{ "cells": [ { "cell_type": "markdown", "id": "00908acb", "metadata": {}, "source": [ "# Protein-Level Analysis Tutorial\n", "\n", "This tutorial demonstrates a complete protein-level analysis workflow using ProteoPy, from data loading through differential abundance analysis. We use the Karayel et al. (2020) erythropoiesis dataset, which contains protein quantifications across five cell types during red blood cell maturation.\n", "\n", "**Learning objectives:**\n", "- Load and annotate proteomics data using the AnnData framework\n", "- Perform quality control filtering and visualization\n", "- Apply normalization and imputation\n", "- Run differential abundance analysis\n", "- Visualize and interpret results\n", "\n", "**Dataset:**\n", "Karayel, Ö., et al. (2020). Integrative proteomics reveals principles of dynamic phosphosignaling networks in human erythropoiesis. *Mol Syst Biol* 16, MSB20209813. [DOI: 10.15252/msb.20209813](https://doi.org/10.15252/msb.20209813)\n", "\n", "**Note:** ProteoPy is designed around the AnnData data structure where:\n", "- `.X` contains the intensity matrix (samples × proteins)\n", "- `.obs` stores sample/observation metadata\n", "- `.var` stores protein/variable metadata\n", "- `.uns` stores unstructured data like color schemes" ] }, { "cell_type": "code", "execution_count": 1, "id": "e698n5g0hgf", "metadata": {}, "outputs": [], "source": [ "# Jupyter autoreload for development\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "id": "296f10b9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/proteopy1/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] } ], "source": [ "import os\n", "import random\n", "from pathlib import Path\n", "import numpy as np\n", "import pandas as pd\n", "import anndata as ad\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "\n", "import proteopy as pr # Convention: import proteopy as pr\n", "\n", "random.seed(42)\n", "\n", "cwd = Path('.').resolve()\n", "root = cwd.parents[1]\n", "os.chdir(root)" ] }, { "cell_type": "markdown", "id": "1iqy94q6avr", "metadata": {}, "source": [ "## Data Loading\n", "\n", "ProteoPy provides multiple ways to load data:\n", "- `pr.read.long()` - Load generic long-format tables (sample_id, protein_id, intensity)\n", "- `pr.read.diann()` - Load DIA-NN output directly\n", "- `pr.datasets.*` - Load built-in example datasets\n", "\n", "Here we prepare the Karayel 2020 dataset as TSV files to demonstrate `pr.read.long()`." ] }, { "cell_type": "code", "execution_count": 3, "id": "918900ed", "metadata": {}, "outputs": [], "source": [ "# Export built-in dataset to TSV files for demonstration\n", "# This creates three files: intensities (long format), sample annotations, and protein annotations\n", "adata = pr.datasets.karayel_2020()\n", "\n", "intensities_path = 'data/karayel_2020_intensities.tsv'\n", "sample_annotation_path = 'data/karayel_2020_sample_annotations.tsv'\n", "var_annotation_path = 'data/karayel_2020_protein_annotations.tsv'\n", "\n", "# Convert wide matrix to long format (sample_id, protein_id, intensity)\n", "intensities = adata.to_df().reset_index(names='sample_id')\n", "intensities_long = intensities.melt(\n", " id_vars='sample_id',\n", " var_name='protein_id',\n", " value_name='intensity',\n", " )\n", "intensities_long.to_csv(intensities_path, sep='\\t')\n", "\n", "adata.obs.to_csv(sample_annotation_path, sep='\\t', index=False)\n", "adata.var.to_csv(var_annotation_path, sep='\\t', index=False)\n", "\n", "del adata" ] }, { "cell_type": "markdown", "id": "vk38krimyw", "metadata": {}, "source": [ "The long-format intensities file contains one row per measurement (sample × protein):" ] }, { "cell_type": "code", "execution_count": 4, "id": "ba2ed283", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\tsample_id\tprotein_id\tintensity\n", "0\tLBaso_rep1\tA0A024QZ33;Q9H0G5\t15084.2626953125\n", "1\tLBaso_rep2\tA0A024QZ33;Q9H0G5\t15442.2646484375\n", "2\tLBaso_rep3\tA0A024QZ33;Q9H0G5\t13992.021484375\n", "3\tLBaso_rep4\tA0A024QZ33;Q9H0G5\t18426.5390625\n" ] } ], "source": [ "!head -n5 {intensities_path}" ] }, { "cell_type": "code", "execution_count": 5, "id": "c68a288c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sample_id\tcell_type\treplicate\n", "LBaso_rep1\tLBaso\trep1\n", "LBaso_rep2\tLBaso\trep2\n", "LBaso_rep3\tLBaso\trep3\n", "LBaso_rep4\tLBaso\trep4\n" ] } ], "source": [ "!head -n5 {sample_annotation_path}" ] }, { "cell_type": "code", "execution_count": 6, "id": "fa90fc03", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "protein_id\tgene_name\n", "A0A024QZ33;Q9H0G5\tNSRP1\n", "A0A024QZB8;A0A0A0MRC7;A0A0D9SFH9;A0A1B0GV71;A0A1B0GW34;A0A1B0GWD3;H3BR00;Q13286;Q13286-2;Q13286-3;Q13286-4;Q13286-5;Q9UBD8\tCLN3;CLN3;CLN3;CLN3;CLN3;;CLN3;CLN3;CLN3;CLN3;CLN3;CLN3;CLN3\n", "A0A024R0Y4;O75478\tTADA2A\n", "A0A024R216;Q9Y3E1\tHDGFRP3;HDGFL3\n" ] } ], "source": [ "!head -n5 {var_annotation_path}" ] }, { "cell_type": "markdown", "id": "uh41yzeoumq", "metadata": {}, "source": [ "### Loading with `pr.read.long()`\n", "\n", "The `long()` function reads long-format data into an AnnData object. Key parameters:\n", "- `level`: Specify `'protein'` or `'peptide'` level data\n", "- `sample_annotation`: Optional metadata for samples (→ `.obs`)\n", "- `var_annotation`: Optional metadata for proteins/peptides (→ `.var`)\n", "- `fill_na`: Value to fill missing intensities (e.g., `0` for missing values)" ] }, { "cell_type": "code", "execution_count": 7, "id": "0796e57f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 20 × 7758\n", " obs: 'sample_id', 'cell_type', 'replicate'\n", " var: 'protein_id', 'gene_name'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = pr.read.long(\n", " intensities=intensities_path,\n", " level='protein',\n", " sample_annotation=sample_annotation_path,\n", " var_annotation=var_annotation_path,\n", " fill_na=0,\n", ")\n", "\n", "adata" ] }, { "cell_type": "code", "execution_count": 8, "id": "jpqfkc40ap", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(True, 'protein')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Validate that the loaded data conforms to proteodata format\n", "from proteopy.utils.anndata import check_proteodata\n", "\n", "check_proteodata(adata)" ] }, { "cell_type": "markdown", "id": "52bf36a6", "metadata": {}, "source": [ "### Alternative: Annotating Data After Loading\n", "\n", "If you load data without annotations, you can add them later using the `pr.ann` module:\n", "\n", "```python\n", "# Add sample annotations from a DataFrame\n", "pr.ann.obs(adata, df=sample_df, obs_on='sample_id', df_on='sample_id')\n", "pr.ann.samples(...) # Alias for pr.ann.obs\n", "\n", "# Add protein/peptide annotations\n", "pr.ann.var(adata, df=protein_df, var_on='protein_id', df_on='protein_id')\n", "```\n", "\n", "These functions merge annotation DataFrames into `.obs` or `.var` by matching on key columns." ] }, { "cell_type": "markdown", "id": "1khmvxurddrh", "metadata": {}, "source": [ "### Storing Metadata in `.uns`\n", "\n", "The `.uns` slot stores unstructured data like color schemes and analysis parameters. ProteoPy plotting functions can read color mappings from `.uns['colors_']`:" ] }, { "cell_type": "code", "execution_count": 9, "id": "3c07a73e", "metadata": {}, "outputs": [], "source": [ "# Store color scheme in .uns for consistent plotting across the tutorial\n", "adata.uns['colors_cell_type'] = {\n", " \"LBaso\": \"#D91C5C\",\n", " \"Ortho\": \"#F6922F\",\n", " \"Poly\": \"#262261\",\n", " \"ProE&EBaso\": \"#1B75BB\",\n", " \"Progenitor\": \"#D6DE3B\",\n", "}\n", "\n", "# Define haemoglobin proteins for highlighting (marker proteins in erythropoiesis)\n", "haemoglobin = {\n", " 'F8W6P5': 'HBB1',\n", " 'P69905': 'HBA1',\n", " 'P02100': 'HBE1',\n", " 'A0A2R8Y7X9;P69891': 'HBG1',\n", "}\n", "\n", "# Store differentiation order once for consistent plotting\n", "adata.uns['diff_order'] = ['Progenitor', 'ProE&EBaso', 'LBaso', 'Poly', 'Ortho']" ] }, { "cell_type": "markdown", "id": "535yihmpicw", "metadata": {}, "source": [ "### Handling Missing Values and Zeros\n", "\n", "In bottom-up proteomics, missing values are pervasive and arise from two fundamentally different mechanisms:\n", "\n", "- **Missing Not At Random (MNAR):** The protein abundance falls below the instrument's detection limit. Because the signal is absent due to low abundance, this is a systematic, non-random gap. In practice, MNAR values can be treated as **true zeros** — the protein was not detected and its abundance is at or near zero.\n", "- **Missing At Random (MAR):** The protein is present at detectable levels but was not measured due to stochastic effects in data acquisition (e.g., under-sampling in data-dependent acquisition). These are genuinely **missing observations (NA/NaN)** — the value exists but is unknown.\n", "\n", "**How ProteoPy treats zeros and NAs:**\n", "\n", "ProteoPy distinguishes between `0` and `np.nan` in the data matrix (`.X`):\n", "\n", "- **Zeros** are treated as a real quantity in algorithms — they represent proteins that were not detected or fell below the detection limit. Functions such as mean, median, normalization, and statistical tests include zeros in their calculations.\n", "- **NAs (`np.nan`)** are not taken into account. Most functions either skip them (e.g., using `np.nanmean`) or raise an error when NAs are present (e.g., `pr.tl.differential_abundance()` requires imputed or complete data).\n", "\n", "Because different workflows require different handling, ProteoPy does **not** automatically convert between zeros and NAs. Instead, this is left to the user via function-level parameters:\n", "\n", "| Parameter | Description |\n", "|-----------|-------------|\n", "| `zero_to_na=True` | Temporarily treat zeros as missing values for this operation |\n", "| `fill_na=` | Replace NAs with a specified value (e.g., `0`) for this operation |\n", "\n", "**Example:** The same data can yield different results depending on how zeros are handled:\n", "\n", "```python\n", "import numpy as np\n", "\n", "# Sample data: 3 samples, 1 protein with a zero value\n", "# adata.X = [[100], [0], [200]]\n", "\n", "# Counting \"detected\" proteins per sample:\n", "pr.pl.n_proteins_per_sample(adata, zero_to_na=False) # Returns [1, 1, 1] — zero counts as detected\n", "pr.pl.n_proteins_per_sample(adata, zero_to_na=True) # Returns [1, 0, 1] — zero treated as missing\n", "\n", "# Filtering by completeness:\n", "pr.pp.filter_var_completeness(adata, min_fraction=1.0, zero_to_na=False) # Keeps protein (100% \"complete\")\n", "pr.pp.filter_var_completeness(adata, min_fraction=1.0, zero_to_na=True) # Removes protein (only 67% complete)\n", "```\n", "\n", "**In this tutorial**, we load the data with `fill_na=0`, meaning all undetected proteins, regardless of their source of missingness, start represented as zeros. We then use `zero_to_na=True` at the function level in QC and filtering steps so that zeros are treated as missing, and later convert zeros to `np.nan` explicitly before log transformation and imputation." ] }, { "cell_type": "markdown", "id": "bb597574", "metadata": {}, "source": [ "## Quality Control and Data Filtering\n", "\n", "Quality control in proteomics involves:\n", "1. Visualizing data characteristics (abundance distributions, completeness)\n", "2. Removing contaminants (e.g., common laboratory contaminants)\n", "3. Filtering samples/proteins with insufficient measurements\n", "\n", "### Protein Abundance Rank Plot\n", "\n", "The abundance rank plot shows median protein intensities across samples, useful for identifying highly abundant proteins and potential contaminants:" ] }, { "cell_type": "code", "execution_count": 10, "id": "1336de21", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Haemoglobin proteins are highlighted\n", "pr.pl.abundance_rank(\n", " adata,\n", " color='cell_type',\n", " log_transform=10,\n", " zero_to_na=True, # Treat zeros as missing values\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " summary_method='median',\n", " highlight_vars=list(haemoglobin.keys()),\n", " var_labels_key='gene_name', # Use gene names instead of protein IDs for labels\n", " )" ] }, { "cell_type": "markdown", "id": "bca2f2f6", "metadata": {}, "source": [ "📊 Higher abundance of haemoglobin proteins in the protein distribution is expected and they are expected to increase during erythropoiesis. The abundance rank plot confirms this with exception of HBB proteins." ] }, { "cell_type": "markdown", "id": "22f50c33", "metadata": {}, "source": [ "### Binary Detection Heatmap\n", "\n", "`pr.pl.binary_heatmap()` converts intensities into a binary matrix (present/absent) and visualizes it as a heatmap. This is useful for quickly checking detection patterns across samples and proteins.\n", "\n", "Here, we consider proteins with log2 intensity > 0 as present and order samples by differentiation stage." ] }, { "cell_type": "code", "execution_count": 11, "id": "1d2b6d9a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/proteopy1/lib/python3.11/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n", " warnings.warn(msg)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Binary heatmap: proteins above threshold are encoded as 1 (present), otherwise 0\n", "pr.pl.binary_heatmap(\n", "adata,\n", "threshold=0,\n", "fill_na=0,\n", "order_by='cell_type',\n", "order=adata.uns['diff_order'],\n", "col_cluster=False,\n", "row_cluster=True,\n", "figsize=(10, 6),\n", ")" ] }, { "cell_type": "markdown", "id": "xmkamnwylii", "metadata": {}, "source": [ "### Removing Contaminants\n", "\n", "Common contaminants (keratins, BSA, trypsin, etc.) should be removed. ProteoPy can download contaminant databases and filter them out:" ] }, { "cell_type": "code", "execution_count": 12, "id": "634b3adf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Removed 12 contaminating proteins.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/leventetn/Documents/Proteopy/proteopy/proteopy/download/contaminants.py:140: UserWarning: File already exists at data/contaminants_frankenfield2022_2026-02-28.fasta. Use force=True to overwrite.\n", " warnings.warn(\n" ] } ], "source": [ "# Download contaminant FASTA (sources: 'frankenfield2022', 'gpm-crap')\n", "contaminants_path = pr.download.contaminants(source='frankenfield2022')\n", "\n", "# Remove proteins matching contaminant sequences\n", "pr.pp.remove_contaminants(\n", " adata,\n", " contaminant_path=contaminants_path,\n", " inplace=True, # Modify adata directly (default behavior)\n", " )" ] }, { "cell_type": "markdown", "id": "ycnuw70tdwo", "metadata": {}, "source": [ "### Sample Distribution\n", "\n", "Check how many samples (replicates) exist per experimental group:" ] }, { "cell_type": "code", "execution_count": 13, "id": "f33d3172", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pr.pl.n_samples_per_category(\n", " adata, \n", " category_key='cell_type',\n", " color_scheme=adata.uns['colors_cell_type'],\n", " order=adata.uns['diff_order'],\n", " )" ] }, { "cell_type": "markdown", "id": "e20e8f4b", "metadata": {}, "source": [ "### Filtering Functions\n", "\n", "ProteoPy provides filtering at both sample (obs) and protein/peptide (var) levels:\n", "\n", "**Variable-level filtering (`pr.pp.filter_var*`):**\n", "- `filter_var()` - General filtering per variable by any criteria\n", "- `filter_var_completeness()` - Filter by fraction/count of non-missing values\n", "- `filter_proteins_by_peptide_count()` - Filter proteins by number of peptides (peptide-level data)\n", "\n", "**Sample-level filtering (`pr.pp.filter_samples*`):**\n", "- `filter_samples()` - General filtering per sample by any criteria.\n", "- `filter_samples_completeness()` - Filter by minimum protein count or minimum fraction of non-missing proteins\n", "- `filter_samples_by_category_count()` - Ensure minimum samples per metadata categroy/group" ] }, { "cell_type": "code", "execution_count": 14, "id": "07265f87", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize protein completeness before filtering\n", "pr.pl.completeness_per_var(adata, zero_to_na=True)" ] }, { "cell_type": "code", "execution_count": 15, "id": "2a5d7dde", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "277 var removed\n" ] } ], "source": [ "# Require 100% completeness within at least one cell type (group_by='cell_type')\n", "# This keeps proteins that are consistently measured in at least one cell type.