{ "cells": [ { "cell_type": "markdown", "id": "iraqi-exclusive", "metadata": {}, "source": [ "# Using CellHint for cell type harmonisation\n", "This notebook showcases how to perform cross-dataset cell type harmonisation using CellHint." ] }, { "cell_type": "markdown", "id": "known-textbook", "metadata": {}, "source": [ "Only the main steps and key parameters are introduced in this notebook. Refer to detailed [Usage](https://github.com/Teichlab/cellhint#usage-harmonisation) if you want to learn more." ] }, { "cell_type": "markdown", "id": "capital-geology", "metadata": {}, "source": [ "## We try to answer three questions:\n", "- Different labs annotate cell types differently (naming convention, annotation resolution, etc.) - how to unify these cell types into a common framework?\n", "- Transcriptome-based hierarchical clustering of cell types does not necessarily mirror biological lineages - how to integrate knowledge across studies to reflect cell type hierarchies?\n", "- Cells are usually annotated only by the dataset of origin - how to re-annotate these cells within the context of multiple studies?" ] }, { "cell_type": "markdown", "id": "inner-lender", "metadata": {}, "source": [ "## Download and process four spleen datasets" ] }, { "cell_type": "code", "execution_count": 1, "id": "immediate-debut", "metadata": {}, "outputs": [], "source": [ "import scanpy as sc" ] }, { "cell_type": "code", "execution_count": 2, "id": "pharmaceutical-turning", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ca9ef795419744b3bf9943810fee7343", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0.00/4.65G [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color = 'Dataset')" ] }, { "cell_type": "code", "execution_count": 8, "id": "furnished-clinton", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color = 'Original_annotation')" ] }, { "cell_type": "markdown", "id": "charming-fortune", "metadata": {}, "source": [ "As expected, strong batches exist; meanwhile, cell types are annotated differently across studies (by different authors)." ] }, { "cell_type": "markdown", "id": "known-uncertainty", "metadata": {}, "source": [ "## Perform cell type harmonisation" ] }, { "cell_type": "markdown", "id": "dimensional-fourth", "metadata": {}, "source": [ "The input AnnData needs two columns in `.obs` representing dataset origin and cell original annotation, respectively. We will use the function [cellhint.harmonize](https://cellhint.readthedocs.io/en/latest/cellhint.harmonize.html) to harmonise cell types across datasets." ] }, { "cell_type": "code", "execution_count": 9, "id": "norman-boundary", "metadata": {}, "outputs": [], "source": [ "import cellhint" ] }, { "cell_type": "code", "execution_count": 10, "id": "alpha-tissue", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "👀 Detected PCA coordinates in the object, will use these to calculate distances\n", "🏆 Reordering datasets\n", "🖇 Harmonizing cell types of Dominguez Conde et al. 2022 and Madissoon et al. 2020\n", "🖇 Harmonizing cell types of Tabula Sapiens 2022\n", "🖇 Harmonizing cell types of He et al. 2020\n", "🖋️ Reannotating cells\n", "✅ Harmonization done!\n" ] } ], "source": [ "alignment = cellhint.harmonize(adata, 'Dataset', 'Original_annotation')" ] }, { "cell_type": "markdown", "id": "crucial-evans", "metadata": {}, "source": [ "By default, PCA (`X_pca`) is used as the search space, which is noisy as the batch effect is not corrected. However, this is usually not a problem for `cellhint.harmonize` due to an internal normalisation procedure applied. Please provide a different latent representation via the argument `use_rep` if you do have a better choice." ] }, { "cell_type": "markdown", "id": "skilled-auditor", "metadata": {}, "source": [ "_If a very strong batch effect exists across datasets, you can turn on `use_pct = True` (default to `False`) to predict instead of calculate these distances in the space._" ] }, { "cell_type": "markdown", "id": "swiss-there", "metadata": {}, "source": [ "In CellHint, datasets are iteratively incorporated and harmonised. The order of datasets can be specified by providing a list of dataset names to the argument `dataset_order`. Otherwise, the order will be determined by CellHint through iteratively adding a dataset that is most similar (i.e., more shared cell types) to the datasets already incorporated. This behaviour can be disabled by setting `reorder_dataset = False` (default to `True`) and an alphabetical order of datasets will be used." ] }, { "cell_type": "markdown", "id": "adapted-smith", "metadata": {}, "source": [ "This function is very efficient in terms of runtime. If there are many datasets to harmonise and each dataset has many cell types, harmonisation may take longer time. You can restrict the test scope of `minimum_unique_percents` (default to 0.4, 0.5, 0.6, 0.7, 0.8) and `minimum_divide_percents` (default to 0.1, 0.15, 0.2) to reduce runtime. The default is a 15 (5X3) combo test; setting the two parameters to, for example a 3X2 combo (e.g., `minimum_unique_percents = [0.5, 0.6, 0.7], minimum_divide_percents = [0.1, 0.15]`), can decrease 60% of the runtime." ] }, { "cell_type": "markdown", "id": "desirable-intake", "metadata": {}, "source": [ "Check the summary information." ] }, { "cell_type": "code", "execution_count": 11, "id": "contemporary-apple", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Cross-dataset cell type alignment for 4 datasets\n", " base_distance: a cross-dataset distance object\n", " aligned_datasets: 'Dominguez Conde et al. 2022', 'Madissoon et al. 2020', 'Tabula Sapiens 2022', 'He et al. 2020'\n", " relation: data frame of the harmonization table\n", " reannotation: data frame of the reannotated cells ('dataset', 'cell_type', 'reannotation', 'group')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alignment" ] }, { "cell_type": "markdown", "id": "furnished-coverage", "metadata": {}, "source": [ "Save the harmonisation result as a `.pkl` file." ] }, { "cell_type": "code", "execution_count": 12, "id": "charitable-plain", "metadata": {}, "outputs": [], "source": [ "alignment.write('cellhint_demo_folder/spleen_alignment.pkl')" ] }, { "cell_type": "markdown", "id": "young-audio", "metadata": {}, "source": [ "## Inspect the harmonisation result" ] }, { "cell_type": "markdown", "id": "offensive-violin", "metadata": {}, "source": [ "Load the previously saved harmonisation object." ] }, { "cell_type": "code", "execution_count": 13, "id": "vulnerable-county", "metadata": {}, "outputs": [], "source": [ "alignment = cellhint.DistanceAlignment.load('cellhint_demo_folder/spleen_alignment.pkl')" ] }, { "cell_type": "markdown", "id": "spiritual-southwest", "metadata": {}, "source": [ "### 1. Harmonisation table" ] }, { "cell_type": "markdown", "id": "unusual-essay", "metadata": {}, "source": [ "In `alignment`, the harmonisation table, which summarises cell types across datasets into semantically connected ones, is stored as the attribute `.relation`." ] }, { "cell_type": "markdown", "id": "dramatic-private", "metadata": {}, "source": [ "One illustrative example of the harmonisation table is:\n", "
\n", "\n", " |D1 |relation|D2 |relation|D3 |\n", " |:---:|:---: |:---:|:---: |:---: |\n", " |A |= |B |= |C |\n", " |D |= |NONE |= |UNRESOLVED|\n", " |E |∈ |G |= |H |\n", " |F |∈ |G |= |I |\n", " |J |= |K |∋ |L |\n", " |J |= |K |∋ |M |\n", "
\n", "\n", " The table columns are the dataset1 name, relation, dataset2 name, ..., all the way to the name of the last dataset. Accordingly, each row of the table is a list of cell types connected by predefined symbols of `=`, `∈`, and `∋`. In addition to cell type names, there are two extra definitions of `NONE` and `UNRESOLVED` in the table, representing two levels of novelties. \n", " \n", " The table should be interpreted from left to right. For example, for the first row `A = B = C`, although it may look like an 1:1 match between A and B plus an 1:1 match between B and C, a correct interpretation should be an 1:1 match between A and B, resulting in a meta cell type of `A = B`. This meta cell type, as a whole, has an 1:1 match with C, further leading to `A = B = C`. Similarly, for the second row `D = NONE = UNRESOLVED`, instead of a novel cell type D in dataset1, this cell type should be read as a dataset1-specific cell type not existing in dataset2 (`D = NONE`), which as a whole is unharmonised when aligning with dataset3 (`D = NONE = UNRESOLVED`). \n", " \n", " Extending this interpretation to the third and fourth rows, they denote two cell types (E and F) in dataset1 collectively constituting the cell type G in dataset2. The resulting subtypes (`E ∈ G` and `F ∈ G`) are 1:1 matched with H and I in dataset3, respectively. For the last two rows, they describe the subdivision of a meta cell type (`J = K`) into L and M in dataset3, being more than a subdivision of K. \n", " \n", " In the table, each row corresponds to a harmonised low-hierarchy cell type, in other words, the most fine-grained level of annotation that can be achieved by automatic alignment. At a high hierarchy, some cell types such as `E ∈ G = H` and `F ∈ G = I` belong to the same group. CellHint defines a high-hierarchy cell type as fully connected rows in the harmonisation table. As a result, each high-hierarchy cell type is a cell type group independent of each other. This information can be accessed in the attribute `.groups` which is an array/vector with an length of the number of rows in the harmonisation table." ] }, { "cell_type": "markdown", "id": "current-silicon", "metadata": {}, "source": [ "Show the harmonisation table." ] }, { "cell_type": "code", "execution_count": 14, "id": "sized-deployment", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Dominguez Conde et al. 2022relationMadissoon et al. 2020relationTabula Sapiens 2022relationHe et al. 2020
0Cycling T&NKNK_dividing=NONE=NONE
1Cycling T&NKT_cell_dividing=cd8-positive, alpha-beta t cell=NONE
2CyclingMonocyteHematopoietic stem cell=NONE
3DC1=DC_1cd141-positive myeloid dendritic cell=NONE
4DC2=DC_2cd141-positive myeloid dendritic cell=NONE
5Erythroid=Unknown=erythrocyte=NONE
6GC_B (I)=B_Hypermutation=NONE=NONE
7GC_B (II)=NONE=NONE=NONE
8ILC3=ILC=innate lymphoid cell=NONE
9Mast cells=UNRESOLVED=UNRESOLVED=NONE
\n", "
" ], "text/plain": [ " Dominguez Conde et al. 2022 relation Madissoon et al. 2020 relation \\\n", "0 Cycling T&NK ∋ NK_dividing = \n", "1 Cycling T&NK ∋ T_cell_dividing = \n", "2 Cycling ∈ Monocyte ∈ \n", "3 DC1 = DC_1 ∈ \n", "4 DC2 = DC_2 ∈ \n", "5 Erythroid = Unknown = \n", "6 GC_B (I) = B_Hypermutation = \n", "7 GC_B (II) = NONE = \n", "8 ILC3 = ILC = \n", "9 Mast cells = UNRESOLVED = \n", "\n", " Tabula Sapiens 2022 relation He et al. 2020 \n", "0 NONE = NONE \n", "1 cd8-positive, alpha-beta t cell = NONE \n", "2 Hematopoietic stem cell = NONE \n", "3 cd141-positive myeloid dendritic cell = NONE \n", "4 cd141-positive myeloid dendritic cell = NONE \n", "5 erythrocyte = NONE \n", "6 NONE = NONE \n", "7 NONE = NONE \n", "8 innate lymphoid cell = NONE \n", "9 UNRESOLVED = NONE " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Note - `alignment.relation` is simply a Pandas data frame.\n", "# Show the top 10 rows of the table.\n", "alignment.relation.head(10)" ] }, { "cell_type": "markdown", "id": "subsequent-focus", "metadata": {}, "source": [ "Show the cell type groups (high-hierarchy cell types)." ] }, { "cell_type": "code", "execution_count": 15, "id": "scientific-engagement", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Group1', 'Group1', 'Group2', 'Group3', 'Group3', 'Group4',\n", " 'Group5', 'Group6', 'Group7', 'Group8', 'Group9', 'Group10',\n", " 'Group11', 'Group12', 'Group13', 'Group2', 'Group14', 'Group15',\n", " 'Group16', 'Group17', 'Group18', 'Group19', 'Group19', 'Group20',\n", " 'Group20', 'Group19', 'Group19', 'Group2', 'Group2', 'Group21',\n", " 'Group21', 'Group21', 'Group22', 'Group22', 'Group19', 'Group19',\n", " 'Group23', 'Group23', 'Group19', 'Group19', 'Group16', 'Group16',\n", " 'Group16', 'Group22', 'Group24', 'Group25', 'Group26'],\n", " dtype=object)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alignment.groups" ] }, { "cell_type": "markdown", "id": "bibliographic-helicopter", "metadata": {}, "source": [ "Couple the table (`alignment.relation`) with the grouping (`alignment.groups`) to examine what `Group22` is." ] }, { "cell_type": "code", "execution_count": 16, "id": "popular-quarterly", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Dominguez Conde et al. 2022relationMadissoon et al. 2020relationTabula Sapiens 2022relationHe et al. 2020
9Plasma cellsPlasma_IgMplasma cellPlasma Cell IGHG1_high Spleen
10Plasmablasts=Plasmablastplasma cellPlasma Cell IGHG1_high Spleen
3Plasma cellsPlasma_IgGplasma cell=UNRESOLVED
\n", "
" ], "text/plain": [ " Dominguez Conde et al. 2022 relation Madissoon et al. 2020 relation \\\n", "9 Plasma cells ∋ Plasma_IgM ∈ \n", "10 Plasmablasts = Plasmablast ∈ \n", "3 Plasma cells ∋ Plasma_IgG ∈ \n", "\n", " Tabula Sapiens 2022 relation He et al. 2020 \n", "9 plasma cell ∈ Plasma Cell IGHG1_high Spleen \n", "10 plasma cell ∈ Plasma Cell IGHG1_high Spleen \n", "3 plasma cell = UNRESOLVED " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alignment.relation[alignment.groups == 'Group22']" ] }, { "cell_type": "markdown", "id": "welsh-gardening", "metadata": {}, "source": [ "Three low-hierarchy cell types (i.e., the three rows above, corresponding to `IgM plasma cells`, `plasmablasts`, and `IgG plasma cells`) are shown to collectively constitute a high-hierarchy cell type (i.e., `Group22`, the plasma cells). Therefore, by connecting cell types across datasets, we obtain a biological grouping scheme for plasma cells, which also represents a means to integrate _knowledge_ across studies." ] }, { "cell_type": "markdown", "id": "israeli-sculpture", "metadata": {}, "source": [ "### 2. Cell reannotation" ] }, { "cell_type": "markdown", "id": "overhead-vitamin", "metadata": {}, "source": [ "After cell type harmonisation, each cell can be assigned a cell type label corresponding to a given row of the harmonisation table, denoted as the process of cell reannotation. By default, reannotation is enabled (`reannotate = True`) when using [cellhint.harmonize](https://cellhint.readthedocs.io/en/latest/cellhint.harmonize.html) and information of reannotated cell types is already in place as the attribute `.reannotation`. \n", " \n", " An illustrative example is shown below.\n", "
\n", "\n", " | |dataset|cell_type|reannotation |group |\n", " |:---:|:---: |:---: |:---: |:---: |\n", " |cell1|D1 |A |A = B = C |Group1|\n", " |cell2|D1 |D |D = NONE = UNRESOLVED|Group2|\n", " |cell3|D2 |G |E ∈ G = H |Group3|\n", " |cell4|D2 |G |F ∈ G = I |Group3|\n", " |cell5|D3 |L |J = K ∋ L |Group4|\n", " |cell6|D3 |M |J = K ∋ M |Group4|\n", "
\n", "\n", " The four columns represent information of dataset origin, original author annotation, reannotated low- and high-hierarchy annotation, respectively. As mentioned earlier, for the last column, it contains grouping (high-hierarchy) information, and each group corresponds to a subset of the harmonisation table. You can check this correspondence by coupling the table (`alignment.relation`) with the grouping (`alignment.groups`)." ] }, { "cell_type": "markdown", "id": "german-gather", "metadata": {}, "source": [ "Check the cell reannotation." ] }, { "cell_type": "code", "execution_count": 17, "id": "possible-strip", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datasetcell_typereannotationgroup
ID
AAACCTGCACATTTCT-1-HCATisStab7463846Madissoon et al. 2020T_CD8_MAITMAIT = T_CD8_MAIT ∈ cd8-positive, alpha-beta m...Group19
AAACCTGCACCGCTAG-1-HCATisStab7463846Madissoon et al. 2020NK_CD160posNK_CD56bright_CD16- = NK_CD160pos = UNRESOLVED...Group21
AAACCTGCAGTCCTTC-1-HCATisStab7463846Madissoon et al. 2020T_CD8_activatedTrm/em_CD8 = T_CD8_activated ∈ cd8-positive, a...Group19
AAACCTGCATTGGCGC-1-HCATisStab7463846Madissoon et al. 2020B_mantleNaive B cells = B_mantle = naive b cell = B Ce...Group18
AAACCTGCATTTCACT-1-HCATisStab7463846Madissoon et al. 2020NK_CD160posNK_CD56bright_CD16- = NK_CD160pos = UNRESOLVED...Group21
...............
Spleen_cDNA_TTTGGTTTCGTCCAGG-1He et al. 2020CD8 T Cell TRBV4-2_high SpleenTrm/em_CD8 = T_CD8_activated ∈ cd8-positive, a...Group19
Spleen_cDNA_TTTGTCAAGGAGTTTA-1He et al. 2020B Cell TCL1A_high SpleenNaive B cells = B_mantle = naive b cell = B Ce...Group18
Spleen_cDNA_TTTGTCACAAGCGATG-1He et al. 2020NK/T Cell SpleenNK_CD16+ = NK_FCGR3Apos = nk cell ∈ NK/T Cell ...Group21
Spleen_cDNA_TTTGTCACAGGGATTG-1He et al. 2020NK/T Cell SpleenNK_CD16+ = NK_FCGR3Apos = nk cell ∈ NK/T Cell ...Group21
Spleen_cDNA_TTTGTCATCGTTGCCT-1He et al. 2020CD4 T Cell SpleenTeffector/EM_CD4 = T_CD4_conv ∈ naive thymus-d...Group19
\n", "

200664 rows × 4 columns

\n", "
" ], "text/plain": [ " dataset \\\n", "ID \n", "AAACCTGCACATTTCT-1-HCATisStab7463846 Madissoon et al. 2020 \n", "AAACCTGCACCGCTAG-1-HCATisStab7463846 Madissoon et al. 2020 \n", "AAACCTGCAGTCCTTC-1-HCATisStab7463846 Madissoon et al. 2020 \n", "AAACCTGCATTGGCGC-1-HCATisStab7463846 Madissoon et al. 2020 \n", "AAACCTGCATTTCACT-1-HCATisStab7463846 Madissoon et al. 2020 \n", "... ... \n", "Spleen_cDNA_TTTGGTTTCGTCCAGG-1 He et al. 2020 \n", "Spleen_cDNA_TTTGTCAAGGAGTTTA-1 He et al. 2020 \n", "Spleen_cDNA_TTTGTCACAAGCGATG-1 He et al. 2020 \n", "Spleen_cDNA_TTTGTCACAGGGATTG-1 He et al. 2020 \n", "Spleen_cDNA_TTTGTCATCGTTGCCT-1 He et al. 2020 \n", "\n", " cell_type \\\n", "ID \n", "AAACCTGCACATTTCT-1-HCATisStab7463846 T_CD8_MAIT \n", "AAACCTGCACCGCTAG-1-HCATisStab7463846 NK_CD160pos \n", "AAACCTGCAGTCCTTC-1-HCATisStab7463846 T_CD8_activated \n", "AAACCTGCATTGGCGC-1-HCATisStab7463846 B_mantle \n", "AAACCTGCATTTCACT-1-HCATisStab7463846 NK_CD160pos \n", "... ... \n", "Spleen_cDNA_TTTGGTTTCGTCCAGG-1 CD8 T Cell TRBV4-2_high Spleen \n", "Spleen_cDNA_TTTGTCAAGGAGTTTA-1 B Cell TCL1A_high Spleen \n", "Spleen_cDNA_TTTGTCACAAGCGATG-1 NK/T Cell Spleen \n", "Spleen_cDNA_TTTGTCACAGGGATTG-1 NK/T Cell Spleen \n", "Spleen_cDNA_TTTGTCATCGTTGCCT-1 CD4 T Cell Spleen \n", "\n", " reannotation \\\n", "ID \n", "AAACCTGCACATTTCT-1-HCATisStab7463846 MAIT = T_CD8_MAIT ∈ cd8-positive, alpha-beta m... \n", "AAACCTGCACCGCTAG-1-HCATisStab7463846 NK_CD56bright_CD16- = NK_CD160pos = UNRESOLVED... \n", "AAACCTGCAGTCCTTC-1-HCATisStab7463846 Trm/em_CD8 = T_CD8_activated ∈ cd8-positive, a... \n", "AAACCTGCATTGGCGC-1-HCATisStab7463846 Naive B cells = B_mantle = naive b cell = B Ce... \n", "AAACCTGCATTTCACT-1-HCATisStab7463846 NK_CD56bright_CD16- = NK_CD160pos = UNRESOLVED... \n", "... ... \n", "Spleen_cDNA_TTTGGTTTCGTCCAGG-1 Trm/em_CD8 = T_CD8_activated ∈ cd8-positive, a... \n", "Spleen_cDNA_TTTGTCAAGGAGTTTA-1 Naive B cells = B_mantle = naive b cell = B Ce... \n", "Spleen_cDNA_TTTGTCACAAGCGATG-1 NK_CD16+ = NK_FCGR3Apos = nk cell ∈ NK/T Cell ... \n", "Spleen_cDNA_TTTGTCACAGGGATTG-1 NK_CD16+ = NK_FCGR3Apos = nk cell ∈ NK/T Cell ... \n", "Spleen_cDNA_TTTGTCATCGTTGCCT-1 Teffector/EM_CD4 = T_CD4_conv ∈ naive thymus-d... \n", "\n", " group \n", "ID \n", "AAACCTGCACATTTCT-1-HCATisStab7463846 Group19 \n", "AAACCTGCACCGCTAG-1-HCATisStab7463846 Group21 \n", "AAACCTGCAGTCCTTC-1-HCATisStab7463846 Group19 \n", "AAACCTGCATTGGCGC-1-HCATisStab7463846 Group18 \n", "AAACCTGCATTTCACT-1-HCATisStab7463846 Group21 \n", "... ... \n", "Spleen_cDNA_TTTGGTTTCGTCCAGG-1 Group19 \n", "Spleen_cDNA_TTTGTCAAGGAGTTTA-1 Group18 \n", "Spleen_cDNA_TTTGTCACAAGCGATG-1 Group21 \n", "Spleen_cDNA_TTTGTCACAGGGATTG-1 Group21 \n", "Spleen_cDNA_TTTGTCATCGTTGCCT-1 Group19 \n", "\n", "[200664 rows x 4 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alignment.reannotation" ] }, { "cell_type": "markdown", "id": "fitting-complement", "metadata": {}, "source": [ "Note that the last two columns place __all__ cells under one naming schema, which can be used for supervised data integration (details in this [notebook](https://colab.research.google.com/github/Teichlab/cellhint/blob/main/docs/notebook/cellhint_tutorial_integration.ipynb))." ] }, { "cell_type": "markdown", "id": "together-shuttle", "metadata": {}, "source": [ "Insert the last two columns into the `.obs` of the AnnData if needed." ] }, { "cell_type": "code", "execution_count": 18, "id": "persistent-reporter", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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low_hierarchyhigh_hierarchy
AAACCTGCACATTTCT-1-HCATisStab7463846MAIT = T_CD8_MAIT ∈ cd8-positive, alpha-beta m...Group19
AAACCTGCACCGCTAG-1-HCATisStab7463846NK_CD56bright_CD16- = NK_CD160pos = UNRESOLVED...Group21
AAACCTGCAGTCCTTC-1-HCATisStab7463846Trm/em_CD8 = T_CD8_activated ∈ cd8-positive, a...Group19
AAACCTGCATTGGCGC-1-HCATisStab7463846Naive B cells = B_mantle = naive b cell = B Ce...Group18
AAACCTGCATTTCACT-1-HCATisStab7463846NK_CD56bright_CD16- = NK_CD160pos = UNRESOLVED...Group21
.........
Spleen_cDNA_TTTGGTTTCGTCCAGG-1Trm/em_CD8 = T_CD8_activated ∈ cd8-positive, a...Group19
Spleen_cDNA_TTTGTCAAGGAGTTTA-1Naive B cells = B_mantle = naive b cell = B Ce...Group18
Spleen_cDNA_TTTGTCACAAGCGATG-1NK_CD16+ = NK_FCGR3Apos = nk cell ∈ NK/T Cell ...Group21
Spleen_cDNA_TTTGTCACAGGGATTG-1NK_CD16+ = NK_FCGR3Apos = nk cell ∈ NK/T Cell ...Group21
Spleen_cDNA_TTTGTCATCGTTGCCT-1Teffector/EM_CD4 = T_CD4_conv ∈ naive thymus-d...Group19
\n", "

200664 rows × 2 columns

\n", "
