{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# `coSMicQC` in a nutshell\n", "\n", "This notebook demonstrates various capabilities of `coSMicQC` using examples." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Metadata_ImageNumberImage_Metadata_Plate_xMetadata_number_of_singlecellsImage_Metadata_Site_xImage_Metadata_Well_xMetadata_Cells_Number_Object_NumberMetadata_Cytoplasm_Parent_CellsMetadata_Cytoplasm_Parent_NucleiMetadata_Nuclei_Number_Object_NumberCytoplasm_AreaShape_Area...Image_Threshold_SumOfEntropies_CellsImage_Threshold_SumOfEntropies_NucleiImage_Threshold_WeightedVariance_CellsImage_Threshold_WeightedVariance_NucleiImage_URL_DAPIImage_URL_GFPImage_URL_RFPImage_Width_DAPIImage_Width_GFPImage_Width_RFP
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41Plate_2441A1299131327385.0...-12.181288-11.6999930.9926240.657791file:/home/jenna/nf1_cellpainting_data/1.cellprofiler_ic/Corrected_Images/Corrected_Plate_2/A12_01_1_1_DAPI_001.tiffile:/home/jenna/nf1_cellpainting_data/1.cellprofiler_ic/Corrected_Images/Corrected_Plate_2/A12_01_2_1_GFP_001.tiffile:/home/jenna/nf1_cellpainting_data/1.cellprofiler_ic/Corrected_Images/Corrected_Plate_2/A12_01_3_1_RFP_001.tif122412241224
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1714 rows × 2076 columns

" ], "text/plain": [ " Metadata_ImageNumber Image_Metadata_Plate_x \\\n", "0 1 Plate_2 \n", "1 1 Plate_2 \n", "2 1 Plate_2 \n", "3 1 Plate_2 \n", "4 1 Plate_2 \n", "... ... ... \n", "1709 128 Plate_2 \n", "1710 128 Plate_2 \n", "1711 128 Plate_2 \n", "1712 128 Plate_2 \n", "1713 128 Plate_2 \n", "\n", " Metadata_number_of_singlecells Image_Metadata_Site_x \\\n", "0 44 1 \n", "1 44 1 \n", "2 44 1 \n", "3 44 1 \n", "4 44 1 \n", "... ... ... \n", "1709 59 4 \n", "1710 59 4 \n", "1711 59 4 \n", "1712 59 4 \n", "1713 59 4 \n", "\n", " Image_Metadata_Well_x Metadata_Cells_Number_Object_Number \\\n", "0 A12 1 \n", "1 A12 4 \n", "2 A12 7 \n", "3 A12 8 \n", "4 A12 9 \n", "... ... ... \n", "1709 H7 10 \n", "1710 H7 11 \n", "1711 H7 12 \n", "1712 H7 13 \n", "1713 H7 14 \n", "\n", " Metadata_Cytoplasm_Parent_Cells Metadata_Cytoplasm_Parent_Nuclei \\\n", "0 1 2 \n", "1 4 7 \n", "2 7 10 \n", "3 8 12 \n", "4 9 13 \n", "... ... ... \n", "1709 10 14 \n", "1710 11 15 \n", "1711 12 16 \n", "1712 13 17 \n", "1713 14 20 \n", "\n", " Metadata_Nuclei_Number_Object_Number Cytoplasm_AreaShape_Area ... \\\n", "0 2 21024.0 ... \n", "1 7 12754.0 ... \n", "2 10 23976.0 ... \n", "3 12 19374.0 ... \n", "4 13 27385.0 ... \n", "... ... ... ... \n", "1709 14 24942.0 ... \n", "1710 15 6627.0 ... \n", "1711 16 11216.0 ... \n", "1712 17 15279.0 ... \n", "1713 20 7106.0 ... \n", "\n", " Image_Threshold_SumOfEntropies_Cells \\\n", "0 -12.181288 \n", "1 -12.181288 \n", "2 -12.181288 \n", "3 -12.181288 \n", "4 -12.181288 \n", "... ... \n", "1709 -12.566582 \n", "1710 -12.566582 \n", "1711 -12.566582 \n", "1712 -12.566582 \n", "1713 -12.566582 \n", "\n", " Image_Threshold_SumOfEntropies_Nuclei \\\n", "0 -11.699993 \n", "1 -11.699993 \n", "2 -11.699993 \n", "3 -11.699993 \n", "4 -11.699993 \n", "... ... \n", "1709 -11.633043 \n", "1710 -11.633043 \n", "1711 -11.633043 \n", "1712 -11.633043 \n", "1713 -11.633043 \n", "\n", " Image_Threshold_WeightedVariance_Cells \\\n", "0 0.992624 \n", "1 0.992624 \n", "2 0.992624 \n", "3 0.992624 \n", "4 0.992624 \n", "... ... \n", "1709 1.624310 \n", "1710 1.624310 \n", "1711 1.624310 \n", "1712 1.624310 \n", "1713 1.624310 \n", "\n", " Image_Threshold_WeightedVariance_Nuclei \\\n", "0 0.657791 \n", "1 0.657791 \n", "2 0.657791 \n", "3 0.657791 \n", "4 0.657791 \n", "... ... \n", "1709 0.545186 \n", "1710 0.545186 \n", "1711 0.545186 \n", "1712 0.545186 \n", "1713 0.545186 \n", "\n", " Image_URL_DAPI \\\n", "0 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "2 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "3 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "4 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "... ... \n", "1709 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1710 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1711 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1712 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1713 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "\n", " Image_URL_GFP \\\n", "0 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "2 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "3 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "4 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "... ... \n", "1709 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1710 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1711 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1712 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1713 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "\n", " Image_URL_RFP Image_Width_DAPI \\\n", "0 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "1 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "2 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "3 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "4 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "... ... ... \n", "1709 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "1710 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "1711 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "1712 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "1713 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "\n", " Image_Width_GFP Image_Width_RFP \n", "0 1224 1224 \n", "1 1224 1224 \n", "2 1224 1224 \n", "3 1224 1224 \n", "4 1224 1224 \n", "... ... ... \n", "1709 1224 1224 \n", "1710 1224 1224 \n", "1711 1224 1224 \n", "1712 1224 1224 \n", "1713 1224 1224 \n", "\n", "[1714 rows x 2076 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pathlib\n", "\n", "import pandas as pd\n", "\n", "import cosmicqc\n", "\n", "# set a path for the parquet-based dataset\n", "# (in this case, CellProfiler SQLite data processed by CytoTable)\n", "data_path = (\n", " \"../../../tests/data/cytotable/NF1_cellpainting_data/\"\n", " \"Plate_2_with_image_data.parquet\"\n", ")\n", "\n", "# set a context directory for images associated with the dataset\n", "image_context_dir = pathlib.Path(data_path).parent / \"Plate_2_images\"\n", "mask_context_dir = pathlib.Path(data_path).parent / \"Plate_2_masks\"\n", "\n", "# create a cosmicqc CytoDataFrame (single-cell DataFrame)\n", "scdf = cosmicqc.CytoDataFrame(\n", " data=data_path,\n", " data_context_dir=image_context_dir,\n", " data_mask_context_dir=mask_context_dir,\n", ")\n", "\n", "# display the dataframe\n", "scdf" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 False\n", "1085 False\n", "1083 False\n", "1082 False\n", "1080 False\n", " ... \n", "572 True\n", "571 True\n", "567 True\n", "280 True\n", "856 True\n", "Name: cqc.custom.Z_Score.Nuclei_AreaShape_Area, Length: 1714, dtype: bool" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Identify which rows include outliers for a given threshold definition\n", "# which references a column name and a z-score number which is considered\n", "# the limit.\n", "cosmicqc.analyze.identify_outliers(\n", " df=scdf,\n", " feature_thresholds={\"Nuclei_AreaShape_Area\": -1},\n", ").sort_values()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of outliers: 328 (19.14%)\n", "Outliers Range:\n", "Nuclei_AreaShape_Area Min: 734.0\n", "Nuclei_AreaShape_Area Max: 1904.0\n" ] }, { "data": { "text/plain": [ " Nuclei_AreaShape_Area Metadata_ImageNumber Image_Metadata_Plate_x\n", "23 921.0 2 Plate_2\n", "28 845.0 2 Plate_2\n", "29 1024.0 2 Plate_2\n", "32 787.0 2 Plate_2\n", "37 1347.0 2 Plate_2\n", "... ... ... ...\n", "1682 1497.0 127 Plate_2\n", "1689 1794.0 127 Plate_2\n", "1692 1732.0 127 Plate_2\n", "1699 1149.0 127 Plate_2\n", "1707 1594.0 128 Plate_2\n", "\n", "[328 rows x 3 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Show the number of outliers given a column name and a specified threshold\n", "# via the `feature_thresholds` parameter and the `find_outliers` function.\n", "cosmicqc.analyze.find_outliers(\n", " df=scdf,\n", " metadata_columns=[\"Metadata_ImageNumber\", \"Image_Metadata_Plate_x\"],\n", " feature_thresholds={\"Nuclei_AreaShape_Area\": -1},\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1714 rows × 8 columns

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" ], "text/plain": [ " cqc.small_and_low_formfactor_nuclei.Z_Score.Nuclei_AreaShape_Area \\\n", "0 0.848820 \n", "1 -0.252521 \n", "2 -0.402491 \n", "3 0.329549 \n", "4 1.153446 \n", "... ... \n", "1709 0.598557 \n", "1710 -0.716490 \n", "1711 1.187189 \n", "1712 -0.699619 \n", "1713 -0.990185 \n", "\n", " cqc.small_and_low_formfactor_nuclei.Z_Score.Nuclei_AreaShape_FormFactor \\\n", "0 0.219903 \n", "1 -1.280795 \n", "2 -0.325652 \n", "3 -0.268920 \n", "4 0.028845 \n", "... ... \n", "1709 -0.280063 \n", "1710 0.068293 \n", "1711 0.833264 \n", "1712 0.534479 \n", "1713 0.356614 \n", "\n", " cqc.small_and_low_formfactor_nuclei.is_outlier \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "... ... \n", "1709 False \n", "1710 False \n", "1711 False \n", "1712 False \n", "1713 False \n", "\n", " cqc.elongated_nuclei.Z_Score.Nuclei_AreaShape_Eccentricity \\\n", "0 0.498274 \n", "1 -0.659400 \n", "2 0.819165 \n", "3 0.961218 \n", "4 -0.372891 \n", "... ... \n", "1709 0.923075 \n", "1710 0.650830 \n", "1711 -0.752359 \n", "1712 -0.747030 \n", "1713 -1.309290 \n", "\n", " cqc.elongated_nuclei.is_outlier \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "... ... \n", "1709 False \n", "1710 False \n", "1711 False \n", "1712 False \n", "1713 False \n", "\n", " cqc.large_nuclei.Z_Score.Nuclei_AreaShape_Area \\\n", "0 0.848820 \n", "1 -0.252521 \n", "2 -0.402491 \n", "3 0.329549 \n", "4 1.153446 \n", "... ... \n", "1709 0.598557 \n", "1710 -0.716490 \n", "1711 1.187189 \n", "1712 -0.699619 \n", "1713 -0.990185 \n", "\n", " cqc.large_nuclei.Z_Score.Nuclei_AreaShape_FormFactor \\\n", "0 0.219903 \n", "1 -1.280795 \n", "2 -0.325652 \n", "3 -0.268920 \n", "4 0.028845 \n", "... ... \n", "1709 -0.280063 \n", "1710 0.068293 \n", "1711 0.833264 \n", "1712 0.534479 \n", "1713 0.356614 \n", "\n", " cqc.large_nuclei.is_outlier \n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "... ... \n", "1709 False \n", "1710 False \n", "1711 False \n", "1712 False \n", "1713 False \n", "\n", "[1714 rows x 8 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create a labeled dataset which includes z-scores and whether those scores\n", "# are interpreted as outliers or inliers. We use pre-defined threshold sets\n", "# loaded from defaults (cosmicqc can accept user-defined thresholds too!).\n", "labeled_scdf = cosmicqc.analyze.label_outliers(\n", " df=scdf,\n", " include_threshold_scores=True,\n", ")\n", "\n", "# show the dataframe rows with only the last 8 columns\n", "# (added from the label_outliers function)\n", "labeled_scdf.iloc[:, -8:]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hovertemplate": "Nuclei_AreaShape_Eccentricity
Z-Score: %{x}
Single-cell Count (log): %{y}
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Z-Score: %{x}
Single-cell Count (log): %{y}
