scFv sequences differing by up to three mutations from the candidate sequence.\n", "\n", "In this notebook, we extend our analysis by exploring how a model trained on the modeling library performs when applied to an out-of-distribution assessment library. This assessment library presents a greater challenge, as it contains scFv sequences that are up to 23 mutations apart from the candidate sequence, representing a significant deviation from the distribution seen during training.\n", "\n", "**Overview**\n", "- Load the dataset\n", "- Explore and preprocess the data\n", "- Perform inference on the assessment library using the ESM2 model fine-tuned on the modeling library\n", "- Compare results on the assessment library with published results (our model achieves higher Spearman r)" ], "metadata": { "id": "f2rLBC3MWNfq" } }, { "cell_type": "markdown", "source": [ "## Setup" ], "metadata": { "id": "pb9kwFtow4rX" } }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "xWziUSLivqMS" }, "outputs": [], "source": [ "# Setup block for Colab\n", "# Install necessary libraries for the project\n", "!pip install python-Levenshtein evaluate datasets transformers[torch] &> /dev/null" ] }, { "cell_type": "code", "source": [ "# To share your model with the community\n", "# First store your authentication token from the Hugging Face website and then execute this cell\n", "# Make sure to get token with WRITE access\n", "from huggingface_hub import notebook_login\n", "\n", "notebook_login()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 145, "referenced_widgets": [ "5bf3e3ea64e945de9395a4b836c6a05e", "e42ceec1fa304978957e74e7536af5b8", "3631dee46ab34c05807c1e88f19d1287", "c20f01e9340041909edff8f655885217", "b1bf5a373bcf4096ab6abd63b1c2bb6d", "417bd72529774e7eaaa49d50449f5a2d", "01a716d7621e4d56a39dfdbb5396e094", "5cda036b02ec4c8c85ca5fead0958a42", "c716efd40a9d47eb88ebc2eac77aedd4", "3d1afa070c484ed7aadd035366a1d887", "b91d42128af648ac98b277d667207dc9", "221b5d5149cc41f3bfdf224d7876ca6b", "7f5e77d139eb4ecab87d833405218fdb", "e68ed37200e6432a85c8157c20a197ba", "2a564d5b9e9f437da7e14d2a9db5930a", "2e93242c1f70457eb92c74c765ea8d6f", "40272eacd7834c79834c7d2be3eaffc0", "cacfb529276b4f4094985d686f2c1849", "948daff2709547db915349e30e29c48c", "e805ad2f0bca4a9a848a2a7b0039266e", "a761104ea3d946d4b7dbaacb9e2980ba", "e60ae1338558492eb39fbdef8520f677", "34f2d6855c0e4e5e89391b08c50c3cd0", "c1b380e278be4decaec302afaec9d8a3", "b37d5e929bfa4c159e01b857300d8fe8", "4518fd2035b24999b12c989680ba4f0e", "8af4679f304b42518312d530cecc1215", "1b7e9e13b540483488de09014abc789f", "464362f955ec4a6ea7d91bd7a4c3c676", "7a94a9184e63489090beb800dc223804", "6397680295e04fef947446c71226e795", "837b4e3f1be544c8a0131170f9d62f61" ] }, "id": "ob9xudiHf_KI", "outputId": "597c9b0f-639a-47cb-87b9-cdaee863323c" }, "execution_count": 2, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "VBox(children=(HTML(value='
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POISequenceTargetAssayReplicatePred_affinityHCLCCDRH1CDRH2CDRH3CDRL1CDRL2CDRL3
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214L_GP_Gibbs_27649EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...MIT_TargetB1-0.312515EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKLQQSELYMDRNANNVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDSVKGRAAGTFDSKLQQSELYMDRNANNVANASTRMSQQYHRLPLS
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POISequenceTargetAssayReplicatePred_affinityHCLCCDRH1CDRH2CDRH3CDRL1CDRL2CDRL3
113214H_En_HC_25005EVQLVETGGGLVQPGGSLRLSCAASGFSLDEYGISWVRQAPGKGPE...MIT_TargetB1-0.168855EVQLVETGGGLVQPGGSLRLSCAASGFSLDEYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFSLDEYGISVIYADGRRTFYQDDVKGNVAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
113414H_En_Gen_21552EVQLVETGGGLVQPGGSLRLSCAASGFDLNEYGISWVRQAPGKGPE...MIT_TargetB1-0.289556EVQLVETGGGLVQPGGSLRLSCAASGFDLNEYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFDLNEYGISVIYADGRRTAYADSVKGQVAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
150414H_En_HC_22098EVQLVETGGGLVQPGGSLRLSCAASGFDLESYGISWVRQAPGKGPE...MIT_TargetB1-0.250772EVQLVETGGGLVQPGGSLRLSCAASGFDLESYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFDLESYGISVIYADGQRTAYADSVKGNVAGTFDVKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
239814H_GPLM_Gen_154EVQLVETGGGLVQPGGSLRLSCAASGFELNSYGISWVRQAPGKGPE...MIT_TargetB10.404975EVQLVETGGGLVQPGGSLRLSCAASGFELNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFELNSYGISVIYSDGRRTFYADSVKGQTAGTFDSKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_14H" } }, "metadata": {}, "execution_count": 14 } ] }, { "cell_type": "code", "source": [ "df_14H.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "08eCM9JC3erQ", "outputId": "ad2dfe28-2df6-4b7b-a7d6-213c8f0658b7" }, "execution_count": 15, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Index: 847704 entries, 1132 to 1903920\n", "Data columns (total 14 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 POI 847704 non-null object \n", " 1 Sequence 847704 non-null object \n", " 2 Target 847704 non-null object \n", " 3 Assay 847704 non-null object \n", " 4 Replicate 847704 non-null int64 \n", " 5 Pred_affinity 136100 non-null float64\n", " 6 HC 847704 non-null object \n", " 7 LC 847704 non-null object \n", " 8 CDRH1 847704 non-null object \n", " 9 CDRH2 847704 non-null object \n", " 10 CDRH3 847704 non-null object \n", " 11 CDRL1 847704 non-null object \n", " 12 CDRL2 847704 non-null object \n", " 13 CDRL3 847704 non-null object \n", "dtypes: float64(1), int64(1), object(12)\n", "memory usage: 97.0+ MB\n" ] } ] }, { "cell_type": "code", "source": [ "!cat data/mit-ll-AlphaSeq_Antibody_Dataset-a8f64a9/antibody_dataset_2/README.md" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gpH2vpcr4g4_", "outputId": "2185778d-edd5-4b0b-f0b2-a476a7eee3ad" }, "execution_count": 16, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "# AlphaSeq Antibody Dataset 2\n", "\n", "To support protein representation learning, we are publishing a second\n", "dataset containing antibody sequences and quantitative\n", "binding measurements to a known antigen. Please refer to our paper [Machine Learning Optimization of Candidate Antibodies Yields Highly Diverse Sub-nanomolar Affinity Antibody Libraries](https://www.biorxiv.org/content/10.1101/2022.10.07.502662v1) for additional information on the method and design of these sequences. \n", "\n", "The initial AlphaSeq Antibody Dataset 1 can be found [here](https://github.com/mit-ll/AlphaSeq_Antibody_Dataset).\n", "Additional information about the design of Dataset 1 and experimental set-up for quantitative binding\n", "measurements can be found in our [Data Descriptor\n", "Paper](https://www.nature.com/articles/s41597-022-01779-4). \n", "\n", "## Overview\n", "\n", "\n", "The dataset presented here contains quantitative binding scores of scFv-format\n", "antibodies against a SARS-CoV-2 target peptide collected via an AlphaSeq assay. We integrate target-specific binding affinities with\n", "information from millions of natural protein sequences in a probabilistic machine learning framework to\n", "design thousands of scFvs that are then empirically measured. This is the second dataset we're releasing that contains antibody sequences, antigen sequence and quantitative measurements and provides an opportunity to serve as a benchmark to evaluate antibody-specific representation models for machine learning.\n", "\n", "The dataset is a csv file with the following entries:\n", "\n", "| **Variable Name** | **Description** |\n", "| ------------------------ | ------------- | \n", "| POI 1 | Alphanumeric label corresponding to amino acid sequence. | \n", "| Sequence | Single letter amino acid representation of scFv measured. | \n", "| Target| Protein target represented by a text label for which the measured antibody interacted with. Options are defined as target or non-target negative controls 1-3. | \n", "| Assay | Unique assay identifier. (All sequences here come from Assay B) | \n", "| Replicate | Unique replicate identifier, ranging from 1 to 6 | \n", "| Pred_affinity | Value representing the score from the AlphaSeq assay, as described in the methods section. Values estimate the protein-protein dissociation constant in nanomolar, on a log scale. Lower values indicate stronger binding. Blank values indicate poor binding.| \n", "| HC, LC | Single letter amino acid sequence of the heavy chain (HC) or light chain (LC) | \n", "| CDR[H/L][1/2/3] | Single letter amino acid sequence of a CDR region where H indicates heavy chain, L indicates light chain and the numerical value represents either CDR 1, CDR 2 or CDR 3.| \n", "\n", "1 _Note: The POI naming convention may only capture one of the methods used to generate the sequence. Multiple methods may have been used to generate the sequences that are not captured in the POI. Please see LINK for more information about the particular method used for a given sequence_\n", "\n", "\n", "\n", "\n", "\n", "\n", "## License\n", "\n", "\n", "Shield: [![CC BY-NC-SA 4.0][cc-by-nc-sa-shield]][cc-by-nc-sa]\n", "\n", "This work is licensed under a\n", "[Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License][cc-by-nc-sa].\n", "\n", "[![CC BY-NC-SA 4.0][cc-by-nc-sa-image]][cc-by-nc-sa]\n", "\n", "[cc-by-nc-sa]: http://creativecommons.org/licenses/by-nc-sa/4.0/\n", "[cc-by-nc-sa-image]: https://licensebuttons.net/l/by-nc-sa/4.0/88x31.png\n", "[cc-by-nc-sa-shield]: https://img.shields.io/badge/License-CC%20BY--NC--SA%204.0-lightgrey.svg\n", "\n", "\n", "\n", "## Disclaimer\n", "\n", "DISTRIBUTION STATEMENT A. Approved for public release. Distribution is unlimited.\n", "\n", "\"This material is based upon work supported by the Under Secretary of Defense for Research and Engineering under Air Force Contract No. FA8702-15-D-0001. Any opinions, findings, conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the Under Secretary of Defense for Research and Engineering.\"\n", "\n", "© 2023 Massachusetts Institute of Technology.\n", "\n", "Subject to FAR52.227-11 Patent Rights - Ownership by the contractor (May 2014)\n", "\"Delivered to the U.S. Government with Unlimited Rights, as defined in DFARS Part 252.227-7013 or 7014 (Feb 2014). Notwithstanding any copyright notice, U.S. Government rights in this work are defined by DFARS 252.227-7013 or DFARS 252.227-7014 as detailed above. Use of this work other than as specifically authorized by the U.S. Government may violate any copyrights that exist in this work.\"\n", "\n", "SPDX-License-Identifier: CC-BY-NC-SA-4.0\n", "\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "## EDA" ], "metadata": { "id": "kewgPcZ25BVx" } }, { "cell_type": "markdown", "source": [ "### Univariate analysis" ], "metadata": { "id": "fPcKShkJ7gGJ" } }, { "cell_type": "code", "source": [ "df_14H.columns" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "HkrU0Q9y43YC", "outputId": "cacbb6f9-8da4-4e0f-a5fa-eefbd484f87f" }, "execution_count": 17, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Index(['POI', 'Sequence', 'Target', 'Assay', 'Replicate', 'Pred_affinity',\n", " 'HC', 'LC', 'CDRH1', 'CDRH2', 'CDRH3', 'CDRL1', 'CDRL2', 'CDRL3'],\n", " dtype='object')" ] }, "metadata": {}, "execution_count": 17 } ] }, { "cell_type": "code", "source": [ "df_14H.value_counts('POI')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "rXQxLSwQ51A2", "outputId": "eddeb092-4ffb-4587-c449-c45af0e626fe" }, "execution_count": 18, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "POI\n", "14H_GP_HC_5523 24\n", "14H_Ctrl_01 24\n", "14H_Ctrl_02 24\n", "14H_Ctrl_03 24\n", "14H_Ctrl_04 24\n", " ..\n", "14H_Ctrl_1021 24\n", "14H_Ctrl_1022 24\n", "14H_Ctrl_1023 24\n", "14H_Ctrl_1024 24\n", "14H_Ctrl_1025 24\n", "Name: count, Length: 35321, dtype: int64" ], "text/html": [ "