" ], "text/plain": [ " low_hierarchy \\\n", "AAACCTGCACATTTCT-1-HCATisStab7463846 MAIT = T_CD8_MAIT ∈ cd8-positive, alpha-beta m... \n", "AAACCTGCACCGCTAG-1-HCATisStab7463846 NK_CD56bright_CD16- = NK_CD160pos = UNRESOLVED... \n", "AAACCTGCAGTCCTTC-1-HCATisStab7463846 Trm/em_CD8 = T_CD8_activated ∈ cd8-positive, a... \n", "AAACCTGCATTGGCGC-1-HCATisStab7463846 Naive B cells = B_mantle = naive b cell = B Ce... \n", "AAACCTGCATTTCACT-1-HCATisStab7463846 NK_CD56bright_CD16- = NK_CD160pos = UNRESOLVED... \n", "... ... \n", "Spleen_cDNA_TTTGGTTTCGTCCAGG-1 Trm/em_CD8 = T_CD8_activated ∈ cd8-positive, a... \n", "Spleen_cDNA_TTTGTCAAGGAGTTTA-1 Naive B cells = B_mantle = naive b cell = B Ce... \n", "Spleen_cDNA_TTTGTCACAAGCGATG-1 NK_CD16+ = NK_FCGR3Apos = nk cell ∈ NK/T Cell ... \n", "Spleen_cDNA_TTTGTCACAGGGATTG-1 NK_CD16+ = NK_FCGR3Apos = nk cell ∈ NK/T Cell ... \n", "Spleen_cDNA_TTTGTCATCGTTGCCT-1 Teffector/EM_CD4 = T_CD4_conv ∈ naive thymus-d... \n", "\n", " high_hierarchy \n", "AAACCTGCACATTTCT-1-HCATisStab7463846 Group19 \n", "AAACCTGCACCGCTAG-1-HCATisStab7463846 Group21 \n", "AAACCTGCAGTCCTTC-1-HCATisStab7463846 Group19 \n", "AAACCTGCATTGGCGC-1-HCATisStab7463846 Group18 \n", "AAACCTGCATTTCACT-1-HCATisStab7463846 Group21 \n", "... ... \n", "Spleen_cDNA_TTTGGTTTCGTCCAGG-1 Group19 \n", "Spleen_cDNA_TTTGTCAAGGAGTTTA-1 Group18 \n", "Spleen_cDNA_TTTGTCACAAGCGATG-1 Group21 \n", "Spleen_cDNA_TTTGTCACAGGGATTG-1 Group21 \n", "Spleen_cDNA_TTTGTCATCGTTGCCT-1 Group19 \n", "\n", "[200664 rows x 2 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.obs[['low_hierarchy', 'high_hierarchy']] = alignment.reannotation.loc[adata.obs_names, ['reannotation', 'group']]\n", "adata.obs[['low_hierarchy', 'high_hierarchy']]" ] }, { "cell_type": "markdown", "id": "defensive-greene", "metadata": {}, "source": [ "### 3. Meta-analysis" ] }, { "cell_type": "markdown", "id": "nonprofit-university", "metadata": {}, "source": [ "A distance matrix-like instance, which is from the class `Distance` as defined by CellHint, is also stashed in `alignment` as the attribute `.base_distance`." ] }, { "cell_type": "code", "execution_count": 19, "id": "mexican-ordinary", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Cross-dataset distance matrix between 200664 cells and 102 cell types from 4 datasets\n", " dist_mat: distance matrix between 200664 cells and 102 cell types\n", " cell: cell meta-information ('dataset', 'ID', 'cell_type')\n", " cell_type: cell type meta-information ('dataset', 'cell_type')\n", " assignment: data frame of cross-dataset cell type assignment" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alignment.base_distance" ] }, { "cell_type": "markdown", "id": "treated-johnston", "metadata": {}, "source": [ "The main content of this object is the distance matrix (`alignment.base_distance.dist_mat`) between all cells (rows) and all cell types (columns). Values in this matrix are either calculated (the default) or inferred (if `use_pct` is `True`) by `cellhint.harmonize`, and after a normalisation procedure, lie between 0 and 1. If there are strong cross-dataset batches, an inferred distance matrix obtained from the PCT algorithm is usually more accurate. Metadata of cells and cell types for this matrix can be found in `alignment.base_distance.cell` and `alignment.base_distance.cell_type`, which record raw information such as the dataset origin and original author annotation." ] }, { "cell_type": "markdown", "id": "green-spotlight", "metadata": {}, "source": [ "During the internal harmonisation process, each cell is assigned the most similar cell type from each dataset. This result is stored in the assignment matrix (`alignment.base_distance.assignment`), with rows being cells (cell metadata can be found in `alignment.base_distance.cell` as mentioned above), columns being datasets, and elements being the assigned cell types in different datasets. This matrix can be interpreted as a summary of multi-data label transfers." ] }, { "cell_type": "code", "execution_count": 20, "id": "biological-japanese", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Dominguez Conde et al. 2022He et al. 2020Madissoon et al. 2020Tabula Sapiens 2022
0Trm/em_CD8T Cell SpleenT_CD8_MAITcd8-positive, alpha-beta memory t cell
1NK_CD56bright_CD16-NK/T Cell SpleenNK_CD160posmature nk t cell
2Trm/em_CD8CD8 T Cell TRBV4-2_high SpleenT_CD8_activatedcd8-positive, alpha-beta memory t cell
3Memory B cellsB Cell MS4A1_high SpleenB_mantlememory b cell
4NK_CD56bright_CD16-NK/T Cell SpleenNK_CD160posmature nk t cell
...............
200659Trm/em_CD8CD8 T Cell TRBV4-2_high SpleenT_CD8_activatedcd8-positive, alpha-beta memory t cell
200660Naive B cellsB Cell TCL1A_high SpleenB_mantlenaive b cell
200661NK_CD16+NK/T Cell SpleenNK_FCGR3Aposnk cell
200662NK_CD16+NK/T Cell SpleenNK_FCGR3Aposnaive thymus-derived cd8-positive, alpha-beta ...
200663Tnaive/CM_CD4CD4 T Cell SpleenT_CD4_convnaive thymus-derived cd4-positive, alpha-beta ...
\n", "

200664 rows × 4 columns

\n", "
" ], "text/plain": [ " Dominguez Conde et al. 2022 He et al. 2020 \\\n", "0 Trm/em_CD8 T Cell Spleen \n", "1 NK_CD56bright_CD16- NK/T Cell Spleen \n", "2 Trm/em_CD8 CD8 T Cell TRBV4-2_high Spleen \n", "3 Memory B cells B Cell MS4A1_high Spleen \n", "4 NK_CD56bright_CD16- NK/T Cell Spleen \n", "... ... ... \n", "200659 Trm/em_CD8 CD8 T Cell TRBV4-2_high Spleen \n", "200660 Naive B cells B Cell TCL1A_high Spleen \n", "200661 NK_CD16+ NK/T Cell Spleen \n", "200662 NK_CD16+ NK/T Cell Spleen \n", "200663 Tnaive/CM_CD4 CD4 T Cell Spleen \n", "\n", " Madissoon et al. 2020 \\\n", "0 T_CD8_MAIT \n", "1 NK_CD160pos \n", "2 T_CD8_activated \n", "3 B_mantle \n", "4 NK_CD160pos \n", "... ... \n", "200659 T_CD8_activated \n", "200660 B_mantle \n", "200661 NK_FCGR3Apos \n", "200662 NK_FCGR3Apos \n", "200663 T_CD4_conv \n", "\n", " Tabula Sapiens 2022 \n", "0 cd8-positive, alpha-beta memory t cell \n", "1 mature nk t cell \n", "2 cd8-positive, alpha-beta memory t cell \n", "3 memory b cell \n", "4 mature nk t cell \n", "... ... \n", "200659 cd8-positive, alpha-beta memory t cell \n", "200660 naive b cell \n", "200661 nk cell \n", "200662 naive thymus-derived cd8-positive, alpha-beta ... \n", "200663 naive thymus-derived cd4-positive, alpha-beta ... \n", "\n", "[200664 rows x 4 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alignment.base_distance.assignment" ] }, { "cell_type": "markdown", "id": "worse-compound", "metadata": {}, "source": [ "Each column (corresponding to one dataset) of the assignment matrix can be thought as a unified naming schema when all cells are named by this given dataset." ] }, { "cell_type": "markdown", "id": "decimal-stake", "metadata": {}, "source": [ "CellHint provides a quick way to summarise the above information including cells' distances and assignments into meta-analysis at the cell type level. Specifically, a distance matrix among all cell types can be obtained by:" ] }, { "cell_type": "code", "execution_count": 21, "id": "expensive-monitor", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Dominguez Conde et al. 2022: ABCsDominguez Conde et al. 2022: Alveolar macrophagesDominguez Conde et al. 2022: Classical monocytesDominguez Conde et al. 2022: CyclingDominguez Conde et al. 2022: Cycling T&NK
Dominguez Conde et al. 2022: ABCs0.0336540.6872880.8011630.7242860.622591
Dominguez Conde et al. 2022: Alveolar macrophages0.6872880.3124550.6915630.7202850.794949
Dominguez Conde et al. 2022: Classical monocytes0.8011630.6915630.2005930.6001250.854416
Dominguez Conde et al. 2022: Cycling0.7242860.7202850.6001250.3122280.725105
Dominguez Conde et al. 2022: Cycling T&NK0.6225910.7949490.8544160.7251050.207789
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" ], "text/plain": [ " Dominguez Conde et al. 2022: ABCs \\\n", "Dominguez Conde et al. 2022: ABCs 0.033654 \n", "Dominguez Conde et al. 2022: Alveolar macrophages 0.687288 \n", "Dominguez Conde et al. 2022: Classical monocytes 0.801163 \n", "Dominguez Conde et al. 2022: Cycling 0.724286 \n", "Dominguez Conde et al. 2022: Cycling T&NK 0.622591 \n", "\n", " Dominguez Conde et al. 2022: Alveolar macrophages \\\n", "Dominguez Conde et al. 2022: ABCs 0.687288 \n", "Dominguez Conde et al. 2022: Alveolar macrophages 0.312455 \n", "Dominguez Conde et al. 2022: Classical monocytes 0.691563 \n", "Dominguez Conde et al. 2022: Cycling 0.720285 \n", "Dominguez Conde et al. 2022: Cycling T&NK 0.794949 \n", "\n", " Dominguez Conde et al. 2022: Classical monocytes \\\n", "Dominguez Conde et al. 2022: ABCs 0.801163 \n", "Dominguez Conde et al. 2022: Alveolar macrophages 0.691563 \n", "Dominguez Conde et al. 2022: Classical monocytes 0.200593 \n", "Dominguez Conde et al. 2022: Cycling 0.600125 \n", "Dominguez Conde et al. 2022: Cycling T&NK 0.854416 \n", "\n", " Dominguez Conde et al. 2022: Cycling \\\n", "Dominguez Conde et al. 2022: ABCs 0.724286 \n", "Dominguez Conde et al. 2022: Alveolar macrophages 0.720285 \n", "Dominguez Conde et al. 2022: Classical monocytes 0.600125 \n", "Dominguez Conde et al. 2022: Cycling 0.312228 \n", "Dominguez Conde et al. 2022: Cycling T&NK 0.725105 \n", "\n", " Dominguez Conde et al. 2022: Cycling T&NK \n", "Dominguez Conde et al. 2022: ABCs 0.622591 \n", "Dominguez Conde et al. 2022: Alveolar macrophages 0.794949 \n", "Dominguez Conde et al. 2022: Classical monocytes 0.854416 \n", "Dominguez Conde et al. 2022: Cycling 0.725105 \n", "Dominguez Conde et al. 2022: Cycling T&NK 0.207789 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dist_mat = alignment.base_distance.to_meta()\n", "dist_mat.iloc[:5, :5]" ] }, { "cell_type": "markdown", "id": "senior-florida", "metadata": {}, "source": [ "An optional `turn_binary = True` (default to `False`) can be added to turn the distance matrix into a cell membership matrix before meta-analysis, showing how cell types are assigned across datasets." ] }, { "cell_type": "code", "execution_count": 22, "id": "bottom-campus", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Dominguez Conde et al. 2022: ABCsDominguez Conde et al. 2022: Alveolar macrophagesDominguez Conde et al. 2022: Classical monocytesDominguez Conde et al. 2022: CyclingDominguez Conde et al. 2022: Cycling T&NK
Dominguez Conde et al. 2022: ABCs0.7157290.0000000.0002630.0000000.000000
Dominguez Conde et al. 2022: Alveolar macrophages0.0000000.7368420.0018380.0000000.000000
Dominguez Conde et al. 2022: Classical monocytes0.0002630.0018380.8487920.0138260.000000
Dominguez Conde et al. 2022: Cycling0.0000000.0000000.0138260.7567570.040541
Dominguez Conde et al. 2022: Cycling T&NK0.0000000.0000000.0000000.0405410.722667
\n", "
" ], "text/plain": [ " Dominguez Conde et al. 2022: ABCs \\\n", "Dominguez Conde et al. 2022: ABCs 0.715729 \n", "Dominguez Conde et al. 2022: Alveolar macrophages 0.000000 \n", "Dominguez Conde et al. 2022: Classical monocytes 0.000263 \n", "Dominguez Conde et al. 2022: Cycling 0.000000 \n", "Dominguez Conde et al. 2022: Cycling T&NK 0.000000 \n", "\n", " Dominguez Conde et al. 2022: Alveolar macrophages \\\n", "Dominguez Conde et al. 2022: ABCs 0.000000 \n", "Dominguez Conde et al. 2022: Alveolar macrophages 0.736842 \n", "Dominguez Conde et al. 2022: Classical monocytes 0.001838 \n", "Dominguez Conde et al. 2022: Cycling 0.000000 \n", "Dominguez Conde et al. 2022: Cycling T&NK 0.000000 \n", "\n", " Dominguez Conde et al. 2022: Classical monocytes \\\n", "Dominguez Conde et al. 2022: ABCs 0.000263 \n", "Dominguez Conde et al. 2022: Alveolar macrophages 0.001838 \n", "Dominguez Conde et al. 2022: Classical monocytes 0.848792 \n", "Dominguez Conde et al. 2022: Cycling 0.013826 \n", "Dominguez Conde et al. 2022: Cycling T&NK 0.000000 \n", "\n", " Dominguez Conde et al. 2022: Cycling \\\n", "Dominguez Conde et al. 2022: ABCs 0.000000 \n", "Dominguez Conde et al. 2022: Alveolar macrophages 0.000000 \n", "Dominguez Conde et al. 2022: Classical monocytes 0.013826 \n", "Dominguez Conde et al. 2022: Cycling 0.756757 \n", "Dominguez Conde et al. 2022: Cycling T&NK 0.040541 \n", "\n", " Dominguez Conde et al. 2022: Cycling T&NK \n", "Dominguez Conde et al. 2022: ABCs 0.000000 \n", "Dominguez Conde et al. 2022: Alveolar macrophages 0.000000 \n", "Dominguez Conde et al. 2022: Classical monocytes 0.000000 \n", "Dominguez Conde et al. 2022: Cycling 0.040541 \n", "Dominguez Conde et al. 2022: Cycling T&NK 0.722667 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "member_mat = alignment.base_distance.to_meta(turn_binary = True)\n", "member_mat.iloc[:5, :5]" ] }, { "cell_type": "markdown", "id": "alien-elephant", "metadata": {}, "source": [ "The two matrices (`dist_mat` and `member_mat`) can be used for different purposes. Here we cluster all cell types based on the membership matrix." ] }, { "cell_type": "code", "execution_count": 23, "id": "prime-sunset", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.8/site-packages/seaborn/matrix.py:649: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n", " warnings.warn(msg)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "sns.clustermap(member_mat)" ] }, { "cell_type": "markdown", "id": "humanitarian-corporation", "metadata": {}, "source": [ "This heatmap shows how cell types are cross-assigned across studies. There are too many cell types here; try to subset the two matrices and visualise part of the heatmap if needed. For example, extract cell types that contain the string `DC`." ] }, { "cell_type": "code", "execution_count": 24, "id": "spiritual-northern", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "flag = member_mat.index.str.contains('DC')\n", "sns.clustermap(member_mat.loc[flag,flag])" ] }, { "cell_type": "markdown", "id": "engaged-second", "metadata": {}, "source": [ "## Visualise the harmonisation result" ] }, { "cell_type": "markdown", "id": "loaded-circumstances", "metadata": {}, "source": [ "### Tree plot" ] }, { "cell_type": "markdown", "id": "working-house", "metadata": {}, "source": [ "The most intuitive way to visualise the harmonised cell types is the tree plot using the function [cellhint.treeplot](https://cellhint.readthedocs.io/en/latest/cellhint.treeplot.html)." ] }, { "cell_type": "code", "execution_count": 25, "id": "historic-auditor", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cellhint.treeplot(alignment)" ] }, { "cell_type": "markdown", "id": "desirable-toner", "metadata": {}, "source": [ "In a tree plot, each column is a dataset and cell types are connected across datasets. By default, cell types belonging to one low hierarchy (one row in the harmonisation table) are in the same color. You can change the color scheme by providing a data frame to the `node_color` parameter, with three consecutive columns representing dataset, cell type, and color (in hex code), respectively. `node_color` can also be a data frame with columns of dataset, cell type, and numeric value (for mapping color gradient in combination with `cmap`). Other parameters controlling the appearance of the tree plot (node shape, line width, label size, figure size, etc.) are detailed in [cellhint.treeplot](https://cellhint.readthedocs.io/en/latest/cellhint.treeplot.html)." ] }, { "cell_type": "markdown", "id": "falling-consultancy", "metadata": {}, "source": [ "By changing the dataset (column) order in each high-hierarchy cell type, broader (more divisible) cell types can be positioned to the left, followed by fine-grained cell types to the right. The resulting plot shows how different authors group these cell types, thereby being more characteristic of the potential underlying biological hierarchy. This hierarchy can be generated and visualised by adding `order_dataset = True`." ] }, { "cell_type": "code", "execution_count": 26, "id": "chemical-civilization", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cellhint.treeplot(alignment, order_dataset = True)" ] }, { "cell_type": "markdown", "id": "brown-yorkshire", "metadata": {}, "source": [ "Because each high-hierarchy cell type is independent of each other, the new orders of datasets will be different across groups. To recognise the dataset origin of each cell type within the hierarchy, you can assign the same color or shape to cell types from the same dataset using the parameter `node_color` or `node_shape`." ] }, { "cell_type": "code", "execution_count": 27, "id": "continent-cliff", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cellhint.treeplot(alignment, order_dataset = True, node_shape = ['x', 'o', '^', '+'])" ] }, { "cell_type": "markdown", "id": "solved-september", "metadata": {}, "source": [ "Alternatively, since only the harmonisation table (`alignment.relation`) is used when plotting this tree, `cellhint.treeplot` also accepts the input directly from the table. This is more convenient as a table is easier to manipulate, such as writing it out as a csv file and loading it later for tree plot." ] }, { "cell_type": "code", "execution_count": 28, "id": "respiratory-brand", "metadata": {}, "outputs": [], "source": [ "# Write out the harmonisation table as a csv file.\n", "# Note - if cell type names contain commas, set a different `sep` here.\n", "alignment.relation.to_csv('cellhint_demo_folder/Spleen_HT.csv', sep = ',', index = False)" ] }, { "cell_type": "markdown", "id": "acoustic-taiwan", "metadata": {}, "source": [ "Read the harmonisation table and visualise top 20 rows." ] }, { "cell_type": "code", "execution_count": 29, "id": "ecological-constant", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "HT = pd.read_csv('cellhint_demo_folder/Spleen_HT.csv', sep = ',')\n", "cellhint.treeplot(HT.iloc[:20])" ] }, { "cell_type": "markdown", "id": "designing-conversation", "metadata": {}, "source": [ "Visualise `Group22`." ] }, { "cell_type": "code", "execution_count": 30, "id": "shared-theory", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cellhint.treeplot(alignment.relation[alignment.groups == 'Group22'])" ] }, { "cell_type": "markdown", "id": "relative-niger", "metadata": {}, "source": [ "In the tree plot, the order of datasets is the same with that in the harmonisation table (`alignment.relation`). \n", " \n", "CellHint provides a method `.best_align()` to change the order of datasets post-harmonisation. Through this, datasets will be reharmonised in a different order (this post-harmonisation adjustment is more efficient than re-running `cellhint.harmonize` with a new order)." ] }, { "cell_type": "code", "execution_count": 31, "id": "polish-pricing", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "🖇 Harmonizing cell types of Tabula Sapiens 2022 and He et al. 2020\n", "🖇 Harmonizing cell types of Madissoon et al. 2020\n", "🖇 Harmonizing cell types of Dominguez Conde et al. 2022\n" ] } ], "source": [ "alignment.best_align(dataset_order = ['Tabula Sapiens 2022', 'He et al. 2020', 'Madissoon et al. 2020', 'Dominguez Conde et al. 2022'])" ] }, { "cell_type": "markdown", "id": "affecting-appraisal", "metadata": {}, "source": [ "A new harmonisation table will be generated in `alignment.relation` with the same dataset order as specified in `.best_align`." ] }, { "cell_type": "code", "execution_count": 32, "id": "coral-danish", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Tabula Sapiens 2022relationHe et al. 2020relationMadissoon et al. 2020relationDominguez Conde et al. 2022
0endothelial cell=NONE=NONE=NONE
1intermediate monocyte=NONE=NONE=NONE
2neutrophil=NONE=NONE=NONE
0NONE=NONE=NONE=ABCs
1NONE=NONE=NONE=GC_B (II)
2NONE=NONE=NONE=Tnaive/CM_CD4_activated
3NONE=NONE=NONE=Trm_Tgd
4NONE=NONE=NONE=Trm_gut_CD8
0NONE=NONE=DC_plasmacytoid=pDC
1UNRESOLVED=UNRESOLVED=B_Hypermutation=GC_B (I)
\n", "
" ], "text/plain": [ " Tabula Sapiens 2022 relation He et al. 2020 relation \\\n", "0 endothelial cell = NONE = \n", "1 intermediate monocyte = NONE = \n", "2 neutrophil = NONE = \n", "0 NONE = NONE = \n", "1 NONE = NONE = \n", "2 NONE = NONE = \n", "3 NONE = NONE = \n", "4 NONE = NONE = \n", "0 NONE = NONE = \n", "1 UNRESOLVED = UNRESOLVED = \n", "\n", " Madissoon et al. 2020 relation Dominguez Conde et al. 2022 \n", "0 NONE = NONE \n", "1 NONE = NONE \n", "2 NONE = NONE \n", "0 NONE = ABCs \n", "1 NONE = GC_B (II) \n", "2 NONE = Tnaive/CM_CD4_activated \n", "3 NONE = Trm_Tgd \n", "4 NONE = Trm_gut_CD8 \n", "0 DC_plasmacytoid = pDC \n", "1 B_Hypermutation = GC_B (I) " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "alignment.relation.head(10)" ] }, { "cell_type": "markdown", "id": "nuclear-passion", "metadata": {}, "source": [ "After changing the dataset order and reharmonising cell types, cells need to be reannotated based on the newly generated harmonisation table using the method `reannotate`." ] }, { "cell_type": "code", "execution_count": 33, "id": "physical-recipient", "metadata": {}, "outputs": [], "source": [ "alignment.reannotate()" ] }, { "cell_type": "markdown", "id": "heard-tongue", "metadata": {}, "source": [ "Similarly, new information of reannotated cells is stored in `alignment.reannotation`." ] }, { "cell_type": "markdown", "id": "extraordinary-hughes", "metadata": {}, "source": [ "Visualise this harmonisation result which now has a new dataset order." ] }, { "cell_type": "code", "execution_count": 34, "id": "postal-spyware", "metadata": {}, "outputs": [ { "data": { "image/png": 