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0KO9oE+XmXUeb1Qc6SZ04QVzbebpfQZNvR0jL+hWkRd1ybx0gWAGFrv5YMKGHRIr4elLfajp5rX23b/rVv7VRs5YSGj9zlcxZ9sMbz6SBRMv65W0rM5p1GWlWAfywaJgJSxw1fSZdpeI37LH2Z7A2d7YCBGvlgv21Tvx+Tqo162tCiO/a1vZ1G12VoAHB0S3TTRjjqG3acVA69ZssjWuWlnaNK/v7W9K5/xSzwmX++B5msj24AoTAvOsB/W5ZIUbT2mWked3yEj5c2CD8i8CpCCCAAAIIIIAAAggggAACCCCAAAIIvF8CBAhBGE9XAgQNDvRLeZ2k9tvsvwK3Jjl7ta9jvrS3b9YEvf2X5PpzvwHC5Wu3pFjVDgE+0dAeTaX0l/n8PcZvgKAHWl/nj+jV3NSqb9RpuPTuUNdMTmtzNUCwNuXt06meVCldyGEfHAUIJap/a8r3+Ncql/7C1Px39JW6s+HVL/TL1u1uSiOtntXfhC9+24gpS2X2kk2+/lrr9mvJJfumfT9x+m/589wFsxeBPq82LSm0a+VYs/9EkSrtTZ39w5um+Ns1PUZXa2gZIvtmjbeuNhjXv41YAYL9ShbreGsiP6Dn37pkhCRJFM/hIVapKWcrMqyww9pAOrgChMC86wH9bv3x9wWp0OA7Y6DvQME8WSVvzgxSpngB2+oQZ+8QP0cAAQQQQAABBBBAAAEEEEAAAQQQQOB9FSBACMLIuhIgWJvBar15nehOlSyRxIkdQ0rX7mpKpFhlZAKa5Ow+eLqs2fyTLJnS29dmxH4DBGsyXOvWVynjeIJeywalSJrQ36d2FCBY9fC1hFK31jWlWZdRDgOEbctGSeIEcWzX9rsHgvXngGrLOwoQ1FnLHFkbA/vtfKrkiSRXtvSBDhDsSztNGdrBTB47ajpZfePmHV8/ihI5oq0skH+Yd+4+MGGL7mlhfaGvzxI9WmTZsXy0v2Pg3zEaRuUv09K2V0JAAYJuft1nxBxTwz9X1vQO76V7FOikucNn/r/Noe03SHZ0nIYdWqbr2NYZEj58uGBbgRCYdz2g3y19pktXbsjEOd/Llt0/m/dMm4Y+uqdF6hSJg/AvBKcigAACCCCAAAIIIIAAAggggAACCCAQsgUIEIIwfs4ChNt378tn5Vo73Ii2YPnWLgcIE2evNvXie7StLTUqFLX12G+AoKV0PinRRHJk/siU4nmb5ihA0OuMnLJMZi3ZKCWL5BEtb2O/AqHf6HmydM0OWT9vsK8JV78BwoFfTknDjsOkeZ1yovsrOGqOAgQrhDm8aaroxL1/LbArEKzyOy3rlZcW9cq/DZfoRsK6z4TuU+Coadmo8bNWSe+O9aRqmUK2zYEDepbqLfrLr6fOypEt0yWiXYmhM2f/k4oNe5p3QN+FgAIEq9yRlnbSEk+BbfpceUu3MBPqq2b2l/Rpkr9xCS2zpCsQtPTTiul9zc+t0kd+N6L2u4myHmuVD7L2dLC/gTXmJ3fNMX/td2wD8647CxCs++oG13+fv2xWm+jm51rWqE3DSoGl43gEEEAAAQQQQAABBBBAAAEEEEAAAQTeGwEChCAMpbMAwZo09Tuhr5sIl6rVxeEeCI5KGFkT71o2Z8aIbyVqlEhmo1ydnNa6+/Yb3VqTz46+qNe697r6IG7sGP4+tX8BghVWWCfaBwiT562RCbNWi5Y40oBBmwYBfUfNMWV8Jg1uL1/ky2YruaRfvW9bNlJiRo9q64d+pR8nVgyJET3qG5soj5u5UqbOXydW7X/7zuvX4/plvk5iByZA0I2hdYPoArkzy+QhHUx5obdpWrJI97Po2rqGCW7s27Nnz6VBh2Fmv4Elk3uZTZWtckjtm1QR3Szbalqy6MCR02Z1gRXW6IoLXbVitUHjFsjCVdvEWsERUIBghVdqrcGO7tlgNd0/YNe+o1Lks5wBPrIVAOlzjRvQxnyVbzV119UV+i7bv2tW6SMtw6XvsjadmF/8/Q7jbT+G1hjoRuJahsm+OQsQ9FhX3/WAAgT9WZaPP5RYMaP5ehd103Hd6Fo36KYhgAACCCCAAAIIIIAAAggggAACCCAQWgUIEIIw8lZpnXIlCji8StdWNeXr2l3Mpsm6+XHG9Knkz78vyPc//GiOd3UPBD1WJ2t1glyblhLSiVur2QcIJ8/8I1Wb9jE/qlauiGT+OLXZuPnn42fMxrz6pbhOtvvX/AsQ9Pgx01fI9IXrzan2AYI1aayT1Q2ql5THj5/K+m37TWkbbVaAoP9thQ2610CNisUkRrQocvDoaRM06J4CH32Y/I0AQSfKS9bsbBw/z5tNChfIYfYIsPYZ6N6mltSsWMzlAMH6el37owGClpJy1FImS2S+Qg+oaYBQrXk/c4hOtGtIoGWcTv7xj+w7/Jvps5YR0kl/bVrW6MtqncyX/bq/gJZeunbjtqxYv1tSp0gkU4Z2lJu378nnFdqY43V1RJpUSUy4sGztTrOZ9apZ/SVc2LABrkDQcxeu2iqDxi00ZYp0Y+6kieLJufOXZff+Y6K1/62v+/17vhc+PlK/3VA5cuIPEx7optF6DX33lq/fbZ5B32vd3NtqGuYUq9rR/Kx25eISM0ZU2XPgV7OiQpt9gHDkxJ9Su/VAE27U/6akPH32XDKlSyX5cmWyrdTwbwWCXsvVdz2gAEE3it69/7hZHaK/Fw8fPZbvN/9k+jtzZGfJ+0nGAMefHyKAAAIIIIAAAggggAACCCCAAAIIIPA+CxAgBGF0rQDBv0vsXz9JdEK+bc9xZiLZajopPHvpD5IscTzbHghWORj7iXn76+rX7DP/fwmhg0dOy4sXPpIxXUrz1XadNoPM5HCnZt/YDv/tzDkZMn6R+fLdvulkb5dWNQJcgWCtmnBU+sb6ql2vaZXksa4/etpymbFog+12Ogn8UepkMm/5Zl9fqOuk9LK1u0SPt+rN60m6MXDPdnUkWtQoJkD48vNcMqZfK9v1dB+GkVOXyvqt+309U54cGaRd48qiqzOslRp+Sz35HR+rTJKzoXelFJSGGzr5r4GJrqKwbzpxr6WaNMixL0Wkk/iDxy80gY7VdBK9Vf0KJlTQphP8XQZMMf+/1XR1woAujWyBx8NHT+TTUs3Me6Bf8ftt+uX/DzsPyfDJS2xhjh6j/fqmXGFf74x/Fjpec5dtljlLN/l6hzVQaNuoslT6+nNTwsm+bd3zs7TrNcH2VxoWacCjm3HrqgtdfWE1LRe0ZM0O2ybZ1gbbflcg+De2rrzrAf1uaXA1YfZqX5t0q0+7xpWkZsUvnb0i/BwBBBBAAAEEEEAAAQQQQAABBBBAAIH3WoAAIRiGV7+stlYMJE+SQCJHiuCWu+49eEKadRkp37WrLdXL/29vBOvi+qX9pas3JXLECBI/Xizz1fq7bBowXLl2S5IkjGe+PA+o6eT29Zt35cnTp5IgXmyJFNE1E53Qvnz1pmgZHp10d/W8d/nc9t662kMn9hPFj+OrLI6j++v46LNEjxbFhDp+J+L1HC0dpddMmji+Wa3xtk1XBuhKh9gxo/t7L2fXtvqSOEFcp8/26PFT+e/SNdPnxAnjOn0XLly+LtGiRjb9e5sW1HddfXTFjJYH0/cxfLh3+7vyNs/IOQgggAACCCCAAAIIIIAAAggggAACCAS3AAFCcIu/5f20Xnz0qJElbeqkZsL57D+XRGvi68Tr9uWjzIQ1DQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABdwkQILhL8h1fp3nX0bLnwPE37jK0R1Mp/WW+d3x3Lo8AAggggAACCCCAAAIIIIAAAggggAACCCAQ2gQIEELIiF+6csNsGqxlZHx8XkqyJAkka4YP/d0AOIQ8Ft1EAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8FIBAgQvHRi6hQACCCCAAAIIIIAAAggggAACCCCAAAIIIICAJwUIEDypz70RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPBSAQIELx0YuoUAAggggAACCCCAAAIIIIAAAggggAACCCCAgCcFCBA8qc+9EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwUgECBC8dGLqFAAIIIIAAAggggAACCCCAAAIIIIAAAggggIAnBQgQPKnPvRFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8FIBAgQvHRi6hQACCCCAAAIIIIAAAggggAACCCCAAAIIIICAJwUIEDypz70RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPBSAQIELx0YuoUAAggggAACCCCAAAIIIIAAAggggAACCCCAgCcFCBA8qc+9EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwUgECBC8dGLqFAAIIIIAAAggggAACCCCAAAIIIIAAAggggIAnBQgQPKnPvRFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8FIBAgQvHRi6hQACCCCAAAIIIIAAAggggAACCCCAAAIIIICAJwUIEDypz70RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPBSAQIELx0YuoUAAggggAACCCCAAAIIIIAAAggggAACCCCAgCcFCBA8qc+9EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwUgECBC8dGLqFAAIIIIAAAggggAACCCCAAAIIIIAAAggggIAnBQgQPKnPvRFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8FIBAgQvHRi6hQACCCCAAAIIIIAAAggggAACCCCAAAIIIICAJwUIEDypz70RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPBSAQIELx0YuoUAAggggAACCCCAAAIIIIAAAggggAACCCCAgCcFCBA8qc+9EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwUgECBC8dGLqFAAIIIIAAAggggAACCCCAAAIIIIAAAggggIAnBQgQPKnPvRFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8FIBAgQvHRi6hQACCCCAAAIIIIAAAggggAACCCCAAAIIIICAJwUIEDypz70RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPBSAQIELx0YuoUAAggggAACCCCAAAIIIIAAAggggAACCCCAgCcFCBA8qc+9EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwUgECBC8dGLqFAAIIIIAAAggggAACCCCAAAIIIIAAAggggIAnBQgQPKnPvRFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8FIBAgQvHRi6hQACCCCAAAIIIIAAAggggAACCCCAAAIIIICAJwUIEDypz70RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPBSAQIELx0YuoUAAggggAACCCCAAAIIIIAAAggggAACCCCAgCcFCBA8qc+9EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwUgECBC8dGLqFAAIIIIAAAggggAACCCCAAAIIIIAAAggggIAnBQgQPKnPvRFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8FIBAgQvHRi6hQACCCCAAAIIIIAAAggggAACCCCAAAIIIICAJwUIEDypz70RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPBSAQIELx0YuoUAAggggAACCCCAAAIIIIAAAggggAACCCCAgCcFCBA8qc+9EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwUgECBC8dGLqFAAIIIIAAAggggAACCCCAAAIIIIAAAggggIAnBQgQPKnPvRFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8FIBAgQvHRi6hQACCCCAAAIIIIAAAggggAACCCCAAAIIIICAJwUIEDypz70RQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPBSAQIELx0YuoUAAggggAACCCCAAAIIIIAAAggggAACCCCAgCcFCBA8qc9kq/JOAAAgAElEQVS9EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwUgEChCAOzKWbj4N4BU5HAAEEEEAAAQQQQAABBBBAAAEEEPB2gSRxI3t7F+kfAggg4HYBAoQgkhIgBBGQ0xFAAAEEEEAAAQQQQAABBBBAAIEQIECAEAIGiS4igIDbBQgQgkhKgBBEQE5HAAEEEEAAAQQQQAABBBBAAAEEQoAAAUIIGCS6iAACbhcgQAgiKQFCEAE5HQEEEEAAAQQQQAABBBBAAAEEEAgBAgQIIWCQ6CICCLhdgAAhiKQECEEE5HQEEEAAAQQQQAABBBBAAAEEEEAgBAgQIISAQaKLCCDgdgEChCCSEiAEEZDTEUAAAQQQQAABBBBAAAEEEEAAgRAgQIAQAgaJLiKAgNsFCBCCSEqAEERATkcAAQQQQAABBBBAAAEEEEAAAQRCgAABQggYJLqIAAJuFyBACCIpAUIQATkdAQQQQAABBBBAAAEEEEAAAQQQCAECBAghYJDoIgIIuF2AACGIpAQIQQTkdAQQQAABBBBAAAEEEEAAAQQQQCAECBAghIBBoosIIOB2AQKEIJISIAQRkNMRQAABBBBAAAEEEEAAgUAIrGm4JhBHe+bQcjPLeebG3BUBBN6pAAHCO+Xl4ggg4KUCBAhBHBgChCACcjoCCCCAAAIIIIAAAgggEAgBAoRAYHEoAgi4VYAAwa2cXAwBBEKIgFcECK9evZIPPvgghJD57iYBQogcNjqNAAIIIIAAAggggAACIVSAACGEDhzdRuA9ECBAeA8GkUdAAIFACwR7gPD8hY9s3f2znP7zXzn9179y/ORZefT4ieTI/JFk+CiFpE+TQr4q/KlEixo50A/zLk9Y/P12OfXHv7ZbVC9fRDKmSyUECO9SnWsjgAACCCCAAAIIIIAAAr4FCBB4IxBAwFMCBAiekue+CCDgSYFgDRCOnzorfUbMlj/+viA5s6STfLkySeIEcSRc2LBy5fotOfH737J97xGJEyu69O5YT4oV/MSTNr7u3aHPRCmQO4t8nDaF+ftkSeJLzOhRCRC8ZoToCAIIIIAAAggggAACCIQGAQKE0DDKPCMC3ilAgOCd40KvEEDg3QoEW4AwfeF6GTN9hXxdNK+0blhRkidJ4PDJbt+9L7OXbJKZizeaY4f1bPZuBVy8ugYIVcsUlk+ypZfw4cLazmIFgouAHIYAAm4XMIXfQmb1N7dbcEEEEAhegVevREJo9cngheJuCCDgfoFXIt+zibL7XbkiAgi4JECA4BITByGAwHsmEGwBgk7Af1U4jxT/IpdLhL+dOSd9RsyRFdP7unT8uz5o0LiFpuzStRu3JVvGNDKgS0OJECG86P4NNAQQQMATAs99Xkn4sGE8cWvuiQACoVzguc9L/v0J5e8Aj4+ApwSe+/jIguorPXV7l+9bf1kVl4/lQAQQCDkCIXX/zpAjTE8RQMAbBYItQLhz94HEihktUAZvc06gbvAWB2tg0LDDMGlY42spkDszJYzewpBTEEAAAQQQQAABBBBAAIG3FaCE0dvKcR4CCARVILhWIPx66qzcuHVXMqZPJYnix/HV7d//Oi+XrtyQ1CkSm/9He7cCh47+Lg8ePvL3JmHDhpUv8mV7t50I5qtPmbdWrt64Lb071HV65xO/n5Mzf50XrSiTJmUSyZ75I1Oa3lE7f/Gq+Tj7wuUbEjtmNFMmXveXddbOnP1PTpz+W+7ceyBxY8eQlMkSSdaMH5qS+LTgEQi2ACF4Hufd3eXajTuSIF4s8fF5KXXbDpZ2jStLrmzpCRDeHTlXRgABBBBAAAEEEEAAAQTeECBA4KVAAAFPCQRXgNCm5zizR2iJQrllVJ+Wtsd9/sJHSlTvJFev35a2jSpJk1plPEXxXty3dutBkjJZQlNlxL9WocF3Zi/XgNrJXXPeCw/rIXoMmSH/XrgqCyb08Pe57t5/KH1HzpXNuw5JlMiRJH7cmOYc/e+BXRv5qkDz+MkzGTdzpcxbvtlcT831WG0aOiyf3lciRgjv8F6Dxi2Qhau2mZ8lSxxfLly+bvvvzYuHm/92ZRwdXfxtz3uvBtvFh/FIgLB0zQ5/f/nChw8n+T7JJPlzZ/a114CLz/PODitR/VuJFSOa3H/4SHJn/1j6dKwnunSNPRDeGTkXRgABBBBAAAEEEEAAAQTeECBA4KVAAAFPCQR3gKDPuW7eYPnw/1YabNx+UL7tP9k8PgFC0N+CWq0GmslsnfD2r73w8RGrevlf5y5I5ca9ZfyANlIw7+tVB7ov2Pv2JbwrAULvEbNlxfrdJnwp/9VnZo5UV8107j9FDh497eu9HTV1mdnr9tvm1aRW5S+Nl7ru2ndM+o6cIz8sGi5Ro0R6Ywh27z8uLbqNlmZ1ykqjGqUlcqQI8uzZc9n/yymZu+wHmTW6iznHlXF0NL5ve17Q37yQdwWPBAhdB02TdVv2SYaPUtrEHj1+YtKnhPFjmyRVE6t547r5OsaTvFq6SJfKaCKmfbMaAYInR4V7I4AAAggggAACCCCAQGgTCAkBQkgYk3Izy4WEbtJHBLxKIDgDhFcvX5l5siwZPjQT3DovVbFhT/kiX3aZvnC9rwDh/oNH5gvv7T8eMXNqeXJkkM4tq5sSMdr2/3xSRk5dZq6n82/pPkwm9auVlLLFC5if66TslPlr5Yedh+T6zbuSOEEcKZQ/u3RoWtX8vFO/yfJJ1nRSvXxR23joXqFaqrxF3XKiX5g37jRcmtYuIxev3JC9B381H+Fqv531reewWaYsjfZh3dZ95vq1KxeXiqU+l9HTlsueA8clScJ4UqdqCfm6aF7b/V297suXL2X9tv0SPlw40/8aFYqaPU2nLVgnY2esNHN86dMkN9ft3KKaZM2Yxt937s9zF6R8/e9k0uD2pmzRo8dPzQR3qSJ5pGrZwrbz/j5/WXoNmyUdmlaRDB+lMjbFPv9Ejpz4Q/b/fMqU+NFJ8QolC9rO0bEZMXmJHDhyWiJFDC8F82SVTs2r+VsOSE/s0GeSnDxzznyVr9cs8GkWad+4iplb1aYfcOtkfr5cmWTRqm2mdFDVMoWkbtWvTJUVq23b+4tMnL3afOytKwKePnsu8ePG8ncFgpYiKlmzi9StUsK8Z/bt5u178nmFNlKySB4Z0au5Kbf1ZbVOZjz7d27whq2+O/q8jvYXGTN9hXnXd68aK/HixHQ4Lv6NY4L4saXrwGly9p+LcuvOfWOi73vL+hXMB+v+nadjOmH2apk2vKNt/lfLLg0cu0CG92wmiRPGNb9jY2eskANHTsn9B4/N+/NN2cJSpnh+r/r3yp2d8UiA0LL7GEmRNKF0sXvJ9B/CGi0HSL5PMppUqWnnkRIjehSZOKidO5/X7dciQHA7KRdEAAEEEEAAAQQQQAABBPwVIEBwz8tBgOAeR64SugSCM0BQ2a8K5TErDrYsGSH//HdFmnw7QnatHCOFKrWzBQhaartGi/7mo9caFYtJnJjRZcHKraKT2DuWj5Lo0aKYMjM6MZ09U1qJFDGC7PjpiKzful/mj+8hObN8JBNmrZbJ89aYL8STJYlvatrPWbZZDm+aYgZYq3IU/yK3dGz2OlDQVq/dEEkQN5YM69nMhAR5S7cwf68T2bmzZ5CYMaLKd21rO+2bftGvE7Ra7ePLzz8RramvHx1rK5gnixTMk00OHj1lSjrtWT3OhA2uPLN13RyZPzLldP67dE0Wrd4uU4Z2NNfVUKXH0BkSP04sKV/yM3O/L/JmkySJ4vn7UvsNEPRAncQ/fOy07Fw5xrYSYciERbJywx75cc14E4xYNhoYpEqeSJav22Um/S1/LZteuHI7yZklnZngv3X3vsxYuF4y/f89MLS//jUtdaVjmixxArl9556Z+E6fNoXMGPGtOcX68l8nz6uWKSxhw4YRnZRvXLO0Kc2uTcOeZl1GmZUYGtw8f/5C5iz7wYQ2/pUw2rzrsHToM1FWzuhnC6ns+6iBk4YlO5aPNuOm/VwyuZcJwwLT9BpaZkjDCO1zmlRJ3ljt4d846goHfVYN0+LEjiF/nrtoQhJ9br2Wf+cdP3XWBGb71k2UmNGjmu7+fPyMKWdvrQbSlQuXrt6Q1g0qSsQIEeTw8d/lyrVbMnlI+8A8Xog61iMBQpEq7aVh9VJSs+KXvrDmLP1Blq3bKRsXDDW/aGOmL5e934/3alACBK8eHjqHAAIIIIAAAggggAAC75kAAYJ7BpQAwT2OXCV0CQR3gKD7HxSv1kmKfpbTTIB+lDqp9GhbWzIVqmcLEHbuOyqtuo+VRZN6Srb/+3pevyTX2v1j+7eWYgU/sQ2Sfrx77/4juXnnnpSp0006NfvGrERo1mWknL94TdbPGyJhwnxgjtcvw7VkjDZXA4RvyhWRbq1qiJYn1+ZK33SiP0XSBDKydwvzFbru85C9WEPzRb+1ia8VUAzv2VxKFc3j8nW1Zv7ovi1tX7eXrdtd8uTMYAy1BbaEjaMAwZpc1rJGRT7LKQ8fPZFPSzUzKzP0a3er77071jPhgDbrmCqlC0mfTvVk+KQlsmzdLtm9aoztq/cla3ZI/9HzbKFJQL9pumJANzGev3yLmfz/dfssExZogLB6017ZsmSkbSyHTlwsu/cfM3Ov2r5p2teET5sWDrONvbMSRjMWbTCrQ/atnWiCIr9Nf6bHHN0yXeav3Gr6oWFK7JiON1f279levnwlI6csNc9kNQ2EyhbPb1ZvWO+Zs3FUb/XRFQnRokayhTKOztu042CAAULKpAkla9EGZiWL9R75/X15H/9V9EiAUL1Ff3np81KWTu3ty1QTHq1vpQnn8vW7ZNjEJba001vxCRC8dWToFwIIIIAAAggggAACCLyPAiEhQPj3t9cTcN7c2hws683do28IeKVAcAcI4/q3kWVrd0rfUXONh24aq5Pi9gHClHlrZfysVb5KgPv4+JhyNFr5o06VEmbydMTkpbJl98+mhJHVdIJbJ7p18lpr0eu1dRI8d7b0plSSTkJrczVAsCb4reu70jcNEPTLdCss0HMLlm8tlb7+wvaVvP6dPrMVeLztdZt3HW26Zn0p7mzi2e9L6ChA0FCmXL0eoiVz9Mt/y3L78lGSKH4cW4Dg10afO0a0KKaOv67mOHzsd19jqMGDrlJYPq2PZEyXyuHvg64sUQu/mzwf2zrDTK7rxL2uFrA2G9aL6GS8Bha68bN+pZ+taEOz8qBrqxq2ezgLEHQlx8Cx82XnijG+SiFZF9CQQvdHOLRxsiz+foc5VlfRJA1gdUdAv/C6t4LOF585e14O/HJKzv57STKnT22bV3Y0jvpsWv5IV3toySGr6SqP+eO7mz++TYCg+5HoqhO11zAjb86MppxVYFdXeOU/cAF0yiMBgqZf3w2daeqpFSmQ09RFO3byL5m1ZKNZ/qF1wPTlOnjktKydO8irTQkQvHp46BwCCCCAAAIIIIAAAgi8ZwIECO4ZUAIE9zhyldAl4IkAQVcCaE15Le8zqFtjA24fIFh14qcM7fDGYKRMlsh83a8f8l64dE26tq4pWT5OLfHixJIS1TtJ9QrFTICgTcvF6KSv1nXXCVedoF0ypZf5el8DBF3J8G2LarZ7OCph5HeS3JW+OQoQtHKJ1qu3yuxYz2wFCG973dY9xsoLn5duDRC0b1ZooCVu2vUcL2lTJ5NRfV6XdPK7esIC1BUius/AtOGdzCqAMGHD2MbCfiCzZUprgga/7afDv5mSVrqBsdbfT5YkgWz/8RfpM2KOBBQgLFy1VXT/Cg0QNEzKXbKZtG9SRRrV+Np2C2cBwt6DJ8yqFQ1MdH8Fv61B+6ESK2Z0Y6Clghp1Gi4TBrWVwvlzBPkfDA1sdO8KDQdWzxpg9vNwFAToniBT568z+3jofhKJEsSRQeMWyMXLN1wLEOxWV/gtYaThxPebfjQrObQ0mDqqnzq+r80jAYJizlu+WTSRsm8lCuWWgV0bm2U1umRENzLRFMebGwGCN48OfUMAAQQQQAABBBBAAIH3TYAAwT0jSoDgHkeuEroEPBEgqLBuRBs1amRbTXb7AGHN5p+k++Dpsmb2QEmbOqmvAdHJVi3fkufr5m9MEutX/laAoHsKWKsN9Bxd9dBv9Dzb1+8aQOiX17opstW0Nr1utmy/B4LfAMFZ3zSceJsA4W2v6zdA0An4aFGj2Cb7nb3NjlYg6DlWSSKdzNbVANbeBvozRwGCflH/RcW2Uq/qVyaU0Qn7/b+clA3zh9pKDem5OhaONhfWn1khyrFtM82mwNqsD7ZdDRD0HA0Q8ubMIOMHtrU9vr5PWtLKvz0Q7t5/KMWqdjRh1IyRnW2lj/QCuoeA7snRs30dqVauiFjHJkscT5ZN62vrq3Uz3eRZVwVYz2A/BroqQ1dfRI0SydfQWCsgrLJdjsZRQxktr6QBjdX0uf67pHtPvF6B4Og8K/DYtHCo2b9X26Gjv0v99kNseyDY/77onhE9h88y+3ZYpaOcvUch8eceCxAUS5F1Oc7jJ0/NLtaBrYXlDeAECN4wCvQBAQQQQAABBBBAAAEEQosAAYJ7RpoAwT2OXCV0CXgqQPCrbB8g6OR1mbrdzObIXVrWMJv06obLazb/KGWK5zdffeskfdgwYaRjs29Eyxut3LjHfLhrlTDSL8Y/z5dNCuTOLBHCh5fZSzaZ0uJWiRr92nvagvUyvGcziRQpgqzd/JPoJP7XRfMGGCC42je/JYycrUB42+v6DRD0OSfNXWNWJEQIH04SJYjrsCSP5e9fgKA/14+k9WNpDRH0y3irWQGCjkX18kXlyrWbMmvxJvntzDmxJql1E2kdo8/zZjNVWaJFjSy//3XejIN+5R8rZrQ3ftG0pE+LbqPNxte5sqeXU2f+MaWsbt257/IKBL2ofpW/cNU2aVCtlHyeN6voygYdby3P41+AoOdZpbV0Q+r61UqZ6jK/nj5rytFny5RGRvdpaTbw1qaT610HTTMlmnTFi25UrZtab939s2zYfkAObZzyRkig5+k5Px06IfW+KSmZ0qWSyJEjmgo2uum3CSSm9jGlmhyN4/wVW0T3kRjSvYnEixtT9hw4bso92ZcwcnRejOhR5JMSTWwrOzQQGjtjhXHVFSa6iXf15v2kVf2Kkvnj1PLw0WOz6sPn5UsTuPkX+IT0fyk9GiD8e+Gq6C/f48dPzS7v+g9GuLCvU7OQ0ggQQspI0U8EEEAAAQQQQAABBBBwJhASJuedPYM3/Jw9ELxhFOgDAu4X8KYAQcv7NK5Z2jzk3+cvy4DR80S/5raaTtbqioH0aZKbSeF+o+aaj3i1lf4yn6zful9aNaggzeuUk5FTlpmy4lbTSVbdXLlIgdclZ3QFRJ+Rc8x1tBUtmFP+OnfRzOMN7dFUHjx8bFY5+F2B4Erf9EvxjOlT+doDwb8AQSfL633zlUvP7Oi6bXqOE/16fOKgduYaF6/ckJ5DZ9rc/CvJY7lYAYKWi9KyOPbNKnMzoEtDs8Gv1awAIWH82LZa/HFiRZdB3ZqITr5bbe/BX2XAmPm2MdK/15+P7tva16oE63gto9N90HQzAa9Nr5k9U1rZ8dNRW4Cgmxn/sPOQrz0QNCzQ0EBLGGm7c/eBtP5unClhpU3fGw2bdGI+oABBj92652cZPH6hrz0GNCjp37nhGysK9N0ZOmGR2b/AarrnRqWvP5cG1Us5nA/WkGTush98vdd6rgZXGoapqX/jmCJZQrNpsvVcWTOmMfvxaggxZ0zXAMdfyzxp2KChgVbH0Y27tbzX+nmDTcjU+ruxpjST1fT3oW3DSpImle8VQL5ekBD+B48ECLryoPeI2SattG8pkyWUMf1am7QupDQChJAyUvQTAQQQQAABBBBAAAEEnAkQIDgTcu3nBAiuOXEUAiFNILgChLd1efL0mWh5HK3w4bfsi5bD0ZUJcWLHsJVCsr+PTkhfv3nXnOeo5r4ee+3GHYkYMbzD8531OaC+OTs3oJ+747q6yXSYMGHe6rmsvunGxLoXwp7V43xN+NuXMCqUP5spd6R7H/jXtOSPBjLx48SUCBHCO6W5e++h3L3/QJImim8rQ+X0JAcH6L4X+vV8gnj+982/62oIcf7iVbPXhhVK+Xes7ulx/eZtiRolsvma35X2/IWP3Lp9T56/eCEJ48dxWO5Ir+NoHC9fvWnG1gobHN3P0Xl6Tz1XN362ynvZn/v02XO5duO2JIwX26VxcuU5vfkYjwQIujxo4uzV5qXS3apjxogmR379w5Z26sbJIWUlAgGCN7/e9A0BBBBAAAEEEEAAAQQCI0CAEBgt/48lQHCPI1dBwNsEvD1A8Dav0NKfew8eSb7SLaRp7TLSpmElX4/t3ybK76NNz2GzZNXGPWYDbt0UumurGpItY5r38VFD3TN5JEAoW7e7fJw2hamTZt90uU6zLqNk7ZyBIWbZBwFCqPud4YERQAABBBBAAAEEEHhvBUJCgBASJudDwgvCHgghYZToo7cJECB424h4R392/HhEps5fJ2P6tTJ7vNq3R4+fSv12Q6RNo0pmj4n3uenqgp8OnxAtPaQlkBpWL2W+4KeFfAGPBAglqn8rZYvnN5u12Detg6Xhgu6GrfXWQkIjQAgJo0QfEUAAAQQQQAABBBDwrMDk1iFjr7ckj1Z5FsqFuxMguIDkwiEECC4gcQgCfgQIEHglEEAgNAp4JEDQXbS37z0iS6b0kg9TJDY1trTe1OBxCwPcfdsbB4gAwRtHhT4hgAACCCCAAAIIIOBdAgQI7hsPAgT3WBIguMeRq4QuAQKE0DXePC0CCLwW8EiAoJtQlK3XQx49fmJ2CY8XJ6b88fcF06Ge7etItXJFQsz4ECCEmKGiowgggAACCCCAAAIIeEyAAMF99AQI7rEkQHCPI1cJXQIECKFrvHlaBBDwYICgt9ZdxZet3Smn/zwvj588lZTJEkqZL/NLpvSpQtTYECCEqOGiswgggAACCCCAAAIIeESAAMF97AQI7rEkQHCPI1cJXQIECKFrvHlaBBDwcIDwvgwAAcL7MpI8BwIIIIAAAggggAAC706AAMF9tgQI7rEkQHCPI1cJXQIECKFrvHlaBBAI5gDh/MWrcv/BY5fcP06bQsKGDePSscF10PSF6+XIiT8lYbzYUqFUQcmWMY25NQFCcI0A90EAAQQQQAABBBBAIOQKECC4b+wIENxjSYDgHkeuEroEvDFAOLrrlfi8cH0cchX7wPWDORIBBBAIzj0QWvcYKzt+OuoS+r51EyVm9KguHRtcB01bsE5KFPpU/vnvivQdNUe2LhlpQg4ChOAaAe6DAAIIIIAAAggggEDIFSBAcN/YESC4x5IAwT2OXCV0CXhjgFAr0wt5dM/1cVhwMpxEieH68cF15OZdhyVXtvQSN3bAnXvy9JmEDRNGwocPF1xdC/R9nj17LnfuPZQ4saNLuLBhbef/fPyMxI4ZTdKkShroa77vJ2zb+4skShBHMqdPLc9f+IiPj49EihjB6WOfO39Zrt28I3lyZBAfn5fy9NlziRI5otPzHB2w48cjZp/erP/30fhbXeQ9PSnYNlE+f/GaPHj4yCXG9Gm8bwWC1XF9GfOWbiEb5g+RBPFiyZXbT1x6Jg5CAAEE3C3wwSuRV3w84m5WrocAAi4JvNLvUFw6koMQQOC1wKRW3rXC2r9xSfJolXcP2SuRf07y7487BqndoXLuuAzXQCBUCSSKHcnrnjc4A4QiVdrL1eu3ZcaIbyVfrkzGYvf+4+ZD2x3LRwfJJlOhejJvXHf5JGu6AK9Tq9VAyZrhQ+ncsrrL9+s6aJqs27JPRvRqLiWL5HH5vMAeePzUWZm7bLNs3nXIdmrOLOlk2HdNJXHCuNK862jJmeUjaVyzdGAv/c6PDy4jRw+iXgPGzJfl0/tKovhxZMKs1bL9x19k9awBTp973vLNsmvfMZk1uovs//mkNOo0XH5aM0FixYzm9Fy/B+zcd1Q6959qm/MN9AXe4xOCLUB4XwyXr98lm7YfNC+mtpcv9X9A0xBAAIHgF3ju81LCe1m5t+BX4I4IIOAJgec+ryR8WCbwPGHPPR0LDKrvA42bBLw9QND/9XX2uJseNpRfZsDvVUK5AI+PQOAFwoTxvv/7J7gDhOfPX0iShPFkyZRe8sEHHwR7gKBfnEeOHNFMNLvSHj56Ip+WaiYpkyWUlMkSyeQh7V05LdDHPH7yTD6v0EaKfJZDWtYrL3FixZCz/14ygUKjGqUkY7pUXhsgBJeRI9S79x9K6dpdZVC3xlIwT1ZzyLUbd+T+g4curdSwDxAePHws/164KunTJve18iMwg9l/9Dy5ffeBjOrTIjCnvffHBluAsGztTin9ZT6JEtm1tFa/9J+/covUq/qV1wzCRg0OlmyUacM7SZxY0U2/KGHkNcNDRxBAAAEEEEAAAQRCqUBIKQ8UEobH2wMENaSEkXveJEoYuceRq4QugdBewkhXILSoW156j5gt4wfoZHlOXwGClp6p1XKADOv5esJe26Q530v0aFGkduXi5s9HTvwho6etkN//Oi/JEsczf1+x1OdivwJBJ+PHzlghG7btl9gxo8s35QpLxVJfSORIEWTYxMWSNnVSc44rbf3W/TJ04iIZ3qu5NOwwTPasHmcrk6SrEo6d/EuyZUojetxHqZNJp+bfiM5hzl2+We4/eGTuU71CURNY3Ln7QJp3Gy1/nbtobp0pfSrp1rqmpE+TXDTYKF2nmyya1NO2b6rf/ukKhBjRo8i9+49EyxkVzp9dWjesKMmTJAjw2nqd6i36S4Fcmc2X+X/8fUHKFM8vvdrXNeV6Xr165W+fvcnIUV/UeeO2A7J0am/bjzdsPyC//PqH9Gpfx1jr6gidU168ers5pmH1UlK1bGHz3/YBggY23QdNN2Ngys5fuSGDxy+UA0dOmzGuUrqQlCiU25w3ZMIiSZE0ody9/0D2HT4p1csXlVJF85jwogJ5AHwAACAASURBVHDldrJu3mD5MEViV/hCxTHBFiDoHgiXr92SgV0bmV+sgNqV67dEE5/Tf/4b5CVQ7hhF/UWcsWiD/PLrGRnes7n5h89qBAjuEOYaCCCAAAIIIIAAAgi8vQABwtvb+T2TAMF9lt5+JQIEbx8h+ueNAgQI7aV3h3ry2+9/i+5ZoCVmfjx0wlbCSGv/5yjeWFbO6Ccfp01hhrD74OkSJ3YM6dTsGzl/8aqUrNnFTMpXLFXQ7DOqE/h9O9X3FSD0GTHHzAm2b1rFrHLoO3KONK9Tzkyat+w+RrJmSCNNa5dx6RVp1mWkaKn0Ng0rSaFKbaVl/QpSrVwRc+6cpT/I8MlLTM37YgU/kcQJ4soreSV6f+1T6hSJZPK8NRIzejTp37mB6NfyqzftlZyZP5IIEcLLrMUb5e/zl2XF9L5mEv+rGp0lYoTwUr9aScny8YeSKkUiX1/Ca4CgwUG7xpUkbepkMmrKMsmTM4N0aFo1wGtrXzVg0f0BGtb4Wq7fvCNjpq+Q7m1qSoWSBUUn3P3rsytIwWXkqC/6fmT4KKUtYNJj7EOBE6f/lmrN+0mRAjlMaPDfpesycOx8sfbPtT/25Jl/pGrTPnJ8+0x59UqkXL3ukj1TWnPtc+evyLf9J8uWJSMkaaJ4ZjXIngPHzX63Gi7oeGl5KW0N2g+Vb8oVsYUNrhi+78cEW4Bw+epNGTRugdlIWX/hy3yZX3JkTmtbkaBLoH4/+59s3H7AvCj6S9GnUz3zEnm63bpzXwqWby3JEsc3CZa21g0qmrppBAieHh3ujwACCCCAAAIIIBDaBQgQ3PcGECC4z9LbrxT+0wre3kVpPp7yZF4/SKGsgwQIrwOE7JnTSrGqHc28XbQokV0OELS2/dK1O8wqAA0G7Ju1AkFL/eT6qon0aFvbzBtqW7Vxj1y9cVvG9W8TqABBJ9oLVWpnJvh1fnHklGVy6Ohp29fuGiBs3n1YFk74TqzyVLrHgq6eqFXpS3NvDTIGj18k+9dPNGGAro749fRZ+ef8ZTnx+zkTKJzcNcccq+Vzps5fK2s2/2T+rFVYWjWoIDUrFjPn+t0DYeWGPbJg5RZbrf+Arq0+Cyb0kByZX09y6yT6/YePZUj3JuKszwH9mga3kd++lK3bXbq3qSV5P8lo+5GjAOG3nbNt74zO0fbr3EAK58/hK2ywDxA0qNEVJ3PHdpOoUV5Xw9GQpdxXn0mNCkXNWOgH7u0aV36DR1e56DkaNtFeCwRbgGCB647WI6YsNb9U1i9TpIjhRSfptWlpoBb1ykuVMoXeul5VcA4uAUJwanMvBBBAAAEEEEAAAQTeFCBAcN9bQYDgPktvvxIBgrePEP3zRgEChNcBwhf5splKHcvX7ZJvW1R7/cHw8tHibAVCl4FTzbAO7dH0jeG1AgSdF9RSQDrhHyliBNtxCeLFklF9WgYqQFi4apvpm1Xu5r9L18xGuxsXDDUhgQYIPx4+YTaFtppOTuvEf/y4sXz1cUy/VqbMUP32Q0xlktzZP5anz56bzZmtAME6QR10ZcK2Pb+YFQxaCr1A7sxvBAi6efCoqctl8+LhplRPQNf2GyAsWbNDZi/ZZM4NqM/x4sQM8FfJU0ZWp/S5Vs3s76tajbMAoVStLtKqfkVTcsi/FQhrN/8kPYfNsgUu1v0KF8hhSiAFtKG1vtt//XPRhDO01wLBHiBY8LpBx9l/LpoB0V84rTOWJlUSU9ssJDUChJA0WvQVAQQQQAABBBBA4H0UIEBw36g+P7TafRfjSl4tQIDg1cND57xUgADhfwHCo8dP5IuK7cwqAZ3b0wBB90DIXqyhLJncS7Jk+NCMon0JI/2geM/+47J27qA3RtgKEHR/g/xlWsryaX3MxsN+W2BKGFVu3NsEAVk+Tm27zIoNu81Hy1oSyVGAoOeUK1HAV0kd6+ShExebFQkzR3Y2FUqOnzorNVr0NwHCk6fPJHy4cLbKJdY5Orlfo2Ixcz+/k9b2AUJA19Zr+Q0QdHJcA5E5Y7pKQH129qsUnEaO+qIrEL5rV0c+zfGx7cfuCBB+OvSbdOo32bZyxO+9AwoQ9D3VUlRafYb2WsBjAcL7MgAECO/LSPIcCCCAAAIIIIAAAiFVgADBfSNHgOA+S2+/EgGCt48Q/fNGAQKE/wUIOj6LVm83pXQSxo9t28O0dutB8knWdNKgeik5euJP+W7oDFM2RvdAOPDLKWnYcZjZHLdM8QJy+dpN2Xf4NzNZb7+Jstag1zBCN2PWL+jPnD1vNtWtW6WEyysQdENdnZxeP2+wpLbbDFdXBHy/6Uf5YdEwmbts8xsrEKYtWCfzV2yRSYPbmwDj4pUbsmL9LrNPwcTZq2XnvmMyeUh7efHCRybO+d5Wwujg0dMyfNISM+ms4Yn+fOuewzJo3EKZPbqrmSAPKEAI6NpWgKAlo74umlf2Hjwh3w2dKR2bVTX7OQTU54B+j4LbyFFfdIPkbBnTmE2MreaOAEE/XNcyW7pHhO45oe3wsTPy/MULs99FQAFCk29HSKWvPzf7I9AIENzyDhAguIWRiyCAAAIIIIAAAggg8NYCBAhvTffGiQQI7rP09isRIHj7CNE/bxQgQPAdIGhFkWJVO0j48OFsAYKWLu89YrYpVa5lgvRL7s8+zWomu7XNWfaDmWi3WrM6Zc2kuwYI88d3l5xZ0snV67elz8g5ZpNbq+mmyboRcuseY80EfZNaAW+iPGnuGtG+6P4H9k1LC5Wp002WTOktv/x6xgQYWmLIalp+aPT0FaY0jtW0XJF+6X/52i1zf12FoK1gnixmMl9XIFy4fF0Gj18ou/Yds52npZC6ta5hNo3WppPWGq40qvG1+bNuRD1q6jJThiiga+ux6qPlnawS8FrHv0urGqb8e0B9Duj3KLiNHPXF2odi8aSeth9rgLPzp6Mya3QXs89EtWZ9xX4PBC1hZO1Na3/sqT/+kSpNXm+irC5Hf/tTegyZ4auMvpYlKlow5xtjYd3c2hNi7ZyBkiZVUm/8Z8gjfWIFQhDZCRCCCMjpCCCAAAIIIIAAAggEUYAAIYiAdqcTILjP0tuvRIDg7SNE/7xRILQHCK6OyQsfH7l5655ZmeCo+fi8lJu370msGFElQoTw/l5WywLdvfdQ4saJ8cY+qbrhsE6c+9eiRo0UpL1VrWeIET2qRI70v70Y9H6XrtyQWDGjS5TIEd+4vZ53+859CRMmjMSNHcNVMttx/l3bKmH0YYokEjFieF/7Q1gn++2ztxrZo+j4Fvumo+geE7pPxLtod+8/lOfPX5jx8Lt5t9/76Z4ZV67fMht20/4nQIAQxLeBACGIgJyOAAIIIIAAAggggEAQBQgQgghodzoBgvssvf1KBAjePkL0zxsFvDFAGNXSR548cl2r46SwEjGy68d765G6ifC2vb/4272e7eqYFRDvS/O7B4IrzxVSjHQj6tHTl8uSyb1FN8v2VNt78Fdp1mWUbFs2ShIniOOpbnjlfQkQgjgsBAhBBOR0BBBAAAEEEEAAAQSCKECAEERAAgT3AYagKxEghKDBoqteI+CNAYLX4NCRdyqwZvNP5gt93RPifWuvXr2SDdsOSPKkCcx+CJ5qm3YcNJtu58qW3lNd8Nr7eiRA0GVKWh8tRrQovmB0aZL+LEnCuE6XlHiLKAGCt4wE/UAAAQQQQAABBBAIrQIECO4beVYguM/S269EgODtI0T/vFGAAMEbR4U+IYDAuxbwSICgG45kTJ9Kmtcp5+v5/jp3UcrV7yHblo6UxAnjuv3ZX758JZpqhQ0b5o1r68+u3bxtkjzdaMNvu//gkWgtsdgxo/v6EQGC24eJCyKAAAIIIIAAAgggECiBkBAgMDEfqCHl4GAQIEAIBmRu8d4JECC8d0PKAyGAgAsCXhUgXL5602ycsWpmf0mfJrkL3Xf9EA0OdAd3bX071fd14u79x6VTv8ny6PET8/e9O9aTqmUKmf/Wv+syYKrs+Omo+XPWjGlk/IA2tiVDBAiujwFHIoAAAggggAACCCDwLgQIEN6FKtd83wUIEN73Eeb53oUAAcK7UOWaCCDg7QLBGiAsXbNDHj1+KsvX75IkieJJgVz/2137+YsXsn3vEbl09YbsWjnW4SqBt8XcvOuQDBgzX27duS+VS3/hK0DQHck/r9BGWjWoIDUrFpNd+45J257jZfPi4ZIscXyZsWiDLF+3S+aP72F2XW/edbSkTpFY+nduYLpDgPC2o8J5CCCAAAIIIIAAAgi4R4AAwT2OXCV0CRAghK7x5mndI0CA4B5HroIAAiFLIFgDhBLVv5ULl687FIoSOZIUzp9dKn79ueTNmdGtihpa3HvwUEZPWy6RIkbwFSDo6oMW3UbL0S3TJUKE8Oa+pWp1MWFCzYpfSuXGvaVEodzSuGZp8zMNIzr0mSS/7Zxt9mkgQHDrUHExBBBAAAEEEEAAAQQCLUCAEGgyTkBACBB4CRAIvAABQuDNOAMBBEK+QLAGCBbXsImLJXXKxFKl9OsyQcHV+o2eJz4+Pr4ChGXrdsmcpZtk44Khtm7oHg2pkieWjs2qSu6SzWRAl4YmRNB26o9/pEqTPrJv3USJGT0qAUJwDR73QQABBBBAAAEEEEDAHwECBF4NBAIvQIAQeDPOQMAbA4Qz2/6Wl89fujw4GUqmdflYDkQAAQRUwCMBgqfoHQUIWqLoh52HZMX0vrZu6X4I0aJElt4d60rmwvVl0uD28kW+bObnZ/+5KGXr/W+j56eB+EfaU8/NfRFA4P0U8Hn5SsKG+eD9fDieCgEEvFqAf3+8enhCZeeGNXR94sRTQI8PrPLUrd+r+77S/xH7Xj2R5x4mct6Knru5i3fuPDOMi0dyGALBIxAxvPe9k72Sj5Ind5+6DNDvvw4SKWZEl48PrgM37zosubKll7ixYwR4yydPn0nYMGEkfPhwwdW1QN/n2bPncufeQ4kTO7qECxvWdv7Px89I7JjRJE2qpIG+Jid4VmDb3l8kUYI4kjl9ann+wsd8oK5Vbpy1X379w3yAnjZ10kCd5+i6O348Yvbk1f15g7t5JEDQX/bd+4/Jzn3H5Ny/l9945pmjOku0qJHdbvG2KxAGdm0kxb/IZfrjdwXCzXvP3N5PLogAAggggAACCHizwCt5JR8whefNQ+TWvo1rwXStO0CfHiRAcIcj13CfQMQ83h8gtJmkkRENAe8RiBvD+YRhcPc2OAOEIlXay9Xrt2XGiG8lX65M5lG1NHjfUXNkx/LRQXr0TIXqybxx3eWTrOkCvE6tVgMla4YPpXPL6i7fr+ugabJuyz4Z0au5lCySx+XzAnvg8VNnZe6yzab8udVyZkknw75rKokTxjX7qubM8pGtTHpgr/8uju85bJas2rjnjUsf2jhFokaJ9C5uaa6pJe611L3fpiXk2zWuHOj76vVGTV0mw3o28xXaBPpCDk6w9tZdPr2vJIofRybMWi3bf/xFVs8a4PTyLbuPkawZ0kjT2mUCdZ6jC+/cd1Q6958qG+YPkQTxYjm9tzsP8EiAMHvJJhkxZanoL1GKpAkkfDjfqWGXVjXMhsXubo4CBGsPhGNbZ9jSS32B61QpbtsD4avCn0qjGl+b7rAHgrtHheshgAACCCCAAAIIeLNASCgP5M1+Vt+eH1odErpJH0ORACWMQtFg86huE/DGEkbBHSA8f/5CkiSMJ0um9DJ7gwZ3gHDu/GWJHDmimch1pT189EQ+LdVMUiZLKCmTJZLJQ9q7clqgj3n85Jl8XqGNFPksh7SsV17ixIohZ/+9ZAKFRjVKScZ0qbw2QLh7/4G0b1zF1zOrVZh3WPHAChA0jNIv+60WM0Y0iRMreqD9T//5r9nH1n5+N9AXcXDC3fsPpXTtrjKoW2MpmCerOeLajTty/8FDl1aS2AcIgTnPv773Hz1Pbt99IKP6tHDH47l8DY8ECDpB/2mODNK/cwOXOxqUA318XsrLly9lwNj58uKFj/TpWE/Chg1rfhF0g+XcJZtKl5bVpUbFYrJr3zFp23O8bF48XJIlji/TF66XFet3y/zxPSRK5IjSrMsoSZ0isa3vbKIclJHhXAQQQAABBBBAAAFvFyBAcM8IESC4x5GruE+AAMF9llwp9AgQILSXFnXLS+8Rs2X8AJ0sz+krQNDSLrVaDjBfgeuEvbZJc76X6NGiSO3Kxc2fj5z4Q0ZPWyG//3VekiWOZ/6+YqnPxX4Fgk7Gj52xQjZs2y+xY0aXb8oVloqlvjAfG+u+qloORs9xpa3ful+GTlwkw3s1l4Ydhsme1eNsZZJ0VcKxk39JtkxpRI/7KHUy6dT8G1m2dqfMXb5Z7j94ZO5TvUJRE1jcuftAmncbLX+du2hunSl9KunWuqakT5NcNNgoXaebLJrUU7L5U2JGVyDEiB5F7t1/JFrOqHD+7NK6YUVJniRBgNfWe1Vv0V8K5Mpsvnz/4+8LUqZ4funVvq6Zq3z16pW/fXZmpCsQ9Hzd/9Vv0y/eR09dboIQ/Qi8Z/s6ku7DZOYw7U+TWqVl78ETopP3ev7ydbtMeamz/140f6+rVLq2rCHTF62XHT8elU9zfCxtGlYyXlaA8MOiYeb57dv8FVtk9tJNZrWLhgnVyxeV5nXLmcBK+7pywx5ZuGqrXLh8Qz5Om0I6NK0iA8cuMP3I8FFK04fubWtJquSJzPuyZffPEj1aZKlcupDps5aV0jHsMWSGdG1dQ/R+Orm/YEKPNwz0Pdi47YAsndrb9rMN2w+Ilibq1b6OuY6ucCn9ZT5ZvHq7OaZh9VJStWxh89/2AYL9efqzS1duyODxC+XAkdPmHdS9gq09eB35pkmZxPSzcOV2sm7eYPkwRWJnw+u2n3skQFCEPDkyvNWSlLd5cv3F7ztqrq