\n", "pr.pp.filter_var_completeness(\n", " adata,\n", " min_fraction=1,\n", " group_by='cell_type',\n", " zero_to_na=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 16, "id": "213c02c4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Verify completeness after filtering\n", "pr.pl.completeness_per_var(adata, zero_to_na=True)" ] }, { "cell_type": "markdown", "id": "nwl2mlbomhn", "metadata": {}, "source": [ "### Sample Quality Assessment\n", "\n", "Examine the number of detected proteins per sample. The `order_by` and `order` parameters control how samples are arranged:" ] }, { "cell_type": "code", "execution_count": 17, "id": "5739f112", "metadata": {}, "outputs": [ { "data": { "image/png": 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ff63ijNq0aaM+QzABeJas4LP+Dv+nSZNGsmbNmuA+uXLlimMP2/Q+gRg6dKgZA4UXvFeEEEII8RYRMzxnBcNsjz32mPIUWYHXyQqG7fy3+eO/T6D9Eyunb9++0qNHD/MzPE0UToREF06nNWA+K0JuPxHnaTpw4ICKQWrfvr25DUHfwN8bdOLECdP7hH0wrIfZcQntc/z48Tg2T548GceLZQVDgZkyZfJ5EUIIIcRbRJynafLkyWq47IknnjC3FS5cWAkezKi799571TYIpBUrVsi7776rPlesWFFSp06t9mnatKnahll427ZtUzPvAAK+ETC+fv16eeCBB9S2devWqW3VqlW7DbUlhBBvUaLIC0Htv/uvTx37LYR4WjTdunVLiabWrVtLqlT/99MxdIZ0AkOGDJFixYqpF96nT59epRAAiDVq166d9OzZU7Jnzy7ZsmWTXr16SdmyZc3ZdKVKlZL69etLhw4dZPz48Wpbx44dVVoCzpwjhBBCopuIEk0Yljt48KCaNedP79695cqVK9K5c2c1BIcZcIsXL5aMGTOa+4wYMUKJLXiasG+tWrVkypQpEhMTY+4zc+ZM6datmznLDgkwkfuJEEIIIdFNRIkmCBkEZQcC3iZkBMcrPtKmTStjxoxRr/iABwrpDAghhBBCIlY0EUIIcQ7GGxHisdlzhBBCCCG3A4omQgghhBAbcHiOEEJI1A4xAqY1IHahp4kQQgghxAYUTYQQQgghNqBoIoQQQgixAUUTIYQQQogNKJoIIYQQQmxA0UQIIYQQYgOKJkIIIYQQG1A0EUIIIYTYgKKJEEIIIcQGzAhOCCGEBAEXNo5e6GkihBBCCLEBRRMhhBBCiA0omgghhBBCbEDRRAghhBBiA4omQgghhBAbUDQRQgghhNiAookQQgghxGui6e+//5aWLVtK9uzZJX369FKhQgXZuHGj+b1hGDJw4EDJly+fpEuXTmrWrCnbt2/3KePq1avStWtXyZEjh2TIkEEaNWokhw8f9tnnzJkz0qpVK8mcObN64f3Zs2ddqychhBBCkh8RI5ogZB588EFJnTq1LFy4UHbs2CEffPCBZMmSxdxn2LBhMnz4cBk7dqxs2LBB8uTJI3Xq1JELFy6Y+3Tv3l3mzZsnc+bMkVWrVsnFixelQYMGcvPmTXOf5s2by+bNm2XRokXqhfcQToQQQgiJXsKeEXzLli229y1Xrpztfd99913Jnz+/TJ482dxWqFAhHy/TyJEjpV+/ftK4cWO1berUqZI7d26ZNWuWdOrUSc6dOyeTJk2S6dOnS+3atdU+M2bMUOUuXbpU6tWrJzt37lRCae3atVK5cmW1z8SJE6Vq1aqye/duKVGihO3fTAghhBDvEHbRhCGzFClSKBGD/xPC6t1JjG+++UaJmiZNmsiKFSvkzjvvlM6dO0uHDh3U9/v27ZNjx45J3bp1zb+JjY2VGjVqyOrVq5VowlDe9evXffbBUF6ZMmXUPih/zZo1akhOCyZQpUoVtQ37UDQRQgiJdK6MqRD036TrulminbAPz0G87N27V/3/5ZdfSuHCheWjjz6S3377Tb3wvkiRIuq7YECZ48aNk2LFiskPP/wgL774onTr1k2mTZumvodgAvAsWcFn/R3+T5MmjWTNmjXBfXLlyhXHPrbpffxBnNT58+d9XoQQQgjxFmH3NBUsWNB8D6/Q6NGj5fHHH/cZksNwWP/+/eWpp56yXe6tW7ekUqVKMmTIEPX53nvvVUHeEFLPP/+8uZ+/d8uOx8t/n0D7J1TO0KFDZdCgQbbrQgghhJDIw9FA8K1btypPkz/YhkDuYMibN6+ULl3aZ1upUqXk4MGD6j2CvoG/N+jEiROm9wn7XLt2TQWVJ7TP8ePH49g/efJkHC+Wpm/fvipeSr8OHToUVN0IIYQQEoWeJn9RM3jwYBV8nTZtWnMoC9vwXTBg5hwCsa388ccfpmcLQgyCZ8mSJcoLBSCQEP+EIHJQsWJFNfsO+zRt2lRtO3r0qGzbtk3NvAMI+IbwWb9+vTzwwANq27p169S2atWqBfxtiJ3CixBCCLkdMUeMN/KAaPr444+lYcOGajiufPnyatvvv/+uhrm+++67oMp69dVXlWjB8BwED0TNhAkT1AugTKQTwPeIe8IL75HPCSkEAIK527VrJz179lS5nrJlyya9evWSsmXLmrPpIObq16+vAszHjx+vtnXs2FGlJWAQOCGEEBK9ws9R0QRPDQLCMa1/165dKi6oWbNmSsQgsWQw3H///Sq/EobC3nrrLeVZQoqBFi1amPv07t1brly5ombVYQgOM+AWL14sGTNmNPcZMWKEpEqVSgkv7FurVi2ZMmWKxMTEmPvMnDlTBZnrWXZIgIncT4QQQgiJXhwVTQCeHnhqwgG8PXjFB7xNyAiOV3xgmHDMmDHqFR/wQEHoEUIIIYS4lhEciSQfeughlQ/pwIEDprdn/vz5TpsmhBBCCIkM0YR0AD169JDHHntMDZfpZJbIk4ShNUIIIYSQSMFR0YQhMCxBgqVNEEekQb4lpCMghBBCCIkUHBVNCALX0/+tYHr+pUuXnDRNCCGEEBI5ogkz3DZvjjuFcOHChXESVRJCCCGERO3suddee026dOki//77r0o3gNxKs2fPVsuOfPLJJ06aJoQQQgiJHNHUtm1buXHjhsqfdPnyZZWf6c4775RRo0bJs88+66RpQgghhJDIytOEzNp4/fPPP2rR3Vy5cjltkhBCCCEksmKaHn30UTl79qx6nyNHDlMwnT9/Xn1HCCGEEBIpOCqali9frhbN9QcxTj///LOTpgkhhBBCkv/w3JYtW8z3O3bskGPHjpmfkeBy0aJFKraJEEIIISSqRVOFChXUOnB4BRqGS5cuXYJrvxFCCCGEJMaVMRUkGNJ1jZsG6baLJiS1RIqBu+++W6UZyJkzp/ldmjRpVGxTTEyME6YJIYQQQhzBEdFUsGBB9T9myxFCCCGEeAFHA8GRxPLTTz+Nsx3b3n33XSdNE0IIIYREjmgaP368lCxZMs72e+65Rz7++GMnTRNCCCGERI5owqy5vHnzxtmOGKejR486aZoQQgghJHJEU/78+eWXX36Jsx3b8uXL56RpQgghhJDIWUalffv20r17d7l+/bqZeuDHH39Ua9H17NnTSdOEEEIIIZEjmiCOTp8+LZ07dzYzg6dNm1Zef/116du3r5OmCSGEEEIiRzQhuSVmyfXv31927typkloWK1ZMYmNjnTRLCCGEEBJZMU3WgHB4nIoUKaIEExJfEkIIIYREEo6KplOnTkmtWrWkePHi8vjjj5sz5hDrFGxM08CBA82lWfQrT5485vcQYtgHAebwaNWsWVO2b9/uU8bVq1ela9eukiNHDsmQIYM0atRIDh8+7LPPmTNnpFWrVpI5c2b1wvuzZ88m6TgQQgghJPJxVDS9+uqrkjp1ajl48KCkT5/e3N6sWTO1aG+wIL8ThJd+bd261fxu2LBhMnz4cBk7dqxs2LBBCao6derIhQsXzH0QlD5v3jyZM2eOrFq1Si5evCgNGjRQiwhrmjdvLps3b1a/Dy+8h3AihBBCSHTjaEzT4sWL5YcffpC77rrLZzvimg4cOBB0ealSpfLxLlm9TCNHjpR+/fpJ48aN1bapU6dK7ty5ZdasWdKpUyc5d+6cTJo0SaZPny61a9dW+8yYMUOlRVi6dKnUq1dPxV1BKK1du1YqV66s9pk4caJUrVpVdu/eLSVKlAjxSBBCCCEk0nHU03Tp0iUfD5Pmn3/+CSkY/M8//1TDb4ULF5Znn31W9u7day4QjLipunXrmvui/Bo1asjq1avV540bN6rUB9Z9UFaZMmXMfdasWaOG5LRgAlWqVFHb9D6BwLDf+fPnfV6EEEII8RaOiqbq1avLtGnTzM+IQ8Iivu+995488sgjQZUFIYOy4LmC9wciqVq1aipuCu8BPEtW8Fl/h//TpEkjWbNmTXCfXLlyxbGNbXqf+NbY0zFQeMF7RQghhBBv4ejwHMQRArJ//fVXlacJeZsQnI2ZdIEyhSfEY489Zr4vW7asGjLDbDwMw8EbpEWZ/7Cd/zZ//PcJtH9i5SDnVI8ePczP8DRROBFCCCHewlFPU+nSpWXLli3ywAMPqKBsDNch5ui3335TgicpYPYbxBOG7HSck7836MSJE6b3CftAuGF2XEL7HD9+PI6tkydPxvFiWcFQYKZMmXxehBBCCPEWjoomzJqD2Bg0aJB89913smDBAhk8eLBaxBffJQXEESFwG2UhxgmCZ8mSJeb3EEgrVqxQQ3igYsWKaiafdR/MwNu2bZu5D7xXCBhfv369uc+6devUNr0PIYQQQqITR4fnIGYgTPzjhBCHhO+sU/0To1evXtKwYUMpUKCA8g5BfGEYrHXr1mroDOkEhgwZombm4YX3CEJHCgGAWKN27dqp/FDZs2eXbNmyqTLhrdKz6UqVKiX169eXDh06yPjx49W2jh07qrQEnDlHCCGERDeOiqb4YoGQHwlr0AUDklA+99xzauZdzpw5VRwTUgMULFhQfY94qStXrqh17jAEh8BxpDzImDGjWcaIESNU2oKmTZuqfZF4c8qUKRITE2PuM3PmTOnWrZs5yw4JMJH7iRBCCCHRjSOiSQdFQzBh3Tlr2gF4lzDkVaFChaDKRELKhIAtZATHKz4g1MaMGaNe8QEPFPI3EUIIIYQ4LpoQ6K09Tcjajan+GrwvX768GhojhBBCCIlq0bRs2TL1f9u2bWXUqFGcTUYIIYSQiMfR2XOTJ09WgmnPnj0qKSXiiLQHihBCCCEkknBUNCGJJYKtixcvLo8//riaSQfat2+vZrERQgghhEQKjoompAFAbiTkZLIGgzdr1kwtjEsIIYQQEik4mnIAU/4xLHfXXXf5bEcepQMHDjhpmhBCCCEkcjxNWDbF6mHSINcSlh4hhBBCCIkUHBVN1atXl2nTpvnkUrp165ZayPeRRx5x0jQhhBBCSOQMz0Ec1axZU3799Ve1Fhyydm/fvl0FiP/yyy9OmiaEEEIIiRxPU+nSpWXLli3ywAMPSJ06ddRwXePGjVXyyyJFijhpmhBCCCEkcjxNIE+ePDJo0CCnzRBCCCGERJZogmfJLuXKlQu3eUIIIYSQyBBNWIgXAd/I+o3/NToLuHUbFu8lhBBCCInKmKZ9+/bJ3r171f9ffvmlFC5cWD766CPZvHmzeuE94pnwHSGEEEJI1HqaChYsaL5v0qSJjB49Wi2hYh2Sy58/v/Tv31+eeuqpcJsnhBBCCIm82XNbt25VniZ/sG3Hjh1OmiaEEEIIiRzRVKpUKRk8eLD8+++/5rarV6+qbfiOEEIIISRScDTlwMcffywNGzZUw3Hly5dX237//XcVDP7dd985aZoQQgghJHJEE5JaIiB8xowZsmvXLjWDrlmzZtK8eXPJkCGDk6YJIYQQQiIruSUW7O3YsaPTZgghhBBCIjemiRBCCCHEK0SkaBo6dKiKi+revbu5DUN/AwcOlHz58km6dOnUQsFYHNgKgtC7du0qOXLkUMODjRo1ksOHD/vsc+bMGWnVqpVkzpxZvfD+7NmzrtWNEEIIIcmTiBNNGzZskAkTJsRZgmXYsGEyfPhwGTt2rNoHa95hkeALFy6Y+0BkzZs3T+bMmSOrVq2SixcvSoMGDXwykyPeCkk4Fy1apF54D+FECCGEkOgmokQTRE6LFi1k4sSJkjVrVh8v08iRI6Vfv37SuHFjKVOmjEydOlUuX74ss2bNUvucO3dOJk2aJB988IHUrl1b7r33XhWgjlxSS5cuVfvs3LlTCaVPPvlEqlatql6whZl+u3fvvm31JoQQQojHRdOhQ4d8hr/Wr1+vvD3wFIVCly5d5IknnlCixwpm6B07dkzq1q1rbouNjZUaNWrI6tWr1eeNGzfK9evXffbBUB4Elt5nzZo1akiucuXK5j5VqlRR2/Q+hBBCCIlOHBVNGOpatmyZeg9Rg+EyCKc33nhD3nrrraDKwpDapk2bVDyTPygb5M6d22c7Puvv8H+aNGl8PFSB9smVK1ec8rFN7xMIxEqdP3/e50UIIYQQb+GoaNq2bZvK1QQ+++wz06uDIbMpU6YE5bF65ZVX1HBa2rRp490PweFWMGznv80f/30C7Z9YORByOnAcLyTzJIQQQoi3cFQ0YTgMw2QAcUOYrQZKliwpR48etV0OhtZOnDghFStWlFSpUqnXihUr1GLAeK89TP7eIPyN/g6B4deuXVOz4xLa5/jx43Hsnzx5Mo4Xy0rfvn1VzJR+QeQRQgghxFs4KpruuecetZTKzz//LEuWLJH69eur7UeOHJHs2bPbLqdWrVoqYBsz2fSrUqVKKigc7++++24leGBDA4EEYVWtWjX1GYIrderUPvtAuMEbpvdB4DdED4YQNevWrVPb9D6BgDDMlCmTz4sQQggh3sLRjODvvvuuPP300/Lee+9J69atzfXnvvnmG3PYzg4ZM2ZUQ3tWkGcJwktvR4D5kCFDpFixYuqF98hGjrgqgGGzdu3aSc+ePdXfZcuWTXr16iVly5Y1A8uxiDCEXYcOHWT8+PFqG7KZIy1BiRIlwnZcCCGEEBJ5OCqakGDyn3/+UYHR1gBsCBEImnDSu3dvuXLlinTu3FkNwWEG3OLFi5Xg0owYMUIN5zVt2lTtCw8WYqtiYmLMfWbOnCndunUzZ9lhSBG5nwghhBAS3Ti+9hwEif+MtUKFCiW53OXLl/t8RqA2MoLjFR8IIh8zZox6xQc8UAg4J4QQQghxLaYJQdXIpo18SPDwQEBZX4QQQgghkYKjnqY2bdrIwYMHpX///pI3b95Ep/8TQgghhESlaML6bpg5V6FCBSfNEEIIIYRE9vAckjwiMSQhhBBCSKTjqGjCIrp9+vSR/fv3O2mGEEIIISSyh+eaNWsmly9fliJFiqgUA0guaeX06dNOmieEEEIIiQzRBE8TIYQQQogXcFQ0IQs4IYQQQogXCLtoQvZvvfYa3icE12gjhBBCSNSKJmT/xkK4uXLlkixZsgTMzYQZddh+8+bNcJsnhBBCCIkM0fTTTz+ppUjAsmXLwl08IYQQQog3RFONGjUCvieEEEIIiWQczdMEkBG8ZcuWUq1aNfn777/VtunTp6ts4YQQQgghkYKjounLL7+UevXqSbp06WTTpk1y9epVtf3ChQsyZMgQJ00TQgghhESOaBo8eLB8/PHHMnHiRJ/ElvA6QUQRQgghhEQKjoqm3bt3S/Xq1QOmGjh79qyTpgkhhBBCIkc05c2bV/bs2RNnO+KZ7r77bidNE0IIIYREjmjq1KmTvPLKK7Ju3TqVl+nIkSMyc+ZM6dWrl3Tu3NlJ04QQQgghkbOMSu/eveXcuXPyyCOPyL///quG6mJjY5Voevnll500TQghhBASOaIJvPPOO9KvXz/ZsWOH3Lp1S0qXLi133HGH02YJIYQQQiJneO6FF15Q6QXSp08vlSpVkgceeEAJpkuXLqnvCCGEEEIiBUdF09SpU+XKlStxtmPbtGnTnDRNCCGEEJL8RdP58+dVLBMW5oWnCZ/168yZM7JgwQK1oG8wjBs3TsqVK6fSFeBVtWpVWbhwofk9bA0cOFDy5cunkmnWrFlTtm/f7lMGkmt27dpVcuTIIRkyZJBGjRrJ4cOHffbB72vVqpVkzpxZvfCe6REIIYQQ4ohoypIli1q0FzPmihcvLlmzZjVfECwYmuvSpUtQZd51113y3//+V3799Vf1evTRR+XJJ580hdGwYcNk+PDhMnbsWNmwYYPkyZNH6tSpo0Sbpnv37jJv3jyZM2eOSntw8eJFadCggdy8edPcp3nz5rJ582ZZtGiReuE9hBMhhBBCohtHAsGXLVumPD8QNlhKBQJKkyZNGilYsKDyCAVDw4YN4wSYw/u0du1aFVw+cuRIFXDeuHFjc2gwd+7cMmvWLJX6AJ6vSZMmqXXvateurfaZMWOG5M+fX5YuXaqWe9m5c6cSSiizcuXKah9kM4dXC4k6S5QoEYajQwghhJBIxBHRVKNGDfX/vn37lChJmTK8Di14hj7//HMVUA5BAzvHjh2TunXrmvsgtQF+x+rVq5Vo2rhxo1y/ft1nHwi3MmXKqH0gmtasWaOG5LRgAlWqVFHbsA9FEyGEEBK9OJpyAB4lxAPBwwMvDobr4BXC8ByESLBs3bpViSTkfMIsPAy1oTwIGgDPkhV8PnDggHoPUQUvF4YI/ffBd3qfQLFW2Kb3CQRipfRixACxW4QQQgjxFo7OnkPsUZEiRWTEiBFy+vRp+eeff1TcEbaFsmAvPD2IMcLw2UsvvSStW7dW+Z80EGVWMETov80f/30C7Z9YOUOHDjUDx/GCd40QQggh3sJR0fTqq6+qGWr79++Xr776SnmGMJSG4GsEZQcLPEVFixZVOZ8gVMqXLy+jRo1SQd/A3xt04sQJ0/uEfa5du6ZmxyW0z/Hjx+PYPXnyZBwvlpW+ffuqmCn9OnToUNB1I4QQQkiUe5pef/11SZXq/0YB8R7Lq+C7pAIPEIbFChcurATPkiVLzO8gkFasWCHVqlVTnytWrCipU6f22efo0aOybds2cx8M/UH0rF+/3twH6+Zhm94nEIif0qkQ9IsQQggh3sLRmCaIh4MHD0rJkiV9tsMTkzFjxqDKeuONN+Sxxx5TQ19II4C0AcuXL1ez3TB0Bs/VkCFDpFixYuqF98hEjhQCAMNm7dq1k549e0r27NnVjD6sgVe2bFlzNl2pUqWkfv360qFDBxk/frza1rFjR+UZYxA4IYQQEt04KpqaNWumhMr777+vPDUQN8iP9Nprr8lzzz0XVFkYNkO+JHiHIICQ6BKCCbmYALxXyDTeuXNnNQSHGXCLFy/2EWeIrYKnq2nTpmrfWrVqyZQpUyQmJsbcZ+bMmdKtWzdzlh2GF5H7iRBCCCHRjaOiCWIJQun555+XGzduqG0YIkMQNxJVBgNm4CUE7CAjOF7xkTZtWhkzZox6xQc8UMjfRAghhBDiimhCLiXkPRowYIAK2v7rr79UDBICuTFsRgghhBASSTgmmjDkpbNsw3uD2CFCCCGEkEjF0dlzEEp79+510gQhhBBCSOSLJqwPhxlq3333nQrgRqZs64sQQgghJFJwNBAc0/f1DDRrRm2dYRtxT4QQQgghEu2iadmyZU4WTwghhBDiDdFUo0YNJ4snhBBCCPGGaAJINIkcS5hFhyE5ZN1u27atmlFHCCGEEBIpOBoIjrXfChUqJKNHj1bi6fTp0+o91orDd4QQQgghkYKjnqYuXbqopVTGjRtnLlWC4G8sdYLvsFguIYQQQohEu6cJWcCxQK51bTe879Gjh/qOEEIIISRScFQ03XfffSqWyR9sq1ChgpOmCSGEEEIiZ3iuW7du8sorr8iePXukSpUqatvatWvlww8/VAv2btmyxdy3XLlyTv4UQgghhJDkK5qee+459X/v3r0DfofZdEx0SQghhBCJdtG0b98+J4snhBBCCPGGaCpYsKCTxRNCCCGEeCMQnBBCCCHEK1A0EUIIIYTYgKKJEEIIIcQGFE2EEEIIITagaCKEEEIISa6iqXXr1vLoo4/eDtOEEEIIIclLNCFp5YEDB+TKlStxvrvzzjuDTkcwdOhQuf/++yVjxoySK1cueeqpp2T37t1xbA4cOFDy5csn6dKlk5o1a8r27dt99rl69ap07dpVcuTIIRkyZJBGjRrJ4cOHffY5c+aMtGrVSjJnzqxeeH/27Nmgfi8hhBBCvIWjoqlYsWJxBAkYMmSITJ48OajyVqxYIV26dFHLsCxZskRu3LghdevWlUuXLpn7DBs2TIYPHy5jx46VDRs2SJ48eaROnTpy4cIFc5/u3bvLvHnzZM6cObJq1Sq5ePGiNGjQQG7evGnu07x5c9m8ebMsWrRIvfAewokQQggh0YtjyS1TpkypRNOpU6fU/0kF4sUKRBc8Ths3bpTq1asrkTZy5Ejp16+fNG7cWO0zdepUyZ07t8yaNUs6deok586dk0mTJsn06dOldu3aap8ZM2ZI/vz5ZenSpVKvXj21mDBsQZxVrlxZ7TNx4kSpWrWq8myVKFEiyXUhhBBCSOThaEwTPD+vvfaabNu2LexlQwCBbNmymUu2HDt2THmfNLGxsVKjRg1ZvXq1+gyBdf36dZ99MJRXpkwZc581a9aoITktmAAWG8Y2vY8/GPI7f/68z4sQQggh3sLRZVRatmwply9flvLly0uaNGlUnJGV06dPh1QuvEo9evSQhx56SAkeAMEE4Fmygs+IrdL74HdkzZo1zj767/E/PFj+YJveJ1C81aBBg0KqCyGEEEIiA0dFE4bLnODll1+WLVu2qJgkf1KkSBFHYPlv88d/n0D7J1RO3759lYjTwNOEIT9CCCGEeIdUTqcWCDeY+fbNN9/IypUr5a677jK3I+gbwBuUN29ec/uJEydM7xP2uXbtmpodZ/U2YZ9q1aqZ+xw/fjyO3ZMnT8bxYlmHAfEihBBCiHeJmOSW8PTAw/TVV1/JTz/9JIULF/b5Hp8heDCzTgOBhFl3WhBVrFhRUqdO7bPP0aNHVcyV3gcB34iXWr9+vbnPunXr1Da9DyGEEEKij1ROzZxLbEgM3yNtgF2QbgCz4ObPn69yNen4IgRoI1YK5SGdANIZYLYeXnifPn16lUJA79uuXTvp2bOnZM+eXQWR9+rVS8qWLWvOpitVqpTUr19fOnToIOPHj1fbOnbsqNIScOYcIYQQEr04IpqQByk+MANtzJgxynMUDOPGjVP/I2Glf+qBNm3aqPe9e/dWyTQ7d+6shuAwA27x4sVKZGlGjBghqVKlkqZNm6p9a9WqJVOmTJGYmBhzn5kzZ0q3bt3MWXZIgIncT4QQQgiJXhwRTU8++WScbbt27VIB099++620aNFC3n777aDKtCOy4G1CRnC84iNt2rRKtOEVH/BAIX8TIYQQQohrMU1HjhxRQ13lypVTw3HIro2kkwUKFHDaNCGEEEJI8hdNCJx+/fXXpWjRomr9tx9//FF5mXReJUIIIYQQifbhOWQCf/fdd9VsttmzZwccriOEEEIIkWgXTX369FEz2uBlwlAcXoFA+gBCCCGEkKgVTc8//3yiKQcIIYQQQiTaRROm8BNCCCGEeImIyQhOCCGEEHI7oWgihBBCCLEBRRMhhBBCiA0omgghhBBCbEDRRAghhBBiA4omQgghhBAbUDQRQgghhNiAookQQgghxAYUTYQQQgghNqBoIoQQQgixAUUTIYQQQogNKJoIIYQQQmxA0UQIIYQQYgOKJkIIIYQQG1A0EUIIIYR4STStXLlSGjZsKPny5ZMUKVLI119/7fO9YRgycOBA9X26dOmkZs2asn37dp99rl69Kl27dpUcOXJIhgwZpFGjRnL48GGffc6cOSOtWrWSzJkzqxfenz171pU6EkIIIST5EjGi6dKlS1K+fHkZO3ZswO+HDRsmw4cPV99v2LBB8uTJI3Xq1JELFy6Y+3Tv3l3mzZsnc+bMkVWrVsnFixelQYMGcvPmTXOf5s2by+bNm2XRokXqhfcQToQQQgiJblJJhPDYY4+pVyDgZRo5cqT069dPGjdurLZNnTpVcufOLbNmzZJOnTrJuXPnZNKkSTJ9+nSpXbu22mfGjBmSP39+Wbp0qdSrV0927typhNLatWulcuXKap+JEydK1apVZffu3VKiRAkXa0wIIYSQ5ETEeJoSYt++fXLs2DGpW7euuS02NlZq1Kghq1evVp83btwo169f99kHQ3llypQx91mzZo0aktOCCVSpUkVt0/sQQgghJDqJGE9TQkAwAXiWrODzgQMHzH3SpEkjWbNmjbOP/nv8nytXrjjlY5veJxCIlcJLc/78+STWiBBCCCHJDU94mjQIEPcftvPf5o//PoH2T6ycoUOHmoHjeGHIjxBCCCHewhOiCUHfwN8bdOLECdP7hH2uXbumZscltM/x48fjlH/y5Mk4Xiwrffv2VTFT+nXo0KGw1IsQQgghyQdPiKbChQsrwbNkyRJzGwTSihUrpFq1aupzxYoVJXXq1D77HD16VLZt22bug4BviJ7169eb+6xbt05t0/sEAvFTmTJl8nkRQgghxFtETEwT0gPs2bPHJ/gb6QCyZcsmBQoUUOkEhgwZIsWKFVMvvE+fPr1KIQAwbNauXTvp2bOnZM+eXf1dr169pGzZsuZsulKlSkn9+vWlQ4cOMn78eLWtY8eOKi0BZ84RQggh0U3EiKZff/1VHnnkEfNzjx491P+tW7eWKVOmSO/eveXKlSvSuXNnNQSHGXCLFy+WjBkzmn8zYsQISZUqlTRt2lTtW6tWLfW3MTEx5j4zZ86Ubt26mbPskAAzvtxQhBBCCIkeIkY0IcM3ArLjA4HayAiOV3ykTZtWxowZo17xAQ8U8jcRQgghhHgupokQQgghxGkomgghhBBCbEDRRAghhBBiA4omQgghhBAbUDQRQgghhNiAookQQgghxAYUTYQQQgghNqBoIoQQQgixAUUTIYQQQogNKJoIIYQQQmxA0UQIIYQQYgOKJkIIIYQQG1A0EUIIIYTYgKKJEEIIIcQGFE2EEEIIITagaCKEEEIIsQFFEyGEEEKIDSiaCCGEEEJsQNFECCGEEGIDiiZCCCGEEBtQNBFCCCGE2ICiiRBCCCHEBhRN8fDRRx9J4cKFJW3atFKxYkX5+eef7RxPQgghhHgUiqYAzJ07V7p37y79+vWT3377TR5++GF57LHH5ODBg+6fIUIIIYQkCyiaAjB8+HBp166dtG/fXkqVKiUjR46U/Pnzy7hx49w/Q4QQQghJFqS63T8guXHt2jXZuHGj9OnTx2d73bp1ZfXq1QH/5urVq+qlOXfunPr//Pnzcfa9eOFGUL8nUBmJ4bSNYMt3w0Yox+nW1UuO2gi2fDdsJMfjdPHWtSB/kfM2QrrvHLbhxnG66cJxctpGsOUn1+N05crNoPa/HqSNYMt3w8b123Sc9PkxDCPxAgziw99//42jZvzyyy8+29955x2jePHiAY/WgAED1N/wxWPAa4DXAK8BXgO8BiQij8GhQ4cSVUT0NMVDihQp/MVlnG2avn37So8ePczPt27dktOnT0v27Nnj/Rt/lYvhv0OHDkmmTJnECbxgwwt1cMOGF+rghg0v1MENG16ogxs2vFAHN2ycT4Z1QPt+4cIFyZcvX6L7UjT5kSNHDomJiZFjx475bD9x4oTkzp074EGMjY1VLytZsmSRYMHJdeoi8pINL9TBDRteqIMbNrxQBzdseKEObtjwQh3csJEpmdUhc+bMtvZjILgfadKkUSkGlixZ4rMdn6tVq2b3XBFCCCHEY9DTFAAMtbVq1UoqVaokVatWlQkTJqh0Ay+++KL7Z4gQQgghyQKKpgA0a9ZMTp06JW+99ZYcPXpUypQpIwsWLJCCBQs6chIwtDdgwIA4Q3y0wePE68m5+4L3HY8Tryf374vYCG/vUiAaPOylEkIIIYR4DMY0EUIIIYTYgKKJEEIIIcQGFE2EEEIIITagaCKEEEIIsQFFEyGEEEKIDSiaSLKAkzgJIcQbGA5OyscyZbcTiiaPEKmi4+TJk+p/rNEXqXXwGjdvBr/6OfFe45BUnL6freW7aSucXL161dHy9TN23759cvHiRcfu7V27dsmqVavk119/lcuXL4f9ef7555/LmDFj1PuUKVPe1nuDoskBjh8/Lk6zdu1amTVrlrz33nty5swZR0TH4sWLZciQIdK2bVvZuHGj2hZOG3PnzpVnnnlGJQ4FTtQBCzc6zYEDB2Tz5s0qazweGE7w22+/yZdffqmOFeyEm5kzZ0qXLl3Ue6y96KRwcvKBd/bsWbXwJv53iv3796tGaMeOHY6Uj3OMRsjpxsFpoaGvIf1/uOty7tw5uXLlitlIO3GsNm3a5Nizaf78+fLGG2/IkSNHHOs0zpgxQxo2bKhWtnj00Udl4sSJcu3atbDamDJlijz99NPSvHlzef7552Xw4MFy/fp1W4vV273fkHAayaaHDRt2+4UTkluS8DFlyhQjc+bMxvz58x07rJMmTTIKFChg3H///UbevHmNggULGqdOnVLf3bp1Kyw2PvnkEyNHjhzG//zP/xhly5Y1smbNahw+fDgsZeM3Xrx40XjkkUeMlClTGo0bNzaWLFlifn/jxo2w2Pnss8+MZ5991ti4caPhFFOnTjVKly5t5M+f37jzzjuN/v37G//880/YzzfO8T333GMULlzYaNOmjXH69OmwlY+y7rjjDiN79uxG+/btw34ewFdffWUMHz7c/Hzz5k0j3MyaNct47LHHjEKFChlPPvmkshlupk2bZtx7771GkSJF1DnBfRJOVq9ebaRIkUKdi+3btztyrHCvbd68OazPC3++/vpro0OHDka9evWMN954wzh+/HhY7c2dO9eoU6eOUbFiRfUcCdezyb8OOBfNmzc3t4Xr9+uy8RzH8Tly5EhYywczZ840MmXKZHz44YfqnLdq1Updu4cOHQrr/XDHHXcYM2bMMPbs2WP07t3bqFChgnq+a5J6/R47dkzdb926dVNt0X//+9+wlR0KFE1h5KefflI3ARo3CKdvvvnGCDfz5s0zsmTJYnzxxReqsTt37pwSTy1btgybDZSN348bWzecuGitwiYcDB482Hj11VeNBx54wKhZs6axaNGisJX97bffGrGxsUpUtmvXzvjtt9+McDN79mx1nCZPnmzs2LFD1QeiZsOGDWGzgYcRHnxz5sxR53rcuHHqGsODRJOUBy3+9sKFC0apUqWMrl27GlWqVDFeeOEF87yHQzhBvKCByJkzp/Hee+858sCDeE2fPr0xevRo49133zVat26trqkDBw6E1UbatGnV/wsWLDBeeeUV4+GHHzauXr0aNhv79u0zqlevbtSvX1/d51u3bo2zT1LON8QGzgWEvu5MhFs4ffrpp0bGjBmNPn36GM8884yqD66pf//9N2zl41y///77xrBhw9Q5sIr9cNUHz0Ecp9y5cysRHi4OHjyohB7EUr9+/ZSQef3118MqnCC477vvPuOjjz7y2Z4vXz5jzJgxRjj4/fffjRIlSqjnn2b37t1Go0aNVNuH9lB37pJ6r+P4oxOMY1asWDFj7NixavvChQvDdl3ZhaIpTEBZo9HEzYuLv3PnzurGDqdwOnHihNGwYUPjnXfe8dk+aNAgo3bt2mGxcfToUaNZs2bGqFGjfLZXqlTJePHFF43HH39ceT6S0hjphwJuAHhmTp48qR4c6JX+8MMPRq1atQI2FsEcJ9y46PVMmDBB9UbRiIZTOKFX9dBDDxkjRozw2Q7RASEYDv744w/12yGUNOfPn1c9bGxDTzJcHgN4BSACP/74YyX6u3Tpoh50aKDOnj2bpIc3GrWXX35ZNQx4yIa7p/jrr78q0Td9+nRz28qVK5VIw//hAOVArOIYWQXIc889p+q4bt26sNjZu3evaqjXrFljPPXUU8rjpL0oixcvTlLZ69evV9cTPA4oG+9x7MIpNJYvX648cDg2GjxLypQpExYP7Pfff688umhANT179jQGDBignsHoWIQLdBohbn755Rd1LcEjrvnzzz9DLvfy5cvGyJEjVbngrbfeiiOcrIRyj/z444/Kyw4RA65du6b+f+KJJ8yOS1LP+c6dO42JEycaf//9t7kN5eNYoZMN0Yb7Es/jULl+/br6nWgbMHqDtuLtt99Wz5EMGTIoUY7v3fQ4UTSFkVWrVin3ugYiI5BwSsoJ7tGjh8+DW3ufcBGhx6tvjqSAh7O+2QB6veihoOfYokUL9VAcOnRoWI4XygNomPHggFcFN5p+wIZyY+P4fv7558bSpUvNYZuEhFMoNlAOHkrobembG6BH3bFjRyMc4GEEDxN6phqIwWzZsilxBjGCRtV6zQWLvhbhqcQ5RT0gisuXL2+kS5dOeQmS4nGCCIenb9OmTapBgFAOt3D67rvvjKZNmxp//fWXz7msVq2aKaSSagO//8033/Tx8OFBDk9m8eLFlcfxpZdeSpIN/dsxJA5RDltoFHC+4cHs3r27ceXKlZDLh6cYDT8aO4gbXEtW4ZTUY4RrB2IAw1lnzpwxrxncyxA64fDAYjgUz8BLly6Z29DJKlq0qBL7d999t+kRT2p90NhjuBfHHJ5FLZwqV65sfPDBB0l61vp7R7RwQkcP9wxAyEWoHRYIMwgnjT4WeAYOGTLEZ99Qr6lbt275hAl06tRJDY3jmYjfDpGO54ju5IfynNV/g2eTLgf3Rq5cuZQ3E/ek/75OQ9HkMHiQWoUTlDJufD3Gbxd9QQR6EGAoqmTJkj4NGy7cYBu6QBcdekPwLqFB0sCLhp6Eddw6FPCwRjlacKAOuBHQUC9btixJZfvX3SqctHcGD3MdNxIKeCj424PXD14aK/ohGAoYOtOgNw3Bit+MY7Z//37VYOAag/1QBaY+PhD5AA88iGQIAWs8R7CNkP491t4/fnPfvn3jCKekeAgwNGq9XvTvxPn2H55ICtYGDEOZqAOEALxD6GikSZMmTocmFHC/QXzo44V4wpiYGGPFihVJFgO7du0y36NToYWTVdAkRQxguAQvDX4rxAfiIwOJ+2DrguvcGpPz/PPPq3sCz1d4A9FwQ2SGI8YJ9wHK1h4heMEx5I+Onb4W7P5+671pfa+fffrZAeGE+wPPb3iyUT+76HL9n31WexjmQmyQ3o7y/b3ldmzcCvCswX1gPe4QthBNeG4FW77/e3jHMAICsYmYKQhXdCIglK3CyQ0ompJAfDeM/0WLRg2uRATNIf4IN4Pdm81/P30habeljhmB+1uD8uEmTWo9dC8EvRbrwxQPdHifrDd8KHXAwxQ9afwPVy6GGOHBQYxTuXLlguqZWm9m63vrucBwFhqItm3bql4YPDUQHeF8KGFo7umnnza3N2nSRHnoQqmH/zZ4Ev3FNnrCWuwEU77/ewhvDEWgocBD6cEHH1S9Oxwv67BEKOjzr/+H50wLJ8Sk4BrD8G84BI71/OM6QoyT3g4PDrxS4QDDT9ZhCRw31AdBt6Gi7yc0BjruBIGv8CriPKN3HeoQc3yNHe4DNKQ4z4hxwrUNIRXq5IlA1xeeG+gc/fzzz+Z2DKklZdgGwMvxn//8xydUAF40iCarcAsFfY/jWOhjjmcsnksQgPBs2sX/+ef//LA+RzH0BKGBDgvs2RWwidnQ38M7jpAIgGc4PJihPsdvJNIph4MAz1frsHmo5aMtqFu3rhqFQKcabRIEGjqoGCJ3y8sEKJpCxHqC0fOHy9DqUfC/oDBsgwBMNEj6RkjsRNu1gV4W4iBQLoYM4LGxG5yamA18b/2dUPp4gCNGJRzlYwgFxwUCRm9HMCyETSjC0iryAp0LeALQm0OPEQ1SKA+lQDb09xBNuImBnskVLhv+YAgEDxItDJJSPjyJEC54iNaoUUN5EdFThDcI3rlQRX5830E4IQgWQiNPnjzKbqgNhBXrtYrYL8RcABwnNNzhsBHIHrwfuJYRc5PU8tEJgpDBkBM6QGh8MFSH97im7JKQDWtDiYBdxDjhvoAogDgLtSGN7zsMYSJOSzfWuC/s2EjsPPgLcnh/IZa3bdtm6/cnZgNDgXjhuOAZhU4LvJp4ZmGoORgQuI4OCJ7RiB20xnjpYwEPFoYBq1atam6zey4Ss6FHCTAUiPONc6Lvh2BGJd5PxIauB+JvcU8EO+LhXz680HjB+63PgQb3RULeLyegaAoB68l57bXX1Dg6egboEcLFqtEXC04y3Il42b0R7NrQbmM0PmjssJ++EcJpAw0senTwYEH46bITulATKl+7bCFi0LPWgsn/BgvmhkMgPjwk8FpB1EGg+XuHIPrwO/AbQnkoJWQDQGQgpgk9VMzysHsugrGB92hIGzRooBqIYMoOVD5EKsBDCr0460MJwimhoWEr1t8IjwvOKwLMMWyiYx+s5xPeDMwQC6aBCMbGo48+qoYe4O0L5lwEWw/cG7gvcP/ZuV4TKh9CGMPW8EzjGrKeC5zzUMTrl19+qRofxPlZh0+sAhL7IP0H7gu7DakdGzjWqBNScsCrBQ+N3cbabvkadBRxT6CxTspxQpA5hkUBJlxAIGHIVHvGcP7g+Qjm+MAjhmsdw4foQKdOnVoF5FvDAyAM4GXCtWr3frBjA8PXGnToUB+rFyscNrb//3qgM4bjB2EMER7seQ5UPn4z4iEhzuKbTEBPUzLGeoIxJRUPA7iCEYyNQDXEL2EqsgYXDYYgrA+KYC5SOzbwIMGNAFXvlA3cCBhaRMMQ7I0QqHwEGWO2iJ3fascGxrxxs0HsQRSgV4KeuY4D0Y0bhOtdd90V0kPJjg30PnEu8PAL5VwkZgMNA9zd8DhgSCXYcxGofDSUaARQljVuJ76hvMRs4BggNg0PO3hAIehxLekgapSlvWRwt4dyLhKzgbpoL6bVoxhOG7ieMKwJcWb1INv1vgQqH55KnGPMxosv7jEY8YrAYggwXCuIucIQLAL9rWXhnCM9AxrSUMRrYjYgBuDl05M87JyLYMrXQc8Q/dZznZTjhOOBDh3uKwwbxxeXaOfZhUk1iLuxPicgkOFhRQfL+jswLKtHCYJ5LiZmA8cCLwyLY8gslA5jYjZ0pxTCE9d2sDYSKt+aUuJ2Q09TiCCIEifSOv0fNy/iZuBNGT9+vM/0VH0DB3ORJmYDF6fe1qtXr5BuBLv1wI2NnphunO3aSKh8NBjW4xQqcPvDpYsGzNorR0OGhx+m6WswsyYU749dG6gPBE0o5yIxGzooHMM3EOLB2kiofHiYrEHnoYIeIbwu1qBfxEbBrY4HqR4ShPBArF8o5yIxG3pmFWK90MCGci4Ss4EeNbwR8BShVxysjfjKh9cNMSfhyD0DDwPEO8477l8E6kKgaUGggeCAZyCUc2HHBuqC4a1gPO3BlA+PJTzZiCUM5VzHZwOdlaSmjMHfQ7hjyFMHlOtnKJ6N8O7pWb5Wgvn9dmzoGYW4/0Jpi+zYWPz/U2JYO3B2RwpCPU63A4qmEGegwHOEngkCGq0gFgTT6JG12b93HsxMEbs2/MsM5kYI1YbdG8Fu+UlxryK4FDcbYpTgxQK6wUHvEMIsUHBuMMfJjg1rwjhrsL5TNoI9F6Eep2DA74NHEb1162xLoJPSwcPkTzDHKRgbW7ZsCamBsGNDe+SsgtzuuQj1OAUDppUj6BfDYdb4Rgz1wsOHCRhWQrlm7drAcUGjGGyHy275OMeIKXOyDqGCaxBDr/BeIX0IgDjFb8b9Bw9jUidAhGIj2FmLTtdjiwvHKVxQNNkgUKAZEm2h9wR3s9WdCOD1QY80mJvXCzbcqIM/CCjGjBM0+tbATD27EMOJGCdPCqHYCFYEOl0PN44T3Os41+gVIg+Q9eEMLxaGZK1JD52yoR+6oTYQodhIbscJM1whkhFwrWOAtA14BPCdNdbFKRv+AdnBxCiGUn6w9104j1N81xk8VxBlyCZvTY2BjiMmQOgRg2ixcdOFOjgJRVMQJxjTijGcoUHCM/QWMZUZM1AAAkUhBIJZ1sQLNtyugxX0yjGkgUYISees+0Os+Qe1e93G7awDPCeIX0GclA4wB5hEgAdfMEvleMHG7awDlrfAucY5tyYwxJAgPMDIOJ9cbER6HaxlY/1RTHTB8DM6ivBgwZuLIT8ENiOuCEv9IGDdGtMXDTZuulAHp6FoSgBrrwVuXASWIlgScQc6hxDczogJQXAt4icwVRIzmvTQR2I9Hy/YcKMO1psN6w5h1hfyOqFHjvgQ3HDwlODhh9lSSOCGabXWmSiJ4QUbbtcB5xUL8SJhq55Sjhg+NPw431hCA8OBmNWEIF27ngYv2HC7DggeR8oDlK+HDTEUiHONAHPELsEzg5g7TOoIZYaZEza8UAcNYquwVh0mDCAwHaJL50WC+EL6jlSpUql4NizTokVaMB44L9h4zYU6OAVFkw1wMhGghsVT4VrHlHW413VyO8wK0yLBGhcSzEKeXrDhRh0wywV5TBBYjkBf2MANhvFvBBfDW4IMygg6RU8x2DgKr9hwow548GE9Njz09PIuek0weFJwrjG8gUBpxLTpsoN9eEe6DTfqgJmo6I1jmAmdEnRItLcXkxMgCGAD1wJyQNmdYeamjUivAyZYoFy9LA2EMhp+61AuhDJid7D8kR6CCibo3ws2vnWhDk5C0ZQA8H5gnBs3lp5xBLc5ZpVZF1HVM5rgaseyE1inKppsuFEHgPgPJPzT3isM9eFmg0jTII8HYndgWy867J+g0+s23KgDHnBIV6C9JrrBsWb/hSBAACemOOuFSIMRAl6w4UYdkNzUukwJPIlo+DEsrpk6daqyi1mXuuzkZCMS6+C/HYlUIYz1eUeKBR28jFg1nVkcHUosXwJPC3LsJYQXbNxwoQ5uQtHkh7VHgZMNLwkWm8R2eEruuOMOMyANrl29RhSAex1eFLjYtYr2qg036uB/s0GQQXDpmw1BzdabDePisA9PysCBA1WP3rq+mVdtuFEH/542BBeytmshbE0fgfOt1zjDLCR4udCrt64Z5lUbbtTBX9iifL1+GHrtuPd0JnQE0eo0D/Du+guC22XDC3XQfPrppyoXFVJGYMgbM1VRttWbjvsQEzD0GosYgkKKBJxz2E2ss+IFG5+6UAc3oGhKYHgDrnLcTMjXgZXarTeZPqGI37EGbSJ2BD1GOwtGesGGG3XAwwvuWvQC4c1COeidIGZHg4cgXOp6KBCCAL8NU7sRdJ7YzeYFG06Vb92GXrkWWxh2wuxInG/tUcS+ePBhqQb94IMnBbFsiE+IrxHygg2364Bp2oj1QKAsgpmxrp7VBsqAQMOal1rM4TO8K9ZOjNs2Ir0O/slisR9ydiErNmY+4rN19iNsIz4K+eqs5xVC2bp+odds3HShDrcDiqYANxkaG6zftmrVKqVuEayGYQzEhPgvnYCT7N+7jC9JoBdsuFEH6354yOHm2rp1qxJmCBjEZ8y80GCsG8scYMjPerNh2QPrLD6v2XC7DsjWC3GFxh2NCvJvYXqwdQgW3hPkt4FQsF4rmCEGQedVG27Uwbof1kNDQlJM08ZyEwgeh+Cy5rKBaMMwiH/Djx5/fNPonbbhhTposM4dhvysi0CjXHRUkE5l8+bNKh4HZSO2M5RYNS/YWO9CHdyEoskPnFgEoFlz2UAdI4ATs1yaNWumeuaYLu+fst+u69ALNtyoA3rraHSs2YvRY8eMI3ipkEcF36HxsS4BEczN5gUbbtQBU4GxVILVW4jFP2NiYlSmeIg1zDiCDaxpZ2dtQi/acKMOGL7DMJ7Oe4ZGH7Mf8YJQgyBDbBQ6KtY1FoPBaRuRXgeUiU4Jhlut5xqdD3RUsPQHYtnwLEQYQigL43rBxgoX6uA2FE1+Dzw8yNArRLZqK8ifgmEONELIIAtBEErKfi/YcKMOv//+u+qhI7YAw01WzxXGwvGQK1iwoBqGgp1QbjYv2HCjDghaRvlobKwxaBDAyOiOtfww3AEbdtcm9KINN+qAvDWIB8SyJ9bFS3EdIKYQAeWYqYfh8EqVKiVLG16oAwQZhl5x7yFuzR8MdWNYEB3JUDKVe8XGIRfq4DYUTX6gJ1inTh2VeE5PC06IUBSxF2w4XT6WqcCinGhokBQzEBBo2C/Um80LNtyoA2JusJwEeowIZvYHs10wYy/UZUu8YsONOmAWEaZh44XZRUCfV9iHRxGdFniCQ0kj4YYNL9QBwEvVr18/NTPVOtynBVhSstJ7ycYRF+rgJhRNFvRNhYca3Lpw21oXbAyHAvaCDTfqAOA+R1wB4qT0Ktrx5XUKdVaFF2y4VQfEHKCXjhiEhB5woT74vGDDjTrAg4h4EMSmIX4tmGnxycWGF+qgh/wQwwY71pi1cM7y8oKNYy7UwS0omvzQJxG9Qi0IrKvChwMv2HCjDjpYHIIAuTqQ/M+JHokXbLhVBwy7YrgPwxxO4AUbbtQBubcw1Idp9JcuXXKkEXLahhfqoD0pyPmEAHPMEnMCL9g44kId3CCqRVN8N45VEGAJCqTSxwyxaLXhRh0Sa4QwOwwBg1jQ0Qm8YMOtOuBcI29KQjm2ot2GG3XAch8IsEWaD+1JiTQbXqiDjvPE7GGELDjlPfGCjaMu1MFpoko0BdPr1icU0yW7du0a0hpHkWrDjTqE0gghBgEzLGjj9h4nNDzly5dX6wc6hRdsuFEHeFIQQ4XlciLVhhfqABBwrp+HTt17XrDxjwt1cJIU+EeijPbt20vRokWlT58+Ce6HQ5MiRQrz882bNyUmJiZqbLhRB/+/TYjLly9LunTp1P7RZsONOgTDlStXJDY2VlKmTBn2sr1kI5jygznHVjZt2iTlypWTVKlS3XYbkV6HW7duhXQtBPObvGDjlgt1SK4kfoV6AOuJWrdunSxZskSaNWsW1N+BhBofL9hwow7+N1swN2n69OmjxsbtqEMw30GUhaOcSLDhRh2APr/vvPOO3HnnndKmTZt497WWed9995nvwe20Ecl1sJ6fadOmyd69e+XYsWPSrl07KVasmGTJkiVg2dZ788cff5TMmTNLpUqV4v0dkW7jlgt1SM4414VLRugTNWXKFPVq2bKl1KlTJ8G/wQnWF8aYMWNk2LBhnrfhdPnWm+2jjz6SF198UR5//HGZPXu2HDx40JaN7777ThYsWOBpG27XYf78+TJ27FiZOnWqbNmyRW3Dd7pxic/G8uXL5fz587YERaTacKMOVuAZPHz4sHzxxRfqbxLC+tt27dql3icHG5FaB72tV69e0rNnT+WZQuexUaNGMnLkSGUvISGAe7VJkyZqW3x4wUZKF+qQrDGiBCTZQpwHAgKx9hbAuGpia21NmDDBiI2NVetERYMNN+qApSOQPwWBmchrkzVrVpVdXK9uHZ8N5PhAQs2VK1dGhQ036oBlDLDyO9YNxMK9COa3Lt5rLdf6HtOG8+bNayvI2Qs23KiDBnnPkHgRudDii/uw2sDC2Pfcc49agiW52IjUOiBrNSZSWO8xJGXE8h6Y8YV0KtqOf9mYFWYnZ50XbCxyoQ7JFc+KpkCNPBLLYcVkTEFdunRpwP38TzDySgRKVOcVG27Uwcrq1avVg27t2rXmts8//1wFzCKQHIHMuuxANxv2jQYbbtQBy3pgGYM1a9aozwcPHlRCDRmSsVZUYuc7Wmw4VX5C+cyQ6wlLEgXC3wbu0y+++OK22PBCHazgXGHdRszysuZu6tu3r7oGkCQ2vvOcWNlesvG5C3VIrnhSNFl7HFhOQq8iDtDjgyDAemgQB/EJB6zlldAJ9oINN+oQKOEcFjPduXOnT3mzZs1S3hGdEDApN5sXbLhRB3hKKleu7HMdQBAgpw2Wn9DJMaPdRrjLHzVqlM9nLBQ7ceJEda6tjVLFihWNXbt2+ZQdyAZEnds2vFCHQN7BadOmGTlz5jSXXsFzEUAEwNPrn4sOnkR45QP9fq/YcKMOkYTnRJP1wYaHHdZ4gssQeWv0itUbNmxQS06g164Xc/S/ObFWTnwn2As23K6DBqtZo8e3bt069fnKlSvmzYgFZj/55BOf/XUP0cs2blcd8Dc4t3///bdZtraN6dn+iRmRygBeLDsiP1JtOF0+OiP4m9atW5vbkJIAa6AhMemwYcOMTZs2qe0lS5Y0Xn/99YDHAUOwt8uGF+pgXcLDKgpw/rEuHZ6HVv7880+1puAvv/xibsPzEfdifNeqF2y4UYdIw3OiSYOU7YhBwMKNaNxxgrHCO9YkAjipWMAUrkTruCwuhp49e6oefTTYcKp8a+ODhIvWRh7CDOPhuhECJ06cMEqUKGEO8eEGxZpREHJ2GtBIteF2HbDcDZY00Lm10qVLp2IRrEuuoDGCSNBrdunrAOvbzZ0717M23KrD999/r3rjLVu2NLfv3btX9cax2jvuPyyHgyFADIFYPSsA66WlT58+3mE/p21Ech38Y8sgcJ977jmjf//+KgmmPoeFChVSw68LFy5Uv+OJJ55QcWz+y61s3749zm/3gg036hCpeFI0IdAPDYu1142T+Oijj6rhJqysDBCvg4vA/wTbyVTqBRtOlW/djgBaxOaMGDFCBZkDuNJr1qypHojoCWKID8uw4EHobwOLzXrVhtt1QLwBGvQxY8aYniss9osefe/evY3FixerhgdxIg8++KCPiPjrr7/iXRLECzbcqIMG+6NBx1qBLVq08PkO5x5eXZSLbOKwiaEQoM85OjQYvr2dNiKxDvCoQ2ihcQcQwbi3UDYCxOHFmj59uvpu27Zt6t7DEHmpUqWMunXrml4XlB9fUkYv2HCjDpFMxIsmPOz8TwwaEPTQ9eyhf//9V/2PXiJmsrz11ltBLdjoBRtu1CFQTALGvdFT9wdj4d26dVOudfRUED8Vys3mBRtu1GHgwIHKBgLLrbFrADMeixQpor7Hgw8NkdWGXbxgw4066OBmCALE2rRq1SrgPvgNL7zwghraOHXqVFDlu2Ej0uoADwnuH6yVOWPGDKNLly7msw8z8DBLFR2SKVOmmH8DL+Lhw4fN+yyxxci9YMONOkQyES+a9uzZY76fPXu26p3jQYZe+6uvvmp+ByEA4YD1oPr16xd1NtyogxWUg2G9QYMGmTcVhvIwBg4XrnalYwgEC2nqnn4wN5sXbLhRh5MnT6reoE4HgYUz4VpH+oKZM2eqBx3KR68RbvlQHnxesOFU+f7C1urVQsAsAmSff/75gHEkaKQwBGjHK+OkjUivgy4Ljf9TTz1lVK9eXTX8aOg1OK/t27c37rvvvjgxg4F+nxdtuFGHSCeiRRMeXFhJHCIAwxsIhIV7HGCWBQSBNZcKwEyLIUOGRJUNN+oQiE6dOqkeOWIQcPNhOAPT5VE2XoGCC6PRhtPlIw4K3hHEraFRad68ufJa4WGInEMIdPYnGm04Ub71e8SFIPcZFivFvYj4HKsgsAY967+DBwv3p7VX77aNSK+DtWwMt0JgIRcd4tT8Y6oQe4P7EcOz8HDZxQs23KiDF4ho0QRvSY8ePVQCQMyQsMZ1IH8Eeu8IckYej+7du6veOwKdg+ndesGG0+XH13BgkUwED+bKlcsYPHiwGVwIly+EATwndvGCjdtZhw8++EA1OHhBOOtAf8xIQq8xGLxgw406WIWuTlTauXNnFZeGoSSIMh3/hIYHwqxhw4Y+ZSC4H50ca7C5mzYivQ6I10SQMoBHXf8dhvQgCJCs1H96PNJ5oBNpd8jVCzbcqINXiDjRhMYF7nLrQw5BgPCkoJGxgvFtXAgITsNDD8pYC4GETrQXbLhRB//GZ968eSozOHrkOoAWHD9+3Odv0IP0D+z0ug2364BGBmIMbnVtA6kkrDOM0FjVqlVLxfFEkw036uCfqBSBsjo5JsAQLMpEfAgmXOA+Q8OPe9D6+zBMYh1av102IrEO+B7DeSlTplTPNQhhnd8MrFq1Sg1BYUjWXxBo7Dz/It2GG3XwEhElmtCQ4+awjmXv37/fWLJkiZr+jplggcZYA5XjZRtu1MG/h4g8KcifguBBzLRAL1FPTQXnz59XwgyxUpger39bYjP8vGDD7Tpg9hemYKN8JGXs06ePGnrSIJs4Gij0IDFL0q5H0Qs23KgDRNh//vMf5anCzFM05kjZ4T+r7tNPP1UeXi3QrL8tsUbIaRuRXgeroMIkilSpUqkZqP7fQRAg6BnCzE72ea/ZcKMOXiOiRJOVDz/80HjggQfMz1u2bDFefvllJQhwk2mGDx8ep9cYTTbcqAOmyWNs2zqsBK8WbjC9DAsSnCFOp1mzZmbjE8wQphdsuFGHd955R8181EIMOW4g0uB1RKAzwJATMln7Tw+OJhtOlY8YQQyzPvzww6p8xIPA64vhbjQ8wNqZwezVQLFSt9NGpNfB+uzCPYZki/CUwIOyYMGCOPvDHoafMEvMLl6w4UYdvEhEiiYoYCT3K1q0qOqRaxC4hunZGAfH2Pjjjz+ucniE4jr0gg0nyvdfpgAu81deecX0XMF1jrgpNEq4CSHYkDlZz0ayM/vLCzbcqIM/iOfAQ23+/PnqM/IJIc4DLneI5JdeeslcEwpDIKHMYPOCDafKhxBIkyaN6oljX9xniMdBIDl68bjHrIlKEU8IkfD111/bPjZO24j0OliFAPILYSKFTsqLZW8CCQJ4d7Esjt1JA16w4UYdvEpEiKZAJwnxBzipuMkw1KGBtwQNEbKS4iGoeyvBzHKJVBtu1AFDFtYGBFPmMRSI3jkefhAAyCyuY3dSp06tZiDBg2LXi+UFG27UwR+cQ4gx5HZCrxA9eCTEBHCtYxgKy+KcOXPG/JtgH4BesOFE+XpJFZ06Qp87iGTE6SAHFyZY3HnnneYaavBiBUpUertseKEOGsSlQYj5N/zI54RkmRBgiCGEZ8Wa/ymY68gLNtyog9dI9qLJenIQk4PeoR7zRoOErKXoHVoFAbbrfEP6s9dtuFEH9AzRqKCXjlleepkJ/TDDAw7udj28AZcvchAhiNPuTeYFG27UAUNHiMnR8SAanaAUQ3xYYkKLYcRSValSRe0fTTbcqAP4448/1Dl98sknfdZpHD16tBpaQqA5ZkFiBh569ffee69PZ8WOIHDaRqTWwb9zMXXqVOWtQkcR4QjAei4x0QXCDVmv4cGyDgPGhxdsuFGHaCDZiyYNli+AyxAZeRGshpsMFwFuIggC5LmxDkFpgnnwecGGU+WjJ451nAYMGKDibRCkrFPp65sRAgHbkfwMrlykMLCuVJ7YQ9ULNtyoA2beYVo2kl9WrVpVBTNbPVQA8SEYdtVrpTVp0kQ9JPVvSOx8e8GGG3XwFwQ6BgrvES+VNm1a47PPPvPZD0O1yDYeyhCs0zYisQ7olGDYCJ1E3E8QXTinaPCxFI4+h9ZzidQFmGav77XEfr8XbLhRh2gg2YomqyrG9Ee4Z7HiO2aBwW2LE43hJZxgnFDMOIJbHbE60WTDjTrAM4LhI2tMAYKXUS4eahjm0PmgENyJ3gtSG2DGkd3eiRdsuFEHCAGIYb04LxaNxXpQGNawXgtIMYGeOqYJw3MCsawffHbETKTbcKMOgYAIwIxIZEvGtaDTe6DMQGI4OdqIpDogJYEOJsezDkN8SA2B+w0pO1A+Gv6E4tIS66R4wYYbdYgWkq1o0iA7LxIz+jfymBaJk4+s1TjROMkI2gzlxHrBhlPlY1ow/t4/RQF67hBoaPTh1Vq0aJEZZAtvCwSE3dlfXrDhRh2wvAds+Gc9RkOP4Q7YwVAUps1DhL333nsqqBmJAu3m3fKCDTfqkJggwKLXGNZAcsBQY9Rup41IqANm/8JDhRnC8FYhZrBNmzZGTEyMyhoOzwq86kgnAS+7FgTB1MELNtyoQzSR7EUTMlTjAYhYHGsiQC0I0JtEfhVrTyTYB54XbDhV/r59+5RHBOVqTwmCZAsVKqR6JpMnT1YuXgwJIqjQn2ix4UYdsBYgZnlhuZWLFy+qbQjQxPIRb775phLN6LUjNioQdlzrXrDhRh0S488//1RDUHjpKfThxmkbybkOmOmFTsjcuXN9tuPegzjA+UVma4hieBHhZcEwUzBCwAs23KhDtJGsRFN8Lti33npLZStFw+MPeolYbdzuSfaCDTfqAG8UHmgAy65gthfWRUN8COJxIBI0GPJDnhXMAgsGL9hwow7+MWsQYhDCWOoANvTaXADLGkA8Ywgwmm24UQc7nhRcB5gV6Z+wMVJsJNc6fPPNN8pjiHQEusOhn22Y9QjhjNhCrJEGgYD7EuvZBYMXbLhRh2gj2Ygm/6UNsGAmpmbrE4zZLFDFOqg2oZw4XrbhRh2wYCbinhCorIEgQOwHGhrtStc3IfbDDIzly5cnWK7XbLhRh0CeKGR1hycF8QmI1bFeFxDMWO1dz9iLNhtu1CEY4FWEZ8vJKdpO20iOdUA8DpKRavyfaRj+hndddyARuxPs6IAXbLhRh2gjWYgm64nEEBJ6hUinj/FuLGGgbyTEISAp2syZMxMsw6s23KgDsu5CdOkAWisILkejD48VZmFoMOyEYSm7Dzwv2HCjDnqYT2N9mGH5CWQXx+xIvfQHysV1gCnadj2KXrDhRh3CgRu5bZy2kVzqgOEmeEj0gsqBhlhx3jFEayUYQeAFG27UIdpIFqJJ8/7776spwhjbxhRg9BTRY9eZkrUgwLb4LoJosOFU+QhKRq/Df/gIdnScFDwpmLqNHETIqQK3Oj4Hs8xEpNtwow4I1kSMgTWXjf/f4bwjwByCADmfMAyFXFx2E5V6wYYbdSDJj7/++kslX3zmmWd8Oib6vON7DEtZ13WMRhtu1CHaSDaiCcnmkOBv0qRJ6jOCZxE0iwYKIKeEBqo4lGBNL9hwqnzkSIHI0uVq6tWrpzL0WsuFIMBMJOxvTXqWmC0v2HCjDgCxNigPYss/QNYqCLAMDpbJQZCzVQhEiw036kCSJ5hGHxsba7Ro0cIcfgW4B3E9ILYwqYLYCzbcqEM0cdtEk/9JwkOsWrVqqvcOIaBnv+gHGwI6/Xv2wWThjlQbbtRBB4pnyJBBebH08hHonSDuwxpAq0EPBRljg2l8vGDDjTr4JwGEILMKAgwpWa8LDM9aF5WNNhtu1IEkP3D+dG40LLuC4W8sCYIZYLgfQ1ko2os23KhDNHHbPU2nTp0yVS8aH6heBNei8dccOnRIJULT3pRotOFGHZCEEUnPIAz8Z39ZYz/QSFkJpvHxgg036hBIECDo3wqG/fAAxPBTUjL2esGGG3UgyRNMq0eOLcQLIu8QZkbazX0WTTbcqEM04Lposvb8vv32WzVssWfPHvUZ2Xox/ookWzrxHP7HAw9BtXaVsBdsuFGHQL1xrHiN4T5krEZmcf/fgnw3wWQT94oNN+oQjCcFs74gnDGtPhyxOV6w4UYdSOTghufECzboYUrGoslfCED1Iq8Q3OY6XwoykmL44/7771eZYiECsGijXReiF2y4UQfrVGv/fZFdHNO0hw4dqnrpGogya+OTGF6w4UYdghEE8CQi9wqWPkC8VDiHmrxgw406kOSHG7MgvWCDSSsjdHgO+TgQjInEWlggE5mU0ehrQYD/ka0UvfnZs2eH5FL3gg2nykdgIHrf/vmCpk2b5pMoE1NRIQiOHDmiFpW1zv6KBhtu1CFYQaAX2HRKCHjBhht1IIREJ66LJiT8QzCatSFCLglMG8b0bB0H4u9CD8aF6AUbTpWPBh/DSsgzZE3KiCmnaPytuZ0GDx6spmrDmxJM4+MFG27UIRR27txpdO3a1dFYBC/YcKMOhJDow3XRBBGAxmjLli1xFhXEdogCvSxFqK5EL9hwonzkqEFODgwr+XP8+HGjbdu2ah0iK/3791ezLOw2Pl6w4UYdwgFtJJ/jRAiJDlKKg0CUaW7duqX+z507txQuXFh+/fVXuX79uvl9y5YtpUiRInL69Gl5+eWX5ciRI5IiRYqosOFGHQDKOXfunHqv/weXL1+WXLlyyRNPPCHff/+9/Pnnn+Z3b731lqxYsUJSpUolN27cUP973YYbdQgHtJF8jhMhJDpwTDSh8bc25jdv3lT/lyxZUkqVKiXvvfeerFq1yhQMEAFFixaVNm3ayLFjx9R30WDDjToA/H3evHmlSpUq8tlnn6n/H3/8calevbqyVaBAAZkwYYISAthWrlw5GThwoPpb/D78fWKNjxdsuFEHQgghkUkKuJvCXSiEQMqU/6vHRo0aJT///LOcOnVKNTKvv/66pE+fXmrXri1Hjx6VunXrSunSpWXWrFkSGxsrixYtUo1TnTp1ZMyYMZ624UYdpk2bJpUqVVJ/q1m4cKH07NlThg8fLjlz5pTjx49L6tSpldcK21944QVlY8CAAbYEgBdsuFEHQgghEY6TY39YVDZHjhxG9+7d1QuxOMihgizJemmDWrVqqSnzmHV0+fJltb127drGqFGjosaGU+VPmDBBzSBasGBBnPWGMMMLyc6sbNy4UdmxLoCaWDyIF2y4UQdCCCGRj2OiCQ0NZhRZFwLcvXu3UaRIEbVgpgYLzp49e9b8/Oabb6qEgTrI2es2nCp//PjxRkxMjPH1118HDHRG+gIs74H3aPDxP6Zp42U3+Z8XbLhRB0IIId4gbKLJvwH5/fffjXz58hk7duxQn/U07K1btxpp0qRR0+etoPGHFwXTua2LCnrNhht1gBDAAo1ffPFFnOU/dBLGJUuWqLWIMEvsvvvuU/mf8L/drMlesOFGHQghhHiHsHua2rdvb4wcOdL4+++/jXTp0pmJANG4oKcOjwkWCRwzZkycv124cKEt748XbDhV/po1a9RQE5JeWnn66adVxnBMmbcKNqzH1atXL+OTTz6xnRzTCzbcqAMhhBBvkWTRZE2miIYICRnRqIPXX3/dKFCggFoKRHPlyhUVm4PGJ5psuFEHsHr1arXcCjKJI0M1aNy4sSpr//79Zl4nndsplOSbXrDhRh0IIYR4i7DNnps6daqsWbNGzTJ6++231badO3fKiBEj5IsvvpAXX3xRsmXLJosXL1ZT5X/77TeJiYmJOhtu1GHTpk3Sp08f2bt3r9x9990qTcHcuXNVfiecbp3i4Pfff5fy5csHVbaXbLhRB0IIId4hZNG0bNkyWb58uVy6dEkKFiwoW7ZsUQ1OixYtZNy4ceZ++/fvl2+++UY+/vhjyZMnj0raiOndmLqNnEQJCQIv2HCjDrqBt6Yw2LBhgwwZMkTmz5+vfkONGjXk2rVrkiZNGvU90hpcvHhRCQc7eMGGG3UghBDiYUJxT02cOFHN3MJipghIzpo1q/Hss88a7dq1MzJlyhRngVOAafLW5T4Siwfxgg036uA/bIRYKM2GDRtU6oLChQubMVAoDyvAly5d2mdfr9twow6EEEK8TdCiCUIAs7o+//xz1bAgSLZ58+ZG0aJFjSlTphhPPvmkCmBetWqV2h8CAA2WVQgktlaaF2y4UQerEEBQ+TPPPKPWpBs4cKBx4sQJtX3z5s1GnTp11NR55B1q0qSJyj1kd1FZL9hwow6EEEK8T1CiadmyZWrG0aBBg3wadSwimydPHjUTDAG2//M//6OmaP/yyy9B/yAv2HCjDoklx0QeIQgBnYwRXhP8pmLFioUkBLxgw406EEII8S5BiaY//vhDreQOL8mKFSvM7aNHj1Zi4OjRo+rzypUrjaZNm6r8Q1u2bDGizYYbdbCTHPOpp54yBdvPP/9s/Oc//zEFQDBCwAs23KgDIYQQbxP08BwEQf369Y26deuq92iE0qZNq4ahrCxdutTo169fSFOzvWDDqfKTmhwzlDipSLThRh0IIYREFyEFgkMEYBgDmZGRLXnGjBlqOxr+QBmSQxU1kW7DyfKTkhwzmmy4UQdCCCHRwf/Ouw6SYsWKyahRoyRLlixSokQJKVq0qNqOafE6t42VYPMMecVGOMtH2gHN2rVrZeHCharMfPnySbdu3eTNN9+U7777Tk2lT5UqlZpWj79Jly6d7d/rBRtu1IEQQkh0kqTklnv27JGuXbuq92iMHnzwwXD+Ns/YCGf5Xkjw6YYNN+pACCEkukhyRvA///xTXn31VTl+/LhMmjRJypUrF75f5yEboZbvhQSfbthwow6EEEKinHCM8SG4tkePHo6u+O4FG8GW74UEn27YcKMOhBBCSFhEkxUnRY2XbCRWvhcSfLphw406EEIIIY6IJpJ0vJDg04tJRAkhhEQ3Ic2eI85y5513ykMPPaQWiV25cqU50w4LxwLM/KpataqaDVa8eHFp0qSJbN26NepsuFEHQgghxOR2qzbi3QSfbthwow6EEEIISPLsOeIcmHH3yiuvqBl38JBMnjxZzQbDLC94VeBJsRLK7C8v2HCjDoQQQgiH55IxXkjw6YYNN+pACCGE0NMUAXghwacbNtyoAyGEkOiFnqYIAJ6T0aNHKw9J9+7dVeJG2rg9x4kQQkj0QtEUIWAI6r333pPq1atLmTJlaOM2HidCCCHRCYfnIhQsNOsf4Ewbt+c4EUIIiQ4omgghhBBCbMAuOCGEEEKIDSiaCCGEEEJsQNFECCGEEGIDiiZCCCGEEBtQNBFCCCGE2ICiiRBCCCHEBhRNhBBCCCE2oGgihBBCCLEBRRMhhBBCiA0omgghhBBCJHH+Hzw1YQW3kOwIAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Per-sample protein counts (individual bars)\n", "pr.pl.n_proteins_per_sample(\n", " adata,\n", " zero_to_na=True,\n", " order_by='cell_type',\n", " order=adata.uns['diff_order'],\n", " color_scheme=adata.uns['colors_cell_type'],\n", " xlabel_rotation=45,\n", " )" ] }, { "cell_type": "markdown", "id": "127f07f7", "metadata": {}, "source": [ "📊 We observe a trend of decreasing detected protein count along differentiation trajectory" ] }, { "cell_type": "code", "execution_count": 18, "id": "90661016", "metadata": {}, "outputs": [ { "data": { "image/png": 