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QGjXk8+yI+Gfe/nhSU5NvCutXZGbV8aDC8u2AO/LzTyPiGEm7k75k+5BqOCbk430KPEUqXFQk6Q/A74F/RES1ts+z9buoab86ptnaPUv6XCE1lTkgP9+I9IW+MHBqYfutSXchAZDUHdiC9N6fWNhu+4i4QNLXwPci4voqx18s77dQYdnqwJP1PZHcXORu0g/qPtU2y39jTvdrAy4nNU/sDPwI+FthXU3fHVuSbk4cHBFTJP0a+F6F9Mczs+nJxqQ7wLeQ7sxX+m44kBRo/C0iLlXqB3IJKYjYKqd5RES8K2mDnL9ioHNWRFwi6bdUbu5S0zV/VX7+WaVrOTcDWYVUiOtUWNWHVNNRLzngvpxU2zaw2mb5b/FabtB+c6CY1kak/+NTI+JiSe+Tvud3IAV5AM9GxFlKfaOWIQUcI0hBa019P56NiNPyZ16q8VgY6AJcno83nXQ91JzhWr6zgOvzNbsRcGlEXFghmZJK7+H/5b8nRsT9knqTgtUNC9tcHhEX5iDgh6TmRFvmdSeVlQ0g/Z52Iv3+blBIZyPS/0xJ1d/jiDg0lwW+reH7uE7lirrINwFuI32+1ZqWV7qGq+5XxzStHhxstGynkf5pf0tqCnAD6UuxkmIBeXr+W/r8F6y4g7QS6Q7aMNLd6J+S7j7Odox8l/9G0h3ArsBLpDu4C5PuYKxB+sJ9hnRXry75rLT8XlINSMn/Cs+/zH+n5b/tI2J0bve6E+nL8xrSj/XxlFHq0D6YdCf1d4VVHwKrS1osIj4jVY3/t3QXpIb9alzXxoyJiAcAymotSp/rVaQmAyUjqqTzCuluWMnX+W/VAk3uC3AW6S7XQaS7mwOofB23I/3YTouIaRXWL0lqQ74YqdAwPK/6MP8tFXaXKi5v6H5txPXA2aS7j/eXravtu6P4uVf87oiIqZLWJNV0rkVqOrVlROxd5buh9J1SUyG5pnXF76FKrQdquuZrK5hvRwpUHyTdZT8I+DHpPZkl2Mh3nzsAU0o1a2XrNyc1Q3sP+GFElAZJqO1abtB+c6hUi/JqYVlN79XY/Hdq/vs1M3/32tew32y/IXU43vTCdgtWWF/xOyt3yL6MFChV+214gVQI/2FOh7xv8bqq67UIlc9dFZ6fwaz/i29W2afa73FN38f1KVe0JwX+UyNieoX1q5C+VyeTmkB+mlfVdg1X26/GddZwbkbVsik/5qd6x8oTJP2eVHX6Kal6eERet6uk45j5j1gpfUg1KL1Id/aqOS03nTqE9MWxOOmLZ0whne6kGo+OFfY/XNIBpJqRiaQ74UVvkdqmbkoqMKxIqi1Yu4Y8laqFjyG13S2luWSF7Q4ifWmW7pL9Mt+1hJmdHM+VdCqwNKlKvsb9aknTkqdIP4g/IgWnqwGzXZO5QPMo6S70ZqQg+9ekwhek9selUanWKzuGSD9+nUl3RH9SQ342J11/55SvyHcqHyVde5cBy0naXdJ8EfEyqSC0e/5/O4J0zd3c0P1qyGOrEhHfkL4zDqxQKK7pu+NhUuHpAkmnUOV7TFIPUuFpBqnwNglYsobvhvtJhdQjJfUnNTmZCjxAKmRDajJyCOl79X1Sv4u6quma/ybnczlJe1VoWlJ6P7qR7rrX1BTweNK1/PPyFUoj8/yH9P5dCmxXaJJ6Pan52rH5HHcGnoiI9xu6X63vSGVLSuon6QpS34T/kWoUnib9v+8v6UBm1hrc3cDj1OYZ0jWzbz7eEWXrRwBdck3WsaWFNX1n5Rr8W0hBwM2k3+JKvw1/JdW+DZJ0mqT+kq4hfYeVzvcvOV/7kd6XZ2o5n1LNfrFsUHIf6TP8OakGaC3STc3y3+zafo+/AhaVtE8uvBfVp1zxK9I1fHj5ivwePkLqB3gRsEFu1QDpGv0M+G3+XPYnfU6P1LRfLWnanGjuTiN+1P3B7B3EtyZ1Vv4v6U5tALfmdUPy61PyNiOY2UG8G+lLpdQJ7n2qd6w8K2/3POmOYAA7Vcjbzsz8EZhA+lHfPK9bnXRn5HNSO9CxwLC8bmBO8yzSD/b/gD2r5GVl0p2Ur0k/1g8Aa+V133UqA3bNrweS2rE+SypQTCA1m1mxQv5L71fFjm2kOzBjSE0yrgK61rZfbWm2hQeVO3uWX8cb5c9lfL5GbgeWqZDWUqS29F/ka/JJcudF0l3r0Tndyyrse0S+7oaT+jAFcFheN4KZHTxnueaqnEv5o09evyrpf2ByvpZ/NCf7teZHpeuisK44YEVN3x0LkQpcX+f/tXcK+333OZIKNY8ys1P1y6TmVFW/G5jZQXxCzs9OeblIhfiR+Xp9mNk7iM828EaFc6x6zZP6eYzPae1dtl97Uv+8caS7r9fn7fqWv6fl+SlLp1+F63FEYf3PSb8Lk0lt1pedk/0aeG1ETucjUt+HPoVtSh3Ev6VyB/HSezCE2TuB12Vd+XdUqYP4u8wcDKX0/bFZzuMnzOw8PqSm7yxmXp+1/jaQ+m3cm6+J8aRO7KvkdcUO4s8zewfxo/LrO/PrPszsID42pzWUWTuI/5j0PzIhn9P1wAIV8lXT7/HBpP+3AI6vsG/VcgWz/pbPch5laVR6D6OwfnPS//CUfD7r1rZfbWn60fBHaaQFs2ahNDfCiaQRTCp1hjQzM2s2kvYmFZ5FuvG0JrBORLxS445mBrjPhs0jlv7VeX9f87xP/k2qhRnwyqFLXtvceTIzMyM1dTuQ1BTzXdJQxQ40zOrINRvWrNY875M9SW1/i6NSTAD6O+AwMzMza9lcs2HN7VRmDTQAuk2fNP68PBKFWVNZNf8dXuNWZo3D15vNbf+LiPIR3szmOo9GZQ0iaXwt6/tI2rPwup+kCyps2rvS/u06z9eT1Om9NCb6kcwelJQ7izRqzZxYiZmjjWxGGj3EzMzMzBrANRvWVPqQRvCorSnUKNKkS7OQNJI0utDdEfECs45HX5GkQcCNETGm3rmdmcaWwJoRcXWuWZkSEbUe28zMzMxm55qNNkrS3pKekzRM0j9KTZYkjZd0iqRXJD0jqVde/n1JT0t6PhfqS+lI0pmSXpf0mqTd8qrTgc1y+qUxspeUdI+kdyWdkZcNGPfmw5PfO/unvHPmDxl5xQFMnzR+AqlWo5jfEZIWyc9vlfSipOF5bo7azvVHkl7K5/RgXjafpMvz+bwsacc5eDvNzMzMrAIHG22QpJWB3YBNIqIvaQbUvfLq+YBnImJN0jjp/fPyc4GLImI9Zp21++ekMd7XJI0ffqakJUiTVD0eEX0j4uy8bd983NWB3SQt/eoflrrvo2uP/PD7v71u1ApH3xtdFl/xq5H/3P/uWjqH7xcR65DGRz9UUs8aznVRUgf0XfI5lSY//BPwUD6frXK+56vhmGZmZmZWT25G1TZtQ5oo6HlJkCa9+iyvm0KaAAjgRWbO0LwJaeI0SE2a/pqfbwpcFxHTgdGSHgXWI03YU+7BiPgaQNIbpOZTC077ZvSiw49d8WPSOOadquxbdKiknfPzpYHlSZMmVbIh8FhEfAgQEV/m5dsDP5N0VH7dhSr9R8zMzMysYRxstE0CroyIP1ZYNzVmjoc8nVmvkUrjJKsex51ceF5KW8D9EbFHXRLIfSq2BTaKiAmSHiEFClV3oXq+d4mIt8vS71WXfJiZmZlZ7dyMqm16ENhV0mIAkhaWNFsn7TJPArvn53sVlj9GahLVPjdZ2hx4DhgH9KhDXp4BNpG0XM5LN0kr1LD9AsBXOdBYiVRzUZOngS0kfT+nv3Befi9wiHLVjqS16pBXMzMzM6sHBxttUES8ARwP3CfpVeB+YIladvsD8HtJz5MK/CVDgVeBV4CHgGMi4n952bTcKfvw2VKbmZfPgX7AdTkvz5CGn63mHqBD3nZQ3r6qnP4BwC2SXgFuyKsGAR2BVyW9nl+bmZmZWSPyDOJmZmZmZtYkXLNhZmZmZmZNwsGGmZmZmZk1CQcbZmZmZmbWJDz0rTW7Uf0u2RM4lTTPxShgQO8hB9Q0qZ+ZmZmZtQDuIG7NKgcalwLdCosnAP0dcJiZmZm1bK7ZsOZ2KrMGGgDdvp066TxJ7ZsjQ9ZmrJr/Dm/WXFhb4evN5rb/RcT9zZ0JM/fZsObWu9LCbh0695zbGTEzMzOzxuWajRZC0lMRsXEt2xwGXBIRE+ZOrirmYSAwPiIGSzoJeCwiHqi2/b/efvTL7ZZes2evbguWpzMyIq5u0sw2AUl9gI0jwk3AzMzMrM1zzUYLUVugkR3G7E2SatSUTZUi4oSaAg2A8165+7NPJ3w1qWzxBGBAU+WrifUB9mzuTJiZmZnNCxxstBCSxue/W0p6RNJNkt6SdI2SQ4ElgYclPZy33V7S05JeknSjpO55+QhJJ0h6AvhFfn1q3vYFSWtLulfS+5IOKuThaEnPS3pV0l8Ky/8k6W1JDwArFpYPkbRrfn5C3vd1SZfkPO86euLY3nvfd+5X2946cOqkaVPipc8++HT9fx8zapkrDzwy52GJCu/FEEkXSXpY0geStpB0uaQ3JQ0pbLeHpNfyMf9afC8lnSLpFUnPSOqVly8j6cF8fg9K6p2X95I0NG//iqSNJQ2S9IdCmqfkz+B0YDNJwyQdLqm9pDML79uBc3QhmJmZmbUkEeFHC3iQmiYBbAl8DXyPFCw+DWya140AFsnPFwEeA+bLr48FTihsd0wh7RHAb/Pzs4FXgR7AosBnefn2wCWA8nHvBDYH1gFeI9WozA+8BxyV9xkC7JqfL1w43tXAT/PzR4B18/OOwFPAovn1bsDlFd6LIcD1OS87At8Aq+d8vQj0JQVeo/I5dAAeAnbK+0fh+GcAx+fndwD75Of7Abfm5zcAh+Xn7YEFSDUYL+Vl7YD3gZ7587mzkNcDCul3Bl4Avt/c15Mffvjhhx9++OHH3Hi4z0bL9FxEfAwgaRip4PtE2TYbAqsAT0oC6EQKTEpuKNv+9vz3NaB7RIwDxkmaJGlBUrCxPfBy3q47sDwpKBkauZ+IpNupbCtJx5CCkoVJI7LcUbbNisBqwP05z+2BT6ukd0dEhKTXgNER8Vo+/nDS+7EM8EhEfJ6XX0MKjm4FppCCJUjByXb5+UbAz/Pzq0mBCMDWwK8BImI6Kdj7WtIXktYCegEvR8QXOd9F2wNrlGp4SIHK8sCHVc7LzMzMrNVwsNEyTS48n07lz1HA/RGxR5U0vq2S5oyy9Gfk9AWcFhH/mOUgqVN6jZO1SOoC/J1Ug/FR7kTepUqeh0fERjWlV8f8Tqth36kRUcpztfcPajkv4DKgH7A4cHmVbQQcEhH31pKWmZmZWavjPhutyzhSTQPAM8AmkpYDkNRN0gpzkPa9wH6Ffh9LSVqM1FRrZ0ldJfUAflph31JgMSbvv2thXTHPbwOLStooH6OjpFVpmGeBLSQtkjvB7wE8Wss+TwG75+d7MbO26EHgtzlP7SXNn5cPBX4ErEd6f8rPh7z8t5I65v1XkDRfA8/JzMzMrEVxzUbrcgnwH0mfRsRWkvoB10nqnNcfD7zTkIQj4j5JKwNP56ZC44G9I+IlSTcAw4CRwOMV9h0r6VJSE60RwPOF1UOAiyVNJDVj2hU4T9ICpOvzHBowCVZEfCrpj8DDpNqFuyPitlp2OxS4XNLRwOfAvnn5H4BLJO1Pqgn5LfB0RExR6ow/NjevgtTfZZqkV/K5nUvu36H0xn0O7FTf8zEzMzNriTSzNYmZ1YekdsBLwC8i4t3mzo+ZmZnZvMbNqMwaQNIqpJG3HnSgYWZmZlaZazbMzMzMzKxJuM+GNbulr196T+BUoDdpbowBH+3+0bXNmyszMzMzm1Ou2bBmlQONS0nzb5RMAPo74DAzMzNr2VyzYc3tVGYNNAC6zZg447w8ZK1ZUykNq1zv0c7MGsDXm81t/4uI+5s7E2buIG7NrXelheqinnM7I2ZmZmbWuFyzYXOdpD7AxhFxLamPxjIVthkZEVfXMb0tgaMi4icV1l0GnBURb0gaQZrFfEzDc29mZmZmdeWaDWsOfYA98/MBpD4aAMT0IL8e0BgHiojfRMQbjZGWmZmZmdWPgw2rM0l9JL0p6VJJwyXdJ6mrpGUl3SPpRUmPS1opbz9E0q6F/cfnp6cDm0ka9vEeH/f68u9fXj3mzDETxpwxhs9P+nzS1FFTD/t4j49/KelVSc9IWiPvP1DS1ZIekvSupP6F7HWXdJOktyRdk2frRtIjktadS2+RmZmZmRW4GZXV1/LAHhHRX9K/gV2AfYGDIuJdSRsAfwe2riGN4yg0e5LUD/gJsHREfCnpfODliNhJ0tbAVUDfvO8awIbAfMDLku7Ky9cidcD8BHgS2AR4opHO2czMzMwawMGG1deHETEsP3+R1CRqY+DGXJkA0LkB6d4fEV/m55uSghgi4iFJPSUtkNfdFhETgYmSHgbWB8YCz0XExwCShuV8OdgwMzMza0YONqy+JheeTwd6AWMjom+FbaeRm+rlZk2dakj328JzVVgfZX/Ll5fny9e2mZmZWTNznw2bU98AH0r6BaSgQtKaed0IYJ38fEegY34+DuhRQ5qPAXvl9LYExkTEN6V0JHWR1BPYEni+Uc7CzMzMzBqdgw1rDHsB+0t6hTRh1Y55+aXAFpKeAzZgZu3Fq8A0Sa9IOrxCegOBdSW9SupMvk9h3XPAXcAzwKCI+KSxT8bMzMzMGociylulmM2bJA0ExkfE4ObOi5mZmZnVzjUbZmZmZmbWJFyzYWZmZmZmTcI1G2ZmZmZm1iQcbJiZmZm1EtPmn3/PafPPP2La/PPPyH/3bO48WdvmZlRmZmZmrUAOLC4FuhUWTwD6d/jmm2ubJ1fW1jnYsHmCpO2AxZs7H9amrJr/Dm/WXFhb4evNmtyX3buf3SPNQ1VuZIdvvukzt/NjBm5GZWZmZtZSrANcBSyRXy8C/BM4GTjl/yZM6Pn2jBnfbXzPtGls8O23rPbtt8tIekuSh463uc41G2ZmZmYtgKR/kwKNByNioKQ+wJ0RsRrAWV26jHl5+vSeV3TtyuvTp7PLxInc1rUrK7VvP7LjuHHLAQdExN+b8RSsDXLNhpmZmdk8TlJ3YBNgf2D3Sts8MG3avQtI0wAGT5nCcZ07s1L79hOAARExrRRoSPqFpNclvSLpsbl1DtY2dWjuDJiZmZlZrXYC7omIdyR9KWlt4EtgWUnDgB5At7s7dToCOHL4jBnLHNyu3SfA0RU6h58A/DAi/itpwbl3CtYWuRmVmZmZ2TxO0l3AORFxv6RDgaWBCyk0o5K0G7BvRPxI0kv5+SsV0roYWBb4N3BLRHwx107E2hwHG2ZmZmbzMKURpj4GPgMCaJ//bgHcUQg2ugJfREQ3SVcDD0fE5VXS3AD4MbAv0NcBhzUV99kwMzMzm7ftClwVEctERJ+IWBr4EPhe2XabAu/n52cCAyStACCpnaQj8vNlI+LZiDgBGEOqJTFrEu6zYWZmZjZv2wM4vWzZzcAAZvbZEDAF+A1ARLwq6TDgOkndSDUhd+V9z5S0fN7nQWC2plZmjcXNqMzMzMzMrEm4GZWZmZmZmTUJBxtmZmZmZtYkHGyYmZmZmVmTcLBhZmZm1kq824s93+3FiHd7MSP/3bO582RtmzuIm5mZmbUCObC4FOhWWDwB6L/8aMpnETebKxxs2DxB0nbA4s2dD2tTVs1/hzdrLqyt8PVmTe7lRb45e752PXpWWDVy+dH0mdv5MQM3ozIzMzNrFbqpe6VAA6D3XM2IWYFrNszMzMyamaRewNnAhsBXpAn6zoiIoXn9+sBgoBdpgr4ngEMjYkIpjXd7MQJY5paJQ/jr+KPp1X4ppsVUlm7/gwkPT7lz0eK2hePuBKwRESdJGgiMj4jBkoYAd0bETZKuB/4cEe822RtgrZZrNszMzMyakSQBtwKPRcQPImIdYHfge3l9L+BG4NiIWBFYGbgH6FGW1ABSHw3+r8tu3L7wMO7uOXzCyOnvDQN2q3L4Y4C/15LFi/J2ZvXmYMPMzMyseW0NTImIi0sLImJkRJyfX/4euDIins7rIiJuiojRxURyJ/D+k5n0RV40ckKMP/CD6W+NIdWWzELSCsDkiBhTS/4eB7aV1KFBZ2dtmi8aMzMzs+a1KvBSDetXA66sS0LLj+baE/XbTsCZ10y8cCzwN+Ad4I4Km29Sy3EBiIgZkt4D1gRerEs+zEpcs2FmZmY2D5F0oaRXJD0/B8ncEBF9SSM9vgYcXWGbJYDP65jeZ8CSc5Afa6McbJiZmZk1r+HA2qUXEfF7YBtg0cL6dRqScKSRgO4ANq+weiLQpY5Jdcnbm9WLgw0zMzOz5vUQ0EXSbwvLihPzXQDsI2mD0gJJe0uq6/xUmwLvV1j+JrBcHdNYAc8TYw3gYMPMzMysGeXah52ALSR9KOk5Uh+NY/P60aTRqQZLelvSm8BmwDc1JLubpGGSXgXWAgZV2OYxYK08GlZVeTSsiRHxaT1PzczzbJiZmZm1VZLOBe6IiAdq2OZw4JuI+Ofcy5m1Fq7ZMDMzM2u7TmXWJluVjKWOo2GZlXPNhpmZmVkLJGlf4A9li5/MHczN5gkONszMzMxaif+cpD1JtRW9gVHAgB1OiGubN1fWljnYMDMzM2sFcqBxKbM2i5oA9HfAYc3FM4jbPEHSdqSJh8zmllXzXw/laHODrzdrcjcP4OyunWfrf9GNVNPhYMOahTuIm5mZmbUCXTrRs8qq3nM1I2YFbkZlZmZmrYqknsCD+eXiwHTg8/x6/YiYUo+0DgImRMRVDczLRsB+EdFf0vrAYKAXEMATwKHAL4ErgG0j4sG8387ALcAvIuKmKml3JM2fsQsw+QeLs/w+29JpveWh39nQtVPabuo0pn7yJWcAgyJicmH/+UkT+w2NiIMbcn4V8tQH2DgiNduStC7w64g4tAFpbQlMiYin6rnfCGDdiBhT32Na43MzKjMzM2tVIuILoC+ApIHA+IgY3MC0Lp7D7PwIuCdPjHcjsHtEPJ0n0tsF6JG3ew3Yg5lB0u7AK7WkPQhYAlgtIiaf3V8HjR7LOUBngNP7wQLzMWH0WA7e92y2Ay4B9inb/9E5PL9yfYA9yc22IuIF4IUGprUlMB6oV7Bh8xY3ozIzM7M2QVIfSW9KulTScEn3Seqa1/WX9LykVyTdLKlbXj5Q0lGSVs4zexfTejU/X0fSo5JelHSvpCUKh90GeAD4PXBlRDwNadbwiLgpzw4O8DiwvqSOkroDywHDajiXbkB/4JBSbcXhl8bFW6zOfsBIgBnBR0D/fmfFFcBBwE6SFi7lmVTDcl8d3rcT8nvzuqRLSjOOS1pO0gP5PXtJ0rLA6cBmefbywyVtKelOSe0kjZC0YCHd9yT1kvRTSc9Kejmn1yvXkBwEHJ7T2kzSovmzeT4/Nsnp9Myf5cuS/gHUOCO6zV0ONszMzKwtWR64MCJWJU1Wt0tefktErBcRa5KaFu1f3Cki3gQ6SfpBXrQb8O/clOl8YNeIWAe4HDgFQNIiwNSI+BpYDXixhnwFKSj5IbAjcHst57EcMCoiviku3OGEuHaHE6LPZ2MZudeZrF0ahSpv9yGwvKR2wN+Ao2s5RskF+b1ZDegK/CQvv4b0Xq4JbAx8ChwHPB4RfSPi7O9OLmIGcBuwM4CkDYAROdh6AtgwItYCrgeOiYgRwMXA2Tmtx4Fz8+v1SJ/bZTn5E4En8v634z4q8xQ3ozIzM7O25MOIGJafv0hq9gOwmqSTgQWB7sC9Ffb9N6l/xemkYGM3YEVSIHF/vuHfnlToBtieOtQcFFxP6sOxAHAkMKAe+9ZF6Y7/74C7I+KjnOfabCXpGNLIVgsDwyU9AiwVEUMBImISQC3p3QCcQOqfsnt+DfA94IZcI9SJFBRVsi2wSuEY80vqAWwO/Dzn4y5JX9XlpGzucLBhZmZmbcnkwvPppDv1AEOAnSLiFUn9SP0Fyt0A3CjpFlJLqHclrQ4Mj4iNKmy/A3BWfj4cWId0d7+iiHhO0mrAxIh4p5aC+3tAb0k9ImJcTRsC5EJ5H+AdUkCzmaTfkQKrTpLGR8RxFfbrAvyd1OH6o9wHpgsNa6r0NLCcpEWBnYCT8/LzgbMi4vbcKXxglf3bARtFxMSyPEKqGbJ5kJtRmZmZmaWO2p/mZlF7VdogIt4nBSh/ZuZd+beBRfOoU+Q+F6vmfg1rMLPfxQXAPrn5EHnbvSWVzzH1R+pQoxERE4B/AudJ6pTTW0LS3uXb5j4gfwdujYivImKviOgdEX2Ao4CrKgUaWZf8d0xOZ9d8/G+AjyXtlI/ROfcjGcfMTu/leQ5gKCkAezN35IdUk/Pf/LzYgb08rfuA70bNktQ3P32M/JlJ2gFYqMq5WDNwsGFmZmaWAohngfuBt2rY7gZgb1KTKvIwursCf5X0Cim42JhUi/FyLmCT+ybsDgyW9LakN4HNgFn6XETEfyLi4Trm+XjSkL5vSHoduJWZQ/wCPJyXPweMAg6sY7rF/IwlzUr+Wk7/+cLqXwGH5o7yT5GGGX4VmJY7jR9eIcnS+3dDYdlAUo3R40BxuNo7gJ1LHcRJNTLrSnpV0hukDuQAfwE2l/QSqenaqPqepzUdz7NhZmZm1sgkHQ+8FxHXN3dezJqTgw0zMzMzM2sS7iBuZmZmNg+TNBT4ftniYyOi0ohZ8/xxrG1xzYaZmZlZK3HM/KftCZxKmmtiFDDgjG/+eG3z5sraMgcbZmZmZq1ADjQuJc2HUTIB6O+Aw5qLm1HZPEHSdqRRLMzmllXz3+HNmgtrK3y9WZP7Q/cTz+6kzt3KFncj1XQ42LBm4aFvzczMzFqBjnTqWWVV77maEbMC12zYPCEi7m/uPJiZmbVkx8x/2iBgmQqrPO+ENRvXbJiZmZk1I0k988R1wyT9T9J/C6871SOpAaQ+Gt+5+tsLZ5w/7mQkjZL0eSHdPvXI3/h65MFsFu4gbmZmZjaPkDQQGB8RgwvLOkTEtLrsX200Kkn9gHUj4uAG5Gl8RHSv735m4GZUZmZmZvMcSUOAL4G1gJck9QQmAiuRmkrtC+wDbAQ8GxH9APKoU3XqDC5pf+BY4BPgXWByRBws6fs5jQ7APY13VtYWuRmVmZmZ2bxpBWDbiDgyv14I2Bo4HLgDOJs00tnqkvrWJ2FJSwJ/BjYEtiMFMSXnAhdFxHrA/+bkBMwcbJiZmZnNm26MiOmF13dEav/+GjA6Il6LiBmkIZX71DPt9YFHI+LLiJgK3FhYtwlwXX5+dcOybpY42DAzMzObN31b9npy/juj8Lz0ur5N41XLenfqtUbhYMPMzMys7XkO2ELSQpI6ALsU1j0J7J6f7zXXc2atioMNMzMzszYmIv5LGrXqWeAB4A3g67z6D8DvJT0PLNA8ObTWwkPfmpmZmbVBkrpHxPhcszEUuDwihjZ3vqx1cc2GmZmZWds0UNIw4HXgQ+DWZs2NtUqu2TAzMzNrBSQ9C3QuW/yriHitOfJjBp7Uz8zMzKxViIgNxhy4afkM4quThso1axau2TAzMzNrBXKgcSnQrbB4AtB/kX88UadZxc0am2s2bJ4gaTtg8ebOh7Upq+a/w5s1F9ZW+HqzJvfhvhue3b1j+25li7uRajocbFizcAdxMzMzs1Zgvg7telZZ1XuuZsSswDUbNk+IiPubOw9mZmaNQVJP4MH8cnFgOvB5fr1+RExpiuOOOXDTQcAy5cs//HriJ4tKe0ZEjbUbktYHBgO9SDOIPwEcCvwSOBP4GOgOfAD8JSKeyvv1BS4GugDTgN9FxHONdFrWwrlmw8zMzKwRRcQXEdE3IvqSCuFnl15HxJQ8r0VTGEDqo1E04Zb3x1wB7FnTjpJ6ATcCx0bEisDKwD1Aj7zJDRGxVkQsD5wO3CJp5bzuDFLw0Rc4Ib82AxxsmJmZmTU5SUMknSXpYeCv+fVFkh6W9IGkLSRdLulNSUNqSWt/Se9IekTSpZIuAFj0kie3P/aJ9y8FRgLR+/KnA+h/+gujtgM2kzRM0uFVkv09cGVEPA0QyU0RMbp8w4h4GLgEOKC0CJg/P18A+KQ+7421bh6NyszMzKyJSBoIjAdWAxYBdoyI6Tmg6ALsAfwMuBrYhDSIwPPA/hExrEJ6SwJPAWsD44CHgFci4uCc5p0RcVPednxEdJe0JXBURPykhnzeQgo2bquwrh+wbkQcXFi2E3BgROyQazjuBUS6kb1xRIys2ztkrZ1rNszMzMzmjhsjYnrh9R2R7vq+BoyOiNciYgYp4OhTJY31gUcj4suImEpq+tQcVHj+W+DwiFgaOBz4Z/NkyeZFDjbMzMzM5o5vy15Pzn9nFJ6XXlfr16EqyyF1zm4HIElAp3rkbTiwTj22Xwt4Mz/fB7glP7+RFBCZAQ42zMzMzFqS54AtJC2UO5rvUlg3gpkBw45Ax/x8HDM7eldzAbCPpA1KCyTtLWm2ObAkbUHqr3FpXvQJsEV+vjXwbp3Pxlo9D31rZmZm1kJExH8lnQo8SyrkvwF8nVdfCtwm6TnS0LulmpRXgWmSXgGGRMTZFdIdLWl3YLCkxUi1K48xs8ZiN0mbkiYJ/BDYJSJKNRv9gXNz8DOJmR3HzdxB3MzMzKwlkdQ9Isbnwv1Q4PKIGNrc+TKrxM2ozMzMzFqWgZKGAa+TahlubdbcmNXANRtmZmZm8yBJzwKdyxb/KiJem4M0fwj8tWzxhxGxc0PTNKuJgw0zM7Mm9POlp+0JnAr0BkYBA275qMO1zZsra618vdm8xsGGmZlZE8kFv0tJnWpLJgD9XQC0xubrzeZFHo3K5gmStgNmG17PrAmtmv8Ob9ZcWKv20yW/PLtDux7dyhZ3mzZj3HnSwu2bJVPWalW73kg1HQ42rFk42DAzM2si7dW9Z32Wm82Jp8bs1HPyjP/RTp2YEVNZrPPWrLzASXRqt2BvgDxnxjnAeqRJBEcAh0XEO82WaWv13IzKzMxaNEnTgddIE5hNA64EzomIGXn9+sBgoBcQwBPAoRExoR7H6APcGRGr1SdvP1962ghgmQqrRt7yUYc+9UmrLiQdBlxS27lJuhvYMyLGli0fCIyPiMGNnTdrej07bzRpjQXP7rxQp3WZEVMY/vWf+GrKi2y+2EMjh37c8fvAU8CVEXExgKS+QI+IeLw5822tm4e+NTOzlm5iRPSNiFWB7YD/A04EkNQLuBE4NiJWBFYG7qH22ZQbywBSm/miCXl5UziMWdvrVxQR/1ceaFjLIamPpLckXSnpVUk3Seo2YdqoD4KYBNBOnVhtgdOZOH1UjPj28ouBrYCppUADICKGOdCwpuZgw8zMWo2I+Iw0e/HBkgT8nnQn9+m8PiLipogYXWl/SQMlXS3pIUnvSupfYZs+kh6X9FJ+bJyXLyHpMUnDJL0uabNbPupw7a0fd23/ytjDv3l49Po89tlWk94fd/7pQz/ueICkDyT9rKY087pjJL0m6RVJp0taVtJLhfXLS3pR0qHAksDDkh7O6/bI+74u6a+FfUZIWiQ//5OktyU9AKw4hx+BzT0rkmqx1gC+AX43acYnn3015fmTgZFASO1HivYvvfzVgR8CqwEvNmN+rY1ynw0zM2tVIuIDSe2AxUgFrCvrmcQawIbAfMDLku4qW/8ZsF1ETJK0PHAdsC6wJ3BvRJwiqT25hiGY1vmD8RfsHBH/kTT0iylPbEaqgVkl5+32amlK2gHYCdggIiZIWjgivpT0taS+ETEM2BcYEhHnSzoC2CoixkhakjSfwjrAV8B9knaKiFtLJyJpHWB3YC1SmeAlXCBtKT6KiCfz838BhwK8OvYP977y1aGnlDaSPritOTJnVuJgw8zMWiPNwb63RcREYGKuIVgfGFZY3xG4ILd3nw6skJc/D1wuqSNwaw4EAKaQmm5B6lsyOSKmSnoN6FNLmtsCV5T6YETEl3n5ZcC+ObjYLeex3HrAIxHxOYCka4DNmXW26c2AoaX0Jd1ey3tj847yTrezdcLNQe/qwJvAGGDXuZAvs1m4GZWZmbUqkn5AKrB/RhraeJ16JlFbIe5wYDSwJqlGoxNARDxGKsz/F7ha0q/z9lNj5mgsM0ijAJE7sHeoKU1S0FRpJJebgR2AnwAvRsQXFbapa8DlkWJapt6SNsrP9yANfPCdHPSeRqoBeRV4COhcbBooaT1JW8ytDFvb5GDDzMxaDUmLAhcDF+QC/gXAPpI2KGyzdx4CtJodJXWR1BPYklRjUbQA8GkOFn4FtM/pLgN8FhGXAv8E1q5H1iumCdwH7CepWz7GwgARMQm4F7gIuKKQzjhmdn5/FthC0iL5DvcewKNlx30M2FlSV0k9gJ/WI8/WvN4kXduvAguTrgWAa/Ky10lNAXeE1F8J2BnYTtL7koYDA4FP5nbGrW1xMyozM2vpukoaxsyhb68GzgKIiNGSdgcGS1qMVLPwGHBLDek9B9wF9AYGRcQneejbkr8DN0v6BfAw8G1eviVwtKSpwHjg19RdxTQj4p7ctOoFSVOAu5k5ktU1wM9JAUnJJcB/JH0aEVtJ+mNOT8DdETFL+/2IeEnSDaRmYiMBj0zUcsyIiIPKlm1Z0w4R8QnwyybLkVkFnmfDzMwsa0nzTEg6ClggIv7c3Hmxuauh876YNQfXbJiZmbUwkoYCywJbN3debO6LiBGkkdbM5nmu2TAzszZH0r7AH8oWPxkRv2+O/JiZtVYONszMzJqQrhy8J3AqqQ/IKGBA7HPUtc2bK2utfL3ZvMbBhpmZWRPJBb9LyRP8ZROA/i4AWmPz9WbzIvfZsHmCpO2AmoaiNGtsq+a/w5s1F9a6XXzy2XTp3K1saTcmTT4vD0dr1niqXW+ppsPBhjULz7NhZmbWVDp36lmv5WZzovp11Xuu5sOswM2ozMysRZM0HXiNNJfEdODgiHiqyrZ9KBsytCmHu9WVg0cAy1RYNTL2OapPndORtgSmVDuvattJOgiYEBFX1fVY1nwk9QLOBjYEvgKmAGdExNC8fn1gMNCLNPP7E8ChETEByq63x5+Hf98FC84PU6dO5X9jbgd+Xdq27Lg7AWtExEnF/wdJg0nzszzUhKdtrZxrNszMrKWbGBF9I2JN4I/Aac2doYIBTJ9eXribwMyJ+epqS2Dj+m4XERc70GgZJAm4FXgsIn4QEesAuwPfy+t7ATcCx0bEisDKwD3MnDEe0nU183pbf00YdMQETj+2Hylw2a3K4Y8hTSxZ7nzguIaflZn7bJiZWesyP+mOcL1JWha4MSLWzq+XB66PiHUkjQBuALbKm+8ZEe9JWhS4mJnNVA6LiCfz3eElgT4ssdgw1lplVb4etwBjvprEiI8nMHnKJPU7+gxgB+C/wE8jYmo+zroRMUbSuqS72P2Ag4DpkvYGDgEWBI4HOgFfAHsBXStstw0z71L3zXntBrwP7BcRX0l6BHg2n9uCwP4R4ZnE576tSbVSF5cWRMRIUoEf4PfAlRHxdF4XwE3FBGKfo67VlYOhNBrV1GnjgYPod/S/SYHGbP8bklYAJkfEmPJ1ETFSUk9Ji0fE/xrjJK3tcbBhZmYtXVdJw4AuwBLUPtHdsnn7ksWBwRHxvqSvJfWNiGHAvsCQwnbfRMT6kn4NnAP8BDgXODsinpDUG7iXdMcZYB1g0/hk9MQcfGxLKtCvAjwN7BIRx+QJ+n5Muqs9m4gYIeliCk29JC0EbBgRIek3wDERcWSF7bYpJHUVcEhEPCrpJOBE4LC8rkM+t//Ly7et5T20xrcq8FIN61cDrqwtkTzq1LXqp37AmTz23DGkplnvAHdU2GWTWo77Ut7m5tqObVaJgw0zM2vpJkZEXwBJGwFXSVotqndKfL+0fd5nYGHdZcC+ko4g3Qlev7DuusLfs/PzbYFVUgsYAOaXVGrWcntETCzs/59ce/Ea0J7UBAZSf5M+dTjPou8BN0haglS78WFNG0taAFgwIh7Ni64kNckpuSX/fbEBebEmIOlCYFNSbcd6DUzmhog4ODfRuhA4Gji9bJslgM9rSOMzUi2dWYO4z4aZmbUauYnJIsCiDUziZlLTpp8AL0bEF8XkKzxvB2yU+4z0jYilImJcXvdtWdqTcx5nAFMLwdAMZt78m8bM3+YuNeTzfOCCiFgdOLCWbeticv47Hd+IbC7DgbVLL/Js9tsw81oeTqotq7d8rd0BbF5h9URqvn665G3MGsTBhpmZtRqSViLVGnxR27aVRMQkUlOoi4ArylbvVvj7dH5+H3Bw4fh9G3LcghHMLFDuUlg+jlk7Ai9A6usBsE8N2wEQEV8DX0naLC/6FfBo+XbWrB4Cukj6bWFZcc6MC4B9JG1QWiBpb0l1naNqU1JfnXJvAsvVsN8KwOt1PIbZbBxsmJlZS9dV0rDcD+MGYJ+ImD4H6V1Dqrm4r2x5Z0nPAn8ADs/LDgXWlfSqpDdIHbTnxF+AcyU9TqplKLkD2Dmf52bAQODGvN2YGrYr2gc4U9KrQF/gpDnMqzWiXPuwE7CFpA8lPUdq7nZsXj+aNDrVYElvS3oT2Az4poZkd8vXwqvAWsCgCts8BqylQlvAEkkdSYHICw0/M2vrPM+GmZlZgaSjgAUi4s+FZSPIo0Q1W8bMmoikc4E7IuKBsuU7A2sX/xfM6svtMs3MzLI8MtSy1D6ilVlrciqwQYXlHYC/zeW8WCvjmg0zM2t1JK0OXF22eHJEVCpQmbVYkvYlNe0rejJ3MDdrdg42zMzMmtA0vbonpUnWYBQwoEOscW3z5spaK19vNq9xsGFmZtZEcsHvUmYdVWgC0N8FQGtsvt5sXuRgw+YJkrYjzeJrNresmv8Ob9ZcWKv2JU+d3YP5epYvH8e3XyzMxodX2sesoapdb8DIDrFGn7mdHzPw0LdmZmZNpjvdKhX8qi43mxM1XFe952pGzApcs2FmZtZEpunVEcAyFVb5TnMbJmk68BpptKc3SXPDTJjTdOt7vUn6GbBKRJwuaSfgnYh4Y07zYVbkmg0zM2vxJC0u6XpJ70t6Q9LdklaQNFHSy5LelPScpH0K++yYJ+MbJukFSZuWpdk+73vnHGRtAKnNfNGEvLzRSTpJ0rb5+WGSutW2jzWLiRHRNyJWA6ZQNhmkpPYNTLde11tE3B4Rp+eXOwGr1OdgkjyFgtXKwYaZmbVoeebjocAjEbFsRKxCKlz1At6PiLUiYmXS7MuH56FCAR4E1oyIvsB+wGVlSf+BdNe5wXKn3P5TmTaSNCv5SJqws25EnFCYmO0wZu0oXKs5KORawz0OLCdpS0kPS7oWeE1SF0lXSHotB71bAUjqJunfOVC+QdKzktYF6MiaY5Zi60/6ssuU3TiKbxg/CujfkTVPlfQXSS/l9FbKafWTdIGkjYGfkWaYHyZpWUl9JT2TjzNU0kJ5n0cknSrpUWYfctdsNg42zMyspdsKmBoRF5cWRMQw4KPiRhHxAXAEcGh+PT5mtiWejxQMACDpe8CPmT0AmU0ufJ0j6SlJr0taPy8fKOmSjqzZrxvrPNWRNb/fkTXf78iax0l6UFLvvN2yuVD3fK6ZGF9I++i8/FVJf8nL+uSamkslDZd0n6Sued0QSbtKOhRYEnhY0sN53R65oPm6pL8WjjE+H/dZYKO6veXWGHLNwA6kJlUA6wN/ygHz7wEiYnVgD+BKSV2A3wFfRcQawCBgnZzWIsDxn/FF39fj3c63cP9xPdnkn4XAdkxErA1cBBxVzEdEPAXcDhyda1zeB64Cjs3HeQ04sbDLghGxRUR4wj+rlYMNMzNr6VYDXqzjti8BK5VeSNpZ0lvAXaTajZJzgGOAGXVMd76I2JhUELy8sHwdYMeI2BO4ALgqF96uAc7L25wLnBsR6wGfFPK2PbA8qQDaF1hH0uZ59fLAhRGxKjAW2KWYmYg4L6e1VURsJWlJ4K+kmdH7AuvlNvqQAq3XI2KDiHiijudrc6arpGHAC6S5MP6Zlz8XER/m55uSJ6aMiLdItWIr5OXX5+WvA6/m7TckNYN6Mqe9D7P237gl/30R6FNT5iQtQAooHs2LrgQ2L2xyQ91O08zBhpmZtS0qvoiIoRGxEqm9+iAAST8BPouIugYwANfl9B4D5pe0YF5+e0RMzM83Akp3ma8mFRpLy2/Mz4vNq7bPj5eZGSQtn9d9mGtvoA6FR2A9UjOzzyNiGinYKRUepwM313qG1phKfTb6RsQhETElL/+2sI0q7VjL8vsL6a4SEfsX1k/Of6eTOqbPiW9r38QscbBhZmYt3XByU5I6WIsK/TBykLBsboqyCfAzSSNId5C3lvSvWtItH9qx9LqmQlltw0EKOK1QeFwuIkp3wCcXtqtL4bFaARVgUkRMr2V/m/seA/YCkLQCafjat4EngF/m5asAq+ftnwE2kbRcXtct71dX44AeABHxNfCVpM3yul8Bj1bb0awmDjbMzKylewjoLKl/aYGk9SgbAlRSH2AwcH5+vVzuXI6ktYFOwBcR8ceI+F5E9CF1Kn8oIvauJQ+75XQ2Bb7OhbVyT+X0IBUiS02WnmFmM6jdC9vfC+wnqXtOeylJi9WSj6LvCo/As8AWkhbJncD3wIXHed3fgfaSXiM1W+oXEZPz8kUlvQocS2pG9XVEfA70A67L656h0GSwDq4Hjs6d0ZclNcM6M6fVFzipcU7L2hoPWWZmZi1aRISknYFzJB0HTAJGkEZjWlbSy0AXUuH7/Ii4Iu+6C/BrSVOBicBuhQ7j9fWVpKeA+Zm170fRocDlko4GPgdKo2IdBvxL0pGkviNf5/O6T9LKwNM5JhoP7E2qyaiLS4D/SPo099v4I/AwqZbj7oi4rZ7naI0kIrpXWPYI8Ejh9SRS8FBuErB3REzKQcGDpP4cRMRDpCZz5Wn3KTx/AdgyPx8CDMnPn2T2oW83rJDWllVOy6wiT+pnZmY2ByQ9AhyVC3EN2b8bqQ1/SNod2CMidmzMPFrrIakHKWjsSAocj42I/zRvrsyqc82GmZlZ81oHuCA36RpL9ZoRMyJiHLBuc+fDrK5cs2FmZlYHki4kdR4vOrfQLKui6frLnsCppA6+o4AB7ePEJpnUz8zXm81rHGyYmZk1kVzwu5RZZ/KeAPR3AdAam683mxe5GZXNEyRtByze3PmwNmXV/Hd4s+bCWrWv+OPZPejcrWxxt3FMPm+hNCqUWaOpdr2RajocbFiz8NC3ZmZmTaQ7nXrWZ7nZnKjhuuo9VzNiVuBmVGZmZk1kuv4ygrL5PrKR7ePEPnM3N9baSPoZsEpEnA6Vr7cRfMWqXBCTmf4KM4eAvjAiriykswMwCJiPNMLVnRFx1Nw5C2vtXLNhZmZtgqTpkoZJGi7pFUlHSGpXWL++pMckvS3pLUmX5WFp58QAYMK5PM0EppSWTViWc8ZKWrAB57CgpN81YL+Bklx4bGUi4vZSoJENIPXRmLkNTOxGx/9GxFoRsTJp4sjDJe0LIGk14ALS3B0rA6sBH8ydM7C2wMGGmZm1FRMjom9ErApsB/wfcCKApF7AjaQ5C1YEVgbuYeYM3A2SO+X2P5unp09gapAmX+s/Ir7qGxFjG5DkgkC9gw1reST1KQS9r0u6RtK2kp6U9G4OjvtJuiBvv2wHBh66BGf871ju+3oBTgEY+RZjjvuKSd/NaB8RHwBHkCaZBDgGOCUi3srrp0XE3+fu2Vpr5mZUZmbWJkgaX5y5WdIPgOeBRYC/AETECXVMa33gHKArafbxfSPibaVO338FfggEaWQgAYOBt4ExeTbvEaS5Eo4GRpYKd5IGkpq5/AO4DViINHnb8RFxm6TrgR1zWvdHxNF5RvJfAp2BoRFRCqD+BPwa+Ig0Y/mLETG4nm+bNRNJfYD3gLVIA1k8D7wC7A/8jDQD/a3AuhFxsKQ7gWsi4jpJBwGDI6J7TufOiFitkPaCwKcR0VXSS6Tr95W5dnLWpng0KjMza5Mi4oPcjGoxUtORK2vZpegtYPOImCZpW9JoP7sABwDfB9bK6xaOiC8lHQFsFRFjytK5nhS0lO4k/xL4ETAJ2DkivpG0CPCMpNuB44DVIqIvgKTtgeWB9UlBze2SNge+JTWXWYv0W/8S8GI9zs/mDR9GxGsAkoYDD+aZ5l8D+pRtuxGwU35+LSnArUaNnE+zqhxsmJlZW9bQQtcCwJWSlifVYHTMy7cFLo6IaQAR8WVNiUTEy5IWk7QksCjwVUSMktQRODUHDjOApYBeFZLYPj9ezq+7k4KPHqRajgkAOVCxlmdy4fmMwusZzFkZbi3gzfx8OGkWe9dsWJNwnw0zM2uTcjOq6cBnzCxw1dUg4OHcNOWnpFF+IAUv9W2ffBOwK7AbqaYDYC9S8LFOrsUYXThGkYDTcl+UvhGxXET8M69zO+m25RlS7RqkWq2KcrOqwcD5edGZwABJK+T17XJNnFmjcLBhZmZtjqRFgYuBCyJ1XrwA2EfSBoVt9pZUbbLRBYD/5uf9CsvvAw6S1CGnsXBePo7qnc2vJxUOdyUFHqX0P4uIqZK2YuZwpuXp3AvsJ6l7Pt5SkhYDHgN2ltRVUg9SQGSt22HAEZKeA5YAvi6sW1bSy5LeBP4NnB8RVwBExKt53+vy+tfz/maNwh3EzcysTZA0HXiN1ORpGnA1cFZEzMjrNwLOIPXhmEEqsB9eaopUltZGpD4enwMPAb+KiD45yDiD1O9iKnBpRFwg6RDg96ROud91EC/14cht8MdExFb59SLAHTmvw4BNgB0iYoSka4E1gP/kDuJ/AH6TszaeNITp+4UO4iOBj4E33EG89crDNE/MfTp2B/aIiB2bO19mDjbMzMzMWjhJm5Fq6ASMBfaLiPeaNVNmONgwMzMzM7Mm4tGozMzMqsizLP+hbPGTEfH75siPmVlL45oNMzOzJnTHoLP2JM3D0RsYBQz46Z+PuLZ5c2Wtla83m9c42DAzM2siueB3KdCtsHgC0N8FQGtsvt5sXuRmVDZPkLQdUG2ISbOmsGr+O7xZc2Gt2g1/OvXsrp07dytb3G3i5MnnSWrfLJmyVqva9Uaq6XCwYc3C82yYmZk1kS6dOvWsz3KzOVHDddV7rmbErMA1GzZPiIj7mzsPZtY6SQrSfBpH5tdHAd0jYqCkgcD4iBgsqQtpbosnIuIvVdJaHDgHWA+YDIwgTYg2BXgTeIs00/c44EJJI4FlPv58NOcOvYH3P/2YX22zAztvutXIiLg6p7kgcBmwGmnW7/0i4uk8IeANQJ98nF9GxFeN+d60dc15bUTElXm/LYHbgA9zUrdExEl53YJUvjYeAY6KiBeKebhj0FmDmDkBJO/+9yMeHvYCB/x451E1vAd9gDsjYrUK6/oB90XEJzXs3xEYRJq9fDKp2daJEfGfPJ/MuLxpe+AWYFBETM773gNsSHpff1JIU8DJwC+A6cBFEXFetTzYvM01G2Zm1tpNBn6eJ8qrSFIn4GbgxRoKkwKGAo9ExLIRsQowAOiVN3k/ItaKiJVJM4IffvbN194DTOjetRsH/Hgndt5kS2ZETMn7lZwL3BMRKwFrkgqmAMcBD0bE8sCD+bU1rma7NvJIZyWPR0Tf/DipsLzatVHNAFJhn+nTp7P8UktzwI93nsCs11t99AOWrGWbQaQZx1fLActPmXWW+60iYnVgfeAHwCWFdWcCv6py3KWBlfJ7dn1DMm/zBgcbZmbW2k0jFXAOr7K+A6kw825E1FSg3wqYGhEXlxZExLCIeLx8w4j4ADji4Vde3ADov2D3HiOXX6p3zJgx4+s3Rn54U6mzrqT5gc2Bf+b9pkTE2JzMjqRZysl/d8r79JN0m6R7JL0t6cTScSUdIen1/DgsL5tP0l2SXsnLd6vhHNuaZrs2gENrylgt1wbA3pKeyp/p+gA/O+HIFf7w9789M+DyCyedfct1vPTe26P7n3XK2z/98xHXSlpU0v2SXpL0D0kjC0FWe0mXShou6T5JXSXtCqwLXCNpmKSuFfLYDegPHFKqrYiI0RHx7wrnPR44CNgp19oREQ8ys+aj6LfASRExI2/3WU3vlc3b3IzKzMzagguBVyWdUWHdMcADEXFYLWmsBrxYj2O+BKyUA4trAX52wpEDgfGFbX4AfA5cIWnNnP4fIuJboFdEfAoQEZ9KWqyw3/o5PxOA5yXdRWpmsy+wAWkW6WclPZqP8UlE/BhA0gL1OIe2oNmujcLrjSS9AnxCah41nJqvDYD5ImJjSZsDl+c88OH/PlkQWDgiJuYmWkfl7U8EHoqI0yT9CDigcPzlgT0ior+kfwO7RMS/JB1MheZaBcsBoyLim7qcdER8I+nDfLxna9h0WWA3STvn9+DQiHi3LseweY9rNszMrNXLhaGrqHw3+QlSYW+FRj6s6rBNB2BtUpv0tYBvqVtzqfsj4ouImEhqB79pfgyNiG/zXeRbgM2A14BtJf1V0mYR8XVDTqa1mgeujZeAZSJiTeB84Na8vLZr4zqAiHgMmD/37wC4PV8X5TYlN0eKiHuAYv+fDyNiWH7+IqmfUFOpy/9FZ2BSRKxLGsr38ibMjzUxBxtmZtZWnAPsD8xXtvwxUkfe/0iqqX36cGCdehxvLWpvY/8x8HFElO7y3kQqYAKMlrQEQP5bbEpSPklWUKUQFxHv5Hy/Bpwm6YQ6n0HbcQ7NdG1ExDc5OCQi7gY65uZNNV0bUPkagBSUVFJTIX9y4fl06t7y5T2gt6QetW4J5O36AO/UsunHpH4ykPrCrJH3vzc36bqsjvmzeYCDDTMzaxMi4kvg36RCZfm6m0mdVe8p3CEu9xDQWVL/0gJJ60naonzDPMLPYNKd6pry9D/gI0kr5kXbAG/k57cD++Tn+5BGLCrZTtLCuR39TsCTpILxTpK6SZoP2Bl4PBeSJ0TEv3KeigVWo3mvDUmL5w7m5L4X7YAvark2AHbL+2wKfF2HGqsngF/mfbYHFqple0j9KaoGEhExgdSn5LzckR5JS0jau3xbSd2BvwO31mFUtVuBrfPzLcjBSUT8MHei/00d8m7zCPfZMDOztuRvwMGVVkTExXn40tslbR8Rk8rWR25Dfo6k44BJzBzeFGBZSS8zc3jT8yPiCvhuWNQXgPmBGbnz9iq5Cc8hpE64nYAPSP0uAE4H/i1pf2AUaRjQkieAq0lt5q8ttamXNAR4Lm9zWUS8LOmHwJmSZgBTSZ1vbXbNcm0AuwK/lTQNmAjsHhGlWopq1wbAV5KeIl1T+9Xh/P4CXJcHCHgU+DTnpXsN+wwBLpY0EdioSvOs40nD1L4haRKpZqVYe/ZwDqbakWopBpVWSHqc1Helu6SPgf0j4l7StX+NpMNJfZwcXLRgmnk9m5mZ2bxOae6DdSOiYsHYrBJJnYHpETFN0kakviB9mzlb1ga4ZsPMzMys9etNqilrR5posH8t25s1CtdsmJmZFUjqSZpEr9w2EfHF3M6PzTva8rUhaSjw/bLFx+ZmT2ZVOdgwMzNrQof8eZ09gVNJd5ZHAQPOH/Titc2bK2utfL3ZvMbBhpmZWRPJBb9LgW6FxROA/i4AWmPz9WbzIvfZMDMzqyKPotOpyqMjafKxaus7HXD0mud26ty+W1my3aZMnn6epPZz5yysrTjg6DXPrnS9kWo6HGxYs3CwYWZmrYakDtRQ+G/Ao2M9Dj+N1PH2u0fHTu0WrrRhx07tetbz1MyKrgQ+AtoDM4DHgXtL19Xo/37Lkw/8lwnfTgXBEkt3X0Ynqxtp7pVjcxrjgd9GxCvNkH9rQxxsmJlZs6il1qChj7pOVhukWZOnkOaemJz/fl32urRNpcfHpJmjO+RtrwTOjYgZ+fzWv2nI21MmT5zeGcGSS3dnsx8uTceO7ZA0MiKuLrwXe+FCoNWRpIsiYpn8fDFSrcWykkZOGD91mXtu/pDtf96HJb7XnYjgnde/+vzNYV/0AD4EtoiIryTtAFwCbNB8Z2JtgYMNMzOrkzmsNehMqiVoaK3BVGYv7E8kBQfVgoGqj4iYVv93YFaSJkbEGvl5qcC3AHCipF7AjcutvNCpa23Y69iI6Pb+W2OZOnk6HTu2mwAMKEvOhUBrkIj4TNIBwPMzZsQhrzz/+ZCV1li44xLfS3P1SZqw4uoLH3bfrR+OBkYXdn0G+F4zZNnaGHcQNzNrhQq1BqVCfqXCfnkgUNPfToDqePhirUGjPGIe/LGSND4iuhde/wB4HliENFszEXFCfUcHkrQQ8HpELNWU+beWq/zay8u+AlZaYKHOd2y41ZLLLL/KQotSw/Um6ShgpYjw7NzWpBxsWLM78uTDZ/sh/tvxZ7sjm7UpudagWiG/vENyTduUHvWpua5UazAngcEc1xq0BDUV+ICLgCsj4rYGpOtCoNWoyrU3FliROlx7krYC/g5s2trnB7Hm52ZU1qxyoFEcpm8Z4NIjTz4cBxw2r8oz8DZ2X4O61hrMoHIhf0KV5VOYtf9B8e88W2vQgtX1c6y8cyoE7g9s2jjZsbYg16pNBz4j9SNaB6gYbEhaA7gM2MGBhs0NDjasuZ3KrOOBA3SbMnmKh4W0ptSOdPf5S+AlUgGx+KgtMKhvrUF5IX8CMJaaA4GKzZAiYnqDztiaXH0KfFX2dyHQ6k3SosDFwAUREZIuAJ6TdFdEPJu32Rt4gPT9dQvwq4h4p9kybW2Kgw1rbr0rLezYqaOHhbSm1AX4CakAv11heZAKi1OBSaQCf/HvxPx8Qv77bV5W+js+rxufl31LG2pW1JbVp8AXEf+rsH9vXAi0uusqaRipKeU04GrgLICIGC1pd2BwHrhgBvAY6fo6D+gJ/D1162JaRKw797NvbYmDjUZQbDsp6R5gQ+CJiPhJhW3PB/YtbL8ScAWwNvCniBjcxHm9G9gzv9wzIv6ely8JnBcRuzbl8SsYRWo6NYsKw0IOBMbX9P5IOgl4LCIeKFu+JXBUpc+jbLtH8nYv1CP/1dIaAawbEWMqrGuWz6B0nUrqA9wZEas1xXFagtwM6rniovwojbZUl07VCwIL1fF4way1GDX1eaippuO7v6XhVa1ZNbTAV8kJuBBodRQRNdb8R8TTwGYVVv0mP8zmGgcbje9MUrOgA8tXSFqXVEAp+hI4FNipqTMGEBH/l/PSB/gdqYMYEfEJMLcDDUjDPxb7bEC6M1w+LGStIuKExspUU8ijA2ke/AzanFxQf3lO02mECeTmL3td56FgJc02gVw9HrMFPRExtUFvQhs2BwW+Stu6EGhmrZKDjVpI+jVwFKl5xasR8StJ3yeNp94BuKe4fUQ8mO+kl6fTnhSI7EmawbO0/WfAZ5J+XEs+BgLLAksBSwNnRMSluQB7BrBDzuPJEXGDpCWAG0iFmQ6kCaIeL91xB04nTQA0DLgfuJB8t1vSs8B+ETE8H/sR4EjgLeB8YPWc5sDy0S7yuf+FNJZ3X9JdvNeAPwBdSUHVZ8CrwAoRce1+h+/b9cbLb/rH/kfs2+7rL7/+5OYrh34x7utxR57153N+C/SPiLfKjtGX1FyhG/B+zutXkobkc7hJ0o+Ac4AxpDb5ld7TrqRapVWAN3P+Suu2z+fROR9j34gYn9+/K4GfkgqGv4iItyT1BK4DFiXdMVdOpw/wH+BhYCNgJ0mP1uEzaA/8Ffhh/lwvjYjzy/K/XH4fFiU1/flFRLwv6WjglznvQyPixErnb3MuN4+aRgqQ51gjTHLXhVkDmM7UscNyofalMUelcu2LmVkb52CjBpJWBf4EbBIRYyQtnFedC1wUEVdJ+n0dkzsYuD0iPs1V5A2xBqmJ1nzAy5LuIhVg+wJrksZ2f17SY6Sg5t6IOCUXXMs7YR8HrBYRfeG7QnHJ9aTC6ok5aFkyIl6UdCrwUETsJ2lBUnvkByLi27K01wRWJtXafABcFhHrS/oDcEhEHJYDmB8Dt15xzpD2wLnnnHjekZIeBA6KiHclbUC66791WfpX5XQezU2nTgQOK62U1IVUW7I18B4p6Krkt8CEiFgjd8x8Ke+/CHA8sG1EfCvpWOAI4KS835iIWFvS70iB6G9yHp6IiJNy4HhA4TgrkoKV3+X0S8tr+gwOAL4PrBUR0wrXXtE1wOkRMTSfc7scJC0PrE8qZN4uafOIeKzKe2DzkDwq1OT8aBQVal9qGi53Xqp9qRS8tPjaF0n7km6+FD0ZEXX9LTEza1EcbNRsa+CmUrv7iPgyL98E2CU/v5p0B7qq3Bb/F8CWc5if2yJiIjBR0sOkAuWmwHV5hJrR+a75eqSJpS6X1BG4NSKG1eM4/ybdaT+RFHTcmJdvD/wsjwEP6S5qb1KtQNHzEfEpgKT3gfvy8teArfLzy4BjgFuBfYH+kroDGwM3FgrknYsJS1oAWDAiHs2Lrizkr2Ql4MOIeDfv8y9mLfyXbE7qLEdEvCrp1bx8Q1Jtx5M5H52Apwv7ldpcvwj8vJDWz3NadymNtV8yMiKeqXD8mmwLXFzqWFy49