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" ] }, "metadata": {}, "execution_count": 18 } ] }, { "cell_type": "code", "source": [ "df_14H[df_14H['POI'] == '14H_Ctrl_01']" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "G_TMdcfmIy3n", "outputId": "7db0aa86-0c88-4149-b4ae-1f53bce8b8b5" }, "execution_count": 19, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " POI Sequence \\\n", "106281 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "212223 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "212224 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "255432 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "425001 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "529843 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "529844 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "574039 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "794637 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "847096 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "847097 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "889942 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1059907 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1164535 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1164536 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1208717 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1377630 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1481877 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1481878 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1526317 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1694598 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1799130 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1799131 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1843414 14H_Ctrl_01 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "\n", " Target Assay Replicate Pred_affinity \\\n", "106281 AlphaNeg1 B 1 NaN \n", "212223 MIT_Target B 1 3.273229 \n", "212224 AlphaNeg3 B 1 NaN \n", "255432 AlphaNeg2 B 1 NaN \n", "425001 AlphaNeg1 B 2 NaN \n", "529843 MIT_Target B 2 NaN \n", "529844 AlphaNeg3 B 2 NaN \n", "574039 AlphaNeg2 B 2 NaN \n", "794637 AlphaNeg1 B 3 NaN \n", "847096 MIT_Target B 3 NaN \n", "847097 AlphaNeg3 B 3 NaN \n", "889942 AlphaNeg2 B 3 NaN \n", "1059907 AlphaNeg1 B 4 NaN \n", "1164535 MIT_Target B 4 NaN \n", "1164536 AlphaNeg3 B 4 NaN \n", "1208717 AlphaNeg2 B 4 NaN \n", "1377630 AlphaNeg1 B 5 NaN \n", "1481877 MIT_Target B 5 NaN \n", "1481878 AlphaNeg3 B 5 NaN \n", "1526317 AlphaNeg2 B 5 NaN \n", "1694598 AlphaNeg1 B 6 NaN \n", "1799130 MIT_Target B 6 NaN \n", "1799131 AlphaNeg3 B 6 NaN \n", "1843414 AlphaNeg2 B 6 NaN \n", "\n", " HC \\\n", "106281 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "212223 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "212224 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "255432 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "425001 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "529843 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "529844 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "574039 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "794637 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "847096 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "847097 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "889942 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1059907 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1164535 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1164536 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1208717 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1377630 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1481877 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1481878 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1526317 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1694598 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1799130 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1799131 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "1843414 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "\n", " LC CDRH1 \\\n", "106281 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "212223 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "212224 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "255432 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "425001 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "529843 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "529844 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "574039 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "794637 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "847096 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "847097 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "889942 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1059907 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1164535 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1164536 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1208717 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1377630 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1481877 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1481878 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1526317 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1694598 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1799130 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1799131 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "1843414 DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA... GFTLNSYGIS \n", "\n", " CDRH2 CDRH3 CDRL1 CDRL2 CDRL3 \n", "106281 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "212223 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "212224 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "255432 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "425001 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "529843 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "529844 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "574039 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "794637 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "847096 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "847097 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "889942 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1059907 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1164535 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1164536 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1208717 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1377630 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1481877 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1481878 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1526317 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1694598 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1799130 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1799131 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS \n", "1843414 VIYSDGRRTFYGDEVK GRLAGTFDL KSSQSVLYESRNKNSVA WASTRES QQYHRLPLS " ], "text/html": [ "\n", "
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POISequenceTargetAssayReplicatePred_affinityHCLCCDRH1CDRH2CDRH3CDRL1CDRL2CDRL3
10628114H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg1B1NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
21222314H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...MIT_TargetB13.273229EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
21222414H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg3B1NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
25543214H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg2B1NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
42500114H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg1B2NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
52984314H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...MIT_TargetB2NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
52984414H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg3B2NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
57403914H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg2B2NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
79463714H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg1B3NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
84709614H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...MIT_TargetB3NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
84709714H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg3B3NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
88994214H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg2B3NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
105990714H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg1B4NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
116453514H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...MIT_TargetB4NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
116453614H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg3B4NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
120871714H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg2B4NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
137763014H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg1B5NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
148187714H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...MIT_TargetB5NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
148187814H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg3B5NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
152631714H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg2B5NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
169459814H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg1B6NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
179913014H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...MIT_TargetB6NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
179913114H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg3B6NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
184341414H_Ctrl_01EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...AlphaNeg2B6NaNEVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKA...GFTLNSYGISVIYSDGRRTFYGDEVKGRLAGTFDLKSSQSVLYESRNKNSVAWASTRESQQYHRLPLS
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df_14H[df_14H['POI'] == '14H_Ctrl_01']\",\n \"rows\": 24,\n \"fields\": [\n {\n \"column\": \"POI\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"14H_Ctrl_01\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Sequence\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPEWVSVIYSDGRRTFYGDEVKGRFTISRDTSTNTVYLQMNSLRVEDTAVYYCAKGRLAGTFDLWGQGTLVTVSSGGGGSGGGGSGGGGSDVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKAGQPPKLLIYWASTRESGVPDRFSGSGSGTDFTLTISSLQAEDAAVYYCQQYHRLPLSFGGGTKVEIK\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Target\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"MIT_Target\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Assay\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"B\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Replicate\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 6,\n \"num_unique_values\": 6,\n \"samples\": [\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Pred_affinity\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": null,\n \"min\": 3.2732285957211222,\n \"max\": 3.2732285957211222,\n \"num_unique_values\": 1,\n \"samples\": [\n 3.2732285957211222\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"HC\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPEWVSVIYSDGRRTFYGDEVKGRFTISRDTSTNTVYLQMNSLRVEDTAVYYCAKGRLAGTFDLWGQGTLVTVSS\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"LC\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKAGQPPKLLIYWASTRESGVPDRFSGSGSGTDFTLTISSLQAEDAAVYYCQQYHRLPLSFGGGTKVEIK\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CDRH1\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"GFTLNSYGIS\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CDRH2\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"VIYSDGRRTFYGDEVK\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CDRH3\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"GRLAGTFDL\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CDRL1\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"KSSQSVLYESRNKNSVA\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CDRL2\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"WASTRES\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CDRL3\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"QQYHRLPLS\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 19 } ] }, { "cell_type": "markdown", "source": [ "For each sequence we have 24 `Pred_affinity` values against four targets (`AlphaNeg1`, `AlphaNeg2`, '`AlphaNeg3`, `MIT_Target`) and six replicates." ], "metadata": { "id": "ZyyLY45EJ6hs" } }, { "cell_type": "code", "source": [ "df_14H.value_counts('Target')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "T8aNFS255Gsq", "outputId": "d635838d-a164-415f-8e2a-2a9cabd96463" }, "execution_count": 20, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Target\n", "AlphaNeg1 211926\n", "AlphaNeg2 211926\n", "AlphaNeg3 211926\n", "MIT_Target 211926\n", "Name: count, dtype: int64" ], "text/html": [ "
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count
Target
AlphaNeg1211926
AlphaNeg2211926
AlphaNeg3211926
MIT_Target211926