9TNbyw/rHZ8dNR0Y2TrfZdu9rm5dSmSaXuibDnwHHzZ611NX5gW9tSEQKEtxkRzkEAAQQQQAABBBAIKQIECO4ZKQIE9zhyFfcJECC4z5IrhR4BAoT20rtDPfnt979F9yzQEi4/HjphK2Gktf9zFG8sK2f0MxO72roPni5xYseQTs2+kfMXr0rJml3MfFzFUgXln/+umAn8vp3q+woQ+oyYYyaD2zetYiaN+46cI83rlDOT5vYTsq68ec26jJT0aVKYietCldpKy/oVpFq5IubUOUt/kOGTl5ia8sUKfiKJE8QVLdWp99c+pU6RSCbPWyMxo0czHxLr1+irN+2VnJk/kggRwsusxRvl7/OXzb6qOrH9VY3OEjFCeKlfraRk+fhDSZUika9yOhogaHDQrnElSZs6mYyaskzy5MwgHZpWDfDa2lcNWHROsmGNr+X6zTsyZvoK6d6mplQoWVB0Ytq/Pjsz0gBBrcuVKGA7NHf2j02/y9XvYcotfZ43qyxYuVUOH/tdNi8eYUIL7Y+2mhW/lCSJ4kqJQp9Kv1FzzfPphH7q5IlN0KRBgV5Dw4R5yzebMGlI9ya2AEF/Zu17ESF8OPmmXBEz4R8uXFhJniS+/HfxmrT+bpxtf1oNfXTCXscz3ycZZd/PJyVG9KgmXPpu6ExTXkvPTZcmuQwcM98EVep76849GTx+kZmLrlmxmJw4/bdUa95PEsaPLZVKfS6RIkU0E/9+m76/GkpYAZj+XJ9DP0CfNbqL7TpFCuQwocF/l67LwLHzZd+6iWbvA/v31f48DdvK1esu2TOlNdc+d/6KfNt/smxZMkKSJorn0Dfx/63UaNB+qHGywgZnY+yOn3skQFi0ervMXfaDrJ07yPxieUPTVQpXrt+SBHFjOdyIRf+R0GVaulmFfSNA8IbRow8IIIAAAggggAAC70qAAME9sgQI7nHkKu4TIEBwnyVXCj0CBAivA4TsmdNKsaodpU+nehItSmSXAwStHb907Q6zCkCDAftmrUDQUj+5vmoiPdrWlhyZ05pDtEb/1Ru3ZVz/NoEKEHSivVCldmaCXyeBR05ZJoeOnrZ9Ta4Bwubdh2XhhO9s5Xp0jwVdPVGr0pfm3jq5rhPP+9dPNJPqujri19Nn5Z/zl+XE7+dMoHBy1xxz7L8XrsrU+WtlzeafzJ+jRI4krRpUMBPWeq7fPRD0S/oFK7fYaukHdG310S/kc2T+yFxbJ6nvP3xsJuOd9Tmg31ANEHbtO+prY14NWI7+9qds2HbAVGjRdvP2PVOiacKgtlI4fw4zwT1laEcpmCeL7fJ+n09Djj/PXZCJg9qZY3RFQ69hs2Tv9+NtAYKGFdZeC1EjRzKrV7Sd/eeinPrjX7l+645oKfxGNUtL3SolzLMmSxLfPLd981vC6NHjJ5K7ZDMZ3rO5lCr6et+LIRMWycEjp4y3FSA42+uhbN3u0r1NLcn7SUbb7RwFCL/tnG17pwuWby39OjcwTv4FCAeOnDIrYuaO7WZ7fg2Byn31mdSoUNShr9UBXVWhZhqGBVfzSICg6Z3+o6EJX/y4vifkzYB2b2J+yUJCI0AICaNEHxFAAAEEEEAAAQTeVoAA4W3lfJ9HgOAeR67iPgECBPdZcqXQI0CA8DpA+CJfNpmxaIMpWfNti2oyaNwCs4mysxUIXQZONS/L0B5N33hprABBS9ZoKSCd8I8U8X/7o+qmsaP6tAxUgLBw1TbTN6uczH+Xrsn+n0/KxgVDTUigAcKPh0+Yr9atppO/OicZP67vTWrH9GtlygzVbz/EfEWvE99Pnz03mzNbAYJ1DXXQlQnb9vxiVjBMG95JCuTO/EaAoPusjpq63EzSaymcgK7tN0BYsmaHmVjXcwPqs98Pof3C+1fCSL/yt+ZorXN0E21dMaBVW/z2R4/xGyBMW7BOdGNpK0CwJs3VK6ASRjrRr2WF9Kv+lMkTycbtB6R2peJmZYeGAl1b1ZBKX/suYeU3QLBKSlljrf3TMlVaoebwpim2AMF+4t/Rv2T6nKtm9jdll6zmLEAoVauLtKpf0QQX/gUIGoqpvRUIWdcuXCCHWQnhyNc6Rn/3/vrn4hshyrv8l9hjAcKvp/7297lG9m5OgPAuR51rI4AAAggggAACCCDgogABgotQTg4jQHCPI1dxnwABgvssuVLoESBA+F+AoF94f1GxnVkloJOZGiBoWZbsxRrKksm9JEuGD82LYV/CaMSUpbJn/3FTkcRvswIE3d8gf5mWsnxaH7PxsN8WmBJGuqmuBgFZPk5tu8yKDbulSplCpiSSowBBz9FyPvYla6yTh05cbFYkzBzZWcKGDWMmx2u06G8ChCdPn0n4cOHM39s3ndzXPVf1fn4n2O0DhICurdfzO6Gsk88aiMwZ09VsHuxfn539dvoXIAyftET2/fybbXWEtRm1bt6r5YpcCRB0X1ktURWYAMFa6aDlgbT8vTYtQ5UnR0YTIFRo8J3kyZnRhAj2TUsVVWrUS45smW6q3dy991Dyl21p7l0of3ZzqH7MvnHHARMgWSsQnAUIugLhu3Z1zP4NVnNHgKCbj2vJfGtli6PfB/sVJ/Y/198jfcbWDSo6G163/dwjAYLbeu8FF2IFghcMAl1AAAEEEEAAAQQQeGcCBAjuoSVAcI8jV3GfAAGC+yy5UugRIED4X4Cgo64lyrWUjtaR1wBBW+3Wg+STrOmkQfVScvTEn/Ld0BmmLIvugXDgl1PSsOMws/lsmeIF5PK1m7Lv8G9mst5+E2Wt8a5hhJaz0S/oz5w9bzat1RI2rgYIuvGvTv6unzdYUtttNqsrAr7f9KPo5r1zl21+YwWCfjWvX79PGtzeBBgXr9yQFet3mTr6E2evlp37jsnkIe3lxQsfmTjne1sJo4NHT4tOuuukroYn+vOtew7LoHELZfbormYCOqAAIaBrq6v6aMmor4vmNRsUa73/js2qmv0cAuqzs99O/wIEXanRqNNw0cAgf67Mpu7/pLlrZNfKMSaUeVcBwr0HjyRf6RZmU+biX+Q2eyroRHuLuuVMgKBOuvpiULfGZl+Fn4+dkQePHkuB3FlM6SsNHrJmSGP2pGjy7QiJFjWSWTVz++59ad97ormmurkaIOhKDN0U29orVz3dESBoqXwtA6Z7WOieGNoOHzsjz1+8MPtxBLQCQZ9LV2BokBNcjQAhiNIECEEE5HQEEEAAAQQQQAABrxYgQHDP8BAguMeRq7hPgADBfZZcKfQIECD4DhC0hE+xqh3MXqJWgLDjxyNm89xbd+6bMkH6pfRnn2Y1k7ba5iz7wUy0W61ZnbJm0l0nTOeP7y45s6STq9dvS5+Rc2TPgeP/j73zAI+q2tr/e9J7rxBCCdJBwQ6fDb12VPCigooFC0VUsCAoAhYUC6AIoqCiiKCgYkO59o4FFekdQkhI773M/7/2MGGSzEzaSWZO8u7n+Z7vwpy999q/dSaG9e61VvVzd944TDXOnfTwCypAf8cNwxy+eBLsFluk/4H1kNJCw8ZMw+olM7Hp311KwJASQ5Yh5YfmL12rgsSWIeWK5KZ/SlqW2l+yEGRI/X8J5ltK8jy1cKVqrmsZUgpp2qTRqmm0DBEQRFy5bfRl6s/SiHreK++pMkSO1pZnhY+UdxKuMqRO/tS7RqveCo5sru/baU9AkHmWEvTyv+UsUnL+/LMGqSXtCQjW56udgSAiy13TX1AlhByVMHpt1XrFRUZC5w6qVJQE8G++9mLVg+KJBW9h3Rc/qc/FrrmP3KnKHUmGgdgsQ8pSxUSF4Z4ZCyFikgzJRJAzSAkq6V9x3bjZqC8DwdInY9XiGdUoRWD69ue/zU2UbawjJYzknb5k6Ok13lfrebKY9Jl4+OllqndGbcb2BARLX4+Plz+JhC4d63Ovbp87RUAQtejvbXvtHuKFxyZVN5DQ7aQttBAFhBYCy2VJgARIgARIgARIgARcggAFBH3cQAFBH45cRT8CFBD0Y8mV2g+B9i4gNNTTFZWVyMzKU5kJtkZlZZVqyhsS5A8vL0+7y0pZIClFEx4WpALl1kMCyRI4tzf8/X3qzGmo/fKcAg5/OQAAIABJREFU5QxBgf7w9Tnei0E+Sz6agZDgQPj5etdZUuZl5+TDzc0N4aFBjdlSPWtvbUtAuVt8B3h7e9boD2HZpLbNejASH2Rk5apgfG0fNPpwjZggJZMkGyE2KszmLPF9jrwboUE1ykapM5eXIzjQv3peWkaOYmb9dw01Rd6/C669D9IDQ/pYtMSQbITy8gp1ltrNxWvvJz09jqZnqYbirTmcIiBIkw9RaGoPqf0lypKogLa+hK0JpqF7UUBoKCk+RwIkQAIkQAIkQAIkYEQCFBD08RoFBH04chX9CFBA0I8lV2o/BFxRQFh5yzqUFdkPpNf2zg1vXAVPP/tBe6N4U8rYfPXjJrvmzrh3jMqAaCvDUUkbe2dsb4xaytfSKHv+0jVY/fJMSDNvZ40ff/sX46bOw1fvzbMrrLSUbU4REOwdZvHydfjm57/x3iuz4OamtdSZdV2XAoKuOLkYCZAACZAACZAACZCAixEwgoDA4LyLvTQ0xxAEjCAgGAHk+IWVRjCTNupEwBUFBJ2OxmVcnMBHG35WN+ClJwRH6xKQfgqffbURnTpGqX4Izhqff/Ob6j9xyok9W90ElxIQ9hxIwlW3PFKnwUmrU2nEhhQQGgGLj5IACZAACZAACZAACRiOAAUEw7mMBpNAgwhQQGgQpnofooBQL6I29QAFhDblTh6GBEiggQRcSkDY+Nd2jJ3yjEsKCKvWfY3tu81NUmSMumqo6sZOAaGBbxofIwESIAESIAESIAESMCQBCgiGdBuNJoF6CVBAqBdRgx6ggNAgTG3mIQoIbcaVPAgJkEAjCDhFQFj5wZc1gvGSCiINI6RT+YA+CbDubN2Is7Too1NmLcKQU/ujV/d4tU9ch0jVfIMCQoti5+IkQAIkQAIkQAIkQAJOJkABwckO4PYk0EIEKCDoA5YCgj4cjbIKBQSjeIp2kgAJ6EnAKQLC/FfXYNO/u2ucIzDAD+eceSKGDhnk1IYU9uCKgHDNsPNw8ok94elxvPM7BQQ9X0euRQIkQAIkQAIkQAIk4GoEKCC4mkdoDwnoQ4ACgj4cKSDow9Eoq1BAMIqnaCcJkICeBJwiIOh5gNZaa86LK7FjzyGkZWSrhhlPTB0LLy9P5BSUtZYJ3IcESIAE6hDQNGM0nKfrSIAE2haBKhPgxh8/bcupDk4z/07XP2rpbx+4vpG0kARcjID36SNczCJjmnPvEpMxDafVTSIQEuDVpHmcRAIkQAJGJuBUAeFQUiqkcXJxcakqCdS/dzd4uB+/3e+KYKXckvRpGDv6MtX9vLCkwhXNpE0kQALtgIDJBFA/aAeO5hFJwAUJ8OePCzqlBU167vYWXFynpUs2UkDQCaUBlpFgLRVMPRzlcwYFBD043r9Uj1W4hlEI+Pt4GMVU2kkCJEACuhFwioBQXl6Bmc+9gY82/FzjIJ3jorHgsUno0S1OtwPqtVBaRo4qrVRZWYWb7nkK997+X5xyYk/2QNALMNchARIgARIgARIgARJwSQIsYeSSbqFRJNBsAixh1GyEagGWMNKHo1FWYQkjo3iKdpIACehJwCkCwuI3P8KiNz7EXbcOxxmD+iA4KAB//bsbr69er8728ZtzXC4T4aJRDyAkKAD5hUU49aRemHXfzZDSIeyBoOfryLVIgARIgARIgARIgARcjQAFBFfzCO0hAX0IUEDQhyMFBH04GmUVCghG8RTtJAES0JOAUwSEK26ajl7d4/HMjHE1zvLjb/9i3NR5+Hj5k0jo0lHPczZ7LSldlJNXAG8vT/j5+lSvRwGh2Wi5AAmQAAmQAAmQAAmQgAsToIDgws6haSTQDAIUEJoBz2oqBQR9OBplFQoIRvEU7SQBEtCTgFMEBLnNf8WFgzHxluE1zrLvUDJEXFixcDoG9e+h5zlbbC0KCC2GlguTAAmQAAmQAAmQAAm4AAEKCC7gBJpAAi1AgAKCPlApIOjD0SirUEAwiqdoJwmQgJ4EnCIgPDTnVXz9419YveRRdIuPVaWAsnPz8dSLK/HZ1xvx+/ol8Pc7fstfzwPrvRYFBL2Jcj0SIAESIAESIAESIAFXIkABwZW8QVtIQD8CFBD0YUkBQR+ORlmFAoJRPEU7SYAE9CTgFAEhJTUTV9z8MIqKSxAWEoiIsGDs3p+kzjVj8hhcd+VQPc/YomtRQGhRvFycBEiABEiABEiABEjAyQQoIDjZAdyeBFqIAAUEfcBSQNCHo1FWoYBgFE/RThIgAT0JOEVAkAPk5hfivY+/xY49iSguKUXnuGgM+89g9O3ZRc/ztfhaFBBaHDE3IAESIAESIAESIAEScCIBCghOhM+tSaAFCVBA0AcuBQR9OBplFQoIRvEU7SQBEtCTQKsKCCIaFBQWIyo8BJ6eHjXOUVRcqsoYhQYHws/XW88ztuhaFBBaFC8XJwESIAESIAESIAEScDIBCghOdgC3J4EWIkABQR+wFBD04WiUVSggGMVTtJMESEBPAq0qINxw15M4lHQU69+ei8AAvxrn2J+YgmFjpuGaK87DzCk36XnGFl2LAkKL4uXiJEACJEACJEACJEACTiZAAcHJDuD2JNBCBCgg6AOWAoI+HI2yCgUEo3iKdpIACehJoNUEhENJqbj0hql4ZsY4XHb+GTbPsGDpWixd+Sn++eo1eHq463nOFluLAkKLoeXCJEACJEACJEACJEACLkCAAoILOIEmkEALEKCAoA9UCgj6cDTKKq4oICTtMSE3AygpAkwmOyQ1wMsbCIkA4ntpRsFNO0mABFyEQKsJCF//+BfunvEiNn66uE72gYXF31v3QLIU1r3xBE7oGuciiBybQQHBEG6ikSRAAiRAAiRAAiRAAk0kQAGhieA4jQRIoNkEjCByUEBotpsNtYArCgjvPFOFXz4zIXm/PfXAjDgkEjj7KjeMesAN3r6uh33Dd3/glBN7Ijw0yKFxJaVlcHdzq1Ma3ZVOVFZWjpy8QoSFBsLD/fgF6T8370JocAASunR0JXNdwpavftyEmKgw9OvZVXd7Nv27G8GB/ujetSPKKypRWVkJH2+vRu9TWFSCHzZuRv/e3RAXG9no+Uae0GoCwoef/4g5L67EH58vscvraHoWzh85BasWz8CAPgmG4EoBwRBuopEkQAIkQAIkQAIkQAJNJEABoYngOI0ESKDZBCggNBshF9CZgCsKCDf2rUCPQRqS9wNph002sxCCwoD+g93w86dVWLnTA77+TQMzdORkpKZnY9lzD+DMU/qqRb7/dTNmz1uOb9bMb9qix2b1PfdmvPXidJw8oIfDdeTi8YDe3fDgxFEN3u+hOa/ik//9guceHY9Lhp7e4HmNfXDz9n14870N2PDd79VTB/XvgWceuROx0eEY/9B8DOp/Am6//vLGLt3iz7cWI1sHEV5PLFiBNUtnIyYyrFlnlfdxy479uOvW4dXrTJy+AAN6J+DOG4fhpdc/xNc/bcKHrz/RpH2eW/IuRJB4e+HDcHd3a9IaRpzUagKCwB1z9xz88vEiBAfZ/kn12987cOvkufj+gxcQERZsCJ4UEAzhJhpJAiRAAiRAAiRAAiTQRAIvnv5xE2dyGgmQAAk0jwAFhObx42z9CbiqgFCYBww6T0PSHiA92QRT1fGzK/FgiBt+/sT8l29v94BfYNPYiIBQXl6BDtERWL3kUWia1uoCwoHEFPj6ejc40Cy3xk+7dBw6x0Wjc1wMXn56ctMOX8+s4pIynD38bgz9v4GYePNVCAsJwr5DyUpQuG30pejTo4vLCgitxcgWwtz8Qlx+40OYM+12nHX6gGb7ZuUHX+GLb3/HioXTq9eyFhDSMnKQX1DY5CwQyWC4euwMXD/iAlx75dBm22uUBVpNQJAXYvCwiXabJMsPoDH3PIXU9Kxmq5atCZ8CQmvS5l4kQAIkQAIkQAIkQAKtTYACQmsT534kQAIWAhQQ+C64GgFXFhCE1clDNSTuAjJSzCJCUPixzINj4oEeAsKEm67CzOfewMInJFg+qIaAIMHVGyY+ofqfSsBexuLl61Qp8xv/e6H6819bdmP+q2uxc28i4mIj1N+PuPRsWGcgSDD+hWVr8dlXvyI0OBDXXnkeRlx6Dnx9vPDMolWqFI3Macj49MtfMXfRO3j20fEYO+UZ/PDhi9VlkiQr4Z9te3Fi3wTIc1JO/f7x1+K9j7/Fm2s2IL+gSO0zavj5SrDIyS3A+GnzsffAEbV1355dMG3S9eiZ0AkibFw+ZhreWTwDJ9qpqiIZCEGBfsjLL4KUMzpv8EmYNHYEOnWIcri27DVqwuMYcko/dXt+9/4kDLtwMB6dfBP8fL1hMpns2uxKjGzZIpzXf7UR774ys/rjysoqvL56PVat+xr5BcU4/6xBmHbX9epC+tZdBzD3pVU1BIJxU5/H7dcPU5fRb7jrCWTl5FeXQnrzxWm4b/bi6gyEz77eqDIIHp08Ru0nfnh28WrsT0zBf84+GaOGX4D+vboqHz/89DI8NGk0Vqz9H0R4ePulh9UcKbf1yNzXHFbZaQh3Iz3TagKCQHnnw6/x5AsrcPrA3rhx5IWI7xitlEtxyuI310EaLb805x6cN3igYRhSQDCMq2goCZAACZAACZAACZBAEwhQQGgCNE4hARLQhQAFBF0wchEdCbi6gCBHFRHh8G6gotyE3qeayxZZj+ZmIMyccjO27tyvgqhSBuan37dUlzCS2v8DL7wd7y97DL26x6ttpz+1FGGhQbh/3LVIPJKKS66fqoLyIy49CwcPH1UB/Nn331JDQJj13HLs2HMIk+8cqbIcZj+/HOPHXKmC5ta3yRviWgku90yIx91jr8a5V9+DibcMx3XHbo4vf/cLPPvyalVG/YKzTkZsVDhMMEH2F5u6xsfg5bc+QnBgAB5/8FbI5Wgp0T6o3wnw8vLE66vWq8Dz2qWzVRD/4tEPwtvLE7dcdwn69+qGLvExNXogiIAgAet7b78a3bvGYd6S93D6oN6Ycuc1DteWc4rAIv0Bxo6+DOmZOViwdC2m3309hl9yFiQobs9mV2JkyxZ5P3qf0LlaYJJn1nz6HZ5ZtBoPTLgOsVFheGHZ++gQE44XH78bluo1275bXr3cWVdNwuMPjsVpA3tj/qvv4be/dmDGMYFASkhJT15LCaO31mzAd7/8g9fnT0XikTRccv2DuG/cNSr7YcO3f+CDz3/A1+/Nw9adB3Dd+McQHRmKqy89Gz4+3hg76lK1pwhcp1x8B757fwEiw0Magtjwz7SqgFBVZcLaT7/Dsy+/i6LikhrwwkIC8ci9N+Kic08zFFQKCIZyF40lARIgARIgARIgARJoJAEKCI0ExsdJgAR0I0ABQTeUXEgnAkYQEOSoF13vBm8/4OOlNcUD+UwPAeGkft1xwTX3Ydb9NyPAz7fBAoLUn3/3429UFoAIA9bDkoEgpX4kOPvwPTdiYL/u6pEP1v+A1IxsFUBujIAggfZzr75XBfglSP38kvfw+987qm+7i4Cw4fs/sPKlR+DmZrZHeixI9sQNV/9H/VmEjKcWvoNfP12kxAAJHv+7Yx8OJqZgy84DSlCwBLPlYvQrKz7GRxt+VnP9fH1ULX4pdyNza/dAeP+zH/D2+/+rrsfvaG3hIzfgB/Y7Qa0tF7TzC4vx9PQ76rXZ0evf2oxq23LFTdMx/e4bcMbJfao/kmwLEaBmTrlJ/Z00WL5nxkJVFn/nvkRV/t6WgHDu4JNQXwkjawFBsmM+/epXPD9zgtqnoqJSiQYigMmFd/nfv69fAn8/nzoIh9/6CKZOHF3Dbp1+zLjkMq0qIFgISArQ3oNHlNIoip18MRM6d1SpSEYbFBCM5jHaSwIkQAIkQAIkQAIk0BgCFBAaQ4vPkgAJ6EmAAoKeNLmWHgSMICBEx2vo0BVwcwdSDgLJ+001jq6HgHDOmSdi2TufYc0n36lb4nNefFuVI68vA2Hqk68oW+Y+fGcdd1gEBLlgLKWAJODv4308ThgVEYJ5syY2SkCQYLLYds0V56n9Dien4dc/t2H923NVLFIEhJ/+2KKaQluG3GaXwH/tm+ULHrtLlRm6ZfLTqiTTqSf1QmlZuWrObB3MlnWEg2QmfPXDJpXB8Oqz92PIqf3qCAjSPHjeK2uwYdWzqjqLo7VrCwirP/oGb6z+XM11ZHN9PWadxcjCW871wWuPqzJQ1j6QrAzJrpCRkpqJC669Tz2Xk1egm4AgjaO//vGvGnvLfuNvuhJBAX5KQNj67Rt1xC555o4HnsPF553W4FJaevz8ceYaThEQnHlgvfemgKA3Ua5HAiRAAiRAAiRAAiTgSgQoILiSN2gLCbQvAhQQ2pe/jXBaVxcQYrtoCI8Fdm4yoaIMGDBEQ3Y6cHj3cRFBLwFBKoucM+JelSUgl4RFQJAeCCddMBarX34U/Xt3Uy61LmH03JJ38cOvm/Hxm3PquNsiIEh/A+mhuubVWarxcO3RmAyE/94+UwkBUtPeMtZ+9j1GDjtXlUSyJSDInCsvGlKjpI5l7txFq1RGwmvPPwh3dzds3r4Poyc8rgSEktIyeHp4qL+3HhLcHz3iArVf7QwEawHB0dqyXm0BYcYzrytBZPmCh+DI5vq+V63JyJYtkoHwyL1jcNrAXtUfy+3+Iaf1V2WvZIjoc9v9z+LbtQvUmcfcPcduBoKUz1//9cbqfgUy3/qdsc5AkIyUg4dTsPDJe+qYtmXHfocCgtj44IRROPOUvvUhbhOfU0BooBuXrvwUf23Zg+iIUAy/9KzqhigUEBoIkI+RAAmQAAmQAAmQAAkYkgAFBEO6jUaTQJsgQAGhTbixTR3ClQWEjt00BIYB+7eaUHasarhUCep1ioaifODQTrOIoJeAIGtZep1KnXgREGTcOGkOTh7QA7eOuhR/b9mDR+Yuw5UX/58KBm/ctB1j73tGNbAdduEQpKRl4pc/tqpgvXUTZSlRI2KENGOWG/S79iWqxrc3jbyowRkI+w4lQ4LTn771FLrGx1a/h5IRsO7zn/DFO8/gzfc21MlAePXtT1TT3MVPTVYCxpGjGaocu9yIX/TGh/j2l3/w8tOTVbmbRcvXVZcwktr80ox30q0jlHgin3/5wx+Y8+JKvDH/IRUgdyQgOFpbjBc+UjLqsvPPwI+/bVFNfKV2v/RzcGSzoy9gazOyZYtkAUjT6VFXnV/9sZS6kl4EC2bfhejIMDyx4C2kpGUpUam4pBSnXjIOi+bcq5pff/7N76qck/xZShhJk+47H5yHz1fOVWJOSFAA7nr4BZs9EORZeV+lDNQl55+O3LxCfPnDnzhlQE+1j70MBBGLTr7oDiVoSGZMexgUEBroZfkySn8GKbs0e95yfLn6efUiUkBoIEA+RgIkQAIkQAIkQAIkUIfAy5PcXZ5K+e8furyNNJAESKBtEqCA0Db9auRTuaqAEBKlwT8QSNxlQklRTcLuHkC3fprKSDiw3YSVOzzgG9A0LwwdORnSRFlKGMmQEj4XXDMFnp4e1QLCNz/9hZnPvYGsnHxVJkiaCv/faQNUsFvG8ve+UIF2yxg35goVdJcA+YqF0yFNb1PTszHr+eX4YePm6ufuvHGYaoQ86eEXVID+jhuGOTzE4jc/gtgi/Q+sh5QWGjZmGlYvmYlN/+5SAoaUGLIMKT80f+layE11y5ByRXLTX4LYsr9kIcg46/T+KpgvGQhJKel4auFK1aDXMqQU0rRJo6vL3IiAIOLKbaMvU49II+p5r7ynyhA5WlueFT5S3km4yhg9/HxMvWu06q3gyGZHkFqbkS1bLH0oVi2eUf2xZLdMf2qZCubLkPdo4RN