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O/W+CV6UiMZY10/9SXnCZgZNmpSlZXMNeGzdudDPtWrVq5ZK1qTAKAABSs8tackWz2jQrDQAAIJpc1uClFtRV0pjWhNu2bZt/Ztsnn3wS6fMDAABIuYGTlkPp0aOHNWnSxJUH8Apeqmq3SgkAAACkVmEP1WnK//jx4129pqFDh/r333zzza7wJAAASBn2HDlje2PPBM2q8/yw80S8WXUFs2ewQjkyWDQLO3BSYri3/Ekgret27NixSJ0XAABIZBMW/2GDZ8dfy1W8sgSBnm1cwJ6747/ryEarsAMnFbpUNdHAauLyxRdfxFuwFwAAJF/t/pbH7qyYPeT2BbNHd2/TZQVOWqOuc+fOdvLkSVeKQOvLvfvuuzZkyBB76623EucsAQBAxGnYLdqH3hI9cHr00Uft7Nmzbg2548ePu/pNV199tb3yyit2//33h30CAAAAqbqOU/v27d2msufnz5+3/PnzR/7MAAAAUno5gttvv90OHz7sX6XYC5piY2PdMQAAgNQq7MDp66+/ttOnT8fbr5ynb7/9NlLnBQAAkHKH6tauXeu//dNPP9nevXv991UEc/bs2S7XCQAAwKI9cKpcubKlSZPGbRcakouJiXHFMQEAACzaAycVvlT5gWuuucaVIMiXL5//WMaMGV2uU7p06RLrPAEAAFJO4OQVvNQsOgAAgGgUdnK4Cl2+/fbb8fZr37BhwyJ1XgAAACk/cBo3bpxdd9118faXL1/e3njjjUidFwAAQMoPnDSbrlChQvH2K+dpz549kTovAACAlB84FS1a1BYvXhxvv/YVLlw4UucFAACQ8pdcefzxx6179+525swZf1mC+fPnu7XrevbsmRjnCAAAkDJ7nBQgtWvXzjp16uRKE2jr0qWLde3a1fr06RPWYw0YMMBfG8rbChYs6D+u8gdqo54s1YmqU6eOrV+/PugxTp065X6+ln/JmjWrNW/e3Hbu3BnU5tChQ9amTRvLkSOH23TbWzYGAAAg0QInBTeaPXfgwAFbtmyZ/fDDD3bw4EF7/vnn7XIoqVy5Ud72448/+o8NHz7cRowYYWPGjLHvvvvOBVUNGjSwo0eP+tuo92vmzJk2Y8YMW7Rokf3555/WtGlTV83c07p1a1uzZo2rbq5NtxU8AQAAJOpQXWCSuAKmWrVqWaZMmVzvkIKqcKVPnz6ol8mjxxs1apT17dvXWrRo4fZNnjzZChQoYNOnT7eOHTvakSNHbMKECTZlyhSrX7++azN16lSXhzVv3jxr1KiRbdiwwQVLCvKqVavm2owfP95q1KhhmzZtsrJly17uJQAAAFEm7B6nP/74w+rVq2dlypSxO+64wz+TTrlPl5Pj9Msvv7ihuJIlS9r9999vW7Zs8VcqV3DWsGFDf1sFaLVr17YlS5a4+6tWrXK5VoFt9FgVKlTwt1m6dKkbnvOCJqlevbrb57UBAABIlMDpqaeesgwZMtj27dstS5Ys/v2tWrVyPTvhUDDzzjvv2Jdfful6gRQo1axZ0wVn3iLC6mEKpPveMX3Vci+5cuW6ZBstBxOX9gUuVByXcqdiY2ODNgAAEN3CHqqbM2eOC3SKFCkStL906dK2bdu2sB6rSZMm/tsVK1Z0w2elSpVyQ3LqFZK4w3+hDAnGbXOh9n/1OKqQPnDgwLD+PwAAIHULu8fp2LFjQT1Nnt9//90NpSWEZsUpgNLwnZf3FLdXaP/+/f5eKLU5ffq0mzV3qTb79u2L97OU3B63NyuQZggqh8rbduzYkaD/GwAAiMLAScngGl7zqNdGC/++9NJLVrdu3QSdjIbHlMytyuTKeVLQM3fuXP9xBUkLFy50w3lSpUoVN2wY2EY5V+vWrfO3US+WAp8VK1b42yxfvtzt89pciILA7NmzB20AACC6hT1UpwBJ9ZRWrlzpAhnVdVJtJc2wu1BF8Uvp1auXNWvWzIoVK+Z6iQYNGuRyidq2besCMpUaGDx4sBsG1Kbb6u1SeQFRgrdqSikpPU+ePJY7d273mOq18mbZlStXzho3bmzt27d36+xJhw4dXMkCZtQBAIBEDZyuv/56W7t2rY0dO9bSpUvnhu5ULqBz584XXMPuUlSo8oEHHnDDfFrrTnlNKhtQvHhxd1xB2YkTJ1yxTQ3HKZlcOVbZsmXzP8bIkSNdSYOWLVu6tprxN2nSJHdunmnTprkCnd7sOxXJVG0oAACARA2cNJtOdZIulDitY+o9CpWKVl6Kep1UOVzbxWTOnNlGjx7ttotRT5TqOwEAAFzRHCflHimxOi6VENAxAACA1CrswOli0/i11Il6fwAAACzah+p69Ojhvipo6tevX1BJAq0Lp5lqlStXTpyzBAAASEmB0+rVq/09TlqIVxW7PbpdqVIlN6MNAADAoj1wWrBggfv66KOP2iuvvEJdIwAAEHXCznGaOHGiC5p+/fVXt/SKSgB4PVEAAACpWdiBkwpdqlZSmTJl7I477nCVuuXxxx93hSgBAABSq7ADJ1Xz1jInqtkUmCDeqlUrmz17dqTPDwAAIOUWwFTlbg3RFSlSJGi/lkTZtm1bJM8NAAAgZfc4aYmVwJ4mj5ZN0cK4AAAAqVXYgVOtWrXsnXfe8d9XXafz58+7xX/r1q0b6fMDAABIuUN1CpDq1KljK1eutNOnT7uFeNevX++SxhcvXpw4ZwkAAJASe5yuv/56W7t2rVWtWtUaNGjghu5atGjhCmSWKlUqcc4SAAAgJfY4ScGCBW3gwIGRPxsAAICUHjiphylUN9xwQ0LOBwAAIGUHTlq8V0ngqg6urx6vWnjgPi34CwAAELU5Tlu3brUtW7a4rx9++KGVLFnSXn/9dVuzZo3bdFv5TToGAAAQ1T1OxYsX99++77777NVXX3XLrQQOzxUtWtT69etnd999d+KcKQAAQEqbVffjjz+6Hqe4tO+nn36K1HkBAACk/MCpXLlyNmjQIDt58qR/36lTp9w+HQMAAEitwi5H8MYbb1izZs3c0FylSpXcvh9++MEliH/22WeJcY4AAAApM3BS4UsliU+dOtU2btzoZta1atXKWrdubVmzZk2cswQAAEipBTC1yG+HDh0ifzYAAACpKccJAAAgWiWbwGnIkCEuT6p79+7+fRoGHDBggBUuXNhiYmLc4sJaUDiQEtO7dOliefPmdUOFzZs3t507dwa1OXTokLVp08Zy5MjhNt0+fPjwFfu/AQCA1CFZBE7fffedvfnmm/GWaxk+fLiNGDHCxowZ49pojTwtLHz06FF/GwVaM2fOtBkzZtiiRYvszz//tKZNmwZVMFf+lQp1zp492226reAJAAAgRQVOCnQefPBBGz9+vOXKlSuot2nUqFHWt29fa9GihVWoUMEmT55sx48ft+nTp7s2R44csQkTJtjLL79s9evXtxtvvNElravW1Lx581ybDRs2uGDprbfesho1arhNP0szADdt2pRk/28AABAFgdOOHTuChsJWrFjhen3UY3Q5OnfubHfeeacLfAJp5t7evXutYcOG/n2ZMmWy2rVr25IlS9z9VatW2ZkzZ4LaaFhPQZbXZunSpW54rlq1av421atXd/u8NgAAAIkSOGnYa8GCBe62AhsNnSl4evbZZ+2FF14I67E0vPb999+7/Ka49NhSoECBoP267x3T14wZMwb1VF2oTf78+eM9vvZ5bS5EuVOxsbFBGwAAiG5hB07r1q1ztZzk/fff9/fuaPhs0qRJYfVcdevWzQ2tZc6c+aLtlDAeSEN4cffFFbfNhdr/1eMomPOSybWp4CcAAIhuYQdOGhrTkJkoj0iz2OS6666zPXv2hPw4Gmbbv3+/ValSxdKnT++2hQsXugWEddvraYrbK6Tv8Y4pWfz06dNu1tyl2uzbty/ezz9w4EC83qxAffr0cTlU3qZADwAARLewA6fy5cu7ZVe+/fZbmzt3rjVu3Njt3717t+XJkyfkx6lXr55L4tYMN2+7+eabXaK4bl9zzTUu6NHP8ChIUnBVs2ZNd19BV4YMGYLaKHhTr5jXRsngCnw0nOhZvny52+e1uRAFh9mzZw/aAABAdAu7cviwYcPsnnvusZdeesnatm3rX6/u008/9Q/hhSJbtmxumC+Q6jAp+PL2K+l88ODBVrp0abfptqqWK89KNITWrl0769mzp/u+3LlzW69evaxixYr+ZHMtPKzgrn379jZu3Di3T1XPVbKgbNmy4f73AQBAFAs7cFIRyt9//90lSwcmZSsYUVATSb1797YTJ05Yp06d3HCcZsbNmTPHBV2ekSNHuqG9li1burbqyVKuVbp06fxtpk2bZl27dvXPvtPwompDAQAAJPpadQpK4s5kK1GihCXU119/HXRfyduqHK7tYpRYPnr0aLddjHqilIQOAABwRXOclGitqtuql6SeHgVRgRsAAEBqFXaP0yOPPGLbt2+3fv36WaFChf6yNAAAAEDUBk5aD04z6ipXrpw4ZwQAAJBahupUCFLFIwEAAKJN2IGTFt595pln7LfffkucMwIAAEgtQ3WtWrWy48ePW6lSpVz5ARWgDHTw4MFInh8AAEDKDZzU4wQAABCNwg6cVC0cAAAgGoUUOKlKuLdWm25fCmu6AQCAqA6cVCVci+fmz5/fcubMecHaTZppp/3nzp1LjPMEAABIGYHTV1995ZYtkQULFiT2OQEAAKTcwKl27doXvA0AABBNwq7jJKoc/tBDD1nNmjVt165dbt+UKVNcVXEAAIDUKuzA6cMPP7RGjRpZTEyMff/993bq1Cm3/+jRozZ48ODEOEcAAICUGTgNGjTI3njjDRs/fnxQ8Uv1PimQAgAASK3CDpw2bdpktWrVumAZgsOHD0fqvAAAAFJ+4FSoUCH79ddf4+1XftM111wTqfMCAABI+YFTx44drVu3brZ8+XJXt2n37t02bdo069Wrl3Xq1ClxzhIAACAlLrnSu3dvO3LkiNWtW9dOnjzphu0yZcrkAqcnn3wycc4SAAAgJQZO8uKLL1rfvn3tp59+svPnz9v1119vV111VeTPDgAAICUP1T322GOu9ECWLFns5ptvtqpVq7qg6dixY+4YAABAahV24DR58mQ7ceJEvP3a984770TqvAAAAFLuUF1sbKxbyFebepwyZ87sP6aFfT///HO3CDAAAIBFe+CUM2dON4tOW5kyZeId1/6BAwdG+vwAAABS3lDdggULbP78+a7H6YMPPrCvvvrKv6mG0/bt213CeDjGjh1rN9xwgyueqa1GjRr2xRdf+I/rZw0YMMAKFy7slnipU6eOrV+/PugxtORLly5dLG/evJY1a1Zr3ry57dy5M6jNoUOHrE2bNpYjRw636TbFOgEAQKL1ONWuXdt93bp1qxUtWtTSpr2s9YGDFClSxIYOHWrXXnutP3/qrrvustWrV1v58uVt+PDhNmLECJs0aZLr5dJyLw0aNHDVy7Nly+a+p3v37jZr1iybMWOG5cmTx3r27GlNmza1VatWWbp06Vyb1q1bu2Bq9uzZ7n6HDh1c8KTvAwAASLRyBMWLF3e9NRMmTLANGza4ITqVI9CMOvXmhKNZs2bxyhyoF2rZsmXuMUeNGuV6sVq0aOEPrAoUKGDTp093hThVT0rnMWXKFKtfv75rM3XqVBfYzZs3zy1GrHNUwKTHrFatmmujdfbUu6UArGzZsuFeAgAAEKXC7jZauXKllSpVykaOHGkHDx6033//3fUKaV9CFvlVgrl6jVTWQEGNerb27t1rDRs29LdRoU31fC1ZssTdV6/SmTNngtpoWK9ChQr+NkuXLnUBnRc0SfXq1d0+rw0AAECi9Dg99dRTLo9IvTbp0//328+ePWuPP/64Gzb75ptvwnq8H3/80QVKqkKuelAzZ850vU1eUKMepkC6v23bNndbgVXGjBktV65c8dromNfmQrP9tM9rcyHKndIWOKsQAABEt/SX0+MUGDS5B0mf3i3FooKY4dJQ2Zo1a9zw34cffmht27a1hQsX+o9rKDCQEsbj7osrbpsLtf+rxxkyZAizBAEAQMKG6jT7TTPo4tqxY4c/YTsc6jFScriCLgUrlSpVsldeecUKFizojsftFdq/f7+/F0ptTp8+7WbNXarNvn374v3cAwcOxOvNCtSnTx+XQ+Vt+v8BAIDoFnbg1KpVK2vXrp299957LpjQbDXlJmmo7oEHHkjwCaknSENkJUuWdEHP3Llz/ccUJKk3qmbNmu5+lSpVLEOGDEFt9uzZY+vWrfO30TCgAp8VK1b42yxfvtzt89pciPKpvDIJ3gYAAKJb2EN1//73v90Q18MPP+xym0TByz/+8Q9XWiAczz77rDVp0sTNglM1cgVgX3/9tZsFp5+hnKnBgwdb6dKl3abbWiNP5QVECd4K4lSCQKUIcufObb169bKKFSv6Z9mVK1fOGjdubO3bt7dx48b5yxGoZAEz6gAAQKIFTpr5pllq/fv3d8Nqmzdvdj1EGmpTQBMuDaGpnpJ6iRQEqRimgibVahLlTWkNvE6dOrnhOM2MmzNnTtCQoGb3KceqZcuWrm29evVc3SevhpNMmzbNunbt6p99p+T2MWPGhH2+AAAguoUVOCkY8WojqXdHPTsJoRpMl6JeJ1UO13YxWjNv9OjRbrsYnavqOwEAAFzRHCcFS1u2bEnQDwUAAIiKwEnVvZVH9Nlnn7khNtU3CtwAAABSq7CTw5Vo7eUJBdZB8uoiKQ8KAAAgNQo7cFqwYEHinAkAAEBqC5y0VhwAAEA0CjtwEpUG0Iw4za7T8JxqJT366KNu9hoAAEBqFXZyuCp3lyhRwl599VUXQB08eNDdVqXvwDXmAAAALNp7nDp37uyWXRk7dqy/yKQSwlWkUse03AkAAEBqFHaPk6qFa4mTwMrcut2jRw93DAAAILUKO3C66aabXG5TXNpXuXLlSJ0XAABAyh+q05pv3bp1s19//dWqV6/u9i1btsxee+01t8jv2rVr/W219hwAAEDUBk4PPPCAfwHeCx3TLDuKYQIAgNQo7MBp69atiXMmAAAAqS1wKl68eOKcCQAAQGpLDgcAAIhWBE4AAAAhInACAAAIEYETAABAiAicAAAArnTg1LZtW7v99tsj9XAAAAApuxyBCltu377d8ufPbzExMUHHrr76akublg4sAACQeoUdOJUuXdrWr1/vvgYaPHhwpM8NAAAgWQmri0g9SgqY/vjjj8Q7IwAAgGQq7LG14cOH29NPP23r1q1LnDMCAABILYHTQw89ZCtWrLBKlSq5PKfcuXMHbeEYMmSI3XLLLZYtWzaXN3X33Xfbpk2b4g0PDhgwwAoXLux+Xp06ddxQYaBTp05Zly5dLG/evJY1a1Zr3ry57dy5M6jNoUOHrE2bNpYjRw636fbhw4fD/e8DAIAoFvZadaNGjYrYD1+4cKF17tzZBU9nz561vn37WsOGDe2nn35yAZDXwzVixAibNGmSlSlTxgYNGmQNGjRwAZYCLunevbvNmjXLZsyYYXny5LGePXta06ZNbdWqVZYuXTrXpnXr1i6Ymj17trvfoUMHFzzp+wAAABIlcFLZgUjxghjPxIkTXc+TAp5atWq53iYFagqoWrRo4dpMnjzZChQoYNOnT7eOHTvakSNHbMKECTZlyhSrX7++azN16lQrWrSozZs3zxo1amQbNmxwP2vZsmVWrVo112b8+PFWo0YNF4CVLVs2Yv8nAACQeiWr+gEKgsQb8tu6davt3bvX9UJ5MmXKZLVr17YlS5a4+wqyzpw5E9RGw3oVKlTwt1m6dKkbnvOCJqlevbrb57WJS8N/sbGxQRsAAIhuacOZUadhr0tt6dOH3YHlp96lHj162K233uqCHlHQJOphCqT73jF9zZgxo+XKleuSbdSTFZf2eW0ulH/l5UNpUw8WAACIbiFHOjNnzrzoMfXajB492gU/l+vJJ5+0tWvX2qJFi+IdS5MmTdB9/Zy4++KK2+ZC7S/1OH369HGBnEc9TgRPAABEt5ADp7vuuivevo0bN7oAQwnWDz74oP3rX/+6rJPQjLhPP/3UvvnmGytSpIh/f8GCBd1X9QoVKlTIv3///v3+Xii1OX36tJs1F9jrpDY1a9b0t9m3b1+8n3vgwIF4vVmBQ4LaAAAAEpTjtHv3bmvfvr3dcMMNbjbcmjVrXNJ2sWLFwnoc9fiop+mjjz6yr776ykqWLBl0XPcV9MydO9e/T0GSZuN5QVGVKlUsQ4YMQW327Nnj6kx5bZQErvwplVHwLF++3O3z2gAAAPyVsJKSFGhoaRUNy1WuXNnmz59vt912m10ulSLQ7LhPPvnElRbw8o2UU6SaTRpGU6kB/UxVLNem21myZHHlBby27dq1cyUIVIpAieW9evWyihUr+mfZlStXzho3buyCvXHjxvnLEahkATPqAABAxAMn1VMaNmyY6wF69913Lzh0F66xY8e6rypqGbcswSOPPOJu9+7d206cOGGdOnVyw3GaGTdnzhx/DScZOXKkS0xv2bKla1uvXj1X98mr4STTpk2zrl27+mffqUjmmDFjEvx/AAAA0SPkwOmZZ55xvUDXXnutG5bTdiEadgtVKMnk6nVS5XBtF5M5c2bXC6btYtQTpfpOAAAAiR44Pfzww385kw0AACA1Czlw0tAXAABANEtWlcMBAACSMwInAAAAAicAAIDIoscJAAAgRAROAAAAISJwAgAACBGBEwAAQIgInAAAAEJE4AQAABAiAicAAIAQETgBAACEiMAJAAAgRAROAAAAISJwAgAACBGBEwAAQIgInAAAAEJE4AQAABAiAicAAIAQETgBAACEiMAJAAAgRAROAAAAISJwAgAASAmB0zfffGPNmjWzwoULW5o0aezjjz8OOu7z+WzAgAHueExMjNWpU8fWr18f1ObUqVPWpUsXy5s3r2XNmtWaN29uO3fuDGpz6NAha9OmjeXIkcNtun348OEr8n8EAACpR5IGTseOHbNKlSrZmDFjLnh8+PDhNmLECHf8u+++s4IFC1qDBg3s6NGj/jbdu3e3mTNn2owZM2zRokX2559/WtOmTe3cuXP+Nq1bt7Y1a9bY7Nmz3abbCp4AAADCkd6SUJMmTdx2IeptGjVqlPXt29datGjh9k2ePNkKFChg06dPt44dO9qRI0dswoQJNmXKFKtfv75rM3XqVCtatKjNmzfPGjVqZBs2bHDB0rJly6xatWquzfjx461GjRq2adMmK1u27BX8HwMAgJQs2eY4bd261fbu3WsNGzb078uUKZPVrl3blixZ4u6vWrXKzpw5E9RGw3oVKlTwt1m6dKkbnvOCJqlevbrb57W5EA0BxsbGBm0AACC6JdvASUGTqIcpkO57x/Q1Y8aMlitXrku2yZ8/f7zH1z6vzYUMGTLEnxOlTb1YAAAguiXbwMmjpPG4Q3hx98UVt82F2v/V4/Tp08cNBXrbjh07Luv8AQBA6pFsAyclgkvcXqH9+/f7e6HU5vTp027W3KXa7Nu3L97jHzhwIF5vViANC2bPnj1oAwAA0S3ZBk4lS5Z0Qc/cuXP9+xQkLVy40GrWrOnuV6lSxTJkyBDUZs+ePbZu3Tp/GyWBq8doxYoV/jbLly93+7w2AAAAyX5WnUoH/Prrr0EJ4SoVkDt3bitWrJgrNTB48GArXbq023Q7S5YsrryAKPeoXbt21rNnT8uTJ4/7vl69elnFihX9s+zKlStnjRs3tvbt29u4cePcvg4dOriSBcyoAwAAKSZwWrlypdWtW9d/v0ePHu5r27ZtbdKkSda7d287ceKEderUyQ3HaWbcnDlzLFu2bP7vGTlypKVPn95atmzp2tarV899b7p06fxtpk2bZl27dvXPvlORzIvVjgIAAEiWgZMqgStJ+2KUvK3K4douJnPmzDZ69Gi3XYx6olTfCQAAIFXmOAEAACQ3BE4AAAAhInACAAAIEYETAABAiAicAAAAQkTgBAAAECICJwAAgBAROAEAAISIwAkAACBEBE4AAAAhInACAAAIEYETAABAiAicAAAAQkTgBAAAECICJwAAgBAROAEAAISIwAkAACBEBE4AAAAhInACAAAIEYETAABAiAicAAAAQkTgBAAAECICJwAAgBAROAEAAIQoqgKn119/3UqWLGmZM2e2KlWq2LfffpvUpwQAAFKQqAmc3nvvPevevbv17dvXVq9ebbfddps1adLEtm/fntSnBgAAUoioCZxGjBhh7dq1s8cff9zKlStno0aNsqJFi9rYsWOT+tQAAEAKkd6iwOnTp23VqlX2zDPPBO1v2LChLVmy5ILfc+rUKbd5jhw54r7GxsZG/Pz+/PNP93X9uqN2/Pi5iD9+arN1y3H/dUvo8+Fd+zN7f7Hzp09E5PxSu3MHd0b8+q8/c9COnz8TkfNL7baeOxrx63/y5B92nuv/l06fjo34tV+z/YQdO8Xrfih+2Xc6Ytc/Lu/xfD7fXzf2RYFdu3bpSvgWL14ctP/FF1/0lSlT5oLf079/f/c9bFwDfgf4HeB3gN8Bfgei43dgx44dfxlTREWPkydNmjRB9xVZxt3n6dOnj/Xo0cN///z583bw4EHLkyfPRb8ntVEEruHMHTt2WPbs2ZP6dKIO159rH6343ef6X2mKB44ePWqFCxf+y7ZRETjlzZvX0qVLZ3v37g3av3//fitQoMAFvydTpkxuC5QzZ06LRgqaCJy4/tGI332ufzSLtt//HDlyhNQuKpLDM2bM6MoPzJ07N2i/7tesWTPJzgsAAKQsUdHjJBp2a9Omjd18881Wo0YNe/PNN10pgieeeCKpTw0AAKQQURM4tWrVyv744w974YUXbM+ePVahQgX7/PPPrXjx4kl9asmWhir79+8fb8gSXP/Ujt99rn804/f/0tIoQ/wv2gAAACBacpwAAAAigcAJAAAgRAROAAAAISJwAgAACBGBEwAAQIgInAAAAEJE4BRltOYeAFxpVL5JWlz/yKGOU5R6/PHH7dprr7VnnnkmqU8lalxqUWkkHZ6XK+vFF1+0q6++2h555JEr/JOjl/c7vnz5clu/fr3t3r3bWrZs6Ra0veqqq5L69FKcqKkcHu0C3xz0x6N1+lRNHVf2+n/zzTdu03I/99xzj914441WsGBBnoYrdP1//PFH27Ztm7tdsWJFK1asmLtN8HRlnDt3znbu3GlLly61Fi1aRNUCsklJv+MffPCBtWvXzq6//nq3esbo0aPtySeftEcffdSKFCmS1KeYojBUFyW8oGnSpElue+ihh6xBgwZJfVpRdf0/+ugja9KkiS1evNg2bNjgPvENGDDAVq9endSnFxXX/8MPP7TatWvb888/74LWBx54wF566SX/cSS+dOnS2e233+4CWH14ENIHEt/GjRvtqaeesldeecW++uor++2336xz587ub2LKlCl24sSJK3AWqQeBUxTRJz39oUybNs0OHjzo9umTNmPfiU8vVBoWHTVqlH3xxRf27bff2ttvv20rVqywt956y62jiMTzww8/WMeOHW3IkCG2cOFCN1xxyy232Pvvv28jR47k0ieCs2fPXnD/fffdZ+XKlbO+ffu6+2nT8jaU2PR6nz59eqtevbplzpzZ7dMHiObNm7vXJF5/wsNvbCoWNyBSd2yvXr2sfv36NnXqVJs/fz6ftK/gm8jp06etbNmyQW8gCqbUA6g3ciQeXd9ChQrZgw8+aNmyZbPSpUtbjx49rGrVqvbJJ5/wxhFBr776qvuqN2pRL4c+HKjXIzDHcteuXbZp0yZ3nw9vkRd4Tf/88087evSoZcyY0b3mHz9+3O3XovcKXGfNmpUIZ5B6ETilUur+9oYf1A0bGxvrbmuoQp/0NEynrlt9+vZyPJB49MKl7dSpU+7+yZMn3VcN15UpU8a+/PJLLn8iypo1qx07dswlxYp+35XfpF4o5Zxp6AgJt2rVKuvevXtQ4reu78SJE61OnTpuaFRD0/fee697PrRfGCqNXA6Z91oeeE0bNmxoRYsWtYcfftjdz5Ili/t66NAhK1CggNsQOgKnVBo0ed3fw4YNc3k1t912m0sGV25NlSpV7Nlnn3W9H926dXMvbLxwRY73wqUEWPXsSeXKle2OO+6wNm3auMRMr7v8zJkzFhMT43pDENnrr2DowIED7napUqXcm8T06dNdz5/3+54vXz674YYbLEOGDFz+CNBkh88++8w+/fRT97suSg/Q34Hy+XT99eatgLVZs2Y2c+bMoJ4oXJ7Nmzf7c8i8SSi9e/d2vX9Llixxx958803Xy1ezZk03dK0gV8N0ej266aabuPTh8CHVeu6553x58+b1DRs2zDdq1Cjf9ddf76tQoYLvyy+/dMcXL17su//++30FCxb0rV69OqlPN1U4f/68+/rBBx/48ufP7+vVq5dv3bp1bt8vv/ziq1Onji9fvny+jz76yDdr1izfs88+68uVK5c7hshd/5kzZ/quvvpqX//+/X1Hjx51+yZOnOhLkyaN+7vQ7/uBAwd8zzzzjGu3a9cuLn+EnDt3zvfZZ5/5cuTI4XvwwQeDju3YscO3cOFC39/+9jffNddc456Pd955x/99CN///d//+W688Ubfp59+6u7/5z//8WXMmNFXv359X5EiRXy1atXyTZ061R1btWqV75ZbbnGvQSVLlvSVKVPG7UN4CJxSqa1bt/rKli3r+/DDD/37zp4967v99tt9FStW9B08eNDtmzdvnq9fv37uGCLjq6++8mXNmtX35ptvxju2Z88eX7t27XyFChXylS5d2r3gff/991z6CFJAGhMT466/3qgDTZkyxQW0uv7lypVzbyxc/8g7c+aMC56yZ8/ua9OmzQXbLFu2zPfYY4+5N/A//vgjEc4iel5vmjZt6l7bFUT16dPH98Ybb7hj+t3W641eZyZPnuz/Hn1o/vHHH3179+5NwjNPuSiAmQp4M+MCZ6doqm+NGjVsxowZbphOuTWZMmVywxQlSpSwf/zjH9avX7944+Pq6kXCngcl4CunTAmxhw8ftrVr17qZjMo10xDpddddZz///LOrYaNkzdy5c3PJI0RJr0oAV40mJb7qmmu47r333rMKFSq4YWv9bWzZssW1rVSpkivGiMikBkhgTSwN27Vu3dqVf5g8ebJ/eNobGl23bp0rjTJmzBi79dZbeRouk2bpjhgxwuWN6bVHNZo0a9SbGKEhOQ3NqW7TY489xnVOIApgpgJ6E1AOhyhQUp7BNddc42a1KIdAgZMXNOkFq3z58v4k5UAETQmjNwttSkTWdV+wYIGNHTvWvZApKFUQdffdd7s8MyWEI/L0pr1161ZX5E/X26uTpdlbOvb000+7wFaJ4Yhs0PTaa6+5QEj5NnpzrlatmjVt2tTlNSl40t+GZpDqNcj7PpUlUO6ZvofAKfxr7n3Y1Wu8PoD16dPHBVH6ffcCJ73eK2FfwemgQYPce4E+XODykRyewulTRL169VzApDeF9u3buxcmbepRUmKmEsTFm4qqFyq9uSNxaAaLksHvvPNO9zzoRUuV2vWJULNZ9u/fz6VPJPq9VnXkf//7365nVb1LmuG1d+9eu+uuu9zzgMgI7OVWInL//v3dfX1gU8/qc88953pbFTy9++67bsq76gaJ930ff/yxqzGk3nGERtful19+sXnz5rmgSbXI9B6gDwuaMa3bCpICSwwoeNIog66/ksORQEk9VoiE2bhxo69Hjx6+PHny+HLmzOnbtm1bUD7NwIEDXYJ48+bNfd27d/fVrl3bJYkrBwGRSUT+4YcfXMK9EsI9SnTdsGFDUPunnnrKd+utt/piY2O59BG8/rt37/b99NNPvkOHDvlOnz7t9i1fvtz3+eefu9te/t4//vEPl+9x6tQprn8ELVmyxFe0aFHf0qVL/fumT5/uq1evnrveyqfUc6C/j4YNGwYlgX/zzTe+X3/9lecjTF26dHGJ9X379nVfJ02aFJS/dM8997iJKMr3C8TvfmQQOKVADzzwgK99+/b++y+//LL74ylevLh/9oRHSZdffPGFe8Fq0aKFr2PHjv6giYTwhL9pa3ZcgQIFfDfddJNLSL7jjjt8X3/9dVDb7777zr3QKbBds2ZNAn4qLjR7TpMdNDNUs4UGDBjg+/3334MulGYs6g1Gs7yUEIuEJyM///zzbsaoJpco8NH11weIQG+//bb70OZ9gPCeM+G1J+Hq1q3rS5cuna9nz57xru+iRYt8d999t5tZFzhBCJFB4JTCKOjRpzTvk7X89ttvvrlz57o/IM2ke+utt0J6HCSM3jTU0+ddbwVICmAVpOr5EPWEqEewZs2a8d5YkDD6QJAtWzb3wWHfvn2uR7Vw4cK+Dh06uFIDol6Qli1bur8LSm4k3Pjx492sxNtuu83NTNSHBX2QUy+23qwl8LVJz4c3wwsJ5/XW6fda119lHfQ34PWuxg2eFFzdeeed/pIciAwCpxTstdde81WtWtV/f+3atb4nn3zSvUno055nxIgRQcNGgX9cCI937Y4fP+775z//6eoAiT51lypVytXF0vWvUqWKv+dpy5Yt/jdyRIYCJX2aHjp0qL9ntVixYr5q1aq5WmXqWT18+LB7o5kzZ07QEDYuP2hSfSBNedcHL/XetW7d2le5cmXfdddd5+oyBdbDUqqAAqqPP/6YSx5BqtOkUhreMNyjjz4aFDx5FMD+/PPPvu3bt3P9I4zAKYXSG4KGia699lr3BuLRi1nXrl1dbZSnn37aDR3pBY2u8YTxeui8wEkvSgqMNm3a5N6gFcAqn8PLr8mUKZOvRo0a8YbtEBn6fdawtHr09u/f7964n3jiCXfskUceccNy6gkhYI2MBQsWuN5U5UwG/h2ot1X5TStWrHD5kyomqmK7CrIaN27sgipeexLOu976wKA0DfWyBlI9LNXMUlCl16YXX3zR9XwH9v4hcihHkEJrpei2atJo6Q4tVnr77bfbV1995WrVaPaE1h7SjBWtT6QlDTT7Iu5jIDSquaS6KPv27XMzUh544AF3fTUTSDMVP//8czctWFOBRdPgtQq5PphoZhcS5rfffrP//Oc/bqFkLQ2hqdf6fW7RooVbrubll1925ThefPFF117lOJYvX+7Kb2hDwqnWlcoFfP/99245j1q1arn9qoWl3/3ChQu7vwMt4TRlyhT3WlOyZElbsWKFe66oEZcwmg2t32mV0tA11/JZ4r2mT5gwwc1m1AxG/X2sXLnSlSVgKaFEEsEgDIkkcBaKcmc++eQTf76MekL0KUPDQxrP9mi/ZlB4n1TIabo8SubWkihaOkI9e0oCHz16dNDzooq86vnznhNVYlcy8okTJy77Ocf/rr+qe1evXt0N+2iJiG+//Tbo8ihJWYnhf/75p7uvXD8tM0Q16sjSsI96kdSTodvz58/3Zc6c2ff+++8HtdMsuiNHjvDac5m81xWlA5w8edINM2uf8pQ0U049f94QdWB70fI1r776qnt+kHgInFKQ3r17u7Fs5dKkT5/e/YEoMFJXuDfuHThs52ENqMujQChLliwuCPJoZqKmtYuXcKn8JiVqli9f3r2Ba5iIROTIXH8lHyuPTEHoypUrfTfffLPLsQmkpVV03f/+97+75T203A1vHIlD17VJkybuA0SGDBn8s3j1GnShITlee8LjXS8NQeu1Rvl6eq3X13//+9++Y8eOucC1UqVKLsfJax/4wZgc1sRH4JSMBf4B6JO38gWUP6NZdMoj0CcPjWXrj0cvWpplpN4R5TghYZRQqeurZPvA50L5BXrz1huH3qwDZ88pwNKisnHrN+Hy6pMpZ6Nbt25B+9Wr+tBDD7mp1vrUrdIDetPQddcbjd7UNUkCiRs8aV00vZlrvTkPb9gJ410//f7qw1fnzp1dDplyWe+66y5f2rRpXf6e6papRpbyKvWB2QueCFKvHAKnFEDDDprSHjcgev31192b++DBg90fjd5ANE2VZMyE0+KwmqWlrnFvppCeB80qGjlypAtYGzVq5JLAWSQ28oYPH+5+t/U77g256Zqrl6Nt27ZuNpc+iXsLyHpvGgyPXhmqjaVhO21eGQIknCY6aEFeb7Zu4P4xY8a41x99mFPSt16batWq5WqZEbReWQROKYDq0+hNRJ+2474x6I1FbyD6Qwv8xEHwdHn0ac6rZKzcAuXU6LprxXEV81OFcI+CVA2dKpBC4gxNq6jrhAkTfM8995yrmaVe1cAhOv1dBFasxpXteVKNIPXAUqMsMvQhTD15mh3tvYZ7r+uavfuvf/3LBU8KVvWBQnl/Cl69/D5cGQROyczFultfeOEF11U7ceLEeMdeeuklVwiNTx0Jf9FSFfDAN2cFT8on0Bu0lpEIfI5Up0Yvcu+++24CfzICBQb96mnNnTu3yzXzcpu833M9Tyq1oWFSJA2vwCvDRJGh13cl3HvivqarJpyG8TTK4CXib926NUI/HaFibnoyElguQItjLlq0yK02rgBXC/aq7ECHDh1s6tSpQd+nKaqaeqopq2qL8P3www9uGm+bNm2scePG/v3FihWzTz75xC2gqdXfd+zY4X+OtJDmiRMnWDQzAk6ePOm/7U1fF5Ua6NKli2XLls0t1HvgwAH3ey6aFp8rVy7Lly9fJE4Bl6FcuXLuOdLfhF6/kDDXXnut+6rF2cX7XfeoxMM111zjXyhcv/+UPEkCIYdYSFSBnyw07HbDDTe49Z+UhNm0aVP/JzoNGamrdtq0aZd8DIQ/e+vZZ5+N92las1gCh+1U1FKLyWpNNH0yJL8p4Xbu3Om777773BpoF+t5UokBDdupCr6GqzVkoeeMtf+Q2nIrtaSNFmUPrHbvvf6rh0nLN02ZMiUJzxIETsmMppwql0Nj2KrDpDcMDROpcq9HwZP2Bebb4PKo8rfylLzZcx7N0lI16r179/r36YVMOQW69pryrunxSLjNmze7gFT5MnETjQODJ9VrUvCqddIUtHL9kRppUV59OH744Yd969atCzqmXL8SJUq4mdVIOgROyYiKnWmtMyXDymeffebe1LV8gXi9HzJ27FiKWkbAuHHjXCCkPDHlLMmQIUN8+fLlc1N941KOgeqoUKcpcYoraqZiYPCkXtTA/JlmzZq5nid6mpBa6cOCFkbWpB8VNtZyKip1oiK8yvejlzvppdE/STFEiPjLqJw5c8bq1KljTz/9tCuVf//999tLL71kTzzxhFtuYvz48VaoUCG7++67/d+j/Sq1j8s3ePBgGzt2rPXu3dvl0YwbN86mT59uDRs2DGq3e/dut7QE1zxx/PLLL9a1a1d/Tt/f/vY3/zEtM/Gvf/3L9uzZYwMHDrTixYsn0lkAyYOWWBk+fLht2rTJcubMaZUrV7Ynn3zSrrvuuqQ+tahH4JQMHDx40HLnzu3eHB5++GGXAPvjjz+6tbe07pzs3LnTJYZrfa7HH388qU85VQhcP2vQoEE2cuRI9xxMnDjRBa16A/eSM/WmvWHDBrcmlNYHjJu0icQLnrTeXM+ePV1y/urVq61SpUpcbkTNa5Q+XOv1hrVGkw9m1SWBwNknn332mZvNtXnzZsuSJYv985//dDO8ypQpY/fee6/rhVIg1bFjR4uNjbVHH300KU451VBg5PFejOS5556zZ555xrJnz27btm1zvUtecNS/f3+3qSdQi8oSNCWe0qVL26uvvuqusYLVr7/+2gVQClhXrVpF0ISo4gVNwutOMpLUY4XRJjBfQ2sNderUydVn0uw5LTMhyq1R8rGW9FCdINVoUjVZVYsVilteHs2S02yVuEn1gYn3AwcOdIvKatZWbGys+6pE5FWrVl3mT8Xl5jxpNqmWEFKiLNcfQHLBUF0S0dDDf/7zH9er9PPPP7tP08pf0ifrsmXLunHt+fPnu2E81fa477773LAS+TWXZ/369Va7dm178MEH7Z577nG5ZKI6WU2bNnW1sJQ/4A3babgub9687rjqBVWpUiWCzz5Cob8B5Z0pB618+fJcNADJAoFTEiX9/f3vf7dp06a5N3N5//33XYKyAqO3337bDVnEHdMOzMlBeMUVlVBfsGBBmzRpUtAxDYO+8MIL7rrr+ns0NPfGG2/YnDlzGB5KQhqq1kQJAEguyHFKojdy5SspIdzTsmVLlxiu/CYlgf/6668uaAqc9EjQdHkUgOp6q8L00aNHgwJR7VNQ9fHHH7teKY9mbm3cuJGgKYkRNAFIbuhxSmSBM7O8HiS9Ibdq1cq6d+9uDz30kP/NQZ+uq1at6tpp2E49T5r+jsvnXXMFpd9//71bokBDofv27XMJ4JkyZbKrr77aZs6c6ZYy0NIqWmZFCcqBzx0AAEIBoER0oaE23VcdDq3xpBpNWmdI+TZ6g/bymWrWrGmTJ092a9WpJwrhU++RrrWus7zzzjtuzbnnn3/eTXFXAKWaTSotoB5ADckpoLrqqqusffv27nsImgAAcdHjdAWCpldeecUtwvvHH39YrVq1XMkBlR6oX7++K+inQovq6VDRRfWAzJ492wVXDRo0sNGjRyfWKaZaWiBZxeJUB6tPnz7+3DAFprfeeqtblLRJkyb+9qqRpTIPynHyFtkEAOBCyHFKJF7QpDduzdIqWrSoezNXkUUVsdyyZYvNmzfP7rzzTlfsUkNDqiGkISNReyWIIzzKEatevbr17dvXXfvA3DB9zZo1q1t5/PDhw/7hUQVMGrrTMQAALoUep0S0Zs0al3isXKXbb7/d7VPpgTvuuMP1MH366adunyojnzhxwnLkyOHuq+Dfm2++aYsXL6YHJMygScOcXbp0saFDh/r3/9///Z9Vq1bN5S6poKJ6+GrUqOGG5dTzp31z5851gS0AAJdCj1MiVQR3FzdtWtejoURv0W1VBNcMri+//NKVIJCMGTO6oEkz6e666y43ZV7DdQwbhU5DngqaWrdu7YIm77kYMmSIC6Q0TCrKJ1uyZInr0VN+k+oDKUAlaAIAhILk8EQYnlNycYUKFVzRykOHDtnKlStdkrJXwFLBk+7v378/6PsVKGltOn0laAqPZsjdfPPNLpfst99+c0n3KpyofKZ3333XbrzxRtdOAZXaqRdQASsz5wAA4aDHKQKUfOxZtmyZffHFF26GlkoJaMFSrYOmNekUWKVPn969eet7tO5ZXI0bNyZougyq7K38seLFi7uhOFUCV1L+1KlT3X2PngPllyloAgAgXOQ4RZBKCCxdutQVVdQCpbJhwwb3hv7BBx/YE0884Ypeauq7psJrpXeKWkZ2BuN3333nKoFrORv1Kj3yyCNB1ae1UK+GQrdu3epynAAACAdDdQmwYMECl1h87Ngx19OhafDvvfeeWw/NoyG5Z5991g3daQkPLftRoEAB98auoIllVC6fN8wWWCvrlltucbWadF0VvKr8gDfsqf16DjSbkaAJAHA56HG6TG+99Zab8q56Sxr6UfDUqFEjN6Vds7g0Y85bh86jmXNKSPYKK7Jgb8KDJgWvSrZXLtlNN91kjz32mCvroCBWw3W//PKLGz7VuoB6vlRUlAV7AQCXixynywyaOnfubK+99prNnz/f9R6poKKSwG+77TarW7eudevWzc3W8t7kNZwUGDRpn/KdcHl0HVXzSqUddu3a5YJSBUaaVacyEDfccIObXaeyD5rVqKKjBE0AgISixylMGppTTaYBAwa4oR+v52PixIluSG7VqlW2bds2GzFihCsvoOBK0+QR+Vl0qqzesWNHl4AvmzZtsqZNm7rhUZV6UKCq4HXChAnWo0cPN1wKAEBC0OMUJi0Iq7wZLRj7zTff+HuQ/vzzz/9e0LRpXXFFvZmr7IBKEqgyOBJOQapHvXVaY85bi04J4JrJOGvWLFfMUmvTidale/311wmaAAARwVhRmLQMinowFBhpLTQNA+3YscN69+5tU6ZMccnfoiE7VQRXew0XIeEUpGrmoopdqqil8po2b97sep68GlnKOVNgq94nj3qeAACIBHqcLoOCIa0tpzfr+++/39VeUt7Tvffe62ZzeVWr69Wr59ap82bP4fJ6mbyeJhW21JCbrq+S8BW8qvRAYI0s0fFs2bJxuQEAEUeOUwJoxpZqM6kCuAInrYcmVKOOvOXLl7shuIMHD7r8MW/dv5deeskNz6nHT8OoquOk52LFihVuqBQAgEgicEogJYBr2EhUIVw5NUg4DX9qPT+VedDwp9aX0xCpEvO9xZG9669E8NGjR7vCo+qJGjt2LGvPAQASBYFThHqennrqKdu3b597c9dUeFw+1WDSYse5cuVyOUyZMmWyWrVqWf78+f0LIOt+oMOHD7shUfX2qY4TAACJgRynCOU8achIb+ZMeU940KRZia1atXI1shQkqcSAhurKly/v1p1TD19gjSzlj+XMmdPlNRE0AQASEz1Oibx2GsIbnlP1bxUQ1fCbR4UuVRFcVcI1U1FBqnr5VGZANbLIKQMAXCm8uyfGRSVouizqOSpZsqSdOnXKVfn2aG0/b7Zi1apV3Ww6lR1QlXD1RHm1tAAASGwETkg2SpQo4daUU6+SFujdsGGDHT161O655x5XIVy9UV6NrA4dOlidOnVcQjgAAFcKQ3VIdjQMp7X+jh8/7nKe2rZtayNHjoy3MLLWp4uJiUniswUARBN6nJAsk+1feeUVN0tOyd7qcfJ4M+eEoAkAcKXR44RkXyNLgVK/fv2okQUASHL0OCHZuvbaa93SNhkyZLBevXrZsmXLkvqUAABRjsAJKaJGVpEiRaxw4cJJfToAgCjHUB1SBM20y5gxY1KfBgAgyhE4AQAAhIihOgAAgBAROAEAAISIwAkAACBEBE4AAAAhInACAAAIEYETAABAiAicAKRqjzzyiN19993++3Xq1LHu3bsn6TkBSLkInADgIkqUKGGjRo3i+gDwI3ACAAAIEYETgGTv/PnzNmzYMLfwc6ZMmaxYsWL24osvumO7du2yVq1aWa5cuSxPnjx211132W+//Zbgn6khvW3bttlTTz1ladKkcduxY8cse/bs9sEHHwS1nTVrlmXNmtWOHj3qfrbazpgxw2rWrGmZM2e28uXL29dffx30PT/99JPdcccddtVVV1mBAgWsTZs29vvvvyf4vAEkLgInAMlenz59XODUr18/F3BMnz7dBRvHjx+3unXruuDjm2++sUWLFrnbjRs3dusbJsRHH33kFpd+4YUXbM+ePW5TcHT//ffbxIkTg9rq/r333mvZsmXz73v66aetZ8+etnr1ahdANW/e3P744w93TI9Vu3Ztq1y5sq1cudJmz55t+/bts5YtWybonAFcAT4ASMZiY2N9mTJl8o0fPz7esQkTJvjKli3rO3/+vH/fqVOnfDExMb4vv/zS3W/btq3vrrvu8h+vXbu2r1u3biH97OLFi/tGjhwZtG/58uW+dOnS+Xbt2uXuHzhwwJchQwbf119/7e5v3brVp5fWoUOH+r/nzJkzviJFiviGDRvm7vfr18/XsGHDoMfdsWOH+75NmzaFdG4AkgY9TgCStQ0bNtipU6esXr168Y6tWrXKfv31V9fTo54mbblz57aTJ0/a5s2bE+V8qlat6obe3nnnHXd/ypQpbuiwVq1aQe1q1Kjhv50+fXq7+eab3f/FO+8FCxb4z1nbdddd544l1nkDiIz0EXocAEgUMTExl8x9qlKlik2bNi3esXz58iXaM/L444/bmDFj7JlnnnHDdI8++qjLa/orXhudd7NmzdzwY1yFChVKlHMGEBn0OAFI1kqXLu2Cp/nz58c7dtNNN9kvv/xi+fPnd4njgVuOHDkS/LMzZsxo586di7f/oYcesu3bt9urr75q69evt7Zt28Zrs2zZMv/ts2fPul4mr1dJ563vU7mDuOetPCoAyReBE4BkTbPS/vnPf1rv3r3d8JiGshSUTJgwwR588EHLmzevm0n37bff2tatW23hwoXWrVs327lzZ4J/tgIbJZ1r5l7gjDfN4GvRooVLAG/YsKFLIo/rtddes5kzZ9rGjRutc+fOdujQIXvsscfcMd0/ePCgPfDAA7ZixQrbsmWLzZkzxx2/UKAGIPkgcAKQ7Gk2nWaoPf/881auXDlXfmD//v2WJUsWF9gox0iBjI4p+Dhx4oQrG5BQmlGn8gKlSpWKN/TXrl07N3PPC4biGjp0qBuKq1SpkgvqPvnkExfkSeHChW3x4sUuSGrUqJFVqFDBBXvqJUublpdlIDlLowzxpD4JAEhplFelYGf37t1uSM+jQKtkyZKuDIHKDQBIXUgOB4AwqHaUhgSHDBliHTt2DAqaAKR+9AkDiEoaPgssBxB3u5jhw4e7niQV4FRhTgDRhaE6AFFJeVBK+r4YzXADgLgInAAAAELEUB0AAECICJwAAABCROAEAAAQIgInAACAEBE4AQAAhIjACQAAIEQETgAAACEicAIAALDQ/D9YT2e/9AsbjwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grouped by cell type (boxplot per group) - reproduces Figure 1C from Karayel et al.\n", "pr.pl.n_proteins_per_sample(\n", " adata,\n", " zero_to_na=True,\n", " group_by='cell_type', # Aggregate samples into boxplots per group\n", " order=adata.uns['diff_order'],\n", " color_scheme=adata.uns['colors_cell_type'],\n", " xlabel_rotation=45,\n", " )" ] }, { "cell_type": "code", "execution_count": 19, "id": "34d14a58", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 obs removed\n" ] } ], "source": [ "# Remove samples with fewer than 6000 detected proteins\n", "pr.pp.filter_samples(adata, min_count=6000)" ] }, { "cell_type": "markdown", "id": "ujfnt6f1x8r", "metadata": {}, "source": [ "### Coefficient of Variation (CV)\n", "\n", "The CV measures variability within pre-defined sample groups. When grouping by cell type, variation comes from the replicate samples so the CV represents technical variability. Lower CV indicates better reproducibility:" ] }, { "cell_type": "code", "execution_count": 20, "id": "e4badf4a", "metadata": {}, "outputs": [], "source": [ "# Calculate CV per protein within each cell type (stored in adata.var)\n", "pr.pp.calculate_cv(adata, group_by='cell_type', min_samples=3)" ] }, { "cell_type": "code", "execution_count": 21, "id": "4c2b9ca3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using existing CV data from adata.varm['cv_by_cell_type_X'].\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize CV distribution per group (hline shows typical 20% CV threshold)\n", "pr.pl.cv_by_group(\n", " adata,\n", " group_by='cell_type',\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " figsize=(6, 4),\n", " xlabel_rotation=45,\n", " order=adata.uns['diff_order'],\n", " hline=0.2, # Reference line at 20% CV\n", " )" ] }, { "cell_type": "markdown", "id": "eb44b900", "metadata": {}, "source": [ "## Data Transformations\n", "\n", "Proteomics data typically requires:\n", "1. **Log transformation** - Reduces skewness from normal distribution, stabilizes the mean–variance relationship and makes fold changes symmetric\n", "2. **Normalization** - Corrects for systematic technical variation between samples\n", "3. **Imputation** - Handles missing values for downstream statistical analysis\n", "\n", "### Log Transformation" ] }, { "cell_type": "code", "execution_count": 22, "id": "29414a73", "metadata": {}, "outputs": [], "source": [ "# Convert zeros to NaN (missing values) and log2 transform\n", "# Note: Save raw data in `layers` and then modigy adata.X directly\n", "adata.layers['raw'] = adata.X.copy()\n", "adata.X[adata.X == 0] = np.nan\n", "adata.X = np.log2(adata.X)" ] }, { "cell_type": "markdown", "id": "0b9vq8ywuyys", "metadata": {}, "source": [ "### Normalization\n", "\n", "Options:\n", "- median normalization" ] }, { "cell_type": "code", "execution_count": 23, "id": "c155e217", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Visualize intensity distributions between samples first\n", "pr.pl.intensity_box_per_sample(\n", " adata,\n", " order_by='cell_type',\n", " order=adata.uns['diff_order'],\n", " zero_to_na=True,\n", " color_scheme=adata.uns['colors_cell_type'],\n", " xlabel_rotation=45,\n", " figsize=(9, 6),\n", " )" ] }, { "cell_type": "code", "execution_count": 24, "id": "89ca28df", "metadata": {}, "outputs": [], "source": [ "# Apply median normalization (method='median_ref' uses a reference sample)\n", "pr.pp.normalize_median(\n", " adata,\n", " method='median_ref',\n", " log_space=True, # log_space=True indicates data is already log-transformed\n", " )" ] }, { "cell_type": "code", "execution_count": 25, "id": "b34cc628", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# After normalization: distributions should be aligned\n", "pr.pl.intensity_box_per_sample(\n", " adata,\n", " order_by='cell_type',\n", " order=adata.uns['diff_order'],\n", " zero_to_na=True,\n", " color_scheme=adata.uns['colors_cell_type'],\n", " xlabel_rotation=45,\n", " figsize=(9, 6),\n", " )" ] }, { "cell_type": "markdown", "id": "nmctlivin1", "metadata": {}, "source": [ "### Imputation\n", "\n", "As discussed above, often missing values in proteomics are MNAR — proteins below the detection limit. Down-shift imputation addresses this by sampling replacement values from a distribution shifted below the observed measurements, assuming that missing proteins have low but non-zero abundance:" ] }, { "cell_type": "code", "execution_count": 26, "id": "9947c0fc", "metadata": {}, "outputs": [], "source": [ "# Impute missing values using down-shift method\n", "# downshift: How many std devs below mean to center imputed values\n", "# width: Width of the imputation distribution (std devs)\n", "pr.pp.impute_downshift(\n", " adata,\n", " downshift=1.8,\n", " width=0.3,\n", " zero_to_nan=True,\n", " random_state=123, # For reproducibility\n", " )" ] }, { "cell_type": "code", "execution_count": 27, "id": "312ac421", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Measured: 136,962 values (91.7%)\n", "Imputed: 12,418 values (8.3%)\n" ] } ], "source": [ "# Nr of measured and imputed values\n", "mask = np.asarray(adata.layers[\"imputation_mask_X\"], dtype=bool)\n", "measured_n = int((~mask).sum())\n", "imputed_n = int(mask.sum())\n", "print(f\"Measured: {measured_n:,} values ({100*measured_n/(measured_n+imputed_n):.1f}%)\")\n", "print(f\"Imputed: {imputed_n:,} values ({100*imputed_n/(measured_n+imputed_n):.1f}%)\")" ] }, { "cell_type": "code", "execution_count": 28, "id": "06f9ac15", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize intensity distribution with imputed values highlighted\n", "\n", "# Combined histogram across all samples\n", "pr.pl.intensity_hist(\n", " adata,\n", " color_imputed=True, # Color imputed vs measured values differently\n", " density=False,\n", " )\n", "\n", "# Per-sample histograms (small multiples)\n", "pr.pl.intensity_hist(\n", " adata,\n", " color_imputed=True,\n", " per_obs=True, # One subplot per sample\n", " ncols=5,\n", " legend_loc=\"upper right\",\n", " density=False,\n", " figsize=(17, 12),\n", " )" ] }, { "cell_type": "markdown", "id": "4af8676c", "metadata": {}, "source": [ "## Dimensionality Reduction and Sample Clustering\n", "\n", "ProteoPy integrates with scanpy for dimensionality reduction. PCA and UMAP reveal sample relationships and confirm expected biological groupings." ] }, { "cell_type": "code", "execution_count": 29, "id": "7810f73a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# PCA using scanpy (ProteoPy AnnData is fully compatible)\n", "sc.tl.pca(adata)\n", "sc.pl.pca_variance_ratio(adata, n_pcs=50, log=True)\n", "sc.pl.pca(\n", " adata,\n", " color='cell_type',\n", " dimensions=(0, 1),\n", " ncols=2,\n", " size=90,\n", " palette=adata.uns['colors_cell_type'],\n", " )" ] }, { "cell_type": "markdown", "id": "5fb37e91", "metadata": {}, "source": [ "📊 The first two principal components resolve the differentiation trajectory indicating that the highest source of variation is the biological process of erythropoiesis." ] }, { "cell_type": "code", "execution_count": 30, "id": "c439e33c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# UMAP for non-linear dimensionality reduction\n", "sc.pp.neighbors(adata, n_neighbors=6)\n", "sc.tl.umap(adata)\n", "sc.pl.umap(\n", " adata,\n", " color='cell_type',\n", " size=100,\n", " palette=adata.uns['colors_cell_type'],\n", " )" ] }, { "cell_type": "markdown", "id": "6dca7843", "metadata": {}, "source": [ "📊 Dimensionality reduction identifies cell type clusters." ] }, { "cell_type": "markdown", "id": "o8cwyhahhv", "metadata": {}, "source": [ "### Sample Correlation Matrix\n", "\n", "A hierarchically clustered correlation matrix shows sample similarity:" ] }, { "cell_type": "code", "execution_count": 31, "id": "d69c4cff", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Clustered sample correlation heatmap with cell type annotation on margins\n", "pr.pl.sample_correlation_matrix(\n", " adata,\n", " method=\"pearson\",\n", " margin_color=\"cell_type\", # Color bar annotation\n", " color_scheme=adata.uns[\"colors_cell_type\"],\n", " xticklabels=True,\n", " figsize=(9, 8),\n", " linkage_method='average',\n", " )" ] }, { "cell_type": "markdown", "id": "5cd80693", "metadata": {}, "source": [ "## Highly Variable Proteins\n", "\n", "Identifying highly variable proteins (HVPs) highlights proteins that vary most across samples - these often drive biological differences between conditions:" ] }, { "cell_type": "code", "execution_count": 32, "id": "88ccd833", "metadata": {}, "outputs": [], "source": [ "# Use scanpy's HVG detection (marks top 250 most variable proteins in adata.var)\n", "sc.pp.highly_variable_genes(\n", " adata,\n", " n_top_genes=250,\n", " inplace=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 33, "id": "226f639c", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Subset to highly variable proteins and plot clustered heatmap\n", "adata_hvg = adata[:, adata.var['highly_variable']].copy()\n", "\n", "sc.pl.clustermap(\n", " adata_hvg,\n", " obs_keys='cell_type',\n", " z_score=1, # Z-score normalize per protein (row)\n", " figsize=(8, 6),\n", " dendrogram_ratio=0.15,\n", " show=True,\n", " xticklabels=False, # Too many proteins for labels\n", " )" ] }, { "cell_type": "markdown", "id": "4a60f743", "metadata": {}, "source": [ "## Differential Abundance Analysis\n", "\n", "ProteoPy performs statistical testing to identify proteins that differ significantly between conditions.\n", "\n", "### Running Statistical Tests\n", "\n", "Available methods:\n", "- `ttest_two_sample` - Two-sample t-test (assumes equal variance)\n", "- `welch` - Welch's t-test (unequal variance)\n", "\n", "Test modes:\n", "- **one_vs_rest**: Compare each group to all others combined (default when `setup={}`)\n", "- **pairwise**: Specify explicit comparisons with `setup={'group1': 'A', 'group2': 'B'}`" ] }, { "cell_type": "code", "execution_count": 34, "id": "28904dcb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved test results in .varm['ttest_two_sample;cell_type;LBaso_vs_rest']\n", "Saved test results in .varm['ttest_two_sample;cell_type;Ortho_vs_rest']\n", "Saved test results in .varm['ttest_two_sample;cell_type;Progenitor_vs_rest']\n", "Saved test results in .varm['ttest_two_sample;cell_type;ProE_EBaso_vs_rest']\n", "Saved test results in .varm['ttest_two_sample;cell_type;Poly_vs_rest']\n" ] } ], "source": [ "# One-vs-rest t-tests for each cell type (results stored in adata.varm)\n", "pr.tl.differential_abundance(\n", " adata,\n", " method=\"ttest_two_sample\",\n", " group_by='cell_type',\n", " setup={}, # Empty = one-vs-rest for all groups\n", " multitest_correction='bh', # Benjamini-Hochberg FDR correction\n", " alpha=0.05,\n", " space='log', # Data is in log space\n", " )" ] }, { "cell_type": "markdown", "id": "txbtmjq7abm", "metadata": {}, "source": [ "### Accessing Test Results\n", "\n", "Test results are stored in `adata.varm` slots. Use `pr.get.tests()` to see available results:" ] }, { "cell_type": "code", "execution_count": 35, "id": "bc6ab253", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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keykey_grouptest_typegroup_bydesigndesign_labeldesign_modelayer
0ttest_two_sample;cell_type;LBaso_vs_restttest_two_sample;cell_type;one_vs_restttest_two_samplecell_typeLBaso_vs_restLBaso vs restone_vs_restNone
1ttest_two_sample;cell_type;Ortho_vs_restttest_two_sample;cell_type;one_vs_restttest_two_samplecell_typeOrtho_vs_restOrtho vs restone_vs_restNone
2ttest_two_sample;cell_type;Progenitor_vs_restttest_two_sample;cell_type;one_vs_restttest_two_samplecell_typeProgenitor_vs_restProgenitor vs restone_vs_restNone
3ttest_two_sample;cell_type;ProE_EBaso_vs_restttest_two_sample;cell_type;one_vs_restttest_two_samplecell_typeProE_EBaso_vs_restProE EBaso vs restone_vs_restNone
4ttest_two_sample;cell_type;Poly_vs_restttest_two_sample;cell_type;one_vs_restttest_two_samplecell_typePoly_vs_restPoly vs restone_vs_restNone
\n", "
" ], "text/plain": [ " key \\\n", "0 ttest_two_sample;cell_type;LBaso_vs_rest \n", "1 ttest_two_sample;cell_type;Ortho_vs_rest \n", "2 ttest_two_sample;cell_type;Progenitor_vs_rest \n", "3 ttest_two_sample;cell_type;ProE_EBaso_vs_rest \n", "4 ttest_two_sample;cell_type;Poly_vs_rest \n", "\n", " key_group test_type group_by \\\n", "0 ttest_two_sample;cell_type;one_vs_rest ttest_two_sample cell_type \n", "1 ttest_two_sample;cell_type;one_vs_rest ttest_two_sample cell_type \n", "2 ttest_two_sample;cell_type;one_vs_rest ttest_two_sample cell_type \n", "3 ttest_two_sample;cell_type;one_vs_rest ttest_two_sample cell_type \n", "4 ttest_two_sample;cell_type;one_vs_rest ttest_two_sample cell_type \n", "\n", " design design_label design_mode layer \n", "0 LBaso_vs_rest LBaso vs rest one_vs_rest None \n", "1 Ortho_vs_rest Ortho vs rest one_vs_rest None \n", "2 Progenitor_vs_rest Progenitor vs rest one_vs_rest None \n", "3 ProE_EBaso_vs_rest ProE EBaso vs rest one_vs_rest None \n", "4 Poly_vs_rest Poly vs rest one_vs_rest None " ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# List all stored test results\n", "pr.get.tests(adata)" ] }, { "cell_type": "markdown", "id": "506s5fifct", "metadata": {}, "source": [ "Use `pr.get.differential_abundance_df()` to retrieve results as a DataFrame with filtering:" ] }, { "cell_type": "code", "execution_count": 36, "id": "f516b94c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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var_idtest_typegroup_bydesignmean1mean2logfctstatpvalpval_adjis_diff_abundant
0Q8IXW5;Q8IXW5-2ttest_two_samplecell_typeOrtho_vs_rest21.06037512.9353278.12504823.5173265.778442e-153.114776e-11True
1E7ESC6ttest_two_samplecell_typeOrtho_vs_rest19.69222216.9841142.70810816.8117641.885384e-127.040966e-10True
2Q8TB52ttest_two_samplecell_typeOrtho_vs_rest16.23436413.9023482.33201615.0070921.278869e-112.449197e-09True
3Q7Z333;Q7Z333-4ttest_two_samplecell_typeOrtho_vs_rest16.96357815.8997571.06382114.8619991.504470e-112.613229e-09True
4O43516;O43516-2;O43516-3;O43516-4ttest_two_samplecell_typeProgenitor_vs_rest15.41100811.5229103.88809816.4367162.763870e-121.104769e-08True
....................................