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" ] }, "metadata": {}, "execution_count": 20 } ] }, { "cell_type": "code", "source": [ "df_14H.value_counts('Assay')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "oa4xbPAy5O9z", "outputId": "e06ca576-658d-4f15-ddf0-e82da770cfab" }, "execution_count": 21, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Assay\n", "B 847704\n", "Name: count, dtype: int64" ], "text/html": [ "
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" ] }, "metadata": {}, "execution_count": 21 } ] }, { "cell_type": "code", "source": [ "df_14H.value_counts('Replicate')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "TWw7Fgn358Uj", "outputId": "e82ce7ca-027d-486a-9425-d7a44daf041f" }, "execution_count": 22, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Replicate\n", "1 141284\n", "2 141284\n", "3 141284\n", "4 141284\n", "5 141284\n", "6 141284\n", "Name: count, dtype: int64" ], "text/html": [ "
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" ] }, "metadata": {}, "execution_count": 22 } ] }, { "cell_type": "code", "source": [ "df_14H.value_counts('LC')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "167bMU9Z6Ao5", "outputId": "119a3971-7465-4e92-bab6-bb88dda13255" }, "execution_count": 23, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "LC\n", "DVVMTQSPESLAVSLGERATISCKSSQSVLYESRNKNSVAWYQQKAGQPPKLLIYWASTRESGVPDRFSGSGSGTDFTLTISSLQAEDAAVYYCQQYHRLPLSFGGGTKVEIK 847704\n", "Name: count, dtype: int64" ], "text/html": [ "
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" ] }, "metadata": {}, "execution_count": 23 } ] }, { "cell_type": "code", "source": [ "# Distribution of binding affinity in assessment library for Ab-14 heavy chain variants\n", "sns.histplot(df_14H['Pred_affinity'].values, kde=True)\n", "plt.xlabel('Kd(log10 nM)')\n", "plt.ylabel('Density')\n", "plt.title(\"Distribution of binding affinity Ab-14 heavy chain variants\");" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "Ip18B7mB6dbw", "outputId": "9966fde3-b675-4ab9-fb5f-6c52fd03a070" }, "execution_count": 24, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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vXdJ51PfY1paN5557zq5l2M3N7ZKO3a5du2plarWap556CoDvv/++wfu8FPU9/0vh7u7O2LFjOXfuHGvXrrXblpCQAMD48ePrvb+tW7dy5MgRhgwZYhup261bN3r16sW2bdtITEys9bavvfaaXWtPQEAAzz//PPDX86qpvPzyy/z+++988skndvf1pYqJiWHmzJl2ZUOHDiU6Oppdu3bZlb/zzjtotVo+/vjjasd+/vnnCQwMrNZL0ZDnpru7O3fddRcZGRnVnrPLly/HbDbb9Wg46jlhNpt5//338fDw4D//+Y/dYwvYZse40JNPPkn37t3tyh599FGAavddTExMjZ9zDz/8ML6+vg1+jTb2tRYZGcmNN97Inj17OHTokN026/vThb1HcXFxNfbwTZ48Gaj9feaxxx7j6quvvmhMVm3atKn2GADcdNNNdO3atdbjDBw4sFrr78MPP4xWq632eNRHTa8vNze3erfcWrXKRBBAURSAi178/I9//IPk5GS6dOnCjBkz+O677y7abFyX2NhYuwEq9dWzZ88aH1xrt9nvv/9+yTFdqr1796JWq2vsXh00aBAajabGuK644gp8fX2rlUdFRQGQl5dXr2MD3HDDDdW2abVa4uPjAcfdL466/w0GA+3bt69WXtO5W89x0KBB1epfe+21Nb5pO+rY1vO59tprq9Xv169fg7/I5OTkMH36dK688kq8vb1t04n06tULgDNnzjRof5eiIed/qSZMmIBKpbJ9yANkZ2ezevVqOnfubHte1od1kMjYsWPtyq0fJB9++GGNt9NqtTVOM1PTc3XWrFnVfhozNc7OnTt59dVXmTJlCv3797/k/ZzvqquuqvG5HhUVZfeYlZaWsn//fvz9/Xn77bernde//vUv9Hp9tQS6oc9N6/1vTUaslixZgk6ns+uqBMc8J44cOUJBQQFXXnllgwa79e7du1pZbc/3yspKFixYwLXXXktAQIBtfk61Wk1hYWGDXqOOeq3VdF9XVFTw+eefExISwq233mpXv6SkhFdffZVrrrkGg8GAWq1GpVLZGn5qO4c+ffrUKx4rRVFYvnw5Q4YMITg4GK1Wa3veHDx4sNbj1PR46HQ6QkNDG/T+M2jQINq0acPs2bO5+eabmT9/Pnv27LnkqfFa3TWCAOXl5eTm5gLU+C3qfG+99RZxcXEsXryY2bNnM3v2bLRaLbfeeivz5s2r8clel7CwsEuKubbrCK37a0xyeqkKCgoICAio8To1rVZLUFAQmZmZ1bbVdu2hNbmoz5PZer61jbK2lufn5190X/XhqPu/Iedu3WdNx7bevw3hqGNrNBrbG2t95Ofnc80115CUlESfPn144IEHCAgIQKvVkp+fzzvvvIPRaGzAmVwaRzzvLiYuLo6hQ4fy/fffc/LkSdq1a2e7zq8hrYF5eXmsXLkSPz8/23WQVvfddx9Tpkxh6dKl1Vr+oKqnoqbEqabn6ksvvVSt3uDBgy9pPlSTycQDDzxAhw4d+Ne//tXg29emrsfNYrHY/s/Ly0NRFLKysmo8r5pcynNzwIABdOjQgXXr1pGXl4e/vz979+7ljz/+YOTIkdVel454Tljfxxo6tVhN911tz/e7776b1atXExcXx+23305YWJjtufX222836DXqqNfaHXfcga+vL8uXL+e1115Do9Gwfv16cnNzefrpp+2+kFZWVnLDDTewa9cuunXrxt13301wcLDtWuaXXnqp1nNo6OfyM888w9tvv014eDhDhw6lTZs2tta5Tz75hJSUlBpvV9f90pD3H19fX3799VdefPFF1q1bZ2uBDAoKYuLEicycObNB13C3ykRw27ZtmEwmQkNDL/qGp9FoePrpp3n66afJzMxk27Zt/Pe//2XFihUcOnSIQ4cO1dhEXJtLXZ2jtvm7zp07B2A3jF+trmroNZlM1eo7KjGyHjM3N7fGgQMmk4ns7OwaW/4cdWz46/wvlJ6eblevsRpy/zuKdZ8ZGRnVLvy13r8Nndy3vqyPW03HNpvN5OTk1PtD6aOPPiIpKYkXX3yx2rROO3bs4J133nFIzK5iwoQJfPfdd3z44Ye26V7c3d154IEH6r2PpUuXUl5eTnl5ea3dqzk5OaxatapaC1R2djZms7laMljTc9XaM+IIxcXFHDt2DKDWyb0fffRRHn30UZ566inb4DpHsZ7X1VdfbWtNv5hLfW4+8MADzJw5ky+++ILHH3+81q5Kq8Y+J6wJRFO1nO/evZvVq1czZMgQvv32W7sEy2Kx8PrrrzfJcS/Gw8ODu+66i48++ogNGzZw880313pfr127ll27dvHQQw9Vu/whPT29zi8HDflczszMZP78+XTr1o1ffvmlWk/R559/Xu99NUZkZCSLFi1CURQOHz7Mzz//zHvvvcfLL7+MxWJp0JexVtc1bLFYbKO3LnwDvZiQkBBGjRrFl19+yQ033MDJkyf5448/bNs1Gk2TrVqyd+9eioqKqpVbZx0///oGf39/oGoy1wvt3r27xv1bPzQaEv/VV1+NxWJhy5Yt1bZt2bIFs9lMz549672/hrCeb02zrptMJrZu3QrgsOM35P53FGvsmzdvrrZt27ZtTfZcg7/OZ9u2bdW2/frrrzV+yajNiRMnALjzzjurbavp3FxZfV4nw4YNIzo6msWLF/PDDz9w7Ngx7rrrLtvrsj6s3b733nsvjzzySLWf0aNH29U7n8lk4pdffqlW3pTPVai6Tq2mWB955BHbMa+99loeeeQRh3Ubn8/b25uuXbty6NAhW4/PxVzqc/OBBx5ArVazZMkSKisr+fzzzwkKCuK2226rsX5jnxOdOnXCz8+PAwcO2ObYdCTr/TBixIhql33s2rWLsrIyhx+zvs7vHs7KyuLbb7/lyiuvrDZTgPUcRo0aVW0fjnyfOXXqFBaLhZtuuqlaEpiWlsapU6cccpz6fiarVCq6du3KE088wYYNGwBYs2ZNg47VqhLBzMxM7rnnHjZt2kR0dDT/93//V2d9o9HI9u3bq5VXVlba3mg8PT1t5YGBgWRlZTXJi6agoICXX37Zrmz37t18+umnGAwG7rjjDlu59XqHxYsX231gnz59uto+zo8daNDgiocffhiAGTNm2K06UlpaalsO7JFHHqn3/hpi5MiRBAQE8Pnnn/Prr7/abXv77bdJSkpiyJAhDpsIuyH3v6NY3wBfeeUVuw+28vJyZsyY4fDjnc/aUvHKK6/YdSVWVFRc9HVzIWur+4VJ+++//37Jg16cpT6vE7VazWOPPUZmZqbtNfL444/X+xi//PILhw4dokuXLnz22Wd89NFH1X6++OILYmJi2LRpE8ePH6+2jxkzZth1g+Xm5vLvf/8bqH7NoaN4eHjUGOtHH33EiBEjgKpWnI8++qhR013V5ZlnnqGiooKHH364xt6PvLw8u9bCS31uRkVFccMNN/Drr7/yzjvvkJWVxX333Vdrd1xjnxMajYaJEydSVlbG448/Xq2Ls6Kiol4DH2tT2/2QmZnJpEmTLnm/jjBw4ECuuOIK1q5dy3/+8x8qKytrnG6ntnM4deoU06ZNc1g81uNc+GW8uLiYRx99tEFfkutS13vNoUOHauylspadn5fUR4vtGrY281ssFtsSc9u2baOiooI+ffrw6aefXvQaq7KyMq699lrat29Pr169iImJoby8nA0bNpCYmMiIESPo3Lmzrf6NN97Ib7/9xs0330x8fDx6vZ4ePXowfPjwRp9PfHw8H330ETt37mTgwIG2eewsFgsJCQl2XbB9+/YlPj6eLVu20KdPH2644QYyMjL4+uuvGTp0aI0thTfeeCNz587l0Ucf5c4778THxwc/Pz/+3//7f7XGdN9997F27Vq+/PJLunbtysiRI1GpVKxZs4akpCTuvvtu/vGPfzT63Gvi7e3Nxx9/zN///ncGDRrE3//+d6Kjo9mzZw8//PADYWFhdhdnN1ZD7n9HGThwIE888QTvvvsu3bp1Y/To0bZ5BP39/Zt0FZpBgwbx2GOP8cEHH9C1a1fuvPNOdDodX3/9NQaDgYiICNslCBfzwAMPMHfuXJ5++mk2btzIFVdcwfHjx1m/fj2jRo3iiy++aLLzcLT6vk7GjRvHyy+/zJkzZ+jevXuDWsCsg0Tq+hKlVqsZO3Yss2bN4oMPPmDu3Lm2beHh4RiNRrp168aIESOorKxk5cqVpKenM3HixAYNWDly5AizZ8+2K8vLy7P7IH7jjTcuaQaFpvDwww+zZ88e3n//fdq1a2cbXZybm0tSUhJbtmxh7Nix/Oc//wEa99x88MEH+fHHH21fjC42/2ljnhNQNY/lzp07+frrr+nQoQPDhg3Dx8eH06dP88MPPzB37twGzVF5vmuuuYaBAwfy1VdfMWDAAK699loyMjL49ttv6dixY5OvxnQxDzzwAM8//zz/+te/bPNpXmj48OG0b9+eN998k4MHD3L11VeTmprK+vXrue222xw2g0RYWBj33HMP//3vf7nqqqu46aabKCgoYMOGDbi7u3PVVVexb9++Rh/n+uuvR61WM2PGDP744w9b6/HMmTPZsGED//znP+nfvz8dOnQgJCSEtLQ01q5di1qt5p///GfDDtagyWaaAS6YhdvNzU0JDAxUevbsqYwbN0759ttva1zxQlGqz5VXUVGhzJkzR7n55puVqKgoRa/XK0FBQUrfvn2VhQsXKkaj0e72xcXFyuOPP660adNG0Wg01eYf4s9VNWpzsZVFDh8+rIwYMULx8/NTPDw8lAEDBijfffddjfvKy8tTxo0bZ1txo2vXrkpCQkKdc7DNmzdP6dSpk+Lm5lZtnri6VhZ57733lF69eikeHh6Kh4eH0rNnT2XBggV1rixS3/O/mF27dikjR45UgoKCFJ1Op0RFRSmPP/64cubMmWp1GzOPYEPu/4vNuF+T2uaMsq4sYn1cwsPDlYkTJ17yyiINObbZbFbefPNNpWPHjtWO7e3trfTo0aPG/dXk0KFDyvDhw5Xg4GDbyg0ffvhhrc/HpphHsCHnf6mvk/ONHDlSAZQFCxbUuL0m+fn5iqenp+Lm5lbrigpWqampilqtVoKDg23vReevLDJx4kQlIiJCcXNzUzp16nRJK4vUtWqS9ac+r9fGrixSk9rekxRFUb7++mvltttuU4KDgxWdTqeEhoYq11xzjfLcc88piYmJdnUb+ty0KikpUXx9fRVA6datW73O6VKeE+errKxU3n33XeWaa66xreTUvn175dFHH1WOHz9uq3cpc8nm5OQoEyZMUGJiYhS9Xq/ExcUpM2bMUEpKSpr8veZiUlJSFLVarQDKsGHDaq2Xmpqq3HfffUpERITi7u6udOnSRZkzZ45SWVlZ42fPxeKp7b4qKSlR/u///k9p166dbbWxiRMnKtnZ2TU+Ly/22VPbfbZs2TKlR48eiru7u+31piiKcvjwYWXy5Ml2K5vExMQod955Z7VVSupDpSgOvFpYCNHiHT9+nA4dOnDPPfdctgujmxuLxUL79u3JyMggPT29yQZNieZDnhPCVbWqawSFEPV37tw5u+k5oOr6T+sSik1xXWRLsXLlSpKSknjggQfkA18A8pwQrktaBIUQNZo+fTqff/45gwcPJjw8nHPnzvHTTz+RlpbGLbfcwv/+979Lng6ppZo9eza5ubl88MEHmEwmDh8+7LABS6J5kueEcHWSCAohavTTTz/xxhtvsG/fPnJzc9FqtXTo0IH77ruPp59+ukETlrYWKpUKnU5Hly5dmDt3Ln/729+cHZJwMnlOCFcniaAQQgghRCsl1wgKIYQQQrRSkggKIYQQQrRSLXZCaVeVnZ3N999/T2xsbK1riAohhBDCtZSVlZGcnMzQoUNdZhJ1R5BE8DL7/vvvuf/++50dhhBCCCEuwfLly5ts1SxnkETwMrOuU7h8+XK75emEEEII4boSExO5//77bZ/jLYUkgpeZtTu4c+fO9OzZ08nRCCGEEKIhWtplXTJYRAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCilZJEUAghhBCildI6OwAhhGszm82kpKTY/o+JiUGj0TgxIiGEEI4iiaAQok4pKSnM+2o7/iER5GWeZcooiIuLc3ZYQgghHEASQSHERfmHRBAYHuXsMIQQQjiYXCMohBBCCNFKSYugEMLm/OsB5VpAIYRo+VyuRTA7O5uHH36YHj16EBgYiLu7O23btuWee+5h7969dnU3bdqESqWq8ScoKKjG/efk5DBhwgQiIiLQ6/V07NiR119/HZPJVGP9AwcOMHz4cPz9/fHy8qJfv36sWbPG0acthEuwXg8476vtdgNEhBBCtEwu1yKYn5/PkSNHGDJkCDExMXh5eZGcnMwnn3xC3759Wb9+PUOHDrW7zWOPPcZ1111nV+bu7l5t30VFRcTHx3P06FEmTpzIlVdeyZYtW5g2bRqJiYksXrzYrv7+/fu59tpr0ev1TJkyhaCgIJYvX84dd9zB4sWLeeihhxx+/kI4m39IBBaLmdTUVABSU1NRFIuToxJCCNEUXC4RbN++Pb/88ku18gkTJhAdHc2cOXOqJYL9+/fn/vvvv+i+586dy+HDh5k3bx7PPPMMAOPGjcNgMLBgwQLGjh1LfHy8rf4TTzxBSUkJGzdupHfv3gA88sgj9O3bl8mTJzNq1Ch8fX0bc7pCuKSC7Aw+Tioiup2Z5MR9+Ee0JSjC2VEJIYRwNJfrGq5NaGgoHh4e5Ofn17i9tLSUsrKyOvexdOlSPD09mTBhgl35lClTbNutkpOT2bp1K4MGDbIlgQA6nY4nn3yS/Px81q1bd4lnI4TrMwSFERgehSEwxNmhCCGEaCIumwhWVlaSnZ3NuXPn2LVrF/fddx/FxcUMGzasWt2nnnoKLy8vPD09iYqKYsaMGZSWltrVycjIICUlhauuugoPDw+7bbGxsYSHh7Nr1y5b2c6dOwEYMGBAteNZy86vL4QQQgjR3Lhc17DV9u3buf76623/GwwGpk2bxgsvvGAr0+l03Hbbbdx6661ERUWRlZXF6tWrmT17Nj/++CObN2/G09MTgLS0NAAiIyNrPF5kZCQnTpyw/V9XfWuZtU5N0tPTSU9Pr1aemJhY622EcBUmC1RUqigxmrAoLvyNUQghRKO4bCLYo0cPNmzYgNFo5NixYyxbtoyioiKMRiNabVXYAwcOZP369Xa3e/jhh5k+fTpz5sxh/vz5TJ8+HcDWQqjX62s8nru7u10rYl31rQNRLmx1PF9CQgIvvfRSfU9XCJeRb7SwMc+PCkXNxswkPNQGBobUPKpeCCFE8+ayX/T9/f0ZMmQIt912G5MnT+ann37i66+/ZvTo0Re97fPPP49arbZLEq0tg0ajscbblJeX2+pcrH55ebldnZqMHz+ePXv2VPtZvnz5ReMXwlkyiiv5OaWCSkVFWy8TncN9KLNo+C1Hh8ksI4eFEKKlcdkWwQv5+/szYsQI3nvvPZKTk4mNja21rpeXFyEhIWRmZtrKLtadm5aWZtcNXFf9i3UzA4SHhxMeHl77CQnhYoqNJqZ9k0qpCa7yLiHKoCOuUxiV+ZmcKPPgpyOZ9PJXnB2mEEIIB3LZFsGaWEcF5+Xl1VmvsLCQjIwMwsLCbGWhoaFER0ezb9++aqOLU1JSSE9Pp0+fPrYy6987duyotn9r2fn1hWjuPt+ZSmp+BVeFaGnjXmEr7+BZRqi7mSPnijhdaCI1NZVTp05hNpudGK0QQghHcLlEMCMjo8by5ORk1qxZg8FgoHPnzkDVKiEXUhSFqVOnoigKI0eOtNs2ZswYSktLWbhwoV35vHnzbNut2rZty8CBA9m0aRN79uyxlZtMJubPn4/BYGD48OGXdI5CuJoKk4VF25II8NDQOcB+WTmVCq70M6FRqfgjo5yPNx6WlUeEEKKFcLmu4ddee40NGzZw6623Ehsbi0qlIjExkaVLl1JcXMySJUtsgzVuvvlmQkND6d27N5GRkWRlZbF27Vp27txJfHw8kyZNstv31KlTWblyJVOnTiU5OZkePXqwefNmli1bxpgxYxg0aJBd/fnz5xMfH8/QoUOZPHkyQUFBLFu2jL1797Jo0SIMBsNlu1+EaCpms5lFP+7nXGE5ozvoUKuqd/+6a6BDmDeJ6UUo/uH4B8tE6kII0RK4XCI4bNgwzpw5w8qVK8nMzMRkMhEeHs6wYcN46qmn7LpjR48ezddff83ChQvJy8tDr9fTuXNn3nrrLSZNmoROp7Pbt6+vL1u3bmXmzJmsWLGChIQEYmJieO2113j22WerxdKzZ0+2b9/Oc889x9y5c6moqKB79+6sWrWKUaNGNfl9IURTMZvNtha9lJQU3ttaiFatJe3YIYLbxNR4m6uj/ElML+JUsYaY4MsZrRBCiKbicongkCFDGDJkSL3qTps2jWnTpjVo/8HBwSQkJJCQkFCv+j169Kg2RY0QzV1KSgrzvtqOf0gEew8fp5goekb7EVgaVOttgn30BOoqOVumpaRSBo0IIURL4HLXCAohLg//kAgCw6Mo0FctIdcj0u+it2nrUY6CiuN5Mq+gEEK0BJIICtGKWSwKmRU6fHUWfD10F60foqvEXa2QXGBBUaRVUAghmjtJBIVoxdILyqlU1IS512+yaJUKwj3MFFcqHMsub+LohBBCNDVJBIVoxU5lFwMQWs9EECDCo6ruxpOFTRKTEEKIy0cSQSFaKUVROJlVgrvagkFX/25efzcFLx1sOlUo3cNCCNHMSSIoRCtVWKFQUFZJiFsFKlX9b6dSQbSvhsxiE3tT85ssPiGEEE1PEkEhWqm0oqou3lC3ygbfNta3avWR9QfOOjQmIYQQl5ckgkK0UmeLLWjVKgJ1DU8EA9xVhPvo+O6Pc9I9LIQQzZgkgkK0QmaLQk6ZhTCDO5oGdAtbqVQqrm3rQ3pBOX+ckUEjQgjRXEkiKEQrYjabOXXqFL8cTsakQLjB/ZL2Y7GYae9eCsAX2xMxm82ODFMIIcRlIomgEK2IdWm5pb8kAxDme2mJYEF2Btv2HUWvgbUHMmzrFgshhGheJBEUopXxD4mgXO8PQNgltggC+AWH0S7ElyKzlrOFFY4KTwghxGUkiaAQrVC+SYunRsHTTduo/cQFewGwPbnIEWEJIYS4zCQRFKKVMZoUSswa/N3qv5pIbaIDPNGo4JeUYgdEJoQQ4nKTRFCIVia7rCoBdEQiqNOoCfdWc/BcKbkl0j0shBDNjSSCQrQyfyWCjpn/L8pHjUWBn49kOmR/QgghLh9JBIVoZbLKFNQo+DZgfeG6tPHWoFbBD4fOOWR/QgghLh9JBIVoRSxK1UTSBq0J9SVMJF0Td62KrqEebD2eTXmlzCcohBDNiSSCQrQimcWVVFrAoHVcwmaxmOlqMFNWaWbLUekeFkKI5kQSQSFaOOtqIqdOnWLX0TQAvDWOSwQLsjM4mZQEwOrfTjpsv0IIIZpe4yYRE0K4POtqIv4hEWw7fBoIwUdrxpEv/7DgIAzZKnakFGO2KGgc1e8shBCiSUmLoBCtgH9IBIHhUVTqDQD4OLBF0CrKR01+uZk9KXkO37cQQoimIYmgEK1IsVmDXq2gUztmxPD5onw0AHz3h4weFkKI5kISQSFaCUVRKDZp8HHQtDEXCnBXEeaj49s/0rFYmuYYQgghHEsSQSFaicJyE2ZU+Ggbv6JITVQqFYPa+pBeUM6+tPwmOYYQQgjHkkRQiFYip9gI0GQtggDxcb4AfHswvcmOIYQQwnEkERSilcj5cy1gH23TJYKdgt1p4+fBNwfPoSjSPSyEEK5OEkEhWolcayLYhC2CKpWKW7qFcSa/jANpBU12HCGEEI4hiaAQrUROSQXuagu6Jn7V39I9HID/SfewEEK4PEkEhWgFLIpCbkmFQ1cUqXYMi5nU1FQMplxCvLWsP3BWRg8LIYSLk5VFhGgFSioVzBYFHzcz0DSrfhRkZ/BxUhHR7cx4m4s4VezB3tQ8escGNMnxhBBCNJ60CArRChQYq1rmvLVN1yIIYAgKIzA8ik5hVSuYrNt/tkmPJ4QQonEkERSiFSiuqEoEPdVNmwha+buriDS48c3BdEzmppm3UAghRONJIihEK1BUWZUIemkuT1KmUqm4oZ0v2cUV7DiVc1mOKYQQouEkERSiFSiuUFCrwF19+VrnbmhfNbn0un3SPSyEEK7K5RLB7OxsHn74YXr06EFgYCDu7u60bduWe+65h71791arbzKZmDNnDh07dkSv1xMREcGECRPIyam5FSInJ4cJEyYQERGBXq+nY8eOvP7665hMphrrHzhwgOHDh+Pv74+Xlxf9+vVjzZo1jjxlIZpccYWCr4cOVdOME6lRtJ+erhG+fHfoHEbT5emSFkII0TAuN2o4Pz+fI0eOMGTIEGJiYvDy8iI5OZlPPvmEvn37sn79eoYOHWqrP3bsWJYvX86wYcN49tlnSUpK4u2332bbtm38+uuveHl52eoWFRURHx/P0aNHmThxIldeeSVbtmxh2rRpJCYmsnjxYrtY9u/fz7XXXoter2fKlCkEBQWxfPly7rjjDhYvXsxDDz10ue4WIS6ZRVEoqlSI8tFd9mMP7xHB7G+PsPloFjd1DbvsxxdCCFE3l0sE27dvzy+//FKtfMKECURHRzNnzhxbIvjzzz+zfPlyRowYwdq1a211e/XqxejRo5k3bx4vvPCCrXzu3LkcPnyYefPm8cwzzwAwbtw4DAYDCxYsYOzYscTHx9vqP/HEE5SUlLBx40Z69+4NwCOPPELfvn2ZPHkyo0aNwtfXt0nuByEcJafEhEUBg4cOyi/PMa1zCvYIqJpceu2+M5IICiGEC3K5ruHahIaG4uHhQX5+vq1s6dKlALakzurOO+8kNjbWtv38+p6enkyYMMGufMqUKXb7A0hOTmbr1q0MGjTIlgQC6HQ6nnzySfLz81m3bp1Dzk2IpnS2qBL4MxG8TAqyM/h442H+ty8Nf20lGw6f49DRE5jN0kUshBCuxGUTwcrKSrKzszl37hy7du3ivvvuo7i4mGHDhtnq7Ny5E7VaTb9+/ardvn///pw8eZLc3FwAMjIySElJ4aqrrsLDw8OubmxsLOHh4ezatctu3wADBgyotm9r2fn1hXBVZwur1hj2u4yJIPw1p2CEvoIKMzy3cg8pKSmXNQYhhBB1c7muYavt27dz/fXX2/43GAxMmzbNrqs3LS2NoKAg9Hp9tdtHRkba6gQEBJCWlmZXXlP9EydO2O27tvrn77s26enppKdXX2s1MTGx1tsI0RTS/0wEfT105Dvh+OH6Cg6VeJKlyGUUQgjhalw2EezRowcbNmzAaDRy7Ngxli1bRlFREUajEa22KuzS0lL8/f1rvL27u7utzvm/a0oarfWtdS5W/8J91yQhIYGXXnqpznMU4nI4W/hX13C+E46vVysE6RXSiy0knvyrRTAmJgaNRuOEiIQQQli5bCLo7+/PkCFDALjtttt46KGH6NGjB6dOneLbb78FwNPTE6PRWOPty8vLbXXO/11XfWudi9W/cN81GT9+PCNGjKhWnpiYyP3331/r7YRwtLOFFXhoQadx3pUgbTzMZBvVvL35NH3TLeRlnmXKKIiLi3NaTEIIIVw4EbyQv78/I0aM4L333iM5OZnY2FgiIyM5duwYRqOxWsvdhV27F+vOTUtLs+sGrqv+xbqZAcLDwwkPD6/v6QnhUGaz2XY93pn8crx1l3ECwRqEe1g4mK+Qp/EnMDzKqbEIIYT4i8sOFqlJWVkZAHl5eQD06dMHi8ViG9hxvh07dtCuXTsCAgKAqlHH0dHR7Nu3z7Yfq5SUFNLT0+nTp4+tzPr3jh07atz3+XWEcDUpKSnM+2o7/9l8iqJK0FPzhOmXi04NwW6VZBtVlBidG4sQQoi/uFwimJGRUWN5cnIya9aswWAw0LlzZwDGjBkDwLx58+zqfvXVVyQnJ9u2W40ZM4bS0lIWLlxoV269/fn127Zty8CBA9m0aRN79uyxlZtMJubPn4/BYGD48OGXeJZCND3/kAg0hhAAvLSKk6OBCH0FoOJ4ZrGzQxFCCPEnl+safu2119iwYQO33norsbGxqFQqEhMTWbp0KcXFxSxZssQ2WGPIkCHce++9fP755wwfPpzbb7+dpKQk3nrrLbp06WKbH9Bq6tSprFy5kqlTp5KcnEyPHj3YvHkzy5YtY8yYMQwaNMiu/vz584mPj2fo0KFMnjyZoKAgli1bxt69e1m0aBEGg+Gy3S9CXIqCsqqBIp4ukAiGulWgUSkcyygiqo2zoxFCCAEumAgOGzaMM2fOsHLlSjIzMzGZTISHhzNs2DCeeuqpat2xS5YsoXv37ixevJhJkyYREBDAmDFjeOWVV/D29rar6+vry9atW5k5cyYrVqwgISGBmJgYXnvtNZ599tlqsfTs2ZPt27fz3HPPMXfuXCoqKujevTurVq1i1KhRTXo/COEItkRQ4/xEUKOCMHcLZwrKKQ52c3Y4QgghcMFEcMiQIbbRwvWh0+mYMWMGM2bMqFf94OBgEhISSEhIqFf9Hj16sH79+nrHI4QrKSqruh7PFVoEASI8LJwp05BSaHF2KEIIIXDBawSFEI5TZDShQkHvIq/0YHcLOo2KtCJZak4IIVyBi3w8CCGaQlF5Je5qCyrnzh5jo1FBTKAXWWUKuaUyelgIIZxNEkEhWrDichMeatfqhm0X7AXAjtQiJ0cihBBCEkEhWiiTRaHcZMFD41qJYGygFypge7JMIyOEEM4miaAQLVRJZdUAEXcXaxF012kI9VKz50wJxTK5tBBCOJUkgkK0UKV/JoKu1jUMEOWjptKssOVYlrNDEUKIVk0SQSFaKFuLoIt1DQNE+mgA+OHQOSdHIoQQrZskgkK0UCUu3CLopVPRMdidn45kUml2vfiEEKK1kERQiBbKOjuLKyaCAANjfCgqN7HzVK6zQxFCiFZLEkEhWqiSSgWdRoVW5RqrilxoYGzVEpA/HJbuYSGEcBZJBIVooUorFXz0OpeZTPpCsf56YgI9+eHQOU6ePMmpU6cwm2XFESGEuJwkERSiBVIUhZJKBW93l1tO3EalUnFTl1DOFRp54cudzPtqOykpKc4OSwghWhVJBIVogQqNZswK+LhwIghwU9cwAAp0AfiHRDg5GiGEaH0kERSiBcoqrhop4qN37USwZ7Q/fu4aThe55oAWIYRo6Vz7U0IIcUkySyoBqrqGXXBJX4vFTGpqKgBXBqnYkqZQaJRkUAghLjdJBIVogTKLqxJBH3cdFU6OpSYF2Rl8nFREdDsz2WlJQBRp0ioohBCXnXQNC9ECZVq7hl34GkFDUBiB4VFEB3qhUSmcLpIRw0IIcblJIihEC5Rl7Rp28WsEATQqCNFbyCpTyCszOTscIYRoVSQRFKIFyiyuRK8BnaZ5vMTDPKq6hXekFDs5EiGEaF2ax6eEEKJBsktMeGpddCbpGoS4W1AB25JdcGSLEEK0YJIICtHCKIpCTqkJD13zSQTd1BDqpWbPmRJKjNI9LIQQl4skgkK0IGazmf2JJ6gwK3i4/uWBdqJ81FSaFbYcy3J2KEII0WpIIihEC5KSksKb634DQGN2xYljahfpowHgh8MZTo5ECCFaD0kEhWhhtL5BAOg1ipMjaRgvnYorgtz5KTGDSrPMKSiEEJeDJIJCtDBlpqoE0L0ZvrqvjfWmsNzErqRcZ4cihBCtQjP8qBBC1KW0agpB3JtZiyDAwFgfAH44dM7JkQghROsgiaAQLYytRbAZJoJt/fVEB3jyw+EMFKX5xS+EEM2NJIJCtDBlJgUVCvpm9uq2WMycPn2avm3cSS8oZ//pPGeHJIQQLV4z+6gQQlxMaaWCXq2gaj7TCAJQkJ3BxxsPU1BYtbrIl78cc3JEQgjR8kkiKEQLU2ZS0Kub56hbQ1AYHdtF46GFjScLpXtYCCGamCSCQrQgZotCmQncm2kiCKBWqYjx1ZBeVMnBMwXODkcIIVo0SQSFaEEKys0oNO9EECDGt2py6a/3n3VyJEII0bJJIihEC5L959wxzbVr2CrIQ0Wot471B9KxWKR7WAghmookgkK0IDklJqD5twiqVCqub+dLekE5e1Nl9LAQQjQVSQSFaEGybYlg829Fu76dLwDrpHtYCCGajMslgsePH2fWrFkMHDiQsLAwvLy86NKlC08++STp6el2dTdt2oRKparxJygoqMb95+TkMGHCBCIiItDr9XTs2JHXX38dk8lUY/0DBw4wfPhw/P398fLyol+/fqxZs8bRpy2EQ+SUtowWQYvFjFtJBtF+bqz9PY0yY6WzQxJCiBZJ6+wALrRo0SIWLFjA8OHDueuuu/Dw8ODXX3/l/fffZ/ny5fzyyy906tTJ7jaPPfYY1113nV2Zu7t7tX0XFRURHx/P0aNHmThxIldeeSVbtmxh2rRpJCYmsnjxYrv6+/fv59prr0Wv1zNlyhSCgoJYvnw5d9xxB4sXL+ahhx5y+PkL0RjZfyaCzf0awYLsDBYnFRFgaEdqvpmV2w8z5oYezg5LCCFaHJdLBEePHs306dPx8/OzlT322GP069eP8ePH88ILL/Dll1/a3aZ///7cf//9F9333LlzOXz4MPPmzeOZZ54BYNy4cRgMBhYsWMDYsWOJj4+31X/iiScoKSlh48aN9O7dG4BHHnmEvn37MnnyZEaNGoWvr68DzloIx8gpqUStAp2q+XcNG4LCaB8byb7MZL47ls+YG5wdkRBCtDwu1zXcu3dvuyTQ6p577gGqumprUlpaSllZWZ37Xrp0KZ6enkyYMMGufMqUKbbtVsnJyWzdupVBgwbZkkAAnU7Hk08+SX5+PuvWravXOQlxuWSXmvDUqprdqiK18XHXEe6l5teUYnKKjc4ORwghWhyXSwRrc+bMGQBCQ0OrbXvqqafw8vLC09OTqKgoZsyYQWlpqV2djIwMUlJSuOqqq/Dw8LDbFhsbS3h4OLt27bKV7dy5E4ABAwZUO5617Pz6QriCnBITHi7Xzt84cX4azIoMGhFCiKbQbD4ynn/+eQDGjh1rK9PpdNx2223ceuutREVFkZWVxerVq5k9ezY//vgjmzdvxtPTE4C0tDQAIiMja9x/ZGQkJ06csP1fV31rmbVOTdLT06sNbgFITEys8zyFuFQVJgv55WaifZvN97t6ifJR46VTs3JPGoPC/+ryjomJQaPRODEyIYRo/ppFIvjqq6+yatUqRo4cyYMPPmgrHzhwIOvXr7er+/DDDzN9+nTmzJnD/PnzmT59OoCthVCv19d4DHd3d7tWxLrqWweiXNjqeL6EhAReeuml+pyeEA6R/WfXqae2hfQL/0mrVjG4nS//O5LPC1+eJjYilLzMs0wZBXFxcc4OTwghmjWXbzp45513eO655xg8eDCffvopqnpc/PT888+jVqvtkkRry6DRWPN1RuXl5bY6F6tfXl5uV6cm48ePZ8+ePdV+li9fftH4hbgUWUVVz1X3FpYIAtzayQ+ATFUAgeFR+IdEODcgIYRoIVy6RfDNN99kypQp3Hjjjaxbt67OxOt8Xl5ehISEkJmZaSu7WHduWlqaXTdwXfUv1s0MEB4eTnh4eL3iFcIRrImghxaocG4sjtYp2J24AD1J+UZM5uY9NY4QQrgSl20RnDNnDlOmTOHmm29m/fr19U4CAQoLC8nIyCAsLMxWFhoaSnR0NPv27as2ujglJYX09HT69OljK7P+vWPHjmr7t5adX18IZ8sqtiaCLa9FUKVScWsnPyotcCKz2NnhCCFEi+GSieCrr77K9OnTGTZsGGvWrKlxcmioWiXkQoqiMHXqVBRFYeTIkXbbxowZQ2lpKQsXLrQrnzdvnm27Vdu2bRk4cCCbNm1iz549tnKTycT8+fMxGAwMHz78Uk9RCIdryV3DAEPaG1Cr4I+zhc4ORQghWgyX6xp+7733eO655wgNDWXUqFGsWLHCbru3t7ctwbv55psJDQ2ld+/eREZGkpWVxdq1a9m5cyfx8fFMmjTJ7rZTp05l5cqVTJ06leTkZHr06MHmzZtZtmwZY8aMYdCgQXb158+fT3x8PEOHDmXy5MkEBQWxbNky9u7dy6JFizAYDE16XwjREH91Dasod3IsjmSxmElNTQUg2kdNcn4ZhYFuTo5KCCFaBpdLBH/77Tegat6/hx9+uNr2mJgYWyI4evRovv76axYuXEheXh56vZ7OnTvz1ltvMWnSJHQ6nd1tfX192bp1KzNnzmTFihUkJCQQExPDa6+9xrPPPlvtWD179mT79u0899xzzJ07l4qKCrp3786qVasYNWqU409eiEbIKjKiVoFeQ4tKBAuyM/g4qQhLRRnhgXEk48aJfLOzwxJCiBbB5RLBTz75hE8++aRedadNm8a0adMatP/g4GASEhJISEioV/0ePXpUm6JGCFeUWVSOn7sGdUtZVuQ8hqAwLMYSVG4KBg8dp/IrMVma/zJ6QgjhbC55jaAQouGyio0EeLrcdzuHUqmga4Qv5WbYkVLk7HCEEKLZk0RQiBZAURSyilp+IgjQJdwXFfDNkXxnhyKEEM2eJIJCtADFRhPllRb8W9pCwzXw0mtp461i1+kSfj1wFLNZrhcUQohLJYmgEC2AdcRwa2gRBAhTF6IAL6w5QEpKirPDEUKIZksSQSFaAFsi2ApaBAGCdZW4qxXOVHpilkEjQghxySQRFKKZM5vNHDp5GgBLaT6K0vKXYFOrIMrLTEkl7D1b4uxwhBCi2ZJEUIhmLiUlhZW/HgNg2/5jFBa2jtG00Z5V1wb+LzHfuYEIIUQzJomgEC2Ayt0XgAC/1rPajacWwrzU/JJSRPaf6ywLIYRoGEkEhWgByv8cOKtXt/xu4fO199NgssDqvWecHYoQQjRLkggK0QKUVSpo1Sq0LW9RkTpF+ajx1Wv4YvdpFEUGjQghRENJIihEC1BmVvB009ACV5erk0at4vp2vpzILObQ2UJnhyOEEM2OJIJCtABlJgUvfeuYOuZCf7ui6rrINb9L97AQQjRU6/zkEKIFMVsUjCbwdNNAK+wd7RziTkygJ2v3neXuTno06qpm0ZiYGDQajZOjE0II1yYtgkI0cwXlZhTA0611fq9TqVSMvKoNWcVGnvtyFx9vS2LeV9tlxREhhKgHSQSFaObyykwAeLm13tavkVe3ASBb5UdgeBT+IRFOjkgIIZoHSQSFaOZyS6sSQc9WeI2gxWImNTUVpTCDOIOa1EILlebWNYWOEEI0RqMSwa+++gqz2eyoWIQQlyC3FbcIFmRn8PHGw3y8LQmlIB2TAik5pc4OSwghmo1GJYKjR48mJiaGF154gdTUVEfFJIRogNbcIghgCAojMDyKtv5uABzPbB1L7AkhhCM0KhGcNGkSpaWl/Pvf/6Zdu3YMHz6c9evXy8SuQlxGOaWtt0XwfB4aBX83C0nZJZgs8h4khBD10ahE8N133+Xs2bN8/PHH9O7dm//973/cfvvtxMTE8PLLL3P27FlHxSmEqEVeadXlGR6tPBEECHe3UGlWSC+W6wSFEKI+Gj1YxN3dnYceeogdO3Zw4MABJk6cSHFxMbNmzSI2NpY77riD7777zhGxCiFqkFtmwk0DWrWM/Qr3qEqKUwrl2mUhhKgPh35ydOvWzdZKuHjxYkJDQ1m3bh233XYbbdu25Y033qCkpMSRhxSi1cstNeHR2hYZroWnFkJ99ZwptlBhklZBIYS4GIc3IZSUlLB06VLeffddzpw5g6Io9OjRg5ycHKZOnUqnTp3Yt2+fow8rRKuVW2bCQyOJoNUVIT5UWmD3GfnSKYQQF+OwRPD333/n8ccfJyIigscff5wjR44wbtw49u7dy969ezl79iyzZ88mOzubJ5980lGHFaJVK680U1Jhwb11DhiuUbtgLwB+SSl2ciRCCOH6GvXxUVpayueff05CQgJ79uxBURQ6d+7M448/zoMPPoivr6+trre3N1OnTuX06dMsWrSo0YELISCryAggXcPn8fN0w+Cm4teUIiwWBbVa7hshhKhNoxLBiIgIioqK0Gg03HnnnUycOJHBgwfXeZs2bdpQXl7emMMKIf6UVVyVCLpLImgnwltFYq6Zb3cd5uZrOqHRyIhqIYSoSaO6hn18fJg1axapqal8+eWXF00CASZOnEhSUlJjDiuE+JO0CNbMz5wPwFvfJ5KSkuLcYIQQwoU1qkUwJSUFdQOnrPD19bXrMhZCXBqz2czhpDMAuGtlAuXz+WtN6NQKORZPZ4cihBAurVEtgkOGDGHp0qV11lm+fDk33HBDYw4jhKhBSkoK3+ypal03l8v6uudTqSBUbyHPqHCuqNLZ4QghhMtqVCK4adMmkpOT66yTkpLC5s2bG3MYIUQtFL03AHq1tAheKNSjah7BX1Nl7WEhhKhNky9FUFZWhlYrc1sI0RTKTQoqFNxkUZFqQvQW1CrYIdPICCFErRr98aFS1XyRuqIoVV1X33xDVFRUYw8jhKhBmUlBr1ao5WXYqmnVEOqpZt/ZUoqNJmeHI4QQLqnBiaBarUaj0dimY5g1a5bt//N/tFotcXFx7Nu3j3vuucfhgQshoNysoFfLUmq1ifRRU2lR2Hosy9mhCCGES2pwn218fLytFXDLli1ER0cTGxtbrZ5GoyEwMJAbb7yRcePGNTpQIYQ9RVEoM0GQVhLB2rTx1vAbJjYkZnBL93BnhyOEEC6nwYngpk2bbH+r1WrGjh3LCy+84MiYhBD1UFxhwaLwZ4ug9A3XxNtNRbtAPZuOZmG2KGhklREhhLDTqGsEk5KSeOqppxwVCwDHjx9n1qxZDBw4kLCwMLy8vOjSpQtPPvkk6enp1eqbTCbmzJlDx44d0ev1REREMGHCBHJycmrcf05ODhMmTCAiIgK9Xk/Hjh15/fXXMZlqvobowIEDDB8+HH9/f7y8vOjXrx9r1qxx5CkLcUlyS6ueszJiuG79o73JLang99Q8Z4cihBAup1GJYExMDAaDwVGxALBo0SLeeOMNoqOjmTFjBm+99Rb9+vXj/fffp2vXrhw5csSu/tixY5k+fTodOnRgwYIFPPTQQyxZsoTBgwdTUlJiV7eoqIj4+Hg+/PBDRo8ezXvvvUffvn2ZNm0ajz76aLVY9u/fz8CBA9mxYwdTpkxh3rx5aLVa7rjjDj755BOHnrcQDZVbZk0EpWu4NhaLmTj3qveBlTuOYTabnRyREEK4lgZ1Db/88suoVComTZpEQEAAL7/8cr1up1KpeP755+tVd/To0UyfPh0/Pz9b2WOPPUa/fv0YP348L7zwAl9++SUAP//8M8uXL2fEiBGsXbvWVr9Xr16MHj2aefPm2XVbz507l8OHDzNv3jyeeeYZAMaNG4fBYGDBggWMHTuW+Ph4W/0nnniCkpISNm7cSO/evQF45JFH6Nu3L5MnT2bUqFGySopwmr9aBCURrE1BdgYbTxXhro1h/R+ZPNY3hbi4OGeHJYQQLqNBieCsWbNQqVTcfffdBAQEMGvWrHrdriGJoDXhutA999zD+PHjOXDggK3MuqqJNamzuvPOO4mNjWXp0qV2ieDSpUvx9PRkwoQJdvWnTJnCggULWLp0qS0RTE5OZuvWrQwePNguJp1Ox5NPPsnYsWNZt24d999/f73OSwhHk67h+vELDqO94ssfZws5U1CBpIFCCPGXBiWCGzduBCA6Otru/8vhzJmqNVVDQ0NtZTt37kStVtOvX79q9fv378/nn39Obm4uAQEBZGRkkJKSwoABA/Dw8LCrGxsbS3h4OLt27bLbN8CAAQOq7dtatmvXLkkEhdNIi2D9tQ3y4o+zhfySUsR1Vzs7GiGEcB0NSgQHDRpU5/9NydqiOHbsWFtZWloaQUFB6PX6avUjIyNtdQICAkhLS7Mrr6n+iRMn7PZdW/3z912b9PT0Gge3JCYm1nobIRoit6zqejdJBC8uKsATjQp2pMoqI0IIcb5msfbbq6++yqpVqxg5ciQPPvigrby0tBR/f/8ab+Pu7m6rc/7vmpJGa31rnYvVv3DfNUlISOCll16qdbsQjZVbakKrBq3MiHJROo2aMC81B9JLKSitxOCpc3ZIQgjhEho1ajg5OZlvvvnGbnSuyWTixRdfpEePHgwYMIDVq1c3KsB33nmH5557jsGDB/Ppp5/aLWnn6emJ0Wis8Xbl5eW2Ouf/rqu+tc7F6l+475qMHz+ePXv2VPtZvnx5rbcRoiFyS014SBZYb5E+aiwKbDqW6exQhBDCZTSqRfCll15i3bp1ZGRk2Mr+/e9/869//cv2/1133cXWrVtrvI7vYt58802mTJnCjTfeyLp166olXpGRkRw7dgyj0Vit5e7Crt2LdeempaXZdQPXVf9i3cwA4eHhhIfLSgai6eSUmvBoFm36rqGNtwYw8VNiJrdf1cbZ4QghhEtoVIvgjh07uPHGG9Fqqz6NLBYL77//Pp06dSI1NZVdu3bh5eXFW2+91eB9z5kzhylTpnDzzTezfv36Glvf+vTpg8VisQ3suDC2du3aERAQAFQNMomOjmbfvn2UlZXZ1U1JSSE9PZ0+ffrY7du6n5r2fX4dIS63CpOFQqNZWgQbwFOnomOwOxuPZlJplusqhRACGpkIZmRkEBMTY/t/3759ZGdnM2nSJCIjI+nduze33347v/32W4P2++qrrzJ9+nSGDRvGmjVrbNfkXWjMmDEAzJs3z678q6++Ijk52bb9/PqlpaUsXLjQrtx6+/Prt23bloEDB7Jp0yb27NljKzeZTMyfPx+DwcDw4cMbdF5COEpOSdUlC+6SCDbIwBgfispNbD+R7exQhBDCJTSqY6mystLumr3t27ejUqm44YYbbGWRkZE1jp6tzXvvvcdzzz1HaGgoo0aNYsWKFXbbvb29GTlyJABDhgzh3nvv5fPPP2f48OHcfvvtJCUl8dZbb9GlSxemTJlid9upU6eycuVKpk6dSnJyMj169GDz5s0sW7aMMWPGVBsFPX/+fOLj4xk6dCiTJ08mKCiIZcuWsXfvXhYtWuTwVVWEqK/MwqpE0EOrAmncqrfr2/vy8e4s1u07y+COIc4ORwghnK5RiWBkZKTdBM/ffPMNQUFBdO7c2VaWmZnZoNU3rK2HGRkZPPzww9W2x8TE2BJBgCVLltC9e3cWL15sW/FkzJgxvPLKK3h7e9vd1tfXl61btzJz5kxWrFhBQkICMTExvPbaazz77LPVjtWzZ0+2b9/Oc889x9y5c6moqKB79+6sWrWKUaNG1fuchHC0rCJrIghUODeW5qSNrxtXR/vx/aFzlFWY8XDTODskIYRwqkYlgsOGDeOtt97i2Wefxd3dnQ0bNtjN8wdw7Ngxu+7ji/nkk08atI6vTqdjxowZzJgxo171g4ODSUhIICEhoV71e/Towfr16+sdjxCXQ2bReS2Ckgg2yO09IpiVepgfEzMY3iPC2eEIIYRTNeoawalTp9K2bVvefPNNXn31VcLDw+3mzsvMzGTHjh126/cKIRov6/xEUNSLxWImNTWVboZK1CpY+/sZZ4ckhBBO16gWwZCQEA4ePMhPP/0EVK004uPjY9uenZ3N3LlzGTp0aOOiFELYySyqmsvSXaui3MmxNBcF2Rl8nFREdDszAdpKNh3LJL+0Aj9PN2eHJoQQTtPoWcg8PDwYNmxYjdu6dOlCly5dGnsIIcQFsoqMqFWg1yCJYAMYgsIIDI/iivxkdpyt5OsD6YzpV/9LV4QQoqVpVNewEMI5MouM+HtoUauka/hSRPuq8dKpWb4jBUVRnB2OEEI4TaNbBHNzc/n444/ZtWsXeXl5mM3manVUKpWt+1gI0XhZRUYCPGVZkUulU6sY2tHAV3/ksSspl75xgc4OSQghnKJRnyRHjhxh8ODBZGVl1fmtWiWtFkI4jKIoZBUbuTrcA6j+xUvUz4gu/nz1Rx5Lf02RRFAI0Wo1qmv42WefJTMzk2nTpnHq1CkqKyuxWCzVfmpqJRRCXJrCMhMVJguB0iLYKNF+eq5tH8T3f5wjs7Acs9nMqVOnbD/yviWEaA0a9UmydetWbrvtNl599VVHxSOEuIis4qrhIf6eWjAanRxN8zamfwzbTmTz2a5URsRpmffVdvxDIsjLPMuUURAXF+fsEIUQokk1qkVQURQZFSzEZWZdXi7AQ1oEG+vGTiG08fNg+a8pVJgs+IdEEBgehX+ITDQthGgdGpUI9urVi6NHjzoqFiFEPWQVVyWC0jV86ayTS6emJDN2QAzZxRX8cLzA2WEJIcRl16hE8IUXXuCbb75h06ZNDgpHCHExthZBSQQvWUF2Bh9vPMzclVuJrEjF203NZ3szsFjkukAhROvSqE+S06dPc/vtt3PTTTdx77330qtXL/z8/Gqs+8ADDzTmUEKIP1lbBCURbBxDUBgWYwmfbU0kxieOQzkWjmeWEtzG2ZEJIcTl06hPkoceegiVSoWiKCxbtoxly5ZVmypGURRUKpUkgkI4iHWdYUkEHcMQFEaHttEkbjvFyWINA5wdkBBCXEaN+iRZvHixo+IQQtRTZlE5Pnot7lpZGMhRvPRaIvQVpBn1pBeUIasPCyFai0Ylgg8++KCj4hBC1FNWkZFgH72zw2hx4jzKSDPq2ZuST79gZ0cjhBCXhzQpCNHMZBYZCZJE0OF8tBZC9GZOZBVTVGFxdjhCCHFZOOQio6ysLFatWkViYiIlJSV89NFHtvKkpCS6d++Oh4eHIw4lRKtmNJnJL60kRBLBJtHOx0ymUUNijoweFkK0Do1OBBctWsSTTz5JeXm5bWCINRHMyMigf//+fPDBBzzyyCONDlaI1i67uAJAuoabSKCbQoiPnpP5RgrKTc4ORwghmlyjuoY3bNjAY489RocOHVi9ejUTJkyw296tWze6du3KmjVrGnMYIcSfrCOGQ3zcnRxJy6RSwdXRfpgV+OGYTDAthGj5GpUIzpkzh/DwcDZv3syIESMICQmpVufKK6/k8OHDjTmMEOJP5/JLq/4oLyA1NRVFkWvZHK19sDduGvjfkXwURXF2OEII0aQalQju3r2bYcOG4evrW2udyMhIzp0715jDCCH+dDQlHYDfTmXz0fd7KCwscnJELY9Wo6atr5rU/ArW7TiE2SzXCwohWq5GJYIVFRV4eXnVWSc/Px+NRtOYwwgh/pRbVnXdWlhYOIbA6i3wwjFClVwAXv/+GCkpKU6ORgghmk6jEsHY2Fj27NlTZ52dO3fSsWPHxhxGCPGn3NKqRNBLL1+umpKP1oK/m4VzFXqKjNIiKIRouRqVCN5+++1s3bqVFStW1Lh98eLFHDhwgDvvvLMxhxFC/Cm31IQK8NBJItjUYjzNmBX46YQMGhFCtFyNSgSnTp1KdHQ09957L3fffTc7duwAYMGCBdx999089thjXHHFFTzxxBMOCVaI1i6n1IS7lmpregvHC/ewoFXBj8cLnR2KEEI0mUbNI+jv78/mzZt54IEH7FoFn3zySQCuu+46Pvvss4teRyiEqJ/cMhMeWkkCLwetGqJ81RzOLCMpu4S2QfI+JoRoeRo9oXR0dDSbNm3iwIED7Nixg5ycHAwGA/369aNXr16OiFEIASiKQl6pmRBPSQQvl7YGDUkFFtb8fobJf+vg7HCEEMLhHLLEHFTNF3jllVc6andCiAsUlFVSaVHw0MoS4