3I6FLR/Vn6V0g4o0MEQ2EuQg+8l5WVFbirukLlF9k/PnFq3jw8Zer3xkRh779+W/VRFmG9NeQHheWXr2y15K5U5CbX4Trxs22WcJIejJMm7MUf3y+xOE72JY+pIDQSG9WVlbhjMsn4LMVTyuViQJCIwHycRIgARIgARIgARIggWoCFBD4MpAACZCAfQIUEPh2uBoBVxQQnh5biexUIGmvCcWFtol5egHxPTX4BwMPveYOH7+WJStB3MysPEhmgq0hsbXM7DyEBPmr3qj2htz0llvh4WFBKlBuPaThsATO7Q1/f586cxpzassZggL96/RsTT6agZDgQPj5etdZUuZl5+TDzc0N4aFBjdlSPWtvbUsJo27xHeDt7VmjP4Rlk9o2uyojayjiX+lvID0mpE9Ejc/yC1FSUmbzPSosKlFZHsFB/jYZ5+YXwsvTs0H9dk0mk3ofRQgLDrS9njXjkbfPxMhh5ykRp70MCgiN9PSaT7/D51//Vq1U5RdVNHIFPk4CJEAC+hCoMpngJjmpHCRAAiTQygT480c/4PPq9hDUb3GdVirZ+IFOK3EZEtCDgJTg4O8/epA0who+Z4xweTOnmHvCcrQTAoF+Hi530u/fN2HnnyZkpdZsllzbUP8goO8Zbjh7hAYRFIw+pImw3AS3N2bcO0bdXG8ro3YPhIacyyiMpBH1/KVrsPrlmS5fEmjB0rX46fctWL3k0WYJVA3xnys9QwGhEd5YL8LB6vUqtUnShmTkF9tXOxuxNB8lARIggSYQkH88O/4lsQmLcgoJkAAJ1EvAZNKgafz5Uy+oBjww744GPOTkRyggONkB3L4WAf7+055eCUMICK+2J4/wrIG+9m/Lkw4JtCSBjzb8rG7oS0+ItjYkA+CzrzaiU8eo6p6zrnjGgsJiVVZJymy1JXGqIaxbTUB4ZcUn+HfHvobYhGdnjIPUCXOVIS/ysnc+U7XRnp0xHoEBx3O9WMLIVbxEO0iABEiABEiABEjAeARYwsh4PqPFJEACrUeAJYxajzV3ahgBVyxh1DDL+RQJkAAJNJ1AqwkI0oR4y479DbJ07iN3upSAIA1KzrpqEuJiI1XjZBnS4OWSoaezB0KDPMqHSIAESIAESIAESIAEbBGggMD3ggRIgATsE6CAwLfD1QhQQHA1j9AeEiCB1iDQagJCaxzGGXswA8EZ1LknCZAACZAACZAACbQNAhQQ2oYfeQoSIIGWIUABoWW4ctWmE6CA0HR2nEkCJGBcAhQQmuk7CgjNBMjpJEACJEACJEACJNCOCVBAaMfO59FJgATqJUABoV5EfKCVCVBAaGXg3I4ESMAlCLSagDBl1iJs+O6PBh36l08WITjQv0HPOvshCgjO9gD3JwESIAESIAESIAHjEqCAYFzf0XISIIGWJ0ABoeUZc4fGEaCA0DhefJoESKBtEGg1AeHbX/5GUnJ6g6hdc8V58PYyRmd7CggNcikfIgESIAESIAESIAESsEGAAgJfCxIgARKwT4ACAt8OVyPgigJC2s4MFGQUobSwDDA5+D75eCAgyh8xfSJdDSvtIQEScHECrSYguDiHJptHAaHJ6DiRBEiABEiABEiABNo9gRdP/7jdMyAAEiABErBHgAIC3w1XI+CKAsKGx77Hv+t2In1vlkNcgdH+GDiyLy585Gx4+bnepV2pWnLKiT0RHhrk8BwlpWVwd3ODp6eHq70e1faUlZUjJ68QYaGB8HB3r/77PzfvQmhwABK6dHRZ22mYbQJf/bgJMVFh6Nezq+6IrN/95rzfhUUl+GHjZvTv3Q1xsfoKhU4TELJz8/Htz3/jyNEMDB0yCH17dsFnX29UPyjOGNRHd2e01IIUEFqKLNclARIgARIgARIggbZPgAJC2/cxT0gCJNB0AhQQms6OM1uGgCsKCDM7zUf8qR2UgJB9KBcmU900BP9wP3Q/pzM2f7ADjyffB+8AryYBGjpyMlLTs7HsuQdw5il91Rrf/7oZs+ctxzdr5jdpTcukvufejLdenI6TB/RwuM4Ndz2JAb274cGJoxq830NzXsUn//sFzz06HpcMPb3B8xr74Obt+/Dmexuw4bvfq6cO6t8DzzxyJ2KjwzH+ofkY1P8E3H795Y1dusWen/HM6/hg/Q911v99/RL4+/m02L5JKem4aNQDddYXNvfe/t9G7yvrzXvlPTwzY1wN0abRC9mYIP58YsEKrFk6GzGRYc1a8rVV6xEXG4GLzj2teh3rd78p77e1Qc8teReb/t2Ntxc+DHd3t2bZaj3ZKQJCSloWrrhpOoqKS5QtT0+/A8MuHIznl7yHdV/8iG/fX6C7s3UjVmshCggtRZbrkgAJkAAJkAAJkEDbJ0ABoe37mCckARJoOgEKCE1nx5ktQ8BVBYTi3BL0ujABqTszkJOUB1PVcRHBP9wX3c/posQDGY8lTYFPkHeTAImAUF5egQ7REVi95FFomtbqAsKBxBT4+no3OJArt7JPu3QcOsdFo3NcDF5+enKTzl7fpOKSMpw9/G4M/b+BmHjzVQgLCcK+Q8lKULht9KXo06OLywoIufkFmHz7yBpHFFZublp9x27y5xYBQcQoudlvGcFBAQgLCWz0ujv2HMJ/b5+Jf75cpmt2Sm5+IS6/8SHMmXY7zjp9QKPtqj3h7hkvolf3zphw05XVH1kLCI19v2uvX15RiavHzsD1Iy7AtVcObba9lgWcIiAsXr4O3/z8N154fBJmP78cw/4zWAkI23YdxDV3zsIX7zyDTh2idDtkSy5EAaEl6XJtEiABEiABEiABEmjbBCggtG3/8nQkQALNI0ABoXn8OFt/Aq4sIMhpe1+UgKPbM5BzxCwi+Ef4ofvZ5swDy2iugDDhpqsw87k3sPAJCZYPqiEgSPDyholPqFvgErCXITHAwAA/3PjfC9Wf/9qyG/NfXYudexPVTWz5+xGXng3rIKoE419YthafffUrQoMDce2V52HEpefA18cLzyxahe5dO6o5DRmffvkr5i56B88+Oh5jpzyDHz58sbpMkmQl/LNtL07smwB57oSucbh//LV47+Nv8eaaDcgvKFL7jBp+vhIscnILMH7afOw9cERtLdVUpk26Hj0TOkECv5ePmYZ3Fs/AiX0SbJomGQhBgX7Iyy+ClDM6b/BJmDR2hIqBOlpJTKDHAAAgAElEQVRbFhs14XEMOaUfvv5pE3bvT1Jx1Ecn3wQ/X2+VdWLP5voYSQaCzH9i6tg6j0o/2/mvrFFCiGRSzJg8Bj26xannxJ47brgcP/62BRK8l/lrPvlOlZfad+iI+nvJUnlo4mgsfedTfPPT3zhtYC/cPfZqxcsiINiKAa9Y+z+88e7nKttFxIRRV52P8TddqQQrsfX9z37Ayg++RFJKBnp1j8eUO0fiyRfeVnb0PqGzsmH6PTegS6cY9b787/s/ERjgi/9efq6yWcpKiQ8ffnoZHpo0GrJfWkYO3n7p4ToM5D1Y/9VGvPvKzOrPKiur8Prq9Vi17mvkFxTj/LMGYdpd1yM4yB9bdx3A3JdWYcXC6dXPj5v6PG6/fhgysnLwyNzX4ePtqUS4E7rFKW7W7771++3Ir47sl5JIj8x9DX98vqQ+9zf4c6cICKJYSkqKvAB3PPBctYCQm1eIwVdMxOolM9G/l/41pRpMpREPUkBoBCw+SgIkQAIkQAIkQAIkUIMABQS+ECRAAiRgnwAFBL4drkbA1QUE4dXrogSk7shAZXklup7RCZs/PC4eyOfNFRBmTrkZW3fuhwQpP3z9Cfz0+5bqEkZS+3/ghbfj/WWPqcCujOlPLUVYaBDuH3ctEo+k4pLrp6qg/IhLz8LBw0dVAH/2/bfUCKLOem65CgZPvnOkChrL5ePxY65UQfOJ0xdgQO8E3HnjsAa9HhK87ZkQrwLX5159DybeMhzXHbuZvfzdL/Dsy6sxoE8CLjjrZMRGhcP0/ztRy/5iU9f4GLz81kcIDgzA4w/eCrmN/uHnP2JQvxPg5eWJ11etx/7EFKxdOlsFti8e/SC8vTxxy3WXoH+vbugSH1OjwooICCIc3Hv71ejeNQ7zlryH0wf1xpQ7r3G4thxUgsxSf3/s6MuQnpmDBUvXYvrd12P4JWepkvD2bK4PkggIwvrKi4ZUP3rqSb2U3Vfe8rCK3559xgC8/f6X+OOfndiw6jklWog9Mq4f8R90iAlXJXkem/emOp8E9Lt2ilVCkwgFsoaICW+t2aDEJKlEYxEQ5DNL3wsvTw91a14C/h4e7ujUIRKHj6Rh0iMvYvFTk3HOmSeqUlRSkkr8eebJffDLn9sQFOivxCUJmktGg8ztkdAJTy5YoYQq4ZuVk4enFr6jyiPJ7fwtO/bjuvGPIToyFFdfejZ8fLwxdtSldXDJ+yuihEUAkwfWfPodnlm0Gg9MuA6xUWF4Ydn7isGLj9+N3/7egVsnz8W275ZXr3XWVZPw+INj1Tr3zV6M+I5Rym8B/r7q76wFBOv325FfHdkvAtwpF9+B795fgMjwkPpegQZ97hQBQVQq+bIJaGsBQV7Em+99Gt9/8AIiwoIbdAA9H6qorISb5mYzRUdUR/lclE/rQQFBTw9wLRIgARIgARIgARJoXwQoILQvf/O0JEACjSNAAaFxvPh0yxMwgoAgFM64daBqlPzDS8dr8Vvo6CEgnNSvOy645j7Muv9mBPj5NlhAeOn1D/Hux9+oLAARBqyHJYgqpX4k+PnwPTdiYL/u6hGp0Z+aka0CtI0RECTQfu7V96oAvwRqpXT673/vqL5NLgLChu//wMqXHqmOBUoNesmeuOHq/6i9JbgugedfP12kguoSnP13xz4cTEzBlp0HlKBgCRYfSkrFKys+xkcbflZz/Xx9cNetw1XAWubW7oEgN+nffv9/SoiR4Wht4SM35Af2O0E9++QLK5BfWKyC8fXZ7OibIQLCd7/8rUQUyxCB5e+te/DZVxuxYdWz6q8zs/NUiaaX5tyD8wYPVEHvJXPvw1mn96+eV/t8InLsOZCERXPuVc9IRsOjz7yOH9ctrBYQRKyw9Frw9/VR2Ssy9h08gu27DyE9KwdvrP4ct11/OW4aeZE6a1yHSHVu61G7hJGUzT/1knF4dsZ4XHq+ue/F0y+9g9/+2q54WwLw9fV6kBL80+++AWecfLxfr8S1RSCbOeUmta40WL5nxkL88vEi7NyXaFdAOHfwSaivhJH1++3Irzt2H1ICiD37h9/6CKZOHF3D7ub8hHSKgLDsnc/wyopPVJrGux99oxTE7l06YuqTr0BqXa1aPKM5Z2rSXPmSXnvnLNxxwzBc/p8zq9eQF27qE6+okksy5AslaVoWgYMCQpNwcxIJkAAJkAAJkAAJkAAACgh8DUiABEjAPgEKCHw7XI2AEQSEsC4hiEwIg+auIfNANtL3ZNXAqIeAIDfBJbYnJWvkcvCcF99WTZTry0CQuJ+MuQ/fWce1FgFBStZIKSAJ+Pt4H2/2HBURgnmzJjZKQFj5wVfKtmuuOE/tdzg5Db/+uQ3r356rRAIREH76Y4u6tW4ZcltcAv+1b24veOwuVWbolslPq1v0EvguLStXN+Ktb5vLOsJBMhO++mGTymB49dn7MeTUfnUEBGnOO++VNSpILyVpHK1dW0BY/dE3KrAucx3ZXN8FbXsljOSWvwzrQL11RZna9siztQWEV9/+BNJY2iIgbPxruyojJbwclTCSQL+UFRo6ZCA6d4rB+q834sarL1SZHSIKPHTXaFx9Wc0SVrUFBEtJKYuvxT4pUzV73puqtI9FQNj67Rt1xCzrl1PO+cFrj6uyS9bviGQ1SBaBjJTUTFxw7X3quZy8At0EBEd+lT1FQLBnv1zYv/i80xpc6qu+n7VOERDkJv9DT76Kz7/5rYZ9cbGRWPzUvUjo0rE+u3X9XDpUy5fO8kPMWkCw/EBcsfBhlQ4jX4au8bEqdUkGBQRdXcHFSIAESIAESIAESKBdEaCA0K7czcOSAAk0kgAFhEYC4+MtTsDVBYSIhFAEdwjEwd+OoLKsUjVPzk8tUM2VLUMvAUEu3J4z4l6VJbD34BElIEgPhJMuGIvVLz+K/r27qS2tSxhJ/O2HXzfj4zfn1PGVRUCQ/gaDh03EmldnqcbDtUdjMhCkqa4IAdZl0td+9j1GDjtXlUSyJSDIHCnnY12yxmLD3EWrVEbCa88/CHd3NxUcHz3hcRUQLyktg6eHh/p76yFB4NEjLlD71Q6wWwsIjtaW9WoH7CXwL4LI8gUPqebB9myu70thT0B4dvFq/PLn1ursCEsz6nmzJqhyRQ0REJau/FSVqGqMgGDJdHh9/lScPrC3Ml/KUJ0+sI8SEORm/emD+igRwXpIqaKrb3sUf/1vqSojZSmTL3vLzX8ZkgGz/puNSkBqqIAgGQiP3DtG9W+wDLFhyGn9VVkuGSJK3Xb/s/h27QLlkzF3z7FZwqg6AyEhHhNuvqp6PXsljBz5tT77xcYHJ4xSpaP0GE4RECyGS2OJnXsSUVBYjPi4aJx5cl8VpG/tIQpiSVmZ+tJPueOaGhkI4qyLzj1V1euSIV/uKbMWVys8FBBa21vcjwRIgARIgARIgATaDgEKCG3HlzwJCZCA/gQoIOjPlCs2j4ArCwiRJ4TBP9wPRzYfRXlxhTqo5qahy+kdUZJXhpRtaerv9BIQZK13PvxaldKROvIiIMi4cdIcnDygB24ddSn+3rIHj8xdhisv/j8VbN24aTvG3vcMHp08BsMuHIKUtEz88sdWFay3DqJKDXkRI6Scjdyg37UvEZv+3a1K2DRUQJDGvxL8/fStp9RFYMuQjIB1n/8Ead775nsb6mQgyK15uf0uNfdFwDhyNANrP/1O1dFf9MaH+PaXf/Dy05NRUVGJRcvXVZcwktr3EnSfdOsIJZ7I51/+8AfmvLgSb8x/SAWgHQkIjtYW24WPlIy67PwzVINiqfd/37hrVD8HRzbX98bbExAsQXERDAaf0k/1L1j85kfVdfVbSkDIKyjCmZdPUFVrLjznVNVT4f7HXsaEm65UAoJwkuyLOdNuV8HxP//ZhYKiYgw5tb8qfSXCg/TIkJ4Ucgs/wN8H0rcjOzcfk2cuUmsKt/oC8BZukokhTbGlj69liBDxwec/YMHsuxAdGYYnFryFlLQsJXoVl5SqLAkRLqQ59+ff/K6+IxYhQ3wlZ1r45D0QUUYybuwJCI786sh+EbNOvugOJWhI5o4ewykCgqh1kn0g3a+lcYRlCBhRBi0pIHocsDFrXDTqAfVFt85AEKfLSysigoztuw9i5B2z8MsnixAc6I/U7JLGbMFnSYAESEA/AlIy0qTfclyJBEiABBpOgD+AGs7K8ZPzT/tIr6W4DgmQAAm0OQJepw13+TNNfKnK5W2kgfoRiA710W8xnVaa2Wk+AqP94RPsjaPb01FWWF5jZXcPN3Q8KQYVpZVI3pKKx49MgXegd5N2lxI2EoyVEkYypITPBddMgaenR7WA8M1Pf6nmuVk5+apMkNwG/7/TBqigrYzl732hAu2WMW7MFSoWJ0HUFQunY1D/HkhNz8as55fjh42bq5+TpsnSOHfSwy+oAL2UIHc0JNgttkj/A+shpYWGjZmG1UtmYtO/u5SAISWGLEPKD81fulYFzC1DyhXJTX8JEsv+EteUIfX/JZhvKcnz1MKV+O6Xf6rnSSmkaZNGV5eREQFBxJXbRl+mnpFG1PNeeU+VIXK0tjwrfCTYLFxljB5+PqbeNVr1VnBkc32OticgyDwRWyRYLkPOIuWMzj9rkPqzPQHB+ny1MxBEZLlr+guqhJCjEkavrVqvuMhI6NxBvWcSwL/52otVnwgJ2K/74qdqu+Y+cqcqdyS2is0ypCxVTFSY6k0gYpIMyQCQM0gJKulfcd242XZLAFm4WfpkWJfbl+yb6U8tw5c//Kkek/dcyt1bKuosXr5OiUuWPeWdsDSBltJKU2Ytwu79SaqfhfS1sH73rd9vR351ZL/0ZJg2Z6nirNdwioDw8NPLVCB+7dLHaqT2WJTLP7941SmZCLUFBFGr+p13S7WTBbo08bji5ofx1bvPIzY6HJVVjN7p9TJyHRIggcYRqKisgket9MjGrcCnSYAESKBpBCoqTfBwr9n4rmkrcdaMXmsIgQRIgARIwA4BvzNHuDybaW+4u7yNNFA/Au5urvf7z5uj3kfe0Xyk7cpEaUGZzcN6eLsjpnckfEN8cNOq/8LL31M/KDZWktLlmVl5KjPB1qisrFJNeUOC/OHlZd8WuUktpWjCw4JUoNx6SCBZAqz2hr+/T505jTm05QxBgf51YpTJRzMQEhwIP9+6QozMy87Jh5ubG8JDgxqzpXrW3tqWgH23+A7w9vas0R/Cskltm/VgJD7IyMpVwfjaPmj04RoxQW7nSzZCbFSYzVni+xx5N0KDasSW1ZnLy9Wlb8tIy8hRzKz/rqGmyPsn/Q2kB4b0sbAeufmFKCkps/mei/2ShRIcdNwO67ny/su75elR/39DHL2Ltc8hz468fSZGDjtPiUx6DacICJJCdMVFQ6oVN8thLN3Razen0Ouw9a1jLwPhyYduw4XnnKKm185AYAmj+qjycxIgARIgARIgARIgAXsEWMKI7wYJkAAJ2CfAEkZ8O1yNgCuWMPpr9VYc3JiEvJQCh7h8Q7zRbUg8Bl7bDyIoGH1IGRu5aW1vzLh3jLoZ3laGrRv/9Z2tvTGqj0dTP5dG2fOXrsHql2fqVhKoqbbUN2/B0rX46fctWL3kUV0FH6cICNfeORt9enbBzCk31Ti31DOTRhOfvPUUulnVJ6sPjl6f2xIQpAeCdK0+nl7EHgh68eY6JEACJEACJEACJNDeCVBAaO9vAM9PAiTgiAAFBL4frkbAFQUEV2NEe1qGwEcbflY34KUnBEfrEpAKNZ99tRGdOkapfgiuOqTHsJRVkjJgeotnThEQpLO41BJ7Z/EM9OvZVaWaSDrJo8++hk3/7sEvH7+k6qe11pD0DlOVCZePmQapvXb5BWdW7y/1utZ++j1WLHxYpSaNmzpPNV95/MFblXnMQGgtL3EfEiABEiABEiABEmh7BCggtD2f8kQkQAL6EaCAoB9LrqQPAQoI+nDkKiRAAsYi4BQBQepHDR/7iGqKIk044mIjVPMIGdLMYtiFg1uV4pRZi7Hhu99r7Gnp0i41q6Tbt6Vxiwge0inb0sWaAkKruoqbkQAJkAAJkAAJkECbIkABoU25k4chARLQmQAFBJ2BcrlmE6CA0GyEXIAESMCABJwiIAgn6Vj97kffqq7XxSWl6NIpRt3879uzi0tilMYY5eUVdVKFKCC4pLtoFAmQAAmQAAmQAAkYggAFBEO4iUaSAAk4iQAFBCeB57Z2CVBA4MtBAiTQHgk4TUBoK7ApILQVT/IcJEACJEACJEACJND6BCggtD5z7kgCJGAcAhQQjOOr9mIpBYT24mmekwRIwJqAUwWEjKxczHzuDdw/7lrVV8CIgwKCEb1Gm0mABEiABEiABEjANQhQQHANP9AKEiAB1yRAAcE1/dKeraKA0J69z7OTQPsl4FQBIfFIGi65/kHVTNmVu1g7ej0oILTfLw9PTgIkQAIkQAIkQALNJUABobkEOZ8ESKAtE6CA0Ja9a8yzUUAwpt9oNQmQQPMIUEBoHj9QQGgmQE4nARIgARIgARIggRYi8NHYj1poZf2WPbRV028xrkQCJEACbYwABYQ25tA2cBwKCG3AiTwCCZBAowlQQGg0spoTKCA0EyCnkwAJkAAJkAAJkEALEaCA0EJguSwJkAAJtBIBCgitBJrbNJgABYQGo+KDJEACbYiAUwUE6YHwxIIVuOe2q9kDoQ29VDwKCZAACZAACZAACbgCAQoIruAF2kACJEACTSdAAaHp7DizZQhQQGgZrlyVBEjAtQk4VUBwbTQNs44ZCA3jxKdIgARIgARIgARIoLUJUEBobeLcjwRIgAT0JUABQV+eXK35BCggNJ8hVyABEjAeAacJCNm5+fj2579x5GgGhg4ZhL49u+CzrzciPDQIZwzqYxiSFBAM4yoaSgIkQAIkQAIk0M4IUEBoZw7ncUmABNocAQoIbc6lhj8QBQTDu5AHIAESaAIBpwgIKWlZuOKm6SgqLlEmPz39Dgy7cDCeX/Ie1n3xI759fwE83N2bcJyWm7Jq3dfYvvtQ9QajrhqKPj26sIlyyyHnyiRAAiRAAiRAAiTQLAIUEJqFj5NJgARIwOkEKCA43QU0oBYBCgh8JUiABNojAacICIuXr8M3P/+NFx6fhNnPL8ew/wxWAsK2XQdxzZ2z8MU7z6BThyiX8seUWYsw5NT+6NU9XtkV1yESwYH+FBBcyks0hgRIgARIgARIgASOE6CAwLeBBEiABIxNgAKCsf3XFq2ngNAWvcozkQAJ1EfAKQLC0JGTcfv1l2PUVefjjgeeqxYQcvMKMfiKiVi9ZCb69+pan+2t+rkICNcMOw8nn9gTnh7HsyNYwqhV3cDNSIAESIAESIAESKDBBCggNBgVHyQBEiABlyRAAcEl3dKujaKA0K7dz8OTQLsl4BQBYdSExzGo3wl4YMJ1NQSEP/7ZiZvvfRrff/ACIsKCXcopc15ciR17DiEtIxsn9knAE1PHwsvLE2UVVS5lJ40hARJoPwQqK01wd9faz4F5UhIgAZchUFllgrub6//8WTFqrcsws2fIvs0ubyINJAGXImAC4Po/fVwKmaGN8T1zhMvbP/U1N5e3kQbqR8DLg/7WjyZXIgESMAoBpwgIy975DK+s+EQF4d/96BtVvqh7l46Y+uQrCA4KwKrFM1yWn8lkwtgpz2Ds6Msw5NR+yMgtdVlbaRgJkEDbJsB/QLdt//J0JEACzSfw/s3rmr9IC69wYGsLb8DlSYAESMDABLxPc30BIT1RQ1F+XcjB4cAJAzUc3G5CRrL5czc3ILqzhuhOwL5/TcjPMf+99e/1AcFAt/6amnP0kAlVleZnwmOBhP4adv1lQm5G3f18A4DOvTWUFAJH9plQfixUERIJ9BykYeT0CgO/Ca5jekSwt+sYQ0tIgARIoJUIOEVAqKisxENPvorPv/mtxjHjYiOx+Kl7kdClYysdv+HbpGXkICoiBJWVVbjpnqdw7+3/xSkn9mQPhIYj5JMkQAIkQAIkQAIk0KoEWMKoVXFzMxIgARLQnYARShglbrOfExMcrqHnKZoSC7LTTIiM09Cxm4Y9/5iQny2yge0REKKh+4kaUg+ZkJZkQnCEhh4DNez4Q8QD+/P8AjV06aOhINeElAOAfyDQ/SQNB7aZcP/Kct390x4XZAmj9uh1npkESMApAoIF+9ZdB7BzTyIKCosRHxeNM0/uC18fL5f0ykWjHkBIUADyC4tw6km9MOu+m6FpGgUEl/QWjSIBEiABEiABEiABgAIC3wISIAESMDYBowsIQl+C/71OlYwCE0RQ2PO3Y/HA4rHAUE0F/0VoCIvRsOtPx+KBZZ5fkIaufTVUlJsgQkTiDhMyUkyY8xUzEPT4NlBA0IMi1yABEjAaAacKCEaCJaWLcvIK4O3lCT9fn2rT2UTZSF6krSRAAiRAAiRAAu2JAAWE9uRtnpUESKAtEmgLAoK7h4YufYGIDhqO7DUhef/xskSOfObmDnQ6QUNMFw2ph004vAuorLCffWBZS+bFdNYQ201T2QqJu4CyEhOe+poCgh7fEQoIelDkGiRAAkYj0GoCgvQ8+HfHvgbxeXbGuBpB+gZNctJDFBCcBJ7bkgAJkAAJkAAJkEA9BCgg8BUhARIgAWMTMLqA4O6pIaqTOaCfnmTOJJC+BpnJjsUAER2k54HMk9JH4R00pCWakHoYqCy3LyKIeBASaRYdivJNCAzRkJNhwtGDwGOfs4SRHt8