956Q6UW63ttest_two_samplecell_typeProgenitor_vs_rest15.01538813.0671171.9482702.7780241.240691e-024.915014e-02True
957Q9UPY3ttest_two_samplecell_typeProgenitor_vs_rest13.91287412.6564951.2563792.7775091.242059e-024.916237e-02True
958J9JIC5;Q9HAS0ttest_two_samplecell_typeProgenitor_vs_rest13.64116912.5172671.1239012.7745771.249870e-024.931474e-02True
959H0YH69;Q9HBU6ttest_two_samplecell_typeProgenitor_vs_rest13.98462912.5031371.4814922.7710201.259412e-024.953421e-02True
960A0A075B6E4;A0A0A6YYI5;G5E9M7;G5E9M9;Q14135;Q14...ttest_two_samplecell_typeProgenitor_vs_rest12.95028311.8721851.0780982.7660721.272799e-024.990309e-02True
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961 rows × 11 columns

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" ], "text/plain": [ " var_id test_type \\\n", "0 Q8IXW5;Q8IXW5-2 ttest_two_sample \n", "1 E7ESC6 ttest_two_sample \n", "2 Q8TB52 ttest_two_sample \n", "3 Q7Z333;Q7Z333-4 ttest_two_sample \n", "4 O43516;O43516-2;O43516-3;O43516-4 ttest_two_sample \n", ".. ... ... \n", "956 Q6UW63 ttest_two_sample \n", "957 Q9UPY3 ttest_two_sample \n", "958 J9JIC5;Q9HAS0 ttest_two_sample \n", "959 H0YH69;Q9HBU6 ttest_two_sample \n", "960 A0A075B6E4;A0A0A6YYI5;G5E9M7;G5E9M9;Q14135;Q14... ttest_two_sample \n", "\n", " group_by design mean1 mean2 logfc tstat \\\n", "0 cell_type Ortho_vs_rest 21.060375 12.935327 8.125048 23.517326 \n", "1 cell_type Ortho_vs_rest 19.692222 16.984114 2.708108 16.811764 \n", "2 cell_type Ortho_vs_rest 16.234364 13.902348 2.332016 15.007092 \n", "3 cell_type Ortho_vs_rest 16.963578 15.899757 1.063821 14.861999 \n", "4 cell_type Progenitor_vs_rest 15.411008 11.522910 3.888098 16.436716 \n", ".. ... ... ... ... ... ... \n", "956 cell_type Progenitor_vs_rest 15.015388 13.067117 1.948270 2.778024 \n", "957 cell_type Progenitor_vs_rest 13.912874 12.656495 1.256379 2.777509 \n", "958 cell_type Progenitor_vs_rest 13.641169 12.517267 1.123901 2.774577 \n", "959 cell_type Progenitor_vs_rest 13.984629 12.503137 1.481492 2.771020 \n", "960 cell_type Progenitor_vs_rest 12.950283 11.872185 1.078098 2.766072 \n", "\n", " pval pval_adj is_diff_abundant \n", "0 5.778442e-15 3.114776e-11 True \n", "1 1.885384e-12 7.040966e-10 True \n", "2 1.278869e-11 2.449197e-09 True \n", "3 1.504470e-11 2.613229e-09 True \n", "4 2.763870e-12 1.104769e-08 True \n", ".. ... ... ... \n", "956 1.240691e-02 4.915014e-02 True \n", "957 1.242059e-02 4.916237e-02 True \n", "958 1.249870e-02 4.931474e-02 True \n", "959 1.259412e-02 4.953421e-02 True \n", "960 1.272799e-02 4.990309e-02 True \n", "\n", "[961 rows x 11 columns]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get significant proteins across all one-vs-rest tests (|logFC| >= 1, p_adj < 0.05)\n", "pr.get.differential_abundance_df(\n", " adata,\n", " key_group='ttest_two_sample;cell_type;one_vs_rest', # All one-vs-rest tests\n", " min_logfc=1, # Minimum absolute log2 fold change\n", " max_pval=0.05, # Maximum adjusted p-value\n", " sort_by='pval_adj', # Sort by adjusted p-value\n", " )" ] }, { "cell_type": "markdown", "id": "655wa9klahv", "metadata": {}, "source": [ "### Visualization\n", "\n", "#### Volcano Plot\n", "\n", "Volcano plots show the relationship between fold change (x) and statistical significance (y):" ] }, { "cell_type": "code", "execution_count": 37, "id": "27b6c24a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Volcano plot for Ortho vs rest comparison\n", "pr.pl.volcano_plot(\n", " adata,\n", " varm_slot='ttest_two_sample;cell_type;Ortho_vs_rest',\n", " fc_thresh=1, # Fold change threshold lines\n", " pval_thresh=0.05, # P-value threshold line\n", " xlabel='log2FC',\n", " ylabel_logscale=True,\n", " top_labels=5, # Label top 5 most significant\n", " figsize=(8, 7),\n", " )" ] }, { "cell_type": "markdown", "id": "yvtpnaayw8", "metadata": {}, "source": [ "#### Box Plots of Top Differentially Abundant Proteins\n", "\n", "Examine individual protein intensity distributions:" ] }, { "cell_type": "code", "execution_count": 38, "id": "3832e78c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Box plots for top 5 differentially abundant proteins (Progenitor vs rest)\n", "pr.pl.differential_abundance_box(\n", " adata,\n", " varm_slot='ttest_two_sample;cell_type;Progenitor_vs_rest',\n", " top_n=5,\n", " color_scheme=adata.uns['colors_cell_type'],\n", " order=adata.uns['diff_order'],\n", " )" ] }, { "cell_type": "code", "execution_count": 39, "id": "a7bf4770", "metadata": {}, "outputs": [ { "data": { "image/png": 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g6du3r3Tq1CnV+yNGjJB9+/bJp59+qoL0rl27ZMiQIVK8eHFp37691X0eOXJEunXrJpMnT1bBGcG/a9eu8u2330q9evVUmg0bNsjw4cNVsG7YsKEsWrRIwsLC5PTp01K6dGmHnBuOcfv2HXL79m1JSkqSq1evmt67cuWKfPzxxzJs2DApWbKkWleiRAnx8fl/QRrbEhERgYemaZoRLoWHh0eqHHW1atVU0EXuWFenTh1p06aNCsTWIP29e/dkx44dpnWtW7dWAXDdunXqNQJ27dq1ZeHChaY0lStXVp8dGRlp1/HiMwoUKCB3796V/Pnzp5n21KlTVh9EUpYCIGdPRETZ370MxBBD11E3atRItm3bJv369VO5zP3798u5c+dUbtQW5KiREzfXqlUrVbQNycnJqqgdRermQkND5fDhwzb3i1wxFvOLbK9y5cqpQJxeGiIiIrcK1HPmzJGBAweq4mEvLy/JlSuXLF26VAVwW65fvy5Fixa1WIfXWA/x8fHy+PHjNNNYg5z2xIkTM3Uefn5+zC0TEVH2656FQH306FGVq0YueObMmaqOes+ePekWo5tD6X7KdfakMTd27FhVRKEvly9fztQ5ERERZYscdWJiorzzzjuq3rpt27ZqXY0aNeTkyZMyY8YMadGihdXtAgICUuWM4+LiTDnoQoUKiaenZ5pprEFDLyxERESGz1H36dNHda1ypkePHqkFxd3mEGSfPHlic7uQkBDZvXu3xTq0Fm/QoIH629vbWzVIS5kGr/U0REREbp2j/vPPP1Xjq1KlSqmuVREREap7UUahn/SFCxdMr6Ojo1WO2d/fX3WTatq0qYwaNUrV8QYGBsqBAwdk9erVMmvWLNM24eHh6rP11tro8tSkSROZOnWq6sK1detWVVSO7lm6kSNHSu/evSU4OFgF9sWLF0tMTIwMHjw4M5eDiIjIebRMio+P12bPnq3VrFlT8/Ly0lq3bq1t3LhRS05Otnsf+/btQ9ewVEtERIR6PzY2VuvTp49WvHhxzdfXV3vhhRe0mTNnak+ePDHto2nTpqb0OhwH0ubOnVurVKmStmnTplSfPX/+fC0wMFDz9vbWateurR04cCBD53/37l11rPg/ERGRs2KIQ/pR//DDD7J8+XLVIjtv3rzSq1cv1eirQoUKkl1lpA8cERFRZmPIU7f6xhCcqAPGgvpjDEaCAT6qVKkiH3300dPunoiIKEfLVKBGIy8M4PE///M/qu5448aNapARBO1Vq1apoP3JJ5/IpEmTHH/EREREOUimGpMVK1ZMtbzu0aOHHD9+XGrWrJkqDUYDe/bZZx1xjERERDlWpgI1irS7dOkivr6+NtNgbG204iYiIqIsLvrGjFYo/rY2GxbG5SYiIiIXBmrUQ2PksJSwDv2ciYiIyAVF32hOjt5cWDDoiXnRNya62L59uxQpUoT/NkRERK4I1GgchokrsFSsWDHV+1if2RmmiIiI6CkDNeqmkZv+xz/+obpnYahPHcbQRlctzBtNRERELgjUGHsb0JobY3GnNS0kERERZWGg/umnn6RatWpqNisMefbzzz/bTIvpKImIiCgLAzUGNcEczmgshr+Rm7Y2TDjWo2EZERERZWGgRnF34cKFTX8TERGRgQI1GopZ+5uIiIgMOODJ119/bXo9evRo1XWrQYMG8vvvvzvy+IiIiHK0TAXqDz74QPz8/NTfR44ckXnz5sm0adOkUKFCahYtIiIicuGkHJcvX5bnn39e/b1lyxbp3LmzDBo0SBo2bCjNmjVz0KERERFRpnLUefPmlZs3b6q/Mfd0ixYt1N8YUtTaGOBERESUhTnqli1byoABA6RWrVpy7tw5adu2rVp/6tQpKVOmTCYPhYiIiBySo54/f76EhITIH3/8oYYSfe6559T6qKgo6dGjR2Z2SURERI4K1GjhjQZkW7duldatW5vWY0KOd9991+79HDx4UNq1a6fGB8dAKajvNqdPAJJymT59us19oo7c2jZ6rh8mTJiQ6v2AgIAMXwciIiJDFn3DnTt35Pjx4xIXFydPnjwxrUfQ6927t137SEhIkKCgIOnbt6906tQp1fuxsbEWr3fs2CH9+/e3mlb3xRdfSHJysuk16tLxGV26dLFIV7VqVdmzZ4/ptaenp13HTEREZPhA/eWXX0rPnj1VoM2XL5/F5BwZCdRhYWFqsSVlLhc5+ObNm0u5cuVsbmM+oxesX79ennnmmVSB2svLi7loIiLKnkXfb731lvTr10/+/PNPlbO+ffu2abl165bjj1JEbty4oQZZQY46I5YtWybdu3eXPHnyWKw/f/68KnIvW7asev/ixYtp7icpKUnu3btnsRARERkyUF+9elWGDh2qcqpZBaOhIffesWNHu7dB0fwvv/yiWqibq1evnqxevVp27twpS5YsUZONYFQ1vcuZNZGRkVKgQAHTUqpUqac6HyIiIqcF6latWsmJEyckKy1fvlwVt6OvdkZy05ias27duhbrUdyOeu7q1aurPuD6cKh4GLBl7NixanpPfcGgL0RERIaso0YL6lGjRsnp06dVsMudO7fF+y+//LI40qFDh+Ts2bOyYcMGu7d58OCBqp+eNGlSumlRLI7zQHG4LT4+PmohIiIyfKAeOHCg+r+1IOiM+aiRM65Tp45qvW2vzz77TNUr9+rVK920SHfmzBlp3LjxUx4pERGRAYq+0R3L1pKRIH3//n05efKkWvR5rvF3TEyMKQ0abW3cuDFVPbMuPDxcFUtbC+4dOnQwDcZi7u2335YDBw6ozzt27JgaqxyfExERYfexExERGbofte7hw4cZqjc2h3pudLfSjRw5Uv0fAXPlypXqbxRfa5pmc8QzBPVcuSyfNzCs6bfffqvGIbfmypUran/x8fFSuHBhqV+/vhw9epTzbBMRkeF4aIiCGYRcM6a6/Pe//626TSEwom/zuHHj1FjfGe1C5Y6QA0frbzQsy58/v6sPh4iIsmkMyVTR95QpU1SOF3NQe3t7m9ajQdbSpUszs0siIiJyVKBGH+TFixer7lLmQ2/WqFFDfv3118zskoiIiBw54Mnzzz+faj0akz169CgzuyQiIiJHBWpMaIG+zSmhdTbmqCYiIiIXtvoeP368mngDOWvkojFjFQYkQZH4V1995aBDIyIiokzlqDGHNEYJ2759uxrg5L333lMDhmBWrZYtW/KqEhERubJ7FrF7FhERGbh7FvpMW5tpClNepjVXNBEREWVMpgL1pUuXrA4VijGzUW9NRERELmhMtm3bNtPfmMsZ2XYdAvfevXvVyGRERETkgkCNSS4ADchSTmCBqS4RpGfOnOmgQyMiIqIMBWp0xYKyZcvK999/L4UKFeIVJCIiMlo/akwPSURERAae5hL10Vji4uJMOW3d8uXLHXFsREREOV6mAvXEiRNl0qRJEhwcLMWKFVN11kRERGSQQI15qDHNJYYRJSIiIoP1o05OTpYGDRo4/miIiIjo6QP1gAEDZO3atZnZlIiIiJxd9P3w4UNZvHix7NmzR2rUqKH6UJubNWtWZnZLREREjgjUP/30k9SsWVP9/csvv2RmF0REROSsou99+/aludjr4MGDasrM4sWLq5bjW7ZssXgf66wt06dPt7lPNHKztg1KAcwtWLBADdzi6+srderUkUOHDmXiShARERkoR92xY8d00yAobtq0ya79JSQkSFBQkPTt21c6deqU6v3Y2FiL1zt27JD+/ftbTWsOU4adPXvWYh0Csg5zaQ8fPlwF64YNG8qiRYskLCxMTp8+LaVLl7br2ImIiAwXqM0n4XAEBEcstgQEBFi83rp1qzRv3jzdqTTxsJBy25R16Aj4aBQHs2fPVpOMLFy4UCIjIzN8HkRERIYI1CtWrBBXuXHjhnz99deyatWqdNPev39fAgMD1YxeqEufPHmy1KpVy9S1LCoqSsaMGWOxTWhoqBw+fNjmPjGFJxbzSb+JiIgMWUftCgjQ+fLlS7f4vVKlSqqeGlNyrlu3ThV5o3j7/Pnz6v34+HgVwIsWLWqxHV5fv37d5n6R00aJgr6UKlXKQWdGRESUDQI1xg/v2bOnRV2zNfXr15devXqpuu/GjRvLZ599JhUrVpS5c+dapEs57KmmaWkOhTp27Fi5e/euabl8+fJTnhEREZETJ+XISmiRjcZhaASWUbly5ZIXX3zRlKPG1Jyenp6pcs+YXCRlLtucj4+PWoiIiLKSW+Soly1bprpQIZecUcgpnzx5Uk0eAt7e3mpfu3fvtkiH1xwWlYiIjMalOWo0+rpw4YLFPNcIqv7+/qZuUmi0tXHjRpk5c6bVfYSHh0uJEiVMrbUxsxeKvytUqKC2nTNnjtrn/PnzTduMHDlSTSiC2b9CQkLUKGsxMTEyePBgp58zERGR2wTqEydOqO5W5gEUIiIiVIMwWL9+vcoV9+jRw+o+EGBRvK27c+eODBo0SBVto9EXWntjYJW6deua0nTr1k1u3ryppupEX+1q1arJ9u3bVUtxIiIiI/HQEAUpw5Bbx4MAGpZhgBUiIiJnxBC3qKMmIiLKqRioiYiIDIyBmoiIyMDcoh81UUYlJibKxYsX00yDMeP9/Px4cYnI0BioKVtCkE5vljXM8la1atUsOyYiosxgoKZsCbll8+lWEbhHjRql5jLXZ19LbxY2IiIjYKCmbAlF2tZyywjOzEUTkTthYzIiIiIDY6AmIiIyMAZqIiIiA2OgJiIiMjA2JqNs5dq1a3L79u1U6/U+1db6VhcsWFCKFy+eJcdHRJRRDNSUrYJ0m7AweZiUZDMNumil5OvjI9t37GCwJiJDYqCmbAM5aQTp/r4vSECuZ+za5vqTB7Ls4Vm1LXPV5G44Al/OwEBN2Q6CdKBnXlcfBpHTcQS+nIGBmojITXEEvpyBgZqIyE1xBL6cgd2ziIiIDIyBmoiIyMBY9E3ZTuyTB05JS0SU4wL1wYMH1bSDUVFREhsbK5s3b5YOHTqY3vfw8LC63bRp06z2h4UlS5bI6tWr5ZdfflGv69SpIx988IHUrVvXlGbChAkyceJEi+2KFi0q169fd9CZkSstf3iW/wCUrXFgn5zFpYE6ISFBgoKCpG/fvtKpU6dU7yN4m9uxY4f079/falrd/v37pUePHtKgQQPx9fVVQT00NFROnTolJUqUMKXDVId79uwxvfb09HTYeZFr9fN9QYrZ2Y8aOWoGdsdgn96sC9Ktw9pIctJDm2msZWS8fXzlmx3bOV6AG3JpoA4LC1OLLQEBARavt27dKs2bN1ddEmxZs2ZNqhz2559/Lnv37pXw8HDTei8vr1T7p+wBQZr9qLMe+/RmDQzOgyCdu2ZH8chbyK5ttPvxknzyCw7s46bcpo76xo0b8vXXX8uqVasytN2DBw/k0aNH4u/vb7H+/Pnz6snSx8dH6tWrp4rH03oASEpKUovu3r17mTgLouyLfXqzFoJ0rgL2jVH/xOlHQ87kNoEaATpfvnzSsWPHDG03ZswYVeTdokUL0zoEZtRjV6xYUT0AvP/++6qoHMXjzz33nNX9REZGpqrXJqK/sU8vUQ4P1MuXL5eePXuqemd7oX563bp1qt7afDvz4vbq1atLSEiIlC9fXj0MjBw50uq+xo4da/EectSlSpXK9PmQ82D8bmekJTKSJ/fjnZKWjMctAvWhQ4fk7NmzsmHDBru3mTFjhirORoOxGjVqpJk2T548KmCjONwWFJFjIePCdJWYCQuTbGQEtsG2RO7kr5NfuPoQcqTExESr0+WmrAZCCVOOCtTLli1T3azQQtwe6PKF4uydO3dKcHBwuulR93zmzBlp3LixA46WXAVtDjBdpa35qNESFvdGyrYInI/66bCrkGt41ewouexsTIYcNQO7+zaadGmgvn//vly4cMH0Ojo6Wk6ePKkafpUuXdpUxLxx40aZOXOm1X2gJTfqoFGHrBd3jxs3TtauXStlypQx9Y3OmzevWuDtt9+Wdu3aqc+Ii4tTQR2fExERkQVnTc4O1mlNV4kg7cgvUE6nugq1DpPk5IzNAe7t7SPffMM5wJ+Gh5PSkvEaTbo0UJ84cUJ1t9LpdcAImCtXrlR/r1+/XjRNU32jrYmJiZFcuf4eCXXBggWSnJwsnTt3tkg3fvx4NdAJXLlyRe0vPj5eChcuLPXr15ejR49KYGCgU86TKFt3FUpOEk+PMuLhYV/7EU17KMnJl9hVKJNQAoQ+0ehulRHYhlU87tlo0qWBulmzZioIp2XQoEFqsQUNxcxdunQp3c9F8CcickcoMcLAJXhIQrXd1atXTe8hE/Lxxx/LsGHDpGTJkmodShzRvoZVPO5bxeMWddRET9vgw9qXydENPnKyx9olkbSfuckJVTzoUmqtagHB2ln1pTk1SLdpEyYPH2asisfX10e2b3/6Kh4GaspRDT7Mv0z8AXOcXFJMPDzs6xWhaUnyRCyHBybH1JfaSkNPBzlpBOlRLQpLKf/cdm1z+dYjmb7nD4dU8TBQU7bEH7AsrC/19pHk5NgM5aixDetLnVdfSs6BIP184azvpstATdkSf8CysL70G3aJI3ImBmoickh9KWfPInIOBmoicgi2CyByDgZqInIItgug7O7y7WSnpE0PAzUROQTbBVB2N323ayY3YaAmIiKyw6iWhaRUQW+7c9SOCuwM1ERERHZAkHZF96y/B8kmIiIiw2GgJiIiMjAGaiIiIgNjoCYiIjIwBmoiIiIDY6tvIiIiO2fEckba9DBQExERpQEzvWFuaUxbmRHYxhGzxDFQExERpQGTzmzf7rpZ4hioiYiI7JwlzhYEaWfNDc7GZERERAbm0kB98OBBadeunXpK8fDwkC1btli8j3XWFhQxpGXTpk1SpUoV8fHxUf/fvHlzqjQLFiyQsmXLiq+vr9SpU0cOHTrk8PMjIiJy60CdkJAgQUFBMm/ePKvvx8bGWizLly9XgbpTp04293nkyBHp1q2b9O7dW3788Uf1/65du8qxY8dMaTZs2CDDhw+Xd999V3744Qdp3LixhIWFSUxMjFPOk4iIKLM8NE3TxAAQgJHz7dChg800eO/PP/+UvXv32kyDIH3v3j3ZsWOHaV3r1q1Vpf66devU63r16knt2rVl4cKFpjSVK1dW+4+MjLTrePEZBQoUkLt370r+/PntPEsiInJniYmJqgFZWo3J8H9M++qoGOI2jclu3LghX3/9taxatSrNdMhRjxgxwmJdq1atZPbs2erv5ORkiYqKkjFjxlikCQ0NlcOHD9vcb1JSklrMLzIREeUsFy9etFqqi2BtXv3qyIZlbhOoEaDz5csnHTt2TDPd9evXpWjRohbr8BrrIT4+Xh4/fpxmGmuQ0544ceJTnQMREbm3cuXKqUCcXhpHcptAjfrpnj17qsZf9hSjm0Ppfsp19qQxN3bsWBk5cqRFjrpUqVIZOAMiInJ3fn5+TuuG5daBGi2yz549qxqBpScgICBVzjguLs6Ugy5UqJB4enqmmcYatCDHQkRElJXcoh/1smXLVBcqtBBPT0hIiOzevdti3a5du6RBgwbqb29vb7WvlGnwWk9DRERkFC7NUd+/f18uXLhgeh0dHS0nT54Uf39/KV26tKmIeePGjTJz5kyr+wgPD5cSJUqYWmsPGzZMmjRpIlOnTpX27dvL1q1bZc+ePfLtt9+atkERNrptBQcHq8C+ePFi1TVr8ODBTj9nIiIitwnUJ06ckObNm5te63XAERERsnLlSvX3+vXrVf1xjx49rO4DATZXrr8LBpArxjb/+te/ZNy4cVK+fHlVZI4uWeZduG7evCmTJk1S/bOrVasm27dvl8DAQCeeLRERkRv3o3Y37EdNRERZEUPcoo6aiIgop3KLVt9GpBdEcOATIiLKKD122FOozUCdSRjKFNiXmoiIniaWoAg8LayjzqQnT57ItWvX1GhpaQ2U4ir6gCyXL1/mWOS8frwH3RC/w9n7+mmapoI0Zo80bxBtDXPUmYQLW7JkSTE63KBGvEndBa8fr6Gr8R7MvtcvvZy0jo3JiIiIDIyBmoiIyMAYqLMpjEs+fvx4jk/O68d70E3xO8zrp2NjMiIiIgNjjpqIiMjAGKiJiIgMjIGaLGAylGeffZZXhRxq//79aryBO3fu8MqSS/Tp00c6dOjgllefgdpJNwR+lLDkzp1bypUrJ2+//bYkJCSI0WFmsXPnzpleT5gwQWrWrCnZ4ctYpkwZ07+Lp6enGmigf//+cvv27Sw/Tnfkzvd1Vp0PHnT1fZovvr6+Fum+//57adiwoeTJk0eKFCkinTt3lr/++ivNe9Z8+fDDD9X7ly5dsljv7e0tzz//vLz//vt2DU1pZBioBN/P4sWLq/PC7IaYxhgzH6ZFvyaYMjm74IAnTtK6dWtZsWKFPHr0SA4dOiQDBgxQPwALFy60SIf38SNhFH5+fmpxNKOcJ6Y2HThwoDx+/Fg9kAwaNEiGDh0qn3zyiasPLVvd1zn5e4rBNc6ePWuxLuXohXggrlixoprqF6McosQhvXvWHEZENLdnzx6pWrWqJCUlybfffqvOo1ixYirQuaOLFy9KSEiIukbr1q2TsmXLyqlTp2TUqFGyY8cOOXr0qPj7+6faLjk5WbIj5qid2LUiICBADWH3z3/+U3r27Clbtmwx5VCXL1+unuCRDk++mFe7ffv2kjdvXvVF79q1q9y4ccNin3hKxtM3vqT4Io4ZMyZVbhc/OpUrV1ZP8JUqVZIFCxaketL84osv1DzgzzzzjAQFBcmRI0esFn3j74kTJ8qPP/5oemLX5wlP73htnaer4drh36VEiRLqGoSHh8t///tf0/t4Wsfc5xh1DtenevXq6ofC3Oeff67W44HmueeekxYtWphyYfjRxQ8rtsc54xp88803kt3vawQIPPDg/sS916hRI5VrtAbXCvcMrqO5L7/8UuUw9XH03fV7iu8J9mm+FC1aNNXIhh07dlTfVQTY119/Xby8vNK8Z80XXCdzuA+xHrlOnEODBg0s7mv8W7Rs2VIKFSqkRsNq2rSpxfuAcy5durQ6V+Ri8e+pQ6kTvisFCxZU34uwsDA5f/68OAuuB3LRu3btUseK48Jn4oHk6tWr8u6775pKHPC7iNIRnBceaBDUoVatWurfolmzZhb7njFjhnqIwTXD5+AhzFXnaS8G6iyCH3X9hrhw4YJ89tlnsmnTJlPxDIprb926JQcOHJDdu3fLb7/9pp66dWvWrJEpU6bI1KlTJSoqSt24KZ/6lyxZom5gpDtz5ox88MEHMm7cOFm1apVFOqRBER8+G0+sCEzWit3w+W+99Zb6IYmNjVUL1uEHK73jtXWeRoIv/FdffSX16tUzrXv48KHUqVNHrf/ll19Ujrt3795y7Ngx9T6uAa5Xv3791DVGTgg/uPpDyMcffywzZ85UPwY//fSTtGrVSl5++WVDfNmdQb+vR48erf6dca8hAKD4FeeOeyQlBJnu3burh0pzeI0i4JS5RXf6ntoLwR4BBg/PjoZcOv4NzO9rPPxERESoUgPkRitUqCBt2rQxPRThoemjjz6SRYsWqXsVDyt4GNUhEGK/27ZtUw/2uN+xvXmQcxRc3507d8qQIUNSle4FBASoB5ENGzaYvnPTp0+XatWqqd9F/N4dP35crUdQx/cVGRPdvn371L8Z/o97FRkPPfOR1eeZIRo5XEREhNa+fXvT62PHjmnPPfec1rVrV238+PFa7ty5tbi4ONP7u3bt0jw9PbWYmBjTulOnTuEu1I4fP65e16tXT3v99dctPqdhw4ZaUFCQ6XWpUqW0tWvXWqSZPHmyFhISov6Ojo5W+1y6dGmqzzlz5ox6vWLFCq1AgQKm93G85p9h7/FaO09XXHtzgYGBmre3t5YnTx7N19dXHS+u6+3bt9PcZ5s2bbS33npL/R0VFaW2u3TpktW0xYsX16ZMmWKx7sUXX9SGDBmiZdf7unPnzurfes2aNab3kpOT1bWYNm2aer1v3z513fRrjW1xD129elW9/uOPP9Q+9u/f79bfU3x/8Br3mPnSsmVL0zYrV67U/P39tcjISK106dJqH7rp06dr1apVs3rPmi+4nubfaT8/P7Uex4zXgwYNSvPc//rrLy1fvnzal19+qV7PnDlTq1ixovp3S+ncuXNqn999951pXXx8vPrMzz77THO0o0ePqs/bvHmz1fdnzZql3r9x44a6Ph06dLB4X78mP/zwQ6p/b6THueu6dOmidevWzSXnmRHMUTsJcmQoHkMxIOpamjRpInPnzlXvoXiqcOHCprTImaHozXzKzCpVqqgiaLwHqPOqW7euxWeYv/7jjz9MjS/wufqCp3Y8QZqrUaOG6W8UAUFcXJzd52bP8Vo7TyNAHRdyR8jt7t27V61r27atqrMG/B8lErhGKBrDNUTxG4o8AVUFL730ksptdOnSRZVi6I3RMFsPZlRDIyFzeG1+XbLbff3mm2+qHIf5eaM+F/enrfPGeyipWb16tXqNNgIoJcL+3Pl7CigRwD1mvuilB6gaQZXV5MmT1f/fe+899ZnI5QJKcVBtYO2eNV/Mc8uAHCbWo5oKf2/dulXtX4fv9+DBg1UJGoqIsdy/f990X+NeTkxMVMX8KD7evHmzqZQN54ZiefPPxHfjhRdecMl9rf3/nLRe7x8cHGz3trjn0JDU/PdP/+0z2nmaY2MyJ0H9J4qm8YOF+h7zhigp65dw41mbKjPl+pRpzOt88QMACBwpv8TmNyaYH4u+T317e9h7vCnP0whQR4diWUDx3+zZs9UPNIrCUNeMYmsUAWI9gjHOYfjw4aZGKriWKPI8fPiwCuD4UUdVAorG8aW29e9kxKlQHXVfIzhk5rzRzmLevHkqoCCQ9e3bN8uvkzO+p6h/1u+xlBAUrl+/rupPAQ/WKH7Gvbd06VJVBP2f//zH5j1rCx4e9DSo90ZjLBQDo94ZDyEo0sXDPO5rPICgHhr3vX5fY3tkBnBvo8gYxc4oUkYRv622Jc66r3Ee2O/p06et9uD49ddfVR0yrktGf2dSNgjE5+i/fVl9nhnBHLWT4ObBDYcvRXqtRfFUjidb5Ih1uEnv3r2rvnSApzq97kWHuhQdGquggRS+oPhc80VvXJEZaNCh5zYzcrzuQn+IQW4CUIeH+sNevXqp3DNyGCnrl/GlRe4RDe1++OEHdY2QA0HjIvzYo9WtOQR1d7suGbmv8RrXwPy8kcPG/ZnWeeMa4z6aM2eOatGLOlR3/56mBwEG9a4HDx40rcODIOr40fYBpTUpS84ye18jR6wHYtzXaByG+lbkKhGo4+PjLbbBcaE9Bf490PYCdbQ///yzOm/sS2+noTe6RK8JZ9zXeOBFwzc0hNW/lzo85KC9DtoF2AqeuBch5e9WerL6PDOCOWoDwNM0ilrRSAJPvLhZ8ESL1o56sQ6KF1Ekhddo0YniLRTfIpDo8PSMLyMCBloroiUufixRNDty5MhMHRtaVUZHR6tiNbRkRrGePcfrSvjhTNl4Te/KgdwLvux4SsYPLn4g8WSOawr40UbjIQRX/KjOmjVLpde/qPgSo8g8NDRUtXDGa+RU9PdRTInJUMqXL69aDSOniGPBj0t2hWD32muvqXPHdUYR9rRp0+TBgwdpdg/C9UVDPGyH62n0+d3tve9xb+GeSQn3CwIk+gLjIQ+titE9DGkRFHEdEVCRs8WDuU6/Z81hW/M5lhFQkAbHhOCKRo0oLdDT4L5G9QKOE1U0uObmDbXQoAqBDaVx2DfS4n08wCBw4uEVvz9obIbfAJSCIGOA9c6AkhZ8J9Eg8f3337fonoXPRfWULbjOOHb0tsA9hRIFe+Z9RglbVp+n3VxaQ55NpdWgyVrjLPj999+1l19+WTUIQSMPNHK4fv26RZpJkyZphQoV0vLmzav169dPGzp0qFa/fn2LNGjQU7NmTdUApWDBglqTJk20L774wmYjCzTuwTq9cUrKxmQPHz7UOnXqpD377LMqHd6353htnWdWXHscZ8pFb0hivq5w4cKqoZj59bh586b6t8M1LlKkiPavf/1LCw8PN/17nj59WmvVqpXa1sfHRzXAmTt3rmn7x48faxMnTtRKlCihGvbgGuzYsUPL7vd1YmKi9uabb6r7E9cFDR31BlbWGpPp9u7dq9a7orGOM76nemMya0tsbKzpHlm4cKFqNIZGjSVLltSGDRumGtTh3ipfvrz6G1Les/ry6quvWnyn9QWN3bC/gQMHWjSE++9//6sFBwerf5sKFSpoGzduVPv+6KOP1PtouIWGlfnz51fnht+VPXv2mLa/deuW1rt3b/XbgMZVOE40vnImNNjs06ePFhAQoL5LaCyLewwNvHTm52BuyZIlKn2uXLm0pk2b2vz3xnXX33fVedqDs2e5MRQPobsCB+sgd4WSBuQw0QhPL7IkIkss+nYTKEb897//rYqCUP+EQTjQ6AONP4jc8X5GlUpkZKS8+uqrDNJEaWBjMjeBhhPbt2+Xxo0bqwE5MIoT6lJRb0bkblCHjTp8NIIcO3asqw+HyNBY9E1ERGRgzFETEREZGAM1ERGRgTFQExERGRgDNRERkYExUBMRERkYAzURpQkTOphPjtCsWTM1PjURZQ0GaiJyGowVj3GxiSjzGKiJiIgMjIGaKAfAnLtTp05VsyhhBifMcKXPQHT16lU1bSBms9JnSrp06dJTfyaKyH///XcZMWKEGlkPS0JCgprRCfMum8NIe5g9CjNF4bORdv369WoGJcx+hKkZMfWiOUwxiWkb8+bNq0Y46927d6qpG4myAwZqohwAw3QiUI8bN04FuLVr16rghjG3MR0igh3mSMac0vgb0y/qcxln1hdffKGmGZw0aZLExsaqBcG4e/fuavpPc3jduXNnNbWgDlMavvXWW2rObwRszJWM6RwB+8L0khiGFFO5YkrDGzduSNeuXZ/qmIkMydXTdxGRc927d09Nb4ip/1JatmyZ9sILL2hPnjwxrUtKSlJT/O3cudPq9ICYFhDTA9rD2jSEx44dU9MxXr16Vb3GlI6YxnD//v0WUzd++OGHpm0ePXqkpm+cOnWqej1u3DgtNDTUYr+XL19W2509e9auYyNyF8xRE2VzZ86ckaSkJHnppZdSvRcVFSUXLlxQOVnkpLH4+/vLw4cP5bfffnPK8dStW1cVZa9evVq9xjStKIpv0qSJRbqQkBDT315eXhIcHKzORT/uffv2mY4ZS6VKldR7zjpuIlfhNJdE2Zyfn1+addeYjQ3zQqdUuHBhpx3TgAEDZN68eTJmzBhV7N23b19VL50ePQ2Ou127dqo4P6VixYo55ZiJXIU5aqJsrkKFCipY7927N9V7tWvXlvPnz0uRIkVUQzPzpUCBAk/92d7e3vL48eNU63v16iUxMTEyZ84cOXXqlERERKRKc/ToUdPff/31l8pF67lmHDe2Q/evlMeNenCi7ISBmiibQ6vp//3f/5XRo0er4mYUDSMILlu2THr27CmFChVSLb0PHTok0dHRcuDAARk2bJhcuXLlqT8bgRSN1NCy3LxFNlqYd+zYUTUYCw0NVY3OUpo/f75s3rxZfv31V3n99dfl9u3b0q9fP/UeXt+6dUt69Oghx48fl4sXL8quXbvU+9YeDIjcGQM1UQ6A1t5oQf3ee+9J5cqVVXesuLg4eeaZZ1QgRR0xAifeQ7BLTExU3aieFlp8o7tV+fLlUxWl9+/fX7Us14NvSh9++KEq2g4KClIPEVu3blUPFVC8eHH57rvvVFBu1aqVVKtWTT1coBQgVy7+rFH24oEWZa4+CCLKeVAvjuB67do1VUSuQ2AvW7as6paF7ldEOR0bkxFRlkLfbRSxR0ZGyquvvmoRpIkoNZYREVGmoDjavHtUysWWadOmqZwyBlzBQCxElDYWfRNRpqAeG43EbEELbCJ6egzUREREBsaibyIiIgNjoCYiIjIwBmoiIiIDY6AmIiIyMAZqIiIiA2OgJiIiMjAGaiIiIgNjoCYiIhLj+j/nMm6Oro6XGgAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Box plot for a specific protein of interest\n", "pr.pl.box(\n", " adata,\n", " keys=['O15511', 'E7ESC6'],\n", " group_by='cell_type',\n", " order=['Progenitor', 'LBaso', 'Poly', 'ProE&EBaso', 'Ortho'],\n", " color_scheme=adata.uns['colors_cell_type'],\n", " figsize=(5,3),\n", " )" ] }, { "cell_type": "code", "execution_count": 40, "id": "0f195eee", "metadata": {}, "outputs": [ { "data": { "image/png": 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TQQtZWVnmuPSUSzIyw1v5oPRUxbBSghsAABXo9Z3ENIjpQARtFq1Mp9j4+9//HrNBC1bYOmWCW3j7KDnl8gqBAACkOvq4JTGtnmkQq9y535rQNpaDFrKzs83xyZLTk7GF4VSJy/RvYx43AAAqUHFLclo969mzpwlwGsg0zB06dEieffbZgIMWJkyYEJXgVnIy/H5uJ0+WS05OxX4AAECcg9vy5ctlypQp8sUXX8jOnTtl/vz5cs0117gvLyoqkvvuu08WLFgg+/fvlzZt2sjvfvc7ufXWWwPu9/XXX5dx48bJd999J+3btzch5Be/+IWkKg1rnkFsyJAhAa8fjYpbrVq1zPH99wQeIFGdZs3qR3xbAABIFnENbsXFxdK1a1e5+eabZfDgwVUuv/vuu2Xp0qXywgsvmND23nvvyW233Sb5+fkycOBAn/tcsWKF3HDDDfLII4+YsKZh8Prrr5ePPvpILrroohq4V/YftBCNAQo///nPTQD01b8uFL179474tgAAkCwcrkjma4gih8NRpeLWuXNnE8K0embp1q2bXHnllSaY+aLXP3LkiCxatMh93hVXXGFGUM6dOzeo26Lb169fXw4fPiz16tWTZKOBqmPHjj5DlfaH27BhQ8yXxAIAAKHnjoQenHDppZfKG2+8Idu3bzf9pLT6pqGiX79+frfRitvll1/udZ5e/5NPPqmBW2zvQQt6esaMGYQ2AAASVEIPTnj66adl1KhR0rJlSxMqdHShBg4NdP7s2rVLmjVr5nWentbz/Tl58qQ5eCbfVBy0UBOLzwMAgCQObitXrjRVt9atW5vBDNrHrXnz5nLZZZcFbHb1pNW6yud5mjRpkowfP15SfdACAABIbAkb3I4fPy7333+/6fd21VVXmfO6dOkiq1evlqlTp/oNbnl5eVWqa3v27KlShfM0duxYGTNmjFfFraCgIGr3BQAAIBoSto/bqVOnzKHy5Ks6eWx5uf9JXbt37y6LFy/2Ok9Ho1588cV+t9GZ+bUzoOcBAAAg0cS14qbztG3atMl9WvtaaUUtNzdXWrVqJb169ZJ77rlHcnJyTFPpBx98IM8//7w88cQT7m2GDRsmLVq0MM2d6q677jJ9tx577DEzZcjChQtlyZIlZjoQAAAAO4vrdCDLli2TPn36+Ow4P3v2bNPkqc2YWjE7cOCACW+jR48287tZfdZ0ni+d402vb3nttdfkwQcfNIunWxPwDho0KOjblezTgQAAgMQRSu5ImHncEgnBDQAA1JSkmccNAAAAZxDcAAAAbILgBgAAYBMENwAAAJsguAEAANgEwQ0AAMAmCG4AAAA2QXADAACwCYIbAACATRDcAAAAbILgBgAAYBMENwAAAJsguAEAANgEwQ0AAMAmCG4AAAA2QXADAACwCYIbAACATRDcAAAAbILgBgAAkIrBbc2aNZKWlhbNXQIAACBWFTeXyxXtXQIAAEBE0kN5FAYNGhTw8sOHD4vD4eCBBQAAiHdwe/PNN6Vv377SrFkzn5eXlZVF63YBAAAgkuDWqVMnGTx4sIwYMcLn5atXr5Z//vOfoewSAAAAsejj1q1bN/nyyy/9Xp6VlSWtWrUKZZcAAAAIksMVwmiCkydPmubQWrVqSTI7cuSI1K9f3/TZq1evXrxvDgAASGJHQsgdITWVakUNAAAASTAdSGlpqWzdujWauwQAAEAsgtvatWulbdu20dwlAAAATmPJKwAAAJsIqY/bT37yk4CXHz9+PNLbAwAAgGhU3L755hvp0qWLDBw40OehV69eoexOli9fLgMGDJD8/Hyz4sKCBQu8LtfzfB2mTJkScL9//etf5eyzz5acnBwpKCiQu+++W06cOBHSbQMAALB1xa1z585y0UUXya233up3At5p06YFvb/i4mLp2rWr3HzzzWZi38p27tzpdXrRokVm8l9f17W8+OKLct9998nMmTPl4osvlg0bNsivf/1rc9mTTz4Z9G0DAACwdXC79NJLZf369X4vr1u3rvTs2TPo/fXv398c/MnLy/M6vXDhQunTp4+0a9fO7zYrVqyQSy65RH71q1+Z023atJEhQ4bIZ599FvTtAgAAsH1w0ybIQNq3by9Lly6VWNi9e7e89dZbMmfOnGrD5QsvvGCC2oUXXiibN2+Wt99+W4YPHx6T2wUAAJCQwS2eNLBpRW/QoEEBr/fLX/5S9u7dawKcLgqhc8tp0642nwZaEUIPnjMYAwAAJN10IAcPHpTPP/9cfvjhB4kl7bM2dOhQyc7ODni9ZcuWyYQJE+TZZ58166r+4x//MAvfP/LII363mTRpkllqwjrogAYAAABbB7f7779fjh07Zv5/6tQpGT16tDRu3NgMWGjdurWphsVi9OaHH35o+taNHDmy2uuOGzdObrrpJnPd8847T37xi1/IxIkTTTgrLy/3uc3YsWPN+mDWYdu2bVG/DwAAADUa3B577DEpKioy/9cpOXT6jldffdVU23TggPYrq26qjnDMmDFDunXrZkagVkeDpdPpfbfS0tJMs6ke/K3Bqou6eh4AAABsHdw8g48Gtr/85S+myqbzsP385z+XJ554QubOnRv0/jQE6hQielCFhYXm/57rnWp/M/1b/qptw4YNMxUzi84L99xzz8m8efPM/hYvXmyqcFdffbUJcAAAACkzOEEnwFXanKijNj3p6e+//z7ofa1atcpM72EZM2aMOdYRoLNnzzb/1wCmgVGn9PBFQ55nhe3BBx80t1GPt2/fLk2aNDFhTvu9AQAA2JnD5a/90AcNSI8++qjUqVPHNJtqqOrRo4f78jVr1pggduDAAbEzrfLpIAXt70azKQAASJTcEVLFrVWrVu6VETIzM82oTc/gpnO46VJTAAAAiL6QgtuWLVsCXv7Tn/405PVKAQAAEIcJeDW4AQAAIEGDm44C3bhxozRv3tysEWoNXgAAAEAcpwPRhduPHj3qnsqjX79+8pOf/ERuvPFGs7i8jio9dOhQlG8iAAAAQg5uL7/8shw/ftz8f/z48abSplN66DqfX331lRQXF8vDDz/MIwsAAJBIE/AuWrTITMCrFTfVuXNnmTp1qlkXFAAAAAmwyLzVh2337t0mrHk699xzWecTAAAgUQYn6PJRtWrVMpPx7tq1S370ox+5L9u3b5+ZnBcAAABxDm46AGH9+vXm/xrYdC1QT2+//bapugEAACDOS15VZ/PmzWZFhZYtW4qdseQVAACw/ZJX1WnXrl00dwcAAIBIBicEogMWmA4EAADABsFNByvo/G4AAACIvpCaSnWS3UCsgQsAAACIc3A7//zzzTxuvsYzWOezVikAAEACBLdGjRrJY489Jj/72c98Xr527VoZMGBAtG4bAAAAwg1u3bp1kx07dkjr1q19Xq4LzEdxdhEAAACEG9xuueUWs5C8P61atZJZs2aFsksAAADUxAS8usSV9mnTJtRkwgS8AAAgEXNHyNOBaHPo7bffLo0bN5ZmzZpJ06ZNzf/vuOMOcxkAAAASoKn0wIED0r17d9m+fbsMHTpUOnXqZPq0rVu3TmbPni3vv/++fPLJJ9KwYcMY3VwAAIDUFVJw01URdC3S7777zlTbKl92+eWXm+Mnn3wy2rcTAAAg5YXUVLpgwQKZOnVqldCm8vLyZPLkyTJ//vyUf1ABAADiHtx27twp5557rt/LO3fubJa9AgAAQJyDmw5C2LJli9/LCwsLk26EKQAAgC2D2xVXXCEPPPCAlJSUVLns5MmTMm7cOHMdAAAAxHketx9++EEuuOACycrKMlOCnHPOOeb8b775Rp599lkT3latWiUFBQViZ8zjBgAAEjF3hDSqtGXLlrJixQq57bbbZOzYse7lrXQS3r59+8ozzzxj+9AGAACQqEIKbqpt27ayaNEiOXjwoGzcuNGcd9ZZZ0lubm4sbh8AAADCDW4WnWT3wgsvDHdzAAAAhCjkJa+iafny5TJgwADJz883za06T5wnPc/XYcqUKUEty9W8eXPJzs42Kzy8/fbbMb43AAAACVpxi4bi4mLp2rWr3HzzzTJ48GCf88Z50ibaESNG+LyuRUe8an87XUP1tddeM/3ytm3bJnXr1o3JfQAAAEiJ4Na/f39z8EdXY/C0cOFC6dOnj7Rr187vNjNnzjRrquqaqRkZGea81q1bR/FWAwAApGBTaSh2794tb731lqm4BfLGG29I9+7dTVOpLs2lqzlMnDhRysrKauy2AgAAJF3FLRRz5swxzZ2DBg0KeL3NmzfLv/71Lxk6dKjp16YjXzXElZaWyp/+9Cef2+j8c3rwnE8FAAAg0dim4qZNoBrGdLBBIOXl5aZ/2//+7/9Kt27d5Je//KVZ7eG5557zu82kSZPMxHfWgbnoAABAIrJFcPvwww9l/fr1MnLkyGqvqyNJO3bsKGlpae7zdFTprl27fC7VpXQyYZ2t2DroYAYAAIBEY4vgNmPGDFM90xGo1bnkkktk06ZNpvJm2bBhgwl0mZmZPrfRJbx0iQnPAwAAQKKJa3ArKiqS1atXm4MqLCw0/9+6datXf7NXX33Vb7Vt2LBhpmJmufXWW2X//v1y1113mcCmAxp0cIL2cwMAALCzuA5O0AXpdXoPy5gxY8zx8OHDZfbs2eb/8+bNM2uiDhkyxOc+NOQ5nWfyp/ZPe++99+Tuu++WLl26SIsWLUyI++///u+Y3x8AAIBYcrisleLhVeXTQQra341mUwAAkCi5wxZ93AAAAEBwAwAAsA0qbgAAADZBcAMAALAJghsAAIBNENwAAABsguAGAABgEwQ3AAAAmyC4AQAA2ATBDQAAwCYIbgAAADZBcAMAALAJghsAAIBNENwAAABsguAGAABgEwQ3AAAAmyC4AQAA2ATBDQAAwCYIbgAAADZBcAMAALAJghsAAIBNENwAAABsguAGAABgEwQ3AAAAmyC4AQAA2ATBDQAAwCYIbgAAADZBcAMAALAJghsAAIBNpMf7BgCAnRUWFsr06dNl8+bN0q5dOxk5cqS0bds23jcLQJIiuAFAmObMmSMjRoyQsrIy93mTJ082QW748OE8rgCSq6l0+fLlMmDAAMnPzxeHwyELFizwulzP83WYMmVKUPufN2+euf4111wTo3sAIJUrbZVDmyotLTVVN70cAJKq4lZcXCxdu3aVm2++WQYPHlzl8p07d3qdXrRokfmg9HXdyr7//nv54x//KD169IjqbQYQP0VFRaaidfTo0aCun5mZKXfccYcUFBRE/bZoVa1yaPMMb3r5hAkTov53AaS2uAa3/v37m4M/eXl5XqcXLlwoffr0Mf1IAtEP06FDh8r48ePlww8/lEOHDkXtNgOIn2XLlskrr7wS0jbNmjWTMWPGRP22aJ+2QKi4AUjpPm67d++Wt956y/Qpqc7DDz8sTZo0MdU5DW4AksPGjRvN8S3ZnaRjWv2A1z0mp2Rc8RfubaKtuh+QDFAAkNLBTQNb3bp1ZdCgQQGv9/HHH8uMGTNk9erVQe/75MmT5mA5cuRIRLcVQGxs2rTJHJ+dXl/qODICXreuZEh9R2bMgpv2Y9NmW20WrSw9Pd1cDgApO4/bzJkzTfNndna23+tov5cbb7xRpk2bJo0bNw5635MmTZL69eu7D7HoDwMgOsGtriOj2tBmae6sJdu3b5fjx49H/eHXipr2Y9OQ5klP649HKm4AUrbips2d69evl5dffjng9b777jvZsmWLGalqKS8vd3+Y6j7at29fZbuxY8d69YHRihvhDUgsJSUl8sO2H6Sds3bQ2zR35si3ZYfM50KnTp2ifpt0yo+ePXuaAKd92jSsMY8bAEn14Ka/Xrt162ZGoAZyzjnnyNdff+113oMPPmgqcU899ZTfMJaVlWUOABLXtm3bpKy8TPIyagW9TZ6z4roaqmIR3JSGNUaPAkiJ4KZD+60+K9aHq/ZNy83NlVatWrmrX6+++qo8/vjjPvcxbNgwadGihWnu1GbUzp07e13eoEEDc1z5fAD2olUz1cyZE/Q21nWtbQHA7uIa3FatWmWm97BYzZXa/DB79mz3JLoul0uGDBnicx9bt24Vp9M2XfUAhMkKX01DCG7WdXVeRwBIBnENbr179zahLJDRo0ebQ6B5nQKxAiAA+zeVqqYO/wOUKst1ZEmaOMwPPABIBpSqANgquDVyBh/cnA6HNHJkyQ8//BDDWwYANYfgBsAWdFqPeo5MyXKkhbSdBr29e/d6zdUIAHZFcAOQ8HRanx07dkhjR+ijvxufrtBp8AMAuyO4AUh4+/fvN/O45TpDD27az03t3LkzBrcMAGoWwQ1Awtu1a5dXCAuFFfYIbgCSgS0m4AVSjc5pqLPxb9682Sxmnuqz8VuhqyEVNwApjuAGJJg5c+bIiBEjpKyszH2eLmauQU7nOEzlilvDMCpuVtjbvXu3xBuBHECkCG5AAtEv9sqhTZWWlpqqm66LmYqVNx0Vqho4M0Petr6jYps9e/ZIPBHIAUQDwQ1IIFpVqxzaPMObXl7dupjr1q2Te++9t9rpL/r16yd/+MMfxA6s0NUgjIqbTh+S40iPa3AjkAOIFgYnAAlE+7RVFwCq8+6778rGjRvNagHb9h72edDLXnzxRTPNhp0qbvUcGWFtX9+RIXvjGNyCCeQAEAwqbkAC0YEIgQTTTLp+/XpznNX3XnFk1vJ5nZLV8+XY9jVmNYLWrVtLotu3b5/UdmRIuiO835o6ce+mQ4dMeEpLC20C30QJ5ACgqLgBCUT7saWn+/49pefr5cEEN0d2Xb+hTTnrNTPHGzZsEDvYv2+f1HOE/ztTK3VaXTx48KDYNZADgCK4AQlEv8C12axyeNPTM2bMqPYLvqioyKww4KhbEcz8cdRt6lWdS2QmcB06JHVPDzIIR93TTawHDhwQuwZyADCfGTwMQGLRKT909KgGOG1C07AW7DxuVgXNCmb+OOvap+J25MgRE97q+Ak+wahzOrjFq+JmBXJ9HrVPW6iBHAAsBDcgAekXeXWjR3359ttvzbGzXl7gK2bVEUdmbTMCNdEdOnTIHGsft3BZ21r7slsgBwALwQ1IIlYQc1QT3BwOh7nOtm3fydGjR6Vu3bqSyBU3VSuCPm61T29r7ctugRwALPRxA5LI119/LY60THHUaVztdR31m5vjtWvXSiLTYKlqRfA7U+dx89wXANgVwQ1IEsXFxbJh40aR+s3FEcS0Gc4GLc3xmjVrJNHvlzWRbriyJc1rXwBgVzSVAkniq6++knKdp6xhQVDXdzasCG5ffvmlJLJjx46Z4+wIgpsV+qx9AYGwpiwSGcENSBKff/65OXbmtgrq+g4doFC7kXzxxZdxm5g2GCdOnDDHmRE0EFjbVrcMGMCaskh0BDcgSSoD2r+t5FSpZDUMLrgpZ6M2UrT1C/nmm2/kvPPOk0RUUlJijtMjCG7pDofXvgBfWFMWdkBwA5KoMiAOhxRs+FRyz+0V1D6cjdpK2dYvZOXKlQkb3Kz75zwdvsLhlIptPedQQ2rS8O6vyfyZZ56pdk1ZRgUj3ghuQBJVBsTlkm2Lp0ntlp0kq37gSXiVs7EuxeSQTz75REaNGiWJyOVymePwY9uZ4GbtqybRXypx6OCUfv2ukH379vq8XFcdCYQ1ZZEICG6ADekvf3+VASkvkwNfL5Xml95Q7X50PVOdz+2LL74w/b+ysrIk0eiccyqSyFV+emtrXzWF/lKJ5dNPP3WHNoc0qHJ5ZoZOF+N/yhgmS0YiYDoQwIa0T1sgJYf3BL0vZ+O2pvno3//+tyQia9BEmas84uCWkRH+6gvR7i9F9abmffzxx+Y43dlRMtLaVTk0zu3mt7bLmrJIFAQ3wIbatdMmTv8yg2gmtThz25jjVatWSSKyqoCnJPzgdup06KvJ4BaoKmr1l0LN+vDDD8UhaeKQ2j4vz8ysIy3zL6wS3lhTFomE4AbYkFZs9MvEJ2ea5J7XJ+h9OXMLEnoi3lq1apnjkggqbiWnQ1/t2r6/sONRFaXiVrO+//572bp1q4jUDdhk3rBBO+nQvqfk5uZKt27d5P7775cNGzbIsGHDavT2Av4Q3AAb0r42WrGpEt6caVJw+eigBiZYHBk54qjV0EwJkoisdVSPSfgjQo+5KratU6eOJEpVlP5SNetf//qXOXY66ld73azMZtKkSVNp1aqVGUXKc5V4CgsL5YEHHpAhQ4aY41T6IcTgBMAmfI1O1ErA0KFD5T//+Y9kn3WxNPrJlSGFNoujThPZv2eDWYS9Xr16kkjq16/4oi0+Hb7CUeQ65bWvmqDPz+TJk31OQUJ/qZq3ePFi0wQaTHBzOLQ5ta75MfPDDz9Iy5YVq4wgMczxMRWSvtf083H48OGS7Ki4ATb5oOrQoYNMnDhR5s2bZ447duwoy5cvl7PPPlvy8/Olea8bwwptylGrYoTdzp07JdE0atTIHB9xhT957tHTwc3aVzyrovSXqnm7du0yS7s5pI44HMHVK5yOhub43XffjfGtQygKGfRDxQ2w+wfVf/3Xf4kjPUsczggK6Bk55ujw4cOSaJo0aWKOD5WHH9wOnQ59TZuGF2zDpb/+e/bsaQKcPo8a5vQ5o+mtZr311lteYSwYWpkrcznkjTfeMO8/BDdP3lNPPSVHj/qfUqU6V155pfTo0SOiQT8TJkxI6qcrrk2lWi2YMmWKmUNKf+nPnz9frrnmGvfl/jqQakn0nnvu8XnZtGnT5PnnnzdNR0o7l2p14sILdaQQYD/VfVBpIEjLjqzvljYNKb9zw8VRTk6ONGzQUA4cqVizNBz7yyu2bd68udQ0DWnJ/kWS6F0KNHxVNJNWnbvNH63MOaSerF+/XjZu3Ggq3qi+H6F+/0Zi7dq1AYPbZgb9xDe4aTrv2rWr3HzzzTJ48OAql1dutlm0aJH55ePrupZly5aZzooXX3yxZGdnm5B3+eWXmxdDixYtYnI/gFiq7oNKJ87NyciM6G+4yiqaEvU9k4haFrSUb/+zVspdrrCWvtpXfkKys7Lc1TukVt+nxo0bS4P6rYJuJrWkOXOltPywqdj9/ve/j8EtTi7a51bd07eJdG4e+mfJfy/YaT7v9Aepv1Hz7Rj0E9/g1r9/f3PwJy8vz+v0woULpU+fPgGfuBdffLFKBe61116T999/n+HcsKXqPqh01KX+yCl780nJaphvpgIJta+b6+QRc5yowaZNmzby9ddfy0HXSWnkCO0LQZe52u06Ia1at6vxlROQGF0KtI9bnVodJKOisBw0h9Q3875pPzeCW/W2bNlijn9SkCP1c0J8sEWkS4tseW9dkRkQou95X0Yy6Mc+gxN2795tfvWE2tdAFxM+deqUmZMHSLY525xOpxn5duDAATm88TPZ89kC+XbWGDmw9oOQ/obr6F7JzMys8mMpUbRv394c7yj3vTh4df3bjrtK3fuIp1SewiDWAi4DZ/pv7gtqPyUlRbJrzxrZ+sPHsnvv11JSkmGeJ50HDoFt27ZNamU6pV52eNGief0M9378vV/aMujHPoMTtASulYVBgwaFtN19991nmkgvu+yygE1NerDolAhAorA+qDTAeU4toUtBaTWpysLp5WUhLTTvKisR19Hd0um8zv4n9Y0zq3/R9rJiOS89tB9h28uLzbGOwo2nVJ/CIO7LwJ2qPvQfPLRZftjxmdfKuHv3OSQvr5lZWaR169ZRua3Jasf27dKsbnrYle2mdSs+f3bs2FHt+6VnCg/6ScxPaR9mzpxp5qsKpQ+OPslz5841/d4CbTdp0iQZP358lG4pEH2+PqgOHTokzz77rP+F5te8J3nd/fcHdV919wZz/Z/+9KeSqM455xxzvO10CAvFtrJir30k4shgfW5T5UsnbsvAZdauttJWObRVcJmm1k8++SRg/+pUd+LECTly9Kh0aFUxQj0cjWtXNK+uW7dOHn300WrfLxNSdNBPul3Wl9ORPS+//HLQ20ydOtWMJl2yZIl06dIl4HXHjh0rY8aM8aq4FRRULAMEJIrKH1TafBDI8fXL5eTRTUHv/2c/+5kkKp2nTkeWfn5or/QuDW1k6PJTFYOczj33XIkXpjCIvUB9n7S3Wm6DwE3lBw595yO0nfHBB6F1P0g12l1DNQijb5vF6heno1NTfcoP2we3GTNmmGk9dARqMHSKEU3r2qH0ggsuCGoRa2shayBZKgw6MW/37t2DDoXnnXeeJCpteul6fldTPZ9y/KuQt9dpQGp6DjdPTGEQvy4FKr/5uWYB+eoqboFohRv+WV2M6obZv61i24rgtmfPnoDXK0zxvqFxDW5FRUWyadMmrydj9erVZiCBrhFnvRheffVVefzxx33uQxf+1T5s2typ9BfXuHHj5KWXXjKjUrTEba1RWJPrFAKxVt3oqldeeSWpmt/uvfdeEy7Ly0NfbF6nB4onpjCIT5cCtXLlSsnJalbtttUFu4YNg5+8NxXp9F4qJyP84JaT4XDP3RhI2yT6XLNdcNPOnjq9h8VqrtQ33+zZs83/dXkf7Xztr1lo69atZmSdRfv8lJSUyLXXXut1vYceekj+/Oc/x+ieAIlTYUjWJZU0/Nx+++1iR0xhEJ8uBdrFZuDAgeKS6idv1qbUvfvW+W0u7du3b9RvazI5fvy4Oc5KD3/KnczT2+pzqJPos85vAga33r17Vx0RV8no0aPNwR9tOvE1jwyQClJ9dJVdpFrITqSwX6tWLTl+LHAzqFVxy2vaVXbtWV3pkopRpb169YrZ7UwGOu2WSk8LP7jp5NrpToepuPF+sXkfNwD+pfLoKjshZNe8jIwMueSSS2Tx4sVS7jouTkdOwKlAdP62ypo0bi6NG+fGvbk90VlFGGeEc1xrA5oOTOD94h/BDQBqCCG75un61xXBbZ84HQUhTgWi87jtkKt+frmZRxQ1i/eLbwQ3AEDS0ibO/PwWsmPHdil31ff5tbf/4LcBpwJhqbTqWY9RNb2fqqVjjzz7raMqHh0AQNLSfoSjR48y/y8t3ySl5d9WOZwsqZh9INDksqj+ca54jF0RNbfq9om6gkui4NEBACQ1XfHg6NGjcvDgQZ+Xv/POO7J06VK/2zN4JLj+hOpUWfjBrfT0TD+6bjL8I7gBAJI+VIwaVVF18+W6664za9ky/UT4rEnsIwlu1rZMiB8YTaUAgJRmTddSuYmO6VqCZ02ae7I0/OBmbUtwC4yKGwAg5TH9RGSys7PN8clTkQS38qBWTkh1BDcAAJh+IiJW2DphdVQLw4nToY/gFhhNpQAAICK6QoVn+ArHiVPlXvuCbwQ3AACQMBU3gltgBDcAABARHcih03hEUnE7TsUtKAQ3AAAQMa2UWeErHFTcgkNwAwAAUQluEfVxY1RpUAhuAAAgYrVr15bjETWV0sctGAQ3AAAQpYpb+E2lOw8ck71798qkSZPkgQcekMLCQp4VHwhuAAAgKsFNVz8oC2Oh+dc/3S5PLlwjBw4ckMWLF8vEiRPNMmRz5szhmamE4AYAAKLSVKpC7ee2bf8xGTv3P+KqtJmuHTty5Egqb5UQ3AAAQNSCW6gjS19e8YPfKp2GN11HFmcQ3AAAQNSC27GS0ILbtn3HAl5OXzdvBDcAABC34FbQOPASV23bto3odiUbghsAAIhYvXr1zHHRydCC2w3dW0q60+F3RQbt54YzCG4AACBuwa2gUS2ZOKSzOBxVQ9uMGTOouFWSXvkMAACAUDVo0MAcHz0R+lxugy9qITM/PybizJAf//jHJqxppY1m0qoIbgAAIGINGzY0x4dPlIW87cnScnE50qXHpZfKtGnTeDYCoKkUAABErFGjRub40LHQg5u1jbUP+EdwAwAAEWvSpIk5PhhGcLO2sfYB/whuAAAgYnXr1pXs7CzZV1wa8rb7iiuCW9OmTXkmqkFwAwAAEXM4HJKX11z2FYVecdt7tCLsNW/enGeiGgQ3AAAQFS1atDDNnidCXPZq9+ngptsjMIIbAACIilatWpnj3UdCay7defiUOW7ZsqXfZa8eeOABGTJkiDlO5WWw4hrcli9fLgMGDJD8/HxTYl2wYIHX5Xqer8OUKVMC7vf111+XH/3oR5KVlWWO58+fH+N7AgAAWrdubR6E7aeDWLB2HC6VRrm5pp9cZXPmzJEOHTrIxIkTZd68eea4Y8eO5vxUFNfgVlxcLF27dpVnnnnG5+U7d+70OsycOdMEt8GDB/vd54oVK+SGG26Qm266SdasWWOOr7/+evn0009jeE8AAIA1Ye62g8EHt1NlLlNxa9uuXZXLtLI2YsQIKSvz7jdXWlpqJuhNxcpbXCfg7d+/vzn4k5eX53V64cKF0qdPH2nn48m1/PWvf5W+ffvK2LFjzWk9/uCDD8z5c+fOjeKtBwAAntq3b2+OC/eVSFm5K6gHZ+uBEtGrnnXWWVUumz59epXQ5hne9PIJEyZIKrHNygm7d++Wt956q9rSqFbc7r77bq/z+vXrZ4IbAACIHe36VLt2bVm+qdgcQqHNn5Vt3rw54DaFVNwSlwY2bfseNGhQwOvt2rVLmjVr5nWentbz/Tl58qQ5WI4cORKFWwwAQGpxOp3y+9//3rR0hULDnraWVRaohU2l4lqmtqm4af+2oUOHSnZ2drXX1X5wnlwuV5XzPE2aNEnGjx8fldsJAEAq077leogG7cc2efJk0yxaWXp6urk81dhiOpAPP/xQ1q9fH9QTpP3iKlfX9uzZU6UK50n7wR0+fNh92LZtW1RuNwAACJ9W1LQfm4Y0T+np6TJjxgwqbolKn5xu3bqZEajV6d69uyxevNirn9t7770nF198sd9tdNoQPQAAgMQyfPhw6dmzpwlwhYWFJqxpIScVm0nj3lRaVFQkmzZtcp/WJ2T16tWSm5vrnsRP+5u9+uqr8vjjj/vcx7Bhw8xMy9rcqe666y7zBD/22GMycOBAMxJ1yZIl8tFHH9XQvQIAANGkIS3VRo8mZFPpqlWr5Mc//rE5qDFjxpj//+lPf3JfRyfb0z5qOluyL1u3bjVzvFm0sqbbzJo1S7p06SKzZ8+Wl19+WS666KIauEcAAACx43BpKoIXrfLVr1/f9HerV68ejw4AAEiI3GGLwQkAAAAguAEAANgGFTcAAACbILgBAADYBMENAADAJghuAAAANkFwAwAAsAnbLDJfk6yp7XReFQAAgFiy8kYwU+sS3Hw4evSoOS4oKIj2cwMAAOA3f+hEvIGwcoIP5eXlsmPHDqlbt644HA5JpkSvYXTbtm2sCGETPGf2wvNlPzxn9nIkSb/HtNKmoS0/P1+czsC92Ki4+aAPWsuWLSVZ6Ys9mV7wqYDnzF54vuyH58xe6iXh91h1lTYLgxMAAABsguAGAABgEwS3FJKVlSUPPfSQOYY98JzZC8+X/fCc2UsW32MMTgAAALALKm4AAAA2QXADAACwCYIbAACATRDcUK3Zs2dLgwYNeKQAJLVly5aZSdcPHToU75uCIP3617+Wa665JqUeL4JbDb649ANBDxkZGdKuXTv54x//KMXFxZLobrjhBtmwYYP79J///Gc5//zzJRnE4nnRoGvt0/OQnZ3tdb3PP/9cLrnkEqldu7Y0bdpUrr32WiktLa2yvzZt2vjc31/+8hdz+ZYtW7zOz8zMlLPOOkseffTRoNa9Q+APf8/HPy0tzcxsPmLECDl48CAPXQKy82dtKtAVD/T9o+8j/axq3bq13HXXXbJ///6A21mfc6tXr5ZUx8oJNeiKK66QWbNmyalTp+TDDz+UkSNHmg+T5557zut6erl+4CSKnJwcc4i2RLmfsXhedEbv9evXe51Xefk0DcQdO3aUVatWmWXW9Ne+Pw8//LCMGjXK6zxdks3TkiVL5Nxzz5WTJ0/KRx99ZO5H8+bNzYckImM9/mVlZeZHzOjRo+V3v/ud/N///R8PbQIK9j2NmrV582bp3r27+dybO3eutG3bVtauXSv33HOPLFq0SFauXCm5ublVtispKeGp8kDFrYbnn8nLyzPrrP3qV7+SoUOHyoIFC9wVrJkzZ5pfh3o9rZRs3bpVBg4cKHXq1DFB4Prrr5fdu3d77VOrKlqt0S9x/XC67777qlTD9AOsU6dOpuJzzjnnyLPPPlvlV8w//vEP6dOnj9SqVUu6du0qK1as8NlUqv8fP368rFmzxv2rVs9T1d1ef/czGZ8XfVx0n56HZs2aVVlabdCgQea50cB1++23S3q6799S+vxW3p9W6jw1atTInK+/YPU+XHzxxfLll196Vfj69u0rjRs3Nkur9OrVy+typfe5VatW5r7qL2INJxatMA0bNkwaNmxoXif9+/eXjRs3SiqwHv8WLVqY94k+Dp6PnVYLhgwZYpbK08fmvPPOM19Mnl577TVzvv4I0ufqsssuc1eBNLhrONTt9bHX190777xT4/czWfh7T+uPGn1N62emfh5eeuml5n3hiz43+v7W583Tm2++ad57uq4kQqOfcVple++998znj37W6OeI/ujcvn27PPDAA+4qt363afVUP6v0R5OGPPXjH//YfL727t3ba99Tp041P1T1vaV/R0N7sn52EdziSD/ArRfXpk2b5JVXXpHXX3/dXQrWppsDBw7IBx98IIsXL5bvvvvOVGksL774okyYMEEee+wx+eKLL8yboPIvymnTppk3g15v3bp1MnHiRBk3bpzMmTPH63p6HW1O0L+tv4b0S8hXs53+/T/84Q8maOzcudMc9DwNNNXdXn/3M9mel2Bp+NMPJw3P0aZVPA0WF110kfs8/aIZPny4qUDoL9sOHTrIlVde6f4C0i+oJ598Uv7+97+bDzX9otOgYdEPUd3vG2+8YYK9Pue6vecHZCrQL5h//vOfXo/tiRMnpFu3bub8//znP6Yid9NNN8mnn35qLtf3ib6nfvOb35j3oVZXNbRbP1yeeuopefzxx82Xz1dffSX9+vWTq6++2tZfLon4nr733nvNe1k///T9oV0K9LHW93NlGs5++ctfmh++nvS0dmuoXPFGYPoYv/vuu3LbbbdVacHRkK3h+uWXX3a/J6ZMmSKdO3c23236nfXZZ5+Z85csWWLeT1pssCxdutR8DuuxPrdaTLAKCkn52eVCjRg+fLhr4MCB7tOffvqpq1GjRq7rr7/e9dBDD7kyMjJce/bscV/+3nvvudLS0lxbt251n7d27Vp9Rbs+++wzc/qiiy5y3X777V5/55JLLnF17drVfbqgoMD10ksveV3nkUcecXXv3t38v7Cw0Oxz+vTpVf7OunXrzOlZs2a56tev775cb6/n3wj29vq6n8n4vOjjpadr167tdejbt697m9mzZ7tyc3NdkyZNcrVq1crswzJlyhRX586d3adbt27tyszMrLK/pUuXej2HOTk55ny9zXp69OjRAe97aWmpq27duq4333zTnH788cddHTt2dJWUlFS57oYNG8w+P/74Y/d5+/btM3/zlVdecdld5deBJ8/HPzs72zwO+t47ePBgwH1eeeWVrj/84Q/m/1988YXZbsuWLT6vm5+f75owYYLXef/v//0/12233Rb2fUpV/t7T1157rXlvvPjii+7L9LWuj/3kyZPNaX1P6fNkPbe6rb7ft2/fbk7v3bvX7GPZsmU1fr/sbuXKleaxnT9/vs/Ln3jiCXP57t27zXvummuu8brc+pz797//XeX51uvr55nluuuuc91www1J+9lFxa0G6a9xbV7TEr228/fs2VP+9re/mcu0eatJkybu6+qvci3z68Hyox/9yDRZ6mVK+1BdeOGFXn/D8/TevXvdHUH171oHrfLorxNPXbp0cf9fy81qz549Qd+3YG6vr/uZjM+L0l/jWqHzPFi/3LVZTJu0H3nkEXP8pz/9yfxNrYIprdhoE44n7QNSeX+eFR+lv1b1fG3G1v8vXLjQ7N+iz+dvf/tbU1HV5gc9FBUVmaZfdd1118nx48dNs7A2TcyfP99dddX7ps24nn9TmyTOPvtsr/udrKzHX6th77//vjnvqquuMn3elB5rVVvfR/q46OtJm4Osx1a7H/zsZz8zFUx9nLUSbg1uOHLkiOzYscMMVPGkp1Phsa2p9/Sdd95pKiyej7P2WdXPTH+Ps16mrQvPP/+8Oa19GrVlQ/eH6LIqbVZf4AsuuCDobc8991wzcMjzO8z6/krGzy4GJ9Qg7RujTZn6YaH9hzw7ulfur6Qv4sqd2X2dX/k6nn3GNCAo/ZKo/CXv+SJXnrfF2qe1fTCCvb2V72eyPi/af02bYXzRD5Rdu3aZvhpKg7U2V2qfp+nTp5smy3/9619e22i/NH/7s2iYtK6j/ea0I7A2MWi/Nf0C0+YCDfN//etfTSDVfkD6pWZ1/NXt9ceANv9qc4Q2aWhzhTYJ++uL6O/xSDaej782MetjqI+dNs3o86bNnNrMrOdrONPXze9//3v3Y6vvN31cP/nkExPo9IeBdk/QplT9EvH3Xk6Fx7am3tP6gyacx1n7Dj/zzDPmR5D++Lr55pt5XsKg7x99nL/55hufI7i//fZb0wdN32uhfldkVBo0pn/H+v5Kxs8uKm41SF+I+uLVL83qRidqFUd/rWvFzKIv+MOHD5svZaW/GKx2f4u241u0M7x2ptYvcP27ngero2c4tHOpVWkI5famyvNSHf1w0j4ey5cvd5+nX/La/0b7QWllpnIlNRwaFrRiZoUH7dumHbO1b4f+QtXgtm/fPq9t9HZp36qnn37a9MPS/iBff/21ud+6L6vPltUhX0dYJvrzGwvWDx+tUFqPrfZZvPHGG011TauWlfun6ZeEVnt0cM+///1v8z7SqqZ2gNdwoSOBPWnIS8XHNlbvaT2tj7nn46wVOP3MDPQ463Oq73l9T+gISO0nitDpDxQdHKWD46z3jUV/yGqfbe0r7C9M6XOnyip991QnGT+7qLglKP0Vr80u2mFTf8XrC08rIDoSxyoha+lfm7T0tI4g1OYxbcrRLw2LVlv0y1q/HHQkjY6q0g8qbaYZM2ZMWLdNR/wUFhaapiMdBafNgsHc3mQQ7P3UX3P6YVSZjmbTwKTzFukXuI5w0qkL9LoakvQLR0OAVr40mFu0Ild5f7qtPq+eH0Z6Hb1NGra0w7tWHqzr6BeXNvXo7dTmOW3+8+wkrJ159UNRq7O6b72uXq5ffvqhq8FEX286eEGfc61A6A8DPT8ZaPiuPGDGmprAevz1edXQriFbKwP6vrMeW+30rmFLg/kTTzxhrm99MeiXhjaxXn755eY1oKe1+mldrs/FQw89JO3btzcjSrWyo7dFv8wQHfreuvXWW81jrc+rNnlOnjxZjh07FnDKHH0+dSCJbqfPn37mITxaudT3jA4I0S47ntOB6GeJdjfwR983+nn0zjvvmOdAWxG0u0d1tEKedJ9d8e5klyoCdX721dlfff/9966rr77adIrWTuTa4XLXrl1e13n44YddjRs3dtWpU8f1m9/8xvW73/3O9dOf/tTrOtoZ9/zzzzcdrBs2bOjq2bOn6x//+IffDp/aMVfPszq/Vx6ccOLECdfgwYNdDRo0MNfTy4O5vf7uZ7I9L9bgBF+HnTt3muuUlZW5nnvuOTMIQTu8t2zZ0nXXXXeZzs/9+vVztW/f3vxfacdbX/u65ZZbvJ5D66CdqXV/o0aN8hpY8eWXX7ouuOACV1ZWlqtDhw6uV1991ez7ySefNJdrp2HtdF+vXj1z3/R1tGTJEvf2Bw4ccN10003mtaAde/V2asffZKCvA1+PsdXx2fO8Jk2amIEHnu+Z/fv3m9eRvg+bNm3qevDBB13Dhg1zv7a++eYb83jptvr46yCQv/3tb+7t9fUwfvx4V4sWLUznd33dLVq0KC6Phd0Fek8fP37cdeedd5rPTH0edDCXNajI1+AEy/vvv2/Ot2tn9kSiA3R+/etfu/Ly8sxrXQfQ6XOiAwYsnp9LnqZNm2au73Q6Xb169fL7fOtnqXV5Mn52OfSfeIdHRI+WonVoNRODAkB0aOVTq+Q6iMRqsgPihaZSG9MS///8z/+YsrP2udEJP7VTuXaCBgBE/hmr3UImTZokt9xyC6ENCYHBCTamnTjffvtt6dGjh5n8U2f01n422g8LABAZ7QOnfQ51oNfYsWN5OJEQaCoFAACwCSpuAAAANkFwAwAAsAmCGwAAgE0Q3AAAAGyC4AYAAGATBDcAAACbILgBAADYBMENAADAJghuAAAAYg//H/yXmpKFvFCDAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Alternative: use scanpy's violin plot\n", "sc.pl.violin(\n", " adata,\n", " keys=['O15511'],\n", " groupby='cell_type',\n", " order=adata.uns['diff_order'],\n", " size=6,\n", " xlabel=None,\n", " )" ] }, { "cell_type": "markdown", "id": "50nfv2nel0n", "metadata": {}, "source": [ "## Hierarchical Clustering of Proteins\n", "\n", "ProteoPy provides tools for clustering proteins by their expression profiles across conditions. This is useful for identifying co-regulated protein groups.\n", "\n", "### Profile Heatmap\n", "\n", "First, visualize the expression profiles of differentially abundant proteins:" ] }, { "cell_type": "code", "execution_count": 41, "id": "46b5a27d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get differentially abundant proteins for Poly vs rest\n", "df = pr.get.differential_abundance_df(\n", " adata,\n", " keys='ttest_two_sample;cell_type;Poly_vs_rest',\n", " )\n", "diff_prots = df[df['pval_adj'] <= 0.05]\n", "\n", "# Heatmap of mean intensities per cell type for these proteins\n", "pr.pl.hclustv_profiles_heatmap(\n", " adata,\n", " group_by='cell_type',\n", " selected_vars=diff_prots['var_id'],\n", " yticklabels=True,\n", " margin_color=True,\n", " color_scheme=adata.uns['colors_cell_type'],\n", " )" ] }, { "cell_type": "markdown", "id": "aftnz31sk1d", "metadata": {}, "source": [ "### Building the Hierarchical Clustering Tree\n", "\n", "`pr.tl.hclustv_tree()` builds a hierarchical clustering dendrogram based on mean expression profiles:" ] }, { "cell_type": "code", "execution_count": 42, "id": "57674a18", "metadata": {}, "outputs": [], "source": [ "# Build hierarchical clustering tree (stored in adata.uns)\n", "pr.tl.hclustv_tree(\n", " adata,\n", " group_by='cell_type',\n", " selected_vars=diff_prots['var_id'],\n", " verbose=False,\n", " )" ] }, { "cell_type": "markdown", "id": "uusdrscp7t", "metadata": {}, "source": [ "### Determining Optimal Cluster Number\n", "\n", "Use silhouette scores and elbow plots to determine the optimal number of clusters (k):" ] }, { "cell_type": "code", "execution_count": 43, "id": "e1150993", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Silhouette score plot (higher = better cluster separation)\n", "pr.pl.hclustv_silhouette(adata, verbose=False)" ] }, { "cell_type": "code", "execution_count": 44, "id": "a069400a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Elbow plot (look for the \"elbow\" where inertia decrease slows)\n", "pr.pl.hclustv_elbow(adata, verbose=False)" ] }, { "cell_type": "markdown", "id": "ntom6hcrh5", "metadata": {}, "source": [ "### Cluster Assignment and Profile Visualization\n", "\n", "Cut the dendrogram at k clusters and compute mean profiles per cluster:" ] }, { "cell_type": "code", "execution_count": 45, "id": "131ea341", "metadata": {}, "outputs": [], "source": [ "# Assign proteins to k=3 clusters and compute cluster profiles\n", "pr.tl.hclustv_cluster_ann(adata, k=3, verbose=False)\n", "pr.tl.hclustv_profiles(adata, verbose=False)" ] }, { "cell_type": "code", "execution_count": 46, "id": "b5023f6f", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize cluster profiles: mean ± std intensity across cell types for each cluster\n", "pr.pl.hclustv_profile_intensities(\n", " adata,\n", " group_by='cell_type',\n", " order=adata.uns['diff_order'],\n", " ylabel='Z(log2(Intensities))',\n", " verbose=False,\n", " n_cols=3,\n", " figsize=(9, 4),\n", " )" ] }, { "cell_type": "markdown", "id": "3harvowjxyb", "metadata": {}, "source": [ "## Summary\n", "\n", "This tutorial covered the core ProteoPy workflow for protein-level analysis:\n", "\n", "1. **Data loading** - `pr.read.long()` for generic formats, `pr.read.diann()` for DIA-NN output\n", "2. **Annotation** - `pr.ann.obs()` and `pr.ann.var()` for adding metadata\n", "3. **Quality control** - `pr.pp.filter_*()` for filtering, `pr.pl.*` for visualization\n", "4. **Transformation** - Log transformation, `pr.pp.normalize_median()`, `pr.pp.impute_downshift()`\n", "5. **Statistical analysis** - `pr.tl.differential_abundance()` with `pr.get.differential_abundance_df()`\n", "6. **Clustering** - `pr.tl.hclustv_*()` for hierarchical clustering of expression profiles\n", "\n", "ProteoPy integrates seamlessly with scanpy for dimensionality reduction (PCA, UMAP) and other single-cell analysis tools.\n", "\n", "For more information, see the [ProteoPy documentation](https://proteopy.readthedocs.io/)." ] } ], "metadata": { "kernelspec": { "display_name": "proteopy1", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.14" } }, "nbformat": 4, "nbformat_minor": 5 }