ZdLiIeCr5uKFb8lMyJOQ2xsrMyCIIRoURzyiZKSksLu3bvZs2cPqampjtilEOIC1lVF3B329U1cTFFOJj7mAs4WVvL8lztlKhkhRItzyYlgdnY2zzzzDOHh4cTFxdG3b1/69OlD27ZtiYiI4J///Ce5ubmOjFWIVi3zz0RQrhG8vOICqpbzy1YHODkSIYRwvEtKBI8fP07v3r155513yMjIQKPREBISQnBwMBqNhnPnzvHmm2/Su3dvTp065eiYhWiVsiQRdAqDTiHA042UQjMmiyw5J4RoWRqcCFosFv7xj3+QmprKoEGD+PHHHykuLiY9PZ1z585RVFTEDz/8QHx8PMnJydx///1NEbcQrU5mUTkgieDlplJBx3AfjGbYdbrY2eEIIYRDNTgR/OGHH9i9ezd33XUXP/30EzfccANubm627Xq9niFDhvDzzz8zevRodu7cyYYNGxwatBCt0V8tgk4OpBXqFOoDwI/HZXJpIUTL0uBEcNWqVej1et599906J7VVqVQsWLAAnU7HypUrGxWkEOKvawTdpUXwsvP10BHiqeKXlGIKyyudHY4QQjhMgxPBvXv3MnDgQIKDgy9aNyQkhGuvvZa9e/deUnBCiL9kFRnxclOjVUsi6AxtDRoqzArf/XHO2aEIIYTDNDgRPH36NF27dq13/a5duzZ4yoXZs2dz9913c8UVV6BWq9Fqa+8L27RpEyqVqsafoKCgGm+Tk5PDhAkTiIiIQK/X07FjR15//XVMJlON9Q8cOMDw4cPx9/fHy8uLfv36sWbNmgadkxCNlVlkJED6hZ0m2leDTq1ize9nnB2KEEI4TIM/VQoLC/Hz86t3fT8/P4qKihp0jBkzZuDn58fVV19NcXExWVlZF73NY489xnXXXWdX5u7uXq1eUVER8fHxHD16lIkTJ3LllVeyZcsWpk2bRmJiIosXL7arv3//fq699lr0ej1TpkwhKCiI5cuXc8cdd7B48WIeeuihBp2bEJcqq8hIWz8dYHF2KK2SXqOif4w3W0/lcDq3lKgAT2eHJIQQjdbgRLCioqJBM+ur1WoqKioadIwTJ07Qrl07AAYPHlyvRLB///71GqE8d+5cDh8+zLx583jmmWcAGDduHAaDgQULFjB27Fji4+Nt9Z944glKSkrYuHEjvXv3BuCRRx6hb9++TJ48mVGjRuHr69ug8xOiIcxmM8dPJVFQVoneYEFRZGULZ7mlox9bkopYsfs0z9zU0dnhCCFEo13SPIJ1DRJxBGsS2FClpaWUlZXVWWfp0qV4enoyYcIEu/IpU6bYtlslJyezdetWBg0aZEsCAXQ6HU8++ST5+fmsW7fukmIVor5SUlKY89VOAE6fy6KwsGEt7MJxekd6EWFw58vdaZhlTkEhRAtwSYngrFmz0Gg09fp5+eWXHR1zjZ566im8vLzw9PQkKiqKGTNmUFpaalcnIyODlJQUrrrqKjw8POy2xcbGEh4ezq5du2xlO3dWffgOGDCg2vGsZefXF6KpuBlCAPD1rH65g7h8NGoVf+8dxbnCcjYfy3R2OEII0WiXdOW5ojTsm3BTtiDqdDpuu+02br31VqKiosjKymL16tXMnj2bH3/8kc2bN+PpWXUtT1paGgCRkZE17isyMpITJ07Y/q+rvrXMWudC6enppKenVytPTExswNkJUaXUVPWac9dYAOkadqa/945k/s/H+e+u09zQKdTZ4QghRKM0OBG0WFzrQvWBAweyfv16u7KHH36Y6dOnM2fOHObPn8/06dMBbC2Eer2+xn25u7vbtSLWVd86EOXCVkerhIQEXnrppQaejRA1K638MxFUu9brrzWxWMykpqYSDVzXPoifjmSSWVhOiK+00gohmq9L6hpuDp5//nnUarVdkmhtGTQajTXepry83FbnYvXLy8vt6lxo/Pjx7Nmzp9rP8uXLL+2ERKtmaxGURNBpCrIz+HjjYeZ9tZ0bY/WYLQrLf23Y1FhCCOFqWuykZF5eXoSEhJCZ+dd1PBfrzk1LS7PrBq6r/sW6mcPDwwkPD7+04IW4QJm0CLoEQ1AYBoOBATE+RAV4sOzXFCZe3x53nXTXCyGapxbbIlhYWEhGRgZhYWG2stDQUKKjo9m3b1+10cUpKSmkp6fTp08fW5n17x07dlTbv7Xs/PpCNJVSk4Jeq0Yji4o4ncVi5kzaaW7v5EteaSUrd592dkhCCHHJmn0imJOTU61MURSmTp2KoiiMHDnSbtuYMWMoLS1l4cKFduXz5s2zbbdq27YtAwcOZNOmTezZs8dWbjKZmD9/PgaDgeHDhzvwbISoWZkJvPUttgG/WbF2EWfl5qNVWfhg83EsMpWMEKKZcslPlmXLltmWpUtJSUFRFP7973/bts+cOdP2980330xoaCi9e/cmMjKSrKws1q5dy86dO4mPj2fSpEl2+546dSorV65k6tSpJCcn06NHDzZv3syyZcsYM2YMgwYNsqs/f/584uPjGTp0KJMnTyYoKIhly5axd+9eFi1ahMFgaMJ7QoiqLzallQoB3i75cm2VDEFhhLWJ5orMkyTmVvDfLQfoF+1DTExMgybcF0IIZ3PJT5ZFixaxefNmu7Lnn3/e9vf5ieDo0aP5+uuvWbhwIXl5eej1ejp37sxbb73FpEmT0Ol0dvvx9fVl69atzJw5kxUrVpCQkEBMTAyvvfYazz77bLVYevbsyfbt23nuueeYO3cuFRUVdO/enVWrVjFq1CgHn7kQ1RVXWDAr4KXXQqWzoxHnC1dyOIIfb20+wzWeOTx7J8TFxTk7LCGEqDeXTAQ3bdpU77rTpk1j2rRpDdp/cHAwCQkJJCQk1Kt+jx49qk1RI8Tlkl1Slf15SyLocjw0ClGeFlJLVRiDZU5BIUTz0+yvERSipcsuMQFyjaCrusLHhFoFB7JMDZ5sXwghnE0SQSFcXHZpVSLopZdrz1yRpxa6hPuSVabw+9maJ5gXQghXJYmgEC5OWgRd3zWxAaiAJXuypFVQCNGsSCIohIuzXiPoJYmgy/L10NHOT8PBc2XsOFl9SishhHBVkggK4eKyS0yoAU836Rp2Zd2CNGhU8PZPx6VVUAjRbEgiKISLyy414aEDlUqWFXFlnlqFgW207ErKZfuJLGeHI4QQ9SKJoBAuLrukEg+tJIGuriA7g7LMFFQozP3mkLPDEUKIepFEUAgXVmm2kF9mxlMSwWYhLDiItgY1+9NLWbn1IKdOncJsNjs7LCGEqJUkgkK4sKwiIwrgqZNEsLmIUeehQuG1n07zxqrttuUyhRDCFUkiKIQLO1dYDiBdw82Ip8ZCrJeZnHKFEk9ZbUQI4dokERTChWUUVCWC0iLYvLT3MaNVq9ifacJskRHEQgjXJYmgEC4s3ZoISotgs+Kugaui/Mg3Kmw8WejscIQQolaSCArhws7mlwHgpXNyIKLBesX4o1PD4t1ZVJotzg5HCCFqJImgEC7sbEEZKsBDuoabHXedhi4BatKLKnn/299lBLEQwiVJIiiECzubX06ApxaNTCbdLIUp2egw859fz/G6jCAWQrggSQSFcGFn88sI8ZY1hpsrrQo6GBTKTJChCXF2OEIIUY0kgkK4KKPJTGaRkRBvuUCwOYvxMmPw0HEwy0RmcaWzwxFCCDuSCArhojIKjACSCDZzGhUM7hiMSYH3fslwdjhCCGFHEkEhXNTZgqoRw6GSCDZ7sYFeRPuo2ZpcxMYjmc4ORwghbCQRFMJFWaeOCfaSawRbgt5hOjx0ap5bfZD80gpnhyOEEIAkgkK4LGsiKC2CLYOnTsXE/iGcLSjnnysPoCiy4ogQwvkkERTCRaXllQJQUZCJosiExC3BrR39uP2qCDYczmDx9mRnhyOEEEifkxAu6tS5PNQofPHzXgLatCUowtkRicZSqVS8ckd3DqYV8Nq3iXQI9SJCU2zbHhMTg0ajcWKEQojWRhJBIVxUZrEJLzc1fr4y/1xLYLGYSU1NBWDBfVdxd8JOxi/bQy/PPKIjQsnLPMuUURAXF+fkSIUQrYl0DQvhghRFIaO4Ei9ZWq7FKMjO4OONh5n31Xbcy3NJGNMLo8nC7mID+oBwDEGhpKamylJ0QojLShJBIVxQYbmJskqLJIItjCEoDP+Qqj7+Ae2D+OegCEpNsHbfGbIz/0oUZSk6IcTlIomgEC4o/c85BD3l4o0W7W9XGLgqWEt2cQV7i3zwCfwrURRCiMtBEkEhXJB16hhpEWz5ugZp6BbhS3aljoP5kvkLIS4vSQSFcEFn8ssBSQRbA5VKxfUdQwjSVZJaquFkvsnZIQkhWhFJBIVwQdYWQU9JBFsc6+jhU6dOkZqaiqJYUKtVXO1TjLtGYVe6iRPZ5c4OUwjRSkgiKIQLkq7hlss6evjjbUl89P0eCguLAHBTK/QOqERR4KUf0yitkJZBIUTTk0RQCBd0OrcUfw8NWrUkgi2RISiMwPAoDIH2c0T6uylcHarlTGElr3931EnRCSFaE0kEhXBBqbllhPu6OTsM4QQd/KCDv5pPfknmq20HZU5BIUSTkkRQCBdTWmEiu9hIhI/O2aEIJyjMycRQchqNCp77JokjJ5KcHZIQogVzyURw9uzZ3H333VxxxRWo1Wq02rqnVDCZTMyZM4eOHTui1+uJiIhgwoQJ5OTk1Fg/JyeHCRMmEBERgV6vp2PHjrz++uuYTDVfk3PgwAGGDx+Ov78/Xl5e9OvXjzVr1jT2NIWo0encqusDpUWw9QoLDuLaK4Ips2j4ZHeWs8MRQrRgLpkIzpgxgx9++IGoqChCQ0MvWn/s2LFMnz6dDh06sGDBAh566CGWLFnC4MGDKSkpsatbVFREfHw8H374IaNHj+a9996jb9++TJs2jUcffbTavvfv38/AgQPZsWMHU6ZMYd68eWi1Wu644w4++eQTR52yEDapuaUAhEuLYKt2ZaSBIA8Vq/7I5Y8zBc4ORwjRQrnk7KUnTpygXbt2AAwePJisrNq/Ef/8888sX76cESNGsHbtWlt5r169GD16NPPmzeOFF16wlc+dO5fDhw8zb948nnnmGQDGjRuHwWBgwYIFjB07lvj4eFv9J554gpKSEjZu3Ejv3r0BeOSRR+jbty+TJ09m1KhR+Pr6OvT8RetmSwR93TgrjUGtllqlom+4ju+SKpjx1UFWTxyAVuOS392FEM2YS76rWJPA+li6dCmALamzuvPOO4mNjbVtP7++p6cnEyZMsCufMmWK3f4AkpOT2bp1K4MGDbIlgQA6nY4nn3yS/Px81q1bV+9YhaiP038mgnKNoDC4KQyN1XHwTAGLt8u1gkIIx3PJRLAhdu7ciVqtpl+/ftW29e/fn5MnT5KbmwtARkYGKSkpXHXVVXh4eNjVjY2NJTw8nF27dtntG2DAgAHV9m0tO7++EI6QmluKm0ZNoJdLNtiLy6ggO4OCMyfxVJuZ98NRzvw5v6QQQjhKs/+kSUtLIygoCL1eX21bZGSkrU5AQABpaWl25TXVP3HihN2+a6t//r5rkp6eTnp6erXyxMTEuk5HCFJzS4kM8ECtkjkEBQQEh9Jf485PqZU8v+YPFj3YG5U8N4QQDtLsE8HS0lL8/f1r3Obu7m6rc/7vmpJGa31rnYvVv3DfF0pISOCll16qzykIYWOxKJzOLaV/u0BnhyJcSLi3hiHtPfjxSCbfHDzHbVeGOzskIUQL0ewTQU9PT4xGY43bysvLbXXO/11XfWudi9W/cN8XGj9+PCNGjKhWnpiYyP3331/jbYTIKjZiNFmIDqj5eSVarwn9Q9l9towX1v5Bv7gAAr1r/kIrhBAN0ewTwcjISI4dO4bRaKzWcndh1+7FunPT0tLsuoHrqn+xbubw8HDCw+Vbu2gY64hhSQTF+SwWM0VZZ3mifwj/+ukM/7f6IP+5v5d0EQshGq3ZDxbp06cPFovFNrDjfDt27KBdu3YEBAQAEBoaSnR0NPv27aOszP6i65SUFNLT0+nTp4/dvq37qWnf59cRwhFSc6oSwShJBMV5CrIz+HjjYZLScwhzM/L9oQw++GEfp06dkiXohBCN0uwTwTFjxgAwb948u/KvvvqK5ORk2/bz65eWlrJw4UK7cuvtz6/ftm1bBg4cyKZNm9izZ4+t3GQyMX/+fAwGA8OHD3fo+YjWTVoERW0MQWEEhkfR3bsUHWbe2HyWl1fsICUlxdmhCSGaMZfsGl62bJntzS0lJQVFUfj3v/9t2z5z5kzb30OGDOHee+/l888/Z/jw4dx+++0kJSXx1ltv0aVLF9v8gFZTp05l5cqVTJ06leTkZHr06MHmzZtZtmwZY8aMYdCgQXb158+fT3x8PEOHDmXy5MkEBQWxbNky9u7dy6JFizAYDE14T4jWxjqHYFSAJ5lnnByMcEluaoWegWZ25mjYX+ZPhcni7JCEEM2YSyaCixYtYvPmzXZlzz//vO3v8xNBgCVLltC9e3cWL17MpEmTCAgIYMyYMbzyyit4e3vb1fX19WXr1q3MnDmTFStWkJCQQExMDK+99hrPPvtstVh69uzJ9u3bee6555g7dy4VFRV0796dVatWMWrUKAeetRCQkluCn7uGzDOppKamoijyIS+qC3FX6NM2gF1Juby3I4N3O7R3dkhCiGbKJRPBTZs2Nai+TqdjxowZzJgxo171g4ODSUhIICEhoV71e/Towfr16xsUkxCXIimzCExGPt6WRHLiPvwj2jo7JOGi+rYNIDUzn68T87nh9zTuuLrmgWtCCFGXZn+NoBAtRVF5JbllZvy93AgMj8IQGOLskIQLU6tUDAhX46dXMWPVARLP5js7JCFEMySJoBAu4lRWCQC+bvKyFPVjzM8kxpKO0WRh/NLfKDGanB2SEKKZkU8cIVzEqexiAHz1MjecqL/oEH+uDtWRml/BtFUHUBTF2SEJIZoRSQSFcBF/tQhKIigapnOAhmtjfVh/IJ3F25OdHY4QohmRRFAIF3EyqxgVkgiKhlMUC/e1MxNpcOOV/x1m56lsZ4ckhGgmJBEUwkWcyiohzEeHRi2JoGiYguwM/rstkasCAUVh/JJd7P7jmKw8IoS4KEkEhXABZotCUnYJUX5uzg5FNFOGoDDatY2hu08J+UaFiV+dYO6q7bLyiBCiTpIICuECzuaXYTRZiDLonR2KaOba6Cto62Uis1QhmWBnhyOEcHGSCArhAk5mVY0YlhZB4QhdDGbCDe4k5pj5atcp6SIWQtRKEkEhnMxsNrPrSCoAemO+LCsnGk2tglu7heOmsrBwXxkvrdghXcRCiBpJIiiEk6WkpLD+96oP6Y2/HaSwsMjJEYmWwNtdy9U+xZhRsb/Un3KTfMEQQlQniaAQLsCo9sRNoyYoMNDZoYgWJMjNRCdfM/lGhbe2npPJpoUQ1UgiKIQLKKyw4OepQyUzxwgHa+9tpo23mg3HC/hsV6qzwxFCuBhJBIVwspIKM2UmCPCSgSLC8VQqGNBGR5iPjpfWHWb/6XxnhySEcCGSCArhZKn5FQD4e0oiKJqGXqNi1t/agAoeW7abcwXlzg5JCOEiJBEUwslO5VZ9KAd5SyIomk6HIA/mjr6SjEIjjyz5jdIKk7NDEkK4AEkEhXCyUzlGAIK8ZTJp0bRuv6oNT93QnkNnCxm3aDvHT5yU+QWFaOUkERTCyU7lGtGpwcdd6+xQRCswop2WCL2RX1KKeXjZ72zZskUmnBaiFZNPHiGcSFEUTuaU46dXoZIhw6KJWCxmUlOrRgyfPn2a+LbebM/UcjoXZv14lm7+aUwZBXFxcU6OVAhxuUkiKIQTpReUU1xhIcJf4+xQRAtWkJ3Bx0lFRLczk5y4D/+Itgzr3oVPtx0lxexHmE4+CoRoraRrWAgnOnKuEAA/d2kNFE3LEBRGYHgUhsAQANy0avoYivDUKOxKN7E9WVa0EaI1kkRQCCdKTK/68PXXy0tRXH56tUK/oArcNPCvn86wOznX2SEJIS4z+fQRwomOnKtKBKVFUDiLlxZuiHZDrYJHluzmeIa0DArRmkgiKIQTHUkvJMJXh04tiaBwnkAPNS/dFEmJ0cQDH+9i54GjnDp1SkYTC9EKSCIohJOUV5o5lV1CXIC7s0MRrZzFYibUkss/B4WTXlDOI18cYeHmU8z7ajspKSnODk8I0YQkERTCSU5kFmO2KMQFyETSwrkKsjP4eONhTmfkEksmxWYt2zNU+ASFOzs0IUQTk0RQCCdJTK8aMdwuUBJB4XzWUcVdArXEeZk4m1/OL2cqURTF2aEJIZqQJIJCOMnBMwUAtA+UrmHhOlQq6GIwc0WIN6lFFr48ICOJhWjJJBEUwkn2pebj566hIi8dRbE4OxwhbFQqGNI5FF83+HBXJut++UMGjQjRQkkiKIQTlFeaOZxegJu5jEU/7KWwUKbsEK7FTavmKs98UCxMXZ/E/iMnnR2SEKIJSCIohBMkphdiskCYn6dtpQchXI2P1sKV/mbKLWpe+fksZotcLyhESyOJoBBOsO90PgBBHjJ/oHBtUZ4W2hlU7DlTwsurdsncgkK0MJIICuEE+/9MBAM95CUoXN8V2hy8VBUs2ZPNjP/ulLkFhWhB5FNICCfYn1ZApMENvUZaBIXr06igb4iCm0bN/hJfckornR2SEMJBJBEU4jLLL60gKbuETsEybYxoPry0MKRzCOVmeOWns5jMMtJdiJagRSSCKpWq1p8//vjDrq7JZGLOnDl07NgRvV5PREQEEyZMICcnp8Z95+TkMGHCBCIiItDr9XTs2JHXX38dk8l0OU5NtED706rmD+wU4uHkSIRomCtCfejor2Ffeinzfzru7HCEEA6gdXYAjnLdddfx2GOPVSuPioqy+3/s2LEsX76cYcOG8eyzz5KUlMTbb7/Ntm3b+PXXX/Hy8rLVLSoqIj4+nqNHjzJx4kSuvPJKtmzZwrRp00hMTGTx4sVNfl6i5dmXmg9A5xAPduQXODcYIRqoZ6gWi0bHuxtPcE3bAK67ItjZIQkhGqHFJIJxcXHcf//9ddb5+eefWb58OSNGjGDt2rW28l69ejF69GjmzZvHCy+8YCufO3cuhw8fZt68eTzzzDMAjBs3DoPBwIIFCxg7dizx8fFNc0Kixfr9dB46jYp2AXp2ODsYIRpIo1bxwpA2TFidwhOf7uGDO9sS5KUjJiYGjUbj7PCEEA3UIrqGrSorKykqqn1i3qVLlwLYkjqrO++8k9jYWNv28+t7enoyYcIEu/IpU6bY7U+I+jKZLexOzqNHpB9u2hb18hOthMVixpx/jgc7a8gvN/P/Vp9k7qrtMpJYiGaqxXwSrVy5Eg8PD3x9ffHz8+P+++8nOTnZrs7OnTtRq9X069ev2u379+/PyZMnyc2tWlczIyODlJQUrrrqKjw87K/lio2NJTw8nF27djXZ+YiW6eCZAoqNJvq3C3R2KEJckoLsDD7eeJj9+/fT1stEZqnCKUW6h4VorlpE13Dv3r2588476dChA0ajkW3btvHhhx/y7bffsn37djp16gRAWloaQUFB6PX6avuIjIy01QkICCAtLc2uvKb6J06cqDWm9PR00tPTq5UnJiY2+PxEy/HLiWwAYjwqSE2VNYZF82QICsNiLMHgZqZC58PR3DK+PZrPpDhnRyaEaKgWkQj+9ttvdv/fe++9DBs2jFtvvZWnn36a7777DoDS0lL8/f1r3Ie7u7utzvm/a0oarfWtdWqSkJDASy+91LATES3exsNnUKOw+2QGaUf34x/R1tkhCXHJ1Cq4tXsYn/2axNtbz3FNp1z6tA1wdlhCiAZoEYlgTW655Rb69u3LTz/9RHl5Oe7u7nh6emI0GmusX15eDoCnp6fd77rqW+vUZPz48YwYMaJaeWJi4kUHtYiWqdJs4Y9zpQR5qgltE01RdvUWYyGaG083LYOi3Nh42sS4Jb+xcsIAOoT6ODssIUQ9tdhEEKBt27bs3LmT3NxcIiIiiIyM5NixYxiNxmotfRd2BZ/fVVyTtLS0WruNAcLDwwkPD3fEaYgW4kBaPuUmhQ7+LfplJ1ohPzeFST3ceGtPOf/44BdWT7qWyACvi99QCOF0LWawSE2OHTuGTqcjMLDqwvw+ffpgsVjYuXNntbo7duygXbt2BARUdWuEhoYSHR3Nvn37KCsrs6ubkpJCeno6ffr0afqTEC3GjpNVk5aHerbol51ohQqyM9h18Ch9w3VklZgY8+EOCspkGTohmoNm/4lU24ogn3/+OXv37uXmm2+2tf6NGTMGgHnz5tnV/eqrr0hOTrZttxozZgylpaUsXLjQrtx6+wvrC1GXHadycNOoCPKQ9YVFy2MICuOazrFcHaIlKc/I+GW7MZrMzg5LCHERzb6P6t///jfbt2/nhhtuIDo6moqKCrZv386qVasIDw/n7bffttUdMmQI9957L59//jnDhw/n9ttvJykpibfeeosuXbrY5ge0mjp1KitXrmTq1KkkJyfTo0cPNm/ezLJlyxgzZgyDBg26zGcrmquyCjO7k/PoFuaBRi0jhUXL1ckfAty1/HQql6c+/50F9/VEq2n2bQ5CtFjNPhG8/vrrOXLkCJ9++inZ2dkoikJsbCyTJ09m2rRphISE2NVfsmQJ3bt3Z/HixUyaNImAgADGjBnDK6+8gre3t11dX19ftm7dysyZM1mxYgUJCQnExMTw2muv8eyzz17O0xTN3LYT2RhNFvpGeVNUWOjscIRoMoU5mVQUFhHuFsZ3hzJ45sv9vHX3VWjU0hIuhCtq9ongiBEjahydWxudTseMGTOYMWNGveoHBweTkJBAQkLCpYYoWjmz2cxXO48D0NatiP0yd6Bo4fyCwxjk7cXxfIV1+89SVlrCew/0w03X7D9yhGhxpL1eiCZ2KimZn47lYdCrWLf1dwoLa18GUYiWoignE4+8U7TxVrPheAGP/OcnTpw8yalTpzCb5dpBIVyFJIJCNLHEzDIqFDUdwv0wBIZc/AZCtBD+wWGMvKYtwboKtp4x8fiK47wh6xIL4VIkERSiif2SUgxAXJD3RWoK0fJo1Wp6+RYTrLdwIt/MUXMwZovi7LCEEH+SRFCIJrY9uQgPLYT61rxcoRAtnUYF1wRWEhPoycl8M//++QwVJrlWVghXIImgEE3oZFYxpwsqaOOtQaWSUZOi9dKoYPiVEUT7qNh8qoj7E7ZQUl7h7LCEaPUkERSiCa3eewaAGF95qQmhUavo5pZDqLqYXadLuC9hO0XlsgKJEM4kn05CNBGzRWHlnjRCvLSEeslLTQgAlQquCdPRMUDD/vRS7v3wV84VlDs7LCFaLfl0EqKJbDuRzbnCcm7qYEAt3cJC2KhU0DNYxR3tdfxxppDb3tnM/tRcZ4clRKskiaAQTWTF7tMADO3o59xAhHBBhTmZ5Jw+wcA2OvJKK7kr4VdW7knDbDZz6tQpmW9QiMtEpnkXogkUlFbyw+EM+rYNoI2vm7PDEcIlGYLCiOsUi7cuhb1ZFp5dsZ+fDyRjyU5Co4IpoyAuLs7ZYQrRokmLoBBNYM2+qukxBsfoSU1NRZFl5YSoVbCnmg/ubEt8h2C+OVrAr8WBaAxhzg5LiFZBEkEhHMxktrBoWxK+eg37Dh7io+/3yLJyQtTBYjFTkHmWFwYFMuoKHQVGhW+SKvj5RIGzQxOixZOuYSEc7Ns/zpGaW8oDPYOwlOvQyjgRIepUkJ3Bx0lFRLczk3niIP2C4vg9z41//3yW44UaXhzRBU83+bgSoilIi6AQDmQymXjnh8O4a1Vc41cqXcJC1JMhKIzA8CgMgSEE6RVuaaulW6CGL3af5uY3N3LoTL6zQxSiRZJEUAgHWrX9MCdyjMT6qvli417pEhbiElXkZ+JfdIqrQ7Sczjcy8v1fWLojGUWRdYqFcCRJBIVwEEVRWLY3GxXQv3NVy4YQ4tL5BYcR370tQ9vqCfLU8sLaQ4xftof8UlmaTghHkURQCAf538F0/sgoo72/Bl93nbPDEaLFCNArPN9Hx+A4H344nMFN8zayZvsfMs+gEA4gV98K4QDllWZe++YIXm5qegTLy0oIRyrIzuC/SUWYjWV00AZxsjSIp79OZt/ZEp6/sw8atYzIEuJSSYugEA7wweaTnMkvY3hbLXqNXMMkhKMZgsLwCwqhY6gP9/WNwU+v4pM92Yx6dxM7DxyV1kEhLpEkgkI0UkpOCe9vOoGXxkzq0QMyQESIJhbg5UY/71wi1IXsTy/l/s+PMX/VRlmWTohLIImgEI1gMluY/MU+yk0K/SPd8Q+SASJCXA4aFfQK1zPsynAA3tlr5OGlv3P8ZJKTIxOieZFEUIhGWLjpJHtT8/l79wDCvDTODkeIVqddsDfX+RUS4GYhudydSWuTSUwvdHZYQjQbkggKcYn2pOTyzk/H6RTmwyPXBDs7HCFaLQ+Nhf5BlXQP0pCUa2TEgm28/eMxKkwyobsQFyOJoBCXICWnhEeX7EarhmevDeLc2TRZRUQIJ1KroEeIjvdGxtIu2Ju3fzzOTW9tZsPhDJmEWog6yDwXQjRQfmkFYxf/Rn5ZJT19ith0OJ3kxH34R7R1dmhCtGoWixmPsizeuS2KFQdy+Hx/Lo8u3c2AdoGMvcqXdoHuxMTEoNHIZRxCWEkiKEQD5BQbeXDxLk5ll/D/BoSSn+9OYHgUeZlnnR2aEK1eQXYGHycVEd3OTM65NF4ZEMX36W58dzSHX05mE6U38vqdlfS/sqOzQxXCZUjXsBD1dK6gnLsTdvDHmUIe6hVEb99i6Q4WwsUYgsIIDI9CrVbz1Y4jBGqM9CCJQDeF00Z37v/8BE8u3S5zDwrxJ0kEhaiHPck5DJ+/mRNZJXT2LMFUVsxH3++ROQOFcGHWpLBNkIH+QZX08S3CEyPrDudz72fHeebTnZwrKHd2mEI4lXQNC1EHRVFY/msKL319CItFoQPptPcPlO5gIZoZlQqC3SoJCXdDExzB1qPprD2cxzdHf+a2jgbuvjKAUF+9XEMoWh1JBIWoxemcYqb8dze7TpcQ7KHimjAtqiJ3Z4clhGgElQpig7yoTMshxWQiXRvKmsP5rD2cR7i+guduKePWvl1QqWT9YtE6SCIoxAVMZgvLf01h7ndHKKm0EGfQEFKQiKYiBrkiUIiWQaWCuFADN3Zsxy+7fyep3IuzRj2T1iRzxS/ZjLwqgm5+JqL8pJVQtGySCAoBmM1mUlJS2HumhA9353I0o5hgLy3XhGno0SGWE/uznB2iEKIJqFQqQt0qCfepxKL3QefhxeakYub+cAwAL7WZW7pmMKrfFVwTG4BOI5fWi5ZFEkEhgB92H+H59cfJrtShVcE/rg4kPrCMLWdMzg5NCHGZGNwUboqqYEK/dnz7exL/O1XJmWJYeTCXlQd34qlT0yPcg96R3vSO9GLglVeg1crHqGje5BksWi1FUdiZlMv7m06y5VgWoKON3kiEko3K6M6yn6omiQ6KcHakQojL4fx5CJMT99Mpoi1XaEo4V1iOyS+a5KxCdqSa2ZFaAkDguiT6xhq45apYrusQjJ+nm5PPQIiGk0RQtDoFZZWsP3CWZTtSOHKuCLUK+oZpCPJQQVEuan2QjAoWopWyTjljff2rVNAmJJC4Tm05sX8nZp0GbXAsB48lkWnU8M2RfL45sg8V0CHYnUGdwukR5U/XCF/a+HtIV7JweZII1sNXX33F66+/zsGDB3Fzc+O6667j1VdfpVu3bs4OTdRTWl4pv5zM4YdD59h8NItKi4K7BmLcy+jRxkDuqQOoI9rKYBAhRJ10aogL9kY5W4o60Ivi0nzSiswYPYI5lV3K0a1JQBJQtf5xsJeO2GBvIv29CPV1Q1tZQoCnlkBPLT2uiCXUzwO9VgaiCOeRRPAiFi1axLhx4+jWrRtz5syhvLycd999lwEDBrB9+3a6d+/u7BDFBUwmEzsOnuBwRgn7zpayL72M9KJKAFRAgK6CK0I9UaUfIigslraxMZgLzjk3aCFEs+SpsdAp1Ju4Tu04vm8nGYXluAXHkHI2gwqVnrIyPX+kVbIzKa+GW6cA4KNXE+ipI9BTS3SIgXCDB2EGd0J9q37CfN0J9tGjUcuUNsLxJBGsQ15eHs888wyRkZFs374dX19fAO666y66dOnCU089xc8//+zkKFu3EqOJpOwSTmQWk3iukINpBRw4nUdxxV9te946FaHk46+txGDKJyQkuqqbpzLTiZELIVoalQoiQgKJ6xRLQEUGar0Wi7GQoqIiwjp24MTRRPRBkfiGRJGSnESR0YTRDJUVbuQoHpzOK2PPmZIa961Wga9eQ4C3OwZPHXpM+Oo1+Lip8NFrMHjq8Nap8NWrMXjq6BwXTaCPB15uGpkTUdRJEsE6rF27lsLCQp555hlbEggQHR3N6NGjWbJkCadPnyYqKsqJUbZMFSYLReWVFJWbKDaayC42kl5QXvWTX8qpc/mk5hvJKrEf1euuVRHlrULtpca9spAgLx3dunXjxP6dqPW+WIzSBSOEuLwMQWGER0ZTkpOOWq8QF+6LNrMctb8XFmMJar2euE7tObF/J3mFxZRXmKjUeeETHMmZs2eoVLuj8fKjuKwcY7mFU0VQaLSgUFeClwyAVg1+nm5VPx463KjEV6+hTYg/AV56/Dx1+Hm44euuoSw/G193DT56DR3bxcqI6FZCHuU67Ny5E4ABAwZU2zZgwACWLFnCb7/91uwSQUVRUBRQAIuiYFEUzBaFSnPVb5PFgsn2t4LJbKHCZOb0mTOYLWC2KASFhGJRVFSYTKSfy6DCZMasgIKKSpMFs6KgoMJkUfD188dsqUruKswWyivN5OTlU2w0U1ppobTSQrHRTElF1d8lFRYqzEqd56BBwR0jwWoz4YEGKrJS8NKp6Ni+LalH9uMf0RaLsQK1Vnd57lQhhHCAwODQP5NDL+I6xeJfkfFnotiOE/t3UlRUhKWiDL+ItkR36MKR/XswaT0JjGxLyokjVGrcqaiopNhoQu/tT3FpKQatmooKOJZfTFFF1XszxwrqjEOrPorBXYuXmxq9RoVOo8JNo8Jdp0GnBjeNCr1Og5tGRZC/AU83LXqdBr1Wbfvtbv3f7m8N7rqqOlq1CpUK1CoVapUKFVV/q9TY/6+y/61WIa2cDiSJYB3S0tIAiIyMrLbNWmatc6H09HTS09Orle/btw+AxMREB0VZ5URmEf/31UHMFgVFqUqiLFQle9glfg49bOMpClo1YK5EgwW9TovFWIIboFEqUKPCx9uL8vwsdGqF4AB/is4l4RMQAiYjKp2eYPdY0jOOUq7Tk6Ezk3sujbycLJTKqu2leZmkJx1FpdPXWNbU2+WYcszmeExXjEmO+df2vJwsyvIzOfdnma4kg/I//9ZUGvHT6QnTx5KedpTS0lKCQ8PhTBKRAeGYKispLivHNyicnKxzmLUemC0WNF7+uHv7UVBQQIVZocjNg+zKShSVBgUVCmoUlRpLnS2Rl48K/kwOq/5QAWqqksT/d8MVXN8pxKHHs35ul5WVOXS/ziaJYB1KS0sB0Ov11ba5u7vb1blQQkICL730Uq37vv/++x0QoRBCCCEu9Oyiptt3cnIyAwcObLoDXGaSCNbB09MTAKPRWG1beXm5XZ0LjR8/nhEjRlQrz8vLIzExkauvvhoPDw8HRts6JCYmcv/997N8+XI6d+7s7HBELeRxah7kcWoe5HFyDWVlZSQnJzN06FBnh+JQkgjW4fzu3wtffHV1GwOEh4cTHh5e47Ybb7zRgVG2Tp07d6Znz57ODkNchDxOzYM8Ts2DPE7O15JaAq1kyvM69OnTB4AdO3ZU22Ytu+aaay5rTEIIIYQQjiKJYB1GjhyJj48PH374IYWFhbby1NRUVqxYweDBg5vdiGEhhBBCCCtJBOvg7+/P3LlzSUtLY+DAgSxYsIB58+YRHx+PSqXi7bffdnaIQgghhBCXTBLBixg/fjwrVqzA09OTqVOn8q9//Yvu3buzfft2evTo4ezwhBBCCCEumQwWqYfRo0czevRoZ4chqBqE8+KLL9Y6EEe4Bnmcmgd5nJoHeZxEU1Ip1tmHhRBCCCFEqyJdw0IIIYQQrZQkgkIIIYQQrZQkgkIIIYQQrZQkgqLZKi8v56OPPmLUqFG0a9cODw8PoqKiuPXWW9m4caOzw2uVvvrqK/r164eXlxf+/v6MGDGCP/74w9lhiT8dP36cWbNmMXDgQMLCwvDy8qJLly48+eSTpKenOzs8UQeLxUK/fv1QqVQMGTLE2eGIFkQSQdFsJScn8+ijj3Lu3DkeeOAB3nvvPcaNG8e+ffu44YYbeP31150dYquyaNEi7rzzTkpKSpgzZw7PPfcc+/fvZ8CAARw8eNDZ4QmqHqM33niD6OhoZsyYwVtvvUW/fv14//336dq1K0eOHHF2iKIWb7/9NocOHXJ2GKIFklHDotnKyckhJSWl2tqb6enpdOvWjeLiYs6dO4e/v7+TImw98vLyiI2NxdfXl0OHDuHr6wtUrcLTpUsX+vTpw88//+zkKMXu3btp3749fn5+duUffPAB48eP5+9//ztffvmlc4ITtTp16hTdu3fn1Vdf5emnn+bGG2/kxx9/dHZYooWQFkHRbAUGBta4AHt4eDiDBg2ioqKCo0ePOiGy1mft2rUUFhYybtw4WxIIEB0dzejRo9m4cSOnT592YoQCoHfv3tWSQIB77rkHgAMHDlzmiER9PProo3Tt2pUnnnjC2aGIFkgSQdEinTlzBoDQ0FAnR9I67Ny5E4ABAwZU22Yt++233y5rTKL+5PXiuj788EO2bNnChx9+iFotH9nC8eRZJVqcr7/+ml27djFo0CDatm3r7HBahbS0NAAiIyOrbbOWWesI1/P8888DMHbsWCdHIs539uxZ/vnPfzJlyhRZ0lQ0GVliTjjdrFmz6l138ODBDB48uNbthw8f5oEHHsDf35+PP/648cGJeiktLQVAr9dX2+bu7m5XR7iWV199lVWrVjFy5EgefPBBZ4cjzjNhwgSCgoJ48cUXnR2KaMEkERRO99JLLzWofm2J4NGjR7nxxhuxWCx8//33xMXFOSA6UR+enp4AGI3GatvKy8vt6oj/396dxkR1tXEA/w9rEHWUEMBaZqYqWrRYEVeoyKJYUlugFCkSlS4Ugla01NRKUiOtFoJpXYKtiRWMFWkCVSi1yK61tZqgBqEissnSCi0usYCAcN4PfWfivDODw+sg6Px/yXyY85x7zsOdhDy5955zR47du3cjPj4eXl5eOHLkCCQSyXCnRP+VkZGBnJwcFBQUwMrKarjToacYC0EadoZYuP7777/D19cX9+7dQ0FBAebNm2eAzEhfD97+dXZ2VosNdNuYhs8XX3yBuLg4+Pr6Iicnh4X6CNLd3Y3169fDz88PCoUCNTU1avGuri7U1NRgzJgxfK6THhmfEaQnXkVFBby9vdHT04OioiIWgcNAec7Pnj2rEVO2zZ0797HmRLolJSUhLi4OL7/8MnJzc1kEjjBdXV3466+/kJ+fDycnJ7UPAPz6669wcnJCbGzsMGdKTwPuI0hPtPLycvj6+gIACgsL+UD1MLl16xbkcjmkUqnWfQTnzp3Lt72MEDt27EB8fDyWL1+OzMxMrc910vDq7e1Fdna21lhISAhcXFzwySefwNHREfPnz3/M2dHThoUgPbEaGxsxe/ZstLe3Y/PmzZgxY4ZGn6VLl/LWyWOyf/9+REdH44UXXkBUVBS6u7uxd+9etLe348yZMyzSR4CUlBSsW7cO9vb2+Pzzz2Fubq4WHz16NAIDA4cnOdKLRCLhhtJkUCwE6YlVWloKb2/vAfuUlJQMuMqYDCszMxPJycm4fPkyLCwssGjRImzfvh0zZ84c7tQIQEREBA4dOqQzLpfL0dDQ8PgSokFjIUiGxkKQiIiIyEhxsQgRERGRkWIhSERERGSkWAgSERERGSkWgkRERERGioUgERERkZFiIUhERERkpFgIEhERERkpFoJERERERoqFIBEREZGRYiFIRCOWl5cXJBKJzvjixYvh4uKC/v5+VVtaWhokEgnS0tIeQ4YkhMCLL76IRYsWDXcqRPR/YCFIRAYjkUh0Fm41NTWYPHkyJBIJtmzZ8shzZWZm4vTp09i2bRtMTEbGv7Lz58/j448/hr+/PxwcHCCRSPDss88+9Ljm5ma8/fbbeOaZZ2BpaQmFQoENGzbg1q1bQ56z8jczMTFBbW2tzn7e3t6qvg8W2RKJBAkJCThz5gwyMzOHPF8iMqyR8d+TiJ5qZWVl8PDwQENDA/bu3YsdO3Y80nhCCMTHx2Pq1KkICgoyUJaPLj09HYmJiSgqKoKDg4Nex9TW1sLNzQ2pqamYN28eNm7ciEmTJmH37t1YuHAh2tvbhzhrwMzMDEIIfPPNN1rj165dQ2lpKczMzLTGAwIC4OzsjPj4ePD19URPFhaCRDSkCgoK4OXlhdu3byMjIwPr1q175DELCwtRXV2NNWvWDHjr+HGLiIjAhQsX8M8//+DSpUt6HRMTE4O2tjbs2bMHx48fR2JiIoqLi7Fx40ZcvXoV8fHxQ5s0AHt7e8yZMwepqam4f/++RvzAgQMAgFdffVXnGGvWrEF1dTWKioqGLE8iMjwWgkQ0ZI4ePYrly5fDxMQEeXl5CAkJ0dovIyMDbm5usLKygp2dHVatWoU//vhD57jKK1ehoaGDyqesrAzBwcGws7ODpaUl5HI5YmJi8Oeff2rtX11djeDgYIwfPx7W1tZwd3fHjz/+qPM5xFmzZsHV1RUWFhZ65VNbW4v8/HwoFAqsXbtWLbZt2zZYW1vj8OHD6Ojo0Gs8hUIBhUKBjo4ObNq0CTKZDJaWlpgyZQqSkpIGvFoXGRmJGzduIDc3V629t7cXaWlpcHd3x/Tp03Ue/+abbwKAzquKRDQysRAkoiGxe/duhIeHw8bGBqdOnYK3t7fWfl9++SXCwsJQV1eH1atX46233sLly5fh7u6u9Rk5IQSKi4vh4OCAyZMn651Pbm4u3N3d8cMPP2DJkiX44IMPMG3aNHz11VeYM2cO6uvr1fpXVVVhwYIF+P777+Hh4YHY2FjIZDIEBQXh+PHjgzoXupSUlAAA/Pz8NJ5zHDNmDDw8PNDZ2YnffvtN7zF7e3uxbNkyZGVlwd/fH++++y66urqwefNmJCQk6DwuLCwM1tbWqqt/Sjk5OWhra0NkZOSA88rlckycOBGFhYW8PUz0JBFERAYCQAAQH330kQAgnJycRF1dnc7+9fX1wtzcXIwfP17U19er2vv6+sTrr7+uGu9BV65cEQDE8uXLtY6ZmpoqAIjU1FRV2927d4WNjY0wMTERp0+fVuufmJgoAIilS5eqtfv4+AgAYt++fWrtJ06cUOX14BzaABATJ07UGf/www8FALFz506t8bVr12rNQRe5XC4ACH9/f9HZ2alqb21tFVKpVEilUtHT06Mzx3feeUeYmpqKpqYmVXzZsmVi7NixoqOjQ8THxw/4dwcGBgoAorKyUq98iWj48YogERlcUlISzM3NkZeXh+eee05nvyNHjqC3txfvv/8+FAqFqt3ExATJyclaVwM3NjYCACZMmKB3PtnZ2bh58yZCQ0M1tjmJi4uDQqFAQUGBauympiYUFxdjypQpiIqKUuvv7++PJUuW6D33QO7cuQMAkEqlWuPK9tu3bw9q3D179sDKykr13c7ODgEBAbhz5w6uXr2q87jIyEj09fXh4MGDAIDr16+joKAA4eHhGDVq1EPnVS6QUZ5HIhr5WAgSkcEtW7YMvb29WLly5YBFzIULFwD8ux/g/5o0aRIcHR012pWraMePH693Psp5fHx8NGJmZmbw9PQEAFy8eBEAVAs9Fi5cqLUYfemll/Se+3GTSqWYMmWKRrvyXA60Jc38+fPh4uKCgwcPor+/HwcOHEB/f/9Dbwsr2djYAAD+/vvv/yNzIhoOLASJyOCys7Px2muv4dy5c/Dx8dG5BYryipi9vb3WuLYtWJRXuu7du6d3Psp5dF1FVLYri9aH5aWrfbCUV/yU8/0vZfu4ceP0HlNXX+XWL319fQMeHxkZievXr+Onn35Camoq3Nzc4OrqqtfcXV1dAKB2NZKIRjYWgkRkcJaWlsjKysKKFStw8eJFeHl5obW1VaOfshDSFgOAGzduaLTZ2dkBwKD211POo208AKpVw8p+Y8eOHTAvXe2DNW3aNAD/rk7W5tq1awCAqVOnGmQ+faxatQpWVlaIjo5GS0sL3nvvPb2PVf4myt+IiEY+FoJENCTMzMyQnp6O1atXo6KiAp6enmhublbrM3v2bADAqVOnNI6vq6tDU1OTRvuMGTNgamqKqqoqvXNRXtEqLS3ViN2/fx8///yzWj6zZs0CAJw9e1bt9XVKZ86c0XvugShXUufn52vMc/fuXfzyyy8YNWoUFixYYJD59DFu3Di88cYbaG5uhrW1NcLCwvQ+tqqqCiYmJnBxcRnCDInIkFgIEtGQMTU1RVpaGqKiolBdXQ1PT080NDSo4uHh4TA3N8fevXvV2vv7+7Fp0yatRZhUKsWsWbNQXl6uuhX5MIGBgbCxscHRo0c1tmLZtWsX6uvrsWTJEshkMgCATCaDl5cXampqsH//frX+eXl5KCws1PMMDGzy5Mnw8/NDQ0MDUlJS1GJbt25FR0cHVq1aBWtra4PMp6/PPvsMx44dw8mTJzFmzBi9junu7salS5fg6uo6qFvZRDS8tL8viIjIQCQSCb7++mtYWVlh165d8PT0RFFREZycnKBQKJCYmIi4uDi4uroiNDQUUqkUJ0+exO3btzFz5kyUl5drjBkcHIyysjIUFxfjlVdeeWgOo0ePxsGDBxESEoLFixcjJCQEMpkMZWVlyM/Ph4ODg0bBl5KSAg8PD8TExODEiROYOXMm6urqkJWVhYCAAGRnZ2ssJKmqqkJiYqJa261btxAREaH6vnPnTtja2qq+79u3D+7u7li/fj2Kiorg7OyMc+fOoaSkBFOnTsX27dv1Oc0GJZPJVEWxvkpLS9HT04Pg4OAhyoqIhsRw719DRE8PaNn370FbtmwRAISDg4OoqKhQtaenpwtXV1dhaWkpbG1tRXh4uGhpaRGLFy/WOl5ra6uwsLAQK1as0Ihp20dQ6fz58yIwMFDY2toKc3Nz4ejoKKKjo0VLS4vWfK9cuSKCgoKEVCoVo0aNEgsWLBC5ubkiOTlZABDHjh1T619SUqI6B7o+D+6XqNTY2CgiIiKEg4ODMDc3FzKZTMTGxoqbN2/qPJfayOVyIZfLtca2bt0qAIiSkhK1djxkr8MHDbSPYFhYmLCwsBCtra2DypmIhpdECG4BT0RPnqioKBw6dAgNDQ1aVxcPpfDwcKSnp6Oqqkq14MOYtbW1QaFQYOXKlRpvJiGikY3PCBLREykhIQEWFhZDduu0v79f6yrjoqIifPfdd5g+fTqLwP/asWMHTE1N8emnnw53KkQ0SHxGkIieSPb29vj2229RWVmJ/v5+rRs/P4qenh44OjrC29sbzz//PMzMzFBZWYmCggJYWFhoLO4wVkIITJgwAYcPHx7U216IaGTgrWEiIi36+vqwYcMGFBcXo7m5GZ2dnbC1tYWnpyc2b96s9ybLREQjGQtBIiIiIiPFZwSJiIiIjBQLQSIiIiIjxUKQiIiIyEixECQiIiIyUiwEiYiIiIwUC0EiIiIiI8VCkIiIiMhIsRAkIiIiMlIsBImIiIiM1H8APkyAEyckRIoAAAAASUVORK5CYII=\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# Distribution of binding affinity in modeling vs assessment library for Ab-14 heavy chain variants\n", "url_Ab14H_train = 'https://raw.githubusercontent.com/AIforGreatGood/biotransfer/main/example_data/covid/replicate_corrected/14H/14H_train.csv'\n", "path_train_replicate = Path('14H_train_replicate.csv')\n", "urlretrieve(url_Ab14H_train, path_train_replicate)\n", "df_Ab14H_train_replicate = pd.read_csv(path_train_replicate)\n", "\n", "sns.histplot(df_Ab14H_train_replicate['pred_aff'].values,\n", " label = \"Modeling library\", kde=True)\n", "sns.histplot(df_14H['Pred_affinity'].values,\n", " label = \"Assessment library\", kde=True)\n", "plt.xlabel('Kd(log10 nM)')\n", "plt.ylabel('Density')\n", "plt.title(\"Distribution of binding affinity for Ab-14 heavy chain variants\")\n", "plt.legend();" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "4YRpjnbL_6Vp", "outputId": "80d8ab67-4be6-4150-cf73-3462e74c5991" }, "execution_count": 25, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Our model was trained on the \"Modeling library\" and we are testing on the \"Assessment library,\" this distributional shift could impact the model's performance, especially because our model wasn't exposed to similar distributions during training." ], "metadata": { "id": "BWmRPa9ZnkcX" } }, { "cell_type": "markdown", "source": [ "### Bivariate analysis" ], "metadata": { "id": "dWkLVj7SDkC8" } }, { "cell_type": "code", "source": [ "# Distribution of Pred_affinity for Each Target\n", "plt.figure(figsize=(10, 6))\n", "counts = df_14H.dropna(subset=['Pred_affinity'])['Target'].value_counts()\n", "sns.violinplot(x='Target', y='Pred_affinity', data=df_14H,\n", " density_norm=\"count\")\n", "\n", "for i, target in enumerate(counts.index):\n", " count = counts[target]\n", " plt.text(i, df_14H['Pred_affinity'].min() - 0.1, f'n = {count}',\n", " ha='center', va='center', fontsize=12, color='black')\n", "\n", "plt.title('Distribution of Pred_affinity for Each Target')\n", "plt.xlabel('Target')\n", "plt.ylabel('Pred_affinity')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "dXQsgSWtDm8v", "outputId": "75c09882-4fff-4f53-8a44-b7098fa2533b" }, "execution_count": 26, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# Distribution of Pred_affinity for Each Replicate\n", "plt.figure(figsize=(10, 6))\n", "sns.violinplot(x='Replicate', y='Pred_affinity', data=df_14H,\n", " density_norm=\"count\")\n", "plt.title('Distribution of Pred_affinity for Each Replicate')\n", "plt.xlabel('Replicate')\n", "plt.ylabel('Pred_affinity')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "JehU2CXtFd2X", "outputId": "b7130000-a946-45e3-b879-dccb67e624a7" }, "execution_count": 27, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### Filter by 'MIT_Target' and select specific columns" ], "metadata": { "id": "tDt902ZPKRJl" } }, { "cell_type": "code", "source": [ "# Filter by 'MIT_Target' and select specific columns\n", "df_14H_target = df_14H[df_14H['Target'] == 'MIT_Target'][['POI', 'HC', 'Replicate', 'Pred_affinity']]\n", "\n", "df_14H_target.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ly0MyDERG_oS", "outputId": "5890f1f9-ed8f-484f-dad7-be485bb1eca7" }, "execution_count": 28, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Index: 211926 entries, 1132 to 1903915\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 POI 211926 non-null object \n", " 1 HC 211926 non-null object \n", " 2 Replicate 211926 non-null int64 \n", " 3 Pred_affinity 128666 non-null float64\n", "dtypes: float64(1), int64(1), object(2)\n", "memory usage: 8.1+ MB\n" ] } ] }, { "cell_type": "code", "source": [ "len(df_14H_target.groupby(['POI', 'HC']).size())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "acegKu8CHP91", "outputId": "343744d5-a5c0-4e5e-a016-a011f5734909" }, "execution_count": 29, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "35321" ] }, "metadata": {}, "execution_count": 29 } ] }, { "cell_type": "markdown", "source": [ "### Pivot the DataFrame to get each replicate in its own column" ], "metadata": { "id": "b-LSN51DZiLB" } }, { "cell_type": "code", "source": [ "# Pivot the DataFrame to get each replicate in its own column\n", "df_14H_target_pivot = df_14H_target.pivot_table(\n", " index=['POI', 'HC'], # Use POI and HC as the index\n", " columns='Replicate', # Each replicate will be a separate column\n", " values='Pred_affinity' # The values we're interested in are in the Pred_affinity column\n", ").reset_index()\n", "df_14H_target_pivot.columns.name = None\n", "df_14H_target_pivot.columns = ['POI', 'HC'] + [f'Replicate_{col}' for col in df_14H_target_pivot.columns if isinstance(col, int)]\n", "df_14H_target_pivot.