sjn1ANYKiKG5vWT8vLtSZ9TqYlQd1Lw4WCjjWqi2pe6TABY7dGZ2QOYdnU8dqXal1pH8KrpMTdqX447c+ie5LmEjj3jllHAgNOP3vnapj6utU3F6408d5WvN2tODjZqJlITlkrqMy79WsBywHu58NpN0nsRsVzVA6cak/755f9VOWZQpYlERDwmaXNS7cHVks6MiKvqktmI+K+kL/Ld/t2Y2f9EwC4R8XYtSRTvys4ovJ5BvuYi4klJfSRtAbSPiNclzQ+MLd3pn0N1/XwqbSfg/ojYo8o+pfOZzqz/Q9WOWV7zUxc1XXul9dWWnxYR/2jAMc1qlWtfSoX1RpFrX6sFJpUCmvJ1PSpsU9djT6dyx/16DUlcWlde+5ILfrPNJXTcmUNxAdAam683mxc52KjZg8BQSWdHxBeSFs53mJ8Edgf+BexVWyIRcReweOl1HhWoaqCR97mQ1Ia/tA/AjpJOIzWj2pLUDKc9cKCkK4GFSXfYj5a0DPDf3K9jPtJoV8VgYxzpB7qa60k1DwtExGt52b3AIZIOyUM7rhURc9LJ9ipSP4dB+Zy/kfShpF9ExI35DuoaEfFKaYeI+FrSV5I2i4jHgV8Bj5al+xbwfUnLRsT7QLWg4THS5/ewpNVIzdQAngEulLRcRLwnqRvwvah5OMpSWidL2oG6jVJU02dwH3CQpEdKzaiKtRv5vfpY0k4RcaukzqRr4V5gkKRrch+TpUgjF31Wh/yYNYtcMzsxP+ZYofZlTvq/dGfWAKautS9QCEIOO+maQZ27dC1vxtptyuSJnkvIGt3hg645u1Pn2a83Uk2Hgw1rFg42ahARwyWdAjya7369DPQjtbe9NvdBuLm4j6THSc14ukv6GNg/Iu6tdgxJiwMvkJoVzJB0GLBKRHxTYfPngLtIVaODIuITSUNJ/TZeId0JPyYi/idpH1LQMZU05v+vy87tC0lPSnqd1IH5QmZ1E6lvyqDCskGkTtev5h/zEaS5ChrqGuBkUsBRshdwkaTjST/y1+dzK9oHuDgHAR+QmmF9JyImSToAuEvSGOAJoNIwrxcBV+TmU8PIQ6FGxOeS+gHX5UI8pD4cNQUbf8nbv0QKfkbVsG0pnzV9BpcBK5De66mkO1UXlCXxK+Afud/KVFIH8fskrQw8nQs944G9SZ3yzdqEuVz7UuOjU+culfpb0bFTF88lZI2uhuuq4pxWZnOD0neyzetUh3kmWhpJuwI7RsSvmjsvZmb1lW9CvcbMeTauBM4p9QORtP6SvVd4bNKE8Z2R+F6fldh2x9/QsVNngJGnH71zn0Jac3XOJWvZql17x55xywfAMp+MepeH77qSCePGgsTi31t2/BsvP9aLFHT4OrO5yjUb1iyUJjfcgZn9UczMWpqJhdHkFiM1U1mANJJfL+DGFdfY6NT1N9/x2Ijo9vZrTzNl8kQ6duo8gdnnEpqrcy5Zi1ft2hswftxXl972rzO7/WyvI1lqmRWJiAn333rpP0nNdn2d2Vznmg0zM7MGyP3vuhde/4A0EuAipKaVRMQJ9RkdqDXWYlvjq+na673sajcv/r1lt97qx/vMT5XrzdeZzU0ONszMzBqgvMCXl31F6rd3EXBl+cSndUhzIC4EWi3m9NrzdWZzU51G1zAzM7M6afCsrWZzyNeezZMcbJiZmTWC3JRlOmn0t+HAOs2bI2srfO3ZvMzBhpmZ2RyStChwMXBBHnr3AmAfSRsUttk7D3du1mh87dm8zn02zMzMGqDC8KNXA2cVhr7dCDgDWAyYQZr88/CImFAhrVnmXCLNkVNtziVr4xp67ZGuL19nNlc52DAzMzMzsybhZlRmZmZmZtYkPKmfmZnZXCJpX+APZYufjIjfN0d+zMyamptRWbM7bdVes0149cfhoytOeGVmZmZmLYeDDWtWOdC4FOhWWDwB6O+Aw8zMzKxlczMqa26nMmugAdBtesSZkp4CpgKTgSmlR2m0DTMzMzObtznYsObWu9LCdrAksFeldXnIvyn1fExmZuAyy9+ImNp4p2NmZmZmJQ42rF4k9QWWjIi7GynJUcAy5QsDPgauAjqTxhH/K/AU8ATQKS/rXPjbCdgOeA+YmF+3r0sGJMHswcmFwD7AAsAAoH+Fbao+ImJ6Pd4DMzMzs1bJwYbVV19gXaDOwYZSaV5Vmj8NoEKfjXbSsRHxUSGNL4H3IuKJGo7TD7gwIl7Ir9uRgo7SoxicdCxbV74NwHzAonl53/y3rufckNqXmh5Twx2szMzMrIVxB/E2RlIf4B5SDcGGwCvAFcBfSDON7hURz0laHzgH6EqqKdgX+JBUc9AV+C9wGrAyMD4iBuf0Xwd+kg/3H+BhYCNgJ+CX+dEZGBoRJ8Kso1Gd+OZnLNW14+0jJkz9fj7ujhExWtIQ4M6IuEnSIGBpYL/CbKm7AkNyviYCG0XExMJ5LwdcTAoepgO/iIj3JR1dKU+SxkdE9/x+3RkRq+Xl1YKUujzKg53O1LH2JWvM4MW1L2ZmZtbkHGy0Mbnw/B6wFjAceJ4UcOwP/AzYNyJ2kjQ/MCEipknaFvhtROySaw/WjYiDc3oDqR5sfABsHBHPSNoe2BU4EBBwO3BGRDxWlr8AfhYRd0g6A/gmIk4uBRvA+qSmTQeV3+mX9AhwVKlmo2zds8DpETFUUhfShJabVstTtWCjsVWofWmMh+p4+BnM2odllpoUKvdzce2LmZmZ1ZmbUbVNH0bEawCShgMPRkRIeg3ok7dZALhS0vJAMLNpUX2MjIhn8vPt8+Pl/Lo7sDzwWNk+U0hBBcCLpH4YJX8Gno2IA+qTCUk9gKUiYihAREzKy+uapyaTa2Ym5UejmMPal06k5mPF13X+npA0lQZ21K+0fVPVvly08ymzze3y26F/8lDLZmZmjczBRts0ufB8RuH1DGZeE4OAhyNi53x3/5EqaU0j1RKUdCk8/7bwXMBpEfGPWvJWvDs+nVmv0eeBdSQtHBFf1pJOUbU7/XXNU4uSR9eayqzvf4PVsfal2FG//NENWLBsWZ1qXyTNoOEjj1Vc//edTt6DWfsJLQNcetHOp+CAw8zMrHE52LBqFiD1fwDoV1g+DuhReD2C3GxK0trA96ukdy8wSNI1ETFe0lKkwOKzeuTpnpzOXZK2j4hxZevL8wZARHwj6WNJO0XErZJKfSUaI0+tXhPVvnSgcof9Sv1aKo08Nh+p71DpUfpMi48OFZa1Hzd5/M96dO4+29wuk6dNOUfSN9S/78u0xnpfzMzMWhsHG1bNGaRmVEcADxWWPwwcJ2kYqYP4zcCv8+vngXcqJRYR90laGXg6DzU7HtgbqFfBPiJuzM2ibpf0f8VO4KQO4hdLmq2DOPAr4B+STiLd9f5FY+XJZiepJ/Bgfrk4qZbqC1KNxg75bydSjcexwMakmeODNNLZQ8BSwHnAp3nbyaThj19h1u+uUh+TpYEfkZrDQQqWH8nrZuS0o3un+boBvPP5Bzzw3pP8bqNf8fTIlxg59r+LAj9g1tqX+YCfk4Lv9sBXpCGZi+daXvtyCvAn4EvqGbgwM4Bx3xczM2sV3EHczGbRBJ3WdyAVoisNW7wbqVD+ACkY6EoaZvheUi3V70jByBRgofz8ZuAOZm02NT9wE3AQKSCZCvyY1BRwdPGAF+18yghgmfJg4/0vR457csQL8xfehw7AP4B3gcvzuaxOqs2rqfblH8DAnLcG9X0hNU+srV9Lffq+uPbFzMyahWs2zFq4OnQIr61J0pwMx1upwPstMJaZgcBqpCZu95ZtuwRpssTN8+tZOoTnvkJ7RsQ1hWXvAX+LiGPK3oOTgMsj4s7C4uvzuvmA80mBQoetl9345l1X/7+DKMztEsSUj7/+9OlimnkktkWBuwtN6z7OaW4JnESqrVmRNKjA7yJihqSzgBsiYoykvYFDSe/zs8BhpO/d7YE/kvo4fUQa/GA6cFd+nzbN2w0GviZ9Ll1JNSzFz7WufV+Cyh3069uJ/7u/VebNMTMzm4WDDbO5KNcaNKSPQk2Puqo21O14Zi9wNtpQt5I2IQ2P/ELZ8tWBlyNibD3O4SVgpQrLVwOurLLPn4CHImI/SQs+9P5Tz22z7CYHT5sx/TSIXsDId8d8eM+osZ9Uuvt/IXCDpINJtS9XRMQned36wCrASFJ/op+TaldK57cyqeZmk4iYKunvwC9IzcT+AGwREd9KOhb4v4g4SdIU4KWI2FfS74C1I+I31d6MXPsyJ7VO85e9rvOoc5Km0fB5XmYLevLABmZm1so42DCrgaTGbE7UiTmfxK9SYFDXfgDz9CR+kv5EKowvFhFLVtusAUlvD/xM0lH5dZc/3XfmM8DuwFG/Hfqnn/xOx/cD1i3fMSLulfQDUl+QHYCXJZXmXHkuIj7Ieb+OVBtxU2H3bYB1gOdzn6CupP5AG5KClCfz8k5AsVbllvz3RVIAU1VuHjWN1N9ljillaE6u7y7MGsA0pPal0R6ufTEza34ONqzZXX/cN3tSNufB7qfPX+8hSCW1p3EDg/rUGkyncYODtjBB3hvAmpLaRcSMiDgFOEXS+Br2WQt4s8Ly4aSC/W0V1gnYJSLenmWh1KsumczDLF8LXCvpTlKzry9IfUxm2bTCca+MiD+WHfenwP0RsUeVQ5aGoi4f+rnJ5WtuMrMOjz1HWnDtS6XgpUG1L39e+TezfccNevOyen/HmdVFY/2mmjUWBxvWrPKX4ixzHsyIGf/88x539j75+p8+xLxda1BsAjJP1xrMiyLiPUkvACdL+nNETM+zu1e8E577cAwm9b8odwHwnKS7IuLZvP3epKZP9wKHSDokT165VkS8XCGNSsfcGngmIibkUdCWJf14zwesL+n7pGZUuwGXlO3+IHCbpLMj4jNJC5M6vT8DXChpufwedAO+FxHv1CVPLU0T1b7MSdPD8tqXTsw6V1BNx66p9qVi08Nf9f7xdkt37TWwXbq2Ic/r8ueVf4MDDmtslX5TgUuvP+4bHHBYc3GwYc3tVAoddQHaqV2XPr3WOJaZwUO1WoNxVO/sWlPn1mltoNagpfgNcCbwnqQvgYmkEadKlpX0MqmAOA44PyKuKE8kIkZL2h0YLGkxUv+Ux0hNkgYB5wCv5oLqCPLcMHWwDnBBvkPeDrgsIp7PHcSfBk4ndTx/DBhalqc3JB0P3Jf76kwFfh8Rz0jqB1yX53wBOJ4qw0bbrPL/bun/vFHUUCtaU0DThRQ89iQNt9yDFITOR/pO6wR07tlp/q0LgUZJtwnTJv1D0uaNdQ5mAJcc8sFePbr17Fa2uBvpt9bBhjULD31rTUrSI8BRFToHD4iIU68/7psZVLiTHRGx5xkLdqOWdte50HdURPwkF+DWjYiDG/EUzGZTvO6aOSvWyHIA2L3s0aPCss4Vdg9SDel4UuA8+U8r7ndTDnJn3TCCU96+/B9NchLWZl17zNgDK1xuALH76fPXqQbPrLG5ZsOaywDSnZZRpGreWUgaFRGNNmO1mbVdubDfjRQkzEflYKIXaWhi5WUzmNn063zSEMTjgc+BD0k1F78HVgYmkWrMDiHVuLwJvAV0uWzErVPXX3i1TmsusDwAk6ZP4bZPHuGrqeOmApsBgyvV1tXz/PoAd0bEarVta3NHlYlNP8+v14+IGmvm6vKZSlqf1LS0FynQfWLy1Amjnn371t7XPPxnFu6xJFOnTWKbvvvSa8Hvf7aH9hiWd12ONOnpRODViPi1pJ1JNcErR8RbhTx8CJwcEX/OyxYhTbT6D9/Ys7pysGFzLH8h/Yc0advGpC+xHYszeOdmJFeQ5hToAHSVNGypnit+PPg3zy1KoSnVy+/fN/miuw6MPf765SvAmIjYpnyuBGBgRFTqDGzW5CLiEdLs5NaM8vdKeeBQ6TEflftlTGZmTcQ7wK/z81+TZos/mzRs8yw3PnLw8hRpAIAf5WV9SYW+j4D3I2ItgN2+t91hj4x58W8R0a7vgivwwldv0LPzAlN3W3r7fie/9c/7gbclXVNb4dNaloj4gjRBKZIGkq6jwY2Vfh7g4kZg94h4Ol+Tu3z0+RsvzIgZ52608s877bvdYMZN/JIjLlmHQ3e8/OSIuCDv+wiztzjYg/QbvjtpUtKSD0jNTv+cX/+CNCBHpTw9AvSLiBGNdZ7WOjjYsMayPLBHRPSX9G9gF+BfeV0H4Brg9TziEJIOjoi+MOvIGWPHj/743Nv2mW/y1AlbR8SHuVMtlM2VQOoM/MBcOzszm2vyRJV1CSLK26aXTGBmEPF54fl4Ut+f8cC31UaXkvQjUuFwTJX0tyKNGHdxaUFEDMv79ilueMPH95+zxaJrL/Lsl68d3XfBFTpOj+lfj/j20xdOfuuf1wF9gC9JHeirvRd/BvYiBTFjgBcjYrCkdUgz208gFRKthWikz/T3pGD3afiuL9NNAJuv9s++Hdp32BPo3qPrwqPatWs/9dQbdnrulOsrN5uX1B3YhHRd386swcZE4E1J6+bgZDfg30C14cnNZuNgwxrLh6UfW9L8AH0K6/4B/LsUaJTLI2RcCyAt8FPSnZoP4bthR6HCXAmkYf3MrIXIo43VJYio1B9iBjMDhrGk2dzHlz2+JQUJTT2/xmqk77k6eWzMy4OBIwe9eVm7PKrZ7cAnpOZbu1XLr6R1STdu1iL9Xr9UOO4VwCER8aikMxt8JjZXNeJnWnUi08eHX/cMMO2hV646WFJv0vX2ag1p7QTcExHvSPpS0toR8VJh/fXA7pL+R2oO9gkONqweHGxYYymOyz+dNIFZyVPAVpL+Vod+GGL2+QpKyxs8V4KZNY2y/hCVHqXO1fNR+TdnGjODhc9IzTbKg4jxwMQWPIpcscfuD4FhwNakoZTvl/R4RHxTYb9NgdtKTVIl3ZH/LgAsGBGP5u2uJk06afO+ufWZ7iZpK2BFoH8tv717kEbsgxRY7EEKgkruIY3qNxq4obijpH2BP+SXywF3S5pCugG58xzk31oRBxs2N/yTNBHajZJ2zuPuT5XUsUIzhqdJcxB8v9SMKtduNHiuBDOrvzwc7HzMOhJTpc7V3ak8N8okZgYKH1E5gBgfEY02geBcNBzYtR7bFyej3Bc4PQdO70n6EFgJeK7CftVmX692U8bmfY31mdY0kSnADRFxsKSNgLsk/Sci/jfbQVNH9q2B1fI8Mu2BkHRMaZuImCLpReBIYFXgp4V1V5BqZNxnw6pysGFzRUScle/cXC1pL9IEaK9Keiki9ips97mkA4BbcufPz4DtmLO5Eswsq9AfotKwrt2ZtXay6FtmrYmoFkRU7YfQCjwEnCqpf0RcCiBpPVINz8jihpp9MspRwDbA47lmdkVSbU4lTwD/kHQa6ff6x8ClETFW0teSNo2IJ0jt/61laKzPtKaJTL+TO49fTap9+GOFdHYFroqIA0sLJD1KqoH5qLDd34BHI+KLKkPrmlXlYMPmWL6LsVrh9eDC8y0Lz08s7HYss07eVkzvP6TRrYrLJgIHVtj2EfKoQBExBBhSz+ybtQqSulK3/hCdKuxe7A/xFdVrIr6dC/0h5nm5dnVn4BxJxzFz6NvD8iY1TUY5CBgi6TXS3exjq3VEzxNI3g68QgpiXiANwQuphuRySRNINb/WAjTWZ1rLRKbl/gq8JOnUiBhXtm4P0uSkRTcDe+b9SscbTpVRqMxq40n9zMzmUbkWr1rTpfJH+wpJTKXySEzlAcSECvvaPEBS94gYL6kbqTB5QFnnXWth/JlaW+OaDTOzuSz3h6jr/BCV2ixMpHJ/iFmCCc/d0CpcImkVUi3JlS6Utgr+TK1Ncc2GmVkjkdSJ2ftDVKqZqNQfIpi1P0TVR0RMb9ITMWC2WaCLtsmTtrWo41jLI+mHFJozZR7pyVoUBxtm1ubsr22+m0iS1GF3wD/jwWurbV9Df4jyztUdK+w+nToEEKTmTP5CNjOzVsXBhpm1KTnQuJTC7NNBTPyUrwbdw7AnqNyUqVJ/iCnUrRZiYtOdjZmZ2bzNfTbMrEWQ1IE0s3THsr+dKiyrtE0noNPebD6oEx26zZI26tqTHscA7Zi1P8QXhefF/hDfuj+EmZlZ7RxsmFmjy3OkdGrkR10Hd59BqnUof0wApnSk/YKVdupEhwVIk625P4SZmVkjcbBh1oJJWpw02eF6wGRmjvU/hTRj8VvMHOv/woi4Mu+3APAvUp+FDsDZwHXMWri/g1QrsGBOYwypwH8SaS6G0nZdgV+QZrOdDkwjdXZ9t4as7w/cA/yXNCvtYGBsPoeppMmnOpCaMHXKx56Rt72Y1JF6et7nd6RJ0UrNmkrzF0wHDgY+IU2k1TsiZuyvbUYBy9zKc2zCSizK/AC8z+gxwDRJ60XECxXe6yOA3+Tz+xzYLyJGlm+Xt90SOCoiZpt4UtJlwFkR8Ua1N0fSEODOiLip2jZ5uz+RxsOfTnp/DixN8FVl+4Gkpl2Dq21jZmbWmBxsmLUwZbUGdwA3Acfl16sDmwFfAp8CR+flSwN/kbQJ8AzwM1KQcDUpmDgPWJJUaC25Mf9dC1gKuJNUoF0EWIAUGEwBdsppHUSqPZgPWIU0k21pm/LHj4CrgGeB/sAlZRObXZXPtR+wbkQcXDj/84GNI2KMpL8Av4uI/nndxIjom5//EDgtIraQ9FF+Xx4FBozl28umMq1rKdCYwrQJz/PeF1SfyRng5ZyXCZJ+C5wB7FbD9hVFxG/qu08lkjYCfgKsHRGTJS1C5Qn7zMzMmo2DDbMmJqkjDW86VKn/Qamz8g9IBf8OwF5lh12JVOhfi5kF/BtJNRAPkmo6OpJmsV2YFJzcTeXgYFdgDSo0McqTUv0N+H5EfFNYdXNevz3wl5zv94F982RW04FpeSbmur6VlTwNHFpl3fykGhhItTa7A4/+Mx68dkktvMsyLLpN3mbUvQx7cyJTLgSOqnagiHi48PIZYO9a8tZd0k3AasCLwN75fB8h1Xq8IGl/4FhS7cu7wORCYLV5rk1ZHDimQi3HEsCYiJic8/ddsCZpBHADsFVetGdEvFfcWdKywIXAoqQgsX9EvCVpUVLtUe+86WER8WSuFelNuu56A+dExHm1vAdmZtbGOdiwZrdZ92NmG4b08fFnVB2GtClV6GtQrdNxXbYpdUyuq+lUrgUYX2X5LqTZZ2+osG4JYIeIOLNwbgsCB0fEDZLuBm4n1SD0AHar1HQo7zcRmF6lL8NywKiyQKO03yLA8cC2EfGtpGOBI0jNsBrLj4BbC6+7ShpGava1BLB1Xv5v4GVJh0TEtE/5apVP+WrT12LU65LWAo6PiDslVQ02yuwP/KeWbdYCViUFEk8Cm5CacwEgaUngz8DapODvIVLwV7IEsCkpcLydVINVdB9wgqR3SLVIN0TEo4X130TE+pJ+TWpqV96k6xLgoIh4V9IGwN9J79e5wNkR8YSk3sC9wMp5n5VIAUwP4G1JF0XE1FreBzMza8McbFizyoFGcRjSZYBLN+t+DHUJOHKtQZ1GISo8alpXaYjTaioFAN+S7qZXWlfpUeqjMKW+HZMlbQh0Kr9jnddVKgAWqxB+CAwjFS6XBe6X9HiloGEObEhqTvVkrr3oRKqJaAwPS+oFfEYKaEqKzag2Aq6StFpE/E/ScGAbSaOBqRHxeg4uzwb61fXAkvYG1gW2qGXT5yLi47zPMKAPhWADWB94NCK+zNvcCKxQWH9rRMwA3sjnOotcQ7QOqXnYVsANko6LiCF5k+sKf88uO4fuwMbAjYWapc7577bAKoXl80vqkZ/flWtSJkv6DOgFfFzL+2BmZm2Ygw1rbqdSmO8g6zY9ppwrqT2pgNyu8CivVairarUG40iF/e8K/cweCFT6O20emIBtOKmJU12tReo0DrAvqVlUAO9J+pB01/q5eubhPaC3pB4RMa5snYD7I2KPeqZZF1uRArshpJqSI8o3iIinc+3KoqSgpNSUajQzC+I9SM2cHsmF68WB2yX9DNgZ+HFOqy+ApG2BPwFblJov1aC4fjqzf9/W1n6suH/FbXOA+kjO/2vAPqT3BNKM5FR4Dul/aWzpvCqs26h8fpD8/tR2TmZmZrPwD4U1t96VFraj4yKkzrel0Y1m5L/TSPMgTC78nVB4/i0widT0qDRfwrdU6ajcwpuAPAScKql/RFwKIGk9UvA2yyhJkvqQRnw6Py8aBWwDPJ7vmq9IzZ2jK8qdpf8JnCfpwIiYImmJnPa9wIWSlouI93L/ju9FxDsNOdkKx54o6TDgNUknl2oISiStRKqp+iIvupkU3E4gN6+KiK9J/V5K+zxC7k8BvEAKLErr1gL+AfwoIj5rhFN4Djhb0kKkoHcX0khadSJpRWBGRJRG/erLrJ/7bsDp+e8sNUoR8Y2kDyX9IiJuVIok1oiIV0jNsw4GzszH6RsRwxpwfmZmZg42GkLS+Ijonp+fQbr72Q64H/hDU93xlnQS8FhEPJALWZdExIS87m5SJ9CxTXHssnwMoZZhOes6dCep0LtM+cIRUx4bRyp4XU3lfhHlzZ8WALYkjW7UmfR51OVcoO5NnWr6WwxgZtTl2A2Rh1SdEhFP5c7GOwPnSDqOFGSNIA19C7CspJeZOfTt+RFxRV43CHg9NwmaxJyNYnQ8cDKpuc8kUnB3QkR8nkeTuk5S58K2jRJsAETEp5KuA35POqdSnw1ItQH7lJqnRcRYSc8AvSLiwwYc7kzSjOKlpkejIuJnc5D3/0o6lXTNfgK8AXxdjyS6A+fnvjjTSLVMBxTWd5b0LOl/oVLt0l7ARZKOJ/1PXU/qM3IoKUh8lfQb8RhppDEzM7N6U/O3BGl5SsGGpI1JBZDN86ongD9GxCNzIQ8jSMNwjqlt2yY49hAaKdio0GcDYMJrE2+45+sZo56u63wA+c79nRGxWn7dnsafVK6uqjXZqukxjVTor1T78t1M1Y05T0LZqEgjaKbrqS2T1D33vegADAUuj4ihjZDuCPx5mpnZPMA1G2XyyC1H/T975x2nR1X94eeb3hOSQOiE3iFURfjRRVGUqjSFAKIgXUGUZgRFikovAlKlSe8QBALSa0gIvST0QCCkl83u+f1xzmRn3513991kN7vZ3Ofzmd15Z+7cudPvuafhNs6jzOznklYEbsDP14O54oaPGmfZjTvj9uCldW6N25V/hZurPIHnBqiRtDdwQmx/n5kdHx3lf+FOqIZ3QM7JOvB4PoSlcSfZCWa2Tda5wPMqjDOzi2Pfw4ApZvZ3SccBP8VH/u8wsz82ci5OAX6E51B4Gk8YZiVlxlI+xGa90J3hmHoXsFicr5O26HncwZREo5pU8+FqwPqSHsVzRJyVMxUqOo4z8JH8kbiG6U+l+zGzuwqOcSoe/nN73LH7BDx/wvJ4yM+743qcEcfYLa7NjbiQ+dvYbk3cdn5stK0b8Fc8pOzS+MhwH3zU/2bclOen8X9pPCfG6riZznT8fjgGuFTSdFzw6IVrLWokHQFcCYyiVjDpiJu/rI7fNxfg98u3cZ+GztSGn21OR/DEvDMs/EC64eZLd7ZucxKJRCKRaF6SsJFD0tq4jfbm5gnD+seq84BLzOxaSYdl5cMB9TG8oyjgQjN7o17FzqZ4ZJ5xuMCym6SngTPxzMsTgeGSdgE+ApbJjdL3y1dkZudHJ36bgpHLm/AwlxfH758C35fnO1g12iHcCXZLM3uigVNyoZmdGm24Dg+deU9BuXIhNotCd84Edg2b8YHAs09OO3tVM6sTeUo6exie2+HbeL6IVyTdhzvz1jsOPKndOjlH3k6l+5F0d4GJW09gRAh5d+DmQN/Fr9U10e6DgElmtnGYAz2Fdwq/wDv2a+JCxfvAFWa2pqSjgLXM7GhJ9wBnmtk1kg4Efmxmu0haE3de3gkXBI7HtSK34pGORuLCQl678gBuujU8fi+ZW/cjXOC4Oo5tCTzj9T5xLFV45KLbJf0XWBb4qaQNcUFmN0lf03StzGw8utMipyaVtC5u6pdnlpl9q5LtzazSULtNwswGt0S9iUQikUg0lSRs1GVb4NasA59zON0cd94E71icCSBpFbyjuWyse7iBDvzzZvZ+bHcj3gmvwju6X8by6/HR8tOAleSZku/DO5YVYWavSFpCHsN/cWCimX0o6UhgBzwLMnjnclVcy1KObST9Djdx6o9HPyoSNsqF2CwK3SncqXlL3Ol7GTx85ucF9d4VEXFmhFC3KX7eio7jw5JtK93PbGq1VaPxjmJVRPYZHMt3ANaTlEV+6hv7nA28YGafAUh6j9prNZpabc9mwG4xfx2uOQHXPtyc+dlIOi+O+RR5ZuxzzKyOY6/cAXyqmZV2cJG0F55o7iNq/Vu+H+3dk9poXq/jzsn7xPn4KtrSBb/O8xQKWFI9AYQyfi2VTNbEUMBNYdCgm/ahRJs2fvxeTc7tYmajccfsRKIszXW/JRKVkO63RFsjCRt1EfVDRGYULd8VeNbMpgJIegD4tqRZuDkMwCnA5ILtjfLhLCdKWh/PhXAYrp04sAnHcSseEnVJXNNB7OuvZvbPslvlkNQN145sbGYfhTlWtzLFy4XYLArduS8uBG0UnfqxQLfQGB0cZX5QUFf2u/A4wmcjT+F+CtqeH5GvydocJm7Z8yHgCDN7qGSfW5ccY03udw3ln6/8cU2bu9DP83hJ2wLfon5W8MZQHM/UXBu/Ah6ygvCzocV4Inw2/g7cVKop0/wnOezJPCY5lFTDfDjqF5UxM4sPcb3cLoMG3UT6ICeam3S/JRYk6X5LtEWSsFGXR4A7JJ1jZl9J6h/ajafw+Pz/pm4H8EPgYEl/xTt6WwHnmtlz5EY7o1O6afh+jMNHmS/Do9CcF2Y+E/GIMRfE79lmdluMll9d0NYpeI6AIgfQm/CXzUBqE489BJwm6fpwSF0G73x9IekRYD8z+yRXR9YxnxB+FntQP4NxRtkQmwX0Bb4IAWAbIhKVmV2E+04Ac6NE7Rznticeaer3eDjbeseROx8N7mceeQg4VNKjUd9qwCeNbZTjafz+uQ6/f55soOwV+H12XZmR/Sm470cRWcjSowHkIVWfZT7Cz4ZmamZMzYI8EeO8Oul3xT+ieQGmKdqXqoED//X7Dh161MvtUlMz4/zwz0kkmo2BA688p0OH7ul+SywQyt1vuKYjCRuJViEJGznMbIykvwCPS6rGTXWGAkcBN4Qd/m25TW7FTa9G46PVD5pZkZkReCf8DGBd3HTpjhg9/wPwGC6s3G9md4VW46oYVQb4Q0F9lwEPSPrMzLbJr4jj6A18kpn4mNnw8BF4JjryU4GfSZoArIL7HOTr+EbS5XFsY4EXyp64xkNs5rkeuEfSi7hPwpsNlH0eNyNbHjjNzD4FPi06DjN7T9JTkl7D/RrObMJ+GuMK3KTqZflOvwR2acL2RwJXhmP7l3hCvXLcDVwVUxH3ALdK2hnXtvwvt+7PuGDxGu778Sczu10tHH62qZjnNqkip9WZHwq0Lw1OUvd+xfV0G9Ac7Ukk8pS7r9L9lmgJGrivCnNaJRILghT6dgEQmo1jzWynRooucCStAxxoZvUyMFe4/VhSiM1mQ9LGuK/G/81nPUvizvqb4CZEY3GNx2w8i/ib1ObfuMjMront+uKaleXxwYi/WW1ujqzuLJdJfzxSWabl2cXMxubKdcb9j3anNvniH83sgQbaPYJGwvGGpu1s3JdmMm6ydqmZXV5ijkccw9q4w/8g4LFevQ74qkePHQYAVFV9wMSJJ9Cr17706LHTuC++2HsEEbJZHiDiEeD80nMQ7diaMs+1pCuAf5jZ6w0c69VUEB5a0om4f011HOuvQntarvwwmik88sKCpAH4tQI3H63GBXuATS0XPjrKt9jzUcqgQTeNpVizOm78+L0G59q0NZFDJ34fAkw3s2sbPPgCYoBheAzQVLrNYHLhwxPzT1Pvywrq+wOe3+f6cmUqvd8K6i77vo538ZQo2hG4HR8AnBXbLrB8Y4mFk6TZWMQxs9fwsKiJVkaemO9Qmu6rUVqP8JwN15jZXrFsCN7Z/gh4z8w2iOUr4dGpOkSn6TDgdTP7kaTFgbfCZG3uRzGLtBQdmo3N7PAyTTkNj0i2jpnNiiABW5Up2xSuwCN/rRrawcUJn6YCc7zTgZFm9kbsf/T06XfTo8cO3YEes2Y9Q6dOK2BWMxsPe7xDbNcXN5+7rLHOZBFm9ov5PMas/Zvh0co2jHM4kPlLwNguMbOvCNPVxoStln4+CjiBglxCsTzP1rim9uk4pksrOvhihgKv4ckiE61EY/elpE5mNqcJVe6A+3A2RKX3WymNva+3MY/S2Qu3rLgM2F+eb2xzPHokuJnwVngo+EQCSMLGAsE8yd+IVm5Gi2ApxGazYWZn4KZ288s2uD/O3M6KmY2E+o70Zva+PIzy33HTLQN6R4esF25e15SPIbGfHriGYcVs9MvMxgP/ifU74LlQulKb+2Nqmery9a6MRyXbJ/xJMI/mdmZB2S3xD/OGucUf1tR81aeq6p3fduq0yu9nz351hc6d155UVfXmfePH33CDtPcOcdwPADeY2SWNNKmXpFvxkMwv4SZ9VqKhOQgPa/wp8A4e8SwT0OrloimpfylgQu4cztXyqOEcN/nzdREeLGE6cLCZvRkd5UupNa042syeig7R8sBK8f9cMzu/kXOwsLHAng9JdwLLST0n9uy5x4wePb7fH/hw6tSbbpo+/a5jpb2Px/3uDsJz8VRL+hlwBLAdLnzchwtGm+baeLeZraeCXEj4yPTGwPWSZuDR8NYC/hFtngAMNbPPJG2E5+uZTsO+ZIlmIjSaXwMb4Ka5A3BfxDVwjcQBwP74dXvOzIbGdn2ALmb2ZSPP74odOgx4D2ytXr3271BV9fqUmTOfnGQ2bT9p71vCjLW0TQ2+r/OEr+QhwEeh/a0o31hi0SYJG4lE+yPr+FbKy/iHDuBC3G/kU9zhfs+sU99EVsHV/fWSB8bo/EnA9mY2TdLxuHbt1ArqXRt4tbE2yXPTXIUHPihtw60TJ57SCdcg/WLOnA/H4Z26jH/g+VLOoXE2iDZ9igeS2Jxcp00egvpkXOCZAjwKvJrbvigXTZ7hwCmS3gb+i4dKfjy3vlyOm4zLgEPM7B1J38IjzG2L5w46x8yelLQ8rsVZM7ZZA++Q98ZH7i8p6qAsxCzI5+NAM/taUvepU695YerUa1bHTU1eBrY0sw8UgUgkXUpu5FvSdgChlesiaSXz8Ol7UtsJrJcLKUwAD6dW2O2MJ/jcOTqqewJ/wbWBV+G+X49LOrsJ5yQxf6yGv/+qQ/hYDH8uf4z75W2O50h6QdKQEIa3p9Ykq6Hnd+Wamq82AtaaPPmcZ4C9whTqDtzU6c6C9pR9Xxdhnr/qA1y73JR8Y4lFlA6NF0kkEu2cfAjm7+EO9Uvj6v8LY0StOfk2PtL6lDzj+/7MY7QwSSdKGimp1FzkEuDfZvZUwWb/AX6CBzO4sWD9o3gktCUqaMLzZvZxdDhHUpubJWNT4HEz+zo67LeUrL/TzGrCt2NQyTpC27MR8Evc1vvmMF/LyOe42Sy/bZg7fAe4Jc7zP3HhBrzjcmEsvxvoIw8qAXCfmc0KLcoXRe1axJif5+NISa/iUeGWw/PzfBsPOf0B1Mnn1BD/odZ8Zk9cowWeC+k5eV6gbXHBt5TVcQHr4bjeJwHLhqlgv5zwWi93T6LFuMXqRhu8J3wcRgPjzWx0vFPGUPtO+T6ucYWGn98H4l0zGvevyOeRyupqDgT18o0tA2wbWuVEYi5Js5FItD/G4KGKK2UD3CkWXIV/Rnz43o3RqzXwyGBN4V1geUm9zWxKyToBD1tB7o8KeB1YP2zoa8zsL8BfJOVzi+yPf1R/XlSBmX0uqQrPFH8U3iHPcxOunbhf0jYF7c+Tz7NSTf13amEunTLbl8u7U42bYY6ITuX+1IbDLpfjBnww6RszG1JQbQdgM/OkmbUN8AhvjR3Tws4CeT7kDt/b4+d5epjWdaPhfE7luBkXGm8HLDRVleZCEjDGzEqF0X7z0I5E81AaiS+fn6k0d1P2/G2K+/RBBc9v+LOV5pEq9yw39L6uRwg2g/Gohr+gIN8YDScMTixiJM1GItH+eBQPRzw3KpOkTSTVc84O+++/4WYW4Lljtot1g/BR0feb2gAzmw78CzhfUpeob6mwR38W2DxGxJDUQ567pJJ63wVeBP6syFEQna5slG0l3ERk30YcL08BjrcyWcrN7Fxq8+7Mj0P288BWkhaTJ4ncvSkbS1pd0qq5RUPwXD0Ze+b+18lxEyYRH0j6SdQleVhtqM3Jku1nSFPatZCzoJ6PvsDEEDTWwDtg4NdpK3neJcLuHernCpqLmb2HC34nU6vVKMqFlJGv6y1gcXmwASR1lrS2mX0DTJK0RZSbr8AUiZZD0trAm7n3VbM+v428r0vb0gsXcu80s4n4M7GVpE5hsrcVtcJ5IgEkYSORaHfESNauwHclvSdpDDCM2sg0K0t6RdIbuHnGBVYbcek04Dsxgv4I3iGf17DGJ+GmP6/Lc3/cCXwZDt1D8dwfo3DhY41ylRTwC2AAPrL8Eu7LcHysOx5PAnl7mFdlU51Qwmb2tJnd2dBOzOx4PDrRdarNedMkzBNlno4n8PwvrpmZ1IQqegHXSHo9ztVa+LXMyHLcHAUcU7D9vsBBYcozBtg5lh8JbCxplKTXcefkRYIF+Hw8CHSK63Yafp9nAQ1+id+jr1IrPNwD7Fp0vwY3Az+LNhHCQpYL6U7q5kK6Grg0zGw64oLImbG/kdRq8w7Ac/M8gzspJ9omO1JrDgUt8/wWvq9z6x+L5c/jAsavYvmteJCP0bg/2qtWPt9YYhEl5dlIJBKJFkRSr4jg0gkPuXqlmd3RDPWOJeW4SSTaPZIexoNdfNbabUkk5oX2ZoubSCQSbY1hkrbHzV6GUxwNJpFIJAoxs++2dhsSifkhaTYSiUSiASStS/1IPbMskhsm2iaqm705z3bmydYWqv0kEs2BPATuiiWLjzezh1qjPYlFgyRsJBKJRCKRSLQT3jnghX1wX7Hlcf+KE1a9apMbWrdViUWZJGwkEolEIpFItANC0Lgc6JFbPB04OAkcidYiRaNKJBKJRCKRWMiR1KHaqs+grqBB/D69FZqUSADJQTyRSCQSiURioSEi2/UHBpZMAzrQYbkymy2/gJqXSNQjCRuJRCKRSCQWGSRNNbNejZQ5GrgsEt41tf5dgLfN7PX4fSrwhJn9t4n1dAF+hOfV+BOeX2hxoB+RyBTPAv8NnhPj3aqaOZ916dh5qYLqPmzqccwLlZzbxKJHEjYSiUQikUgk6nI08G/c36Gp7ALciyfxxMxOaaiwpO7UChLZ/4FAHzxy1CDgW8BXwOfAa8CEmL42szlZXe8c8MKxFPtsnNCUA5Ak3K+3pinbJRJFJAfxRCKRSCQSiwzZ6LukrfHs8ROAdYCX8CztRwB/A94CJpjZNpJ2wLULXfGM2QdEss4zgB8Dc/A8OrfjgsakmHYHTo5lDwJvAvcD20Zd1wHTgGWBH+CDwDOAvwOjgJWiTTvmO/6ShuJCTcdo+9+BLsDPB3Tr3+u+XW7s2r/bYste+8bNX1/86r8mfT3zm6nAu8DPzWy6pEHApVE/wKHAp8ADwGPAZlH/4XgGcwP+bGY3x3k7FRd+VgeeAH5tZjWSpgLnATvFcexsZuMl/QjPUt4ltts3li8O3IALWS8A3wc2MrMJkn6Ga3W6AM8Bv462/gvYONp0pZmdU+ZSJ9oISdhIJBKJRCKxyFAibNwFrI13tJ8CjjOzJyWNBTaOTu9AXIjY0cymSToeFxQuBJ4B1jAzk9QPFzD+DTwNvIhrKH4PvA+8DRwLPAk8DqyHay3+CMwEPgK+BrYDDjWz3aONx5rZTiXHMBTvvG+AJwx9F8+Xcamkc4BxZnaupAFZvhdJfwbGm9kFkm4GnokyHYFewGLRzu+Y2bOSdgcOwQWAgbgw8C1cwHgQWAsYF/P/NLNbJRnwYzO7R9JZwGQz+7OkxYBv4jz9AljTzH4r6ULgEzP7q6Tv48LO4jGdBexmZlWSLgaeBcYAZ2SJDiX1M7NvKr32idYhmVElWp1/735MvZjgP7vtnBSiL5FIJBItzfNm9jGApJHAYFwYyPNtvGP9lFsX0QUXMjoCNcDdkl7DO+qLAWviPhX9cBMmAz7GNR+HAr81s7clfQv4S3TslwOuAFaN8p0raPtjZjYFmCJpEnBPLB+NCzIA64SQ0Q8XKLLkfdsC+wGYWTUwKQSCcWb2bJTZArgx1o+X9DiwCTA5ztv7cd5ujLK3ArNxLQ64pijLfr4scLOkpeL8fZDbx67RjgclTYzl2wEbAS/EOe8OfBHHuJKkC4D74pwm2jgp9G2iVQlB43JgBfzlvAJweSxPJBKJRKIlmZWbr6ZkEDZG/fviZjxH4OZD5wDvAL8EbqRWG3E08AouWDwOnBMmPu8Dr5jZC7i51dcF+zsNFx7WwZ3CuzWx7TW53zW5eq8GDjezdXEzsMbqnZabV9lSLhAV/a6yWpOZ/PFdAFwY7fhVrh3l9iHgGjMbEtPqZjbMzCYC6wMjgMNwAS3RxknCRqK1OZ2CmOCzq+f8Q9L6kpaT1LM1GpZIJBKJRQNJnfFv0TKStsE7u4cAx+Najc1xH4alcF+Ez4D/AnfgQsf3gaXM7GHctGh2EyNZ9QU+ifmh83k4eXoDn8Xx7Ztb/giuZUFSR0l9CrZ9Atgz1i8ObAk8H+s2lbSipA7AntTXBpWSP779c8ufBH4a7dgB1wxl7dtD0hKxrr+kFcKkrYOZ3Yb7wmzYyH4TbYBkRpVobQpjf3fu0HEQ7mAGgKQDgeuBl/FRobmTmc1cAO1MJBKJxEKOpG7+T0NwM52lJR2Od4bXxCNA1eBmUofgpjs/x789v6fWLOgk3Oz3LnyUXsAxse4m4HJJRwJ7VNi0s4BrJP0GeHQ+DrGUk3GtzDjcvKp3LD8KuEzSQbgG4lBcgMpzB+4o/iquufidmX0uaQ38/JwBrIsLJXc00o5hwC2SPsF9L1aM5X8CbpS0J64N+gyYEr4yJwHDQ6CpwjUZM4CrYhnAH5pwLhKtRHIQTyxwJHUMG1D+vfsxY3HTqTqY2bj97jhvAzxxUX9cVXozbivat6T4dGAiHuEiL4hMNLPZLXQYiUQikWijhEa8NOndQNxvIWMO/t2YUDJ9nUK+lqec0/o81tUVqDazOZI2Ay4xsyHzW2+ibZE0G4l6SBqMR5d4EneMexW4Ch+BWIJaVey5uNPWDDwM4Fth33om8D18JOTyiHwxFrgS2AG4MGJ4n9Czc9eOWw5eu2qfdbfsDPCLuy5i68HrzHnqozcMdzbby8zeC6exvrgaux/wGzyyx9q4rWtP/H6+Hx9tErCTpBXwuORz8Ggit+OOaqfgH50JwFAzKx3RSSQSiUQbJ8x/ioSK7rlis/F3/fvUFSq+sTTi2tosD/wnNBWzgYNbuT2JFiAJG4lyrAL8BLdFfQHYB48a8WM8OdB+wJYxGrE97nuxe5RfEdgg1vXP1TnTzLaQtDSuRt1oWtWsic9+9ParK/UbtPi3l1t94KzqKs2cM/uyKbNmHCbpFDwk4OGxfScz21TSD4DfmNn2kj4GHjCzmZJWxdXXpwB74cLOr/DoImfgDn2dgF/goQk/A1YDrpZ0Mq4N+QqYlEa1EolEom0Qg1P9KBYquuSKzsCFiDfJCRVmNnlBtre9Y2YjcAft5qjrHTx8b6Idk8yoEvUIzcbDZrZq/L4WeMjMrpe0Eq4d+BFwPrkwfWa2hqTbgEvDSS5f51hgKzMbJ2lnYHcz2y/WHQSsbWa/kVQNdA1BZSXgdjMbImkEcKKZPRXJiJ4ys1Uk9cVjnQ/B7U5XM7Meks4FXjWzq2IftwO34FqOe3BBoxMeXnAacG2uuTXAN5T4huCCyJQ0EpZIJBLNT2jGF6NuJu0BuFDRMVd0Cv4+/jL3f0ITHbLbLUfsMKheOPkLho9P4eQTrUbSbCTK0VhIvSxM364hnIyI9aJ+SLyMabkylZKvK2tDPpzeMcB4PBReBzwxUrl9VOEjXaPNbLP8irDvXQz3DxkQ8wNwf5J8vPM5YdJVKoh8bWZTm3BciUQisUgSkZEGUFegWBx/7+ajZE7CBYkPqNVUfJWCgpQnBI3LqY3yuAJw+RE7DCIJHInWIgkbiXmlXJi+4cAhkkZkZlRm9nXJts8B50UIu4nA3ngMbvAPzR64OdQ+VBZO72Mzq5G0P7WjX08C+0u6Bv+IbQ3cALwFLC5pMzN7Jj56q5nZGFwY+rh0B5J6U+uonhdEViX3YZQ0mwIhBBdEZjRyHIlEItGuCOffItOnfrlihr8nS82fvjKzqgXZ3oWZONddf7394md2kOqFk8c1HUnYSLQKSdhIzCvlwvRdgftBjJJUhY+wXJjf0Mw+k/QH4DFcA3G/md0Vq6cBa0t6CR/V2rORdlwM3CbpJ1Ffpj25DU+y9BruSP4c7osxW9IewPlhgtUJd3QfU24HWYZWPHTgXMKOuC+1gkg2LUVtBtms7AwiQhYlUbNSxKxEIrEwI+/cFgkVvXPFqvF336fAKOpGfqpeoA1ug4SDdLf5mIT/WbbMLgrDzCcSC4Lks5FoU0iaama9Gi9ZUV29zGyqpAF4IqLNzezz5qi7gn13xEfvSgWR/ngc9zzTqOsXkgkkE81szoJobyKRSDRGaHmLhIr8SHpmrlo6fdPUwBvhwzc6t+gmMzujCdsfDVyW+XI05/elZD/DgKnAecy7sNCltN4SqnEz4QanQ7db/L5ps2qW/uybKlZfypN0j59UxZhPZkwZ8/GMosR9CwXZOTazv7V2WxJNJ2k2Eu2ZeyX1w1/ipy0oQQMgRuq+iqkOYbqV+Yfkp1Vw35N82ckUm2Z9k0YDE4lEc5PT2BYJFV1zRWfiQsTb1AoUX9K8QTRmNJZzIZ+3qYCj8ciDFTmOx7H3wP30MiGgO37c3cos646HiK+h7vkpYjZ1hYOJuC/ijPidzddbVunA0xE7DDpu8ozqf739+cxumbAxqG/n6YP6dj6kku0XBJI6pYG0RYuk2Ugk2hBhd9ufWr+Q/Hy3XFGjOGLW17i5WHqwE4lEWcJsp1zkp/xA5FSKIz9No4Upp4koydv0AB7dcMNYtzru83czcCruXP4Nnn06y3S9GZ576VxcAPgF3qlfDjfzegXYGR+o+gqPwDgTOAj4KMp1AS4FXgd2w9/VS+K5qK7BTYpnxv+lcEHkPDO7LNp5EHB87O8dYJaZHR65oa7Er8eXeA6rDyMK46XASnEaDgV2xK/FeVHnX4Dx3bvoiDnVrNy3e0etsmTXiWZc9Nx70zYws50k9cJ9JDfGvyN/MrPbCs7vDcA2uOD1S+Cv+IDY2WZ2adRzF34PdQZOysyhJe0HHBv1jzKzn0u6Gv8+bYBnY78ujqcH8B5woJlNjMiTI4FNcSuAA83s+dBsLB/HvzxwrpmdH/u7M65JtwrP8eKx78y07OiIdLkVrp0i2r5lmFEn5pOk2Ugk2hBmNgsPy1svyaCk7tTVhGTO6stTN2JWdQMRs9KLM5FYhJDUieLIT/2pG/lpMt65HUfdHBULPPJT5uwMdJc0JtopvIP6JN6pXAnvNHcDeko6CxcMdsQDfXTETVRvxTUb38O1ELNxIeOHwLbAf6JcT+DAKPtv4A/A/4Aj8XN2NPBd4B0z20rSlsDFZraOpPVwwWcz3E/lLWCYmVVJ+rmZfR3v7xciPHxX4GRgQ9wf8FE8eS64j+O1ZnaNpAPxEPO7xP/HIwJkRzwp7ae4IHReCI97AZvOmG2jgGO/nFK1U5zPranNZXEyPiC1bqxbrMxl+MjMNpN0DnA1sHmc6zF4R30msKuZTY5gL89KuhtYCzgRN1ueUJJrazVgezOrljQKOMLMHpd0Kp5T6+go19PMvhPn+EpgnVi+Bi4A9QbeknRJBBE4sInn+DzgHDN7UtLywEO4n+WxwGEhePSiNrplYj5JwkYisZAQEa0+oTYK2FzixVjkH7Iyufj04bRfLmJWilGfSCykSOpC+chPWbAKw013Ss2fvmrOQBXN5eyMax9KIyhtgWsV3sM73DNx7cbqeEf9SODneEj0Q4Eb8cGbmXjC1wPNzCSNB75rZv+JRLGPmdmICBzSzcyuj2O5BLglgosQ9WFmT0jqE6a6APfFYNEsSV8Ag3Ch50hJu0aZ5fAohkvigsPXsY9b8I44uMCyW8xfhwdjAReM9ot9V+MBVCZJ+krSBrG/V8zsq2hnObbHhRKirollyt0d/0cDvbJAKZJmxjFPA04PgaAGWCbasC1wq5lNiPrz0ShvCUGjL9DPzB6P5dfgebAyWvocbw+slTtPfcIf6SngH5Kux3N81YtOmZg3krCRSLQDIsfHVDyB01zCBrkP9YWQQfjHOR+6dxZ1HdSz6Flfp7j2iUTbIEZvi4SKvPNvDf4Mf45H5MtHfqrIVj58yxaUs/N0/H2T/c78Fk4Ari9ZNgs4GLgk69DGSPYo3CTnKTN7NJbPAT43s6/id1XOxDSfrwlqIxk2RqmJavY7n5uqGugUGoXtgc3MbHqYCOWFqXnZXylX4OHnl8S1AI3RUC6sPPncWqV5tzoB++Iaso1CgzOW2mNrLNdWY7T0Oe4Q5UtD0p8h6T7gB7imZnsze7PCNicaIAkbiUQ7Jj6sk2L6IL8uRh/7UV8QWRZYu6Rs1hko0oikWPiJRDMT2soioaJnrlgVLlR8SN3ITxPxDlresbkHMCBMlPJOzqXOztmyvIlVEZmzcyYENLuzsyQzs7EFy+v8NrOZkh4CLsH9KjKm4CY3EyrZX9Q1SdJESf9nZv/DtSSP54rsCTwmaQvcHGlSA5qEvnhUwemS1sAdycGjI54TJkxTgN2pjbr1NK55uA7v0Ge5ph7BNTXnhhlVTzObjPugnIqb0u5TctxFDAcOJ0yWJC3WgHajIfoCX4SgsQ2ePDBr5x2SzgktS71cW23gHGfn4Ow4B0PMbKSklc1sNDBa0ma42VYSNpqBJGwkEosoEYYyExrqEHbeWcSsvLP6SsB6JWWnUCyITEwRsxKJ8uQ0j3lhIvOryEZnO+OjuJPxkeHPqe3kV0e5rsCKuN15t9yyhjBqhYBsmlywrGia1dQwtvNId0kjc78fNLPflyl7PW5+NDy37DLgAUmfmdk2Tdjv/sCl8vwh7wMH5NZNlPQ04bzcSD0P4kluR+F+HM8CmNknkk7H8z99ijuZT4ptjgSulHQc4SAey48CLgun52pc8HgmzLseo26EwlHAHEmv4v4Wr+Ta9GfgIkmvRT1/wv0+msr1wD2SXsQdut+MYxsjd1R/XB66+BXqJv7NaO1zfFFs0wkPHHAIcHQITtVR/oHKTkWiMVI0qkQi0STCNjwfujcfNSsfbz/TqpSLmLUgOiuJxAInhPXS6Vu4VqIDbsaYCRfdcIGiE97JyUyF5lBrYlTOn6KKCnIvFE3N6aPRFpB0LNDXzE5uwX2MAI41sxeboa4sD1QnXDtxpZndMQ/1dMCjO/3EzN6Z33a1Nm3xHCfmn6TZSCQSTSI6KeNjqoOkbhRHzFqXuiOtNSoTMYvmjdOfWEQJU5NOeEe+aL6hdVnnv2PJfEPr8vNFHBrrvsH9qzJH7c+oTeg5haYJDElzCEi6Aw+GsW1rt6UJDJO0PS5sDgfubGoFktYC7gXuaA+CRgsw3+c40TwkzUYikVggSOpJccSs/tQd+JhDzhSLWmf1r20BxPZPNB8x6lrUIW+os95c0/xShd+LzTVthQvcM3BfqW6xfDZu5vExnsPh0xSQIZFItCeSsJFIJFqVsFvvTbEQshh1HVVnU1cLkkXP+rogskiCuR3+5uzEN2VqStSdIpqzs9/QVIWbMM0BqhaEiV+E/1wWD9W5LJ4MLjtfX1IrfHw8jw68iUQi0SZIwkYikWizREe5L8WCSF/qdmZnUD5iVh379MfX3GQf4HQ8IeKHwAlbvfFCaTz/5jwO0Xod/saiCjXG3E54br7BznrJ/Jz4nZ9vaF0VMKc9mQj1WfsX9e63yWOuqHO/hS/U0tQKIMtQa3o4HRc+sumzSiM6JRKJRGuThI1EIrFQEjb5/aj1C8k7qvcpKT6VEDxOX2aVTb7dq+/xHdy/BPCEie/NmvH7X4x9/X4q78Q3xRdgfjv8NRR3zst21huZKi6X/GfmjxA0Lqdu8ITpwMGlAkeeEFAH4sJHJoBk2Z5rcF+PuQJI5NpJJBKJNkdyEE8kEm2W6HB1qXDKkhJOwfMELBZTX9x5dBDQf7VuPTbq4AnL8vvp3q9jp7Px+PaNddKr8c5eJf+bq2xjdI6p2WkkG3GiEXqtvt856ti5R8niHlZTda6kcZTJWRNC3pcxvQJz/Z6WoVYA2RiPcoWkb6ir/fgiCYqJRKItkISNRKIdIsmAf5vZz+N3J3wk9Dkz26kF99uJYkHgJuAfwLtl1pebmtKBngMsBWyGx0gfCjyG2713iPXf/u/kr9hrwFL1Nh7QqXMX3MSlC66VqMHD92b/s33MzTXQwHxDnbwfAfc04bgAhuBJqTpE2x6KYyvHGngW3H80cT8JuBZ4Cvhn/O4AXAC8x7yczw6dBhQuV6fFga3rLGogZw2e+Gy4mb0NvB3lO+KZozPhYzCwTlQ3W9In1Aofn5hZPgNzIpFILBCSsJFItE+mAetI6h6O098FPskXaKLWoCve8e+am++cm8/KlBsGHwhsiWsYwDvjs/GOeVXu/6SS37OiXDbl11XhWovFov5BcZzv4dqAz3Gn27Ni/hfAq7PNlqfWHCV/PsaZ2V4x3xnPidALd17vVWbKRqyz85SZb03HTbeKpkuBXwFTK8m+Hm05E9jUzD6ODNCDzeytBrbZGljfzK5rrP5EXSRdgl/7W81shqQd8aRjn8zL+eyz9i9Ooza7cn4/4/AMxkU5a1anfs6aocDSkl6iriDymZl9gicvyxzPM6fzZYEtiOdSUnI8TyQSC5wkbCQSCwmhNch3+vOd/M4l/zsC7wCnSnoZOAzvhK8m6Rg8E/iPo3wVnkF2At4p+R6wauz2BTwj62/j/2rAI3hnPtOQPI9n6p0N3B91bYgLDkfgHf0fxPpd8Q75QWb2P0mDgevwzh3A4Wb2dDiGX4iHC/0gjucO4CVgR+DXeGd/OnAr3un6HB/lPRkXMpaMfb0CfAH8H3D/GzOmLQ/s8s7M6T3+8fk4ZlkNS3buUn3w4sv+ZSvmJpV6DtgG9wnJ2toNuAQ3XZkD/AZ4PPbxVzzGv+IcfI6bZF2KC0JDgG/HOe6Oa17GS7oeWAsXxDoAY3BH4snUCidZSNivAGJ0+i28rVfj2pS1cWHrN2Z2LznC9OYCPNdJJ2CYmd0Vo+Jn4KPrXYGLzOyfIagMi7auE+f8Z4uYSc4DwA/xe2tv4Eb8/kFSf+BK/BmaDvzSzEZJGoY7gK8U/881s/OBE2ZPGHVV1aR3ugB07rc6XQasMx04Ab9HjsWFiVH4fT0Kf846Rj2P4VqW5fDnqQZ/3pbAn6suYUJ1Hi4UZULI07hJYWfc8TwTQNYCNohjyTuefwR8nhzPE4lEc5OEjUSiBYjOciUmQl0rKJdNlRrPG95xfQ/YATe5WA54GO+8vImbM92GR3AagpvoHAb8FO/orhfreuLJ+w4GRpjZDyQtjQseG+HmHcOBHmY2XFJ34AEz+5mkU4ChZna4pCrc2XhjST8A/ghsjwsB3zWzmZJWBW6UtDlwALA+3iFbFTgt9jUIOBDvJL8Tbd8wyg0ADjSzZ6LDDN5Z/AkucLwMzHpm2qRXgPtO+/T9q3+z5AqdhvTo/eHRH7718gEfjFl7aO057GRmm5a09TAAM1tX0hpx3KvhndElgLXNbE50RifiI9H3mtmXkm4ATgH+hwtP38OFpTXxDv1fcCHkZ8AxwMiSazoW+ELSmDj3D+Idyf64QPTTaMN9klYp2fZE4FEzO1BSP+B5Sf8F9sUzuW8S2pKnJA2PbTbABZhPcZOizYEnWXS4CThF0r34s3AlIWwAfwJeMbNdJG2Lm10NiXVr4EJqb+Ct0JK8RYcu43utupchlpv2/p1z6NDpz7M+e+pVXDDf3MwmSOpvZlNC2P2hmd0Z9/FNZnZq7OtYM3sxtBeP4M+JcMF/P9w8L/9dn0NdU6zX8evYAb93MgFktShfIyk5nicSiWYlCRuJVmf/JXauFxbymi/uarEwpEWEqUpTfAkam5rybFVR11RoNj5i+k3B8tKp1AxpdnR4TzCzP0j6Lt7huB4fhd/EzB6QtBxwPt6RN6Czmb0jaUN8RPaLaNuUOD8AN8eyTXDB48tYdz0+Mn8nPuqalfs33pnKyOZfwm3LwbUCF0taH+8ALYOP9P4A1w6sgI+4ZhqW54Dj8GzM4KO/n5mZSdoBFwDy/CfaswY+Ov0dgK3ffPE+4POjxr25PMBIaWXglkbaugWuIcDM3gwzmNVwQeTSbETYzL6O83Id8DNJV+F+JPvFtTEzGxVlNoxjPjL20R34L64RyZtrPYt3/jcBdsM7/3fiHcUPcAEM/B44NeaXkvTDKP9TSSfi16d7HNMOwHqS9ojyffH7YTbwvJl9HG0cGeUXGWEjNBWDcUHy/pLVW+DCOWb2qKQB0fkHuC80T7MkfYELx1tQM/vqKW9ecwqApNNmffbUNFwTdquZTYi6vo46rgB+h1/fA3BBv5Tl8Hvv3PjdEffJOovinDWLR/nSnDVfxXbv4e+snvgzmRzPE4lEs5GEjUSrEoJGPizkCsDl+y+xM+UEjgq1Bk2dKtUa1FDc2Z9GfV+DvM9BuXVVLfzhvhv4G24qk3dUPQ14zMx2jU7ViFguyjs3T8uVqZR8XR1i1H11oI+kI4Bd8PN/Fa5ROSfasirwrJldCiBpT3yUfTowxsw2K9jXjpQ48JrZ56FV+S5wFCFsVEDmSFtN7Xuy3HGXO2dX4SPNM4FbypinCLjGzP5QsO6rkt+PAEgaiAsYZ+ICyIt4h7gXruH4CO9cdsLPY29c6JqQq2uXWHc/bgaX9ylZ03ej/vE7fw4WJco9O0X3QXb98w7Y2Xlr0n1jZk9JGixpK6Cjmb1WZttyz8HkmMbW2aB8zpqlqZ+zJgt20AnXnC2DmwHOAGYkx/NEItEUFsUPSKJtcTp1HSEBelTZnHMjolI5f4RKKdIGTMO1BqXOx41OC2GisStxU5nROdMi8M5F5jA+NLd8OHCIpBGZSVBuxDXjOeC86PROxEd/L4h1HYA9JD2Aj9Z/IGkvfAR+79hnD/wafoSbUb0H/B23X+8Qna2lgf0lXYZ3nLcGbsB9FRaXtFmYS3XGR2xfx81dRhacg1OAJcysOgvjamaTJE2U9H9m9j880s/jDZ9KnsBNjx6VtBquiXur3Dkzs08lfQqchAs7GVWSOodz+CPAXZLOMbMvooPf28zGZYUl9QI2NrMRsWgIMC72NRvXrJwLrIh3ii/HO4Ybmtm5kpaI5VfiAslGcR2WwIWv12L9YFyTlTkWZ9qjDYDekqop7/Q+tR1mcC/37GT3wWmxfIKZTVb5EMFPAFdLOgPv0O+K32+zgTvi2n9V8qxdi2viTsvVMwUXHKHMc2BmY8o1IrKiT4zpvfw6lc9Z0x9/504DusXyLviAQWdqhY8PcXPND0mO54lEooQkbCRam+WLFnai4+L4R2423plpklAQU0trDdo8YQpzXsGqs4BrJP0GeDS3/Aq88z4qNAKX447a+To/k/QH3HFVsf27krbDBbiDcOFhJt5h6o13Sp6NbeYA+4ZN+hjcd2T7WJdpT24DtsM7wm/jAs4kM5sdZj/nh+lKJ7yj3R23oy8aKX66zOnZH7hUUg/csfaAMuUyLo7yo+MYhprZLEkNnbPrgcXN7PVcPZdF2ZfNbF9JJwHDY+S5CvcNGZcrL+B3kv6Jn8dp1BUQ38IFpUHAIeH/km/3afg5Gh51jTWznSQ9BfwZ1/gIz+ewFy6orIiP7PcCNsVHyoWHFu5FQUjiEEam4Z3iskIJMG1heC4beHaGAVdJGoVr2vZvpJ6X5Y78z8eiK8wsy5vxF+DxOHevUHtdr8evzY25qq7G778ZuFle0XNQVthopI3VuCatVJuWmZhmAkheEBmI3w998HtmB/y5mB6mV2Nxv6o3gbcqibyWSCTaJymDeAsgaaqZ9Yr5B/EX8ZPWgvkNGmjL0sD5ZraHpCHA0mZ2f6z7MbCWmZ2xoNuVsf8SO4+lICwkMO7aL+8eSzhEltte0v3APmb2TcnyYfho698a2n/+Ws0PYYp0r5mtU7CuVa5BjLoeGx3Lofjo+OHzUV8HvIOxZG4ahI90gpuNDMN9BD6P6Yt5jW4jqZeZTZU0AO+obW5mn5cpexLwrpndNC/7aikkXYgLQf9qofqvxu+7W1ui/gb224W6PiW9qQ0VnJ+6F2xuuFBSTwiJ/3OFlYVQk9gshEC9s0WenLaKPLBA3iRrRWqjcQ3EtSHg5qfjcc3HB/gAwie44/rkhUH4TCQS807SbLQ8Z+NmI79qjZ2b2af4CBi4+cXGhMOjmd2Nj162JidQ12cDfLTwBOCXjW1sZj9ooXY1C5I6LQTXoB7yMLuLU1+wyEzYqvDOw6vx/3N8ZPykTJBqBu6VR0/qApxWTtAAMLM/N9M+mw15PoRpeNjgdoWZzaY2ylFZwjynXI6SbFoSF1Tq2SFJmkmxdqSO9iTa0y6QdAHuf9Sm320wNwzzZzGBR1sDIDSGy+DBGVbFzfTWwoMcdMA1n5OBiZLG4tq8ibh2JcuoniJhJRLtgCRsNBFJ+5GLi25mP5e0Im5P3gkPSTkXM3ukxN43q2cTXEXfEzc92c7MppSUGYHboG+Kq6oPNLPnVT7O+1bUqv0NjxA0ALgXDw96KtBd0hZ4XoDueMf3RLzTuJKZ1cRH4i1qR6guwjue04GDzezNknYOw0e0lsLNSX6Da3N2xEevfhRtOdzMdo1tvgscama7rddztXU/mf3FMUDXHh26Td+017qH3/bVwzdcK/0yt4+9cQFEeMSX42P5WHzEfoI82s5+uC/Al3gkodLzXvZaSToOd7DtCtxhZn8MjcUDeCSe78Tx7Gye7GujuA7TyUXqCS3CD/FRvZ6SDmzsGpiHhx2ERyFaKao6tNQESNL3cT+Xjrit+HYqk0eh9NjLEaPUS+DXLxMqFqc2cs0sXJh4Ee9UfI53BIpGI+dbS5RhZls3V12tgZlttAD2MbSl9zE/hGZiUkxlkdt9FWlG8tNy8b+ez1aYrzVkupUJJdOb47haEjM7orXb0BzEuX4nJqBOxvPVYloZ/0ZtjJuGZddxEjA5TMaysL1fU1cQaW8+QolEuyUJG01A0tp4x3xuXPRYdR5wiZldK+mwCurpgofj3NPMXpDUB7fFLqKnmX1H0pZ4x3Ydysd5PxY4LBxse+EjR4CPRMrzHsw1pYlOceYs+yqeQO0xXDh4yMyq5A66h5iHRf0Wbre+bUE7V8bjy68FPAPsbma/k3QH3vG+C7hI0uLmIVMPwO2eB+JhPAeY2TRJx3/89fjlSs7X0njknbl5HSTtYmZ35spshNubb4Df1y9TIGxQ5lrJw6auigt2Au6Oc/5hLN/bzA6W9B887OW/8WhDR5jZ45LOLtnPZsB6ZvZ1CCwNXoPgfOBx8whR2Yhw/jwsjmuBtjSzD3L3X7k8CvWQJ6YbhH/wM+EiH2lnOi5QvEuYQpWaqCUSzU0IrplQ0CDyXC55IaQ00/sg/H3UpWDbGioQSnC/kpr5Pa5EXUL4/CSmxwDinbVsbloe13QviQ909MdNNGvIRfsKrVc+k/pXhFBiKTpWItGmSMJG0ygXF31zIu46ng35zEbqWR3PDfBC1DO5gbI3RpknJPWJF3O5OO9PAf+Q5z243cw+VvkIKaXcDOyJfwD2wnMf9MJH82/J1dO1zPYPhHAyGh95zLQGo4HBZmYqyDsAfB8XUJ6KfXTBhZU8DeV1yPg/XBsxPcqUM00qd612iOmV+N0LFzI+BD4ws5Gx/CVgcJzvfmb2eK6uHXP7edjqR3FqjG3xc5IfEc7zbeAJM/sgymT17wD8WNKx8bsb/sHuBvSQJ8nbCNd85E16JuMCxRhqBYs62rVEoq0RI9ozcO1lWcKxudSvJP97MVxbUuRXgqQiv5IibUmjPkl3arN6uYR2sWcWaC6htkoMZnyDB4PI/ECWplb4WAb/7mShgifjgyKZw/ny+CDcXOLafV00zasPWSKRmHeSsNE0GspB0BQHt8J6ohO+AfBpzhehtJxRJs67mZ0h6T7c1vdZSduT0240wt3AX2O0fCM8wlBP4BszG1LB9rOiETWS8lGgaqi9z+rlHQjziYfNbO8G6m5K5ux5LSfgr2b2zzoLXStRGju/Ow3fC1AbVak5KbdP4ULKVGr9K76Lh4JdGg8b2zfa9Bi1gkWbNylJJOYV8+hHWajXsoQWsTETriXif1P8SqYCUy9jg+8NpMs5QnVyCd2pzUgCR31CK/FBTJmJ3eLU1X4sFcVrcE3sW7gfzyxcMMkiZq0MrJ+vX9JkigWRbxbVgASJREuThI2m8QjFcdGfwrUB/8bjrzfGm8DSkjYJM6rewAwzKwq9uSfwWNj4TwqTp3Jx3lc2s9HAaEmb4Y55I3N15eO018E86s/zuJnRvfHSnSzpA0k/MbNb4qW/npm9WsExFu2jKO/As7h51Spm9m74iyxrZm/nNm0or0NGPpZ9J9wU7J/Up9y1egg/n9fHuViG2pGzomP5RtIkSVuY2ZNUdt2hgWuA31+HAudmHaASrdcz+LlaHw/tuyreSfoa96u5FxdGeuAZt6twp8y/4eds41IfkERiUSd718VUlnj/9aBhoWTZ+D/329qDjsfmBI25i2dQfX4854mmMQV//y2GCxSD8RwhmY/ZdOoKEZ/i78lMoByIa3lLQzibpOnURkXL/19YB2Y+N7OHW7sRiUQSNpqAmY1RcVz0o4AbJB2F5weYi6T/4Z3+XpI+Bg4ys4fkGZEvCPvjGXiegSJ75YmSniYcxGPZMIrjvB8taRt89P113LF5qVxdjwG/lzQSd04u5WbgFnwkPGNf4BJ5aNHOwE24M/m8UifvgJl9GX4LN4b6HFwYmStsWP28DveXOkCbx7K/GReuxpGLilJC4bUys+GS1gSeCXOuqcDP8HNZjgOAK+MD9VAFxw4NX4OjgMskHRT7PVTSO9RqK5bCzdMewM/DVOAM4BL8OmXtHWtmJ4UgOtM8F0SFzUsk2j/yhKH/tggtK4++9hnwnJUJUR7a2mkxjW+k/m6EANKDjqcVlelGh7yv1Am4yewHTTyURZUsaEUWoU64wNEfF0IyTQh47o/MwfxrPKdOZkqVmdr1LPnfn7r9oxpqr33evG4alVsPJBKLLCnPRhtGHo2qwTwTCxtq4bwDCysxwpmFmh2ECxZLUDvyNofaELPZ9GVS+ycSTUfSVDxK0ncistyOuPD/cTlhowl1d8w/l3dqs7GUySW0iz0zOLYZQTt717c2BY7nS1BrBvcF8HE2WUHG8/BZ7F9mymukMnO9r6gbuneimbWEOW0isdCRNBuJBYbacd6BphCjqFlEqGxaglozgNm4MPEKtYLFVyk6TiLRrDyAR8q7FTczvBEPNIGkTanNTD8DOMDM3opBgTOB7+Emi5eb2QXyENxX4sEaLgyTqxMArUHvUX9l7cWBHnvzPDswiFFMqpnCnKm71kbnA/iJpIvxEfqDzOx/4TN2HT7iDh4+/Gl5gs0L8QiCH+DvjivN7FZ5ZL5/4CP0E/BM91kejEWGChzP18bDkWcO5R/nps/Nc3xMxR365xLXtje1fiHZNAgP/tIhV3YW5SNmJY1IYpEhCRttGFvI8wyUYgsg70BbIz5wpYLFQGpH2GbgwsRz1AoWEy2pHBOJluYm4BRJ9+LBFK4khA3cr27LCGKxPR5Janc80eiKwAaxrn+uvplmtoU8VPezRKjuN5ky/F+MvfQgBu8+k5oVlqP7hANY4ahdeXYV4I/A4bF9JzPbVNIPYvn2+Aj8d81spqRVcYFoY2A33FdhXXyg4g3cpLMz7s+2c5io7gn8hVoT3EWWCh3PV4/i1ZI+p672Y2rUk0XEmkyJ2VsIgX2pL4hkwk2+bKlvST5iVll/wURiYSQJG4lEMxH+N0uWTPnOyFRcmHgr/n/WSNjjRCLRQpgnQh2MazVKs973Ba6JDr5Ra864PXBpFj61JLz1zfG/Xqjue/l87Xvss8FI1Rfx/lIX2ntzkFYCbs9tn82/hAsSxH4vlDQE98daLZZvgUf0qwE+l/RYLF8dDwP7cPhpdaQ2u3ciRwgNX8T0MoA8QWpe+NgY+Fas+4a62o8vSgeF4noURkALjXY/XBBZjFqBZEVc2M2XnUKxIDKxEtPZrhf9qF6o5VmH3ZMinyVajSRsJBLzQNjz5oWKpXAn/oxJ+Ed+FOFrkY2MJRKJNsPdeLS2ramb3PI04DHzBJuDgRGxvKGQ19NyZSolX1cWYrua2m/zMfj7Y33cPCczvSm3DwFjzGyzJrQhEYSPxVsx5TOeZ8LHitTm9Jgt6RNqhY9PrIFkgiGgToipDvJEv1l0rWwagAuP+UhmJmkSxYLIJDOrCUHj8tx2KwCXd73oRySBI9FaJGEjkWgEeQK/LNt25sCdz+79Nf6x+QzXWIyPxGOJRKJtcyXeSRsd0dsy+uJZrsEjDmYMBw6RNCIzoypI3tlQqO4OwB64Cdc+wJONtK8vbsJTI2l/ah2TnwT2l3QNbgq0NXAD3kleXNJmZvZMmFWtZmZjGtlPogCrm/H8OSh0PN+CEP4kNep4XmY/s3Ghsl6Us4hsVuSkvi51k+zWSJrY+e/fP01dO9ULtYxrOpKwkWgVkrCRSARhw5s5+uWFi25RxPCsxe9T618xPj4UiURiIcPMPsZzC5VyFm5G9Rs8wWnGFbgp0yhJVfgI8oUldTYUqnsasHYEy5iE51FqiIuB2yT9JOrLtCe3Advhzs9v4x3hSWY2W9IewPkxSNIJd3RPwkYz0QyO503KYB6O5J/GNJfQhiyDa1uWm7vvLh0Hlqlq+absN5FoTlLo28QiSTjyDaSuKdQgoEsUqcZtefOhZr9o6ocikUgkMiRNNbNejZesqK5ekYB0APA8sLmZfd7YdomWpYzj+WKxuhr/ltRzPC+oZ0lcEN6U2u/RVbgpXX/qatfBHda/7vyPHf+hLh2XAKg692k67roWHVboR9X5z8ywt79aOoSlRGKBkjQbiXZPOOZlOSzyoWaz+78KV1+Pom4OixRqNpFItFXuDZOeLsBpSdBoG8yD4/kk3NxuKh723HB/jT/j36QrouolcdOpF4H3qO84XgXQ9aIfGXV9NgCmdz5ys4NnHXbPNy1xzIlEYyRhI9GuCBvl0lCzi1Mb+zzLPPsStT4WX6dQs4lEoqVpLq1G1LV1c9WVaHGm49+a2bj53OfASrgJ1Fp4lKos4tksagMHXI+byY3HhYorcHO5e8EjneFR0O6T9Dci/4vWX/KWzgdvvDWwAtU1nwHHzj783tN1uIbjGpEHcL+f7+D+KDtHcstNgH/h5npPAjuaWeYQn0jMM8mMKrHQEo5zmWCR+VjkI8pMxwWKLPP2Z0mFnEgkEomWQFJvip25F6N+1vHSaFJVePLGgcD+uB/GA1E+czwfBPzEzH4YPjkjgVWBg/GwzHvmAxfkM9NH4smNcWHjXWBjMxsp6T/A3Wb2b0mvAb+MxJFnADslYSPRHCTNRqLVqdloUL2Y4B1eGl8nakaoofO+FUvho0EZk3GBYkz8/9zMprR44xOJRCKxyCCpB8UCRX9qtRPgfhYT8azh75LLIN7Yt0nSangwkhuo63jeFdhY0km4MPI0/k38LnBJ5lNYveES36/ZaNDpW/bqvMJflu51d81Gg44t2cUHZjYy5l8CBodJXm8zezqW3wDsVOl5SSQaIgkbiVYlBI06McHN7Ipn1+i/5GZvTXyRWgGjd26zibjG4hVqBYvpC7DZiUQikWinRISpcgJFt1xRwyNTfQWMo66mYvJ8mOeOAfYws6KM50vgSR+3w/PE7I9HSPuuJHtqtcXW/1bPTqdK6iGgi1gKuLxXB02fWjO3Ofl8INVAd5qWHyaRaBJJ2Ei0NqdT15ENSd1X69rxZOBsal/i+VCzM+vVkkgkEolEhYR/X1EivcVwc6Y8k/Fv0RjqChTftFAgkUeB0yUdbGaXx7KNqc2X8Tz+PTwB13oMBLYBvlmjW8fjJlZbj/6d6sgOPfp1VNecsFEPM5soaYqkb5vZs8BezX5UiUWWJGwsIkgaBkw1s781U31Pm9l3mqEdhbG/+3ZUX+DsLMJGaxIZhL9jZikhUiKRSCwkRAbwftQKEXmBok9J8am4APFO/P417rw9AxgLHI07eN/bXH4Mkk4FnjCz/+aXm5lJ2hU4V9Lv8XC3Y4GjzWx8+F+skmU8l3QcnhvmZ1u/PbHfwQO7c9gSdfP6dVQdn5FyHARcHvlBRuDO7M2GpKOBy5IlwqJHchBfRGhuYaO52lGz0aCxwAoFRcd1eGn84AXXsvJEZuFjzSzZryYSiUQbIsyL+uJCRKnJU1/qmgfNoL5j9td4RMLZufqeBq4xs0tj2RDclPcjmlHYmBfCZ+QNYJqZrVW6fn6+qVnulpj/PbCUmR01342urX8s7pg+obnqTCwcJM1GO0TSfsCxuD3pKDP7ecn6g4Ff4vHZ3wV+bmbTI0vtH3EbzklmtqWktfFEQl3w8LG7m9k7+eRUkn4H/ByoAR4ws9+X20dBc08ALj9g7OQe3TuIt2bOYezsajtoQPdrT5auBDYDnjOzobGvvWMbAfeZ2fGxfCqeAGkn/IOyc4wArQBcidu6fgkcYGYfShoEXIqHHwQ4FNgRmGBm50Wdf8EjWe0DrClpJHANcD5wBrA17rB3kZn9s8LLk0gkEokmEAJAQ5GeOuSKz8YFiE/xLN9f4X5+X5vZjAp2tw1QlQkaAJkzdWi5yc1fR63J1eERxWkpPBxtH7yPdSguvPwLN4Uy4EozO0fS1bjwcmuEnT0v6puF+2QMKNnH1fi3/Wpgt4LztPXSnTvM+HbPztWjZ8zpuGu/rqzTvRPnfTG95v1Z1R0mSiub2Xvlvot47pa188cU9QrXnOwY7f+zmd0c6+p8/3EfzFvMLMuivipwE/7tXBp4TNIEM9tG0g7An/Dv6HvRjqkRCevHwBxguJmVOrgnFjbMLE3taMIjVrwFDIzf/eP/MHx0HmBArvyfgSNifjSwTMz3i/8XAPvGfBege8xPjf874i/SHiX7K7ePue3IpuoNl9hnz8W6Tv3pYl2taoPFxx61RPe/4zay6+IfkZeAIfiL6kP8BdkJt2vdJeo14EcxfxZwUszfA+wf8wcCd8b8zbhKGjwkYV/c6e7lWNYBf/kNwIWKe3PH88tc/V3xJEsrtva1T1Oa0pSmhXnCO7nLAevjnf7d8bCuxwMn5qbj4z28O7BtlF8O6NkMbTgSOKfMusHAazHfA+gW86sCL8b8b4ETY74jLiRtBDycq6df/L8a2CO+re8Dm8TyTFApt4+57Shp39bAN4+v1u/X04YsPnbpzh3suEE9vqnecIl9gKOAc6Ncue/i1cAt8f1bC3g3lu8OPBzHMyi+w0tR/vv/GDAk5k+n9vs/ltq+yUDgieyaxTU9BRcg36LW8qZfa9+XaZr/KWk22h/bArdaqCnN7OuCMutI+jNuy9oLeCiWPwVcHXG3b49lzwAnSloWuN3M3impa3vgKgutRW5/5fZRjw4vjb/hZh/hePjmr7+4/jxpJeDHZjYaQNIY/OW6AjDCzL6M5dcDWwJ3Era0UeVLeChAcM1INgJ0HS6IZOdpv2hzNW6bOknSV5I2wF+or5jZVz6oU4cdgPUk7RG/++Ifgg/KHWMikUgk5uZHKhfpqWuuaA2hkcDfrXmzpykWPdFWpDNwYZhYVeMRoQBeAK4MB/Q7zXNZvA+sJOkC4D5geEldq+N5oF4AMLPJMDfke9E+GuKFLd+aeDFw8afSE2ePn/6Hsz6f9hTStrgAB+W/i0Sba4DXwwIAYAvgxvhWjpf0OLAJsBXF3/8rgAMk/QbYE9i0oJ3fxgWap+Ib2wXvb0zGfVSukHQftd/1xEJMEjbaH6I2+2g5rsY1Aq9KGoqPhmBmh0j6FvBDYKSkIWZ2g6TnYtlDkn5hZo9WsL/CfTRCFo6vhrqh+Wrwe3VOA9tW5T4+1ZS/txs7N1cAQ/Fwu1eWKSN8pKasAJVIJBKLKpK6UDfSU+ZPsRgl0Qfx0LFf45r1vEAxyVom0lNjjMG1DY1xDG5muz6uCZgJYGZPSNoS/2ZeJ+lsM7tW0vp4hu/DgJ/iGoWMct/Rwn00Qum3M/9dreS7mN9eJf9LKdfu23CT7EeBl8zsqzLbPmxme9dbIW2Km5HthZtybVtm/4mFhCRstD8eAe6QdE6Myvcv0G70Bj6LkZd9gU8A5PaczwHPSfoRsFxkKX3fzM6XaxzWw18gGcOBUyTdYO73ke2vcB/zyXPAeZIG4iNee+NmXg3xNP7Cui7a8WQsfwS3pT03Ipb0jNGkO4BT8VGrfaLsFOrm+XgIOFTSo2ZWFQmYPjGPDJJIJBLtHkmdqBUoFqOug3avkuJTcAHiLeoKFBNjtLwtUS/sbPhT9MDDsGf0BT42sxpJ+xMZwsMf4hMzuzw0ExtKuh+YbWa3SXoPH4zL8yawtKRNzOwFeSbyGeX20QyU+y6W4wngV5Kuwa/vlsBxuEVBve+/mc2U9BBwCR7hKiP7lk4AngUukrSKmb0bju/L4r42PczsfknP4j6fiYWcJGy0M8xsTDg2Py6pGk98N7Sk2Ml4x30cPpqUdaTPDmcu4Z3xV4HfAz+TVIXH9T61ZH8Phor3RUmzgftxB+5y+5ifY/tM0h9we1AB95vZXY1sdiSu0j6OcISL5UcBl0k6CNeEHAo8Y2azJT2Gx0/PPoKjgDmSXsU/EucR/h3hOPclsMv8Hl8ikUi0JSR1wE1hi0ye+pYUn44LEO9TP9JTq4cwrxSz8mFnS4peDNwWgVUeA7LBpq2B4+KbORU3110GuCrOJ8AfSvY5W9KewAWSuuOCxvYN7GN+KfddLMcduOnVq7gm43dm9jlQ7vsPcD1uqpU3GbsMeEDSZ+YO4kOBG+VJFAFOwgWSu8LcTrh2J7GQk0LfJhI54mPwMvCTAv+URCKRaFfEgEkfigWKftSN9DSLXHQn6kZ6SslWE3ORdCzQ18xObu22JFqfpNlIJAJJa+HOaHckQSORSLQnJPWifOjYfF+gChckxuP5HPIaipSMLdEoku4AVib5WiSCpNlIJBKJRKIdECY4eUEinzm7S65oNbXaiVKTpykLss2JRKL9k4SNRCKRSCQWEsK+PdNI5AWKAUC3XFGjNtJT6TSpDYSOTSQSiwhJ2Ei0OrJN98ET/yyPJws6wfT8Da3bqkQikWgdItJTuVwUPUuKT6ZYoMgHuUgkEolWIwkbiVYlBI3LqRt7fTpwcBI4EolEeyVCbvejWKDoU1J8GrVCRN5Be+LCFOkpkUgsmiQH8URrczr1kzz1YEr1+eqr5oopnkgUsXb8H9OqrUgsKiyP+0qMpTbSUz5Z2kxckPgw/udzUeQTrSUSicRCRRI2Eq3N8oVLe3UYsIDbkUgkEi3JingW5y+Bz3AhN++YPaMV25ZIJBItRjKjauNImmpmvXK/hwIbm9nhLbjPocBwM/u0mes9BJhuZtfOXWabjgVWmFvozomwWjdYq/s40/ODJZ0KPGFm/52P/Z5gZqfPR9ObBUnDgKlm9jdJVwP3mtmtrduqRCKxIJDUNWkoEonEokiHxoskFkGGAks3d6Vmdmle0AhOwH00nLsmwmszZsVyzOyU+RE0cvtIJBKJViMJGolEYlElCRsLMZIWl3SbpBdi2jyWD5N0jaThksZK2k3SWZJGS3pQUucod0ps95qky+TsAWwMXC9ppKTukraT9Epsf2WEXiTqPlPS8zGtEstXkPSIpFHxf/lcu46N+ZUlPUiHF37LMiM/YvT0T3l6inHnNzX84oPJdHjhd1Hm6mgTkjaR9LSkV2N/vUvOx1KSnoh2vybp/ySdAXSPZddHuZ/F9iMl/TMcNZE0NY7nJUn/lbSppBGS3pf04zLX4HdxXl6Nfc09tqjnf5LWaOZLn0gkEolEIrFQkISNtk/WUR4paSRwam7decA5ZrYJsDtwRW7dysAPgZ2BfwOPmdm6wIxYDnChmW1iZusA3YGdwqznRWBfMxuCx2q/Gtgztu8EHJrbz2Qz2xS4EDg3qxe41szWA64Hzi84rsuAI8xsIz6r2p/1x7xlm7/RgUnV1zG15tdmNsTM3ssKS+oC3AwcZWbrA9vHseTZB3go2r0+MNLMfg/MiPr2lbQmsCeweZSrBvaN7XsCI8xsI2AK8Gfgu8CuJec9a9OOwC7At6JNZ9U7NjgWuLjg+BOJRCKRSCTaPclBvO0zIzrFQK3PRvzcHlhLmhvQpE9utP8BM6uSNBroCDwYy0cDg2N+G0m/w6NB9ccdFu8p2f/qwAdm9nb8vgY4jFrB4sbc/3NifjNgt5i/jtpOeHYMvYDvALfk2t61zPHn2/GZmb0AYGaTC8q8AFwZmps7zWxkQZntgI2AF2Lf3YEvYt1s6p6nWblzOLigru2Bq8xserTp63k8tkQikUgkEol2SRI2Fm46AJuVRjGJTu4sADOrkVSVyxZbA3SS1A0fcd/YzD4K5+V89tm51TXSBiszX65M1u5v8kJUBaiB+n0nZk9I2hLX3Fwn6ewCHxEB15jZHwqqKD1P+XNY9KwUtWleji2RSCQSiUSiXZLMqBZuhgNzo1JJGtKEbTPBYkKMxu+RWzcFyDQkbwKDM38M4OfA47mye+b+PxPzTwN7xfy+wJP5HYdW4gNJP4l2S9L6BfvO8yawtKRNYpvepQKApBWAL8zscuBfwIaxqirzUwEeAfaQtERs0z+2mxeGAwdK6pHV1cixJRKJRCKRSCxSJGFj4eZIYONwxH4dOKTSDc3sGzxz92jgTtwEKeNq4NLwERFwAG4WNBof8b80V7arpOeAo4Bjcu06QNIoXDg5qqAJ+wIHSXoVN9/aOZbfBBwXDukr59o7GxdoLohtHqa+JmZrYKSkV3AflvNi+WXAKEnXm9nrwEnA8Gjfw8BSZU9UA5jZg8DdwItxro5t5NgSiUQikUgkFilSno3EPCNpLG6GNaG125JIJBKJRCKRaHskzUYikUgkEolEIpFoEZJmI5FIJBKJRCKRSLQISbORSCQSiUQikUgkWoQU+jbR6hx2fPU+wOnA8sCHwAkXndnxhtZtVSKRSCQSCx/pm5poayQzqkSrEi/Fy/HEghnTgYPTyzHRUsiT0awAVOH5VGZnk5nVtGbbEolEoqlI6gh0Gfrrj/fp3nPQBZK651anb2qiVUmajURrczp1BQ2AHrNnTzlfWqxjazQosUjQGdgRz+vyXn6FpGpywkdumoULJw2tq/ffzKpa/nASicTCQgx2dAa6NvC/S8HUUJkOAB07dTu2RNAA/8aeDiRhI9EqJGGjnSDpaTP7TjPXOQRY2szub8I2g4F7zWydCjdZvmhh5869BjSwzcHASOrmBmmIfni+jwsK1p0A3Ah8UGFdRQwEfhN1rQH8APjHfNSXaHnmAE8BE/H7qOjDXjr1KvldkTDs/YpCAaWpU16ASdqXRGIBEQlkG+vsN2XqTOXMof674FI8n1M/4Ld4LqzZwOwuXfueBvDK83/njVFX0qFDJ6SOrL/JMcvDUCT9C9gYz6H1NjDUzKbOw2lJJComCRvthOYWNIIh+EupYmFjHvgQN2epg6RxZnZd0QaStgOeMLNbm7CfIkEDSQcB95vZi02oq7SOwcBBZnadpK2B9cu1PdF+yMwW5mMqFV66NGHf5bQv8zpVWbKpTbQDQmswP89l0VRpMB2j+PmaXGZ5o1PRwIKki8zstvj2HGNmj2XrDju++sPXXvnnCh+P/S97/PwZunTtw6xZk3j3jZu/iiLHmNnkqOcfwOHAGRUeXyIxTyRho50gaaqZ9YrO7jBgArAO8BLwMzOzSMJ3DfAjfGTlJ2b2pqRNgXOB7sAMfJTkA+BUoLukLYC/AvfinfZ18XtnmJnd1UCb/gccYWYj4/dTwKHAbsCKwFKdO/fque0Prpg1/rMXun74/kP07L00P9jtzukdO3Y5Idp7M7BNVLmPmb0b81tK+g2wJPA7M7s1PjJn4eYxBvzZzG7Oa1tCvXwVsBbwRhxzUds3wTOQ98RHlLfD7V7PwDOVdwUuMrN/ljv+RPvGzKrx52VGc9SXM61oTgGmYlNESc0pvMyO85NINEhOa9Bc0/xqDWYyj8JBGzGZPOGlZ//67132ekRduvYBoGvXvtPXHvLLowBygobw718aZEi0OEnYaJ9sAKwNfIqbimwOPBnrJpjZhpJ+DRwL/AJ4E9jSzOZI2h443cx2l3QKniH8cABJpwOPmtmBkvoBz0v6r5lNK9OOK4ChwNGSVgO6mtkoSbsBKwPbVFVNXWv43fs+/71d/vPFd7Y+c/F7b91pxjMjjr/01RfPv+HiszgdmGxmm0raDxeIdoq6lwK2wM2W7gZuxYWYIcD6uGnTC5KeKGnTocB0M1tP0nrAy6WNltQFF3L2NLMXJPXBO5QHAZPMbBNJXYGnJA0nvawTzUBoFrKOS7OQ077kzT6aYis+P9qXGur6sBRqVCook7QvbYQmag2ye6qxMqpw903RGpT1oSLnd9UezREvPqvTPR06dJned7GVJ1AmGpWkq3Bz39dxM6xEokVJwkb75Hkz+xhA0khgMLXCxu3x/yW8cw7QF7hG0qr4C73cyNAOwI8lHRu/u+EvszfKlL8FOFnSccCBwNW5dQ+YWZWk0WbVPHjH7kuamV181oOnfsiDX8P5Wbkbc//PyW1/Z3woXpc0KJZtAdwYI6rjJT0ObAKMym23JVF5CD75dRmrA5+Z2QtRLhsJ2gFYT9IeUa4vsCpu95pItDlaSPvS2Eh0Y4JMz5JlTdG+lO040ngns9W0L/fdMG4fSkKR/nCfFW5oeKv5pwGtQUPXqEjozJY1pc8wh/rXYSYwiYYFgXLXak7Tz8AiiWpqZs++6MyOg8sVMLMDYiDiAmBPXNufSLQYSdhon8zKzVdT9zrPKlh+GvCYme0aJkcjytQrYHcze6uSRpjZdEkPAzsDP8X9P+q0w8xqJOVHLGtK2mtl5vPHqJL/jTatkfUqU0a4WdhDdRb6OUsk2j3xnFbFVE6j2SQkdWD+zGZ64I6y+Y50pfuuoenmMo2Nltd5d4SgkQ/vvQJw+X03jCMvcJQ5D02JVFQ0NeWdWNTJn56br0T7lBcOkhaqFTCzyZKmSVrJzN5voFy1pJuB40jCRqKFScJGAnyE/pOYH5pbPgXonfv9EHCEpCPCB2QDM3ulkbqvAO4B/mdmX89D2/bE/ST2BJ5ppOwTwK8kXQP0x7UYx+EamHyZfYHHJK0DrFdQz5vA0pI2CTOq3vjI8EPAoZIeDa3MatSet0QiMQ+EhnJmTM2CpPn1felR8rvoW9kB18pkUyegoyTDB00MqLnxnyN/3btXvx4l2/aYMvWbS6TB6+MCQeaAXF0wFZn6FIVgng58U7C8EsEgaQ3aF38FLpK0ZwgffYC9cKF3ZTN7N7SUP8K/d4lEi5KEjQS4U/U14XD9aG75Y8DvwxTrr7gG5FxgVLyoxlLrQ1GImb0kaTLzPnLSVdJz+Md470bK3gFsBryKf+h/Z2afl2geLgGuCvOpkcDzBW2eLWlPIEuMNAPYHhecBgMvx/F/Cewyj8eVSCRaiHDUnat9aQbtSVfcmTY/daJA2CidevXs26eojbF8GdzcqEjIyKYqak3hZlBX2zCvzvtJ69B+WF3Sx7nfx+DfuV6432L2LPwdF2yvCeFD+Lfy0AXc3sQiSMognmhRJC2Nm2Wt0VRnvIhGtbGZTWiBpiUSiTbKfGomisyOmpIgtFzixkrMqGbhPlxL40Esbr33+rG9KAnvfft9l/HAf6+f89kX497GNRf/BO6kvK9EJWZU8+tP0aiDfrkySTOSSCQaImk2Ei1GRJD6C/Cb9hj1I5FIFGoNGnM+rsSJvFJKfS6yjvNUmuB8nC8zv6P+kszMJklaLBadQM5n4/7//puXRz1R/afjrznk4N9s9S9JfYFdsqAe87HfDtQ/z00RyLrjvi/561CRz0eYjlUaBaqxMtl1SN+MRKKdkDQbiUQisQgRWoNKoxBVMjVFa9DkUfOGpraYyyOX82gwkd8nH41qv8O/VfProacde9o/Dj63VRtaAfOZA6NI6JnfHBjz7MSftC+JROuRhI1EIpFoozRDlvKiqVJSlvJ5oEjYyK3rDXxoZouVraAd0wLZvZsjT8f8+L4k7UsiUQHJjCrR6tiYp+aO+hEx6LX25je0bqsSiabRTBnAm1trMLXM8oVSa9AOKBdWe5EghM1Z1A1dPl80QwbyPiW/K9a+SJof7UvRM9csGcjTNzXR1kiajUSrEi/FfAx68GgrB6eXY6IlWQi1Bg0ls1sktAYLAw1pNmL9R8BWDeVASLQejWhf5tXUsAOVMd/alw+G37rT8ksNOjciKWakb2qiVUmajURrczp1BQ2AHlOmTT+/r3cGE4mWoAvwfTyXzHsVlC/q7Oe1BpU4veYFg6Q1WHQpzIFgZpe1dsMSLaZ96UixD0ulvlOZ9iVfppC+vXoeWyJogH9jTweSsJFoFZKwMQ9kI1e5332AN4A7zOzwFtzvqcATZvZfSUcDl5nZ9Fh3P7CPmX3TUvvPteNqfMTu1vkpEyxftPDvV984ANgReKDCZvXAc2w8UmH5hZU1cMfJd5uhrhOAG4EPgH8Ap+Ad6EWBKvyZ/QL4HwvAtCGxSNKUHAiJdkoMLkxvrvoaMtns27vXaWU2K/zWJhILgiRsNA+nAY+39E7M7JTcz6OBfxMvMDP7QUvvv4X4kJIY9AAzZ82eBLxsZtdVUkmYLBxhZkObtXULCEmdKomWImkYMLXS89JIXQcB95vZi5JOA25JOU0SifkjG4gys7GUH4E+K6ZEO0PSAGoHvZbETSa/jN+bmtns+aj7OVyz0R8PVfxJrNoFeM3MetmYp+p8U594cSTHnHk+o956V9U1NXuUDgBKejDqXAwXghfHB6AAfo1rQ+rlu5K0Bp6sd0PgRDP7WyxfHbg5V3Ql4BQzO3dejzux8FOpHeEig6T9JI2S9Kqk62LZipKekfRCdMry5TcCBgHDG6hza0lPSLpD0uuSLo2Y6EjaW9JoSa9JOjOWdZR0dSwbLemYWH61pD0kHYknjXpM0mOxbqykgZLOlPTr3L6HSfptzB8XxzBK0p8qOBenRPnXJF0WoymlZcbGPp+PaZXc6i0lPS3pfUl7RPlekh6R9LKk0cecef5t1B/xmf7imDceAdaX9KikdyQdnNtn0XGcAawsaaSks0v3I2nnMsc4Ndr/kqT/StpU0oho849z1+Ps3D5/lbuuj0v6j6S3JZ0had84D6MlrRzlVoi2jIr/y+eu5z/iGp4dx7l4rOsg6V1JA3NtHQwcAhwTx/l/JcfSS9JVse9RknaP5TvE/fuypFsk9SKRSCQSzY6ZfWVmQ8xsCHApcE7228xmyx3a57Xub0W9pwA35+odmyt2Arlv6vJLDeJfp/1hxhorrvBkaX1yc6v+ZrZN1PsL4H+5ep9uoDlfA0cCfytp41u5498o2nLHPBxuoh2RhI0cktYGTgS2NbP1gaNi1XnAJWa2CfB5rnwHXP19XAXVbwr8FlgXWBnYTZ5d+0xgW2AIsImkXWJ+GTNbx8zWxUcP5mJm5wOfAtuY2TYl+7kJ2DP3+6fALZJ2AFaNdgwBNpK0ZSNtvtDMNgkHx+7ATmXKTTazTYELgXNzy5cCtojtzohlM4FdzWxDYJvzrvvPztXV1QcD43DnuHHAwY8+9/JoYD3gh7h51CmSlm7gOH4PvBcvueNK9wP8vUhYAnoCI8xsI9x+/8/Ad4FdgVOjzEHApLj+mwAHS1ox1mX3ybrAz4HV4lxcARyRnUfgWjNbD7geOD+3/9WA7c3sGFxTtW8s3x54NT+aFB+U/MfrfyXHcnK0c93Y16MhrJwU+9gQeBH4TcF5SCQSiUQLUDKwdGb8vkTSYzGwtZWkKyW9ITdBntf9/KXDOlscv+SWP/r00y8mfATY4GWWGjdkjVV/Mea9D4p807YGRlRQ9RG5gbs1AMzsCzN7ATcDLMd2+Hd5XBMPJdHOSGZUddkWuDXr4JnZ17F8c2D3mL8OFxDAVYz3m9lHxf3YOjyfRR+RdCPeCa/CO7pfxvLrgS1xs6yVJF0A3EcDWpNSzOwVSUuEILM4MNHMPpRrQ3YAXomivfBO+xMNVLeNpN/h/hD9gTHAPQXlbsz9Pye3/M6IQ/66pEGxTMDpISDUAMt0Xn+rR81scEmdw4C7zGwGMCNe0pvi563oOD4s2b7efnAN1Ocl5WYDD8b8aDz5U5Wk0UDWph2A9TLtDNA39jkbeMHMPgOQ9B6112o0LuSAC0u7xfx11DWfuCXnLHwlcBcusB1IiZBZAdsDe2U/zGyipJ2AtYCn4h7tAjzTxHoTiUQiMX9kA0vVIVAshvc5fox/VzfHNQsvSBpiZiObWH9P4FkzO1HSWctuu8tkM/tzbv0OBdvsCNxZQd0TzGxDudXEsdHOStiL2v5BYhEmCRt1aSgGetHyzYD/iwewF9BF0lRcZfjPKHMKMLlge6NMMqLoJK4PfA84DNdOHNiE47gV2AO3F70plgn4q5n9s+xWOSR1Ay7GbTU/kvsKdCtT3MrM56N5ZMe6Ly4EbRSd+rFAN0mHAZmpVOZ/Uu6c1TuOMDHKU7ifgrbnQ4bWZG02s5qculu4P8hDJfvcuuQYa3K/ayj/fOWPa9rchX6ex0vaFvgWtVqOSim6fwU8bGZ7N7GuRCKRSDQf+YElgHvMzGJga7yZjQaQNAYf6BrZxPpnA/fG/Eu4hr4xNseFh8a4PVfvbg0VzJDUBRek/lBJ+UT7JplR1eUR4KdyBy8k9Y/lT1E7Yjy3A2hm+5rZ8jEqfyxuKvN7M3suZ/N4dxTfVO770QE3c3oSeA7YSu5r0RHYG3g8TF86mNltuGnMhgVtnQL0LnMcN0V798AFD4CHgAMze31Jy0haIuYfkbRMSR1Zx3xCbLMH5dkz97+xUfO+wBchAGxDOLKZ2UW5c/ZplN1ZUre4HlsDLzRwHKXno3A/88hDwKGSOsc+V5PUswnbP03d+6ee7WyOK3Bzqv9YcXjUhq77cGBuNDRJiwHPApsrfGkk9ZC0WhPankgkEon5Z1rJ7/zAVOmg1bwMBOcHzqobq0PSSsBHFTqsZ+1rtN4cO+JBXsZXWD7RjkmajRxmNkbSX/AOfzVuqjMUt8m/QdJRwG3zWP0zuN/Curjp0h0xev4H4DF8BPp+M7srtBpXhWACxSMDlwEPSPqs1G8jjqM38Elm4mNmwyWtCTwT5jRTgZ9JmgCsgjt75ev4RtLluDnQWLyjX46u8igZHXCBqSGuB+6R9CI+cvNmA2Wfx83IlgdOCyHk06LjMLP3JD0l6TU8XO6ZTdhPY1yBjzS9HH4fX+LRPyrlSOBKScfFtgc0UPZu3HyqnAnVPcCtcof3I0r8Nv6Mx+9/Df8o/MnMbpc0FLhRUtcodxLwdhPan0gkEon2xY7UmhC3BHuTTKgSQcogvgAIc5tjzaycg3WrIWkd4EAzmyen4TBPqhcWLzFvSNoYdwD/v0YLJxKJRKLNEubHU4F1yOWdUi4PlUoyzauyPFZD8e9uXpM9N/9X+BfuZGZDJW2Cm3YvhgdO+dzM1pZ0Dz5gNTZXx9aU9FXy3/j4Pv3NzLaWtCQecKQPro2ZCqxlnqiyB/ARsJKZTZqXc5doXyRhYwHQloWN+SUJG82HpN8DhwL7mllDplaJRCKRSMwToeV+ysw2bu22JBYNkrCRSCQSiUQikUgkWoTks5FIJBKJRCLRhlBttvA8P8+iViUSCxMpGlWi1TG9so/plbGmV2ri/z6t3aZE+ybdc4kFSbrfEk3FIlt