GCgh6UOQaJEACRiPQagLCq29/gi079jeIz9xH7qSA0CBSfIgESIAESIAESKAxBIwQUL7ytSsbcySnPWsElk6D04iND221Xzu7EcvwURIgARJokwSMICAc2eVmMzPAw0tDVJw580B6EBTkmFRwv2N3s5iQkWJbDBDRITwGql9Cyn4TstNN8A/SVANlKYMkIkJFWV0RQUQHaZgcGQdkp0I1Yfb2hSpnJGWQvAKON1a2fllEdAgKBaLiNRTnm3A0EfDwADr11FBeahYfSooAU60tNTdzj4XozoCpSho3m1ft0A0QW6R/Q2EeUFVV89XUNMDbD4jtDHj5akjcZUJFGRAdD1x+t+tnSVBAaJM/angoEiCBegi0moDQVj3BDIS26lmeiwRIgARIoC0SMELQmwJCW3zz7J+JAkL78jdPSwIk0DgCRhAQirLdkJ1WM6NAxAMJiIdEaDi8x4S8THP0XYLuoVGayizIOmpCumQiWGUUiHgQ0QEIiwbSDkNlH1RVmpkFhmno3FNDTro5yG8tIljEA5mbm2EWD6QHggwRH6SxckSnKiTvB8pKj/vAIh5EdtJQUmhCaqKUOzJ/7hsAxPfQUF4mZZeA0uLjIoJFPIjpbBYI5HMRGWT4+JlFBDd3c7aFiAgiMFiG5XNPb7N4UFxg/sTLG7j1WQoIjfuG8GkSIAESaB0CFBCayZkCQjMBcjoJkAAJkAAJtCIBCgj6wTYCS/1O23IrUUBoObZcmQRIwPgEjCAg+Hi7ITMFyEk3iwgSGJeyRYGh5sB6fpapxu19CdqLiBDZEchOhypnJMF+D8k8iJUSRGYBwFo8UJ7UgKAwDR0TgLwsIC0RKrhvEQ9kbl5mTfHA8gZIY+VzrwEKc01IPmAWCcQOsTEqTkNJkQmph2qKCzJXRIROPTQlVlhEAskg8AsCYrtoqKo0qcwDEReshxIJutYSEUzmjIi47oAIJYdFPCisOW/cixQQjP+t5QlIgATaIgGnCAiPz38LP/2+xSZPaVJ87uCTcNkFZ6JnQieXZ04BweVdRANJgARIgARIoJqAEYLezEBoXy8sBYT25W+elgRIoHEEjCAglBa4ITgcSkQozAXCOwD+wVAB+TwRD2qV8BECFhHBEvQX8SE4EuZ1jgI5tTIaLNQkeC+ZCLFdoG72Zxwx7yUlj/KyzX+2ZB7UJt1nsFkMKC0yIeWguYxQdCcNxZJ5YEM8sMxXIsIJmso0SNojgoVkGGioqDAh2YZ4YJkn64uIIMKINI6urDSvI2c4vLuueCDzKCA07vvBp0mABEigtQg4RUCY+dwb+PG3f3HZ+WdWn7OktBTvfPg1hg4ZiOLSMvz65zbMmzURF517amuxaNI+FBCahI2TSIAESIAESMApBCgg6IfdCCz1O23LrUQBoeXYcmUSIAHjEzCCgJC8xw0RsUBQ+HHeUgrInnhgeUoC8dITQUQEy8g6KpkHjhssS/kgyUSQEkmWIRkJqmyRjd4Ilmc695NyRlA9GCzdd4oKHIsHlrm+/kCcBP/dVCIEyiQjwYF4YJknGQdSzkiyMkQ4EDFFyhZZyh3VfkMpIBj/O8sTkAAJtE0CThEQbrjrSQw5rR/Gj6nZJHDKrMXw8vLA09PvwCNzX8PBw0fx9ksPuzR5Cggu7R4aRwIkQAIkQAI1CBgh6M0MhPb10lJAaF/+5mlJgAQaR8AIAkLiNg1+gRo69zaXJjqy14Qj+x0H848H2DXE9TBnAkhj5cTdUBkC9Q251R/bzZxRkJsOHNhuQlGe43kiIIgAEN0JSBigoSgf2LvZhPzs+nYzfy5ZDr1O1VBRDuzaZFIlmxoyQiKAHoM0eHoBOzeZVKaGvUEBoSFE+QwJkAAJtD4BpwgIZ101CdeP+A/GjbmixonfXLMBy1Z+ih/XLcTH//sZj89fgT8+X9L6VBqxIwWERsDioyRAAiRAAiTgZAIUEPRzgBFY6nfalluJAkLLseXKJEACxidgBAEhZa8bpJmwjz9QXgrIbf30I0BW6vEGyLY8ISKAND0OjjD3EJDb+pJJIHMdZRJYyh9JnwVpQCyBeZl/VMoQldgXEURAkCwJKSNUmGcuRSTjyN7jDZDtvTFSJqlrHw0FuSaVSeDta26ALCKEo+En5Y96aigvNakSSIEhGg5sM6Eg1/YsCgjG/87yBCRAAm2TgFMEhHFTn8e2XQfx9Xvz4OXlWU1WMhPSM3OwYdWzWPnBV1iwdC0FhLb53vFUJEACJEACJOAUAkYIegNgSs4AACAASURBVDMDwSmvhtM2pYDgNPTcmARIwAAEjCAgVJW5wS8QSDts7ksQGgVEdtRw9JBJiQi2eiBI4+OIjkBYFJCWZBYOzA2Nzc2Y05OByvK6YoBkEEiWQ2xXDRlHZH1AgvRR8UBJoVlEkGC9rdH/bKBLHw2ZKSakJwGePlDCB0xQjZDtlRUKCDbPk2bQ0jtBBAzpweDtp+HQTpMSMWwNi3ggosbRg1KWCYjpIoKJhv1bTIpV7UEBwQBfSppIAiTQLgk4RUDYvH0fRk94HH6+Phj6fwMRFhKEP/7ZiR17DuHZGeNx6fmn4/7HXsbRtCyWMGqXryUPTQLOJ8Ago/N90JoW/D7vV2Tsz0JFSWWNbf3CfBE3MAZZibnIOpiDqvIqVfjVO9Ab4V1D4OamIW13JsoKy2vM8wn2Rod+USjMKkbmgezqdT19PRDeLRQ+gd44uj0NJXllNeZ5BXghulcEKssq1bzSgjL1jzp3Tzdc9vLlrYmkSXsZ4XvTpIO18iQKCK0M3MnbUUBwsgO4PQmQgEsTMIKA4OvjpgL3+dnmjAMRB8JigOjOGpL3mZAtIoJVTN/NA4jsINkHZpEhO808TwLzIRGamifCgzRErqywmqiZxQPJIJB5UgpIPndzAwJCNSUGSDDfloggjZcvGA0cTTQpoUPKEIkYIcKHzBP7pKdBbRFBiQd9NeRlmJCixAkcy0Awz/Pxt52JUFs8kHVlD8mWkHkhURoObK2biUABwaW/jjSOBEigHRNwioAgvLfsPIDFy9fhz827UFRcgh7d4nDNFefh2iuGqoDMgcQUlZ3QMSbCpd3DEkYu7R4aRwJNJmCEQKhRgoxNdkIrTvzn1U0ozS9F5v5sVJSaRYRq8eBgDrIO5aKqouq4RUpE8EJEtzD1j6i0XZkoKzKLCDXFgxxUlFTUOIkSEbqGwifIGynb0lCabxYRvPw9Ed07ApXlVcjcl43SQrN4YBlXLKtZ9q8V8TR4KyN8bxp8GCc+aJTvNv2tz0tCAUEfjlyFBEigbRIwgoCQm+pWp2GyiAFhMRriuptv6YuIIEP+XoSD6HgNR/ZJH4GaZY7kc7mh3zHB3BMh/cjxzyXoLmWEkvaKeFBznogBUh5IGhZLeaBUCfYfa6gsDZcTTtTg7V+lsh0kE8AylIgQAJXRUFVlUuWMpBySDIt4kJthMosS8ivrsd9NzWWMzBkFPn4aEneaUHQsE8E3AIjvqalySpJ5YBEPLHuKiCANoEOja4oIst4tc2v+3uyKb3WHcF9XNIs2kQAJkECLEnCagNCip2rFxSkgtCJsbkUCrUjACIExowQZW9FtTd7qywf+p27+F6mMgRx4+Xmi08mxyDyYg+za4kH1v7gA7wAvRJ4QDlNVlRIR3Dzc0KF/NIpyipG5v654UP0Pp2OZCCJCpGxNh6nKpPaX/5++NwtltcQDmUcBocnuNdxEo3y3jfBz0gjOp4BgBC/RRhIgAWcRMIKAcHiHZrNMkWQGhMZoqvzPvn9MyM00ITxWQ9wJZlFBxANb5Y0kqC8iQudeGpL3m5CRbEJQqIYeJ5v7B2SJeGB1r8VaDAgIMWcoyF4iIkg/hu4naUg5YIJviO2eDCIGSCaCiBYiOkgmgocX0LWveR0RDyrkXkutykgWESG2K+DlYxYR5JH4HtJo2YSUA3XFA7FV5nl4HhcRpJyRiBMiflw8jgKCs75r3JcESIAEHBFwqoAgWQZJKRl17DvzlD7wcHc3hOcoIBjCTTSSBBpNwAiBMaMEGRsN3wkTPr79Y/iF+CCmXxTKi8vhF+aHjH1Z9sUDKxtFBJDgv4gHHj4eKEgrVHNrl0OqfSzJRBDxwS/UB5UVVSgvqUDazow65ZAs8yggOOHFcNKWRvluG+HnpJNc2KhtKSA0ChcfJgESaGcEjCAgJG7T7HpFguWSiXDCQHMQX3oj7N1sgtzqrx2Qt15E5omI0K2/uZyRZCzs/ceErKOO50mpzcBQDV16ayguNCE43JzpkHbYhE697b88FhGhUw8NmmZSTZJlX+l5YEs8qBYtjmUidEwQEUJTZ5JeDJIlIZkM9s5oEREkg0FElZJCac6s4Zwba5YFdcXXnRkIrugV2kQCJNDSBJwiIGzddQD3zVqMpJR0m+f75ZNFCA70b+mz67I+BQRdMHIREnA5AkYIjBklyOhyzrVh0Me3faz+NqRTEGL7RSEvpQBHt6erXgQNGQFR/ujQP0r1LEjZlo4y6V3QgOEb4o3Y/tHqH0zJW1JRnF1idxYFhAYAbSOPGOW7bYSfk0Z4JSggGMFLtJEESMBZBIwuIFi4de6jIS5Bw74tUtbHdpNjW4wlK6Bzb3OfgaQ9DZ8X1UmD7CmNlmVuZTnQuV/9XgyLNjdMLswz4dAO+42Va68kDaBlnmRUHNxhQkFO/XvJEz7+QNc+5l4Kkl1x3QxmIDSMHJ8iARIggdYl4BQBYdLDL2D3/iQ89uCtiI0Kh6dHzWyD6Mgw1QfBCIMCghG8RBtJoPEEjBAYM0qQsfH0W3+GykAI9UVM30hUlFbAN8RX9UNQjZOtex/UNk2Daogc1TMc7l7u8PByR356ETL2SgaC438Aefp5ILK7OQOhqtKkMh+kDJJqnGxjUEBo/ffCWTsa5btthJ+TzvJhY/algNAYWnyWBEigvREwuoAg5YjCY8w9CCQLQLIRpGRPTlr9GQghkRq69tNUqaOIjhr2/2tCpmQg2ChfZHkv5Ga/ZCCI6FBabFL/W8ogpSY2PAPBzc0Er2MZCEcPmHsfOMok8PaT8kc1MxCO7DXV6X1g/e6qDAQvINYqA0FqG51zAzMQ2tt3nOclARIwBgGnCAhDR07GyGHnYvyYK41BCcDSlZ/iry17EB0RiuGXnoUT+yQo2ykgGMaFNJQEGkXACIExowQZGwXeSQ9/9eCXSgSw7oEQNzAG2YdzkXWwVgPl6n+hmcWDiO5hqKqsQvpucw8EyWAozj3WkNmOiCDiQXi3MHj7e6qMBdUDoWe4+seZlD9SIkKtS2YUEJz0cjhhW6N8t43wc9IJ7mv0lhQQGo2ME0iABNoRASMICHZ7IEgj5WhzMF/KFuVZ9UCQfgHZDnoghERo6NTTXPbI0gPhhEEaDm03iwhVNpJkLY2UpceClEhKTTTf8JceCKkHTfANNqHSzjzVA6GbuQfCkX2ApyfQpa+G/KzjDZRt9kDwM4sAXt7mLAl5RuyurK8HghcQEw8ER5obKZeXHuuBMJ4ZCO3o682jkgAJGIiAUwSEqU++gvLySsybNcEwqF59+xNcdO5pOHj4KGbPW44vVz8Pd3c3CgiG8SANJYHGETBCYMwoQcbGkXfO05tf3YSSvFJkHshGRan5X1aSkdBRRIREERFqZSJI5kGQNyK6hap/KKXtzkR5kfnGlPx9bP8oFGXbbqTs6eep5nkFeOLotnSU5pszDrz8PVUvBemHINkPtUUECgjOeTecsatRvttG+DnpDP81dk8KCI0lxudJgATaEwEjCAi5qW7Iy6qZGeDmoSE8FujQ1RxYz0413wxxcwciYjVEd9aQvM8sIliLAfK5ZB7EdtWQfsSkShBZPlcZCX3NPQ0ykqEyWC1DxIOgMJkHVT7I3PjY/HlgmIbuAzT4BFYh9TBQaRWjl3n+gVD7VVaYxQPpXSAjINhclkiED1mvTH5lPbalaqBsEQ+kgfIuE4oLzPN8A8yNlMtLzT0USopqZjB4injQxdzj4eA2EwpyzfO8fYFb5lJAaE/fb56VBEjAOAScIiB8/+tmTJg2Hy/NuQcxkWF1aPXo1kkF511xVFZW4YzLJ+CzFU8jKiKEAoIrOok2kYAOBIwQGDNKkFEHd7T4Er8990sN8cCyoVlEiEZ2Yh6yD+WgsrwK0pxOMg/Cuoao3gXW4oFlXrWIkFWMzAM51eWMpHFyeLdQeAd4mcWDWuWKvPylIXO46r0g80oLzZkI7l5uuGzx5S3OobkbGOF709wztsZ8o3y36W993gYKCPpw5CokQAJtk4ARBARfHzcVYJfb+lVVgPsx8UD6EEiwv3a5IjcPs4gQ0UHD0UMm5KSbxQCLeCANk6VZsogEEtSvHhoQGqUhrrumShJlppg/d3MziwTR8UBRPpB6SMoO1UxllVJG518vn5mQlgRUlAMW8UDEDMmGtRYPLHtaRATJaJAzSjkji3gQ01mC/jXFA8s8i4hQWmJS9lhEBGvxQDIPCvNqvrfjXqSA0Da/yTwVCZCA0Qk4RUCQHgjf/Py3XXau3ER5zaff4fOvf8Pr86cq+ysqHRQgNPrbQftJoB0TeOu6tS5/+tHvXA1PFxVbXR5eLQPfuXmd3Z4FviIiDIhGbko+sg7lwtPbHWFdQ9U/nmyJB9YiQoyUM8opQea+bGhuGsITQuHt74Wj29OqMw9qs/IK8EJ0zwhUKBEhG1XlVUqsuHjWuS6P9c1r17i8jUYw8KZ3R7q8mRWVJqwc7fo/J10eJIC9m41gJW0kAdchIGFRY3TLcx1mRrbE78wRLm9+aZEG30Ag7bAE8E0IizJnH0jAXfoXiKhQe7iLiNBBQ2gUkJ4ElcEgGQQRHWUOVNki60wBy3z5/VNEBLnBn5kMZKWaIOWHRKwoLjQLBBLktzUGnqupjILMFBPSjwBePlJGSEOVCSobwpJ5UHuuf5A5EyE/G0g5aIK7u2QQaGr+Yck8KLS9n4gInXpoKCuBahwt5ZNiu2gIDIPKPKgtHsgqU19z/W+3B//95fLfSRpIAiSgPwGnCAiHklKRl2/nvzIAevfoDA/5r5KLjfUiHKxej1efvR9hIYHKutTsEhezkuaQAAnoQeDDW9fpsUy7X0Nu6Nsb7hKIjw9RJX+kcbGU8Mk5ko+8lAKYHIiz0mcguEMgAmMCVNkgDx8PVS4oJzEPleU2CrseM0AC+AFR/gjvGqKC99L0uLy4QgXpD29Mcugr1WC5TySKc0tUnwMlHuzKRNmxskX2JqtMhH5RqjyS7O/lKz0P0uw2SrasIxkK0pNBGjhXVUnNWh+Y3DS1jqPh6euJiIRQuHu6Kxbegd5I35uJwgzJHbc/06YvkvKRd7QBvugYiMBosy+St6S2+3deDwDD37hKj2VadA3NpOGDWz9s0T3ay+IHt7p+sKS9+ILnJAEScD0CXqcNdz2jalmUstcNUZ3MpXuklr/0HRBRIDvNtnhgme4hmQodgJAIc9kgKeGTmwlkHAEqrDMPau0nGQciIkTFQQXv5Va/3PCXm/5ltTIPrKd26SdljgDpkVCUB7h7QjVkliwJe+KBZb5FRCjMhcp48PSGuWyR/bCOmqpEhBOkt4K5/JF/MFTPg8J8x24VFh26aWovKeEkAk3SHhPysxz+SgsvbyAqXoOvv5RwMpdZSk+SUlHmdewND08RdIDgcA2lJYC3zzFfJJtUtob1mP22p8u/kzSQBEiABPQm4BQBQe9DtPR6JpMJy975DJv+3YVnZ4xHYIBf9ZZsotzS9Lk+CTiHAEtz6MPdkYAgO0igPKZvpBIE0vdkIX1PZnUPAkcWiGggAXbpJZCTlIej29NRVljrt3sbC0jwXwLsIgYUZBQh+d9UlOSW4ujmo/UeODQ+GJ1OjkVpQTmS/kpGYeaxArH1zAyKCUCXM+NUavqhjUnIT6vnX1rH1vOP8EP8KR0gZY8Sf0+GT8Tx//Y42tI3xAcdT4qBX6gPkrekKYHEZFUj195c5Yt+UQiODWi0L6QBtJRm2vzBjno58oH6CbCEUf2M2tITLGHUlrzJs5AACehNwAgljBK3afALlGbJ5sD+kb0mHNl/vAeBIyZSAiiuBxDdSVOB7sTdQGmRg1sfxxbz8NQQ280cnM/NAA5sN6Eoz/G8zv3MZYuiOwEJAzRV7kiaO0tmQUNGeAzQ61RNBdR3bTKXXmrIEIGkxyBNCR07N5lLLzVkBIaa7ZQeDfu3mlT/BkcigGVNyciQjInQSCBprwnJ+82ll+obIlp0El/Eayqb5PBukxJmao/HVlJAqI8lPycBEmh7BFpNQMjMzsPOvYkY1L8H0jOzkV9gP/DSq3u8S/VAyMrJx1lXTUJcbGS1XZNuHYFLhp7OHght7zvBE5GAIkABQZ8XwWEGgqcbgjsGISDyeGA8+3AeCtILHQa8NXdN3XgP6WjOBJORn1qoSgxJuR+7QwP8w/1UBoJlSHmhrMRcHPn9iMMDS8+DqF4R1Z3jJPNAyhKVlziu06p6GvQMh9gsQzIKGpK5YMkkEPHAPDRoXu71Zi54SFZH5xD4BHtXnydjX7bK0HCYgdBEX7i5awiw8sWhejjq81a1/VUoILR9H1ufkAJC+/I3T0sCJNA4AkYQEJL3uKnb63K73zKkz4A0H3YU8JZeCVLCKCzm+LzsVClLVKv3QS1klobJ0vPAMkQEkLJElsbJtiiLgCAZAHEJmvq1UH47LS481iC5nsIKcqNfyhHJJJlXUW7umWArwG69t2QAdOwmWRLH90zcfbzhsr23Qcojyfn8Ao7PO7LfBMmAMDnQSUSkMPvi+Ly0JJPK7HDsCxF/gPCY4/OkPJTZFzWtpIDQuO8wnyYBEmgbBFpNQPjul38wcfoCrH97Lp57ebVheyDUdjszENrGF4GnIIHaBCgg6PNO2BMQ3DzdEHJMPJAyOUVZxQiKDYR/uC+yDuagIL1INXOrPZR4EOUPyQaQDIL8owVKFAiM8Velj+T/JEhfdyLgF+aLyBPCVMZBdmKuKu8T2ikIRdkl2PHJLtW42NaQMkSSJSEZDhl7s1TJpPCuoSgvKYcE5yvsiAjmhsgRkCy2tF0ZquFyVI9w9Y8e+bO98kciHkR2D1UlljL2Z6OytBKRPcLR6fQ4JG9NQ1mtxssWmy3igXeQN7IP56rnlJgQ5I3UnRmqF4Ot4W4lHtT2RebBHBQ68kV0AELjgsy+SC2oV+DQ561q+6tQQGj7PrY+IQWE9uVvnpYESKBxBIwgIJQVuinxIOsoUJADVZYoMET6BZh7G0iZoNpDGilLtkJELFQGgdzmD44AQiKhbuhnp9kWEaSMZlC4htguQEGuudyRiALSc6E+EaHPYCC+p4aSIhNSDphLJslte/mz9GuQXgW2hqUhsvQwkDJC0r9BygtJdm3SXnP5JZu/Q/vJc+am0ikHzKWApHyShwdwaKf98kcW8cDXXzIBzFkA0rDZN8DcsNlW7wTZ31o8yDxqUr4QMSEgRFM9GPKyYLcfhYgH0tg6J8OcWSFZE8GR5n4RZl8cPyEFhMZ9h/k0CZBA2yDQagKC3OLfsefQsQyEHBQU2sgFO8a0Z4JrZSA4cjUFhLbxReApSKA2AQoI+rwT0jugduBaiQfSwyA6QGUNWIL+EjAPjQ+Cf4Q/sg5koyCtsMYNI+khEBjtj7AuISrjICcpF5VlVZD1gmPNPRHyrNazPoGIB9G9I1CYWYSsAzmqTJKIEQGR/giJC8KB7w8iJzFXNS62HpYeBqX5paqsj2QciB1SHkiC8/LnzP11MxGkHJCIB5UVVUjfm1Ud9BfRQkooWRow1y67ZBEP3DzdlZ3CTgQIyUTo/9++6v9LuSbp4WA9rMWDnMO5KqAvZYvk76W0kPhB5tn0RccgJcrkJpt7HogAY/FFQIS/Ol9+emGNDIZqX3QOUSWZLL4QWzmaT4ACQvMZGmkFCghG8hZtJQESaG0CRhAQfH3cagT95ba99ESQQH/yfpPKRLD+FcnN3SweRMYBOWnSMNl8o1/KEokQEBJ1vEFyjVvzIh6EaYjrrqk1paRPeakE9DUlPMhcCZKr9Wr1QvAP0nDutSI6mEv6iFgg/QWkTJA0YC4tti0i+B1rhGydcSC/x0qZIGmIXGUyIdlGJoLPMfFAslUleC9Bf2EgokXHBOmhoKkGzEUFNd+oGuJB0rGgf6W54bOIJiIGHNxhzkSo8buwJxDZ0czcOugvokJNX9TMYJDWm6HRMldTPSvMvgCkJ4LwFD9JQ2vJDBEBRQYFhNb+KcD9SIAEXIFAqwkIrnDYlrCBAkJLUOWaJOB8AhQQ9PFB93O7IHlzanXgWjVA7hioAv7Su8ASsLbsJrfhQ+KDVR3+tN2ZKhPBkmMtgkNkQqgKdMvcSqtyRbJuUKyUNQpCzpE85CXnq1tRMnxDfdBhQLTKVsg8kFMj08AiIpRmFassCLm5b8lEEPGgQ/8oFOeUKhFAGj1bhkVECO0cojIQrEUEi3ggYoT8fal1xoAGSDkkyWCQNdJ2Z1T3bqgjHuSW1MjCiDs9DpHdw1TfCNWI+ZiIoBogdw6Bb7C3yqywiAfVTEVE6BqqxJcm+2JXplq3Pl9QQNDne0MBQR+ORlmFAoJRPEU7SYAEnEHACAJCYbabEgIqrRofe4iIECfBaU3V0peAvwwpPxQWpSG6sznQLdkGEpw//ruwBuk1EB6rQUrvZKceL4Mk4kF8L039nYgH1iKBm4gIEeYgenUj5mPr+gdr6NpHQ1jHKpV5UFZ63JMiZki2hC0RQYkHPTWUl5iQfFB6MxwPvisRIcicGSC/H1qXM6oWD9w0HE08Jh5YZWHI57FdRUwwZxRILwYZ0gA5WjINJPPASjywWCufx3QxNzo+sM2kMjBkWBogh0RqyDhibphsnTGgRAQrXwgfGaoZdTQQE2/2RYbyxXE2SkSw8oWUMxJBhwKCM34ScE8SIAFnE2hVAeGD9T9AMhHGjrpUlXKQ8b/v/8TaT79DemYOLv/PYNx8zcUu1f+gPgdRQKiPED8nAWMSoICgj9+iekaoBslJ/6SogLf8byk/JGWKpORNldU/tCw7SkaBlBYK7RSMlK1pqlmx9EmQxsdZh3KVQGCr14FFRLCsL5kNIgJ0GhSrhAHZ01p0sOwnIkJBcr4Kwkv/BbnB7+njiQ4DolR5I1WmyEo8qJ5nyUToEoLyogpVbkj+8RbdKxKV5cfEg8KyOr0H5D9/kokgvRiUiLArUwkFEd3D4OHlrkSO4lrigewZc2KMykCQjAIRIUREELtExPAP81XzJMPCVsNkySgI6xqihJmkv48qUaNRvogPVg2Zi8QXUX6I6W3bFxQQ9PneUEDQh6NRVqGAYBRP0U4SIAFnEDCCgJC0y83m77SSUSBZBpFxGg5slZI6JkiQWzIIJEAut92tRQcLX8kokMB1ZCdz6R+5GS8ZBN0HmOdJg19r0aH6d2h3KYFkzn6QsjtS3kh6EHTrq6lSSl7+JpvNhC0igpQzkp4IqYek7JC53FFZqQlHD5p7HdRONBUxRDIRRESQz47sNVsiPQ/kd+Kjh6Sxc92yQep3YV+zGODjp6lyRhVl5p4Hcs7URBPysm33LBAxQObJOfdvMZc3kjJQIrikHjaXH6rds0BsEjFARATxhTRklvJGUraoY4KZqVnIqfuGCwfJRIiK05B8wKSEolkr2ETZGT8LuCcJkIBzCbSagJBXUIQzL5+Aa68cikcnj1GnTjySikuun4qwkEBEhAVj9/4kTLxlOCbcdKVzqTRidwoIjYDFR0nAQAQoIOjjLAlcR3QNRXBcoCpVJEKABOQl88BWoLv6H0AeZhEhPCEMWQezVXBfsgByj+Tb7nFwbKKIAZLdIGWC8lILVEaCiA4iHtjsjXBsXuqWVFXGR4LzJfmlquSPiAkSlLfX40CmWjIRwruFoaqySpUMkrJEKvPAhnhgOZ9FRIjoFgrJILAIKZn7s1TGg61AvAgIMiwigthYklcKLz9PZOzPQmFGsc2+EdVMPd3MvugYqPgHRBzzRWrjfCGChfSCsOULCgj6fG8oIOjD0SirUEAwiqdoJwmQgDMIGEFASNxmvhxpa4gYIAF9Kfcjt/GlVI6IAhKwtiUeHP9d2CwixHY1346XDAEpBSTigcN5x0QE2U/KFUlJn//X3nmAR1pW7f9Meu89W9nC0jsIfojCJ4i0TxAEBESQIlIE0UUUERGQDwQpCp8riIhKURBRpCiiqEiRDuvusj3Z9LqbTdtk/v/7eWeyk8lMkmVTZpLfe11eavKW5/md98nOnPs5526t99oTVSyI3moy2M6obK7PVTaoOqBzU3TxYOAzbYJZpkSEOT5LTPJaNfX3BdoWbbSI/g/uM3SIiCDRQMJFSqrPatb4bWMUr4LgM4Migqo72hr8lp3vMXXiQWRLM3epvBeKFYu5Pqtb67cixWKV35pqI4sOwecFRQQxVSzOvQYBYTL+FvBMCEBgcglMmIDw0utL7axLb7Tf3XedzZtT6WZ9/e0P2C8e/ZP96eFbrKw4326+6yG77+Gn7LVnllhqSnz8UUZAmNwXmKdDYLwIICCMDVlVmyWmJFjlHmWWWZThdtsrmR/JIDn8iRIDKnYtcTvs1c6oYUXTsKLDwBeZRJ+VLCi0wnn51rq+3fX+H0480HW1b9Y6MUBChYyWVfVQu7TBejdH2IoUNlDNMaciy0p3LHLGyM6wuK1rSOXBkPmp9LvQ281vPnPXOcPiKD4CQQFB90nNTrHyXUssJSPF6pY1upZNo2EqQadyj9IPFovdSix/1vCxQEAYm3WDgDA2HOPlLggI8RIpxgkBCEwGgXgXEMRMO/zn7uJzCevq9+VBsLUt0XBMdZ1Mh5W41q58tfsZ5IkQ5WKJAWqRVDHPS7CvW6a2RX6bvcvwEdR12m2vZyqhv36ZufZCI1lcqRIht9Bs5kKfO9e1bGqOLh4MfGYPeCnM3kkeB16rJ3kN9EcwnR40cp/X7mjuLvJw8Dlj5/qqyBUL4TOWGKDriip8VuViMbrrFIuZCzyh5KjTkyZjKfBMCEAAApNKYMIEhN8/+6Itvu7/7I0/3WPJSYlu0p8665uWn5tt99662P3/195eYadfdJ39/v4bbO6s8kkFM9qHIyCMlhTnQSC+CCAgjE28lFzPrciyyr3KraNxs9strxY64Wa+kZ6maoXZB1R6lQslmbbu5Q2uRc9IhwyOZ+xd7lomqd3Oulc2ONPl4Q4JCJ7nQalL4KtFkBL6an00Z26x1gAAIABJREFUUmJec5JBc2pmisn8uK2q3bUzUhuj4Q5VKxTNK3DeDapAkOgggaW3M7JoERQQZEYnUUVCR8+mHuf1oFZPg7wWojxYbYsq9ypzsUjOSLbqbYrFDGdS7cWi2oks4QcCwkhv5+h+j4AwOk5T5SwEhKkSSeYBAQiMB4GpICCo3c6ifX3WVOt3JsjLX9cu++jVAEGOSo4v2MvnWh/JzHfZv7XLfuTrMnJ8tsOuPlepIP+DtUvVLslvs3YePkJpmV7botQ0vzM5VksgtTOK1Non9E4yOK7YwSyvyBMQ2lv8rp2RjJqHO5TMV/sjiR09nWqv5LN1//Fb5/Af2131QlGF2ZxdfLapxW/ym1BbonBj5UjPltn0ov181lzrVS6seN0TO0Y6cgrM5u/ps45Wv332K/Gx2XWkOfF7CEAAAttCYMIEhN898w/7+vVL7PVnllhKSrJ19/Ta3oef4/wQLjvvJDfmqpoGO+KUr9qvfnSV7b7zvG2Zx6Sdi4Awaeh5MATGlQACwtjgzS7Lsjn7V9qal6ptc0un6/uvFkNVb9RaV1uIg1vY4zIK023OATOs+s1aZ5qcNyPHyncpsbWvVLs+/NGO9DyJB2XOTLh5TZtl6j4fmmGrX6yyTfXRv420rGy28t1KnOigVkkSA2buW+6qF2TY7MyDIxxqJySfB/kv1C1tNJlAa4d/2wYZNrdErXxITE50FRJqI7Th7TpXWSGPh96uLa7aIlLbJAkIqpLIm5ljJQsLbf1rNa5ConhBoWtrJBFB7ZOiHTJRnrV/pa19qdo6WzqtYG6+Ey+qR4hFZlG6zd7fi4UqHXJn5rixStCR8XTogYAwNusGAWFsOMbLXRAQ4iVSjBMCEJgMAvEuIMjwVwnrFW94yX+1MKqc7yWuN7ZEFwOy8nwuYe21LfK75PzCfXz2n5f91toY/bqMbJ+XWG/1O8NkeRRIhFjzrt8yC6JfJ2NjVRDoUCWA2gTtsJvPGqr9VrcueosfnSfxIChUSECYvZPX/mjDysGGzaHvj3b0l870xIOVb/mtt9uscr68FzwRQd4G0Q61dpq3h8+Wv+aJBs5Yucjzmehoj35dbpE5Ief9Nzyj5ZJKs4qBWES/TibTW2NhdvX9CAiT8beAZ0IAApNLYMIEhNffWWGnXXid/eTmr9qB++5iTz//sl327R/ZnddfYh87aC9H4YWX3rLzF99izzx4s1WWFU0umbCnKynS199vSYle9UTwQECIqTAxGAiMGQEEhLFBudtxi2ztS1UDFQDOE2Fevmuho8R5V2uYiOAzl1SfsVf5QAWAkvdKnMscWbvuq16ribj7XZUH5buX2saaTdao5H2vV/+sJPmsfSts7cvVtlEiQth3J7UDst4+6+3cYg3Lm1wSX0dWcabN2q/CNrxV54ybw69LTk92iXxVEkhoCFYAyJtgxl5l1uxEjKHeCxIP5H2QXZZp1W/Uee2OXFuiVNeySR4MEjHCRYSyPcusYHauEyzWv6pqDC95r0qC0h0LzZeYYHX/abCeTWEigi/IQOJBhFgUBmIRLugoFsWBWLzXYC0BIcXFYnauFc8vcCJGqKCDgDA26wYBYWw4xstdEBDiJVKMEwIQmAwC8SAgNK1PsI6N/sGfFX2e0a+Mj9eoAqDa+wDqEuezfO4/K98OiAihn019XlsetTzSNV7y3jtBRsHzdvMqGJyIEHadxIPZi8w6N5lVrzTr7fZO0Dh23NtnW/r7Xb//0JZEQS+CGQs0Np9rk9QV2HOTk+8l6mWGXK9xhBTX6rqkFHk7mPNZCE3eZ+aYzdl5q4jR2zP4mUHxQF4E77+5tQLAiRg7+ty81q/wW3eYcbOeqRZL8/fw2X9e9TwP3GfhVM+4WV4KYh3edknXqfJAc5GQIvNqHUrtyLi5ZJZnyLyxZSib7Hyv/VSokPKdXyAgTMbfAp4JAQhMLoEJExD6+/12wheuckbJR3x0P3vhpbetuDDXnvjZDZaYmOAoXHH9j+2JZ/5pbzz7E0tOjq2+chrXrUseseceuXVQxBAQJvcF5ukQGC8CCAhjQza7NGvIzn+ZBhfPK3Atgwb5BbiEdaaV71LsjJa18z+0fZA8EeRRIHPlmncarKNZ3yrkwmYm8aB0UbFtatxszavVPmhw89Scimyr2K3EJew3NWzyDN1k3pad4vwSql/dMEg8CM5+QER4s87aarb6DEg8kBCi9kWh4kHwuqCI0LSm1VVDBD0YJB4UzMlzbZ0iVWGIibwNOlu6nAgSFBGUtF901ELXKkktmcJ3/mscJYuK3Lee+hXN1hMwcNZ1qgKp3L3UJfvDqzCCbZRcLJY2Wmd7wLshJBYNK1tcW6bQWATbKHmxqLcOVSLoe+xITXLH5rWa8ndBQJjyIR40QQSE6RVvZgsBCGwbgXgQENLTEqxqhfwCPBNheQKoYkA78dVnX8a77rNn4NAueyWuC8p8tvY/fteGJ3hddp7PJdFb6vxWJ8Pk3hCVwLXu8dmshV7LnrYm775KkEs80A5+tQ1SX/+ersE7ZiQiHH6Gud3+zQGfgaB4oAoCtQFav2xo+yC17pm3u2c23FDtiQhOPEj22g/lFkfe+S8RQYn3tka/1a4z2xIQESQelMxQ1YJXlaGkfeiRnulVQmzp9fwJuvUR028mf4aCMrO5u/psxWsSUAZfF2yjlJbuc+JDUETQdao8kKAhr4TGmsHeDDJWDo3Fxlbv94qhKg/U0ikYi2ArJwSEbVvDnA0BCEwNAhMmIAjXhtpG++aN95gMlQ87eG8757PH2G6L5jqS7y1fYyee+2371JEH23cXnx0zdNdV19k5l9/s2iuVFucjIMRMZBgIBMaXAALC2PCVB0KkIyktye3CT8lMtoYVzda9qdsyCzOseGGh8x2Q+bHa+oQfahWk3e85ZVmu1Y9a8aTlpLnKBPkqNK1utb6eCN4DPrPcCrX+KXCihRLpKZkpro2QEuNvP/JeVO8BiQgz9/baGamdkgSQwrn5lpqVbLXvbq08CB+rRAT5DbSsaXXVCGKxVTyos65A5UH4dUERQSKBBAiJD2rhtPtJu0QUD4LXi6WqE3R+06oW6+3qNQk4pYuKXJI/mg+Ei0VADBkSi3VtnpATJRaqiJBAIe+GztbOIcLN2LxF0+8uCAjTK+YICNMr3swWAhDYNgLxICAk+BPcLnglvLV7P6fQbMZ8b+e+xINIxsdJyZ6IoN371Su9VjyZud5O+vYWC3gPDP0srMS2RAQZKytR3t5kJu+C8rkSG7zKg3DxIEh8j4+Zq2BQlYFEBI25fLZnYKyfRfMeGBARVnsigpLyw4kHwedpPkrctwdEBHEoVtugKOJB8Lr0LE9EUAVF7RqvDVJBqdmMhZ5YEaw8CH+TUtO9dkpiW7Pam4/MndUyqm6tJx5EjoUnIqjdlGKxqc0sK9ecCXV7kyfkSAAJHggI27aGORsCEJgaBCZUQBgOWW/vFtvc2W2pqcmWlpoSM3S39PVZY3ObPff31+0nv/w9AkLMRIaBQGB8CSAgjA3faAKC7h5MXCenJVlnW7czPJZhssSD4I79SKOQz4BMhNUGqaOhwzIK0p13gXbs93VHNy7WbnyZCBfMzXO9/F3rIvNZ/fJGW/9i1bATloigCobmtW2WlJZoaVmpVvPuyMbFTkTY0/NkUAVFbrkqD6KLB8FBhIoIfVv6XeXFln7/kMqD8EFLRJBg0NfTbz2dvZZbme0qK9prN0X1cdgaiwLXjqmrPRCLDZuceLAtsVDrJY7tJ4CAsP0M4+kOCAjxFC3GCgEITDSBeBAQ6lYlWLkS10mqQjDLK/HaD7mEdaD9UCRu2vWvxHVWntnGZrUuMtfDv1bGxT3R/Qq0i18igvwUtDs+Pdusv9+c50B3Z/TrZu9qll/i7apvqPJbSrpZanpAPNg0fGSDIoIS8TI/jlZ5EH4XJeJnB0QEJe/leRCp8iD8uqCIIDGkt8ussMLnvBkkHgxX8BoUEVTloYoQmU8HY9HndSmNeMjLwYuFz9qbPYPljjavhZRaMIUeCAgT/VeA50EAArFAIGYEhFiAMdwY/vjcS3bTXQ8iIMR6oBgfBMaIAALC2IAcTkDQE1KzUqxsl2KX2Nfu94YVTbZlGBEgOCqJDyU7FroqBiW5VR0wnIFw8DpVMGi3vUyA1e5I/gYyc659s3bECcuDYeY+5c7rIJoPQ6SbqFpizoEzrL/Pb2v/VeX5MIzikEAi7wYZJMuwOK0oYxRXmclIWqJFen6a1bxd78ycI1UQhN/MxWLXEucZ0biNsZAHQ+EO+fbmo0tHNUZOGp4AAsL0ekMQEKZXvJktBCCwbQTiQUBY967PtRCavZMS9D6rft9v1auGFwGCFJTAn7FQhsJeUn/dcrPuzdFFgIHPwsk+J1rMXOBz7XzU218J8+EOCQiqYJB5sdoSSeyQB0F4G6Fo95B5sQyh1cpn2b+jVwKEX59XZLZwb58zZpZ3gXwYRnNIUNE4M7PNtWxSJUCkCoLwe8k4WpUP+cXmWkipMiRcBIj0fIkPMwOxqK/yzKQjmTkjIIwmepwDAQhMNQIICKOMaDQBYWPnMDL2KO/NaRCAQOwRePC0R2NvUENGFDAAiOGRRulg5EasZH5WSaZrz5OUmmQ9m3ud6bDaEoX22w+fnioJVHWgXfkyEJZPgEQEJeb9fYO9DwZd6/M53wUlupUs7+vtc5UI8jZY/3LATS0Ky5T0JCteUGhpualOCNhY51VKbInULinkHkGPgczCdFcB0NG02RpXtYwokiSlJLpWTdklmc5AWu2ZkrNTbUtnmEFy2HgTkhMtrzLbtXjS/+7e2O38JNQiKtwEOvTS7YpFYYYVzMp1sVj5t7Ux/DbGz9BOfuD4mB+s/C4eOv2xmB9nPAxw1VvxMErGCAEIQGByCKR9KPb/TVy31BMOZPCrtkBqY1S3zmuFE+p9EE5QlQTa2V8yw+eqAeRf0FBlzttguES5Pl+rPVDZbJ9rX6T2Ok01Zs11fhtul/0Ou3vtjirm+iwjR9URZi31Zg0b/INa9ESKtOcx4HPVEqoAUOsktWjq7R7+vRAPiSPyIZB4oVZNahOkuQ53yGNBVRb5peYqHjo3mm0ItCUa7jOtzlUsiio8k+fxiMW37o8tv87JWZk8FQIQmG4EEBBGGfFoAsKSEx4a5R0m77STfx77H7omjw5PhkBkAg+eHvsCwoY3hm7fSU7zzH2VKK95r8GZnJXtVGydbV0ukbylO7LoqQS+ksAZhekD52mXfm/XFtffvjdK4lqmwGqTo0S3/AHU/qZ4foGDKo8C7daPdCQkJlh2aablVua4tjybGjosf2aua2ukHfMyEY5kyKtkemZBhqn3vgSH1up29+z0/HRrXd9mmxo2W38UEcF5Jcz3PA+UxNdOfSXa1d5HQoJaBUX8wiSD4oVFlpia4IyGZaBcODfPOmTYvK4tsueCmQ2Kxbv1TghwsWjtCogI2xaLkkXFVresccBYOXysobFoDY2F36x+RZP1jBiLbOto6nSVGTJHVmspeUpsbpGxcqQevFuFnJ7NPdZavdE2Vrdbel66tVYNH4v03DT3nvb3+51fwzbHIiXBeVm4WMzJc2OWd0ZE/4vQWOSmOj8IX0KCle1UNLpYzM51glVw/ZTvUuLePbcuuiILOoqFhJys0ixnQN210VsXwqgqm+HXRZa7VmKTF4ttWBdzcq27o9fatC5Ks0yc3bpojLYufJaem+rFos/v1t5ALGo2WXvNcOsixYoWemudY/sIICBsHz+uno4E5K808g7t6UiGOU8Ogd4FJ1hhmc8l/rWbv3iGt9u+Zo3nbRCp5U6oeNC5yUv+q72QKhlUidDWHHm3vRMPcuR54HNigYQKJfVlktxc63kbRBMR0jI8b4aEJHNVEtpxXzLTMzqWt0HQJDicomsLNNdnaisk02eNXfeRQDKciODEg1k+Z0ZcvcrvPBpkLK35RhMRJHJ44oE3p4Zqv3VtMquc53NtmlRREKkqQGP2xAPbGotmb34SErYpFrV+yy9VVYkEnaGxQECYnHXGUyEAgcklgIAwSv7RBIS7/ufBUd5h8k6Ll1YIk0eIJ0NgKIF4aGFU91bdoIGr1U3RvAJLyUj2DIZbva096sMvk+GujT3WvFrmuoMT1048mJ3rEocy7VViXEn2YHuhLV19LumppGnoEUxYyx9AiUYl4tUvX89XeyElzJVkDU+WbhUPsp140LK+3SV+lbCWqbES756I0DnoC5faIUngUMK4u6PHJbdVfZCYkujEj7S8NJeslRihZGjoIUGlZGGhEwnEpndzr6uAUOskCRkbazusvXbjEBNg5ymwY5E7V4KMkvCalyonlNjV+JWgDa9EUGI7aEzsDIYDhsnbE4s9T93NxU6tnjT+wbFIcGKM85HYsGkgFqoKUHshS/BZQ8RY+FyiWSJQh5uLF4tQfwpPROgclKvRDrKMggwnpCi+wVg0Lm1wlRNpLnHdbh2Nw8Sit8/qA3MZEosIietBsXhXLau8WEhAytvWWPgC62K+1kW3Na9u/QDrwovFNq2LRUVO1BtxXTR1WkvV1nWhdylJ62JVizOrDk1EeKJauvP2CI1FsIpl1LFY3uyEwtHFIsVKFxVaT+8wFT/8wzJqArQwGjUqToQABCAQkwSyDz7B2pvNGl0SXt4CPquYawERwWxTm3/I5yiZJ6uVkHbW16rPfrffklO9n8nTQJUI6sU/qBLBiQc+Z7SsljxqzSPPA5kGq/pBu/wlILQ4ESHss3Cmz7XnkfymNkldHZ4QoCS9kvVu/BuGtl1SiyUZE6sCYf0Ks83tfvdZRh4BMm5WGyT5BIQbNyen+axslgQRc0bI7S1+V42RnuWzWTt61RbB8YcGdf7ennggPjKgVoWEBBFVTqhdk46qFUMNn8PFAzeXXnk8SPwwS0r1jJXDBR0ZQsv0WkJD50bP80CmzSmp+pkn6NRX+R2fYCxoYRSTy5BBQQAC40wAAWEEwNoBu2VLnz31l5ft1iWP2NO/vMklLJISE92VCAjj/IZyewhMEoF4EBCa/tM4kLgOJqyVhG9Y2eyJB4HvDUq8qx++Wvco8awkZFBECIoHas0jo1/t4A9tHyQRoWTHIvP397ukZzBZulU8yPB28Nd44kHwUOJaCXslMeVPEBQRguKB2hZph3VQPAhe5xLXgRZDSs66xLWsjpXwLchwSXklfJtWtQ6qppCIII8CJehb17XZxoaOgXmkZada6c5FTmyoDyRJg89LTEqwnKCIUNcxqBIhJdNLkuqrVt1/BnssJCT6TMKJ5iHWYhcUEVws5udbcmqSyVTYiQfbGou13q7x0FjM+vAsJwZo177EgK2xCIgHxdsWC5k6SzzIm+FVHgTFg/BYpGSlWOOKJq8SwQXDLLMww8XJxWJ1i0lk0iEvCcU8LxAL750aZSySEyynPCDoRIxFkXvGtsZCVSd6z7c5FnNyXSVPS4RYDKyLPk+QirgutIM/IKpty7pQ3NWSK7SaYvC62BqLoKjmYtGuWAxeF05EmJXrKnSixaK3MyBKhVQZyah8IBa1Ha7NV3B9e+vCi0VPb3TT8kn60x2Xj0VAiMuwMWgIQAACAwT8u5wwJPmekuYl2LXrv+p9te7xPgxqE0ZOgc/KZnuGyc6kt3trsl8ighLXalFUv85rZxRsgyTxQH4JPZ3a0a//3nrdcCKCkvYSD3Sf9RIPQjwWEpJ8ll8kk2Jz1ROuEiFg4Jya4YkHqgiQQXOHPBaCn2kTPBFBxsOqCKhbu1VE0Nz18/RMc74FEkJCWzkpKV853xMGqmX8HBiPTKX3Pdzv+DTVbhUPgqBdBcUCn6s0WLfM7yoZdAyIB+VeNYXMq9XWKXikppnzi5AYosoLVU7ocOJBgdcKqqN9q3gw8LnNtV9SLHyu0kNtm1QFgYDA4ocABKYjAQSEEaL+/upqO+7z3xh01jGHH2Tfu/Jc9zMEhOm4bJjzdCAQDwJC3+ZelxRMSPBZ0fwCl7hVAlEJ7fD2PwMiwpw8Jx6ohY/1+y1/Tp6lK0kaaHMSyWw3NTsl0JZIFQWeaKEd6zlqz6LKgzDxYOBDd3qSExGUUFfbGCVZtVtc3gVKKgd3WIe/T0r2SuxIz0t1LYM0HwkDSuYriR2eJA1eHxQRlNxWpYUSsdq1XrFbqRMwVEWhZGn4ERQR1M4oOB95F5QuKvaEk+XNbrd7+BEqImhcYqifuVgkKxbaLd49NBYJPlftoUqK0FgUzMnzEtZRYlG2R5kpFrq/9l/VLWtySWbXQqo0c1DlQfhYVZ1S7GKRZDXvNDghSVUUqjyRaKSWQ309Q3eTJ6UlerHITXNCkAynMwrSnKikOYtzqOl10Iw6NBbioKqWUcUikLiOHoumiGbZEqayijOcoBMaC7UNktjVuLrFuqLEIiM/zcRe74ZbF36/e0ddLCSANG2OaEKdmp3qWmLpkLimdZFXmeNioXZe4eLB1nXhiWsS+2reDayL0kwrmJXnhC8n5ERIzAdFBIl9te81Wldbl2utpGoftfxyQk4EA/JgLLIKMxyHjobNlpIVWBcbA+sirCrJfRkPjUVgPloXasOlNmESTvLn0cJoLP49REAYC4rcAwIQgMDkEWjIO8FVHoQfQRFBCXO1/pHJcU6+zyrnmW1sHSoeDHxWSPFEhOwCs5rVXgI+PdPnjIF1D+3cD9/xr2uDIkJeccATod7bSa8d/0rWS8iIZNCcmOQzXaMqhmAlhZLyFfPMtG+yZo1XeRDeismJIfneWLs6zerWePqCKg/Ssszq10uUiODnoI1B2V6VhhLy1e9741Plwe6HWETxIMhGFQUz5svfwOdEBIkpeSVmxZU+a23we0JOhA6TqqCQoJOpWCz12+ZNnnggX4eNrZ54EMnPQW2YXCzyvQoG8bnm58mT97LxZAhAAAKTRAABYTvBIyBsJ0Auh0CMEogHASE1NdElUyUcaIu+MyCOIB4EETvzYSVLZ+e5Fj9KAiopqRY8SvCGt/0JDY128au9kJLt2nWuhPJwSdKBL0BpXuJau5ZlPOzaBdVFT5IGr3PmwzsUuJZFLWtbLX+W+tx3uDlGSpIGrwsmSyVUqK2SdlFrZ7Z2n6sCIdoRbNui89WWSAn+vp4tAQPiyD4OupdLXJd4iWsXi1RVp402FjKCzh11LCQgSDlwIsIOBa7VjEySRxsLxVqJayXyvVhkDZhB9w3TikZzkojghBkXi1z3vqjdVV9YwjooILgEdKC1lIQKvSsSOiRAjDYWueVqq7TZ7Z7v656AWMzJdbvstQ7cuhhGPHDvkc9M60K7/xWLD7YuFIuOgTZarvJgmF39UdeFKg+GMfQeq1hIyJOPSsP7LU5UK929NEb/gsfXsBAQ4itejBYCEIBAOIGazOieg6ooUKJcCWi1wimq9HbJq7qgN7DTPxJRJci1+z23yGeNNX4rrpDngN8JCpHEg4HPwsk+Kyo3Zz6sHfMSIdQuqGbV4MqD8GcOiAgV5jwHlHCXYKDKAlUeRDOD1i7+7AJPRFDiXtckJwdaMEUSDwIPdtXF2T4rm+NVAqiKQe2OsgqHVh6Ej1UigkQYVRSoQiO30Gct9dHFg+D1ElNUieBisd7vRAfFwokH0T/uu1ZUJbPMPUdtlb50AwICfwUgAIHpRwABYTtjjoCwnQC5HAIxSiAeBITeti6X2FVCvWF5k+thH9ryJhLaYM94JfV1yBhWvf8jVR4Mul4f8vPSrGznEpcYViJfO+VD2xZFC2VKerJV7FlqqVmpTqxoXNk8xGsg8henRKvYo9QlrpWAlmluNJPc0Ou147x0pyJnkKzWPKp+iGYeHXqdksBKBitBLr+IuqUNLik8kk+jRAQJCIU75LlYaGe2RIhtj0Wz27UeLRZOQNDhMydwlO9S7HbXe7FoH1Us1Fqqcg/FIsVdo1j0j6KPfWJqolXuPnIsQgUEDXW7YjEv3/lMDMSivXvEvxYuFjNznDfDB4mFBBbtnGt8v9na66LHIjgQffmVaXTZoFiMcl1kJLv3OzXTi0XTqlGui9REqxhFLIYkBoasi7phxbiBRERSghMPg7FwLcm0Lv5/FSYCwoiv5KhOQEAYFSZOggAEIBCzBIYTEDRoiQg77GaWlecloKtWDPUaiPxZ2PMLyC/xEuVrlw5udxQNSGKyJ1pIrFDlwLplZp0dg30YIl0rc+WSGV77IfkAaJybWqOLB8F7yEtBY1TFgoQGVUioGmCQf0OEB6qCQUw0R1U8SKzILPBHNYEO/fyldkZzd/VEBBkd166NbgId+mhVFMwLxELCTPWK4cWD4LUSEYKxOPaspJh9FxkYBCAAgfEigICwnWQRELYTIJdDIEYJxIOAoL3u2hEsUUCtVlrWtY6YmFdCV8nV3Bk5LlGtNj9Klo6UYNczlCRXglXn9mze4hLs4QaykcKpaoDKvcoGfBBq3qr3EvMjHJrbrP0qXAWBds2v/3fNgDH0cJeq9UzlnmUuoa5Eua6T38JIhxK5SgRrl3diSpITLFTFMJIQoFY0EmTGOxZBAUHeBWqVo2cqFmpHpFZPo4mFqgFmhMRiw1t11r1xmC1XAWiqXJm1f6WrIJAIUfVa5FiECwiKxYw9y5x59QeORWqSm9+oYqG2WQsKXdXCwLpY2+qeP9whUUwtpWRErXirxZbEtZHWhVpW6RpvXfS5Xfl6b0YTC7cu9ixz12i33oa36wcS88ON1a2L/StcLGRYvj5KLMLv4WKxV5n7G7FNscgKrIvkRFeZIQFBbcvUJg0BYaS/KqP7PQLC6DhxFgQgAIFYJTCSgKAd7zvu4/XZl5iw8i2Z+Q5teRQ+P/Xen7e7z1UqyMdgxet+29g88nU6d/ZOXlI+JdVrn9RSN7QFUfjzlIyvXKA2P6qy9VndWr/zRAg3ZA6/LjnFqyQoKPMEhJYGzzg51NshUuwkWKgKoHyuz/kuyNMgMc0fhzB2AAAdcklEQVRv3SN8bNcGjvwSs7m7+JyfQ3+/z9a8t9UTYbj3RG2LFu7js81tXized7EY+c2SJ8X8QCxOvpgKhJGJcQYEIDDVCCAgbGdEERC2EyCXQyBGCcSDgJAa8DxISE6w4nkF1rahfdid6NphXzAr17LLslxyVC2MVMGg3cQyVo7WGkj+CTkVWVa8oND5CKhVj3rG69BueyWwox2qHpi5T7nVLWu0zU2dbne/Epnq/T5c4lo77GfuXW7Na9usrbrdiRcSParfqB1WRFBf+ordSpz5csu6dtcXXz3i1726wT0/2qFErIxhlWiWaa7zfVhQ6Ax7VRUQrQpBfg0yTFaVhbwZ1De+aF6BtW5od73so1VouFjMznVthFwVQJ/fMyV2RriRYyEBwfWaLc+OEotG690cvU1TZmG6zdi7fKBCQjvKU3NSrXYUsdB1al/UrlZEM3KcgFH1Ro3zFQg9QgUEtfcpHxKLIlv3SrWr0Bg2FjsVuUT3oFgsDcQiyoWDY9Hiqh/kF6G2QC4WfZFFBMVMLbLUXmtILLQuorQGkkDhYjG/wBreD1sXy+S3Mfy6cLHQumgJrIvsVFctEzQcjzRNty72KXdVJ6rKceuiIrAuZNYd5dCac7Fo6nR/I7QuSncssrUjxSIzsC56+138FVMJV3USEWo3ISCM0b9fCAhjBJLbQAACEJgkAsMJCBIP5u/hs9o1fmuuU1WAWUGpz1a97XeCQrQjI8fnEuTtTX5rqDLnUVAxLyAitES/Li3T29Gvfv4yMM7MUbsfr++/2vxE/fyV5hkma6d97Trvv+UPoFY/jRuiVxPId0EVCzmFnl+DNkWUzzFnVOyqAqK0aVLVQmG5zKR9tmGV37VZ0n1m7uT3jJWjf1S0vCJVH2w1RFb7JIkfocbKkeaZnW82f0+f1a72W3O9WXGFWj0FYxH95RFDxULtjiSoXLkEAWGSlhqPhQAEJpEAAsJ2wkdA2E6AXA6BGCUQDwLCxvVtgWS6z/Xhl7mp+tKrTVC4n0FQPFDyV7u51cNeR3p+mkucK6ErA9lILYJyK7Ldzvzad72koXYeu0TigkLPTDVKslRJyln7VbqkqJK42tktQ+WiefluB3S0ZKl2WGuntKoqNB8l4ZXkLZybbxpL1eu11hkhWeqSpLuWOCYSRGRQrCSvRAu1NFr7cnVEESEoHmheDSuarbujx5xoUp5tFbsWW9Ubdc4rIPxwCet5+Y5F/XLP7Fn9hbTLv2ynIicotFS1DWlJNFIs1HZJIkJ4LCQgyEdAcZYAo975W2NREBKLoSJC5FhI/Ciw1Mxk2/BOg/VsGlqJoMqDyr3KXXWLktb9W/wuFgUuFlkuFtoJHzyCAsKwsVgUiEUEEUGVJnof9a6ExkJ+COUuFrVu3hFjMV/vVao1hMdi5yL3PihxHl5NEhRyVEWgipqORu/banBdqHJFcYy0LvIqs610p8C6ULuj0HWxRSbDjRFNu10s9q+0mrdD1kVGshMBNf9h18XeZda8ps2LRZ/WhVdRlFORbdXDrYvdSpzRsta4vEAG1sVoYtHnd74VwXURGouM0qwY/QseX8NCQIiveDFaCEAAAuEEWkpOsC61CAo75A2gXeu1a9Vn30vCy9tACfa84ugiQmaOz+ZIPGj2ezv5e/zOJ6Bkps8qd/DZclUiRBARJB7MlGFyr9dGSLvztVu/qFwVCT57/w2/tTZGNnuWeCBvARktq+2RWmZqjLN29BL8EhHCfRDUKklJf7UvWr9865gkmsxc4HPPUluicINpbYjRmCrn+2ydqiMavPZKEk0+fJxXueBEhAh7IySkLNjTZ2uW+q2pxqt40Lid+JHq3a9z6EdFZ5g8T0LOar8TVnRdUrK5yom8Ip+tekeCztB3W5UHc3f2YiEz6S09Ztc8gIDAXwEIQGD6EUBAmH4xZ8YQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgREJICCMiIgTIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAALTjwACwvSLOTOGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCIxIAAFhRERT44QtfX2WlJgYcTKNzW2WmZFu6WkpU2OyzCLuCOgdzMpMt7RU3sG4C94UHnBTi9cItTA/ZwrPkqlBAAIQ2DYC+kzZ0NRmBXnZlppCH+hto8fZY0GA7y5jQZF7jBWBto0d1t3dayVFeWN1S+4DAQhAAAIQiDkCCAgxF5KxH9C66no78rNfs2cfvNkqyooGHrCuus7OX3yLra2qcz87/pMfsW9d9jlLToosNIz9yLjjdCfwj1fesTt/+phVbai3ru5eO3Dfne36K85xYgIHBCaDQH+/3+751R/s/keetubWjZaRnmav/PHuyRgKz4TAIAJ/ffFNu+Drt9qPbrjUDjlwD+hAYFIILPnF7+0HS3498OwjPrqfXX3ZmZabkzkp4+Gh04sA312mV7xjfbYSss64+PqB79LzZlfYOZ892o45/KBYHzrjgwAEIAABCGwzAQSEbUYWXxeccsG19tZ7K92gwwWEc796s0vUXnfFOVZb32QnnXeNfevSM/jQE18hjtvRagfjHoedbRee9Sk7//RjrbOr2z59ztX26aMPsbNO/mTczouBxzeB79/9sP32qRfs/DOOsyMPPcB6enutrLggvifF6OOewLKV6+20C6+zzZ1dCAhxH834nsAjv3/eZlaU2B47z7f1G+rt7MtutLNPOcrO/Mwn4ntijD4uCPDdJS7CNG0GWd/Y6j4zHnvEhy0zPc1+/utn7KcPPWV/e+x2KvunzVvARCEAAQhMHwIICFM81vpgI3FAQkKogKBSy4OO+ZI9cOc3bK9dFzgK1932c6utb7Y7rrtkilNherFAYHNnt+135Hn23cVn26eOPNgN6cobllhiYqJd+7WzYmGIjGGaEWhoarWPnvDlQe/kNEPAdGOQgN7Lz5x/jV127kl2zS0/s5u/9UUqEGIwTtN1SFf9771WXdNg9966eLoiYN4TRIDvLhMEmsd8YAJVNQ12xClftZ/fcaXtvdvCD3wfLoQABCAAAQjEIgEEhFiMyhiPqa6hxQ498dJBAsLKNdV27JnfsOd/8wMrLvT6NWrXxONP/8N+veSaMR4Bt4NAZAK3/N/Dds+vnrTPn3yk7bRgtn3vjl/Yj2+63P1vDghMNIE/v/CaXXzV7XbycYfa8lVVlpqabMcefpAde/iHJ3ooPA8CjkBnV4+deckNdvABu7tqrf2OPB8BgXcjZgj0bumzI0653I467ED7yvknxcy4GMjUJMB3l6kZ16k0q8f++IJ988Z77IXf3uE8YjggAAEIQAACU4kAAkIcRrOvr9/uffDJqCM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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# show histogram reports on the outliers and inliers\n", "# for each threshold set in the new columns\n", "labeled_scdf.show_report(); # fmt: skip" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Metadata_ImageNumberMetadata_Cells_Number_Object_Numbercqc.large_nuclei.is_outlierImage_FileName_GFPImage_FileName_RFPImage_FileName_DAPI
699502True
155711310True
16771269True
457346True
882616True
.....................
5704513False
5694510False
568459False
567458False
171312814False
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1714 rows × 6 columns

" ], "text/plain": [ " Metadata_ImageNumber Metadata_Cells_Number_Object_Number \\\n", "699 50 2 \n", "1557 113 10 \n", "1677 126 9 \n", "457 34 6 \n", "882 61 6 \n", "... ... ... \n", "570 45 13 \n", "569 45 10 \n", "568 45 9 \n", "567 45 8 \n", "1713 128 14 \n", "\n", " cqc.large_nuclei.is_outlier Image_FileName_GFP \\\n", "699 True D12_01_2_2_GFP_001.tif \n", "1557 True H12_01_2_1_GFP_001.tif \n", "1677 True H7_01_2_2_GFP_001.tif \n", "457 True C12_01_2_2_GFP_001.tif \n", "882 True D7_01_2_1_GFP_001.tif \n", "... ... ... \n", "570 False C7_01_2_1_GFP_001.tif \n", "569 False C7_01_2_1_GFP_001.tif \n", "568 False C7_01_2_1_GFP_001.tif \n", "567 False C7_01_2_1_GFP_001.tif \n", "1713 False H7_01_2_4_GFP_001.tif \n", "\n", " Image_FileName_RFP Image_FileName_DAPI \n", "699 D12_01_3_2_RFP_001.tif D12_01_1_2_DAPI_001.tif \n", "1557 H12_01_3_1_RFP_001.tif H12_01_1_1_DAPI_001.tif \n", "1677 H7_01_3_2_RFP_001.tif H7_01_1_2_DAPI_001.tif \n", "457 C12_01_3_2_RFP_001.tif C12_01_1_2_DAPI_001.tif \n", "882 D7_01_3_1_RFP_001.tif D7_01_1_1_DAPI_001.tif \n", "... ... ... \n", "570 C7_01_3_1_RFP_001.tif C7_01_1_1_DAPI_001.tif \n", "569 C7_01_3_1_RFP_001.tif C7_01_1_1_DAPI_001.tif \n", "568 C7_01_3_1_RFP_001.tif C7_01_1_1_DAPI_001.tif \n", "567 C7_01_3_1_RFP_001.tif C7_01_1_1_DAPI_001.tif \n", "1713 H7_01_3_4_RFP_001.tif H7_01_1_4_DAPI_001.tif \n", "\n", "[1714 rows x 6 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show cropped images through CytoDataFrame from the dataset to help analyze outliers\n", "labeled_scdf.sort_values(by=\"cqc.large_nuclei.is_outlier\", ascending=False)[\n", " [\n", " \"Metadata_ImageNumber\",\n", " \"Metadata_Cells_Number_Object_Number\",\n", " \"cqc.large_nuclei.is_outlier\",\n", " \"Image_FileName_GFP\",\n", " \"Image_FileName_RFP\",\n", " \"Image_FileName_DAPI\",\n", " ]\n", "]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/html": [ "
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Metadata_ImageNumberImage_Metadata_Plate_xMetadata_number_of_singlecellsImage_Metadata_Site_xImage_Metadata_Well_xMetadata_Cells_Number_Object_NumberMetadata_Cytoplasm_Parent_CellsMetadata_Cytoplasm_Parent_NucleiMetadata_Nuclei_Number_Object_NumberCytoplasm_AreaShape_Area...Image_Threshold_SumOfEntropies_CellsImage_Threshold_SumOfEntropies_NucleiImage_Threshold_WeightedVariance_CellsImage_Threshold_WeightedVariance_NucleiImage_URL_DAPIImage_URL_GFPImage_URL_RFPImage_Width_DAPIImage_Width_GFPImage_Width_RFP
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1714 rows × 2076 columns

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" ], "text/plain": [ " Metadata_ImageNumber Image_Metadata_Plate_x \\\n", "0 1 Plate_2 \n", "1 1 Plate_2 \n", "2 1 Plate_2 \n", "3 1 Plate_2 \n", "4 1 Plate_2 \n", "... ... ... \n", "1709 128 Plate_2 \n", "1710 128 Plate_2 \n", "1711 128 Plate_2 \n", "1712 128 Plate_2 \n", "1713 128 Plate_2 \n", "\n", " Metadata_number_of_singlecells Image_Metadata_Site_x \\\n", "0 44 1 \n", "1 44 1 \n", "2 44 1 \n", "3 44 1 \n", "4 44 1 \n", "... ... ... \n", "1709 59 4 \n", "1710 59 4 \n", "1711 59 4 \n", "1712 59 4 \n", "1713 59 4 \n", "\n", " Image_Metadata_Well_x Metadata_Cells_Number_Object_Number \\\n", "0 A12 1 \n", "1 A12 4 \n", "2 A12 7 \n", "3 A12 8 \n", "4 A12 9 \n", "... ... ... \n", "1709 H7 10 \n", "1710 H7 11 \n", "1711 H7 12 \n", "1712 H7 13 \n", "1713 H7 14 \n", "\n", " Metadata_Cytoplasm_Parent_Cells Metadata_Cytoplasm_Parent_Nuclei \\\n", "0 1 2 \n", "1 4 7 \n", "2 7 10 \n", "3 8 12 \n", "4 9 13 \n", "... ... ... \n", "1709 10 14 \n", "1710 11 15 \n", "1711 12 16 \n", "1712 13 17 \n", "1713 14 20 \n", "\n", " Metadata_Nuclei_Number_Object_Number Cytoplasm_AreaShape_Area ... \\\n", "0 2 21024.0 ... \n", "1 7 12754.0 ... \n", "2 10 23976.0 ... \n", "3 12 19374.0 ... \n", "4 13 27385.0 ... \n", "... ... ... ... \n", "1709 14 24942.0 ... \n", "1710 15 6627.0 ... \n", "1711 16 11216.0 ... \n", "1712 17 15279.0 ... \n", "1713 20 7106.0 ... \n", "\n", " Image_Threshold_SumOfEntropies_Cells \\\n", "0 -12.181288 \n", "1 -12.181288 \n", "2 -12.181288 \n", "3 -12.181288 \n", "4 -12.181288 \n", "... ... \n", "1709 -12.566582 \n", "1710 -12.566582 \n", "1711 -12.566582 \n", "1712 -12.566582 \n", "1713 -12.566582 \n", "\n", " Image_Threshold_SumOfEntropies_Nuclei \\\n", "0 -11.699993 \n", "1 -11.699993 \n", "2 -11.699993 \n", "3 -11.699993 \n", "4 -11.699993 \n", "... ... \n", "1709 -11.633043 \n", "1710 -11.633043 \n", "1711 -11.633043 \n", "1712 -11.633043 \n", "1713 -11.633043 \n", "\n", " Image_Threshold_WeightedVariance_Cells \\\n", "0 0.992624 \n", "1 0.992624 \n", "2 0.992624 \n", "3 0.992624 \n", "4 0.992624 \n", "... ... \n", "1709 1.624310 \n", "1710 1.624310 \n", "1711 1.624310 \n", "1712 1.624310 \n", "1713 1.624310 \n", "\n", " Image_Threshold_WeightedVariance_Nuclei \\\n", "0 0.657791 \n", "1 0.657791 \n", "2 0.657791 \n", "3 0.657791 \n", "4 0.657791 \n", "... ... \n", "1709 0.545186 \n", "1710 0.545186 \n", "1711 0.545186 \n", "1712 0.545186 \n", "1713 0.545186 \n", "\n", " Image_URL_DAPI \\\n", "0 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "2 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "3 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "4 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "... ... \n", "1709 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1710 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1711 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1712 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1713 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "\n", " Image_URL_GFP \\\n", "0 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "2 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "3 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "4 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "... ... \n", "1709 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1710 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1711 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1712 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "1713 file:/home/jenna/nf1_cellpainting_data/1.cellp... \n", "\n", " Image_URL_RFP Image_Width_DAPI \\\n", "0 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "1 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "2 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "3 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "4 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "... ... ... \n", "1709 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "1710 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "1711 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "1712 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "1713 file:/home/jenna/nf1_cellpainting_data/1.cellp... 1224 \n", "\n", " Image_Width_GFP Image_Width_RFP \n", "0 1224 1224 \n", "1 1224 1224 \n", "2 1224 1224 \n", "3 1224 1224 \n", "4 1224 1224 \n", "... ... ... \n", "1709 1224 1224 \n", "1710 1224 1224 \n", "1711 1224 1224 \n", "1712 1224 1224 \n", "1713 1224 1224 \n", "\n", "[1714 rows x 2076 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# One can convert from cosmicqc.CytoDataFrame to pd.DataFrame's\n", "# (when or if needed!)\n", "df = pd.DataFrame(scdf)\n", "print(type(df))\n", "df" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 4 }