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Rg7CKFGJQwVu", "outputId": "1e5f02d7-62d0-45e1-8153-c5673fe33bd0" }, "execution_count": 30, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 25034 entries, 0 to 25033\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 POI 25034 non-null object \n", " 1 HC 25034 non-null object \n", " 2 Replicate_1 20453 non-null float64\n", " 3 Replicate_2 21596 non-null float64\n", " 4 Replicate_3 21256 non-null float64\n", " 5 Replicate_4 21689 non-null float64\n", " 6 Replicate_5 21900 non-null float64\n", " 7 Replicate_6 21772 non-null float64\n", "dtypes: float64(6), object(2)\n", "memory usage: 1.5+ MB\n" ] } ] }, { "cell_type": "markdown", "source": [ "When we perform a pivot in pandas, if a particular combination of `POI` and `HC` has `NaN` values for `Pred_affinity` across all replicates, those rows don't contribute any data to the pivoted table, and as a result, they get dropped." ], "metadata": { "id": "Jdbo-aNoKiHn" } }, { "cell_type": "markdown", "source": [ "### Handle missing values" ], "metadata": { "id": "9T7vFUUaZMcn" } }, { "cell_type": "code", "source": [ "# Select sequences with at least 3 non-empty (non-NaN) empirical measurements out of 6 replicates\n", "\n", "# Select only the columns corresponding to replicates (assuming they are named Replicate_1, Replicate_2, etc.)\n", "replicate_columns = [col for col in df_14H_target_pivot.columns if col.startswith('Replicate_')]\n", "\n", "# Calculate the number of non-NaN values across the replicate columns\n", "non_na_counts = df_14H_target_pivot[replicate_columns].notna().sum(axis=1)\n", "\n", "# Filter the DataFrame to keep only sequences with at least 3 non-NaN replicate values\n", "df_14H_target_pivot_valid = df_14H_target_pivot[non_na_counts >= 3].copy()\n", "\n", "df_14H_target_pivot_valid.info();" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "T4MmbPYDLDTh", "outputId": "ef33e3f4-8f45-49aa-9299-c0d7ace16dc5" }, "execution_count": 31, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Index: 21818 entries, 1 to 25032\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 POI 21818 non-null object \n", " 1 HC 21818 non-null object \n", " 2 Replicate_1 20011 non-null float64\n", " 3 Replicate_2 20884 non-null float64\n", " 4 Replicate_3 20583 non-null float64\n", " 5 Replicate_4 20948 non-null float64\n", " 6 Replicate_5 21036 non-null float64\n", " 7 Replicate_6 20979 non-null float64\n", "dtypes: float64(6), object(2)\n", "memory usage: 1.5+ MB\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Visualize correlation between replicates" ], "metadata": { "id": "58PO0DuOZGVg" } }, { "cell_type": "code", "source": [ "from scipy.stats import pearsonr\n", "# Select only the replicate columns (assuming they are named Replicate_1, Replicate_2, etc.)\n", "replicate_columns = [col for col in df_14H_target_pivot_valid.columns if col.startswith('Replicate_')]\n", "\n", "# Define a custom function to add Pearson correlation coefficients to the plots\n", "def corrfunc(x, y, **kws):\n", " r, _ = pearsonr(x, y)\n", " ax = plt.gca()\n", " ax.annotate(f'Pearson r = {r:.2f}', xy=(0.1, 0.9), xycoords=ax.transAxes, fontsize=12)\n", "\n", "# Create the pairplot and map the Pearson correlation function to the upper triangle\n", "g = sns.pairplot(df_14H_target_pivot_valid[replicate_columns], dropna=True,\n", " corner=True, plot_kws={'s': 10})\n", "g.map_lower(corrfunc)\n", "plt.suptitle('Pairplot of Pred_affinity Across Replicates for MIT_Target', y=1.02)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "qqrOG41mqSG_", "outputId": "5a4f3e93-8bcf-4ee6-b5b3-2f0c54660195" }, "execution_count": 32, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### Sequence length distribution of heavy chain (HC) variants" ], "metadata": { "id": "4tf-ioiwVatc" } }, { "cell_type": "code", "source": [ "df_14H_target_pivot_valid['HC'].apply(len).value_counts()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "qrj3ULrCVMJt", "outputId": "7e316d8f-8495-49ca-e47b-f06451a61f4b" }, "execution_count": 33, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "HC\n", "118 21818\n", "Name: count, dtype: int64" ], "text/html": [ "
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count
HC
11821818
\n", "

" ] }, "metadata": {}, "execution_count": 33 } ] }, { "cell_type": "markdown", "source": [ "### Look for non-standard aminoacid" ], "metadata": { "id": "v222sF1iVmZH" } }, { "cell_type": "code", "source": [ "# Set of standard amino acids\n", "std_aa = {'A', 'R', 'N', 'D', 'C', 'Q', 'E', 'G', 'H', 'I', 'L', 'K', 'M', 'F', 'P', 'S', 'T', 'W', 'Y', 'V'}\n", "\n", "# Function to find non-standard amino acids\n", "def is_nonstd_aa(seq):\n", " nonstd_aa = set(seq) - std_aa\n", " return True if nonstd_aa else False" ], "metadata": { "id": "OBpmE35hVUhC" }, "execution_count": 34, "outputs": [] }, { "cell_type": "code", "source": [ "df_14H_target_pivot_valid['HC'][df_14H_target_pivot_valid['HC'].apply(is_nonstd_aa)]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "zbbJo6uDVpxT", "outputId": "23a36202-ec40-489d-fae5-a2b385ba4bd4" }, "execution_count": 35, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Series([], Name: HC, dtype: object)" ], "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
HC
\n", "

" ] }, "metadata": {}, "execution_count": 35 } ] }, { "cell_type": "markdown", "source": [ "### How many mutations are there in scFv variant?" ], "metadata": { "id": "PSiV5mHOV1fm" } }, { "cell_type": "code", "source": [ "df_14H_target_pivot_valid['num_muts'] = df_14H_target_pivot_valid['HC'].apply(lambda x:\n", " len(Levenshtein.editops(wt_14VH, x)))\n", "value_counts = df_14H_target_pivot_valid['num_muts'].value_counts()\n", "\n", "sns.barplot(x=value_counts.index, y=value_counts.values)\n", "plt.title('Number of Mutations in Assessment library (num_muts)')\n", "plt.xlabel('Number of Mutations', fontsize=14)\n", "plt.ylabel('Frequency', fontsize=14);" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "vb0Xn-OeV6ns", "outputId": "f476e971-d5a1-4b7f-fa60-519868f0820e" }, "execution_count": 36, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" 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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df_14H_target_pivot_valid[df_14H_target_pivot_valid['num_muts'] == 0]\",\n \"rows\": 2,\n \"fields\": [\n {\n \"column\": \"POI\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"14H_Ctrl_7718\",\n \"14H_Ctrl_7678\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"HC\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPEWVSVIYSDGRRTFYGDSVKGRFTISRDTSTNTVYLQMNSLRVEDTAVYYCAKGRAAGTFDSWGQGTLVTVSS\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Replicate_1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.086935862188582,\n \"min\": 0.4273160945096883,\n \"max\": 1.9644755322464744,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.4273160945096883\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Replicate_2\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.9177268060440724,\n \"min\": 0.5671918602365906,\n \"max\": 1.8650535558974608,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.5671918602365906\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Replicate_3\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": null,\n \"min\": 2.864929480145495,\n \"max\": 2.864929480145495,\n \"num_unique_values\": 1,\n \"samples\": [\n 2.864929480145495\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Replicate_4\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": null,\n \"min\": 1.5945177497690928,\n \"max\": 1.5945177497690928,\n \"num_unique_values\": 1,\n \"samples\": [\n 1.5945177497690928\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Replicate_5\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.410416315318374,\n \"min\": 0.0450666670324118,\n \"max\": 2.039696548747944,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.0450666670324118\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Replicate_6\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.7851695224314272,\n \"min\": 0.3351645275788471,\n \"max\": 1.4455619149633776,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.3351645275788471\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"num_muts\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 0,\n \"num_unique_values\": 1,\n \"samples\": [\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 37 } ] }, { "cell_type": "code", "source": [ "# Convert the DataFrame from wide to long format\n", "df_14H_target_pivot_valid_long = pd.melt(df_14H_target_pivot_valid,\n", " id_vars=['POI', 'HC', 'num_muts'], # Columns to keep as identifiers\n", " value_vars=['Replicate_1', 'Replicate_2', 'Replicate_3', 'Replicate_4', 'Replicate_5', 'Replicate_6'], # Columns to unpivot\n", " var_name='Replicate', # Name of the new column to indicate replicates\n", " value_name='Pred_affinity') # Name of the new column to hold the values\n", "\n", "# Display the long format DataFrame\n", "df_14H_target_pivot_valid_long.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "ijlhiRESJ1RV", "outputId": "82d199c5-1f0c-4f4c-a465-ce52bfaf3aee" }, "execution_count": 38, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " POI HC num_muts \\\n", "0 14H_Ctrl_02 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... 3 \n", "1 14H_Ctrl_100 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... 2 \n", "2 14H_Ctrl_1000 EVQLVETGGGLVQPGGSLRLSCAASGDTLNSYGISWVRQAPGKGPE... 2 \n", "3 14H_Ctrl_1008 EVQLVETGGGLVQPGGSLRLSCAASGFALNSYGISWVRQAPGKGPE... 3 \n", "4 14H_Ctrl_1013 EVQLVETGGGLVQPGGSLRLSCAASGFDINSYGISWVRQAPGKGPE... 4 \n", "\n", " Replicate Pred_affinity \n", "0 Replicate_1 0.773252 \n", "1 Replicate_1 NaN \n", "2 Replicate_1 1.740299 \n", "3 Replicate_1 1.952017 \n", "4 Replicate_1 0.760706 " ], "text/html": [ "\n", "
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POIHCnum_mutsReplicatePred_affinity
014H_Ctrl_02EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...3Replicate_10.773252
114H_Ctrl_100EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...2Replicate_1NaN
214H_Ctrl_1000EVQLVETGGGLVQPGGSLRLSCAASGDTLNSYGISWVRQAPGKGPE...2Replicate_11.740299
314H_Ctrl_1008EVQLVETGGGLVQPGGSLRLSCAASGFALNSYGISWVRQAPGKGPE...3Replicate_11.952017
414H_Ctrl_1013EVQLVETGGGLVQPGGSLRLSCAASGFDINSYGISWVRQAPGKGPE...4Replicate_10.760706
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_14H_target_pivot_valid_long" } }, "metadata": {}, "execution_count": 38 } ] }, { "cell_type": "code", "source": [ "df_14H_target_pivot_valid_long.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "f5s6Nhp6Kndx", "outputId": "8c91cea2-fe25-4461-8963-01ed840235d9" }, "execution_count": 39, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 130908 entries, 0 to 130907\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 POI 130908 non-null object \n", " 1 HC 130908 non-null object \n", " 2 num_muts 130908 non-null int64 \n", " 3 Replicate 130908 non-null object \n", " 4 Pred_affinity 124441 non-null float64\n", "dtypes: float64(1), int64(1), object(3)\n", "memory usage: 5.0+ MB\n" ] } ] }, { "cell_type": "markdown", "source": [ "## Inference from the trained model" ], "metadata": { "id": "RnAstn6pG8ib" } }, { "cell_type": "markdown", "source": [ "### Predict on assessment library" ], "metadata": { "id": "KB2_QT3IcN3E" } }, { "cell_type": "code", "source": [ "# Load the tokenizer and our model finetuned on modeling library\n", "model_ckpt_trained = 'arjan-hada/esm2_t33_650M_UR50D-finetuned-Ab14H-v1'\n", "tokenizer = AutoTokenizer.from_pretrained(model_ckpt_trained)\n", "model = AutoModelForSequenceClassification.from_pretrained(model_ckpt_trained)\n", "\n", "# Set the device to use\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "# Ensure the model is on the correct device\n", "model.to(device)\n", "model.eval() # Set the model to evaluation mode" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000, "referenced_widgets": [ "3376ce450ac44916a08b313aa71a0ce2", "6b5c89752b764903980a0fdab4ec4f60", "8deac012a7c34e2f941fb0eb6cdb4686", "567103714b4442818f3125117facbace", "8b0afb89697d43d093e4668fd0b36762", "7458b76f3069478faa8c9f864037a057", "504faad8f10547ecb67f34f26813f5df", "08359cfc29a24360926ae0b70e55e58b", "6507b69edf7746889b52f20e177b751b", "5d04fd28d1e544df8c77d69bf279da0c", "ab57824403734824ae6ec0c1f249367a", "2859278467fb46889830aa22f612c935", "f0dd6d0ec3384e8d93869936a5832300", "f94d56ea99e84921a1a98a5bb44da8a8", "39d404ea0cd04913b239caf95650ad54", "2006985d315c49308ba72328aad2a257", "f27a4f255b9b41579974018e92bea664", "a295348e4dac412fafce61977c1b0608", "658c2549e36b4de5bdeffd75c84accf8", "42bb7f7159ca47b99c6ff151debd5d87", "22549ed09ce44116886e4540c74632e7", "11b1f4afa75b43a5bee93a785a6aa0ce", "f9ea4a5fc7094f1daf1b989896a35cb1", "7a5030827b7647cc8ba34cb263901a0d", "6aab1ccd609b4970bc8e83ad72d66a6b", "c2b1f49cb91b4a398c747f232433813f", "2e90f4844bc9489ca2fbe80dca3b04c2", "7aa46c3a76564635ac26b744c9ec1960", "afcf4d89f3684f88b79ef382bf0b4dce", "974874a29ce640a6b72b378d90cd101f", "1e4c0397a6b24cc98dc14ab9a3981908", "47879411fd98426c9bdf9c5ba75bf19a", "8f2d0693decb4d3e91ad98db358f084b", "8cda4ee5f10c49f29f3740ffb180bc92", "c3966f6892364e56a890785e28f51fca", "532e184fdb1a4e7a87c1875660755963", "895530a340db443dae301b00d74210df", "987dead3c59a4a9c96d6291710d97d16", "a434ecf4bfa747fc87bcf45bd6fe2b0b", "4c193538de74499e862f2739f32a74fc", "cd449b86004c4e8184b662738da7e82a", "7e3c9fa4f0a7471d9aeb291df82d12b1", "5ae1cd20b8f548a198497a317078a47c", "c8156a4c05b5480badf460da10c11676", "552f521840d94f3289535c0dafd71546", "bc9527cbe4c9470c846b73cdb540f2c5", "e638183d587a4a32b04135e712291058", "30b8cdab18b94abf99434ebc9775b6eb", "2c5fd5dbbed040d4a32e0cc2a78a6fe6", "5b25d0d2b56844dc9d87b29236943df9", "ad55820167ec441da438b95a0dd646bb", "ebb5698a9c6f40a6832281728d2b1ea2", "1eaa528b8ae141039bf4c9f456fd5905", "15fceaa1297542cd8b411bba1b33e718", "b963154e333248b4af643cc80734605e" ] }, "id": "xneY0wCKG11c", "outputId": "be6f7da2-dfe3-464f-9e5e-ba9487843c87" }, "execution_count": 40, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n", "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", "You will be able to reuse this secret in all of your notebooks.\n", "Please note that authentication is recommended but still optional to access public models or datasets.\n", " warnings.warn(\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "tokenizer_config.json: 0%| | 0.00/1.13k [00:00\n", "
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POIHCReplicate_1Replicate_2Replicate_3Replicate_4Replicate_5Replicate_6num_mutspredicted_affinity_model
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314H_Ctrl_100EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...NaNNaN1.2219481.471173NaN1.42161121.580935
414H_Ctrl_1000EVQLVETGGGLVQPGGSLRLSCAASGDTLNSYGISWVRQAPGKGPE...1.7402991.8066541.7050111.574865NaN3.54406222.371972
614H_Ctrl_1008EVQLVETGGGLVQPGGSLRLSCAASGFALNSYGISWVRQAPGKGPE...1.9520172.4858441.5480541.7341472.3295651.63922132.388069
814H_Ctrl_1013EVQLVETGGGLVQPGGSLRLSCAASGFDINSYGISWVRQAPGKGPE...0.7607061.0628803.3704550.9741290.9753590.88983141.485733
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### Plot actual (mean) vs predicted\n", "\n", "As in the original paper, the empirical value for the sequence is taken to be the average of all the replicates with non-empty measurements." ], "metadata": { "id": "omUhbMovcZ15" } }, { "cell_type": "code", "source": [ "replicate_columns = [col for col in df_14H_target_pivot_valid.columns if col.startswith('Replicate_')]\n", "\n", "# Calculate the average affinity, ignoring NaN values\n", "df_14H_target_pivot_valid['average_affinity'] = df_14H_target_pivot_valid[replicate_columns].mean(axis=1, skipna=True)\n", "df_14H_target_pivot_valid.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 226 }, "id": "3VnleeiSjHiZ", "outputId": "bacdccf0-4029-4497-823e-86d3ef661514" }, "execution_count": 46, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " POI HC \\\n", "1 14H_Ctrl_02 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "3 14H_Ctrl_100 EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE... \n", "4 14H_Ctrl_1000 EVQLVETGGGLVQPGGSLRLSCAASGDTLNSYGISWVRQAPGKGPE... \n", "6 14H_Ctrl_1008 EVQLVETGGGLVQPGGSLRLSCAASGFALNSYGISWVRQAPGKGPE... \n", "8 14H_Ctrl_1013 EVQLVETGGGLVQPGGSLRLSCAASGFDINSYGISWVRQAPGKGPE... \n", "\n", " Replicate_1 Replicate_2 Replicate_3 Replicate_4 Replicate_5 \\\n", "1 0.773252 0.327121 0.959904 0.410678 1.072625 \n", "3 NaN NaN 1.221948 1.471173 NaN \n", "4 1.740299 1.806654 1.705011 1.574865 NaN \n", "6 1.952017 2.485844 1.548054 1.734147 2.329565 \n", "8 0.760706 1.062880 3.370455 0.974129 0.975359 \n", "\n", " Replicate_6 num_muts predicted_affinity_model average_affinity \n", "1 1.167874 3 1.267942 0.785242 \n", "3 1.421611 2 1.580935 1.371577 \n", "4 3.544062 2 2.371972 2.074178 \n", "6 1.639221 3 2.388069 1.948141 \n", "8 0.889831 4 1.485733 1.338893 " ], "text/html": [ "\n", "
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POIHCReplicate_1Replicate_2Replicate_3Replicate_4Replicate_5Replicate_6num_mutspredicted_affinity_modelaverage_affinity
114H_Ctrl_02EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...0.7732520.3271210.9599040.4106781.0726251.16787431.2679420.785242
314H_Ctrl_100EVQLVETGGGLVQPGGSLRLSCAASGFTLNSYGISWVRQAPGKGPE...NaNNaN1.2219481.471173NaN1.42161121.5809351.371577
414H_Ctrl_1000EVQLVETGGGLVQPGGSLRLSCAASGDTLNSYGISWVRQAPGKGPE...1.7402991.8066541.7050111.574865NaN3.54406222.3719722.074178
614H_Ctrl_1008EVQLVETGGGLVQPGGSLRLSCAASGFALNSYGISWVRQAPGKGPE...1.9520172.4858441.5480541.7341472.3295651.63922132.3880691.948141
814H_Ctrl_1013EVQLVETGGGLVQPGGSLRLSCAASGFDINSYGISWVRQAPGKGPE...0.7607061.0628803.3704550.9741290.9753590.88983141.4857331.338893
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "from scipy import stats\n", "def plot_prediction_error(actuals, predictions):\n", " # Calculate residuals\n", " residuals = actuals - predictions\n", " spearman_corr = stats.spearmanr(actuals, predictions).correlation\n", "\n", " # Set up the matplotlib figure\n", " fig, axs = plt.subplots(ncols=2, figsize=(12, 5))\n", "\n", " # Actual vs. Predicted scatter plot\n", " sns.scatterplot(x=predictions, y=actuals, ax=axs[0], alpha=0.6)\n", " axs[0].plot([min(actuals), max(actuals)], [min(actuals), max(actuals)], 'r--') # Diagonal line\n", " axs[0].set_title(f'Actual vs Predicted\\nSpearman r: {spearman_corr:.4f}')\n", " axs[0].set_xlabel('Predicted Values')\n", " axs[0].set_ylabel('Actual Values')\n", "\n", " # Residuals scatter plot\n", " sns.scatterplot(x=predictions, y=residuals, ax=axs[1], alpha=0.6)\n", " axs[1].axhline(0, color='red', linestyle='--') # Line at 0 for residuals\n", " axs[1].set_title('Residuals vs Predicted')\n", " axs[1].set_xlabel('Predicted Values')\n", " axs[1].set_ylabel('Residuals')\n", "\n", " plt.tight_layout()\n", " plt.show()" ], "metadata": { "id": "uiOIGL6oGzLn" }, "execution_count": 48, "outputs": [] }, { "cell_type": "code", "source": [ "plot_prediction_error(df_14H_target_pivot_valid['average_affinity'].values,\n", " df_14H_target_pivot_valid['predicted_affinity_model'].values)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 418 }, "id": "wMY2vyVAlSQg", "outputId": "fdfe0d45-da7b-4703-b652-f62c3445dd1f" }, "execution_count": 49, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "This indicates a moderate positive correlation between the actual and predicted values. Spearman's rank correlation is useful because it is robust to non-linear relationships and does not assume linearity. As a rank-based metric, it is less sensitive to outliers compared to Pearsoncorrelation, which is especially beneficial in the out-of-distribution setting where the ranges of prediction is limited by data seen modeling library." ], "metadata": { "id": "N_dkvjWySbh9" } }, { "cell_type": "code", "source": [ "df_14H_target_pivot_valid.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "YD7cUZwMB2VH", "outputId": "67556c38-0c01-4825-c25b-76c43c069d59" }, "execution_count": 52, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Index: 21818 entries, 1 to 25032\n", "Data columns (total 11 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 POI 21818 non-null object \n", " 1 HC 21818 non-null object \n", " 2 Replicate_1 20011 non-null float64\n", " 3 Replicate_2 20884 non-null float64\n", " 4 Replicate_3 20583 non-null float64\n", " 5 Replicate_4 20948 non-null float64\n", " 6 Replicate_5 21036 non-null float64\n", " 7 Replicate_6 20979 non-null float64\n", " 8 num_muts 21818 non-null int64 \n", " 9 predicted_affinity_model 21818 non-null float32\n", " 10 average_affinity 21818 non-null float64\n", "dtypes: float32(1), float64(7), int64(1), object(2)\n", "memory usage: 1.9+ MB\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Plot actual (mean) vs predicted (paper)" ], "metadata": { "id": "v74mj-7MbMHV" } }, { "cell_type": "code", "source": [ "df_14H_paper_analysis = pd.read_csv('https://raw.githubusercontent.com/AIforGreatGood/biotransfer/main/example_data/exp_validation/experimental_14H.csv')\n", "df_14H_paper_analysis.dropna(subset=['exp', 'ensemble_pred_mean'], inplace=True)\n", "df_14H_paper_analysis.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 273 }, "id": "MoUOvW_tWqYz", "outputId": "9ecc86a0-a981-44a8-f98f-0d236a4c401e" }, "execution_count": 50, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Unnamed: 0 En En_Gen En_Gibbs En_HC GP GP_Gen GP_Gibbs GP_HC \\\n", "1 1 False False False False True True True True \n", "2 2 False False False False True True True True \n", "3 3 False False False False True True True False \n", "4 4 False False False False True True True True \n", "5 5 False False False False True True True True \n", "\n", " Init ... present exp ensemble_pred_score ensemble_pred_mean \\\n", "1 False ... True 0.523465 -1.362911046 1.829045 \n", "2 False ... True 0.405478 -1.189012399 1.749331 \n", "3 False ... True 0.485142 -1.011894336 1.621509 \n", "4 False ... True 0.672227 -1.128014081 1.697234 \n", "5 False ... True -0.087040 -1.085502982 1.665251 \n", "\n", " ensemble_pred_std gp_pred_score gp_pred_mean gp_pred_std mutation_dist \\\n", "1 0.738536 -0.128182022 0.989224 0.302822 2 \n", "2 0.791413 -0.118948317 0.881506 0.381064 3 \n", "3 0.793424 -0.358326806 1.136130 0.400019 3 \n", "4 0.770939 -0.197215134 1.002979 0.371605 3 \n", "5 0.765964 -0.229996278 1.025865 0.387597 3 \n", "\n", " dist_to_nearest_seed \n", "1 3 \n", "2 4 \n", "3 4 \n", "4 4 \n", "5 4 \n", "\n", "[5 rows x 23 columns]" ], "text/html": [ "\n", "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## Conclusion\n", "\n", "Our model achieved a Spearman correlation of 0.4833 on the out-of-distribution assessment library, indicating a moderate positive correlation between predicted and actual binding affinities. In contrast, the published results from the ensemble of 16 models showed a Spearman correlation of 0.6852, suggesting a significant improvement in predictive performance on the assessment library.\n", "\n", "Published model, fine-tuned on the modeling library, demonstrated better generalization to the out-of-distribution assessment library compared to our results. The ensemble approach has shown clear advantages in capturing complex relationships, showing its value for predicting binding affinities, especially in challenging datasets with significant sequence diversity.\n", "\n", "---\n", "\n", "**Lessons Learned:**\n", "\n", "- **Incorporating Missing Data Thoughtfully:** The missing values in the dataset likely correspond to poor binders, which represent a critical portion of the data. Developing clever strategies to incorporate these missing or poor-binding data points into the modeling process—such as first classifying data points into binders and non-binders, followed by regression on the binder subset—could enhance the model’s ability to generalize to the assessment library. This approach ensures that the model captures both the presence and strength of binding, without overlooking important regions of the binding affinity spectrum, particularly for the low-affinity (poor binder) cases.\n", "\n", "- **Ensemble Modeling with Specialized Architectures:** The ensemble of 16 models has demonstrated that combining models trained on the modeling library can provide a better representation of complex binding relationships. Additionally, leveraging both ESM2 and antibody-specific language models in the ensemble could further improve generalization performance. This approach allows the models to capture both general protein language understanding and antibody-specific nuances, offering a more robust prediction framework, particularly for diverse or out-of-distribution sequences.\n" ], "metadata": { "id": "ErIgHB4mZ_kl" } } ] }