4yVSRoJHut0RbI5lRJVqVeAlejicOzJgOHCzb4IbWaVWiPZPuucSCJN1viQVJut8SbZFkRpVobU6n7ksRoMcUpp/f13OPJBLNyiSePKc3PdI9l1ggpPstsSApd7/h39okbCRahWRGlWhtli9a2IvuAxrY5mBgk2Zux6543PGWqj/RRih3bzVyzyUS80S63xYZrgV+lfvdAbgImKew8vNKA/fV3G+tpGGSPpE0UtKbki7J5fWaZySNjaTESJo6v/Ul2g9Js5FobT4ksnvPYQ6d4pYUGmdm1xVtIGk74ImG4pA3FUkrA1PN7LqWqL8tEokrR+MJJauBw83s6YJySwLn4gLYLDzJ49FmVjYxYBbzvTSGfG79YOAD4M9mdnIsGwh8BvzTzA6XtDrwT6Af7ij5PzP7Za6O5YHXgWFm9rfc8g2Al4Hvm9lDueVXAjutxW5Vb3BH53ptzt1zkkbg4apfLGn3xsB+ZnZkA8deeMwF5Ro8vjLbzI2ln2geKn0OcuXPBn6AJ2E9rkyZYfj75G976XuX7M72Pfdge37BqfyGn7EWKzX4jitTZ7r2bRhJlwA9gVvNbIakHYH38eS6FV/n+WxDJ6HTiG9qCR+W/D7HzP4WQsYTwFZ4guFEotlJmo1FHEmDY2TjCkmvSbpe0vaRjfsdSZtGuZ6SrpT0gqRXIoM1koZKulPSPZI+kHS4pN9EmWcl9Y9yQ+L3KEl3SFoMYFm+N/33nFe1Nb/gL/yLldiJ2VRNB06Q1CdGSup1DIHtJf1P0tuSCvOXSPqdpNGSXpV0RixbWdKDkl6K7ddoifO6kDAjnA7Xx7PU/7W0QGRMvwMYYWYrm9lawAnAoGbY//tA/tr9BBiT+30+/kEcYmZrAheUbH8Oni2+lL2BJ6mfzf5q4PtfMHE8bsOcZzp+XA1iZi82JGg0kcaOL7FgaPQ5KOFXwIblBI1SxvDeSzXUzAK4glNYi5WgwvttXpGTvu8LngeAH8Z8nQzaLfUNlTRC0umSHgdO7MMWPeIbymSmsiI/nPtNLdPmLkA3YGLpCkmDYl+vxvSdWP4zSc+HZuSfasAcUNJSkp6Isq9JSglrF0HSyygBsApwHrAesAawD7AFcCy1L6gTgUfNbBNgG+BsST1j3TqxzabAX4DpZrYB8AywX5S5FjjezNbDRxH/CPApX37xX557fARXjPsjv7Jvs+7U33HupeHIthdwm5lVFbR5MD4S80PgUknd8itjVGkX4FvRiTgrVl2GZ03dKI7v4iafrfZJHwo+Nvi1rjKzS7MFZjbSzP4HIOm4+HiOkvSnJu5zBvBGaAsA9gT+k1u/FPBxbr9zI7FI2gUXVvLCSSYc7QEMBXbI3xdm9gTw9UQmT8JN5cYBFv+LnCd/Eh/Ut7MPpKStJd0b84tLeljSy/HBHacwIQA6Srpc0hhJwyV1Lzj+wuOLzsddIRS/JemPRSev3Lkv1xGQNFXSX6LT8Kyk5hAY2xvlngMAJN2Nj14/J2lPSStIeiSuwSNybVsdXuO9D57g5UuBcdtwME/z6mfAwR3Y8Ou4d16V9EjUP0zSsbn9vSbXlOXb0Cv29XIMpmSd1sGS3pB0Ma7ZW27+T0eiidwE7BXvnfWA53LrWuQbGvQzs63M7E9TmX7f7zj3UmDcTTxkP2CLyV3oXPR+O0bSSFyb/LaZjSw4nvOBx+MbuiEwRtKa+Lt6czMbgmsD923gnOwDPBRl1weK9pNo75hZmhbhCe+0v5P7fS2ewRpgJWBkzL8IvIa/KEbiKtk18U7d5bntPwSWifkDcfObvsCHuTIrAy/H/Ahgq9y6zYG7Yv4ZYJ2CNl8NHJj7/QQwpKTM34GDS5b1wju4I3PTG7FuGG42k9W/R2tfmwVw7avjHLwJTAI2KihzJD76XrT9DrjwJnzg4l5gy1g3NXd/vVbmvnsN+DHwN2BZ4JG4ny6MMgdEux4AjsE/qOCdvWfies69brFuC+CRmL8B2K1ovxWcmxHA32P+B8B/Y35r3EQK4ELgDzH/fVxwGRj7mJPdk7gA9bOCfZQ7vqF4B2AA0D3O08Yl57Xw3OPP5D1A5yh3MW72RbTvRzF/FnBSa9+DbWGq5DkoKT81N38PsH/MHwjcGfNz70ty75O4rzYGFgc+AlaM5f1Lt4vfrwGDS659J6BPzA8E3o37YDBQA3y7tc/pojjlrs+L8WyfXvK+aEvf0Pz92Rm4C9iroNyXQNeSZYcDn+aO4y3clBXcxHZgyfnYMu7RYZR8p9O06EzJZyMBboefUZP7XUOtX4+A3c3srfyGkr5V4fYNMS2bMbOnYoRuK6Cjmb1WZpvSmM2lv1WwrAPwjfkISyLMRwAkbQZcK2kdM6s0HvYOMb0Sv3sBq+LCX6U8CJwGjAduzq8ws6skPYR35HcGfiVpfeBPuAA01RUZddgbH10k/v8cuL0J7cmTbfcS3pErZQs8sABm9qCk/Ij4B1Y7Uli4fQPHB/CwmX0FIOn22Ffef6TcuV8P2Ah4Ic5Nd+CLKDMbF0qyNn237JEvWszPc7AZsFvMX0etBrUxvo37hX0AYGZfN6G9Ak6XtCX+jl2GWrPGcWb2bBPqSjQ/d+MDKFvjAwYZbe0bmpWvkvQgLhTc1FDZrMnANWb2hwrKYmZPxL36Q+A6SWeb2bWVbJtoPyQzqkSlPAQcEWYqmRNuRZjZJGBizlbz58DjDWxyLW7relUDZX4iqYPcsXslfHQlz3DgQEk9or39zWwy8IGkn8Qy5Tp3izRm9gw+Srp4yaoxeOe1CAF/tdqEU6uY2b+auN/ZeMf3t8BtBes/NbMrzWxnXFuwDvAt4CxJY4Gjcf+ew8NcaHfglFh3AbCjpN5NaVOO7INfTfEHv56kU7BtQ9uXOz6oTJguOvdZRyBbvrqZDYttqnId6LJtWpRp4DmouIoKyxUNhoDfA/nvcreCMvvi7dsohKTxuXLTCsonFixXAqda/QR8be0bSrRDwHeA9wpWPwIcGuU6SuoTy/aQtEQs7y+pyCE9q38F4Aszuxz4F26OlVjESMJGolJOw9WtoyS9Fr+bwv64jeooYAhwagNlrwcWI+dcV8Bb+Mv2AeAQM5uZX2lmD+IjTC+GXWpmB70vcJCkV/GO9M5NPI52idxRviPwVcmqR4Gukg7Old0kRs0ewgW6XrF8mewD1ET+jtsi19m3pO8rggPII2INwCO7/J+ZDTazwbiJwelmdiGwPfCqmS0X61fABZhd5qFNlfAk8NNo3w74PVsx5Y4vVn83PuLd8fY/VbJ5uXPfpI5Aoi4NPAfleBr3LQN/tzxZ4XbPAFtJWjH22z+WjyU6Y5I2BFYs2LYv3nmrkrQNxZGHEq2EmX1sZucVrGpr39DMZ+M1fOChyH/xKGAbSaPxQaG1zex14CRgeLTlYdz/rBxbAyMlvYIPBhWdm0Q7J41sLeKY2VhqR1Mxs6FF68xsBnVjiGdlrsZtkrPfg4vWhUnJtwu237qgWVvg4QO/KdPmoUXLC8qdAZxRsuwD3GyltOywptbfDugeHxvwkdb9zaw6X8DMTNKuwLmSfg/MpDb07TvhLPhMDNZNBX5GrdlORZjZGEocvYMdgPMkZYLkcWb2eQNV7Y1HzspzGz4yd52kG/EP30BJHwN/bKompoQ/ATdK2hMXfD8DpuAmTZVQeHxxLp/EzXJWAW6wkhC8Zja86Nyb2euSso5AB6AKOAx3gk8U0+hz0ABHAldKOg63bz+gko3M7EtJvwRuj+v0BW7WdhuwX7TnBaAovPT1wD2SXqTW1yTRylhBWGIzG4H7VLS1b+gw3IeiQcxsPAUDcmZ2MyVmr7F8cG6+V/y/BrimsX0l2jeq3Dw7kWh5JF2AJ9f7gTWQxyGRaG0kdQWqzWxO2Ppf0hz+QJKG4g7hh89vXYlEYtEifUMTbZGk2Ui0KczsiNZuQyJRIcsD/4mR6dl4ON1EIpFoNdI3NNEWSZqNRCKxyCLpIjxUZJ7zzKxRx8pE+0XSurgZW55ZZvat1mhPIpFILMwkYSORSCQSiRakz2z2wfMuLI/nUThhchdKk6wlEs1Cut8SbY0kbCQSiUQi0UJEx+9yoEdu8XTg4NQBTDQ36X5LtEWSsJFIJBKJxDwgqRPQpaGp16QZ96hbtyVLt7UpU76aOrDPMQuyvYn2T68Jk89R794DClaNm9ylMDlpItHiJAfxRCKRSLR7InlZF6Arnu+gISEhK9PQ/y40nNjR6dq1nqABQK9eRR3CRGL+KH9fLb9A25FI5EiajUQikUi0OUJrUK6TX4kgUDo1ZXCtCo8wNt9Tr5k1b0gq6uilkebEfCFpAJ7IE2BJoLrDmmstTufOnTvvfyBVl11Chw02pMMqq0LHjhNnDTu5fwPVJRItRtJsJBKJRGK+iPC/DZoTzcPUuNbAqaG4oz+9zPLZwCxcoMj+Z8t7AQ9EvUsC1XiyPoBNzWx2yXEviWex3yTqGgscjX9bxwFvTh3Uv1OHlVeu6fLrIzp0/vn+2abTgRMkbQI8C+xpZreWO0BJR+LJKV8G3gGmmtnfKjw/iXaKmX2FZxNH0jBgas+RYz4FLp+27ho9ut/9AB1WXJFZw06uqn75xQcaqCqRaFGSsJFIJBKLGJIaMyNq6tRUrUFpZ3868A3FgkD+fz3BoQnZvithCiWdt3Kd+jDLugO4xsz2imVDgEHAR8B7ZrYBQI/b7z561kl/OIua6k6d9z/wQ+CEKV11M/Aw8FAF7fo1sKOZfRDtSiQKmdyFGzpusOGBNR+8v92M3X9Mpz33nlj9zNOPVY94dJakEbg51blmdn4rNzWxCJHMqBKJRKIN0wa0Bg129qlAIMiXtYXko1OBsLEtMMzMtixYNxi418zWKSn/90wAkXQ0fs42ibKFmg1JlwIHAm8BVwJ98Q7jSqSOYyIovV8ljQU2NrMJsW4HYBugN34vLWlmVa3T2sSiRtJsJBKJRY7TZl9QLw79yV2OaJawkPOpNSjyP+jYhN0XdfCnARPLrGtwamatQXtjHeClJpR/GVgDQNIywK7AtriwURYzO0TS94Ftch3HNch1HCVdkjqOiUa4z8xmAbMkfYFr4D5u5TYlFhGSsJFIJBYpQtDIx6Ffwcyu+O07f+r1j9WG3Uex03GlkYq6NKEp1RR38qeWWd7YtNBoDRZR8tqkc4HjzazarbGaTOo4JprKrNx8Nan/l1iApJstkUgsNEiabxOiE74886/d+nTvUVJv907dO58DbI9/iIummcCM3P9smoT7HEyncTOiuQ7JSWuw0DMG2KMJ5TcA3oj5jYGbQtAYCPxA0hwzu7PCulLHMZFILDSkF1QikWg2CqLzfAicEKufAt4HuuEd81uB4dQVBtYCzgQuBF4tWXck/s7qjmsSJke9/8adizM6ANsBa1PrR3A7bvIypWvvbouVtvvK757PDn/duQfwfLT3wmhjJ3xEugbYENg8O1TcufeNkqrmUCtYbAwsB/yLAsFDUiVmTMk0pu3yKHC6pIPN7HKAiC7VA49ENZfw4fgbcAGAma2YW3c17rNx5wJpdSKRSCxgkrCRSCSyyDrNEaHoD8CLuJlSRzx86CH46P9kIPOLWCyWr4fbsmcj/gcBrwGGRwbKOx3vG/+/B6wODKO4kz4M7+x9z8xmSRoEbGVm/wE4bfYFHwIrlJ6Dmqqaz8zsb5IOB843swm5czM42vataE+/OLYvGjgXa+Kjzl1x2/r8uor8MCRZmWPMO2Y31Q+jppJ9JxrGzEzSrsC5kn6Pa7zG4qFvAVaW9AouXE8BLjCzq1qjrYn2j5kNK/k9uIF165BILECSsJFILIRI6kjzOB/nBYxKyY/e582DVsCdka8oWD8Q2Bm4NrfsUeAvZrZ7HNPR+MjvJsD/GojOswawuJm9XbCuB3AwsGLYtGNm44H/xPodei7Ru6r3kn1qBqyyeIddLt+Xrr26YjVW89nIjy5iq/r7i07lYriw9HGYP30OvBl1jgBGApsCfYADzex5Sf1j+6slLQ5cSm0W39/gQlk/4O+4RqczrlF5EtgNdwDuDiyD52K4ntprVSq8VHz9JFVTP79E3sSropCz1Aov7VL7UtpBK1PmU+CnZVZ3r3A/QysoM7hcu1LHMZFItHWSsJFItDA5rcG8Oh0XZUXuUOHuy42MTwG+KrNunkbGI/HYw2ZWL29AmJHMNrOPcsueZh6i8zTCKsCHZja5dIWkgcBJ076YMuT4j/6y82OnPXDh0+c+2m+bk3b88Ov3J0y/7+hbH+KosvW+CowHPpD0CHC7md2TW9/TzL4jaUs8PGlpB/A84BwzezKyST9kZmtKOhm438z2kdQPN+O6FtfMLI/b+c/CQ1Uekz9/JcfWHJqpXiW/K9W+QOP3TTlBprBM0r4kEolE+yEJG4lW5/HnfrIPJWFIt/rWLc0ShnReCK1BY539bGpoXb5MpZTTGkwpWF7W+ZhawaAtjzo3Z3SeSvg2rkF46pSuR4JrJ+549NT7Dzrl0yNHNLRhtOv7uCC0HXCOpI1yo8w3RrknJPUJwSHP9sBauWPrI6k3Hvv+x5KOjeXdqNV+PGJmkwAkvY5rjgqFjYhClV33ZiGnPcvf400RiEuFl6ZqX5osCJebSjN/NwVJA4BHClZtFxmcG2XG7NXrveO6d3mrzjuuOfaTSEBl91sisSBJwkaiVQlBo04YUuDyx5/7CZUIHDGiO79+BqVTU7UGpaO1k6l8ZLfO/4V8RLc1o/NkvAssL6m3mU0pWSdc87J3E+sE5nbonweel/QwcBXuHwJ+L9QpXvK7A7CZmc2o0yA/4N3N7K2S5ZlvSMYCjzgU5mJZxK35Jo61E8WavUo0fHkBpkk5SCrUvjQ0/bB0WaXRxKLjV+8dN2P26uQ7gCFQDKmkzkSiHJXeb4nEgiQJG4nW5nRqX4oZPWbOnHOOpAk0Lhg0VWtQ2snPQpdmnYiKbdbNbE4Tj7W90+rRecxsuqR/AedL+pWZzZa0FK6NeAi4SNIqZvZu+HcsW+T7UYqkpfGMuy/HoiElx7Qn8JikLYBJZjapREMzHDgcODvqG2JmI6NNR0g6InxDNjCzV5p63AsDIaxVxdQszGN29byw0xMPVpBfV+m+K9K+fD1plb9369ah3jtu6pSa83sMVFMSNiYSjfLFhFXO6dW7/v2Gf2uTsJFoFZKwkWhtli9a2LVrxyWAo/Dwo9NimhrTFFx7kE15YaEhU4qU8KwFaUPReU4C/gy8Lmkmfu+cYmZfShoK3Cipa65so8IG3jn9WwgdM4Ev8WhaGRPDB6UPcGDB9kfigs4o/L37RGx/Gm5CNipG/scCO1V+qIs2oQmcGVOzMJ8Z4DMBZu7vrl21ZNF+evbSgOZqcyKR0cB9VfitTSQWBFpY+1+SDgGmm9m181nPLsDbZvZ6/B4BHGtmL853I1sISVPNrFcTt7kf2MfMvpnPfQ8DpprZ35pj24N+tc7XV142ZrE7H/wR/frVDirOnl39+Q5b3rEvbjaRn4oivBgulEwtM/UATsFNfNYBljaz+6NNPwbWMrMzmno8TSVG8+9tKHpMJWUq2E+T7o/SZ6DCbbbGBbinm9zA+nWNIJ45SWOBjbOwswsDC8M7I9F6TJ+12lhJ9UItA+O6d3lr8IJuT6J9M2P26mMpCO1Nut8SrchCq9kws0ubqapdgHuBijtaCxMxWioz+0Frt6UUScstMaj7R0sM6t6Pus7C07t06fhbM3u0YJuO+Mhhb+oLItk0KMrk63wBOB4XNpaMUKaZMPKYpLVzv6dmYVMXEXah6c/A1vi5mm9hI5FYkJQ4Yi+J+8N8Gb83LXUmL0hUORbX1s3GfY7epFZbd5GZXZPf/tKLv7niuGO/PO2665di1916Z4unU5vsMrGQ0JR7J0J034QPhu2B+/0cCrxsZvs2cb9HA5eZ2fQKip9AzmfjPzdP5r13q6ree6/qwRuu15fAJ7my++D34gfAn83s5NjfQOAz4J9mdngD7doP+B3+rRVwZeQquhrYCrc86I6H7v6DmX1Ssv3dwEopfHP7p1JH2BZF0mBJb0i6XNIYScMldY91B0t6QdKrkm4LO2skDZN0rKQ1JT1fUteomN9I0uOSXpL0UNhu5/f7HeDHwNmSRkpaOVb9RNLzkt6W9H9R9n+ShuS2fUrSetGOa6LNYyXtJuksSaMlPRgqeWLdwJjfOEZDkbRV7HukpFfkEWpKz8+Kkp6J83BaybrjYvkoSX8qOZ8X4wnTlsv2L+lMSb/ObT9M0m/L1RXLT5T0lqT/4snUiq7hIEl3xHV6Nc5tY9ue88X4GftNmVz1ldXYR/hLeRxwcOYcLmmEpHMlPS3pNWCjCGs6A880fVX8/8jMbsYdhA/AY9//FH/ZPxnLnsRt9zcE/ornfTgE70jsiedKOBQ4Nto9UdIBkg6N8/Jm3EvbS1pCUo8Q5krPxeC4X16O6TsFZYZKuivukbck/TG3umNTnoUy1+Pvse9H5DkekLRy7O+laN8aRc9AY/uRa18OAY6Jbf6vZH0vSVfFMzBKUpZHY4e4j1+WdIukJmnn2ipmtnXSaiw8mNlXZjbEzIbguU/OyX4XCBoC7gBGmNnKZrYW3pkbFEXeM7MNzGxNYC/8mTggt33H3/7my22XXa7TqzNn2pfk3nHJWXfhoyn3Dj6Ic1fcH+8BvwZ+0FRBIzia+r6NhcR9dfCcOTYOsHvunjptwICOf7rh+snPAjfn2jskp81+n7rmmz/BA36URdKO0a4dzGxt/Ls6KVfkODNbH//uv4IP6nXJbb8bPmCVWBQws1af8Oy8c4Ah8fs/wM9ifkCu3J+BI2J+GG66AN5JXCnmj8ftsDvjo66Lx/I9cam7dN9XA3vkfo8A/h7zPwD+G/P7A+fG/GrAi7l2PBn7Wx8fJdgx1t0B7BLzY4GBMb8x/vECuAfYPOZ7AZ0K2ng3sF/MH4aPvIOHzbwMH1HogI9Obxnnswb4dq6OsXiUnw2Ax3PLX8dtOcvVtREwGn/R9cE788cWtPFm4OiY7wj0bWhbvIN7Xum5Kah3BHB5zG8JvBbzFwB/jPltgZHlzmecj2y7ocCFufqHApfEuRmOCyXfxm3pHwZ+jo9cngmcGGXfi/kT8YzZR8R2PwF2xMOcfgtYFfgOLvB1KGjHZ8AAfOTnNfy+GEwTn4WCc2bAvjF/Sna8+IjcqjH/LeDRMs9Ao/sh9/wVrDuTeFbi92Jxfp/A81GAP6en5K7xxo3dC2lKU3NPDd3HsX5b4Iky6+Y+zyXlX8n9Php/Z9d5xsrUtx8wCs/pcl0sWyGe21Hxf/lYfjVwPv6Nez+rG38P/yBX59V4tLNWP9ftbcruHfw79zjwEh7wYSm87/A5rkV4DBdMZuPfw2NwzfuVuMb9FWDnqLMjHjhjdFzzI3B/r2zbx6Lc3vH7NeDMXJumAqcCzwFb4N/zV+P/UHLfvtL7GHcez97DI3Chul753HZPANuWWVfvfo/y2XH2wvtNa5U+Q2lqn1NbMqP6wDw6C/hDOzjm15H0ZzzTbi/8YS7lP/go9hm4ULEnLk2vAzwcg88d8c5dJdxe0I5bgJMlHYc7gF6dK/+AmVVJGh37eTCWj85tX46ngH9Iuh5PFPZxQZnNgd1j/jq8MwcuIOyAv6zAz8+qeFztcWb2bGlFZvZKjMovDSwOTDSzD+UJ2Yrq6g3cYaG+las9i9gW/1hiHhJyUox419s2RspPjP1VQlEOgy2yc2Jmj0oaIKkvBeezQPlQSrWZTZCrfrc0s6skHQ+cBTyDC2Hfi7IdcUHuduqbb/UDlsU71z/CPzqGCxR/wCPdLCZpL1wwHQWshH8gHga+i9/L8/MsEO27Oeb/DdweWoTvALfkzke5yDuV7qcc2+OjvACY2URJOxE5LmL/XfBzm0i0ZdbBn8FKeZl5SFQpN+M8ER8omaDIPo9nlL/WzK6RdCAuYOwS65bC34Nr4ANSt+Ka3D2B+2MUeTtcW5toGYQPfO1sHoBiT+AvZnagpEvJ+SjK8/RsE9f3dHyw58D4nj0f2v/9gBWBDcxsjqT+Zva1pN/ktl0a7wNsBEwEhkvaxTx6X0+8835K7HND4FUzs3jv7imPmJexWW7+JmAvSZ/j5mGfAks3cOzz+mzchQ/m/R0fnE0sArQlYaM0pnzmCHw1rh14VR5JZuuCbW/GO1G340Fx3pG0LjDGzDYrKF9pW+bGtjcPqfkwbnrzU3wUuk55M6uRVGVmmdd9DbXneA61Zmvdsg3N7AxJ9+EjIc9K2h4fTf9hpi3UTwAAoO5JREFUrB+SFS1op4C/mtk/6yx0M5dpDRzfrbgN6ZL4C6ahuo4us+9KKdp2ZfyF+mq8AJcFXpa0KW7etAHwqdX6mRTlMCiSIKzM+aw0Us3dwF/jQ78RHsq1J/BN7jo0itwE7X/4B6EPLnT+DxcsqnFNz+IxZQJXphXrD/SSB0CYir+cO8rzLlwP/AIfDdsN2Fzuw5K98O/OPjIlGH7vVXocV9P4M9cQov41m68cF4nEQsK8JqrcFrjVIjCCmX0dyzfDn3XwgaazctvcaR6N63VJmVnXA3jY567A93GtTLPkSUkU0pV5G9TcgeJkntsDl1qEVc/dB3k2wS0jvgSIgbUtgTvx78ttubLfx++JjJutxAcjd28+iAsB46kdrGpOFPsbAqxiZsdEXyWxCNAmfDYaoTfwmdz3odDW0dwesho4mdqH5C1gcUmbgYczjNGjUqbEPirhCnxk6YUyL4GGGIt3YKFWS4Gklc1stJmdCbwIrGFmJ1qtXSj4aH02Upw/Bw8BB2a275KWkbREBW25KerbAxc8GqrrCWBXSd3l/iQ/KlPnI8QImqSOkvqU2zaOdwkzG2xmg4GPgQ3N7HMzOyCOPe/QvmfUOzeHQdS9byzfGphgZpOLzmdJO8tebzObiidtOw+PCFVt7h/ygaSfxL4kaf2Y31XSXwuq6oNrlj7BTbI6mtkTuGp6spldCfwXF/auwbUPS+PCxLO48PolteZoS+EfocXwj8qvqXV2PwQ4B/9IPCVpc/y5/nV0QPYHnmzoOArOSaPPXEPnkdqcEsS+Fovj2lzSKrGsh6TVymyfSLQVxlD73q6EokSVY/F37cXyyG9FFAnoReTL5AfoBGBmM/H3zPfw9+ZNJFoS4YOaQ2Ja18wq0dhnyTyz7ZY3szeo7D5oSHKdaXWTTe6Av48bxdzn5CXgt9QVWMoxr8/GZsBG8Vw8Caym8GFNtF8WBmHjZNz+8GHcdr4cNwM/w81QsgdnD+BMSa/ifh31HHXxl/FxcufslQvWz8XMXsKjK8xLboA/AedJ+h8uGGUcLem1aOMM6o5CZBwFHCbpBbzzmbVnOG5n+YzchOtWKhCczGxMlPvEzD5rqC7zJGY34+fvNnyEvoijgG1i25eAtZuwbWNkOQwuBQ6KZcOAjeXBAM7AO9XQ+Pl8DFhL7ti8Z8G+svsoP7KzL3BQ1DkG126Ba2gmF9RxMbC/pGdx/55yWqYngX/iH4MbzexG/NxNNbPbzKPaPI0Lm38H/ohrvX6Mq6S/wm2Cq3Etybq4FmI2br7xchzLJLmZ3J3AiZLex6OPHBId/v8Cx+eegUqeuXtwQbKegzju57FY7jpsE6NwQ/EcF6Nw4aNUEEwk2hqPAl0lHZwtkLSJpK1KC6ogUWVuQOVW4NdWPlHlI8BP5dGOUK0Z1dPUHWh6soI234T7kP0fTTeBTDSNWVQ2qFlKlswzG+3fIJYPx9/LnWJ5dh/kB3eeA7aSB3zpiPtvPF66A7lZcSfzzPSV8ndcG1fJNn8FzpJHa0NS1/jOlLZDsXwp4EEzu8TMlo7nYgs87PrWTWhjYiFkoc2z0RrIbSVH4NqHmlZuziKB2nAOA0n/Bo7J1NlN3HYo7oxXNqzgPLapM2761YuGwwOXi2zSUL6SfGjgZssCnUi0Fqogb1C898/FR3HziSqrqB/69hIrSFQp9we718xuLV2XK7M/cBw+ePCKmQ0NAeZKPMDCl8AB5j52depTLrdOvAM+x80qD6i/p0RzkN07+GDN+fhAYCc8OMblpfeWcjmE5BEGz8UHQAWMNbOdQsg4Czd/qsKDo1wo6Qg80MBnZraNpH1wP0AB95vZ72If+ftgD2AdMxsWv4cCZ1M39O2vcd+MermdKvlGySOv/ZZajcyVZvYP1Q1924Pa0Lcfl2w/uGjfifZHEjYqRB5P+i/Ab8zsltZuz6JCWxY25oeWEjaasP8O1AoljU1FGtDZ1BVAplAslDRbZudEIpFIVIakK4ArrCBQTCKxoEnCRiKRKEuo+btTmVDSuaCKauoKJNMo1pZMs/QySiQSiUSi3ZGEjUQi0SzII+BUIpR0K9jcKC+IlGpLqgu2TyTmGdXNDJ1nuybavLeJ/SQSzYWkE/EcUnluMbO/tEZ7EgsnSdhIJBILlLBLrkQo6VmmihlUJpSUZvSt5ZJB+wCn4+EmPwRO4NDxKaNzomVI91tiQZLut0QbIwkbiUSiTdLMfiXTCL+Sx4/pt+UWq3T+Ywd30syYDhycPsiJZsc7fpdTNyhDut8SLUO63xJtkLaU1C+RSCTmEhHfpsTUIBHdpUgIySJyLQmsAnRed5lOx5YIGgA9psysOb+Ph5JMJJqNyf8YeE7vbh1Ko7+l+y3RIpS733BNRxI2Eq1CEjYSicRCT2RJnoGHBy2LpC79uuu0onW9unqOg0SiOSl3X6X7LdESNHBfLb9AG5JI5EjCRiLRCkQipHOBTfDEUGPx2P2zqR+7/6JI8Jclavo3/uHoBPytNK6/pOeArkB/PJJUFld9FzMbmyvXGc88vnu0YTrwRzMrSiyZbTOCCEWcjxtfUmZstNuAicB+ZjYu1lUDo6PtbwD7m9l0SVcCOwFf5GOuR8bzYcCawKblQiBLOhvPUD8beA/PR/CNpC544sSNgRrgKEkfAiuceNdUrn1uJhNnGFPPWRxJ48zsuoiPfzAuuHTDE0EeZmY1DexnAJ64bRPg6nIhjcttX6bsUMqER5Z0P7BPuW2jzAgaCRsdpmrnAtvi12sm8FMz+6CBba6mkZwRbZUSB+0l8WhpmYC6aamfz7w+p7ntN+l0+JfcfFAf9tiwblyE7H6bx+M4BJhuZtfOy/aJ5qOp91Qjdc3XdZW02X7/z955h0lRZX34/ZGzOStiTqgoJtYc1uyaxbTGxdXdNX64q5hQ15xzVswJc4ZFMQdEAcWsgDkrCEPmfH+c21DT093TMwwzA3Pe56mnq2/dunWrurrqnnvS7ePG33nIfB3eGj2V3g+P54dxM5Bgvc4tJtz9D7UD9sETE29jZoPSfrsDDwN7F/tfl3pfZJ75AM1TW2eb2eTM/p3w/8wjDRXyPWg45oYM4kEwT5HCyT4CDDazFcxsdaAPsFiq8rmZrWNmq+HZg49PyZPAEzt9YGZr49nCL0kD6pmY2YZm1g04HbjfzLqlZXReV87Gs7p2TQP8XSgjA32ZbGlma+FJME/NlE9MfemKD9iOTOX98ERW+bwP7AG8VM3xBuLnsRbwCZ7wClxowMzWBP4MXDJlmp0CVOyyVmve+s8Cuf0r8N8gx2XpGq6OZ2bPZYwudpxJeOb13rXsZ40wsx1LCRo1oCewJLBWuka7A3XRbqPEzH7J/R+A60m/c1ryBY3Z+Z+SsjtfsMwCzYZPNyZTmfz7rabncX0IGo2DmtxTZbQ1u7/r9vO1bXbz92OnV+x981gu2K0DH/ddiA9OX7BivrbNbmHW8/09PPN4jn2B4dW0Xd37Ysv0DNkAWB64scD+VTKdB02DEDaCoP7ZEphqZtfnCsxsmJm9nF/RzL4ATgCOyRUBHdNAqAPwKzCtph2Q1A4fiB+dm30ysx/M7IG0fVtJr0t6R9KDkjrU9BiJ14Glimx7GfejwMxews+lEmb2oZl9XN1BzGyAmeWuwxvA0ml9ddKso5n9CPze+pifPgV6bbRcyzFLzNfcUn6PYs6TrfCZ699KHcfMJpjZK7jQUZt+FmNJSc9K+lTShblCSaMlLZzWT5P0kaSBku6VlBV49pb0lqRPJG1aoP0l8KzEM1L/vjaz31K74yVdku6BQZIWyd9ZUndJL0oaKuk5SUuk8hVSv4dKelnSqqm8n6QrJb0m6YuU5bixMjv/U4CjgYfG/Dpj2EufTr0eGIP/f8eQud8kdZH0oaSbJI2UNCD5ICGpl6QhkoZLeij9b5HUV1JvSatJeit3wNTWiLRe8LcJ6ocG+l23vubFiX33u23ccz3XbTO2x/ItDRjTTOp1zYsVx5nZD6ney8AGklqmZ/uKwLAS51LyfZHFzMbjk0i7SVow12dcSB9Qq4sZzPWEsBEE9U9XYGgN6r8DrJrWr8ZNir7FZ6eOzQ0Ua8iKwJdmNi5/QxrEnoqr2dcF3sYHUrVhe+DRAsdoAeyAn0NdcxiQMwUbDuwqqYWk5YDuwDIc9cM9HPVDF476oVnFFCoKCBrHSxoGfAd8YmbDqjnO7PazGN1w7cOaQE9Jy2Q3SloPN2tYB9cArZe3fwsz2wA3/TmjQPsPALtIGpYEi3Uy29oD76R74MX8/ZNZxVXAXmbWHbgVyMXevxEfmHTHtT3XZnZdAtgEN5s7v5rzb0hq/T+VtBSuJboe4NqXJr6Su9/SZ/79thJuhrUGrlnaM5U/bGbrJ03mh8Dh2Z3M7EOglaTlU1FP4IFqfpug/qi33zU9t6ea2djBn0zlov9VHFzifjPgf8B2wK7A49WcR9H3RSFSvVHASnJTzUuAE8vZN5g3CZ+NIGj8KLO+HT4DtRWwAjBQ0svlvgTKZCNcI/CqK1BohWsoasILkhYDfqSyGVXbNIgHn127Zfa6Whl5AqppwN2p6FZcOHsbn1F+jfI0QZeZ2cXp5d5f0r5mdl+J48xuP4sxyMzGpn0+AJYFvsps3wR4zNxBHklP5O3/cPocCnTJb9zMvpa0Cn4/bQUMkrR3suWeAdyfqt6VaSvHKviAfGC6T5oD36WZ0j8BD6ZycB+iHI8mAfmDdI/MK2T/p5cD/zGz6ZlrUIpRGYE2+1t1lfRfYH5ck/lcgX0fwO3wz8cHpT0p8tuUfSZBXVGfv+u21ExzcB+uiZsP+D9mw6yvCLkb/x/A02b2VZn/hWAeJISNIKh/RgI1MR9ZB5/9AjgUOD+Z/nwmaRQ+m/pWsZ2L8BnQWVJHM8sPLStgoJntV2C/ctkSz23RDziLWZqRicm2ebaQdBt+Xb41sx1T2cH4bPnW6fqQTJaOz+z3GvBpuccxs6mSngU2w1/OBY9Tw77XZP+srf90qj6zq3t75/YvtC8AySziGeAZST8Au1E4y3V+XwWMNLMelQrdEfT3Er9z9pwa8+hjdv6n6wH3pcHVwsCOkqaZ2aNF9s3/nXOhmfvhgR2GywMGbFFg3/txwe5hwMzsU0lrUuC3Ceqd+vxddwAuTesjcS3uY8U6ZmZvSeqKP5M/qUYQKPW+qIKkjrhg9Qku0Gwq6R+4YNVK0ngzO6m6doJ5hzCjCoL653mgtaReuQJJ60vaPL+ipC7AxbjqHDwb7NZp22L4TNcXNe2AmVXgWoUrlRzMJS0h6UDcl2BjSSum8naSVq7FMSbi5jsH5Wx36wozOzQ5YOYEje2B/wB/SedGKm8nqX1a/zMwzcw+KPc48jfwn/DIUUWPU4P2Zmv/AryCm0G1SRqFnWrYn3UlLZnWmwFr4Rog8PdDbrC9fzpWlo+BRST1SPu3lLRGzoRCHkkMOWvX4twamlr/T81sOTPrYmZd8Chl/yghaJSiI64tagkcUKiCmX2OD2RPY5YmquBvU4vjB3OGOv1d03NqLWb5XVwNHCxpw1x7kg6UR1fLcjJlaDSqeV9UIj2HrsU1mL+Z2QFm1jn9F3oDd4Sg0fQIYSMI6pk0m7078GdJn0saiYd3/TZVWUHSu5I+xFXpV9ms8LZnA3+S9B4++/wfyws9WwNOxUM0fiDpfdy34icz+wk4BLhX7pT4BrN8RmqEmX0H3ItH0SqKpHtxU61VJH0t6fBUvrukr4EewFOSCpkbgL9cO+LmBcMk5Zx6FwXeSdfyP8BfM8e8MLXdLh2zb6a945O51/u4RiDnc1DsOLmQv5cCh6T2Vk/lN8t9K0ruXxvMbAhubz0cN3N6GxhbgyYWBZ5Iv/8I3LTr6rRtArCGpKG4idVZeceeggsjF0gajg90/pQ2HwAcnspH4nbhcxWz+T+tK04D3sSjmH1Uot79wIGpH9X9NkHDU9e/a3fg3YxG9wc8wtTFkj5O9+imQCVzWzN7xsxeKLPPBd8Xme0vpPK38Emxv5fZbtAEUC2sAIIgCIJGgqQOZjZeHjHmJeAIM3unDtodb2a1jUIWBEE9IelU4LOsX1kQNCZC2AiCIJiLkXQP7tDfBrjdzM6ro3ZD2AiCIAhmmxA2giAIGhBJ2wEX5BWPMrPdG6I/TQ1VzgCdZWsz+2VuO04QzA6SHgGWyyv+j5kVM2ENgmoJYSMIgiAI5iDb37zP/sC5QGfcnr3Ps397oFASySCYbeJ+CxobIWwEQRAEwRwiDfxuAtpliiuAXjEADOqauN+Cxkjk2QiCIAiC2SCFDe5QaNn6qt2vaNGmRbu8XdpNmzT1SknN67mrwTzO1lftdlmLNi2r3G+4piOEjaBBCGEjCIIgCAqQ8iAUFCLylvzBXY6K5q2bL1xoQ/PWLRaq8w4HTZ4S91Xneu1IEGQIYSMIgiBoUkhqgwsJS+OZ4Zvhmb4NGJ++X03Vd2QHYEdgSWAK8AOeg+Vr4E48wWZLPNfJ1WbWb/ub9zl2asXUZd+75U0m/lqBTTeW225lltp4uTFmdmeR/i0OXA6sj2ehHo0nYLs9VemcjjEW+Bn4G/CkmXWdnesS1I485//F8WR8uRwUG6T8GLVp9wY8Cd6r5e6z/c37nA0sW2DTl7XpQ+pHb/wem4af2yVmdoekwcAS+D3aCvgfcKqZ/Z72Oz7tZ8B7wKFmNqm2/QjmXkLYCIIgCOZ6UhbldhTXPnRMn+2p/O7LDfi3wJOePYYLHIWWJ4DrzOz6dMxuqd2v8DwHXVP58sDDkrTdTXv3+fL5T/u1X6JTy3WP3oQpf0zm5VOfYdF1ljqtxHk8gocx3jdznE5m1i1974cLF/3T9y61umhBnZCiiXUDSMlBx5vZxXXQ9IbAP2q4Tx8K+2z0Sf1rbmbTy21M0pHAn3GhaZyk+YDdMlUOMLO3U2bx8/D/z+aSlgKOAVY3s4mSHsATDfar4fkE8wAhbARBEASNluTX0J5ZwkL+0j6zrgJNTGKWsPAVxQWJlvgg8Y4i/dgKmJwTNADMbFja1iVb18y+kHQCcMmzf3tgnUUuX/wvredvu6OZdZhaMeVbm2Etnj/2sbs5puApbwlMLXScYO5BUnfgUvy+/Bk4xMy+S9qAd/Gs34sAB+FaqzWB+83s1LT/asAnZjZd0grANal+BdDLzD5KQudEYFVcm3EosE2Lti1/X7jr4rb2ERu1A74c8Pf+i9sMW1W99Cbwf+le3gVoC7wG/N2KRwvqA2xpZuMAzGwsszRsMzGzKZL+DXwmae10zi2AtpKm4sLPt7W7msHcTggbQYNz8+33VwnT97eDe4YjWxDMw6SZ0KzAUEyYaFukiQnMEhR+pIgQYWbTyuxPdVW6AkPLaSvxDj4I5OeRP/QCHv/m1dGrAvMDPc1sRh0dJ2h8CLgK2NXMfpLUEzgHOCxtn2Jmm0k6FtcEdAd+BT6XdFnSlOwAPJvq3wgcaWafStoQN93bKm1bIK3/Bde8bTxt4tS/fT/kqyHfD/nqcDMbpl4y4H0zOx1A0gdmdlZavxPYOe1b+SSkjkBHM/u8nJNOgtFwYFUzu1/Sxfg7fSIwwMwGlHf5gnmNEDaCBiUJGlmV77LATTfffj8hcATB3IektpTnVN2qwO4zmCUo/EZxTcSEEoP1xkJWetkOGIYPClcABkp6OTdbHMxztMaFxoFJiG0OfJfZ/nj6fA8YaWbfAUj6AlgG+AW/Zw6V1AH4E/BgRiBunWnrCTMzSe8BP5jZe6mtkUAX/L6bDjyU2WfLpIVoBywIjKSAsIHfwzXNj6B0/AWAXfEEgb+n/h9oZnfVsL1gHiCEjaChOZeqkVzazZgx4wJJTwJTcdOFxj6wCIJ5luRHkDVXKrUUCuc6lVmCwg/AZxQWICrm6InMHiOBvWpQfx3gw7R+KHB+MlX5TNIoXOvxVh0cJ2h8CBciehTZPjl9zsis5763kNQOmN/MvpXUCfg9569T07bS+qScn0YKjnAtsJ6ZfZV8TNoUajj5aEyQtLyZfVHk+DNJJo9r4vf9NsAoM/spbXsYF5pC2GiChLARNDQFw/FJWho4OvN9Oh79pa6WqSVsVIOgSZAGB1kH6mICRXsK+0NMpLA/xB9UNmWqVTSeRsbzwLmSepnZTQCS1scnS8ZkKyYfjotxUxpwU5KtgZclLQasgkeuqtFxzOzFuj2lYA4xGVhEUg8zez2FUF7ZzEaWuf+WwAswc8A/StLeZvZgEvzXMrPhtexbTrD4OWlN9gL6l6h/HnCNpJ6pL52Afc3sxmyldI7nAF+Z2Yik4dwoCU4T8fv/7Vr2OZjLmWuFjRQhoaKYM18N2tkNd8L6IH0fDPQ2s0b7p5A03sw61HCfp4H9cyHpZuPYfallpI3svim6yvVLLrn0tJatWrU84KDDWG75FWfWnT59+rfAk7i6uGXms1VmaY0PgrJ1Cs2qdsRtUu/FwxJ2Aj6RNAVYGQ95+SSzKcBUF+EjDUBKhqcsp0511PT+yP8PlLnPFvg5v1bjDlZtazDpPydpND7j9vPsttuUyfOHyEZiyl8KzWgalf0hvqe4P0TZUW3mdpKpyu7A5ZJOwh3PRwPHpSorSHoXv6Z/AFeZ2W1p29lAv2TqIuA/xe7xMo5TjFUkfZ35fryZPVizswzqiBn4IP7KFL2pBR7KuFxhYwcqCwAHANdJOhV/190H1ErYMLPfJd2Em3CNBoZUs8t1+LNiSHL0ngpcktl+t6TJ+Pv3f7jpFGb2pqT+uO/SNNwpvpKAEjQd1NQndwuEEBzMPCRspFkQ1ZUZUh0KGwOAy27qd98Cw4cNvXXAM0+2PvHkM3JVK4BetfHZkGfybVVi2RO3pb2qmnpZgaZccmrsqemzkiYFdwztC/y1SJ0pwGK4UNSNWmpfaiFs9CPzHyhzn77UUXjHEDbKJ80SlmPK1LLA7tMpHokp35ypab8YgqABkfQOsKGZTW3ovgRBXdAoNBtpNvcZ4BXcpu8bPIrDREm9gCPwgd9nwF/NrCI32AGewuORb5Bp63EzW6tY6LnMcf+ER3DYPM0Y7Jk27S3pWnxweLiZvSzpZeDoTKjDV4GjgD1wB6gl8FnyE4CN8JmJb4BdzGxqdhAlaT3gYjPbQtLmwBXpuAZsZmZ/5F2f5YB78N/r2bxtJwL74IPiR8zsjMz1fAHoAewm6UVgPeBEYIyZXZv27wv8YWaXFGor1TkFD8/3FZ6oqEqklGQacD2wfCo6ysxeK7GvAZ3+dnDPeza77cYe7Tt0PBQ3R6gUjSoNRIcBG+AaicPM7C1JCwK3puNVAEeY2Qhg0/zrCSwEPAysCxyOR7dZCVcPt03X5RR8pmh5M5uRBnUfp/aXxxN8LYLPMp6UzqeYgLI08H+pbeGzUF/hgkRbYHPcnnv19JsukI79An7PLQy8CnSWNBZ3oJ+Ax1zfFNfefIubaYxjluAyFRdYJOnmVP834BB8dnopXMiaGT4Rdw7M/w9sRYH/XOa37gIcCUyXdCD+v3g5s71DOs566Tc408wekrQtcCZ+f32OJ3gaTxMnCcjl+kM0K9DEFGYJCt9RXAsxcY6eSBAEdYKZrdvQfQiCuqRRCBuJlYD9zKyXPPnLnrgj0cMZu9X/4oPFnB0sZvahpFYZB6aewAPJfrBU6DnSYPhxKms2AFqY2QaSdgTOwB2dbsYHbcdJWhlonewS98Cji2yJDx5fB/Y0s39LegTYCXi0xHn3Bv5pZq+mQVqh7JpX4Imk7pD0z1xhGrythA/EBTwuaTN8wL4KPpj7R+a8wAe+l+MOYuDCxfYl2pqAJ+JZB79f3qFwWMYrgRfNbPecHXgS9ortexzwnDw0XjNgjb8d3HNM1WYBaG9mf0r9uRXXTJwJvGtmu8ljht+BawOKXk/zOOCn40Lfv9J1OSRtGysP2bc5PujfBXguCYrXUjns4Hlmlgs7WIUkqNxtZpMkrQTca2brpUH6HriQcziwCS48TMeFww/xgeHxuLAyBjgLWBQXPl4EBuJCwF7AfsAb6XvWnr4dLpjdh9+Xd+NmYofhycK+w4XjR4ELgPdxVfpLuMD8My40T8Gzv56StB857csf6XcYC1xYYBb8NGCsma2ZrscCkhYGTgW2MbMJkv6TjnFWses4tyOpBeUJEO2LNJH1h/gls571h5gwj/hDNBpUORt0lq3NQ5LOVccJgnKQdA2wcV7xFRlTwCCoNY1J2BhlsxIXDcVDtgF0TULG/PiL+bkC+z6AD5rPx4WNnvhgu1TouVI8XKAfDwKnpdn/w6icBfOZNCh9Lx0np314L7N/MV4FLpV0Ny5YfV2gzsbM0rrciQ8QAbZNy7vpewdcYPgS1168kd+Qmb0raVFJS+Iz3L+Z2ZeSjinSVkdcy1EBkISzQmyFazBIdtxjJW1aYt+jcJvihyTtA9yCC3WFuDe1+5KkTpLmxwfqe6by5yUtlGxjq1xPVR8/P8f9+L3zAi4kXavqww4WoiVwtdwvZTo+gJ9J0pxMxeOOfwog6X7cWf5R/L9wZyp/BmhpZo8mLVil/0LOjCkNbHO+K2fhGqwWeLSbq4CXgdPxzK9KSytcGMtlXl46la0CbI/bnrcCPsU1IVk2xAWPFulcsqZg+wBXJEE8V9YdWAt4R5Klvr0jDwTQEhdO86OSzTEGnXZVldwuW599dFlme5JaUzw7dVaAKOYPkRUaCmki/sCFiCbjD9GYsEw26Lrit3unVbnfzOyeuj5OENQWM/tn9bWCoHY0JmEjG7JtOrMSOfUDdjOz4WkWeosC+96PDwYfxv3rPpW0JqVDz5XTl+mka5RMtwbizk/74CYilernBpGZmd5s6LlpzDKBmDkIMbPzJT0F7Ai8IWkb3KZ/p7S9W65qgX4Kn2W/oVKhz6BPKHF+/fGZ8cXx2e9SbR1X5NjlUmzfg4Fj0/qDuOYISbfhmpBvzWzHIm0YhSPjWJHrWUhbVIjHgfOSiVZ3PCpMe0qHHSzE8Xh4z7Xx37zY8QudF9Tgv5C0SDlt0eNmdnoSir4xs2lpYD8RN0X71cxWJA9J2wGDMtq9UbhQ8iEesnNz4DYqO+p3Tv18GRdIsttI64tmylfDNTUP5B3+YFzLsg8uVM+Haw9/o0gUMYr7xZRy3p95rZOgUSm3i5nd9Gjv81vtfsnJz1A4M3VWmCj03Mz6Q/wEjKKwOVNF+EM0LZKgUSWX0G/3TmOB/VpELqEgCOZ5GpOwUYyOwHfJLOoA3A+iEmb2uTw06mm44AFub19O6Lk/0jHK4WY88c3LZvZrDc9jND6AfYZZWgokrWCehOc9ST3wzJun4D4EOV7FZ9rvwq9BjueAsyXdbWbjJS2FD8Kq4z785bcwPpAs1dZLeBSV8/H7ZRfghgJtDsK1FZenAXD7avb9Nh17MK4V+RTAzA4t0HZP4AVJm+DmOWMlvZSuxdnyyEg/m4flq3I98YF2jqK/dzrvt3CztSfTzHLRsIPyiDEbmNnJeU3NB3ydhM+DKRwhC+DPSbCZiA/uDytSL0eV/0LqY7e8es1wYfI+YH/gFSsdPjH/mnTEf58Z+L36jZl9mz2ApE+ATmb2Un4nk/ncEmZ2Qfq+AP77D8Wz5X6drlFnkn8Wfq98BvwLN+maSFVH/bZUjjxWzvNLQCu5X0QzoNnD/3feUZ3atq+kRZHUbur06dfh9/G0tBizhJpJaZmc95lbz/7v2qVl0YIdKl/TFswDfHnLr5d1aNuxSi6h8RP/uHJBLVjs2RAEdcH3ZjawoTsRBHODsHEa8CY+K/oexQWD+4GLcGftnH1+OaHn7gNuSmZEJRMpmdlQSePwWd6aciZwi6Q+6XxyHCdpS3xm9ANcGMnnWOAeSceSyQJqZgMkrQa8ngYw44EDU1ulzmOkpI74IPK7Um2Z2TvJxGcY/hu8XKTZY4EbJR2ejn9UEvKK7dsLN7VpgQ/YjijR5d8kvUZyEE9lfYHbJI3ATXwOTuWFrucSmbZeAE6SNAz3ncjnflzTskWmrFjYwRVwB+18rgUekrR3Ol4xLdMruFncisA95tGYuhSpC+X/FyYAa0gaivtV9KzmPPL/A+Uc5wmgv6RdyXMQx029rklalZ9wf5eH5eGXn8P9DxYDnjKzwyRNwrVBT+MD91dx/6qVcef5Vvj/+uNM+4/hWoYFcbOyfXAfluZpGZ763j5T1hxo0bFNu063v/g0bVu1Zp8eW3Ph43ex0UprsOmq3dpQ+ZnYAddOCRdUPsCFkcl5S07QWBj3Q+lT4HoFTZT2bTosVJPyIAiCeY0mH/q2JiQ/h8G49iEyWtcDasShiCXdhfud/FSLfQ8h46g+L5KEiO+A9c2jsPUGOphZX82KJncl7rT+npmdJM9u2wHXdOyLawhWwO3dT2GWKVPWb2Yl3N+oXzreJFyL+BgZR+rc+sBTrhhxx0vPLJsvbGy8ytpfb3fucZtljvEAHs3uZ1zgWg74vcCpTk/ttwaOwQXnCCnbgCRB91Iz+7/0vcq9Zx6Cuw0uOL9iZmcWaWs6Lrjm2M3MRkvaAI8ItxiuBXsFOCaZ3G6P+051WmWp1ZdfbZk1Wp61//ksvXBn/nn9Ybz64cu0bdVu6sfffPAhcIKZDUrHugU30RXwCR5BcXymL48Bi9bSPDgIgqBBmBs0G40CSQfhs60nhKARAJjZgQ3dh0bONDyJ0/GSzsUH8AtIWhtYJtV5Cde+fCWPUNUCD1wwHTe7Ax/ot8Q1Ez/imZezg/i78ehez2YG87kIdisA15AJ9yupzwyzfmRyUcwwm9y8WbP/mNmoXJk8OMDdZvZjpqwVnqBtRTyU8JK4UPIBHgyiOR6Vrh2wHS6gtMCjhr0laQLum9Id15a8iIdVng8PHf0qsD6Z8N/lXuygEpOBPSSdZ0VytqTf8iFgaDFBIzEx32dLHur7QTyT8uvJLHFPoKOk5fGgDH8xsw9/u3fa/k8NeezWL38a03rphTsDcMa+507evcfehy24f8vv8P/ISqnp481sXDrGpbhZ4fnp+/x4+O7xkpbL3qtBEASNmRA2ysQ8U/lsZSsPao6ZbdHQfZgTmA92+zVwN2aLjG9OsZCuLXCB4x+48LA+bhK1Mz4w74EP0u+gsvCwRyq7NX1fAtjZzG4v0o9VgNeKaA1upHLY4mu3PvvorXovd9We3ZZdaUtg/inTplWMGPP5zWc/dFu+s+5lwMdJu/Ysns9nkqSJuLCxUTr/d3ENyAg838ulkv6Oa0H3xU3BHsCjqq2Em36diwtRR+JmWL/j+VyexXPq7I1HNHueqpGqsrkzIuxtYWYKulT2f8vRAjcf/NTMTqpF+//E74fXwSNTkDI+y8N5n2tmHwIssF+Le3bypMrnAp0nTZ1c8dpHL9982JX73cP+tMGFVlI7OUFDuI9S9p7eE9fC/IDfV+eluv1wbd4auJblBDN7MmltrsM1JdNS+QuS1sBNgVvhAu+euah4QRAEc4IwowqCoBLJAb1UWNfc0rZIEzmTpatxH5C9ca3COGaF5j0Bd2xfB88r8Enm+M/hOWK+Td+74A77XYv091dgOTMbm1feAfcZ+ThT3NrMVsszpelHkQzqSTOyLT64M/NEnH2BZmZ2eqpzBx4ue1iun5L646F+cyGD5wP+ntrai1nmWB1wQWUIPlO+WyrLJbl8jlnXu5Az8VTKyApumaSMTQFJ43Gt0wjc76YXlc2ojgH+Z2b7lNFW1oxqlHkuoYdxYeOxAvXfwe/f4UXa60e63yTtBuxjZvtntt+GR9P7ANjJZoUO/x/u+/cD0N/M1sq0t3jaZwXcT2xFXCDqamaHSloVGID7QV0EvGFmdyftTvPQoAVBMCcJzUYQNBEktaVqLohCwkSrArvPYNbg9Tc8I3oxv4QZ6XiXpxnW1/CEjrfhExy/S5qBm1DdDjwjaVMz+1aea2P+/OhX1TCSWaGKszSj5mGLK2Fmn+NO9TcBP8kTsUHxsMU5hDvOV8oLJA8zXCxc9XhLuYYkbYQPjvtl6uT8WYrl+FgMH2xW+f3S9a5WKCHz+83tpAhsd+CCRf5g+hWgh6SVs4JuEaqYUZWLZiXuawfcaCkvDnCRpAvxiGUb5fX70KQ1vAoP7nBbMttaEfctMUnTJHU1s/fTbg+k3+1TSV/gUfg2SW1gZh9JGoMLG6/jiTqXxnMRhVYjCII5SggbQTAXk8wtSpkyZZfqZsZ/wMPPVnGqxgdctVKDmtmvkh7A/Spuzdv2kKRFgGflGeI3xmdma8J5wIWSdjaz7+VJ9/5uZleqeLjfapG0E/B0Ou+VcFOw39PmXSWdh1/7LYCTqDzIfw44StLz5gk/V8b9MGobrhozy4XaLeiDkOl3Ic1U9h6ZH0/gWDCJYvIrKUdbMq2cfjcwlzNL0M1SRdCtYbs5AbeKZiNtWxcYbilBYM5BPVPnRFwbdkzqR/dsA2Y2XR7J78TU9564Od4ov43phGvbTs3tkteHYrmIMLN7JL2J53J6TtLfzCxfUA+CIKgzQtgIgkZImtksR4BoT+FBxSRmDQyzWoiGsvm/BHd2rYKZXS9pcTyp4id4PpmyMbOn08zv/5JAYcwSaoqF+y2HvwKXSarAbd4PSINA8MzsT+G5Qs5OWpkumX1vxv1S3kl9+gmPYlSrcNU1wcym4tqn30rVK8PnpgM+896BAveYPNpYvmBa6f7C77HJ+fvWFzURdM3s9xo0fTXu8P+Umb0JIOlA4H/AhcAjkt7I+W1QQLAzz8NzBXBw0ngNAFYws8/SPbML8FGqvh+wfc5HRNJywEBmCRt7S7odD0iwPG46mMtF9HwSdjvjPkjLA18kYXx53NwvhI0gCOYY4bMRBPVIspEuR4go5A9hVNY2lJp1rrPBa32S7N03TAPmRknW36Oh+1IfpIFvO8q7bwtNYE2jiLCbt9Rae1agz+PNrENaXwzP6H6h5YW+Tdv74olFt03ao6Jt5ZX3wAWLRXEzw5fwaFIVSSvWF9cq/QJ8CZxhZp/k+whJ2hMPovBnPBdRJ1y4G44nSl0Qj1K2dPb6pP/KUWn5DXcEz3cQvx7XmmQdxE/GBdypwPfA/lbzJLVBEARlE8JGENQBBfwhijlXtyyw+3TKt6ePP2wD09SEjZpQwq8kf2ldYPcZlC9MzxN+JXVBqQAHQRAEjYEwowqCIkhqRmEzk2xZzh6+kD/EFGYNkL6j+MApIsHMRZhZ34buQ2Olhn4lxQIUdMCjdy1Fcb+SCsoTShqthiwIgqCpEJqNoMkhqQWlBzq5pR2F/SEmUnhw8weZmdnIgRAEs0cS+EsJ+9mlWYEmJlOe1rA9HjUqn62Tk3cQBEFQS0LYCBqcz/c7fX9SwivctrnPCveelZ9grVpSFKJyTDjaFNjdqBqBqaAwMbf6QwTBvEryKylmypg/qVCdX0mppSJMGYPGTl29U4OgrghhI2hQ0kPxJiqbS1QAvVa496x7yhhE1MQfopRzagwigqAJUEeTEuX4V8WkRFDvVPdObZheBU2d8NkIGppzqWqX3W781MlXpoRY5ZhHfEuRl36h6DJBEDRdUijeyXiUqKIkc8tSwkgnPEt5+yL755tbroKbZX5XF+cRBIUYvue/L2vfsnWVdyr+rg1hI2gQQtgIGprOhQrbt2i1IDCacPwMgqABSEkLf2dWIseClAgkkV0WwrN6jyOEjWAO0q5Fq4WKbCr4rg2C+iCEjaBekDQY6G1mb+dt+hJYtkD9L83siRLtdcHDPXaVtEVqe+c663AQBEEZpDC8f6SlKMkktPlcknk9mEv5fL/Tz6bAOxV/1wZBg1DIPCUI6pM+uD1plopUHgRBME9gTggaAZJM0iWZ771T/h4k9ZXUO623kTRQ0hkl2lpc0n2SPpf0weZPXPn7F+N+nvj1+N9Z48Hz2OXZG/nzU9faBo9cMk3SwZn9VpX0uqTJueNlts0vqb+kjyR9mBJYBkGtCWEjqDMkdUkPppskjZQ0ICW7y9ZpJul2Sf8FSA5rvYAxI375xnZ77ubJ6z188c8r3nf2cZI6Smou6SJJQySNkPT3hji3IAiCIKgjJgN7SFq4WAVJrYCHgKFmdmaROgIeAQab2Qpmtvo3E8YeMuDrjy+abjO+6dxhAZ7Y/ogxA3f6x4G/Tq7YFjhe0qFp91+BY4BCyUmvAJ41s1WBtYEPCxx7dPmnGzR1IhpVUGck06bPgPXMbJikB4DHzeyuZEZ1EnAs8L6ZnZO3byvgI6CnmQ2R1AnXcBwGLGpm/01RZF4F9sajwoQZVRAEQTBXIWk8cA7QwcxOSZqFDmbWN2k4JgEbAF+a2XEl2tkK6GtmmxXY1oX0jsyrf4mZrZMp64v7QV6cvncChgPLl4rQKGm0mXUp+6SDJk1oNoK6ZpSZDUvrQ4EumW03UEDQSKwCfGdmQwDMbFwyOdgWOEjSMOBN3NFypTnT9SAIgiCoF64BDpA0X4Ft/wamlRI0El3x92y5vIMHKijF8sBPwG2S3pV0s6SCEdeCoFxC2AjqmsmZ9elUDkLwGrClpELx64VrKwqVH21m3dKynJkNqLvuBkEQBEH9YmbjgDtwU6Z8XgF6SFq5jg+rMuq0ANYFrksakAm4VQKSTpE0LE3+LZlbl3RNHfczmMcIYSOoT24BngYeTDHss3yEP7zWB0j+Gi2A54CjJLVM5SvHLEsQBEEwD3A5cDhVc7W8BBwHPCNpyRL7jwS61+B461DA/yKPr4GvzezN9L0/LnxgZufkJv6AbzOTgP+sQR+CJkgIG0G9YmaX4qrcO1N8+lz5FKAncJWk4cBAPIPvzcAHwDuS3sdNsSJkcxAEQTBXY2a/Ag/gAkf+toeAi4BnJc1fpInngdaSeuUKJK0vafP8ismH42Lgqmr69D3wlaRVUtHW+Ds4CGpNOIgHQRAEQRDUE5LGm1mHtL4YMAq4MOMgnnXY7gtsBWxrZpMKtLUkriHpjjuWj8a1IlNxLcZH+MTdH7hp1G1pv8WBt4FOwAw8Ye7qZjZOUjd8oq8V8AVwqJn9lnfccBAPyiaEjSAIgiAIgiAI5ghhRhUEQRAEQRAEwRwhbN+DIAiCYA7y4SrsD5wLdAa+BPqs9jH3NGyvgrkFSQsBgwps2trMfskvjPstaGyEGVUQBEEQzCHSwO8moF2muALoFQPAoK6J+y1ojISwEQRBEAR1iCQBLYFW76007YPmar5Mfp0JM/74Zf3POh1f/70L5mWGrDjusvbNOi5UYNOY1T6ulGQ3COqNMKMKgiAImjSSmuORd/KX1rjQUOizVYltLXNtN6NZFUEDoJ06FBoQBsFsUeK+6lyvHQmCDKHZCIIgCOYaMlqD6gSB6pbrgO+A5sBPwEN4uNDTgbOKHN6AKTVZhq00+clWarVEgbZmzjSnHAhPmlnXAuc7GOhtZm9Xf3Uq7bcb8ImZRY6EBkLSdOA9fGL3Q+BgM6vIhr6taz5chdHAsvnlY6Z89s0Oo1f6Pe6xoCEIzUYQBEEwx5DUgsqD/JoIBIWWlpTPNKoKAJOAscBk4FBcwDgJmA/oB/QB7kvbp2Y/zWxaTc//w1XoTWEb+j41bauG7AY8SSRka0gmpmzbSLobOBK4dA4fsw8F7rcxUz+5EDiijo+1G3GPBWUQwkYQBEEAzNQa1FYIKLaUG2I9pzXIH+SPzfs+mcrCQ/62mZ9mNqPEuU43swFpfRVgLTMbLsnM7HNJHYDHgAVwAedU4DFJ7fGsz0vjWpGzzex+SaOBe4AtU/0jgPOAFbfvsM99ly55/9YTZvzR+e9f7zj5iykf/fj7jJ9PRkwws8dSl1pIuh1YB/gEOMjMKvL6fB2wPtAW6G9mZ6Ty84G/4MLVAODh9H1zSacCe5rZ52X+DsGc4WVgrWxBoXvMzGp1jwEXmdn1q3+ixxdrsXSfTs3mXwlodeRCp/64Q8eexx/5zU6vAf+Yk/cYsBMuUE0DPjCzfevq4gVzN2FGFQRBMJdSQGswu0tNtQaFBvk1MjPKLbXRGswOOVOWdA0fAp41s+vyytuljMoLA28AKwF7ANubWa/UznxmNjYNBC9IbVwGbA1sjGdvHmlmi5Zoc1k8i/QmZvaqpFvxwdrFWRMXSQua2a/Jx2QQcAzwNfA6sKqZmaT5zex3Sf1w06z+9XA5gwI0tXtM0rfAcmY2OVdnDl/iYC4hNBtBEDQ57tzv3Spx6P967zpzNCxkDbUGxfwR8uuozMMbhQWBsQXKyhUO5vaZqraShqX1l4Fb8rYLOFfSZsAMYClgMdwG/2JJF+ADrZcz+zyePt8DOpjZH8AfkiZJmh+YUKRNgK/M7NW0fhc+yLs4r0/7SDoCf3cvAayOm7BMAm6W9BRu1hI0DpraPTYCuFvSo8CjxS5K0PQIYSMIgiZFEjSyNs3LAjfdud+7ZAWONENYbJBfGwflmjxvp1J1gD+RWgoH9a01mEuYaU9fhAOARYDuZjY1zSq3MbNPJHUHdgTOkzTAzHIO5ZPT54zMeu57i2Jtpjr5wlul75KWA3oD65vZb2lWuY2ZTZO0AT7LvS/wL2Crci5AMMdpavfYTsBmuHnVaZLWiGdPACFsBEEwDyCpGWVqDW7e67VLW7Vo0y6viXbjJ4+9TtI6uI+B8Jf39AJLvh/ADAoP8iuKlDcFrcG8wHzAj2nAtiUpwo+kJYFfzewuSeOBQ2a3zURnST3M7HVgP+CVvH074bPWYyUtBuwADE52/+3M7GlJbwCfpfp/AB1rcsJBvTPP3GPpGbyMmb0g6RVgf6AD8HsN+h7Mo4SwEQRBvSMpX1swu0vZz7KWzVsvVqi8fatOnXBzg2m4AJH9zAobU3Etw0RcoKi1nwIhXDRm7gaekPQ2MAz4KJWvCVwkaQZ+LxxVB21CCo0q6QbgUzw070yS8/q7wEjgCyBnDtMRd1xvgwvJuUSB9wE3SToG2CscxBsl89I9ti9wi6T5Up3LwmcjyBEO4kEwD6A5GM+9JlqDIktHfBZtdXzgPhF4Fnc6LEZv4FpgPNA3fc8fpN+BO1JOARYF/onP4o3DZ9wuwWfu9sCjwBwDTLlj33dGnTuo17L7rnM8yy+4OpOmVnDf8MsZ/u2r036p+O4D3LTgDjwaTGs8HOrawHDgP5Q2mzofuAwfIGQFoFVTH18qcr7TgGWAzYErKO1svTJwQjp2S9yG+3wqCy8zTRdUIodDEARBEMxpQrMRBPMG2Xju9wDHpNkrSVqG0j4H1fkjNK9BP7KRiXKD37/iydMOxZ0MFwaWBF6keBSjI4ArzOxHSaeY2VX5B5J0m5k9k2bbRuDRVB5P27oC65nZd5Im4GFQJwPcud+7fYwZd5JCst4y5CwWbrfE1It2fvTQQ+/f4G5JiwCHmdnXqa2+uH/H383stVInL+kU4Hoz+zkJacWucyGHcGNWDojWeOjJ+aks0Ag4Dp9R/D59XxjoldePbBjZTsD8kg6kavSoQqFmaxxGNgiCIAiKEcJGEDQgBbQGNXU+nrlN0omprD2ebKk5/h8/KJUfiA9gmwH/w1Xllspzqu+H8dn3a4AXcHV+czxy05F43PebgNtT27elfVsAp2RyBuTObwXgTGBTM5te4PwPxDUOrYA3gX+Y2fQ0WC53cHsA8HpO0AAws/eB9wtV/uu969xzTLuvT50+Y+r8P/zx1eKf/Txi+t93PvvQQ+/f4O6070/ABZm2Bknaosy+ABwtaRf8t9nbzD6SdAgu/PwrXZNb8Ov6DHBCCoM5DXcI7Ql0BYYCB2ZNrJLTem9c+zGOyvfCsXh0rcWAxYEH8dCVS+G/c3NceNkHWCX1701gSGp+E/z3boFHnxmU6h8MjElC6+/A9bhdd01MxeokQV4QBEEw9xHCRhDUAElVBvlUH4Wo1FITrUGhQdwE4Dd8YD4M9ynYDhcUHsezyd6TyvsBv+JmTYNxjcMe+EA9P577xcCLZrZviufem8rx3M9OA99dsvHcJT2e53+wBjCsiKCxGj6w3jg5M16LCw531OCa5I7xTjV1ekraJPO989n/O3QLXMMyU9CoI342s3Ul/QO/bn/L234FrrW5V9KRedvWwc/nW9xeemMyTpwpKsxluIAwGDdHu93MJkn6AfgTsBEucL4LXIQLXUeb2e0ppOWLZvZnSa3TMf6Dm3mtjCfzag3cCnyV2jg+1fkSOAMXaF7H7982uOakxuF4M9qXOltC+xIEQdD4CGEjaHD2OO+r/cnLefDwycvcU3qv6pEnJapLJ+RWNTj8dAoPiMYXKa9umVrKiTgJQRelry8DZ5jZFHk25FHJIfsyPCzhnI7n/n2Z12hroDswRBK41uXHMvctiqRH8CRWn5jZHqn4fjP7V6bO4CL7ngLsDSxqZkvWsgsPp8+huDCXTw9c8wQuCGbj3L+VMd8aBnQhL2KMmZ0l6W5gWzziy37AFmnzY2Y2EZgo6QVgA1wIzbEtsJakvdL3+XA/l01xf5FnUnkHXID+ABhlZrelPq0HtDSzB4udvGY/0WCnvO9lJxpM2qG6FF6mlnvsUhx74S1VnnFX/Pvw2X7GBUEQzA2EsBE0KEnQqJTzwMxu3vb/Xppv4KWbP8XsDVpmV2tQW8FgSqGZ/DlMY4vnnmMksLakZgVmnYXPyp9ckxMtwEhciALAzHZPg+L8ZFWF+CDbPzM7BzgnhZusLblrNZ2aP2Oz17no/imy0HWSbgJ+krRQblN+1bzvwrUcz1UqlLYDzjOzG/LKuxToU9tSJ5DMo6bhkbpmG6lgMsSaaBTztS+tSP46ZRx7trUvh5x0wc4d51/wckm567YscNOxF95CCBxBEDQFQtgIGppzmSVoACCpbcs2HS/GbchzjsNZB+JcyNGaCAelnF+nNYHQo/Udzx3wQXEKwXimpNPNzCSthEemGoSHU7wsOYIvCHQ0szE1PLd7gJMl/SXjt9Gu1A6Z/n2W+vdfSaclf5FceMc5xRvAnsD9eLjIGiFpJ+DpdM+uhAsAv6fNu0o6Dzej2gI4icoaueeAoyQ9n363lYFvUvnZku42s/GSlsL/Hw1OOs/JVBZ6ZosSWs9yfaVywku2TkFat2nbOyNo5Gg3edLEq+T5C8p5Rk0ptq2utC9BEARzihA2glqRzFB6m9nbs9lU50KFrdov1A4P4Zob+GXzHBj+os8KGcWWCTlBIhcGNs3W/q+JhQKt73juWf6Gh6H9TFIF8Atwopl9IOlUYEBylJ+Kh6+tkbBhZhMl7QxcKuly4Ac89O1/y2zib7gJ2meSfsWF2f/kNkp6Gfdp6CDpa+DwfM1ADTkOuEvS/wFP4dGnasJfgcvStZwGHJCEJIC3UpudgbPN7Nt0v+e4GTfNeidpDH4CdjOzAcmH5vXUzng8cEB9a+jqhaR5zOVKmW3StSwYcaxVm7ZnF9qnVes2C+A+VLm6Hags3JSrfYHyHfTLqTM5fF+CIKhLIs9GUCvqStjY47yvRlNgRhwY8/DJy3RJx2qNv4jbp8+O6TN/yTfhARdMJuCDp2vwGeUOwDnATmQEkwYwfQqaIJLa4WZvJmlfYD8z27UO2u2L38flmI81eTQHc9NkOfbCW0ZT5Bl3xb8P71Kif81xQXQpSpuJXZvqHJop+zceaOD4vLrlUsznrLZmpVNqcOwgCOYxQrMRFCXNiD6Lh8dcB/gEOMjMKvLqXYdHsWkL9DezM1L5+cBf8NnXAWbWW1I/fDZxVWDZ1f984h3jfx518q9fD2ux4DLd6L7XpQAVz1+946fq8/7beW3+knfcFfEwnIvgL8d98Vnt3rgDbhs82k5/XMAAWBF/MXcE9sprbyKltSQ5oSRenMHs0B24Os2G/w4c1rDdabJkc9PcjYd2vnQOHKcPlf3SwM1A+5TaKaetMrOSmi9JY3H/tLFm9koK3nACbh56XaZeUe1LDZYOed/L8osrU/vS2P3igiCoJaHZCIqShI1RwCZm9qqkW4EPzOzirGZD0oJm9muaiRuE5034Gg+PuWqawZ3fzH5PwkYbPILOX4A7193z4nM6r7PnUYOv3WXZbrud+90CS3fr/Uifzs/mt2lmI/L69yZwvpk9kuzsm+F+HnsBf8fNrx4HLjSzlzJmVMvhpiZbUVhDktOetKfwyzRrujUBN9kpJJTUiYlG0PhIEa+Wyyv+z2yaVwX1SFaDIQ9BvJaZ/SPznOgAPAYsgA/STzWzxyS1x7PLL40/H842s/tTgIR7gC1T/SOA84AVV1prvcE7HHDk1lMmT+r8+K2XT/71x++/n1Qxfnyuzer6mMwMr8Yjho3Cn3W3mln/9CweACxpnsflMHwC5rS61NAU6V/O96WUo35Nw4OXSy5wRaGkoLVZSkb8C4Kg9oRmI6iOr8zs1bR+Fy5I5Jtp7COP398CWAJ3/v0Az4Z8s6SngCcz9Z9IAsh7wA9D+//fBcAFOvX9OwZf+5eHzexR9eHIAm3OFDYkdQSWMrNHAMxsUirfFg/v+W6q2gF3on0pc3wDZphZtSFak2NnMYGkAx7qdQUKvCSTmUZRYYRZ5l0TwkZ67sLMdm/oPgR1QwrVuwOuxc0yCdjd8vLIANsD35rZTmn/+TL7fGVmPeS5UPqRctN8OuLtkZ8MP3zRdKx2+W2WMcjdA/e1WRNYFDf7ujWzfRBwUxr874sLOqfV7ErUnDnk+9KCqg76NXHir5X2JR2/mIN+IYGm1LYG1b5s1G/I/uSFWn7jkPUj8lnQYISwEVRHyVCaSUvQG1jfzH7LaS7Mk49tgOdS2Bf4F65JgGpCqhZrM68fxaIFiQIhPGtLLmcB7khbFHmei1JCyYL4g79Q2FBLzr7FTLdywsoEi6zLQVBXtJXnMgHPTXNL3nZROI9MQ+Sm2QR4ME1KfC/PoZJlOp6PpSfQ1sxGJ9OluYokdE2lDiOhJa1QTc3FsgJMeyoLPa1rcOwZlI6KWNPIidVqX5KgUSmcPHDTRv2GEAJH0FCEsBFUR2dJPczsddz06ZW87Z3wF+hYSYvhM4SDkwlCOzN7WtIbwGc1OGbBNrMV0szg15J2M7NHkxN5c4qE8DSzH2t85jUg+XH8mpaipJnH9hR3cs9pS9pTQKCSNIny/ErqLExoEMyjNNbcNIUoR3K4D3gE6FtG3SZDEtAmpaVOkCdJnR3fl3Z538seiyXtS06zMh2/t2aQNPbrXffCRc3btM8P/d0O13SEsBE0CCFsBNXxIXCwpBuAT4HrshvNbLikd/HEal/gDtngg+nHNCtnwfHlHrBEm/n8FbhB0ln4g3fvEiE856iwUS5JrT4uLUVJ5gS56FvFlmXSZxUzgfRCqlYoIUVFqoNTC4J5jQbJTVOEV/Dn8O24sLIFVQeOL+M+IvfWoD9BLUi5Tabik2JlkRFQCpl+5TQo7fKWtpmlTfpsndZzJmK5pQXQvFnrdgtRmIJh5oOgPghhI6iOGWZ2ZH6hmW2RWT+kyL4bFNjvkMz6aKBrkW3F2sy29SmzTLOy5VcAVxQo71DouI2RJADkBIKSJIGumJN7Sb8SYEYaMFW3hF9J0NRoyNw0+TyEm6S+j0cFfJO8/CzpmRFhj+uAWppelVouxCMlNsMnvh7C753TgZxWLEe+6dV4CptVFTa9mjHjVZo3X7rAaX1Z+yviSNoCDwyzs6RDgPXM7F+z224w7xPCRhDM5STn+EnAz6XqpZm1UpqS+fEIOwWzb0ua6dBOcb+S8eFXEswNFIvUlJmU+BnoUaDKaNxcM3+/Lpn1friDeJVtRdos2UczmyGpdzINXQhP3vhe2rZFqX2bAnVg1pS/1GRsVEgQmICHtc45jk/CnfynAGfi2onb8fDHN1KHTuUb9RvyH2oRajkI5iQhbARFmRs0AEH5JNX/b2kpSsavpJRgskj6LORXMpkSTu7MEkrqzIY6CJoATyYn81Z4uN1qo+k1RuaA1qAV5fm0wKxkhfkRpCZQ2Fm7TsLlSpqR/B6R9CQeZnmUJDOzn5KP45PAAklwqnWYZeCiDW97q9f0iRPO++SqEztPHffblCm///TL9AnjJnBI1a5K2h7352gO/GxmW6fjXoVr8VoAfasJ0bw3cEa6vmPNbLPqrknQtAhhIwiCStTQr6QdpYWSpdJnlWeNpGmU51dSEX4lwbxK0lQMKrBpazObmci0mAZjTlOG1qC6ULT5ZWWHoqXwAH8CPmEy1yUCrI8wy8DINw5Zf1FJD1BNmGVJi+BakM2S8LNg2nQK8LyZHZYE3Lck/a/EqZ0ObGdm36T6QVCJEDaCIKgV6aU1IS0/lKpbwq8kqylZjsJhJWdkTLiqi8JVll+Jnp5UJQ697dgmIrUEc4RS91sSKLrVyXFca5AfprWYIFDXSfZyWoP8ZXyR8qaUZK+xhlneCHjJzEYBmFkumuK2wF8k9U7f21DawfxVoF8ScB4ueSWCJkkIG0EQzHFq6FeSM+EqFB54PvylWcyvpFS+El8e+W0nWrW5gbw49Hp6EiFwBHVNEjSq5D3Q05Ngp7b9qVtzotnVGmQFg2L5Hgo5Jje41qCR01jDLIuqubRy5Xua2ceVCj0UfRXM7EhJGwI7AcMkdctq5YIghI0gCBoNya/k97QUJc3gZoWQQj4mC6fPZpV2njKpN63aVI1DP3H8lVLbmgzWgqB6+v90GW07VL3fxv9+Da7NK4diWoM/KC/b9UxtQdo2bR7SGswLNFSY5deBayQtlzOjStqN54CjJR1tZiZpHTN7t9iBJK1gZm8Cb0raBQ/LHsJGMJMQNoIgmOtI5lLl+pW0JSuEtJ/v7IKV27QvFp8+CGpPsfuq/Xzz4b4a5fgaRNjpeZsGCbOcnNOPAB5OEzg/An8GzgYuB0akZ+hoYOcSx7pI0kq4RmQQMLwG/QyaAIrJjSCYO5A0HbfPbUFKtmhmFZLGN3SYyxRN5RJgG9xc6hfgxDTbVWyf0Xic9p+LnUO2PL3MLgNWwzUf44AzzOylbMz39NK8DZ8Nbg68ZmY3zGzzpDt/ZNDdi/Cvq+CSv8FvP0CzZrDV/r/abadWGRgmf5OXcPv2FkB/MzsjbVsQuB/ogr+Q9zGzgtG+SsWll/Q0sL+Z/V7ieg3GY9y/XaJOM3yQsBVuHjEp9WlUiX364fbg/YvVmVepj/+Unp40msKzymNsxzZdyuhjtX1JjsdnAXszK9Hcg2Z2Ts16GwRBUPc0q75KEASNhIlm1s3MuuIznlWSLTYgNwO/AiuZ2Rq4un/humo8DfifAm40sxXMrDtwNLB8Xj0B1+POr3/Dw0PuW6mxu//7GZvuOZnmLeBv58MNw+CSwRU8cNEUSasXOPxkYCszWxt35N1e0kZp20nAIDNbCZ/RO6k252dmO5YSNGpAT2BJPLTmmsDuVGOS1sSpj/9UHzzPQZa6znvwX/x3XzP5BmyK/weCIAganBA2gmDu5GU8pvpMJHWQNEjSO5Lek7RrKm8v6SlJwyW9L6lnKh8t6VxJr0t6W9K6kp6T9LmkI0u1mXfcFYAN8djwMwDM7AszeyptP1DSW5KGSbpBnsejphwAvG5muQgsmNn7KXlaliuAhYCDUl/+B6wqaYnUl3Z8/cnKdN3kHyy4xBhWXMeAMbTr1IuKcW/hzueVMCeXyb1lWnIq4V3x5Fykz92qOY8lJT0r6VNJF+YK02+xcFo/TdJHkgZKujcTEQZg73QtP5G0aYH2lwC+y/wOX+c0LZLGS7ok/ZaDUtjLSkjqLulFSUPTvZC7biukfg+V9LKkVVN5P0lXSnpN0heS9qrm/Bszc+Q/xU5tD2avRcfz6FW/AkbFuC85eMVR7NS2d7H/VCEkNZN0raSRkp6U9LSkvSS1A3oBR+dy15jZH2bWtw6vTRAEQe0xs1hiiWUuWPDQruAmH48BRxUo75TWFwY+I0UVAW7KtDNf+hydaeMyYAQeAWoR3LGwaJt5/foL8EiRPq8GPAG0TN+vxQWB3PEXzp5DiXO+FDi2xLU5BNesvJo7VmbbNbl9cS3HgwX274KHJO1UpP3muN3zeOCCTPnvefV+q6aPX+COm22AMcAy2WsBrJeO0zb9Fp/iplMAg4FL0vqOwP8KHGPp1NYw3Kxtncw2Aw5I66cDV6f1fsBeuBD1GrBIKu8J3JrWB+FaK3DB8vnMvg/iE1erA5819P9kXvhPFenjXsDT6Vovjuea2AtYC3i3oa9lLLHEEkuxJTQbQTD3kIvV/jY+MC4Wq30EPqOfjdW+jaQLJG1qZmMz+2Rjtb9pPiP6E5CL1V6szXLZGugODEl935o806faIOmRNKOcjen+Dm4bv0Fe9XuZZUq1b/qebasD8BBwnJkVdDg3s+nm5ilLAxtI6lrLrg8ys7HmM9AfUNWWfxPgMTObaB43/4m87bnzHYoLSPn9/BpYBTgZD4E5SNLWafMM3L8E4K50rCyrAF2Bgem3OhVYOl2fPwEPpvIbcA1KjkfNbIaZfUDN7o3GwNz0n9oEF5RnmGcPf6FQJUmHJi3iV5KWKaPdIAiCOUpEowqCuYfGGqt9JLC2pGZWNWqOgNvN7OSanGgBRgKb5b6Y2e6S1gMuztT5CJ+xf0DSdmY2MpW/CiwhaW180DzTh0Oe1+Mh4G4zeziVLcOsQf71ZnZ95ri/yx21twfeB36QtISZfZdMjn6s5jyy13g6VZ/BKnP/Qvvm+jgZeAZ4RtIPuGlXoQzV+dFBBIw0sx6VCqVOuAanWzV9yrUxN9FY/1OFKHZtPwM6S+qYBJvbgNskvU/N8m4EQRDMEUKzEQTzDqVitVeY2V344Hzd2W0zi5l9js8MnylJ6ZgrJVv0QcBekhZN5QtKKhSZpzruATaW9JdMWZXEfmb2Gu7k+5SkzqnMgAdwn4qnk1Yh50x+C/ChmV2aaeMrc6fhbmZ2vaRF0ow0ktriEbdyYSQfBw5O6wfjpjizwyvALpLaJI3CTjXZWe53s2Rab4ab2IxJm5vhZjcA+6djZfkYWERSj7R/S0lrJG3PKEl7p3Ilwa0p0CD/qSK8AuyZfDcWA7YAMLMK/D6+Wh5IAblfVE2yfwdBEMwxQrMRBPMODRKrPfE33EfgM3kW71zo2w8knQoMSIPfqcA/mTUALgszmyhpZ+BSSZcDP+AJzf5boO6TcufnZ5OJyy+46dSJVI4WtTHwV+C9ZEoD0MfMns5rcgng9jSAawY8YGZPpm3n45qUw3EznL1rcl4F+j5E0uN4nPoxuBA3tvRelVgUuElS6/T9LeDqtD4BWEPS0NRmz7xjT5E7eF8paT78/XA5rlU6ALgu/ZYtgftoGrH0G/I/lc9DuBni+8AnwJvMujdOwXMjvC/pD2AiLlx/W4N+BUEQzBEiz0YQBEEjQlIHMxufogy9BBxhZu/UQbsNno8lmD0y98ZCuCC5cfLfCIIgaLSEZiMIgqBxcaM830cb3N9ltgWNYJ7hyWTS1wo4OwSNIAjmBkKzEQRBUIdI2g64IK94lJnt3hD9CRo/SVNRyIl/62QGGARBMNcSwkbQ4DxzmfYHzgU643bvfXY43u5p2F4FQRDUDfGMC+qTuN+CxkYIG0GDkh6KN1E5slAF0CsejkEQzO3EMy6oT+J+Cxoj4bMRNDTnUjWEabuJk7kyRf8JgjnFGulzZMlaQTAbPHQel7VtHc+4oH4odr/h79oQNoIGIfJsBA1N50KFbVqxUH13JAiCoK4p9iyLZ1wwJyhxXxV81wZBfRCajWCOkTIt9zazt4vVeWAQv/9lUxZok5d+SmKMmd1Zk7YkHQfcmJJcBUEQ1AmSpgPv4e/MD4GDzayiunDCkuZ/5EV+3WMLFqy6rcozrtq2gP3N7NrZOZeg7pBkwF1m9tf0vQXwHfCmme1cx8caDaxnZj+XqvfMZTqbwokiv6zL/mSRdAgwwMwir0tQkNBsBA3KfQOZPnkK+cJBBdCnFs0dR4Gs0kEQBLPJxJRRviswBc9SXw7z3zeQCqiTZ9z8wD9quE8wZ5kAdJXUNn3/M/BNA/YH/L6aeb+ZwYwZtX6nlsshwJJzsP1gLieEjWC2kdRF0keSbpc0QlL/lJAsW+c6SW9LGinpzFR2zKQpzNfrPH75vyuZBNibI/lh/9P5dscT6C3pQUlVZvokbSvpdUnv5OpIOgZ/2L0g6YV6OfEgCJoiLwMrZgvSM2hQeia9J2nXtOn88RNZuOep/HTdw4wD7J4B/LbfaXy/4wmclHsW5iPpRElD0vM0V+d8YAVJwyRdNMfOLqgpzwA7pfX9gHtzGyS1l3Rr+i3fzd0XktpJeiD9vvdLelPSemlblXdlFkltJT0rqVeh+26H4+2eIR9w8t/OZeo1/eEfFzHllBt4ZscTWD/TRi9Jl6b1EyS9n5bjMnUOSv0bLulOSR0ljZLUMm3vJGm0pL2B9YC7073ZVlJ3SS9KGirpOUlLpH2OkfRBave+uv0ZgkaNmcUSy2wtQBfA8Gy2ALcCvYHBuNoXYMH02TyVr5W+jwYWTusL4xmT26fv/wFOT+uD8QdaqToz24olllhiqasFGJ8+WwCPAUcVKO+U1hcGPgOUno3vZ9rZFrgxbWsGPAlsltdWwTr5bcXS8AswHlgL6I8n4RwGbAE8mbafCxyY1ucHPgHap/fjDam8KzCtzHdlF+B/wEFl3HczgI3StvbA50DL9P01YE2gO24e2B7ogAfLWAcPnvFx5t2c69NtwG5p/QjgkrQ+ONP/lqn9RdL3nsCtaf1boHXuejT07xdL/S3hsxHUFV+Z2atp/S7gmLzt+0g6An84LgGsDozIq7NRKn9VEniW3NdrUScIgqAuaStpWFp/Gbglb7uAcyVthg/ylgIWK9DOtml5N33vAKyET6BUV2eO2dwHtcfMRkjqgms1ns7bvC3wF0m90/c2uKP2JsAVaf/3JWXfhaXelY8BF5rZ3el7qftujJm9kY4xQdLzwM6SPsSFjvckHQs8YmYTACQ9DGyKTx72t+QfYma/pjZvBv4NPAocCvQqcElWwQWogekd3Rz3YyGdx92SHk1tBE2EEDaCuiI/YcvM75KWw2dy1jez3yT1wx+6+QgYaGb7lThOOXWCIAjqkolm1q3E9gOARYDuZjY1OfMWe8adZ2Y3lGirYJ00oA0aJ48DF+NajWw0KAF7mtnH2cpKo/B8ynhXvgrsIOkeMzNK33cT8pq/Gffb+AjXUOT6V7ArVH2nY2avJrPpzYHmZvZ+kX1HmlmPAtt2wrV0fwFOk7SGmU0r0odgHiJ8NoK6orOk3MNlP+CVzLZO+INvrKTFgB0y2/4AOqb1N4CNJa0IM+1aV847Tqk62baCIAjqi/mAH9OAb0tmRQPKfyY9BxyW80WTtJSkRfPaKlYnnm+Nl1uBs8zsvbzy54Cjc8KFpHVS+SvAPqlsddykCUq/KwFOB34BchHJit13VTCzN4FlgP2Z5VfyErBbeo+2B3bHNXeDcA3LQqmP2Whqd6T9b8uUZe/Nj4FFcuMBSS0lrSGpGbCMmb2Aa0fmx7V2QRMghI2grvgQODipgxcErsttMLPhuEnASPyh/GpmvxuBZyS9YGY/4VEt7k3tvAGsmj1INXVmtlXnZxcEQVCcu4H1JL2NzzZ/BGBmv+Amn+9LusjMBuCJ1V6X9B5u619JgChWJ7+tejuzoFrM7Gszu6LAprNxH4YRkt5P38GFhUXSO+w/uHnR2GrelTmOA9pIupAi910JHgBeNbPfUr/fAfoBbwFvAjeb2btmNhI4B3hR0nDg0kwbdwMLkHGET21cn0wNmwN7ARekfYcBf0rld6V7+l3gMjP7vZr+BvMIck1cENSepN5/0jwsZBAEQRAERZBnjm9pZpMkrYBrElY2sylz+LhP4oP8QbPRxl7ArpZyiwRBOYTPRhAEQRAEQf3RDg/T3hL3cThqTgoa8oSQbwHDZ1PQuAo37dqxjroWNBFCsxEEQRAEQRAEwRwhNBtBg/PWtG/3x+ORd8bDO/bZoMWS9zRsr4IgCOqGeMYF9Uncb0FjIzQbQYOSHoo34WrlHBVAr3g4BkEwtxPPuKA+ifstaIyEZiNoaM6l8kMRoF3FH+Ov1IJq3hAdCpoMa6TPkQ3ai2Ce5oVfP76sXccO8YwL6oVi9xv+rg1hI2gQIvRt0NB0LlTYtkP7hQqVB0EQzE0Ue5bFMy6YE5S4rwq+a4OgPgjNRlBnSNoC6G1mO5eo0w1Y0syeTkVfUiARkaQxZnZnDY+f33atSZlbnzSz/pIG4+f19uy2GwRB0+Ktad+eTR0944KmS0qwl4sktTgwHfgpfd8gF82q2P2Gv2uDoEEIzUYTRk593wPdqBw2rw9uT5qlIpUDIKlcoTi/7SAIgpJIWkjSsLR8L+mbzPdWBeovLuk+SZ9L+kDS05JWltRF0kRJ70r6UNJbkg4m7xn3wZBh9Gi9DBcd0+fRejzNYC7HzH4xs25m1g24Hs+X0S0tUzLvyWrfqUFQ34Sw0cRIL8QPJV0LvAMsI+lESUMkjZB0ZqbuaZI+kjRQ0r2SeqfywZLWS+sLSxpd4DgbSHotvXhfk7RKenGfBfRML/KeG7Zc6tk9VvnThz3X3HzqYRvvzIdDR3wL9Nqw5VIrS7pR0gDgDkkvJ81Frv1XJa2V+V6l7bz+NJd0saT30nkencq7S3pR0lBJz0laoq6udRAEjZ/qBnHZupIEPAIMNrMVzGx1fBC3WKryuZmtY2arAfsCx2/YcqnWQC9gzPTp0+2y3n0nLbbMksP7X3f7K+X0r4EmhYK5AEn9JF0q6QU8Y/cKG7Zc6qDtlljzh8P+tPPk0R99asCYFx9/9pQNWy51THrPnyVpfNp/CUkvpXfm+5I2bdgzCuZVwoyqabIKcKiZ/UPStsBKwAZ4cqHHJW2Gz4TsCayD3yfvAENrcIyPgM3MbJqkbYBzzWxPSacD65nZv8CTBH3zxZgnzGw9SVsdstEOl5rZPUBfoDuwiZlNTDOEhwDHSVoZaG1mI3IHSzM7ldrO4whgOWCd1KcFU0Klq/BsqD8lAeUc4LAanGcQBE2HLYGpZnZ9rsDMhoFP5GQrmtkXkk4ALtmgxZLrAPeopY4DpgLrlzpIausZ4AWgB7CbpH2AfYDWwCNmdkaqexpwAPAV8DMw1Mwunt0TDeYaVga2MbPpkgYBR/720y+fStqw55pbnGdmW2245+FPAleY2b2Sjszsuz/wnJmdk7Ka5zuWB0GdEMJG02SMmb2R1rdNy7vpewdc+OgIPGZmEwEkPVHDY8wH3C5pJcCAlkXqbYILNZjZ88mkYb607fHc8YEHgdMknYgLA/1q2J9tgOvNbFo61q+SugJdgYE+YUlz4LsathsEQdOhKzWbdHkHWBVA0lLA7sBWVCNsJOpjUiiY+3kwCRodgD8BD6b3GbhgCklgTev3ADlhdAhwa5p4ezQnOAdBXRPCRtNkQmZdwHlmdkO2gqTjS+w/jVkmeG2K1DkbeMHMdk+zdIOL1FOBslzyl5n9NLMKSQOBXfHZvfVK9K/YcfKTyggYaWY9athWEARBOWSfb5cD/0kDw3L2rY9JoWDuJ/eebAb8nswBy8LMXkpC607AnZIuMrM75kAfgyZO2IEGzwGHpVkRJC0laVHgFWAXSW3Stp0y+4zGTZwA9irS7nzAN2n9kEz5H/gLMsdLuAlALprVz2Y2rkibNwNXAkPM7NcC2/PbzjIAODLnRCdpQeBjYBFJPVJZS0lrFNk/CIJgJLOefeWwDvBhWl8PuC/5uO0FXCtptxL7FpoUyvmSrGhmt1B4siZogqT35ihJe8NMX5+10+Y3SBYEuC8Rqc6ywI9mdhNwC7BuPXY5aEKEsNHEMbMBuFr1dUnvAf2BjmY2BHgcGA48DLwNjE27XQwcJek1YOEiTV8InCfpVdw8KccLwOoZJ+6+wHqSRgDnAweX6OtQYBxwW5Eq+W1nuRkP/TdC0nBg/+T8uRfuWDccGIaroYMgCArxPNBaUq9cgaT1JW2eXzFpdC/G/cIws+XMrIuZdcGfs/8ws0fLPG5tJoWCpscBwOHpfTYStwQAOA44QdJbwBLMepdvAQyT9C4ujFxRr70Nmgwyy7csCQJHUgczGy+pHa6BOMLM3mnA/iyJm2OtamYzGqofQRDMm0jqC4wv5WCdnkOX4xqOSbim9zjc8ftDPDhGG1zTep2ZVZkcUSaPT5FjdEnbu2bKjgX+lr6OBw40s89Tn/cDxuB5FwanmeogACC9wyeamUnaF9jPzHatbr8gqCtC2AiKIukeYHX8xXm7mZ3XgH05CI8UdYKZPdhQ/QiCIGhMNLZJoaDxkULaXo2b3f0OHGZmnzVop4ImRQgbQRAEQTCX0pgmhYIgCAoRwkYQBEEQZJC0EDCowKatzeyXue04QRAEDUkIG0HDo6v2B84FOuNO3H2wo+9p2E4FQRDUEfGMC+qTuN+CRkYIG0HD4g/Fm6icubQC6BUPxyAI5nriGRfUJ3G/BY2QSOoXNDTnUvmhCNDuDyZd2UlqXmiHIKgjcjlVRjZoL4J5mnFceFlH2sQzLqgXit1v+Ls2hI2gQYg8G8EcQ1KfzHoXSe8XqNa50L4daL3QbB5+VWDF2WwjCIKmycL44CzL7sAOJfbZFDgov7DYs6wOnnHBvMPtwH8zy8413H87oBX4fdWB3oXqFHzXFkLSWZK2KVC+haQna9i3IAjNRjB7SGpuZtOLbO5D1Rd2Pl8Cy+a+TGM6LWiO0Bgzu3M2+tUXj5df6zaCIGiapDwXh2efH5JWoMQzRa6lmFJlu646m8wzbmbxbD7jgnkHSdeZWZV7JK9O0XetpLOB48zs52L3G/6uze7TwsymFWrPzE4vs+tBUBah2QhKIulASW+lrNw3SGouaXya+XgTOFXSI5n6f5b0sKTzgbZpv7vT5uaSbpI0UtIASW2BPptxxYw+PMHmXMEVvMhAPpq0MCcj6T1Jt0pqndpeX9JrkoanPnWU9LKkbpnjvyppLeBI4Ph0/E0lLSLpIUlD0rJxvV3EIAjmGSQNlnRBegZ9knIY5NfZSdLrkhZek/PG/JMHp/2JS1meM+nPuwAV05nRR9JFkt5Pz7qead9rJf0lrT8i6da0frik/yYt8YcFnqXBPIak0ZJOl/QKcJKkdzLbVpI0VNIxwJLAC5JewCf5OIUnWZvz2YhL+J5xFUAfSf0kXZrqXSCpm6Q3JI1I99oCqe1+kvZK69tL+ij1YY96vgTBPEIIG0FRJK0G9AQ2NrNuwHTgAKA98L6ZbQicBawmaZG026HAbWZ2Ep6xtJuZHZC2rQRcY2Zr4ImF9sSOvudzfv74e8b98SLH2lFs8uVu3FzxCxO2NbM1ce3bUZJaAfcDx5rZ2sA2wETgZuCQ1N+VgdZmNgK4HrgsHf9l4Ir0fX1gz7RfEARBbWhhZhvgmcPPyG6QtDtwErCjmf38Pt+NGshHQ1/muDFPcIT15rFpQK8WHDcZ6AbknmcXSVoCT8yXE2CWwnNoAGwCvJzWqz5Lg7mZ3MRcbumZ2TbJzDYxs3OAsZnJtUOBfmZ2JfAtsKWZbYkdfc8EptCNpX4czkm2AcuOO4g7n8o4h68MbGNm/wfcAfzHzNYC3qPqvdwGdzbfBb8nF59D5x/M44SwEZRia6A7METSsPR9eVzoeAjAPJzZncCBkuYHegDPFGlvlJkNS+tDgS4A3zL2x9t4cxfs6Gbt6f2XCqaMNLNPUr3bgc2AVYDvzGxIOu64pAJ+ENhZUkvgMKBfkWNvA1ydzuNxoJOkjjW6GkEQNBWKhWnMlT+cPmc+xxJbAv8BdjKz33KFn/LTVc3t2C5r2LnNxvDrpDTw2wS418ymm9kPwIvA+rhAsamk1YEPgB+SENIDeC01WfBZGsy15Cbmcsv9mW3Z9ZuBQ5PJXk+KO3xP2YfbFseObnYVLx0xkI/HZbY9aGbTJc0HzG9mL6by3Ls2y6r4vfZpetffVeszDJo04bMRlEJ4RtqTKxVKvfNsR28DngAm4Q+ygnagwOTM+nQgq/qfkDlmsb5UGQCYWYWkgcCuwD7AekX2bwb0MLOJRbYHQRDk+AVYIK9sQWBUWs89y6ZT+T36BT4hszLwdqY8++xT3mclzOybZM6yPa7lWBB/to03sz9SIsBSz9Jg3mJCZv0hXPvwPDC0ROLHqTYrr0H+PTqhQP1SRH6EYLYJzUZQikHAXpIWBZC0oKQqjmdm9i2uxj2VypqFqUnjUBM+ArpIykWS+is+4/cRsKSk9VNfOkrKPUBvBq4EhpjZr6nsDyCruRgA/Cv3JevnEQRBkMXMxgPfSdoa/NmHD/5fqWbXMbhd+x2S1qim7ktAz+QHtwg+q/xW2vY6bqL1Eq7p6M0sE6qgiWJmk4DngOvwSb4c+e+7ctoaC/yW8TnKvWuzfAQsJw+OALBfjTsdBISwEZTAzD7ABYgBkkYAA4ElilS/G/gq7ZPjRmBExkG8nGNOwm1RH5T0HjADuN7MpuBq46skDU99aZP2GQqMo/LD9wlg95yDOHAMsF5yhPsAdyAPgiAoxkF4AIxh+EzymWb2eXU7mdnHuG/bg5lBWiEeAUYAw1P7/zaz79O2l3G/kM+Ad3DtRggb8y75Phvnl6h7N65tGJApuxF4Jjl+14SDcV+hEbj/0FnZjel9fATwVHIQH1PD9oMAiAziQR0h6WrgXTO7pQGOvSQwGFjVzGbU9/GDIAiCoD6Q1BuYz8xOa+i+BEG5hM9GMNtIGorbgf5fAxz7IOAc4IQQNIIgCIJ5FXmY+RWArRq6L0FQE0KzEQRBEARBEATBHCF8NoIgCIIgCIIgmCOEGVXQ4KzAffsD5wKdgS+BPp+zb7H44UEw28Q9F9Qncb8F9Uncb0FjI8yoggYlPRRvAtpliiuAXvFwDOYEcc8F9Uncb0F9Evdb0BgJzUbQ0JxL5YciQLsZf0y8Up3UvCE6FMzbdBl362XNOraNey6oF+J+C+qTYvcb/q4NYSNoEMJnI6hTJB2ZIkSVS+dChT8f3W8hYP266dVMdgd2SOu95kD7wVyAOrRZqCblQTA7xP3W5LmDysnwdsDfRaVYB9i5NgfL3ld/9HuR0YscwdfdTuKrNXovK6m/pHxBpObHkAZLWi+tj5a08Oy2GczbhGYjqFPM7Poa7vIlUDUr+aSpE4CXzKx/nXQMSAm2xpvZnSkzcJ22P7ciaTrwHiBgOvAvM3utQL3FgctxIW0yMBo4zsw+KdH2eDPrIKkL8KSZdc1sWxO4M33tDIxNy8/4C/lsYM90rArgDDN7RtJoYD0z+znT1qp4Usd1gVPM7OK8fuwOPAysJmkMBe65VP4V0NvMqrzoJd0MXJqXuDK/Tr90niXvK0mnAPvj13sG8Hcze7NE/b74vXtxsTpB3VDu/6FcVuC+sylyv5nZnQV2QdL8wP5mdm363oW8/08wdyDpJmA14Bkz+1nSYkCHYr99otS2kuTfbx169mDhqw8FGPOF9sslx72tyO5BMEcIzUZQFEldJH0o6SZJIyUNkNQ2beslaYik4ZIeys2WSOorqbek1SS9ldfWiLTeXdKLkoZ+uey/xk779reJeYeumDLy66HANpJelvSJpIKzPJL+Lem91I/zU9kKkp6VNDTtv+qcuD7zEBPNrJuZrQ2cDJyXX0GS8IzHg81sBTNbHegDLFbbg5rZe+m43YDHgRPT921wQWMJoGsaYO0CdCzR3K94lvhig/H9gFeAfVO/K/K2V6TyUv39WylBo1wk9cBnLdc1s7WAbXAhJ2gcVPt/qCG1ud/mB/4xm8cNGgfT8Azfx+dvkLSLpDclvSvpf0kQQdIhkq6WNF/SHDRL5e0kfSWpZYn3XMH7bcb4SacC7YHfCvSjg6Tb0rt0hKQ9U/m2kl6X9I6kByV1KHaSktpLeiq9i9+X1LMW1yqYRwlhI6iOlYBrzGwN4Hd8phngYTNbP72QPwQOz+5kZh8CrSQtn4p6Ag9IaglcBexlZt2nffnLud9vf95bwBjA0mevqe9/NQroAmwO7ARcL6lN9hiSdgB2AzZM/bgwbboRONrMugO9gWvr5Eo0DTpR4GUEbAlMzWquzGyYmb0MIOnEJHyOkHTm7HQgCa698N9wcjrWD2b2QLF9zOxHMxsCTC3QXgdgY/we3Tc5SfYi757LOE92SOYGH0m6Owla+aYDhycheHASxq/OHHIzSa9J+kLSXgW6uwTwc+bcfjazb1O7oyVdIOmttKxY4HwKDjIkLZIE/yFp2TiV95V0a+rrF5KOKXYdgyoU+z8AIGmLNHHyQLofzpd0QPrt3pO0wufse88v/3fXtV+ve/KUr9c5iW83O3PSpDc+/b/P2feeEr/N+cAKkoZJuijvmM0lXZT5v/19Dp5/UDdcAxwgab688leAjcxsHeA+4N/ZjWY2FhiOvwfBJ12eM7OpFHnPVXq+GTb+3tdmjF6410+jOx56CbAg8ESB/p0GjDWzNdMEyPNy06hTgW3MbF3gbeCEEue4PfCtma2dJoieLeO6BE2EMKMKqmOUmQ1L60NxAQCgq6T/4jNwHYDnCuz7ALAP/uLsmZZVgK7AwDSGaz7lva+++5x9u2R3FPttCzyQsoJ/KukLYFVgWKbaNsBtZlYBYGa/poHln4AHU/sArWtx3k2JtpKGAW3wgXCh7LRd8d+/CpK2xYXSDXDTk8clbWZmL9WyPysCX5rZuFrun89uwLNm9omkXyWta2b3UNxZch1gDeBb4FVcUHklt1HSkvjLeV3gD+B5fECQYwlgE/x+fRzIN6kaAJwu6RPgf8D9ZvZiZvs4M9tA7vt0OVVtt28EjjSzTyVtiA8ytgKuAC4zs1ckdcb/k6ulfVbFBcaOwMeSrksDlqAq5fwfsqyNX+dfgS+Am9PvdyxwNHDc2EufOhf4t5mZpL992+P01bDTcvtX+W2Ak3CtXjeYaUaV43B8YLi+pNbAq5IGmNmo2T3xYM5gZuMk3YFrX7Oa/KWB+yUtAbQCCv2G9+Pvzhdwzey11b3nksBxjw7b7xDc5PRfadLkGuBE/J2cZZvUdq6/v8mtCVbH7y9S/14vcZrvARdLugA3+Xu5RN2giRHCRlAdkzPr04G2ab0fsJuZDZd0CLBFgX3vxx+GDwOWBkdrAiPNrEcZx86Py5z/XQXKmgG/517SQVlMzAxqegB3SOpq5cfF3jYt76bvHXDho7bCRl2zHz5oB5893A94p0T9t8zsa4A06OxCRtjAhaoXzezXVOdBYOXM9keTkPyBkllEFjMbL6k7sCk+yLxf0klm1i9VuTfzeVl232oGGdsAq2fKO0nKmZ49lTQpkyX9iJu/fV3iGjRlavp/GGJm36X6n+PCJPjga8u0XmpQWei3KcW2wFoZrdl8+P8thI3GzeX4cyfrL3EV7gf2uKQtgL4F9nscOE/SgkB3fHKjPTV8zyVB9wlcAM4XNgq9SwUMNLP9KIM0mdMd2DH1d4CZnVVu/4J5mzCjCmpLR+C7ZBZ1QKEKZvY5LqCchgseAB8Di6SXOHLb0zWKHGNvSc3kjt3Lp32zDAAO0yx/kQXTbPgoSXunMklau9Zn2cQws9eBhYFF8jaNxF90hRBwXs7/wsxWNLNbZqMbnwGdMwPlWiNpIXxm+ma5Y/mJQE9lRuQFyBew8ydlSu2bv3/BumY23cwGm9kZwL+YZZ4IlV/6RYXpzLJaZluPTPlSZvZHmecUFKDE/yFL9trOyHyfwazrfBVwtZmtCfwd15oU2r+c30a4+Uzud17OzAZUs0/QwKTJiQeobHI8H/BNWj+4yH7jgbdwzeWT6dlR2/fcJsDnBcoH4M8hUnsLAG8AG+dMOeX+IisX2De3z5JAhZndhfvOrVtGf4ImQggbQW05DXgTGAh8VKLe/cCB+EMWM5sC7AVcIGk4bhb1pyL7fgy8CDyDm41Mym40s2fxWZ+30wx077TpAODw1P5IYNcanluTJdn/Nwd+ydv0PNBaUq9M3fUlbY6b6xyWZt2RtJSkRWvbh2QWdwtwpaRWqc0lJB1Yi+b2Au4ws2XNrIuZLYPPAG9S2/7hL/7NJS0gqQWVBYVqkbSKpJUyRd1wv5EcPTOflcwWqhlk5A8YutWkX0FVSvwfakq1g8o8/qB4QITngKPSRA+SVpbUfjb7F9QPl+DCa46+uJbyZTwKXzFy79H7M2Xlvud6yn1/RuAmomcXqPNfYAG5Y/dwYEsz+wk4BLg37fsGbvJXjDWBt9K7+JTUZhAAMbsVlMDMRuO2+rnvF2fWrwOuK7BP37zvF5MXISj5gGxWzbEPKbOP55OnEk62y9uX6lu57TcRcjbq4LOmB5vZ9GyFpILfHbhc0knAJGaFvv1U0mrA60lhMB5/Mf44G306FX9ZfSBpEjABOD2zfYSkGWn9ATw4wNu4Q+8MScfh9sb7UdVk4CE87GytbIrN7BtJ5+LC9rfAB3jI3nLpAFwlD286DdfkHJHZ3lrSm/hkUCEThgOA6ySdCrTETcOG4/bg16SBQQvcjO3IGvQrcKr9P9SCvvig8ht80LZcqcpm9oukVyW9j0+2XJPZfDNu2vdO0tD9hPslBY0QM+uQWf+BTBJbM3sMeKzAPv1wU+Xc9/7kaUmLvedKtVOi3ngKCMFm9jwF8lGZ2RaZ9S5p9TkK+24GASrfLDsIgiAA951Ivhct8JDAt5rZI3XQ7mjycogEQRAEwdxMmFEFQRDUnL5p9vt93Czr0QbtTRAEQRA0UkKzEQRBk0OVs5fnmGxmGzZEf4LGTdwvQRAEtSd8NoIgaHJ89euta+I5YjoDXwJ9ll7g0GJ5N4Imjpm9hzvy14qvf7ttf+Bc4n4L6oG434LGRmg2giBoUqQX8U1kHDWBCqBXvJCDuibut6A+ifstaIyEZiNoFEj6M7B4Q/cjmPf58MtrL+vQoU27vOJ248dPulILqnmDdCqYZ4n7LahPit1vuKYjhI2gQQhhIwiChqIDcFJanw9PgpZLQncGnuAMPEP2/sAawFQ8tO59FE5OleNSPFTueHyWb2Z+kPbtWy8EcOUlT/BY/zdp1rwZzZqJ8y45aKFq+rs7HvL3mbLOLgiYdb+VWx4E1XAH8CpwQ/reDE8a+Tlwae6+OuyAK/nlpz94bMApuf06S+qLPxOXAzbGs9kvx6yEuf9NYXaDoE4JYSNoFJjZwIbuQ9AgXAeQewlmc7nkkHQfntNiGzObIWl5YDUze6pYo5LOBh40s58lXWdmM517v/7ttrOHvvXZsoOeG8HTg8+gdeuW/PrLH0yaOOXrbL0Cba6Q+li0TtD4SVnlB6Wvi+NC7U/p+wYp8Wi2/uLA5Xi+gcmk/DLAFOBDPKlpG1xQvsbMbk/7zQfctfWfTp0q1PKIf21HzwM2zbY7JnsvSTLgLjP7a/reAvgOeNPMds7UewxY1Mx6ZMr6EoPIJoGk64D2QH8zmyhpB+AL4Bszu/Pr3247e+zYimXfHz6G9u3b8OWYn+i87CLgvhsAmNk/U1td8Kzk3er9RIImRYS+DYKg0ZIG+BsCp5rZDAAz+yInaEg6UNJbKUPuDVJZZil9vv/ut8kLLtSB1q1bArDgQh0rllx6of+kNkdLuiC1+5akFQv1S9KzkoZKejllmkbSIpIekjQkLRun8r6SbpU0WNIXko6pi+sT1Bwz+8XMuqUB1vXAZbnvBQQN4XlUBpvZCma2OtAHWCxV+dzM1jGz1YB9geMlHZq2/RP44PnXzznk/sf/XXH2aQ8wZcq0XNMVqZ0sE4Cuktqm739mVtbxXH/mB9YF5pdUJTGgmf0zndeOqW+58wpBY97iGWCntL4fcG9mW58nHx0yZZvtu/GXPTbg8YffgsL3WxDUGyFsBEHQmFkDGFYog3PKWt4T2DgNsKbj2bVLsvQCh96z9jrLHfXl6J+mbrb+yfzfv27948pLnrgkz3lynJltAFyNz2rncyNwtJl1B3oD16byK/DB6/rAnni25xyrAtsBGwBnSGpZXV+DBmdLYKqZXZ8rMLNhZlYl+7yZfQGcgGdyBzCg4zILHnbvsHdG9enYsc20Fi2aGTCG4s66pQaR4PfUE7gZ4b6zcV7B3M19wL6S2gBr4ZpfwJ9vV1z0+Cc77tL9+1333NAeuv+1qYRzeNDAhBlVEARzK1sD3YEhPgFNW+DHcnbcaO0Tb/vk43/fAWw66vMftgT+ftE5+sLM+qUq92Y+L8vuK6kD8CfgwXRccL8SgG2A1TPlnSR1TOtPmdlkYLKkH/HZ8a/LPNegYegKDK1B/XdwoRJcUH0c+PbQ/a7oCOzWeaHDi5r+Je4DTpf0JD6IvBXYNLN9P+BM4AegP3BeDfoWzCOY2YhkArUf8HR2m6TFgI777X7xkmZmn33S551lFjxshNmhhZoKgnohhI0gCBozI4G1JTXLmVFlEHC7mZ1cm4aTtmQwMFjSe8DBQL/c5mzVvF2bAb8XsXNuBvQws4mVOurCx+RM0XTi+Tsvosz6dsAwYCtgBWCgpJfNbFyxncsYRK4IvGJmJmmapK5m9n4dn0Mwd/A4cDGwBZANNtATWAAYlZ47nXAt2Kn13L8gmEmYUQVB0Ggxs8+Bt4Ezk/08klaStCvu5LuXpEVT+YKSli2nXUmrSFopU9QNN2/J0TPz+Xpen8bhL/K9U1uStHbaPAD4V+Y43crpT9BoGYlrz8plHdxpHOBQ4GFzPgNGMUvrUYrcIDLfhCo7iBwNdCFMqZoytwJnpYSTWfYDtjezLmbWBb9/4z4JGpQQNoIgaOz8DY8a9FnSQNwEfGtmH+CzdQMkjQAGAkuU2WYH4HZJH6R9Vwf6Zra3lvQmcCxwfIH9DwAOlzQcH5DumsqPAdaTNELSB8CRNTjPoPHxPH4vzAydLGl9SZvnV0waiYvxMKTg0X+2TtsWA1bBowZVRwwig2oxs6/N7IpsWboHOwNvZOqNAsZJ2rB+exgEs4gM4kEQBBnSrPF6ZvZzQ/clmLOUCrmcqbMkHiSgO55nZTQe+nYqVUPfXmdmt2X264cLwALON7O7ShxnvJl1yCvbAg9A8C88t8LSlnlpS3oHOArYIXsemZCmXau/CkEQBHOWEDaCIAgyhLARBEEQBHVHCBtBEARBEARBEMwRIhpKEARB0KTJyyqeZWsz+2VuO04QBEFjIjQbQYNz3rvaHzgXd2z7Euhz8joWCYiCIJgniGdcEARNmRA2ggYlvYRvAtpliiuAXvEyDoJgbieecUEQNHXCjCpoaM6l8ksYoN3kCq6U1LwhOhQ0GdZInyMbtBfBPM0Zr3BZ63ZVn3HTp3KRpDeAKfmLmU2r734GQRDMKULYCBqazoUKW7WtlBE1CIJgrqTYs6xZC5bEc2dUQZLhGeezQsjUVJb/WUVYKbRYmDEEQdBAhLDRiMjGWZd0IbATnnhxIHDsnHpZSDoLeMnM/ifpOOBGM6tI254G9jez3+fEsXH75WUB+p8Bq2wKa24DEmPM7M4Cfe2Hx4/vX5uDlRNXP6/+/Pj5X1vD4/Qxs3Nr3sMq7WwB9DaznSUdgodk/VfJnYIgaDSc967OJj3jstgMvgZuB1oBrYGWBT5bZZbWwHx5dcp+h0uaRmFBpJAAU0qgmQpMDu1LEATlEsJGI0TSn4CNgbVS0SvA5sDgOXE8Mzs98/U44C7cphgz23FOHDNDHwrbM/eZw8ctl/mBfwA1Ejbw/s+2sBEEQe3Ii/y0ODAd+Cl938DMpsxG24eQBP8yJjBmPuN++xZuPxaOe5CKN/tzPfBvMzumxHGOBCrM7I688i7Ak8CawEbAQcCpVBZOylnaAJ2oLNCozGtglKlVoaoAU0z7MqOcYwdBMHcRwkY9IekgPBOsASPM7K+SlgPuwX+HZzPVDX8JtMIf/C2BHwq0uQVwFvALsArwEvAPM5shaT/8JSfgKTP7T/KBuAVYLx3jVjO7LKctAJZMywuSfjazLXMJzoATgTG5Gf70gv3DzC6RdCKwD/6iesTMzqjmWpwO7AK0BV777xB6NWvOuRjLTp/CT8Bxfdbl3D5obWDLtNv+ZvZZWt9M0gn4AOLfZtZfUgfgMWCBdL1ONbPHinRhbUnPA8sAF5rZTalfhc7jfGAFScNwDdOZ1R1H0vlA27TPSDM7IG/79rgg0hz42cy2ltQeuAofPLQA+pbofxAE1ZBCyXaDmms065KT17F7zntXkKJRzZjGNKDX4+fbPZxfel8zu76a7Qa8npY6QVILai60ZJdOed9b1uDYxbQvtVrMbGqtLkIQBHVKCBv1gKQ1gFOAjc3sZ0kLpk1XANeZ2R2S/pmrb2avS3oB+A4XFq42sw+LNL8BsDowBhdY9pD0GnAB0B34DRggaTfgK2ApM+ua+jV/tiEzuzIN4rcskD35PuByZs3w7wNsL2lbYKXUDwGPS9rMzF4qcUmuNrOzUh/uPHV9/jCzLn2eVL93nuTJ+0+x/n3QucA4M9sgCWqXAzun/ZcANgFWBR4H+gOTgN3NbJykhYE3JD1exPRsLXw2sD3wrqSngK6FzgM4CehqZt1Sf1tUdxwzO0nSv3L7ZJG0CD7LuZmZjcrcC6cAz5vZYel3eUvS/0pcwyAI6pAiE0KLANczy7fsODN7tYbtdgf+gz/PHwR2OHkduydnIgn8BfgC6JYzV5X0Ga7dPookJKV2bsU1v69k2t+CWaaWfVNfl0+fl5vZlaneacAB+HvgZ2BoIeErmUdNS8eZbSSJ2RNe8rUvrXDz4nKOXRPtS7kCTGhfgqCGhLBRP2wF9M8N4M3s11S+MbBnWr8TFxCQtCKwGrB02jawxAD+LTP7Iu13Lz4InwoMNrOfUvndwGbA2cDykq4CngIGlHsCZvaupEUlLQksAvxmZl9KOgbYFng3Ve2AD9pLCRtbSvo3bjq1IB4N6IkC9e7NfF6WKX80PfA/kLRYKhNwbhIQZgBLAYsB3xdo9zEzmwhMTELdBvh1K3QeX+btW5PjFGIj3D9mFFS6F7YF/iKpd/rehiLO80EQ1C3VTAhdZmavSOoMPIc/m2vCbcDRZvaipIvyNyZN9GPA7sBtkjYERpvZDz5OL6+dDKviGuGOwMeSrgPWxt816+Dv/XeAoTU8j1qRJmImp6VOSFr6Qn4u9al9qZWjfv4yJ7Qvd9y+c5W8Lgcd/GSEWQ4ajBA26gfhs2WFKFS+O/CGmY0HkPQMsJGkycANqc7pwLgC+xtFbG7N7DdJawPbAf/EtROH1eA8+gN74eZL96UyAeeZ2Q1F98ogqQ2uHVnPzL5KM3FtilS3IuvZl1buXA/AhaDuZjY1mX+1SRqjXqlOzv+k2DWrch7JNjpLweMU6X8hit0LAvY0s4/zjr9YgbpBENQtxSaEtgFWzwz6O0nqWG6jkuYD5jezF1PRncAOBarejz/TbwP2Td9r0w642exkYLKkH/HJkE2YNcmCpEKTO3MNZjadOtK8wEztSyEH/XxBpti21tRe+wLVO+qXElgq1bnt1h33aNZMWT/IZYGb7rh9Z0LgCBqKEDbqh0HAI5IuM7NfJC2YXmav4i+Wu/BBbI4vgV6SzsMHoZvj6vA3STbIMFN9vkHy/RgD9ARuBN4ErkhmPr/h4RWvSt+nmNlDkj4H+hXo6x/4jFi+GRW4gHETsHDqE/hM39mS7jaz8ZKWAqaa2Y+SBgEHmdk3mTZyA/Ofk5/FXrgQU4ieuM9ET6q3SZ4P+DEJAFuSor+Y2TXANblK6cG+a7q27YEtcFOpiYXOI3M9Sh6nAFMltSwwa/U6cI2k5XJmVOleeA44WtLRZmaS1jGzd6s2GwTBHKDYJEAzoEdukD6zsgrO59Sk3XxeB1ZMZlu7Af+tZTtQeTJmOv6eL7vDTZGkfckN3uuEpH2pqclYToBpCyyECwxt0mdr3M+vOf6bNi+0jB8/ZZdOnVpXyeuCazpC2AgahLIk72D2MLORwDnAi5KGA5emTccC/5Q0BB/E5ugPfA68BwwHhptZsZmo1/EB+fvAKNyx+TvgZOCFtP87ydl4KWBwclzul+rkcyPwTDIvKnQeHYFv0jEwswH4A+x1Se+lvneU1AxYEfg1r43fcYHlPeBRYEiR8wJoLelN/DodX6IewN3AepLexgW3j0rUfQs3I3sDONvMvi12HsnJ9FVJ7yfThXKPcyMwIpmwzSSZth0BPJzuhdwM5tn4S2aEpPfT9yAI6odBwD7yCFZkzKgGADNDTUvqVpNG0/NurKRNUtEBReoZ8Aj+bvgwPXdq3E4JXgF2kdQmTfLsVMP9gyLIaS2po6SFJC0haVncPPch/N38Fv5O2Qz3pym2LJc+l8JNjNsAh+MBSX7Df7cK/L36Kx4c5nvcD2cU8GnHjq3yBY0cnVN/15Q0LC2/ShqV1v+Xtq8k6S1JI5TnNyhpC0kmaZdM2ZNp4hNJgyWtl9a7SPpU0na1urDBPIUK+88GcwPKOAY2cFeqIKkrcJiZnVDL/UfjplaFNCxBEARlozKiUUk6GI+6Nx1418wOSdrga3A/jRa4v9WRqkHoW1V27H4O2MvMuuY/v9MgbQhwiJndnt/vctrJ70uauNjZzEanbfvhWvCfcL++m2p0IecBNPvRtvKXYv4ef8d9AN9K3xfH76FPqJlfx034ZOVQ8syrrECukztu33k0hTXuYw46+MkuedeiH3l5qyTdArxiZrflNPCZbVvgJnzfmNlGqexJ4GIzGyxpMB704HtcgD/RzB4vcn2CJkQIG3MxjVnYmF1C2AiCIKg7JHVIJqLt8AAeR5jZOw3dr1IkX4qamiCVSpBYdh4R3GytlC9FqTwi3XGN/E7Z8hQM4E7cP+ixdI534xrup/AgMdulY99kZlflBvBm9rZmhaLvADyDa6z+BHwD7GpmE/96YNdTXxg85qw2bVpo5ZUWZMR7P3LuOZtXAL3yfTaKCBvXAd+aWRXtem7Mka7nxWY2sICwcTFwIXCGmT1Y5rUO5nHCZ2MuxswGM4cS/TU0ZtalofsQBEEwD3GjpNVx05zb54SgkbQGxQb55Thg5y81GaNMo+qgfyIwluJO1UUdsAtpDcpFnkvp9XxzuMTNuFnwY3LH/z8BB+PmtcsB65jZtIwpXzFWAvYzs16SHsCjjd11190j9+3Zc9Uzd9xhhUMfeOCjZadPt6kUEDRK8DlwkqR3zezJInX+m5aBBbbdgeefCkEjmEkIG0EQBEGTQJWzimfZusjAsCZtX4OHM89yhZndNuiE66qEIt360qPq1VnXzPbPfk9+deWYCNUkpGxNtAaFBvkVBcrKDSE7V5hppNDF10haFNgDeCgJF9sA1+eEnExEtGKMMrNhaX0o0EWeo6njffd9eCZw5sGHaC3gnnIFDUnr4lEb18Hzc/2K+4V+DqyQOYeXJSFp0wLN/A/4q6R+ZlZnEcOCuZsQNoIgCIImgWWyis+Btv9ZqDwJGlVCkQ464TpqInBIymkJ6mqpyfs/32woJxj8XqC8HMGg1lqDuYSReKTFYtyJO/nvy6zw8zWJOAZVo461Zfajjm2D+yV9JWl3PGnu9cDTKUpitu45eG6a/N/yQuBA4EFJuzaB3zoogxA2gkaBpD/jDnRBUF+skT5HNmgvgnmax/956WXtWrWpEop0yrSpl0j6mrrXGsyg8CB/ntcaNCKex5O/9so54UtaH2iXcqX0wx3Hv09RHsEjnx0paXDOjKoM7UYlzHNp/SFpIzN7AxdmasK7wIXyMP0fpQiMNwI9ChxrgKSzgSULtHM8Ht3xFkmHxP0ThLARBEEQBHOIti1bL1SovGXzFosDm1K91qCQQ3Ixx+TJKeFd0IAkLcDuwOWSTgImAaOB49L2HyR9iId/z3EzsDIe/nwqrg27uhaHPxy4SdIE3KdzbA36PVDSXcAbkirwcLqHAv2KmEydAzxWoB1L0d2exDUdJ9b4LIJ5iohGFQRBEARziEEnXDeaAqFIzezLP1/+zy4x69v0SBHB3gPWNbOyhYEy2+5gZuPT+knAEmZ2bF0eIwhqSiT1C4IgCJocKTnZJZnvvVMuCiT1ldQ7rbeRNFDSGWW2m933rH6vPXEPrqnIUiHp5DQD/HRy7C3ZTnIgDuZy0u/4EXBVXQsaiZ1Skr73cc1Zfjb6IKh3wowqCIIgaIpMBvaQdF6xfD6SWuFZoIea2Zk1PYCZnQ4w6ITr3qdINCoz27HcdoK5HzP7Hymb9xxq/348b0cQNBpC2AiCIAiaItNw59fj8ag6+bQA7gM+NbOTSjUk6RTgIOArPDv30FTeD7db/w14K5c/SNIWXPaPJ8xsl2wC0+raMbP+qf7twC54aNq9kzPvIrhT7kJ4JvLtge6RGDUIgoYmzKiCIAiCpso1wAEpuVo+/wammdlxpRqQ1B2P+rMOnjdh/QLVBgIbSWqfvvckb/a5zHZy/Gxm6wLX4RmdAc4Ank/ljzAHZ8+DIAhqQggbQRAEQZPEzMbhGY+PKbD5FaCHpJWraWZT4BEzq0jtPV7gONOAZ4FdUpbtnagaxafadjI8nD6HAl3S+ia4JgYzexbXpgRBEDQ4IWwEQRAETZnL8XCh7fPKX8JDlT4jqVAugSzlRJS6H9gH2AoYYmZ/1LIdmJXQbTqzzKFnN6FbEATBHCGEjSAIgqDJkhKnPYALHPnbHgIuAp4tFDEq8RKwu6S2kjrivhSFGAysC/SisANvue0U4xVcmEHStsACNdw/CIJgjhDCRhAEQdDUuQRYuNAGM7seN1t6XFKbAtvfwYWHYXjkqpeLtDMddxbfIX3Wqp0SnAlsK+mddIzvgELakyAIgnolkvoFQRAEwVyOpNbAdDObJqkHcJ2ZdWvgbgVBEETo2yAIgiCYB+gMPCCpGTAFN9cKgiBocEKzEQRBEATVIGkhYFCBTVub2S/13Z8gCIK5hRA2ggbnjNPf2Z+87LpnnrXuPQ3bqyAIgiAIgmB2CWEjaFCSoHET0C5TXAH0CoEjCIIgCIJg7iZ8NoKG5lwqCxoA7SZPrrhSUvOG6FDQZFgjfY5s0F4ETYW434L65nszG9jQnQiCCH3biJE0WNJ6Dd2PUkjaQtKfyqh3pKSD8st///3bztddv0+V+q1atV0or6gXsH6tO1qZPsByRbYdDuQSeOXHuT+9jo5fiEuBDmn9pjl4nCAIgiAIgnojNBvB7LIFMB54rVSlFKu+CjNmTP8WWCq/XNIYM7sz831r4CUz6z9bvfW2DgeeNrO388qb5x3zOjPLSkJ3MoeQdDbwoJn9nI47x44VBEEQBEFQX4Rmo4GR1EXSR5JulzRCUn9J+WZFSLpO0tuSRko6M1N+vqQP0r4Xp7J+qf4Lkr6QtLmkWyV9KKlfGW2uL+k1ScMlvSWpo6SXJXXL1HlV0lrAkcDxkoZJ2lTSspIGpf4MktQ51e8rqXda757afv3Rx04fZjYj33GoYsaM6X0kXZ3O7Slg0cyxu0t6UdJQSc9JWiKVD5Z0QerzJ5I2TeVtJd2X+nQ/0DbT1nhJZ0l6E+iR0yZJOh9om87r7lzdzH7/lvReOo/zC/xei0l6JG0fntP+SDow9W+YpBvCVCwIgiAIgnmZEDYaB6sAN5rZWsA44B8F6pxiZusBawGbS1pL0oLA7sAaad//ZuovAGwFHA88AVyG2wyvmREaCrXZCs9ie6yZrQ1sA0wEbgYOAZC0MtDazEYA1wOXmVk3M3sZuBq4I/XnbuDKAudyG3CMmfX4+usRH44f//M3wBjA0mev/56zwaR0XdbETahyg/WWwFXAXmbWHbgVOCfTdgsz2wA4DjgjlR0FVKQ+nQN0z9RvD7xvZhua2Su5QjM7CZiYzuuAbOcl7QDsBmyYrtGFBc7xSuDFtH1dYKSk1YCewMYp2dZ04IAC+wZBEARBEMwThBlV4+ArM3s1rd8FHANcnFdnH0lH4L/ZEsDqwAfAJODmNPv/ZKb+E2Zmkt4DfjCz9wAkjQS6AMOKtGnAd2Y2BMDMxqX9HgROk3QicBjQr8i59AD2SOt3kjcQlzQfML+ZvZirM2nSHzuceda6XbP1zjqby4F7zWw68K2k59OmVYCuwEBJAM2B7zK7Ppw+h6bzBNiMJPSY2QhJIzL1pwMPFTmXYmwD3GZmFanNXwvU2Qo4KG2fDoyV9Fdc0BmS+t4W+LGGxw6CIAiCIJhrCGGjcZBvRlTpu6TlgN7A+mb2WzKFamNm0yRtAGwN7Av8Cx/kAkxOnzMy67nvLYq1CahAfzCzCkkDgV2BfYByHdfz2yrYfpn75vYfaWY9iuyTO9fpVL6/ix1zUhIGakJNziF/v9vN7ORa7BsEQRAEQTDXEWZUjYPOknKD5/2AV/K2dwIm4LPjiwE7AEjqAMxnZk/jZkPdanDMgm0CHwFLSlo/HaOjpNyg/WZcQzAkM5v/B9Ax0+5ruOADbiJU6VzM7Pd0zE0ydQrxErCvpObJJ2PLVP4xsEjueklqKWmNIm1k2zog1e+Km42Vw9RktpXPAOAwJd+aZM6WzyDcfIt0Dp1S2V6SFs3tJ2nZMvsSBEEQBEEw1xHCRuPgQ+DgZN6zIHBddqOZDQfexeOz3wrkTK46Av/f3p1GWVWdaRz/P0xiUYgtOCvgFE1AxGBMOytBuxONQkQR0CVqsI1LUROXMbQaW2KiiRGnGFuNigpBVCRqq0AI4AyKQBUgDq2RqMQ4K6LYwtsf9r7heq0JreJC1fNb66x77t7n7P2eS304L3vvc+7P580krc9okNrajIhPSesKrpY0H5hKGvEgIuaQ1pTcXNTUfcCAwgJx0hSwE3JMxwFn1ND9CcDvJD1BWg9Sk3uAF4Bq0u8xsyi+gcClOb555PUcdfg9UJljOgeYXc/xBdcDVYUF4gUR8RBwL/C0pHmkEaJSZwAH5Wlsc0jrahYB5wFTcixTSdPXzMzMzJolv0G8zCR1B+6PiJ71HVtukrYCZgC7RMSqModjZmZmZus4j2xYgyi9kG8W6QlWTjTMzMzMrF4e2TAzMzMzsybhkQ0zMzMzM2sSfvStmZmZWTOx8tSjhwC/BLoCS4CRra+dMK68UVlL5mlUZmZmZs1ATjRuACqKipcDw51wWLl4ZMPWCZIOBrYodxzWohTez7KwrFFYS+G/N2ty757Uf3THdm0rSoorSCMdTjasLLxmw8zMzFqyPsCtfP69R11IN+iNaRfgx43c5udUtm3TuZaqrk3Vp6QZkvZoqvZt/eeRDVsnRMTUcsdgZmYtj6TvA48CFRFxWy7rDpxU+N5I/RwI7NbQNiW1iYjP1qSPlacePQroVkPVkgb22ToiVq5Jn2b18ciGmZmZtUiSKoF9gJOAY2o5ZpakHkXfZ0jqI6mDpJskPSVprqQjcn17STdLqs7lB9XQ5p6SHs/1j0vaOZcPk3SnpPuAKSXndJe0WNKNkhZIGiupn6THJL0gaU9g5JNvvP3JvhP/wh53TmXfiX9h8bsffAyMlNRa0mU5ripJp+d2/yrpAkmPAkdJGpyPWSDp0qL+l0n6raRnJE2TtGlReEdJmi3peUn7FcX7SD7+GUl75/JWkq6VtFDS/ZIekDQw1/WRNFPSHEmTJW2Zy0dIWpTjHr9m/8pWbh7ZMDMzs5aqP/BQRDwv6R1J34yIZ0qOGQ8cDfw83/xuFRFzJP0S+EtEnChpY2C2pD8DpwBExK6SdgGmSPpaSZuLgf0j4jNJ/UhTto7MdXsBvSLinRri3RE4CjgZeAoYAuwLHE566lT/LkO/u+H0/gee37ZVq64PvLL0H/0ffGzJC+99OI7f60fAdsDuud9Nitr9JCL2lbQV8CRpatm7Ofb+ETEJ6AA8ExE/kXQB8HPgtHx+m4jYU9L3cnk/4B/AwRHxiaSdgD8CewA/ALoDuwKbAc8CN0lqC1wNHBERb0oaBFwMnAicC2wXESvyb23rEScbZmZm1lINBq7I++Pz99JkYwIwlXQTfTRwZy4/BDhc0tn5e3vS2oh9STfNRMRiSa8ApclGJ2BMvgkPoG1R3dRaEg2AlyOiGkDSQmBaRISkatINPLuMe2gKcBiwLLe9UT63H3BdYWpWSR935M9vATMi4s3cx1hgf2ASsKrouNuBiUXnF/bnFOLI13SNpN7AyqLfYF/gzohYBfxd0vRcvjPQE5gqCaA1sDTXVQFjJU3Ksdh6xMmGmZmZtTiSOgN9gZ6SgnRzG5LOKT4uIl6T9LakXsAg4D8KTQBHRsRzJe2qAd2PAqZHxIC8PmRGUd1HdZy3omh/VdH3Vay+p6utbZGSj5p8VHRMQxW3VYhjZVEcZwFvALuRpu1/Uk8fAhZGxF411B1KSnoOB86X1GNN17NY+XjNhpmZmbVEA4FbI6JbRHSPiG2Bl0n/815qPHAO0KkwsgBMBk4vJBeSds/lDwNDc9nXSKMdz32+OToBr+X9YY1zOfW2PQU4RVKbHNsmfNEs4ABJXSS1Jo30zMx1rUi/GaTpW482II6leQTjOFIyRz7vyLx2Y3PgwFz+HLCppL1yfG0l9ZDUCtg2IqaT/g02Birr6dvWIU42zMzMrCUaDNxTUnY36Ua61F2kBeQTispGkaYKVUlakL8DXAu0zlOb7gCGRUTxiATAr4FfSXqM1TfhjaW2tm8kPZWqStJ8arjOiFgK/AyYDswnrdH4U67+COghaQ5pROiieuK4Fjhe0pOkKVSF0ZO7gVeBBcB/kxKc9yPiU1Iyc2mObx6wd76G2/PvORcYHRHvNeynsHWB3yBuZmZmZnWStCwiGmVEQVJlRCzLU9lmA/tExN8bo21b93jNhpmZmZmtTffnp0q1A0Y50WjePLJhZmZmZmZNwms2zMzMzMysSXgalZmZmVkz8doVPxlCeklgV9KC8JFbn/nbceWNyloyT6MyMzMzawZyonEDUFFUvBwY7oTDysUjG7ZOkHQwsEW547AWpUf+XFjWKKyl8N+bNbnFl5w2unKDdhUlxRWkkQ4nG1YWXrNhZmZm1gx0aNe2cy1VXddqIGZFPLJh64SImFruGMzMzNYWSQHcHhHH5e9tgKXArIg4bA3b2hgYIukVoFsNhyxZg7aGAXtExGmSLgSWRcRlaxKPWTGPbJiZmZmtfR8BPSVtmL8fDLz2JdvaGDgVGElao1FseS43KwsnG2ZmZmbl8SBwaN4fDPyxUCFpT0mPS5qbP3fO5T0kzZY0T1KVpJ2AS4Adtjnr8nP6Xzl+OvAKEPlz+DZnXd4mHztf0m25nU0l3S3pqbztU1egkkZIWpTbGd/ov4Q1W55GZWZmZlYe44ELJN0P9AJuAvbLdYuB/SPiM0n9SIu8jwROAa6MiLGS2gGtgXOBnhHRu7QDST2AicA+EfGWpE1y1ZXA6Ih4VFJXYDLw9TpiPRfYLiJW5GlbZg3iZMPMzMysDCKiSlJ30qjGAyXVnYAxeeQigLa5/AngPyVtA0yMiBck1dVNX+CuiHgr9/lOLu8HfKPo3I0kdayjnSpgrKRJwKT6r84s8TQqMzMzs/K5F7iMoilU2ShgekT0BL4PtAeIiHHA4cDHwGRJfetpX6RkpVQrYK+I6J23rSPiwzraORT4HdAHmJMXtJvVy8mGmZmZWfncBFwUEdUl5Z1YvWB8WKFQ0vbASxFxFSlR6QV8CNQ2KjENOFpS53x+YRrVFOC0onZ71xagpFbAthExHTiHtCC9sv5LM3OyYWZmZlY2EfFqRFxZQ9WvgV9Jeoy0LqNgELBA0jxgF+DWiHgbeEzSAkm/KWl/IXAxMFPSfODyXDUC2CMv+F5EWgtSm9bA7ZKqgbmktR7vrem1WsukiJpG1szMzMzMzL4aj2yYmZmZmVmTcLJhZmZmZmZNwk8SMDMzM2smdrvq9SGkd3J0BZYAI+eP2GpceaOylsxrNszMzMyagZxo3ABUFBUvB4Y74bBy8ciGrRMkHQxsUe44rEXpkT8XljUKayn892ZNrselz41u3b6yoqS4gjTS4WTDysJrNszMzMyagVYbdOhcS1XXtRqIWRGPbNg6ISKmljsGMzNr3iQFcHlE/CR/PxuojIgLG7GPW4D7I+KuRmhrK+CqiBjYkON3u+r1UUA3gL+NPZOOPfqxce/DIK3dWOflFwtuFREPlDsWazwe2TAzM7OWYgXwA0ldyh1IQ0TE6w1NNLKRpDUaxZbn8vVBb+B75Q7CGpeTDTMzM2spPgOuB84qrZDUTdK0/EbtaZK65vJbJF0l6XFJL0kaWHTOOZKqJc2XdEkNbV4g6an8Zu/rJSmXj5C0KPc1PpcdIGle3uZK6iipu6QFub61pMtyf1WSTi/to+qMrQ+MVSuHA68AxGcr3qRkcbikGZJGS3pY0rOSviVpoqQXJP2i6Lgf57gXSDozl3XP59wgaaGkKZI2zHW9JT2ZY7tH0r/k8h0l/Tn/Rs9I2kHSbZKOKOprrKTDgYuAQfk3GCSpg6Sb8vXNLZwjqYek2fm4Kkk7fYm/BVtbIsKbN2/evHnz5q3Zb8AyYCPgr0An4Gzgwlx3H3B83j8RmJT3bwHuJP0H7TeAF3P5d4HHgYr8fZOi4wcWl+X924Dv5/3XgQ3y/sZF/e+T9ytJU927Awty2Y+Au4E2Jf3V1sc/4yj5DWYAl+b9M3IsWwIbAK8CnYE+QDXQIceyENg9x/MZ0DufPwE4Nu9XAQfk/YuAK/L+LGBA3m9PWrB+QNHv2wl4OV/vMOCaolh/WdT+xsDzOaargaG5vB2wYbn/trzVvnlkw8zMzFqMiPgAuBUYUVK1F6uf2HQbsG9R3aSIWBURi4DNc1k/4OaIWJ7bfaeG7g6SNEtSNdCX1U8lqwLGSjqWdPMO8BhwuaQRpATks5K2+gHXFcqL+qutj7rcmz+rgYURsTQiVgAvAdvma78nIj6KiGXARGC/fM7LETEv788BukvqlGOemcvHAPtL6ghsHRH35Jg/iYjl+bgdJW0GDAburuF6AQ4BzpU0j5QktSctdn8CGCnpp0C3iPi4AddsZeJkw8zMzFqaK4CTSP9LXpviF5GtKNpX0WetLyuT1B64ljS6sCvp/Rftc/WhwO9IIwhzJLWJiEuAHwIbAk9K2qW0ydL+6umjLoXrWVVybatIIwz6whlfPBdgJXU/bKiudm4DhgInADfXcf6REdE7b10j4tmIGAccDnwMTJbUt45+rMycbJiZmVmLkkcFJpASjoLHgWPy/lDg0XqamQKcKKkCQNImJfWFm/63JFUCA/NxrYBtI2I6cA5pelClpB0iojoiLgWeBkqTjSnAKZLaFPVXYx+N4GGgv6QKSR2AAcAjtR0cEe8D70oqjH4cB8zMo0ivSuqfY96g8HuRpnmdmc8vvH/mQ6BjUdOTgdOL1rrsnj+3B16KiKtIozS9vtLVWpNysmFmZmYt0W+B4qdSjQBOkFRFulk+o66TI+Ih0o3u03maz9kl9e+RRhqqgUnAU7mqNXB7nvY0Fxidjz0zL8aeT/of+wdLuryR9AjbqnzMkDr6+Eoi4hlSMjCbtObixoiYW89pxwO/yb9fb9K6DUi/5Yhc/jj5Bb4R8QbwLJ8f1ZgOfKOwQBwYBbQlXfOC/B1gELAg/+67kKbF2TpKEbWOAJqZmZmZNbo8wlENfDOPjFgz5ZENMzMzM1trJPUDFgNXO9Fo/jyyYWZmZmZmTcIjG2ZmZmZm1iTqelyZmZmZma1Hlgy7fgjpZXhdSQvKR3a95eRxdZ9l1nQ8jcrMzMysGciJxg2kt3QXLAeGO+GwcvHIhq0TJB1Mfhye2VpSeMvuwjqPMmsc/nuzJrdoyJWjO7RtX1FSXEEa6XCyYWXhNRtmZmZmzUBFmw0611LVda0GYlbE06jMzMzMvgRJnYFp+esWwErgzfx9z4j4dA3aOgVYHhFf6gV1kvYasP23p1yx34mV8958mYufvou3PvkQAbt26bZs0kuzNweOJr1Er19ETMvnDQAmAkdFxF21tN2W9EK9I4EVpKlZP4+IByX9lfTmb0gvLJwIjIqIFfncXwOHkv6DeypwRvjms0XxNCozMzOzLyEi3ia9LRtJFwLLIuKyL9nWdV8xnH/fqN2GN/7j4/dPPnXm9RVX7/9D+my2AxGx/IJZ4/8AdMzHVQODWZ0kHQPMr6ftUcCWQM+IWCFpc+CAovqDIuItSZXA9Xk7XtLewD5Ar3zco/m8GV/tUm194mTDzMzMrBFJ6g48SLq53ht4DTgiIj6WNBw4GWgHvAgcFxHLC8kK8D/AmIjYs6iteyOil6Q+wOVAJfAWMCwiluZuvzNm8YxDn3/v9W6Hdd+jb5/NdtgIWCJp5JjF08eNSW0BPALsl0crNgB2BObVcS0VwHBgu8JoRUS8AUwoPTYiluURmr9J2gQIoH2+VgFtgTfW7Ne09Z2TDTMzM7PGtxMwOCKGS5pAmoJ0OzAxIm4AkPQL4CTg6sJJEfGspHaSto+Il4BBwIScHFxNSlrelDQIuBg4UVIX4P8i4n1JPPH354+/bsHkP9USVwB/Bv4N6ATcC2xXx3XsCCyJiA8actER8YGkl4GdIuIJSdOBpaRk45qIeLYh7Vjz4QXiZmZmZo3v5YiYl/fnAN3zfk9Jj0iqBoay+kllxSaQ1ldASjbuAHYGegJTJc0DzgO2ycccAkxZg9jGk6ZPHQP8cQ3OaygBSNoR+Dopzq2BvpL2b4L+bB3mZMPMzMys8a0o2l/J6tkktwCnRcSuwH+RphmVugM4WtLXgIiIF0g38Asjonfedo2IQ/Lx3wUeyvsLgT51BRYRs0mJS5eIeL6e63gR6CqpYz3HAZCP6w48DwwAnoyIZRGxjDS17F8b0o41H042zMzMzNaejsDSPC1qaE0HRMT/khKU80mJB8BzwKaS9oL0hChJPZQWYvRi9bqLa0iLs79daE/SsZJK32X1M2BkfcFGxHLgD8BVktrl9raUdGzpsXmB+LXApIh4l/QG8wMktcnXewDgaVQtjNdsmJmZma095wOzgFdIT4aqbcTgDuA35PUUEfGppIGkm/5OpHu4K4ANgbmFx8lGxBuSjgEuk7QZsAp4mPRI2n+KiAfXIObzgF8AiyR9AnwEXFBUPz0nPa2Ae0hPrwK4C+ibrzOAhyLivjXo15oBv2fDzMzMbD0l6TzgxYgYX+5YzGriZMPMzMzMzJqEp1GZmZmZGZLu4YuPwf1pREwuRzzWPHhkw8zMzMzMmoSfRmVmZmZmZk3CyYaZmZmZmTUJJxtmZmZmZtYknGyYmZmZmVmTcLJhZmZmZmZNwsmGmZmZmZk1CScbZmZmZmbWJJxsmJmZmZlZk3CyYWZmZmZmTeL/AZaj8V8QthEKAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cellhint.treeplot(alignment)" ] }, { "cell_type": "markdown", "id": "operating-bleeding", "metadata": {}, "source": [ "Importantly, as well as a full dataset list, you can provide a subset of datasets for reharmonisation in `.best_align`. This is useful in terms of focusing on part of the data." ] }, { "cell_type": "code", "execution_count": 35, "id": "patent-concentration", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "🖇 Harmonizing cell types of Tabula Sapiens 2022 and He et al. 2020\n" ] } ], "source": [ "alignment.best_align(dataset_order = ['Tabula Sapiens 2022', 'He et al. 2020'])" ] }, { "cell_type": "code", "execution_count": 36, "id": "southwest-tribute", "metadata": {}, "outputs": [], "source": [ "alignment.reannotate()" ] }, { "cell_type": "markdown", "id": "stock-robin", "metadata": {}, "source": [ "Note that after `best_align` and `reannotate`,new `alignment.relation` and `alignment.reannotation` will overwrite the old ones." ] }, { "cell_type": "code", "execution_count": 37, "id": "hybrid-worship", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cellhint.treeplot(alignment)" ] }, { "cell_type": "markdown", "id": "sporting-harbor", "metadata": {}, "source": [ "### Sankey plot" ] }, { "cell_type": "markdown", "id": "polished-italian", "metadata": {}, "source": [ "The other way to visualise harmonised cell types is the Sankey plot by [cellhint.sankeyplot](https://cellhint.readthedocs.io/en/latest/cellhint.sankeyplot.html). CellHint builds this plot on the [plotly](https://pypi.org/project/plotly) package. `plotly` is not mandatory when installing CellHint, so you need to install it first if you want a visualisation form of Sankey diagram (and engines for exporting images such as [kaleido](https://pypi.org/project/kaleido))." ] }, { "cell_type": "code", "execution_count": 38, "id": "unlike-faith", "metadata": {}, "outputs": [], "source": [ "import plotly.io as pio\n", "pio.renderers.default = \"iframe\"" ] }, { "cell_type": "code", "execution_count": 39, "id": "governing-blogger", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load previously saved harmonisation result and visualise it.\n", "alignment = cellhint.DistanceAlignment.load('cellhint_demo_folder/spleen_alignment.pkl')\n", "cellhint.sankeyplot(alignment)" ] }, { "cell_type": "markdown", "id": "muslim-reset", "metadata": {}, "source": [ "This diagram shows how cell types are connected across datasets. Parameters controlling the appearance of the Sankey plot (node color, link color, figure size, etc.) are detailed in [cellhint.sankeyplot](https://cellhint.readthedocs.io/en/latest/cellhint.sankeyplot.html)." ] }, { "cell_type": "markdown", "id": "atmospheric-supply", "metadata": {}, "source": [ "Similar to the tree plot, since only the harmonisation table (`alignment.relation`) is used when plotting this Sankey diagram, `cellhint.sankeyplot` also accepts the input directly from the table. Thus you can manipulate this table and visualise it flexibly." ] }, { "cell_type": "code", "execution_count": 40, "id": "joint-passport", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualise top 30 rows for example.\n", "cellhint.sankeyplot(alignment.relation.iloc[:30])" ] }, { "cell_type": "markdown", "id": "collectible-trauma", "metadata": {}, "source": [ "Export the plot if needed." ] }, { "cell_type": "code", "execution_count": 41, "id": "transsexual-sunglasses", "metadata": {}, "outputs": [], "source": [ "# Export the image as html.\n", "cellhint.sankeyplot(alignment, show = False, save = 'cellhint_demo_folder/Spleen_sankey.html')\n", "# Export the image as pdf.\n", "cellhint.sankeyplot(alignment, show = False, save = 'cellhint_demo_folder/Spleen_sankey.pdf')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }