From ee57d47729a21973970532b85d14e40768b46af8 Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Wed, 15 Jun 2016 16:20:47 -0400 Subject: [PATCH 01/22] Making report printing a bit better - Hide table of contents - Hide python packages - Reset margins and padding - Hide Out[] prompts --- rsmtool/notebooks/data_description.ipynb | 10 ++------- rsmtool/notebooks/header.ipynb | 28 ++++++++++++++++++++++-- rsmtool/notebooks/sysinfo.ipynb | 10 +++++---- 3 files changed, 34 insertions(+), 14 deletions(-) diff --git a/rsmtool/notebooks/data_description.ipynb b/rsmtool/notebooks/data_description.ipynb index c8b9d6de4..30a26e77a 100644 --- a/rsmtool/notebooks/data_description.ipynb +++ b/rsmtool/notebooks/data_description.ipynb @@ -90,7 +90,7 @@ "outputs": [], "source": [ "if context == 'rsmtool':\n", - " display(Markdown(\"#### Training set\"))\n", + " display(Markdown(\"**Training set**\"))\n", " display(Markdown('Total number of excluded responses: {} ({:.1f}% of the original {})'.format(num_missing_rows_train, pct_missing_rows_train, len(df_train_orig))))\n", " if num_missing_rows_train != 0:\n", " df_train_excluded_analysis = pd.read_csv(join(output_dir, '{}_train_excluded_composition.csv'.format(experiment_id)))\n", @@ -99,13 +99,6 @@ " display(excluded_candidates_note)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Evaluation set" - ] - }, { "cell_type": "code", "execution_count": null, @@ -114,6 +107,7 @@ }, "outputs": [], "source": [ + "display(Markdown('**Evaluation set**'))\n", "display(Markdown('Total number of excluded responses: {} ({:.1f}% of the original {})'.format(num_missing_rows_test, pct_missing_rows_test, len(df_test_orig))))\n", "if num_missing_rows_test != 0:\n", " df_test_excluded_analysis = pd.read_csv(join(output_dir, '{}_test_excluded_composition.csv'.format(experiment_id)))\n", diff --git a/rsmtool/notebooks/header.ipynb b/rsmtool/notebooks/header.ipynb index 090fa3cfe..be07f1434 100644 --- a/rsmtool/notebooks/header.ipynb +++ b/rsmtool/notebooks/header.ipynb @@ -71,8 +71,32 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "" ] }, diff --git a/rsmtool/notebooks/sysinfo.ipynb b/rsmtool/notebooks/sysinfo.ipynb index fa84b72fc..d1dfa011a 100644 --- a/rsmtool/notebooks/sysinfo.ipynb +++ b/rsmtool/notebooks/sysinfo.ipynb @@ -27,9 +27,10 @@ "# get the rsmtool version\n", "rsmtool_version_str = '.'.join(map(str, rsmtool_version))\n", "\n", - "print('This report was generated using rsmtool v{} on a {} computer running {}.'.format(rsmtool_version_str, \n", - " architecture, \n", - " system_name))" + "display(Markdown('This report was generated using rsmtool v{} on a '\n", + " '{} computer running {}.'.format(rsmtool_version_str, \n", + " architecture, \n", + " system_name)))" ] }, { @@ -48,7 +49,8 @@ "outputs": [], "source": [ "import pip\n", - "sorted([\"%s==%s\" % (i.key, i.version) for i in pip.get_installed_distributions()])" + "package_names = '\\n'.join(sorted([\"%s==%s\" % (i.key, i.version) for i in pip.get_installed_distributions()]))\n", + "display(HTML('
{}
'.format(package_names)))" ] } ], From 8a038e8da4e551d391cc3120464adcaf5d7f4b01 Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 17 Jun 2016 14:58:44 -0400 Subject: [PATCH 02/22] Workaround for red highlights in printed report --- rsmtool/notebooks/builtin_model.ipynb | 2 +- rsmtool/notebooks/consistency.ipynb | 6 +++--- rsmtool/notebooks/evaluation.ipynb | 4 ++-- rsmtool/notebooks/header.ipynb | 19 ++++++++++++++++--- rsmtool/notebooks/preprocessed_features.ipynb | 2 +- 5 files changed, 23 insertions(+), 10 deletions(-) diff --git a/rsmtool/notebooks/builtin_model.ipynb b/rsmtool/notebooks/builtin_model.ipynb index 6b527b52c..d3b4cd044 100644 --- a/rsmtool/notebooks/builtin_model.ipynb +++ b/rsmtool/notebooks/builtin_model.ipynb @@ -82,7 +82,7 @@ "\n", "The relative coefficients are intended to show relative contribution of different feature and their primary purpose is to indentify whether one of the features has an unproportionate effect over the final score. They are computed as standardized/(sum of absolute values of standardized coefficients). \n", "\n", - "Negative standardized coefficients are highlighted in red.\n", + "Negative standardized coefficients are highlighted.\n", "\n", "**Note**: if the model contains negative coefficients, relative values will not sum up to one and their interpretation is generally questionable. " ] diff --git a/rsmtool/notebooks/consistency.ipynb b/rsmtool/notebooks/consistency.ipynb index b81caffe4..dc1a59e03 100644 --- a/rsmtool/notebooks/consistency.ipynb +++ b/rsmtool/notebooks/consistency.ipynb @@ -18,7 +18,7 @@ " markdown_strs.append('### Human-human agreement')\n", " markdown_strs.append(\"This table shows the human-human agreement on the \"\n", " \"double-scored evaluation data. The following are \"\n", - " \"highlighted in red: \")\n", + " \"highlighted : \")\n", " markdown_strs.append(' - Exact agreement (`exact_agr`) < 50%')\n", " markdown_strs.append(' - Adjacent agreement (`adj_agr`) < 95%')\n", " markdown_strs.append(' - Quadratic weighted kappa (`wtkappa`) < 0.7')\n", @@ -45,8 +45,8 @@ " 'Note that the human-machine agreement is computed on the full '\n", " 'dataset (to get a reliable estimate) whereas the human-human '\n", " 'agreement is computed on the subset of responses that were double-scored.')\n", - " markdown_strs.append(\"\\nThe following degradation values are highlighted in \"\n", - " \"red: \")\n", + " markdown_strs.append(\"\\nThe following degradation values are \"\n", + " \"highlighted\")\n", " markdown_strs.append(' - `corr` < -0.1')\n", " markdown_strs.append(' - `wtkappa` < -0.1')\n", " display(Markdown('\\n'.join(markdown_strs)))\n", diff --git a/rsmtool/notebooks/evaluation.ipynb b/rsmtool/notebooks/evaluation.ipynb index 659f15f48..8070e8a4e 100644 --- a/rsmtool/notebooks/evaluation.ipynb +++ b/rsmtool/notebooks/evaluation.ipynb @@ -27,7 +27,7 @@ "source": [ "#### Descriptive holistic score statistics\n", "\n", - "The table shows distributional properties of human and system scores. SMD values lower then -0.15 or higher than 0.15 are highlighted in red." + "The table shows distributional properties of human and system scores. SMD values lower then -0.15 or higher than 0.15 are highlighted." ] }, { @@ -134,7 +134,7 @@ " \"human scores and {} trimmed rounded machine scores \"\n", " \"(as % of all responses).\".format(raw_or_scaled)]\n", "markdown_strs.append(\"Differences in the table between human and machine distributions \"\n", - " \"larger than 5 percentage points are highlighted in red.\")\n", + " \"larger than 5 percentage points are highlighted.\")\n", "display(Markdown('\\n'.join(markdown_strs)))" ] }, diff --git a/rsmtool/notebooks/header.ipynb b/rsmtool/notebooks/header.ipynb index be07f1434..d7ce7d6cf 100644 --- a/rsmtool/notebooks/header.ipynb +++ b/rsmtool/notebooks/header.ipynb @@ -75,6 +75,14 @@ " div.prompt.output_prompt { \n", " color: white; \n", " }\n", + " \n", + " span.highlight_color {\n", + " color: red;\n", + " }\n", + " \n", + " span.highlight_bold {\n", + " font-weight: bold; \n", + " }\n", " \n", " @media print {\n", " @page {\n", @@ -90,6 +98,11 @@ " display: none;\n", " }\n", "\n", + " span.highlight_color, span.highlight_bold {\n", + " font-weight: bolder;\n", + " text-decoration: underline;\n", + " }\n", + "\n", " div.prompt.output_prompt {\n", " display: none;\n", " }\n", @@ -275,13 +288,13 @@ "def bold_highlighter(x, low=0, high=1, prec=3, absolute=False):\n", " abs_x = abs(x) if absolute else x\n", " val = float_format_func(x, prec=prec)\n", - " ans = '{}'.format(val) if abs_x < low or abs_x > high else val\n", + " ans = '{}'.format(val) if abs_x < low or abs_x > high else val\n", " return ans\n", "\n", - "def color_highlighter(x, low=0, high=1, prec=3, color='red', absolute=False):\n", + "def color_highlighter(x, low=0, high=1, prec=3, absolute=False):\n", " abs_x = abs(x) if absolute else x\n", " val = float_format_func(x, prec=prec)\n", - " ans = '{}'.format(color, val) if abs_x < low or abs_x > high else val\n", + " ans = '{}'.format(val) if abs_x < low or abs_x > high else val\n", " return ans" ] } diff --git a/rsmtool/notebooks/preprocessed_features.ipynb b/rsmtool/notebooks/preprocessed_features.ipynb index 061a8767b..64786ffe5 100644 --- a/rsmtool/notebooks/preprocessed_features.ipynb +++ b/rsmtool/notebooks/preprocessed_features.ipynb @@ -69,7 +69,7 @@ "you specified `length_column` in the config file, unless the column had missing \n", "values or a standard deviation <= 0. \n", "\n", - "The following values are highlighted in red:\n", + "The following values are highlighted:\n", "- inter-feature correlations above 0.7, and\n", "- `sc1`-feature correlations lower than 0.1 or higher than 0.7" ] From 31f306a1efa7d80df112e961de47f8d8a83f5fa6 Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Wed, 22 Jun 2016 11:08:47 -0400 Subject: [PATCH 03/22] Remove margins from printed report. --- rsmtool/notebooks/header.ipynb | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/rsmtool/notebooks/header.ipynb b/rsmtool/notebooks/header.ipynb index d7ce7d6cf..97663bc20 100644 --- a/rsmtool/notebooks/header.ipynb +++ b/rsmtool/notebooks/header.ipynb @@ -86,13 +86,14 @@ " \n", " @media print {\n", " @page {\n", - " size: landscape\n", + " size: landscape;\n", + " margin: 0cm 0cm 0cm 0cm;\n", " }\n", "\n", " * {\n", " margin: 0px;\n", " padding: 0px;\n", - " } \n", + " }\n", "\n", " #toc {\n", " display: none;\n", From 57ce33f2fdabff189b7eeb0fb8713875f7d64564 Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Wed, 22 Jun 2016 11:38:04 -0400 Subject: [PATCH 04/22] Make comparison report more printable as well. --- rsmtool/notebooks/comparison/header.ipynb | 74 ++++++++++++---------- rsmtool/notebooks/comparison/sysinfo.ipynb | 31 ++++++++- 2 files changed, 70 insertions(+), 35 deletions(-) diff --git a/rsmtool/notebooks/comparison/header.ipynb b/rsmtool/notebooks/comparison/header.ipynb index 81bab5d50..5bcb7b140 100644 --- a/rsmtool/notebooks/comparison/header.ipynb +++ b/rsmtool/notebooks/comparison/header.ipynb @@ -36,6 +36,7 @@ "import logging\n", "import numpy as np\n", "import os\n", + "import platform\n", "import pandas as pd\n", "import re\n", "import sys\n", @@ -44,49 +45,56 @@ "from os.path import exists, join\n", "\n", "from IPython import sys_info\n", - "from IPython.display import display, HTML, Image, Markdown, SVG" + "from IPython.display import display, HTML, Image, Markdown, SVG\n", + "from rsmtool.version import VERSION as rsmtool_version" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "" ] }, diff --git a/rsmtool/notebooks/comparison/sysinfo.ipynb b/rsmtool/notebooks/comparison/sysinfo.ipynb index e52073210..d75d0c13d 100644 --- a/rsmtool/notebooks/comparison/sysinfo.ipynb +++ b/rsmtool/notebooks/comparison/sysinfo.ipynb @@ -7,6 +7,32 @@ "## System information" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "system_name = platform.system()\n", + "\n", + "# People might not know what 'Darwin' is, so we should replace that with 'Mac OS X'\n", + "if system_name == 'Darwin':\n", + " system_name = 'Mac OS X'\n", + " \n", + "# get the architecture\n", + "architecture = platform.architecture()[0]\n", + "\n", + "# get the rsmtool version\n", + "rsmtool_version_str = '.'.join(map(str, rsmtool_version))\n", + "\n", + "display(Markdown('This report was generated using rsmcompare v{} on a '\n", + " '{} computer running {}.'.format(rsmtool_version_str, \n", + " architecture, \n", + " system_name)))" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -23,7 +49,8 @@ "outputs": [], "source": [ "import pip\n", - "sorted([\"%s==%s\" % (i.key, i.version) for i in pip.get_installed_distributions()])" + "package_names = '\\n'.join(sorted([\"%s==%s\" % (i.key, i.version) for i in pip.get_installed_distributions()]))\n", + "display(HTML('
{}
'.format(package_names)))" ] } ], @@ -43,7 +70,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.4.3" + "version": "3.4.4" } }, "nbformat": 4, From 2d8717515fe45ee9ce2493b45864c070b0da85d5 Mon Sep 17 00:00:00 2001 From: Anastassia Loukina Date: Thu, 23 Jun 2016 17:32:09 -0400 Subject: [PATCH 05/22] First draft of the paper --- doc/JOSS_paper.md | 27 +++++++++++++++++++++++++++ 1 file changed, 27 insertions(+) create mode 100644 doc/JOSS_paper.md diff --git a/doc/JOSS_paper.md b/doc/JOSS_paper.md new file mode 100644 index 000000000..3963cfaa5 --- /dev/null +++ b/doc/JOSS_paper.md @@ -0,0 +1,27 @@ + --- + title: 'RSMTool: collection of tools building and evaluating automated scoring models' + tags: + - educational applications + - scoring models + - statistics + - visualization + authors: + - name: Nitin Madnani + orcid: + affiliation: Educational Testing Service + - name: Anastassia Loukina + orcid: + affiliation: Educational Testing Service + date: 23 June 2016 + bibliography: bibliography.bib + --- + + # Summary + + RSMTool is a collection of tools for researchers working on statistical models for automated scoring of written and spoken responses in educational context. + + RSMTool takes as input a feature file with numeric, non-sparse features extracted from the responses and a human score and lets you try several different machine learning algorithms to try and predict the human score from the features. The primary output of RSMTool is a comprehensive, customizable HTML statistical report that contains feature descriptives, subgroup analyses, model statistics, as well as several different evaluation measures illustrating model efficacy. The various numbers and figures in the report are highlighted based on whether they exceed or fall short of the recommendations laid out by Williamson et al. [@Williamson2012]. The structure of RSMTool makes it easy for researchers to add new analyses without making any changes to the core code structure thus allowing for a wide range of psychometric evaluations. + + The tool is written in Python and works on all platforms (Windows/Linux/Mac OS X). The source code is available from Github [@github_rsmtool] + + # References \ No newline at end of file From c88bd4a62791de24d75b599f1bdb16256d8a6bec Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:10:51 -0400 Subject: [PATCH 06/22] Remove extraneous spaces. --- doc/JOSS_paper.md | 44 ++++++++++++++++++++++---------------------- 1 file changed, 22 insertions(+), 22 deletions(-) diff --git a/doc/JOSS_paper.md b/doc/JOSS_paper.md index 3963cfaa5..0650fc790 100644 --- a/doc/JOSS_paper.md +++ b/doc/JOSS_paper.md @@ -1,27 +1,27 @@ - --- - title: 'RSMTool: collection of tools building and evaluating automated scoring models' - tags: - - educational applications - - scoring models - - statistics - - visualization - authors: - - name: Nitin Madnani - orcid: - affiliation: Educational Testing Service - - name: Anastassia Loukina - orcid: - affiliation: Educational Testing Service - date: 23 June 2016 - bibliography: bibliography.bib - --- +--- +title: 'RSMTool: collection of tools building and evaluating automated scoring models' +tags: + - educational applications + - scoring models + - statistics + - visualization +authors: + - name: Nitin Madnani + orcid: + affiliation: Educational Testing Service + - name: Anastassia Loukina + orcid: + affiliation: Educational Testing Service +date: 23 June 2016 +bibliography: bibliography.bib +--- - # Summary +# Summary - RSMTool is a collection of tools for researchers working on statistical models for automated scoring of written and spoken responses in educational context. +RSMTool is a collection of tools for researchers working on statistical models for automated scoring of written and spoken responses in an educational context. - RSMTool takes as input a feature file with numeric, non-sparse features extracted from the responses and a human score and lets you try several different machine learning algorithms to try and predict the human score from the features. The primary output of RSMTool is a comprehensive, customizable HTML statistical report that contains feature descriptives, subgroup analyses, model statistics, as well as several different evaluation measures illustrating model efficacy. The various numbers and figures in the report are highlighted based on whether they exceed or fall short of the recommendations laid out by Williamson et al. [@Williamson2012]. The structure of RSMTool makes it easy for researchers to add new analyses without making any changes to the core code structure thus allowing for a wide range of psychometric evaluations. +RSMTool takes as input a feature file with numeric, non-sparse features extracted from the responses and a human score and lets you try several different machine learning algorithms to try and predict the human score from the features. The primary output of RSMTool is a comprehensive, customizable HTML statistical report that contains feature descriptives, subgroup analyses, model statistics, as well as several different evaluation measures illustrating model efficacy. The various numbers and figures in the report are highlighted based on whether they exceed or fall short of the recommendations laid out by Williamson et al. [@Williamson2012]. The structure of RSMTool makes it easy for researchers to add new analyses without making any changes to the core code structure thus allowing for a wide range of psychometric evaluations. - The tool is written in Python and works on all platforms (Windows/Linux/Mac OS X). The source code is available from Github [@github_rsmtool] +The tool is written in Python and works on all platforms (Windows/Linux/Mac OS X). The source code is available from Github [@github_rsmtool] - # References \ No newline at end of file +# References From b46e0b9670a92e7a86090e5b58fa27038b30cea2 Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:20:36 -0400 Subject: [PATCH 07/22] Add my ORCID --- doc/JOSS_paper.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/doc/JOSS_paper.md b/doc/JOSS_paper.md index 0650fc790..47bb5d4a7 100644 --- a/doc/JOSS_paper.md +++ b/doc/JOSS_paper.md @@ -7,7 +7,7 @@ tags: - visualization authors: - name: Nitin Madnani - orcid: + orcid: 0000-0001-9354-6851 affiliation: Educational Testing Service - name: Anastassia Loukina orcid: From 3ec5924f01f037dc159a79e2283663c9ce4e7f4e Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:23:49 -0400 Subject: [PATCH 08/22] Update readme. --- README.md | 16 +++++++--------- 1 file changed, 7 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index b04ea36d6..8e81010fb 100644 --- a/README.md +++ b/README.md @@ -25,10 +25,6 @@ David M. Williamson, Xiaoming Xi, and F. Jay Breyer. 2012. A Framework for Evalu ## Installation -If you want to use RSMTool on your own machine, either as a user or a developer, follow the appropriate instructions below. Note that RSMTool only works with Python 3.4 and higher. - -### For users - Currently, the best way to install RSMTool is by using the `conda` package manager. If you have the `conda` package manager already installed, you can skip straight to Step 2. 1. To install the `conda` package manager, follow the instructions on [this page](http://conda.pydata.org/docs/install/quick.html). @@ -39,21 +35,23 @@ Currently, the best way to install RSMTool is by using the `conda` package manag 4. From now on, you will need to activate this conda environment whenever you want to use RSMTool. This will ensure that the packages required by `rsmtool` will only be used when you want to run `rsmtool` experiments and will not affect other projects. -### For developers +Note that RSMTool only works with Python 3.4 and higher. + +## Contributing -The instructions below are only if you are developing new features or functionality for RSMTool. +Contributions to RSMTool are very welcome. You can use the instructions below to get started on developing new features or functionality for RSMTool. -1. Pull the latest version of rsmtool from github and switch to the develop branch. +1. Pull the latest version of rsmtool from github and switch to the `master` branch. 2. If you already have the `conda` package manager installed, skip to the next step. If you do not, follow the instructions on [this page](http://conda.pydata.org/docs/install/quick.html) to install `conda`. -3. Create a new conda environment (say, `rsmtool`) and install the packages specified in the `conda_requirements.txt` file by running `conda create -n rsmtool -c desilinguist --file conda_requirements.txt`. Use `conda_requirements_windows.txt` if you are on Windows. The two conda requirements file will be consolidated with the next version. +3. Create a new conda environment (say, `rsmtool`) and install the packages specified in the `conda_requirements.txt` file by running `conda create -n rsmtool -c desilinguist --file conda_requirements.txt`. Use `conda_requirements_windows.txt` if you are on Windows. There are two versions because RSMTool currently does not use MKL on non-Windows platforms. 4. Activate the environment using `source activate rsmtool` (use `activate rsmtool` if you are on Windows). 5. Run `pip install -e .` to install rsmtool into the environment in editable mode which is what we need for development. -6. Run `nosetests -v tests` to run the tests. +6. Run `nosetests -v tests` to run the tests. ## Available documentation From 14f8e002212745b6003f26b592e946e943b5e56f Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:24:45 -0400 Subject: [PATCH 09/22] fix some headings. --- README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 8e81010fb..05e2789f2 100644 --- a/README.md +++ b/README.md @@ -55,7 +55,7 @@ Contributions to RSMTool are very welcome. You can use the instructions below to ## Available documentation -## Usage documentation for main scripts +### Usage documentation for main scripts * [rsmtool](doc/rsmtool.md) @@ -65,7 +65,7 @@ Contributions to RSMTool are very welcome. You can use the instructions below to * [rsmcompare](doc/rsmcompare.md) -## Description of configuration files +### Description of configuration files * [RSMTool configuration file](doc/config_file.md) - main configuration file for `rsmtool` @@ -77,7 +77,7 @@ Contributions to RSMTool are very welcome. You can use the instructions below to * [Feature file](doc/feature_file.md) - feature file -## Lists of available options +### Lists of available options * [Available models](doc/available_models.md) - list of models available to `rsmtool` @@ -87,7 +87,7 @@ Contributions to RSMTool are very welcome. You can use the instructions below to * [Output CSV files](doc/output_csv.md) - .csv files generated by `rsmtool` and `rsmeval` -## Documentation for developers +### Documentation for developers * [New notebooks](doc/new_notebooks.md) - the variables and data frames available for use in custom report sections. From 0d3e5f9d44a9f001c41752218d4a4a55dc8e354b Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:37:47 -0400 Subject: [PATCH 10/22] Add example and update readme. --- README.md | 11 +- example/config.json | 16 ++ example/features.json | 44 ++++ example/test.csv | 201 +++++++++++++++++ example/train.csv | 501 ++++++++++++++++++++++++++++++++++++++++++ 5 files changed, 772 insertions(+), 1 deletion(-) create mode 100644 example/config.json create mode 100644 example/features.json create mode 100644 example/test.csv create mode 100644 example/train.csv diff --git a/README.md b/README.md index 05e2789f2..b8425d952 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,7 @@ RSMTool is a python package for facilitating research on building and evaluating Specifically, RSMTool takes a feature file with numeric, non-sparse features and a human score as input and lets you try several different regression models to try and predict the human score from the features. The primary output of RSMTool is a comprehensive, customizable HTML statistical report that contains feature descriptives, subgroup analyses, model statistics, as well as several different evaluation measures illustrating model efficacy. The various numbers and figures in the report are highlighted based on whether they exceed or fall short of the recommendations laid out by Williamson et al. (2012). However, these can be easily customized if the user wishes to use different set of recommendations. -Finally, since the report is based on IPython notebooks, it can be easily customized. In addition, RSMTool explicitly provides support for adding custom notebooks to the report. [Here's](http://bit.ly/rsmtool) an example RSMTool report for a simple scoring system built to automatically score the responses from the [2012 Kaggle Automated Student Assessment Prize competition](https://www.kaggle.com/c/asap-aes). +Finally, since the report is based on IPython notebooks, it can be easily customized. In addition, RSMTool explicitly provides support for adding custom notebooks to the report. RSMTool provides the following main scripts: @@ -37,6 +37,15 @@ Currently, the best way to install RSMTool is by using the `conda` package manag Note that RSMTool only works with Python 3.4 and higher. +## Example + +You can out RSMTool as follows: + +1. Go to the `example` folder. This folder contains the training and test set features for a simple scoring system built to automatically score the responses from the [2012 Kaggle Automated Student Assessment Prize competition](https://www.kaggle.com/c/asap-aes). +2. Make sure to activate the conda environment where you installed rsmtool (e.g., `source activate rsmtool`) +3. Run RSMTool: `rsmtool config.json` +4. Since no output directory was specfied, `rsmtool` will create the three output folders in the current directory: `figure`, `output`, and `report`. You can examine the HTML report `report/ASAP2_report.html`. It should look like [this](https://s3.amazonaws.com/sample-rsmtool-report/ASAP2_report.html). + ## Contributing Contributions to RSMTool are very welcome. You can use the instructions below to get started on developing new features or functionality for RSMTool. diff --git a/example/config.json b/example/config.json new file mode 100644 index 000000000..a262696c6 --- /dev/null +++ b/example/config.json @@ -0,0 +1,16 @@ +{ + "test_label_column": "score", + "train_file": "train.csv", + "description": "Using all features with a LinearRegression model.", + "use_scaled_predictions": true, + "trim_min": 1, + "id_column": "ID", + "model": "LinearRegression", + "train_label_column": "score", + "second_human_score_column": "score2", + "length_column": "LENGTH", + "features": "features.json", + "experiment_id": "ASAP2", + "trim_max": 6, + "test_file": "test.csv" +} diff --git a/example/features.json b/example/features.json new file mode 100644 index 000000000..2db158756 --- /dev/null +++ b/example/features.json @@ -0,0 +1,44 @@ +{ + "features": [ + { + "transform": "raw", + "feature": "FEATURE1", + "sign": 1 + }, + { + "transform": "raw", + "feature": "FEATURE2", + "sign": 1 + }, + { + "transform": "raw", + "feature": "FEATURE3", + "sign": 1 + }, + { + "transform": "raw", + "feature": "FEATURE4", + "sign": 1 + }, + { + "transform": "raw", + "feature": "FEATURE5", + "sign": 1 + }, + { + "transform": "raw", + "feature": "FEATURE6", + "sign": 1 + }, + { + "transform": "raw", + "feature": "FEATURE7", + "sign": 1 + }, + { + "transform": "raw", + "feature": "FEATURE8", + "sign": 1 + } + ] +} diff --git a/example/test.csv b/example/test.csv new file mode 100644 index 000000000..d266fd15b --- /dev/null +++ b/example/test.csv @@ -0,0 +1,201 @@ +ID,FEATURE1,FEATURE2,FEATURE3,FEATURE4,FEATURE5,FEATURE6,FEATURE7,FEATURE8,LENGTH,QUESTION,L1,score,score2 +RESPONSE_1,5.82894561761021,-0.112722462879731,-0.19553847221876106,0.0,-0.127186754767292,4.61176470588235,12,-6480.182774817528,680,QUESTION_1,Vulcan,4,4 +RESPONSE_2,5.785362461648622,-0.0860865371140256,-0.103695169473043,0.0,-0.0678844233302131,4.533026113671268,20,-4929.680684216342,651,QUESTION_1,Esperanto,4,4 +RESPONSE_3,4.67749084756772,-0.113823323306676,-0.18043874177926295,-0.272797735788189,-0.0964485644340824,4.646511627906982,4,-5075.591346790763,215,QUESTION_1,Vulcan,4,3 +RESPONSE_4,5.14166355650266,-0.0858582517594522,-0.120912708351669,-0.24182541670333704,-0.0764719112901873,4.684210526315789,1,-12275.301536590043,342,QUESTION_1,Navi,3,4 +RESPONSE_5,5.30081424674662,-0.0459878517494697,-0.149812850831677,-0.303758665198693,-0.122321680483099,4.24937655860349,7,-10578.234758280234,401,QUESTION_1,Vulcan,2,3 +RESPONSE_6,4.26969744969996,-0.149841869223137,-0.27735009811261496,-0.409673245199351,-0.0836242010007091,3.88111888111888,17,-7035.4431976620635,143,QUESTION_1,Klingon,2,2 +RESPONSE_7,6.2971093199339405,-0.105956834438511,-0.28140662203383504,0.0,-0.121379425806881,4.2486187845303895,5,-9650.865430119216,543,QUESTION_1,Klingon,4,4 +RESPONSE_8,4.60517018598809,-0.143853507365118,-0.33166247903554,-0.187082869338697,-0.122474487139159,4.165,19,-6631.669747850211,200,QUESTION_1,Navi,2,2 +RESPONSE_9,5.62941805936734,-0.0955537259311259,-0.15277211058890305,-0.22016804419356895,-0.0947452409476392,4.39856373429084,1,-11808.509487992413,557,QUESTION_1,Esperanto,5,4 +RESPONSE_10,5.1733208763733485,-0.105235660241431,-0.184375525158901,-0.199148328281268,-0.14081913338964902,4.1983002832861205,17,-11592.315357899997,353,QUESTION_1,Esperanto,3,3 +RESPONSE_11,5.2094861528414205,-0.142623900916567,-0.22784329769824505,-0.165294901226822,-0.116881145553046,4.25956284153005,15,-9543.875497870697,366,QUESTION_1,Klingon,4,4 +RESPONSE_12,5.5664342835049805,-0.0625729501677245,-0.131180840833988,0.0,-0.0437269469446626,4.95219885277247,13,-7714.666968654571,523,QUESTION_1,Esperanto,5,5 +RESPONSE_13,6.599870499212838,-0.0879313440357718,-0.0824786098842323,-0.10432810619146,-0.063887656499994,4.40952380952381,18,-8286.345698388934,735,QUESTION_1,Esperanto,4,3 +RESPONSE_14,5.23821344247833,-0.0779205375161998,-0.151686682202236,0.0,-0.103050807985909,4.59115044247788,6,-9360.986354107848,565,QUESTION_1,Navi,4,4 +RESPONSE_15,5.780743515792331,-0.11571934779347802,-0.175682092231577,-0.19245008972987496,0.0,4.41358024691358,16,-11647.41617279202,324,QUESTION_1,Vulcan,3,4 +RESPONSE_16,5.932245187448009,-0.119512183678226,-0.11516335992622,-0.199468790562554,-0.12615514005935402,4.74005305039788,4,-11310.07353041147,377,QUESTION_1,Vulcan,4,4 +RESPONSE_17,5.0689042022202315,-0.14974712591147302,-0.18598708280026705,-0.4415524356847321,-0.112154430818409,4.25471698113208,14,-9880.144982894268,318,QUESTION_1,Navi,4,4 +RESPONSE_18,5.24438902452248,-0.102489200577496,-0.125821836597006,-0.17036357210931902,-0.102733099387503,4.33509234828496,1,-3574.403624590792,379,QUESTION_1,Esperanto,3,3 +RESPONSE_19,4.90897164031976,-0.15701216675512802,-0.33271775878523496,-0.309743376700123,-0.121491347846157,4.12177121771218,3,-8801.02345222067,271,QUESTION_1,Klingon,2,3 +RESPONSE_20,5.613128106388071,-0.10299769004288198,-0.0955200899876088,-0.042717882885838,-0.0739895435500485,4.74270072992701,14,-8849.349326554664,548,QUESTION_1,Navi,4,4 +RESPONSE_21,6.084499413075171,-0.107220707321994,-0.0826662747682189,-0.190909583961339,-0.0826662747682189,4.35535307517084,10,-6208.38187355175,439,QUESTION_1,Vulcan,4,3 +RESPONSE_22,5.70544775397526,-0.10307874659672,-0.12237255246720098,-0.0407908508224002,-0.0706518261083599,4.8752079866888485,13,-4647.680689060316,601,QUESTION_1,Klingon,5,5 +RESPONSE_23,4.9732795075524905,-0.117133148603098,-0.11764705882352902,-0.24956709924231105,-0.0831890330807703,4.41522491349481,18,-8493.435016335656,289,QUESTION_1,Esperanto,3,3 +RESPONSE_24,5.08450514266271,-0.11483183223927,-0.222565953629863,-0.347480983732531,-0.136293255127276,4.6811145510835885,8,-6454.317071248449,323,QUESTION_1,Klingon,3,3 +RESPONSE_25,5.932245187448009,-0.110402014680565,-0.15874173676775302,-0.21850711221876895,-0.08143279274805701,4.13395225464191,14,-4766.856389922178,754,QUESTION_1,Navi,4,4 +RESPONSE_26,5.9571318680274805,-0.091663680930583,-0.0719350001265606,-0.148297801850315,-0.0622975375308383,4.15006468305304,1,-7258.168156975674,773,QUESTION_1,Klingon,4,4 +RESPONSE_27,5.73657229747919,-0.0662986938343081,-0.0695608343640252,-0.1606438657805,-0.0567961834247065,4.20161290322581,16,-8511.089075758706,620,QUESTION_1,Navi,4,4 +RESPONSE_28,5.82008293035236,-0.136357797410945,-0.231111364731404,-0.24361276856704805,-0.0943508195583659,4.281899109792279,11,-10726.061974151535,337,QUESTION_1,Vulcan,4,4 +RESPONSE_29,5.01727983681492,-0.0926146023893406,-0.0813788458771159,-0.293415601548023,-0.0813788458771159,4.35099337748344,13,-8053.846770897318,302,QUESTION_1,Esperanto,3,3 +RESPONSE_30,5.19849703126583,-0.11366621599829302,-0.157676499368291,-0.166205623828633,-0.105117666245527,4.30939226519337,3,-8420.586662169268,362,QUESTION_1,Navi,3,3 +RESPONSE_31,4.7957905455967405,-0.114623600718628,-0.0909090909090909,-0.0524863881081478,-0.104972776216296,4.303030303030299,19,-7281.693412765701,363,QUESTION_1,Vulcan,3,3 +RESPONSE_32,5.30578938138674,-0.105524466349827,-0.211340986102904,-0.22277295967705604,-0.179605302026775,4.16377171215881,19,-8406.190106592592,403,QUESTION_1,Klingon,3,3 +RESPONSE_33,4.26267987704132,-0.0898511226941063,-0.37529331252040105,-0.517306131611464,-0.118678165819385,4.35211267605634,17,-7727.415027567354,71,QUESTION_1,Vulcan,1,1 +RESPONSE_34,5.605802066296,-0.12900316560794,-0.0958706236059213,-0.148522131446501,-0.0606339062590832,4.51102941176471,16,-5082.828837504528,544,QUESTION_1,Vulcan,4,4 +RESPONSE_35,4.945207488773799,-0.0832845773168749,-0.178964995881568,0.0,-0.119309997254379,4.37366548042705,9,-9307.46030612153,281,QUESTION_1,Vulcan,4,3 +RESPONSE_36,4.52720864451838,-0.0734993876109588,-0.254685815986805,-0.24384310418681,-0.12734290799340306,4.75675675675676,15,-11879.050329302772,185,QUESTION_1,Navi,3,3 +RESPONSE_37,5.560681631015531,-0.105236962025889,-0.169841555121689,0.0,-0.131558702896054,4.21153846153846,12,-7221.795746363577,520,QUESTION_1,Klingon,4,4 +RESPONSE_38,6.39859493453521,-0.0880685428443249,-0.168184986499569,-0.0815817016448004,-0.0407908508224002,4.7803660565723805,8,-6916.77047425752,601,QUESTION_1,Vulcan,5,5 +RESPONSE_39,3.78418963391826,-0.209372632515358,-0.238365647311398,-0.533001790889026,-0.21320071635561,3.98863636363636,4,-4706.097844898101,88,QUESTION_1,Vulcan,2,1 +RESPONSE_40,5.11799381241676,-0.0947957644650186,-0.189547207081969,-0.197286988138151,-0.0547175655164583,4.76347305389222,19,-10728.055667962068,334,QUESTION_1,Vulcan,4,3 +RESPONSE_41,5.804007866322004,-0.11227845781988313,-0.19754756910504806,0.001384580160839074,-0.12744134684805405,4.674863805034417,6,-5034.432953817061,680,QUESTION_2,Navi,4,4 +RESPONSE_42,5.8720601652947515,-0.08690438119863073,-0.10401313876856116,-0.0002864254139357557,-0.06821115801063006,4.573443713084811,1,-9749.746133720346,651,QUESTION_2,Esperanto,4,4 +RESPONSE_43,4.660644556928407,-0.11344485321911615,-0.17790145524595927,-0.2714335572828666,-0.09479791862861305,4.685429239359897,10,-7165.506631616553,215,QUESTION_2,Esperanto,4,3 +RESPONSE_44,5.118102377402918,-0.08540410933722904,-0.12242375056583805,-0.23710715317126174,-0.07537424335091739,4.708294147100864,7,-12418.690296394772,342,QUESTION_2,Klingon,3,4 +RESPONSE_45,5.229891027079035,-0.04650315528300876,-0.1521501543593347,-0.3046042304843754,-0.12374981097470127,4.247249758706574,11,-6162.0428654214975,401,QUESTION_2,Vulcan,2,3 +RESPONSE_46,4.267930369673505,-0.14976954923331387,-0.27303065420053635,-0.40952254173983116,-0.0835900460130872,3.909992575498007,13,-5232.625455542854,143,QUESTION_2,Esperanto,2,2 +RESPONSE_47,6.348811607299139,-0.10589115343862064,-0.2830763662215601,0.0004458525062610013,-0.12094001019965979,4.175370463728134,7,-10385.87509687082,543,QUESTION_2,Klingon,4,4 +RESPONSE_48,4.701777482105613,-0.1453316246997682,-0.3322272621370448,-0.18972139400390606,-0.1217732077897799,4.168744400526809,5,-6864.614908204971,200,QUESTION_2,Esperanto,2,2 +RESPONSE_49,5.701639735256522,-0.0957814642530415,-0.15021680331135098,-0.21917728513098209,-0.09369881743517551,4.412759639616131,18,-6029.567409373588,557,QUESTION_2,Navi,5,4 +RESPONSE_50,5.187306324722378,-0.10320231978763127,-0.18537262764431378,-0.19812175941305982,-0.14141856104847747,4.182466417882258,10,-8146.931921957305,353,QUESTION_2,Vulcan,3,3 +RESPONSE_51,5.261744611095715,-0.14294713273454557,-0.2294020382429947,-0.16720254313615204,-0.1159978877767079,4.259553432228078,11,-8986.084993875762,366,QUESTION_2,Klingon,4,4 +RESPONSE_52,5.626477937872781,-0.06315101830389494,-0.1303938055249117,-0.0013801733950718383,-0.04372245117734715,5.00420257106861,10,-6922.795075829423,523,QUESTION_2,Klingon,5,5 +RESPONSE_53,6.622359735153993,-0.08761845002269053,-0.08265775270333232,-0.1048453993756711,-0.06374417391421987,4.402084982004124,15,-5094.2474373975865,735,QUESTION_2,Klingon,4,3 +RESPONSE_54,5.227837853317145,-0.07891017780535535,-0.15118380062592704,-0.00041327907241887126,-0.10422013398167021,4.627782152773747,18,-12490.377127380138,565,QUESTION_2,Vulcan,4,4 +RESPONSE_55,5.924190262669798,-0.11594554719456689,-0.17635559514686078,-0.1957589162000422,-0.0009515209412315562,4.437966350858516,2,-9924.560567511675,324,QUESTION_2,Klingon,3,4 +RESPONSE_56,6.014421903174632,-0.1200660263218193,-0.11606372560168873,-0.19952775533775496,-0.1263155216642745,4.685395818067799,18,-9357.455226438104,377,QUESTION_2,Vulcan,4,4 +RESPONSE_57,5.010378585366719,-0.14826550561432106,-0.18549191561398487,-0.44493490344874365,-0.11212196828097398,4.324560380872834,13,-6909.954620801603,318,QUESTION_2,Esperanto,4,4 +RESPONSE_58,5.177886550421138,-0.10106598697722131,-0.12547025512457216,-0.17019340943589217,-0.10057151549525375,4.272711330289151,2,-4797.839374462829,379,QUESTION_2,Esperanto,3,3 +RESPONSE_59,4.9388114226530115,-0.1553043238493183,-0.33677567006378595,-0.31195192118006876,-0.11958695378558379,4.205350001362887,13,-4675.735681235145,271,QUESTION_2,Vulcan,2,3 +RESPONSE_60,5.552500907115843,-0.10254573487807757,-0.09621160664435797,-0.04366883320406821,-0.07445140820605461,4.677947815369887,1,-8120.792962912871,548,QUESTION_2,Navi,4,4 +RESPONSE_61,6.047305983159986,-0.10825174404629101,-0.08410035137055263,-0.18952412609086533,-0.08299747240513675,4.358495412867743,14,-12006.731456577638,439,QUESTION_2,Esperanto,4,3 +RESPONSE_62,5.71126931399781,-0.10179478748602382,-0.12204011423131007,-0.040416808394696635,-0.07145518084908045,4.905100406285923,13,-9964.15064766773,601,QUESTION_2,Vulcan,5,5 +RESPONSE_63,4.901834670344162,-0.11654405610912195,-0.11753045645064773,-0.2509743837582159,-0.0839403623508296,4.480974960551953,3,-10540.410143205598,289,QUESTION_2,Klingon,3,3 +RESPONSE_64,5.095219062033827,-0.11555687902521843,-0.22337406814265887,-0.35277026823075563,-0.1377887711163444,4.6914736972585835,18,-5665.9409641272305,323,QUESTION_2,Klingon,3,3 +RESPONSE_65,5.879038632945785,-0.11117952312897957,-0.15967549809237036,-0.21853831238745886,-0.08149086182894617,4.0706659058111265,9,-12184.112015521276,754,QUESTION_2,Klingon,4,4 +RESPONSE_66,5.854407498388798,-0.09188411607577093,-0.07191633895490418,-0.14866368338353475,-0.06311945329350363,4.183343562628803,18,-8217.195580128606,773,QUESTION_2,Navi,4,4 +RESPONSE_67,5.8393911313109,-0.06591044914005889,-0.06995893265428846,-0.160909457442852,-0.057114294841595685,4.1837784550482455,10,-7010.888032984205,620,QUESTION_2,Vulcan,4,4 +RESPONSE_68,5.743681962191419,-0.1358767263379277,-0.228556227613391,-0.24332259169628975,-0.09419518358190605,4.329807350884032,18,-4563.021382512034,337,QUESTION_2,Klingon,4,4 +RESPONSE_69,5.045169762846371,-0.09429607392733567,-0.08236191502457627,-0.29950391802352294,-0.0818928231020527,4.419284309829859,2,-8337.573446366074,302,QUESTION_2,Navi,3,3 +RESPONSE_70,5.163049451843117,-0.11470071933459283,-0.15978889307012403,-0.16787225939255013,-0.10602910976252362,4.370918827703467,8,-9313.097349483209,362,QUESTION_2,Esperanto,3,3 +RESPONSE_71,4.871215993504256,-0.11548159041113068,-0.08902255872115292,-0.05221159771318208,-0.10602519408504922,4.2439997036416415,2,-12074.286648690933,363,QUESTION_2,Vulcan,3,3 +RESPONSE_72,5.300236789241013,-0.10563856460148643,-0.21448871925280927,-0.22094284125353983,-0.17743684063982076,4.152678679308845,18,-3335.9869841940854,403,QUESTION_2,Navi,3,3 +RESPONSE_73,4.34155641177576,-0.08960423082408912,-0.3796127624059438,-0.5180755823183352,-0.11664641103330715,4.386024971922706,7,-11531.040413446352,71,QUESTION_2,Klingon,1,1 +RESPONSE_74,5.587115101185276,-0.12869697689815987,-0.09546886833872449,-0.148589516549389,-0.0610126192584671,4.506391428691971,5,-9377.278523107123,544,QUESTION_2,Vulcan,4,4 +RESPONSE_75,4.954774696552758,-0.08350098703941,-0.17822514514564072,-0.0007044929255297609,-0.11956310840728994,4.348015479710287,6,-5381.20048067755,281,QUESTION_2,Navi,4,3 +RESPONSE_76,4.504719964750152,-0.07372903069780709,-0.25285824932070944,-0.2396238491118196,-0.1288628273318789,4.768184991137497,17,-6413.573845633859,185,QUESTION_2,Klingon,3,3 +RESPONSE_77,5.618108081172188,-0.1047649639984788,-0.1693970375838369,0.00022892725550405343,-0.1306935914255415,4.169504963601735,18,-6806.096875364829,520,QUESTION_2,Navi,4,4 +RESPONSE_78,6.28727193687608,-0.08812097177816666,-0.16859329132909398,-0.08069022489569115,-0.040709236536390525,4.78950467819536,5,-6086.896496713913,601,QUESTION_2,Klingon,5,5 +RESPONSE_79,3.755586375821629,-0.2103567149033811,-0.23956049834079726,-0.534886333458205,-0.210874142518448,3.950632515843758,6,-8078.370253056693,88,QUESTION_2,Esperanto,2,1 +RESPONSE_80,5.072898568459361,-0.09446438997153847,-0.19087049106343434,-0.1973474740893821,-0.05498514648158415,4.833543579580617,8,-7413.623263267944,334,QUESTION_2,Vulcan,4,3 +RESPONSE_81,5.870850194529269,-0.11252862053654297,-0.19488050672771395,0.001454343476390633,-0.12948938150910497,4.633829846053602,8,-11250.066152780984,680,QUESTION_3,Navi,4,4 +RESPONSE_82,5.775726386388563,-0.08680979231133269,-0.10259900220128933,0.0007043082981680985,-0.06849762879918728,4.534367026810253,20,-8954.03932877404,651,QUESTION_3,Vulcan,4,4 +RESPONSE_83,4.71325547098978,-0.11283875348536636,-0.17827586097446654,-0.26879756243615305,-0.09543195307514239,4.638034439887701,4,-7473.0197887933255,215,QUESTION_3,Vulcan,4,3 +RESPONSE_84,5.080506375036875,-0.08603414211770848,-0.12404997510147939,-0.24097026838686209,-0.07722200658522545,4.685028702151052,2,-5695.647710971749,342,QUESTION_3,Vulcan,3,4 +RESPONSE_85,5.272462456711578,-0.04603709247572576,-0.15088363125288853,-0.30705603678204557,-0.1218910116665069,4.336671056337276,5,-8108.209641355039,401,QUESTION_3,Navi,2,3 +RESPONSE_86,4.268775286992498,-0.15020464640555214,-0.27511924357696427,-0.40818527198456933,-0.08306727900793953,3.7828534797950013,6,-7932.7581306286265,143,QUESTION_3,Esperanto,2,2 +RESPONSE_87,6.227514197223741,-0.10691307661818725,-0.2780532249787314,-0.001813277132405328,-0.12008612620184456,4.266625054808037,5,-4378.666713102711,543,QUESTION_3,Esperanto,4,4 +RESPONSE_88,4.556542060026307,-0.14270574211090206,-0.3320849022259334,-0.1874531264667034,-0.12275426003525998,4.12519578157565,16,-9001.053165380416,200,QUESTION_3,Vulcan,2,2 +RESPONSE_89,5.686914439284896,-0.09582996772774224,-0.15441437299106264,-0.21921499267044317,-0.09439990979434612,4.392683988953526,9,-3806.3139990711684,557,QUESTION_3,Esperanto,5,4 +RESPONSE_90,5.261766872049131,-0.10452323838105551,-0.1817052713536288,-0.20022485601074833,-0.14295232732452187,4.153067656452709,10,-6812.741366180402,353,QUESTION_3,Vulcan,3,3 +RESPONSE_91,5.21102617863412,-0.14311336337308156,-0.22847750926843335,-0.16480623882767512,-0.11696911180772684,4.312803224430802,9,-5691.292243217336,366,QUESTION_3,Vulcan,4,4 +RESPONSE_92,5.573327867965382,-0.06226808841298423,-0.13254094827526947,0.0020798442368337015,-0.04385684137446748,4.980483274789093,19,-10463.76066786842,523,QUESTION_3,Klingon,5,5 +RESPONSE_93,6.618972508141033,-0.08725808419552293,-0.08231245551516882,-0.10625028156470338,-0.06435238450155287,4.4226222307333245,2,-7711.792788854956,735,QUESTION_3,Vulcan,4,3 +RESPONSE_94,5.222420635227893,-0.07963522915292195,-0.15092558547798965,-0.0005111660166205719,-0.10330418451081444,4.631179086269016,9,-11687.759477426489,565,QUESTION_3,Vulcan,4,4 +RESPONSE_95,5.804700940834062,-0.11872349426734262,-0.17284775168588457,-0.193568099905743,-0.00012794894211963254,4.406354721879594,4,-9697.206628024762,324,QUESTION_3,Navi,3,4 +RESPONSE_96,5.9885930870758495,-0.11894369429198509,-0.11734882724739025,-0.1973489629856295,-0.12662104438915486,4.772736815815229,9,-12143.252230596087,377,QUESTION_3,Vulcan,4,4 +RESPONSE_97,5.095356204900446,-0.15213542132678293,-0.18357095701813392,-0.4414727129082793,-0.11509624634400727,4.339155664748932,12,-7152.312445674943,318,QUESTION_3,Vulcan,4,4 +RESPONSE_98,5.141113218491709,-0.10362690934557732,-0.12512580979247903,-0.17032473194122444,-0.10055942035526572,4.329964719334843,8,-5462.037555437275,379,QUESTION_3,Klingon,3,3 +RESPONSE_99,4.933654441987073,-0.15857978642676546,-0.33338439972595896,-0.31494641956701963,-0.1206584498356429,4.161139487802116,17,-11295.773894040254,271,QUESTION_3,Esperanto,2,3 +RESPONSE_100,5.593233920830482,-0.10534171827334843,-0.09499886551726054,-0.042370832979868836,-0.07410603563568373,4.686710639576134,9,-9070.158476934983,548,QUESTION_3,Vulcan,4,4 +RESPONSE_101,6.057302279832855,-0.10555577645037259,-0.08244945219109827,-0.19210446548691446,-0.08152441562706947,4.419397407105573,3,-3868.7695408581485,439,QUESTION_3,Navi,4,3 +RESPONSE_102,5.641719135742499,-0.10426342936212103,-0.12210447065991985,-0.04130084692683778,-0.07060348149506565,4.8741569950246975,15,-5564.043152374374,601,QUESTION_3,Navi,5,5 +RESPONSE_103,4.934076817082659,-0.11691231674174037,-0.11655017302086022,-0.2480319235224862,-0.08292903716102688,4.446611046265905,10,-6626.41629755686,289,QUESTION_3,Esperanto,3,3 +RESPONSE_104,5.138184915733327,-0.11369618700696842,-0.2186865123714815,-0.34790280692108,-0.13567413867471523,4.643111622330122,13,-12563.160001760189,323,QUESTION_3,Navi,3,3 +RESPONSE_105,5.854856604246296,-0.11215314111498026,-0.15893969355483298,-0.22130595948671541,-0.08207486741614828,4.0408881813725674,14,-7278.237131591467,754,QUESTION_3,Esperanto,4,4 +RESPONSE_106,5.989284607854202,-0.09209668262911852,-0.07124871744559949,-0.14781641264353726,-0.06233855443781622,4.1033307969383985,5,-10971.474843459346,773,QUESTION_3,Klingon,4,4 +RESPONSE_107,5.756477701422786,-0.06642389649630351,-0.06906552578264741,-0.15956663718867137,-0.057601825839945456,4.188677534304624,10,-3994.8465053485843,620,QUESTION_3,Klingon,4,4 +RESPONSE_108,5.870961681715444,-0.13606990917447115,-0.23245027758628448,-0.24324939253810723,-0.09448267798021509,4.240712184423488,1,-7692.412742533708,337,QUESTION_3,Klingon,4,4 +RESPONSE_109,4.938248680260479,-0.09112191219656221,-0.0819988057576822,-0.29245594532041413,-0.08183078724962463,4.380180970547859,8,-6024.372806312614,302,QUESTION_3,Navi,3,3 +RESPONSE_110,5.190180285649064,-0.11302203495017352,-0.1550567009747582,-0.1667922660076093,-0.10564527050112762,4.3121237056763215,1,-8721.816076866622,362,QUESTION_3,Vulcan,3,3 +RESPONSE_111,4.764937631079964,-0.11535854117353883,-0.08859300754322025,-0.05296166685993762,-0.10424519046180415,4.2747681772648685,6,-4906.353651757593,363,QUESTION_3,Klingon,3,3 +RESPONSE_112,5.267833308846324,-0.1039006833600877,-0.2114232237922227,-0.2190388717948239,-0.18004598248819711,4.1517649275395625,16,-10849.37198894878,403,QUESTION_3,Vulcan,3,3 +RESPONSE_113,4.33512237089551,-0.08957288612620037,-0.3766308924403732,-0.5137832975074641,-0.12018470426607501,4.342547015466895,15,-6797.613304021446,71,QUESTION_3,Navi,1,1 +RESPONSE_114,5.677715381944702,-0.12958219461438358,-0.09765627978905708,-0.1495673078411187,-0.060792963459530724,4.520062656173169,19,-9253.508720036241,544,QUESTION_3,Navi,4,4 +RESPONSE_115,4.922827573168012,-0.08181118938457967,-0.1742188457690199,0.0001020797487098907,-0.11652100856945367,4.336686128248164,13,-12904.300220886138,281,QUESTION_3,Klingon,4,3 +RESPONSE_116,4.545036797915292,-0.07330226189473582,-0.2550327754171689,-0.2409290421990283,-0.12833836971083123,4.882474160137356,13,-10339.6338220015,185,QUESTION_3,Klingon,3,3 +RESPONSE_117,5.584355710944149,-0.1067757632590403,-0.1696653456292538,-0.0002779593857816089,-0.13145332470980084,4.19748267215859,16,-5511.3443723061155,520,QUESTION_3,Vulcan,4,4 +RESPONSE_118,6.390273726126506,-0.08643856129769649,-0.16799084682638513,-0.08162425897738,-0.04133720801457021,4.773410224313219,17,-6332.601680017214,601,QUESTION_3,Navi,5,5 +RESPONSE_119,3.769290024258319,-0.20581168662831628,-0.23774906578439398,-0.5311166509602837,-0.21231923593895558,4.0242695927723,4,-5243.913779081079,88,QUESTION_3,Klingon,2,1 +RESPONSE_120,5.085184412844011,-0.0944607647119814,-0.18672723114768786,-0.19809253214296282,-0.05460569437727462,4.8248530116431265,10,-12561.993958888681,334,QUESTION_3,Navi,4,3 +RESPONSE_121,5.84825097987591,-0.11299602669563746,-0.19541051469870252,-0.00023102356637828622,-0.12660279242264538,4.531326605209457,13,-12396.341281345602,680,QUESTION_4,Esperanto,4,4 +RESPONSE_122,5.781002155563445,-0.08513360232400781,-0.10413221436792436,-0.00033892928224183783,-0.06743893980819063,4.535529206184901,17,-12762.756561359316,651,QUESTION_4,Vulcan,4,4 +RESPONSE_123,4.674630671577134,-0.11386376463677876,-0.1810544292309035,-0.2719285585122412,-0.09572375011893737,4.666653019534669,4,-6943.068522193119,215,QUESTION_4,Klingon,4,3 +RESPONSE_124,5.2370957559928115,-0.08668241798284443,-0.11932628947679563,-0.23844702197508352,-0.07790360588058472,4.681865648481826,20,-7907.632934015247,342,QUESTION_4,Vulcan,3,4 +RESPONSE_125,5.260896927162302,-0.046277092791338965,-0.15254383796043905,-0.306431173571708,-0.12300213160217482,4.221733834654363,13,-8428.15980376179,401,QUESTION_4,Esperanto,2,3 +RESPONSE_126,4.2551708344154004,-0.14943952159365453,-0.27675275276898526,-0.4092151466191439,-0.08339660605894848,3.9159447052406806,10,-4570.2661270429235,143,QUESTION_4,Vulcan,2,2 +RESPONSE_127,6.262412496990317,-0.1054393827805709,-0.28329405375457944,0.00043156812647400777,-0.12024872092103646,4.1903591442523895,8,-9831.67925901914,543,QUESTION_4,Vulcan,4,4 +RESPONSE_128,4.577353239127284,-0.14300931945340317,-0.3308010936238479,-0.18406375387394036,-0.12207334359632843,4.1755357213535405,3,-5784.8138179102125,200,QUESTION_4,Navi,2,2 +RESPONSE_129,5.748907521879575,-0.09572132023025089,-0.15205477001922973,-0.22082278998728982,-0.09404335512738043,4.377098236419134,14,-7232.756749069753,557,QUESTION_4,Navi,5,4 +RESPONSE_130,5.174371346116375,-0.10569177922447856,-0.1834679677776154,-0.1958843622307346,-0.14194836912851252,4.225058995333766,10,-5978.798341794686,353,QUESTION_4,Navi,3,3 +RESPONSE_131,5.16435845525739,-0.1425616141902891,-0.22667635147813178,-0.16507324639725418,-0.11873044838664415,4.179078215731841,4,-10250.584734774342,366,QUESTION_4,Vulcan,4,4 +RESPONSE_132,5.546623990357694,-0.06405523636114048,-0.13267895260875107,0.00017203736635766856,-0.0444354066603075,4.8669293476036115,5,-4782.459058444689,523,QUESTION_4,Esperanto,5,5 +RESPONSE_133,6.536885142582891,-0.08933184513692874,-0.08257337274630307,-0.10575220273771338,-0.0638579091992722,4.38790638168771,9,-8658.597351315886,735,QUESTION_4,Navi,4,3 +RESPONSE_134,5.3215777296351865,-0.0798231004813728,-0.14976636685165307,-0.0004212656827400207,-0.10478188519778152,4.631379510446408,11,-12064.293330151793,565,QUESTION_4,Navi,4,4 +RESPONSE_135,5.780777468297798,-0.11602338166598479,-0.17731458298145733,-0.1907552969736076,0.0013958923270092252,4.391573845982787,20,-5505.705263185724,324,QUESTION_4,Navi,3,4 +RESPONSE_136,5.904717687369006,-0.12049531279425446,-0.11494349542850654,-0.20240610125392314,-0.1272211149399899,4.772456186843005,19,-10299.513209452729,377,QUESTION_4,Esperanto,4,4 +RESPONSE_137,4.991668762143316,-0.14981042153329546,-0.18412431870281182,-0.4382067499201125,-0.1112414859724597,4.270362613436694,13,-10558.494812215939,318,QUESTION_4,Esperanto,4,4 +RESPONSE_138,5.252511028965032,-0.10289021027843226,-0.12594441410546456,-0.17144811514927663,-0.10278420120002821,4.381577489974512,12,-9244.440511022112,379,QUESTION_4,Vulcan,3,3 +RESPONSE_139,4.8677044024292035,-0.15665012731609945,-0.33977003436008757,-0.30979243435380455,-0.12084228426359335,4.123278963357781,15,-11869.537795045138,271,QUESTION_4,Vulcan,2,3 +RESPONSE_140,5.613727913049584,-0.10265927682247981,-0.09761859161060316,-0.04288354913268517,-0.0745866459214415,4.750299687283833,9,-6450.1777653730305,548,QUESTION_4,Esperanto,4,4 +RESPONSE_141,6.051415532209252,-0.10632214570257734,-0.08173853773042804,-0.1892111312362371,-0.08197052171795015,4.412211657034914,10,-7048.948519919755,439,QUESTION_4,Klingon,4,3 +RESPONSE_142,5.743985505709358,-0.10401457958373628,-0.11991061003676412,-0.040328218465034545,-0.07104618525614442,4.937713188669968,3,-9285.920857631052,601,QUESTION_4,Navi,5,5 +RESPONSE_143,4.924872478723512,-0.11718204643718069,-0.11729175206231218,-0.2452455199949028,-0.08371242308199618,4.356748583357014,8,-12188.868166615195,289,QUESTION_4,Vulcan,3,3 +RESPONSE_144,5.126114094011395,-0.11712196439959295,-0.22365577372902704,-0.34993253103000443,-0.1346881742661583,4.69143746182528,10,-11428.178523407785,323,QUESTION_4,Navi,3,3 +RESPONSE_145,5.925362757615068,-0.11028259916297627,-0.1595569535199399,-0.22131669946580412,-0.08212096559056403,4.140754969185974,10,-10236.690067540858,754,QUESTION_4,Klingon,4,4 +RESPONSE_146,5.915976533177087,-0.09220384188432325,-0.07270752524237589,-0.14924425333685418,-0.06247286704016539,4.218933630100374,8,-10220.648972185949,773,QUESTION_4,Esperanto,4,4 +RESPONSE_147,5.7961727294815635,-0.06695172286372725,-0.06802805125333398,-0.15951809799384395,-0.055819313462078836,4.1607375480510855,9,-5133.191838634405,620,QUESTION_4,Navi,4,4 +RESPONSE_148,5.8771937656798245,-0.13777070609046138,-0.23180199125731832,-0.2414661977439231,-0.09536744921463894,4.249831766167871,8,-7012.674330949985,337,QUESTION_4,Navi,4,4 +RESPONSE_149,5.048217428061751,-0.09072555527603497,-0.08028340659530937,-0.2953322034364369,-0.08250047560611096,4.384270172531184,17,-6060.621971529094,302,QUESTION_4,Vulcan,3,3 +RESPONSE_150,5.1575595412682835,-0.11441500024822823,-0.15668815077641993,-0.16839948139124988,-0.10542791516539347,4.309677565720284,14,-7575.220061326975,362,QUESTION_4,Navi,3,3 +RESPONSE_151,4.796790791006131,-0.11532049336821862,-0.09096891886785116,-0.05291610078320796,-0.10326292104351485,4.311279225075418,19,-11990.70508814871,363,QUESTION_4,Esperanto,3,3 +RESPONSE_152,5.337589094426573,-0.10461014654898163,-0.21523782901737798,-0.22241050314571492,-0.18028319986871216,4.1649798951937695,17,-11787.272940529656,403,QUESTION_4,Klingon,3,3 +RESPONSE_153,4.24655862368342,-0.09051734135479156,-0.3748805929220525,-0.5138414221097989,-0.11864641000458014,4.2698915724114075,19,-5337.275427902927,71,QUESTION_4,Esperanto,1,1 +RESPONSE_154,5.602692597016124,-0.13090023646058396,-0.09394692094045382,-0.1493747679206672,-0.06119309533745335,4.439476602259205,10,-13900.906281286168,544,QUESTION_4,Klingon,4,4 +RESPONSE_155,5.0432950885835615,-0.08269452763975522,-0.1803212831757586,0.0007436871197925536,-0.12100033052515591,4.406828783843905,11,-7102.8935179186665,281,QUESTION_4,Vulcan,4,3 +RESPONSE_156,4.530734798056303,-0.07359384343606747,-0.2520982135972788,-0.24233929299109352,-0.12624326631735067,4.768078918976055,12,-11105.77004985703,185,QUESTION_4,Esperanto,3,3 +RESPONSE_157,5.583179282231734,-0.10540601450228101,-0.17254627025794045,0.0009718668340412516,-0.13182761648635224,4.2152375778688205,6,-5528.750941475834,520,QUESTION_4,Navi,4,4 +RESPONSE_158,6.34427025504059,-0.08711989473701909,-0.1676932698768474,-0.08216248464827669,-0.0416514725198558,4.74449766979887,11,-8691.165306069848,601,QUESTION_4,Navi,5,5 +RESPONSE_159,3.781234567836048,-0.2106569188040306,-0.2351786219863613,-0.5369230466093129,-0.21432233117128927,4.00778594097705,13,-6545.655780453577,88,QUESTION_4,Klingon,2,1 +RESPONSE_160,5.091006004569724,-0.09547048624050507,-0.19000828810063863,-0.19918777681698094,-0.0546889066820984,4.727331968986029,12,-9024.241500295573,334,QUESTION_4,Vulcan,4,3 +RESPONSE_161,5.808565232710129,-0.11304446824578664,-0.19464223801612127,-0.0009961724067813502,-0.126216420712024,4.690506610716851,18,-9851.950130789224,680,QUESTION_5,Vulcan,4,4 +RESPONSE_162,5.78693231254012,-0.08587134553309879,-0.10310622041424201,-0.0014390314204515066,-0.06753473683028184,4.5053303673042,16,-11917.666935782427,651,QUESTION_5,Esperanto,4,4 +RESPONSE_163,4.649081400043202,-0.11428349730478804,-0.18244278977200615,-0.2746263484186033,-0.09396221677346658,4.614375030754431,19,-5608.074011635437,215,QUESTION_5,Navi,4,3 +RESPONSE_164,5.144104789978727,-0.08671391666744432,-0.12143776513343785,-0.24048973132817109,-0.07728522789373887,4.658488272937101,17,-9630.909990214588,342,QUESTION_5,Navi,3,4 +RESPONSE_165,5.312822572812442,-0.0463605367591214,-0.14856142343011808,-0.30375046964895036,-0.12209696134357641,4.279402693312399,3,-8293.271034021986,401,QUESTION_5,Klingon,2,3 +RESPONSE_166,4.259940105212093,-0.1509063669940506,-0.2826433887592033,-0.4143244288840974,-0.08387526351593641,3.8464665182983016,16,-11862.860825771686,143,QUESTION_5,Vulcan,2,2 +RESPONSE_167,6.256850293958461,-0.10686017858308594,-0.28014740134343546,6.0521341615795214e-05,-0.122414997362171,4.299990355620265,12,-12332.96499905688,543,QUESTION_5,Klingon,4,4 +RESPONSE_168,4.649831041752774,-0.13995455647701038,-0.33350884731514147,-0.19104985238867367,-0.12110223632669476,4.18748206509707,9,-8212.823655139078,200,QUESTION_5,Vulcan,2,2 +RESPONSE_169,5.5681451047062005,-0.09552415111699258,-0.15232048910480303,-0.22499477408389867,-0.09463125125845938,4.377692973653219,16,-8011.3293553588,557,QUESTION_5,Esperanto,5,4 +RESPONSE_170,5.060598375778115,-0.10618881198141344,-0.18804375592127262,-0.1993705802804871,-0.13912565943973432,4.214332116106197,18,-7851.892258926941,353,QUESTION_5,Navi,3,3 +RESPONSE_171,5.212287641963099,-0.14275515727180504,-0.22583933955634133,-0.1660861241971709,-0.11736025177538724,4.25057502133225,6,-9403.339129222737,366,QUESTION_5,Navi,4,4 +RESPONSE_172,5.554225003554914,-0.06345610828012938,-0.13078851994902388,-0.0004189253622278274,-0.04353708522957888,4.934478051334714,8,-6088.041676099802,523,QUESTION_5,Navi,5,5 +RESPONSE_173,6.559851040785911,-0.08817692509067042,-0.08258503357349224,-0.10618804231020895,-0.06350601021970587,4.451859904312221,5,-8544.917479459045,735,QUESTION_5,Navi,4,3 +RESPONSE_174,5.274603591094711,-0.07725131664577524,-0.1516288073936409,0.00202099422535066,-0.10471137042457289,4.679753926088708,16,-11004.587898312104,565,QUESTION_5,Esperanto,4,4 +RESPONSE_175,5.770949397655356,-0.11457439847667931,-0.17447788270786735,-0.19119458751653035,-0.0004057499048472584,4.4084038646318575,16,-5024.3120028157,324,QUESTION_5,Esperanto,3,4 +RESPONSE_176,5.782108486883898,-0.11977456718713127,-0.11476278906919107,-0.20118001332655194,-0.12566933382049322,4.690570350211557,12,-6222.754641274607,377,QUESTION_5,Klingon,4,4 +RESPONSE_177,4.962609976719809,-0.14931437260938166,-0.18753844439688372,-0.4332751571951332,-0.11441956018800975,4.3527824531888974,14,-13125.978953559357,318,QUESTION_5,Vulcan,4,4 +RESPONSE_178,5.2456314253881375,-0.10088387798317802,-0.12470821942154614,-0.1676497719132685,-0.10367033024397893,4.367178133681857,12,-11458.40072344777,379,QUESTION_5,Klingon,3,3 +RESPONSE_179,4.922848507212938,-0.15317391045454093,-0.33627150945873535,-0.3026317808814517,-0.12309408048655708,4.110182000509459,19,-10133.776336595816,271,QUESTION_5,Vulcan,2,3 +RESPONSE_180,5.568663568246954,-0.10432318603431262,-0.09549952672872096,-0.04323482564617868,-0.07395212648147716,4.794746063908469,2,-11260.878159207874,548,QUESTION_5,Klingon,4,4 +RESPONSE_181,6.062293729549855,-0.10595710585898653,-0.08136704116987735,-0.18812610188066162,-0.08057851385005194,4.393466256499823,19,-11261.802438020059,439,QUESTION_5,Vulcan,4,3 +RESPONSE_182,5.6816398005526105,-0.10345013719991929,-0.12129083346844902,-0.040856401174379414,-0.07024340724451147,4.835256146956064,10,-6988.860776088699,601,QUESTION_5,Vulcan,5,5 +RESPONSE_183,4.957106082210847,-0.11493992465722333,-0.11784481795029911,-0.24906523695192612,-0.08412624750892622,4.443031923956395,14,-8152.89400252864,289,QUESTION_5,Navi,3,3 +RESPONSE_184,5.100539583345083,-0.11532730144034715,-0.22421276627421577,-0.34613909295533885,-0.13653180516540475,4.710984676725214,18,-5231.525598747583,323,QUESTION_5,Klingon,3,3 +RESPONSE_185,5.933549963814808,-0.1088543526505199,-0.15652925289523043,-0.21767278759883646,-0.08150566376803878,4.128676142361032,14,-6569.936537515637,754,QUESTION_5,Esperanto,4,4 +RESPONSE_186,6.023146424549076,-0.09052627675155289,-0.07189096402255658,-0.14926458357089697,-0.061984825498238326,4.173831731024361,9,-8598.629983759458,773,QUESTION_5,Esperanto,4,4 +RESPONSE_187,5.756246983938716,-0.0655898871060833,-0.06960524414553754,-0.16303370129076336,-0.05659297408720125,4.215949039990627,6,-6539.265608337719,620,QUESTION_5,Navi,4,4 +RESPONSE_188,5.805889146201376,-0.13784420064412284,-0.23326555806100832,-0.23991784905949404,-0.09517797164434391,4.37206664442475,7,-5044.157533355388,337,QUESTION_5,Vulcan,4,4 +RESPONSE_189,5.109673570342725,-0.0925669263733389,-0.0803273349792988,-0.29408787128437264,-0.0826158549519689,4.273942855860416,19,-4980.733597374792,302,QUESTION_5,Klingon,3,3 +RESPONSE_190,5.174673294882774,-0.11467851556173536,-0.15386365995322968,-0.16593317889630527,-0.10454497375378811,4.241833201432851,6,-6040.119559988035,362,QUESTION_5,Klingon,3,3 +RESPONSE_191,4.8711514056391785,-0.11347783247316807,-0.0905955837220561,-0.05170091389935735,-0.10403583239926009,4.347811894331173,7,-11006.788049494837,363,QUESTION_5,Vulcan,3,3 +RESPONSE_192,5.231194913227801,-0.10470272752712328,-0.21399262614850614,-0.22410792771246485,-0.180721536622879,4.1475509814112,9,-4338.532726237085,403,QUESTION_5,Esperanto,3,3 +RESPONSE_193,4.262989545520528,-0.09096530092660604,-0.36632787828213154,-0.5212385340698211,-0.11877163586401654,4.4599876536575636,9,-6493.360571703143,71,QUESTION_5,Klingon,1,1 +RESPONSE_194,5.7083889289260705,-0.13000488683280884,-0.09522960931141106,-0.14862647874459559,-0.06072945372868957,4.472606925832167,5,-8798.69066643964,544,QUESTION_5,Navi,4,4 +RESPONSE_195,4.977245220892741,-0.0840397498757009,-0.17854836935355986,-0.00014426274554185444,-0.11908346023412753,4.381323390838402,11,-10245.038973516486,281,QUESTION_5,Vulcan,4,3 +RESPONSE_196,4.550143162287714,-0.07318163017026906,-0.25586629579956816,-0.243372248303419,-0.12629983976217,4.69771884266387,5,-7610.593936222832,185,QUESTION_5,Vulcan,3,3 +RESPONSE_197,5.651357379300722,-0.10567642881701801,-0.17015740329788193,-3.66583331129061e-06,-0.13244495456538702,4.237412366823095,1,-6182.833971631509,520,QUESTION_5,Esperanto,4,4 +RESPONSE_198,6.541219952879253,-0.08809093313843414,-0.16858161822993545,-0.08095784189805204,-0.040308777007569706,4.929782858285784,9,-4285.628480025826,601,QUESTION_5,Esperanto,5,5 +RESPONSE_199,3.770318292042199,-0.2109171766291959,-0.2389273085943553,-0.5384839868860176,-0.21642264568297784,4.014736799431227,14,-9203.661060223181,88,QUESTION_5,Vulcan,2,1 +RESPONSE_200,5.1214694720159315,-0.0941787346066672,-0.18672004740197287,-0.19812466226550068,-0.055504320978549966,4.863284225856278,13,-9905.56403465048,334,QUESTION_5,Vulcan,4,3 diff --git a/example/train.csv b/example/train.csv new file mode 100644 index 000000000..f0fb1575a --- /dev/null +++ b/example/train.csv @@ -0,0 +1,501 @@ +ID,FEATURE1,FEATURE2,FEATURE3,FEATURE4,FEATURE5,FEATURE6,FEATURE7,FEATURE8,LENGTH,QUESTION,L1,score,score2 +RESPONSE_1,4.93806460126142,-0.0584019308051746,-0.0846667513334603,-0.316793975540994,-0.05986843400892501,4.65591397849462,16,-7940.981205828437,279,QUESTION_1,Esperanto,3,3 +RESPONSE_2,5.37989735354046,-0.0781006575640341,-0.15920308451727802,-0.271537693320852,-0.107334697685273,4.76267281105991,10,-6683.432480150636,434,QUESTION_1,Klingon,4,4 +RESPONSE_3,4.87137322676275,-0.0600602560901643,-0.13840913308956698,-0.3032392174315611,0.0,4.681992337164751,12,-11848.82863236471,261,QUESTION_1,Navi,3,3 +RESPONSE_4,4.71849887129509,-0.053042883416763005,-0.211288563682129,-0.30618621784789696,-0.0668153104781061,4.42410714285714,18,-9644.787763962237,224,QUESTION_1,Esperanto,3,3 +RESPONSE_5,4.62497281328427,-0.116778484607045,-0.121267812518166,-0.261968415997792,-0.121267812518166,5.0,2,-10536.346496314658,204,QUESTION_1,Navi,3,3 +RESPONSE_6,5.52942908751142,-0.0614571044428799,-0.204124145231932,0.0,-0.0996023841111995,4.57539682539683,3,-12407.017493581072,504,QUESTION_1,Esperanto,4,4 +RESPONSE_7,5.0562458053483095,-0.0722739316492093,-0.11286652959662,-0.178457652562062,-0.05643326479831,4.5796178343949006,11,-12841.050973951487,314,QUESTION_1,Navi,3,3 +RESPONSE_8,4.774912960575191,-0.107799232277336,-0.20541200750444,-0.0649569802461631,-0.145248223443532,4.953586497890299,7,-9122.018595513759,237,QUESTION_1,Klingon,3,4 +RESPONSE_9,5.46806014113513,-0.118139961125272,-0.259827920984652,-0.225017580185205,-0.11250879009260198,3.85021097046413,7,-11197.50021337257,474,QUESTION_1,Vulcan,3,3 +RESPONSE_10,6.26909628370626,-0.11236058018844802,-0.32856437033638497,0.0,-0.0615457454896664,4.276515151515151,10,-10903.922373691099,528,QUESTION_1,Vulcan,2,2 +RESPONSE_11,6.15060276844628,-0.081019800496933,-0.146020415081142,0.0,-0.122169444356305,4.19189765458422,20,-4307.599071824252,469,QUESTION_1,Navi,3,3 +RESPONSE_12,5.29078910012725,-0.0780097820250321,-0.18778840120519694,0.0,-0.0501885613228496,4.56926952141058,13,-9509.005831482078,397,QUESTION_1,Navi,4,4 +RESPONSE_13,5.1817835502920895,-0.0700284810505032,-0.198307444884526,-0.158999682000954,-0.0749531688995861,4.47191011235955,17,-5535.571052102188,356,QUESTION_1,Klingon,3,3 +RESPONSE_14,5.48893772615669,-0.114937232629007,-0.0642824346533225,0.0,-0.0909090909090909,4.5495867768595,20,-7160.043414710473,484,QUESTION_1,Navi,4,4 +RESPONSE_15,4.44265125649032,-0.157277464536837,-0.391076944437521,-0.351467511677404,-0.076696498884737,4.7764705882352905,15,-6300.537735570257,170,QUESTION_1,Esperanto,2,2 +RESPONSE_16,5.31073988654659,-0.11386768810566,-0.149071198499986,-0.131468439624436,-0.0702728368926307,4.02962962962963,20,-4841.610815387637,405,QUESTION_1,Klingon,3,4 +RESPONSE_17,6.200509174042691,-0.0763170500114337,-0.2776312437480169,0.0,-0.162385862552742,3.68965517241379,2,-4463.336392987499,493,QUESTION_1,Vulcan,3,3 +RESPONSE_18,5.69204721843778,-0.0675502901300752,-0.0711268017165705,-0.16931565460334902,0.0,4.82462057335582,6,-7712.672518603857,593,QUESTION_1,Vulcan,4,5 +RESPONSE_19,4.52720864451838,-0.05803423019770401,-0.194519505031855,-0.311925146946022,0.0,4.19459459459459,7,-9065.008526892165,185,QUESTION_1,Navi,3,3 +RESPONSE_20,4.753590191106361,-0.15527336698744598,-0.30794088102572,-0.185695338177052,-0.13130643285972302,4.44827586206897,7,-13950.786157620996,232,QUESTION_1,Navi,3,3 +RESPONSE_21,4.5849674786705705,-0.0962131452737853,-0.188982236504614,0.0,0.0,4.581632653061219,2,-4785.19916161297,196,QUESTION_1,Vulcan,3,3 +RESPONSE_22,4.7791234931115305,-0.12348268441809103,-0.194461117065649,-0.372364689766463,-0.0916698497028211,4.28991596638655,13,-9750.764064780533,238,QUESTION_1,Klingon,3,3 +RESPONSE_23,5.52146091786225,-0.115441414536349,-0.189736659610103,-0.189736659610103,-0.154919333848297,4.6080000000000005,8,-6375.794678656474,250,QUESTION_1,Vulcan,3,3 +RESPONSE_24,5.56260286119342,-0.105870117611106,-0.107314094038344,-0.061957821080879,-0.0758825236114042,4.41458733205374,16,-5915.682845528709,521,QUESTION_1,Klingon,4,4 +RESPONSE_25,5.65248918026865,-0.112504894197645,-0.102597835208515,-0.0837707816583391,-0.0936585811581694,4.3754385964912315,8,-10498.89177526062,570,QUESTION_1,Esperanto,4,4 +RESPONSE_26,4.98360662170834,-0.0727538258830759,-0.154830884321333,-0.24828176658071,-0.0827605888602368,4.48972602739726,1,-11380.936100632374,292,QUESTION_1,Klingon,3,4 +RESPONSE_27,5.541263545158429,-0.0822912462783569,-0.0990147542976674,-0.276533159377486,-0.076696498884737,4.65490196078431,4,-5426.600365764597,510,QUESTION_1,Esperanto,4,4 +RESPONSE_28,5.95064255258773,-0.088600108396475,-0.169250800096582,-0.22821773229381895,-0.102062072615966,4.30989583333333,7,-10873.608949697917,384,QUESTION_1,Klingon,4,4 +RESPONSE_29,5.2704321630585005,-0.0947073041796312,-0.189709560179898,0.0,-0.101404025312679,4.45501285347044,3,-12268.102265407597,389,QUESTION_1,Esperanto,4,4 +RESPONSE_30,5.7021144175555,-0.0942795895294183,-0.0817177846445437,0.0,-0.0577831996656988,4.56093489148581,15,-9862.431539818015,599,QUESTION_1,Navi,4,4 +RESPONSE_31,5.105945473900579,-0.129148863101231,-0.239949489634293,-0.205971460217775,-0.14564381625088402,4.43030303030303,8,-11212.130837494527,330,QUESTION_1,Navi,4,3 +RESPONSE_32,5.48063892334199,-0.0676744054489706,-0.129099444873581,0.0,-0.0790569415042095,4.61666666666667,7,-9937.91837271977,480,QUESTION_1,Klingon,4,4 +RESPONSE_33,4.69134788222914,-0.14730224214631,-0.317675040241849,-0.253417014989599,-0.0677285461478596,4.3302752293578,5,-7662.169525540232,218,QUESTION_1,Esperanto,3,3 +RESPONSE_34,5.36597601502185,-0.107541814854325,-0.231815266445093,-0.199297832823702,-0.118400555694579,4.3411214953271005,6,-12717.773145363146,428,QUESTION_1,Esperanto,3,3 +RESPONSE_35,5.2094861528414205,-0.106270771263333,-0.295688508381829,-0.32221908170066804,-0.165294901226822,3.8551912568306,18,-7267.494103705405,366,QUESTION_1,Klingon,4,4 +RESPONSE_36,5.62040086571715,-0.182573854029988,-0.248181794051358,-0.4170288281141501,-0.120385853085769,4.21739130434783,11,-5217.811151300712,276,QUESTION_1,Esperanto,3,3 +RESPONSE_37,4.48300255201388,-0.0931767786938378,-0.22549380840084896,-0.260377821961648,-0.150329205600566,5.03389830508475,13,-10302.543876841462,177,QUESTION_1,Klingon,3,3 +RESPONSE_38,5.27128869416012,-0.114902876976361,-0.0925291512747007,-0.117041147196131,-0.101360606759923,4.56506849315068,18,-10041.230081425661,584,QUESTION_1,Klingon,4,4 +RESPONSE_39,5.257495372027781,-0.0942674190068453,-0.102062072615966,0.0,-0.14433756729740602,4.66927083333333,20,-9598.577946990195,384,QUESTION_1,Klingon,3,3 +RESPONSE_40,5.491001710377541,-0.103144669957614,-0.0786483757639614,-0.101534616513362,-0.0642161299067936,4.54432989690722,6,-9701.10455803817,485,QUESTION_1,Esperanto,5,4 +RESPONSE_41,5.01285505083457,-0.0696458972062817,-0.199778147463608,0.0,-0.0941763218696022,4.31929046563193,11,-12436.32145621167,451,QUESTION_1,Vulcan,3,3 +RESPONSE_42,5.0401940963378005,-0.0952674137029764,-0.17066403719657194,-0.3686764572048061,-0.127205462828696,4.62459546925566,10,-11555.641909086522,309,QUESTION_1,Vulcan,3,4 +RESPONSE_43,4.9416424226093,-0.0820436947691321,-0.253546276418555,0.0,-0.13363062095621198,4.29642857142857,10,-8758.190618056196,280,QUESTION_1,Esperanto,4,3 +RESPONSE_44,5.38449506278909,-0.10195650646170197,-0.20318563844357893,-0.279251949637145,-0.10708823421953,4.36238532110092,1,-9936.868277901563,436,QUESTION_1,Vulcan,4,3 +RESPONSE_45,3.17805383034795,-0.08602610524511099,-0.40824829046386296,-0.629152869605896,-0.14433756729740602,4.45833333333333,13,-7914.274147229711,48,QUESTION_1,Vulcan,1,1 +RESPONSE_46,5.0369526024136295,-0.0806323569636637,-0.21320071635561,-0.279145263119541,-0.113960576459638,4.0129870129870095,5,-9379.816307227742,308,QUESTION_1,Klingon,3,3 +RESPONSE_47,4.53259949315326,-0.0629442033841247,-0.179605302026775,-0.502680984365841,-0.12700012700019098,4.18279569892473,20,-8723.377843759363,186,QUESTION_1,Navi,3,3 +RESPONSE_48,5.161924741642482,-0.11768643872547198,-0.22070478408769895,-0.288261263221276,-0.11969397463728,4.36389684813754,12,-6322.170885920463,349,QUESTION_1,Klingon,4,4 +RESPONSE_49,5.87773578177964,-0.0584142836489996,-0.105851224804993,0.0,-0.074848118856512,4.624649859943982,11,-4917.104504391469,357,QUESTION_1,Klingon,5,4 +RESPONSE_50,4.95934199970871,-0.106059242110605,-0.236939551103637,0.0,-0.132453235706504,4.5649122807017495,17,-5984.200485280721,285,QUESTION_1,Vulcan,3,3 +RESPONSE_51,5.03370056702725,-0.0847759562482758,-0.235318067376639,-0.18928977492856894,-0.127619140222539,4.1693811074918585,14,-8588.600524316002,307,QUESTION_1,Esperanto,3,2 +RESPONSE_52,4.7791234931115305,-0.0809804323159801,-0.140028008402801,-0.158776837207489,0.0,4.55182072829132,19,-8068.081667857978,357,QUESTION_1,Esperanto,3,3 +RESPONSE_53,5.7868973813667095,-0.0809264248124579,-0.0783260449987957,0.0,-0.0553848775621711,4.5582822085889605,13,-8371.165051049893,652,QUESTION_1,Vulcan,5,4 +RESPONSE_54,5.38449506278909,-0.13188282274331098,-0.19156525704423005,0.0,-0.0957826285221151,4.39678899082569,8,-12814.529686809947,436,QUESTION_1,Navi,4,4 +RESPONSE_55,5.53338948872752,-0.120888152710087,-0.243492376778837,-0.251477845384773,0.0,4.80237154150198,10,-10310.61099250967,253,QUESTION_1,Vulcan,3,3 +RESPONSE_56,5.40941141405362,-0.0855687688669139,-0.141895130952121,0.0,-0.0668900062090651,4.8791946308724805,3,-6683.395797326215,447,QUESTION_1,Esperanto,4,4 +RESPONSE_57,4.67749084756772,-0.0889991364409946,-0.118124884643724,-0.15249857033260505,-0.0964485644340824,5.02325581395349,11,-8639.288449443839,215,QUESTION_1,Esperanto,3,3 +RESPONSE_58,5.4638318050256105,-0.0617948734672955,-0.130188910980824,0.0,-0.0650944554904119,4.46610169491525,3,-9074.087246915358,472,QUESTION_1,Vulcan,4,4 +RESPONSE_59,5.24174701505964,-0.10481038465151,-0.16265001215808894,-0.454256762579498,-0.154303349962092,4.03703703703704,10,-7906.506638398983,378,QUESTION_1,Klingon,3,3 +RESPONSE_60,5.105945473900579,-0.0963663112253405,-0.134839972492648,-0.325669473639465,-0.0953462589245592,4.57575757575758,20,-10414.510226552256,330,QUESTION_1,Vulcan,4,4 +RESPONSE_61,5.114995309420499,-0.114525687204238,-0.212238179989004,-0.305111607601371,-0.154996851658426,4.489489489489491,19,-8566.848384984332,333,QUESTION_1,Vulcan,3,4 +RESPONSE_62,5.325446033936291,-0.0974766470524472,-0.231361147419526,-0.26563059068111106,-0.04932636236669901,4.10948905109489,9,-9396.901884143404,411,QUESTION_1,Klingon,3,3 +RESPONSE_63,6.519147287940401,-0.0886330547993254,-0.0940720868383597,-0.127374207713181,-0.0768095372642568,4.572271386430679,12,-6275.554548944276,678,QUESTION_1,Klingon,6,6 +RESPONSE_64,5.96357934361845,-0.0810422683584207,-0.0620970299700831,0.0,-0.0620970299700831,4.64652956298201,15,-8797.091956370972,778,QUESTION_1,Klingon,4,4 +RESPONSE_65,3.9982007016692,-0.12166626259188,-0.287347885566345,0.0,-0.0957826285221151,5.08256880733945,14,-11345.69971346172,109,QUESTION_1,Navi,3,2 +RESPONSE_66,5.899897353582491,-0.0873868318784398,-0.261711961295107,-0.305205971323477,-0.104684784518043,4.4575342465753405,16,-7978.082993598017,365,QUESTION_1,Vulcan,4,4 +RESPONSE_67,5.170483995038151,-0.101581055955408,-0.106600358177805,0.0,-0.0753778361444409,4.63352272727273,1,-10978.98376463994,352,QUESTION_1,Vulcan,4,4 +RESPONSE_68,5.79909265446053,-0.0716422637964206,-0.0778498944161523,0.0,-0.0870388279778489,4.34393939393939,9,-6811.314110625066,660,QUESTION_1,Klingon,3,4 +RESPONSE_69,5.8006066592917405,-0.0727307034874147,-0.129001753263015,-0.19832887310274,-0.102907799163101,4.47957639939486,13,-9574.7074115321,661,QUESTION_1,Navi,4,4 +RESPONSE_70,4.981320906427481,-0.102095099381229,-0.287018923940964,0.0,-0.095672974646988,4.30663615560641,7,-9008.938820732785,437,QUESTION_1,Navi,4,3 +RESPONSE_71,4.26267987704132,-0.0972013601715729,-0.20555661294825894,-0.41959067914834497,-0.1876466562602,4.570422535211269,6,-4141.588654901808,142,QUESTION_1,Klingon,2,2 +RESPONSE_72,5.10897119481712,-0.14281029178319,-0.182298185396321,-0.31092882973458896,-0.109929941985863,4.66465256797583,10,-12447.35336294324,331,QUESTION_1,Klingon,4,4 +RESPONSE_73,5.105945473900579,-0.1331469260356,-0.233549683248457,-0.369274472937998,-0.0778498944161523,4.236363636363641,2,-10257.798364714119,330,QUESTION_1,Klingon,3,4 +RESPONSE_74,4.820281565605041,-0.140691853207243,-0.29784169859063503,-0.508000508000762,-0.179605302026775,4.84677419354839,6,-9806.210283716757,124,QUESTION_1,Vulcan,2,2 +RESPONSE_75,5.04985600724954,-0.093578853372847,-0.196116135138184,-0.325221817793995,-0.12659242088545802,4.06089743589744,5,-8531.132305254208,312,QUESTION_1,Klingon,3,3 +RESPONSE_76,5.28066243130932,-0.0674645775567244,-0.252216636152659,0.0,-0.0873704056661038,4.582697201017808,11,-8167.411227669309,393,QUESTION_1,Navi,4,4 +RESPONSE_77,5.9080829381689295,-0.0747561603981595,-0.0638442398069062,-0.0521286035142687,-0.0902893898143269,4.71195652173913,9,-8394.049034074327,736,QUESTION_1,Esperanto,4,5 +RESPONSE_78,5.2933048247244905,-0.13009636106238498,-0.187552337753985,-0.22416791983111,-0.15851065623706,4.59045226130653,10,-10501.899156105681,398,QUESTION_1,Esperanto,3,4 +RESPONSE_79,4.89034912822175,-0.0863779189997191,-0.173421993904824,-0.26726124191242395,-0.106198848810718,4.45488721804511,13,-8530.733733819932,266,QUESTION_1,Klingon,4,4 +RESPONSE_80,4.65078069724014,-0.12344473481452,-0.05643326479831,-0.319234753787049,-0.0798086884467622,4.582802547770701,18,-4005.124989343706,314,QUESTION_1,Esperanto,4,4 +RESPONSE_81,3.98898404656427,-0.250085554122964,-0.235702260395516,-0.52704627669473,-0.19245008972987496,3.2407407407407405,16,-4098.35574349779,54,QUESTION_1,Vulcan,1,1 +RESPONSE_82,5.220355825078321,-0.0733121425314626,-0.0900450337781496,-0.164398987305357,-0.0519875244910036,4.6972972972973,2,-11635.269177358607,370,QUESTION_1,Navi,4,4 +RESPONSE_83,5.1957307777729405,-0.0837175977383751,-0.189765856603368,-0.174559199492389,-0.128920512778062,4.28531855955679,20,-10909.455982109284,361,QUESTION_1,Klingon,4,4 +RESPONSE_84,5.41387570718231,-0.105431824122804,-0.2002225932798,0.0,-0.0943858356366017,4.2293986636971095,10,-10102.957727315257,449,QUESTION_1,Esperanto,4,4 +RESPONSE_85,5.21764946348058,-0.0958965176580497,-0.172656590094271,-0.0520579206295354,-0.073621017383231,4.62330623306233,12,-3802.700382709034,369,QUESTION_1,Navi,4,4 +RESPONSE_86,6.26530121273771,-0.0889230395342251,-0.15104200810677698,-0.272294852489016,-0.0436020720196947,4.3212927756654,2,-3011.5521246236267,526,QUESTION_1,Klingon,4,4 +RESPONSE_87,5.24174701505964,-0.0714053814475853,-0.21206967009345104,-0.205737799949456,-0.0890870806374748,4.26719576719577,17,-8516.635363424219,378,QUESTION_1,Klingon,3,3 +RESPONSE_88,6.08335981181224,-0.113088499743404,-0.147189558897955,-0.0955091976801456,-0.0955091976801456,4.72976054732041,8,-9200.17933048399,877,QUESTION_1,Vulcan,5,6 +RESPONSE_89,5.07829394257007,-0.071709912710422,-0.243290014494323,-0.17650112740455198,-0.0558145572185948,4.51401869158879,20,-7850.765137901687,321,QUESTION_1,Esperanto,3,3 +RESPONSE_90,5.19849703126583,-0.123592169420312,-0.22298824387415,-0.37164707312358297,-0.14865882924943302,4.425414364640879,18,-7923.227919310027,181,QUESTION_1,Vulcan,3,3 +RESPONSE_91,5.59842195899838,-0.105539610082724,-0.0608580619450185,0.0,-0.0608580619450185,4.7148148148148215,6,-12922.833953692101,540,QUESTION_1,Vulcan,4,4 +RESPONSE_92,5.30081424674662,-0.103164623391988,-0.122321680483099,-0.27804088398486,-0.0706224551546449,4.38403990024938,19,-6263.034033573475,401,QUESTION_1,Esperanto,4,4 +RESPONSE_93,5.39362754635236,-0.12197228901347,-0.190692517849118,-0.286038776773678,-0.116774841624228,4.22727272727273,11,-11072.920394610806,220,QUESTION_1,Vulcan,2,3 +RESPONSE_94,5.7120812774709,-0.0671150404290653,-0.0995859195463938,-0.253895273523072,-0.0909090909090909,4.30743801652893,9,-8809.405249491232,605,QUESTION_1,Vulcan,4,4 +RESPONSE_95,4.48863636973214,-0.136637473425349,-0.224859506698758,-0.3671940368172629,-0.14990633779917198,4.08426966292135,9,-6588.630126692189,178,QUESTION_1,Navi,1,2 +RESPONSE_96,5.2230548820474905,-0.119586510606659,-0.32835455165155897,-0.315801295470782,-0.155752239495349,3.91374663072776,19,-10052.42065009408,371,QUESTION_1,Klingon,3,3 +RESPONSE_97,5.07517381523383,-0.0926733451834833,-0.185404962177392,-0.285043856274785,-0.125,4.528125,19,-8407.861270281739,320,QUESTION_1,Klingon,3,3 +RESPONSE_98,5.17897060891547,-0.105064980558513,-0.265372446217138,-0.359968699734758,-0.0750586625040802,3.87323943661972,15,-9684.254227582018,355,QUESTION_1,Klingon,4,4 +RESPONSE_99,5.5797298259862185,-0.093605282305646,-0.0752354793863279,-0.225706438158984,-0.0971285862357264,4.02075471698113,14,-9259.886331494963,530,QUESTION_1,Klingon,3,3 +RESPONSE_100,4.59511985013459,-0.113772247737636,-0.201007563051842,-0.201007563051842,-0.100503781525921,4.77777777777778,5,-12161.500227998526,198,QUESTION_1,Vulcan,4,3 +RESPONSE_101,4.918788616166248,-0.05846631365561208,-0.08367329524923198,-0.31640105883090647,-0.06052478986940827,4.653360694245869,6,-6465.106227884413,279,QUESTION_2,Vulcan,3,3 +RESPONSE_102,5.37747151573321,-0.07684403613744652,-0.1587168205942022,-0.27014893947230545,-0.1051067400115647,4.724949913148605,17,-4519.996829437504,434,QUESTION_2,Navi,4,4 +RESPONSE_103,4.892111017143179,-0.06051433741639946,-0.1392801875175425,-0.3006749735095473,0.0015104495451854455,4.654320811675878,10,-11123.705001823499,261,QUESTION_2,Navi,3,3 +RESPONSE_104,4.723079342433,-0.052497444510860476,-0.20901104404686718,-0.3078493125618784,-0.0667171933895866,4.397242437123226,3,-9264.340829474831,224,QUESTION_2,Klingon,3,3 +RESPONSE_105,4.645966352068384,-0.11680791540840989,-0.12082130659215135,-0.2583245876793123,-0.12156465077973345,4.975783199375207,8,-7398.701061176511,204,QUESTION_2,Esperanto,3,3 +RESPONSE_106,5.465065975875674,-0.06166209968424947,-0.20435740079826673,-0.0015795749069711772,-0.10123606943084622,4.526371794827584,6,-12571.634915790935,504,QUESTION_2,Klingon,4,4 +RESPONSE_107,4.965706929020117,-0.07254350596760864,-0.11363941547042211,-0.18025455015829475,-0.056176790322868035,4.57340143046316,15,-7087.393198740861,314,QUESTION_2,Navi,3,3 +RESPONSE_108,4.7205689818849885,-0.10761083254717287,-0.20675884772825343,-0.06361508954095704,-0.14396084781532367,4.99523329792926,8,-6478.817061482429,237,QUESTION_2,Klingon,3,4 +RESPONSE_109,5.434386814142545,-0.11954882354656479,-0.25986529451298285,-0.22559366203569522,-0.1135873968561824,3.8715348644997283,19,-9658.401584608222,474,QUESTION_2,Klingon,3,3 +RESPONSE_110,6.285270322709768,-0.11089498366460575,-0.33254963880103205,-0.001375991250069592,-0.061761109203762016,4.24629834604931,5,-11126.400910211223,528,QUESTION_2,Esperanto,2,2 +RESPONSE_111,6.165592319533938,-0.08216676605907383,-0.14546022836917108,0.00022155959084697825,-0.12133332625889169,4.190146504313621,19,-8468.626667150322,469,QUESTION_2,Vulcan,3,3 +RESPONSE_112,5.3084535528107555,-0.0776359334934712,-0.19087656570446143,0.0005489639251680889,-0.050265964233439764,4.543903313402335,7,-8161.356670511145,397,QUESTION_2,Navi,4,4 +RESPONSE_113,5.2317638420281,-0.06986488656719946,-0.19868133918374636,-0.15877996138588668,-0.07557467590174678,4.418046675506115,3,-5211.347773253591,356,QUESTION_2,Navi,3,3 +RESPONSE_114,5.458551243374556,-0.11508142277984058,-0.06470852270318823,-0.0007958938323651664,-0.08929299612293681,4.567467105308518,17,-11991.386107675116,484,QUESTION_2,Esperanto,4,4 +RESPONSE_115,4.4241886512012405,-0.15772389901637127,-0.38520105939903954,-0.35608547175852845,-0.07711472431028461,4.864837706985233,15,-10760.800223719805,170,QUESTION_2,Klingon,2,2 +RESPONSE_116,5.311088130806796,-0.1135703731825288,-0.14938408631686176,-0.1336804254344433,-0.07021542150959034,4.036380262814226,8,-5823.56093973633,405,QUESTION_2,Klingon,3,4 +RESPONSE_117,6.096948536400686,-0.07568647149040199,-0.28021969252545,-9.465642235259125e-05,-0.1606521037073779,3.691675184197831,9,-6926.527679268197,493,QUESTION_2,Navi,3,3 +RESPONSE_118,5.574328182636037,-0.0673365939164496,-0.07058295282322744,-0.1690486263700711,-0.0005432087480468886,4.863153780686836,5,-9826.941328268971,593,QUESTION_2,Navi,4,5 +RESPONSE_119,4.5566511729620105,-0.0579699825963668,-0.19460498381258728,-0.3126722018887331,0.0003669073466470883,4.196546196520618,13,-7036.059740115639,185,QUESTION_2,Vulcan,3,3 +RESPONSE_120,4.72914074340382,-0.15263255406282358,-0.3079656228658358,-0.18181113120381237,-0.1302246603401582,4.46891340069981,10,-4898.643831744854,232,QUESTION_2,Esperanto,3,3 +RESPONSE_121,4.609700108773976,-0.09517717030677017,-0.18676449462537073,-0.0002503602138092688,0.0009047218845006269,4.581092873870787,3,-9004.720335548493,196,QUESTION_2,Vulcan,3,3 +RESPONSE_122,4.852089316410692,-0.12340034657548192,-0.19464534606405887,-0.3703551443452912,-0.0914826491457294,4.280752782612603,11,-4027.976692812015,238,QUESTION_2,Vulcan,3,3 +RESPONSE_123,5.340511992805594,-0.11542384521725352,-0.18763352076322767,-0.18781700322968817,-0.15737035225116927,4.552739091642029,14,-4156.727664734305,250,QUESTION_2,Navi,3,3 +RESPONSE_124,5.459774773852938,-0.10590875061627138,-0.10799159818250463,-0.06275129400236999,-0.07612400968834564,4.417949622052099,9,-12956.343742644221,521,QUESTION_2,Vulcan,4,4 +RESPONSE_125,5.690480969731521,-0.11394322884434634,-0.10273127766056726,-0.08358453508573804,-0.09311446464940752,4.337386389743431,6,-9576.489599905985,570,QUESTION_2,Vulcan,4,4 +RESPONSE_126,4.909202408902895,-0.07282056633210035,-0.15623290200622897,-0.2481733446968701,-0.08199439043721442,4.506021905259693,11,-10009.440400150155,292,QUESTION_2,Vulcan,3,4 +RESPONSE_127,5.495426320310753,-0.0826597617148281,-0.0979165568731384,-0.27948639842149836,-0.07660464585528054,4.671329360015528,20,-5351.445829058988,510,QUESTION_2,Klingon,4,4 +RESPONSE_128,6.005043061379481,-0.08886397856099729,-0.16992430861096935,-0.22740158945927197,-0.10153481957799744,4.308450052502083,13,-11971.647281941385,384,QUESTION_2,Klingon,4,4 +RESPONSE_129,5.221355857926471,-0.09518674048789358,-0.19145816094012535,0.0004098307160566024,-0.10140473599301686,4.4754524132542075,3,-2680.4031019342965,389,QUESTION_2,Navi,4,4 +RESPONSE_130,5.705062634038631,-0.09437861298765658,-0.0806167248880774,0.0004303060776907982,-0.0579158456945334,4.612494095393959,14,-9880.79310468816,599,QUESTION_2,Vulcan,4,4 +RESPONSE_131,5.13800427314506,-0.12980386937886454,-0.23734198023562647,-0.2086828919376892,-0.1479918187970316,4.458264617823093,6,-8492.810181984578,330,QUESTION_2,Klingon,4,3 +RESPONSE_132,5.499781524342485,-0.06733253474067233,-0.12940789438889239,0.0011751540218018423,-0.07842791433964605,4.625524215343247,15,-6698.431350245865,480,QUESTION_2,Klingon,4,4 +RESPONSE_133,4.695492661334901,-0.14604211966708427,-0.31556646178034703,-0.25738480891728005,-0.06797648233386815,4.318492394915499,5,-9894.40061913526,218,QUESTION_2,Vulcan,3,3 +RESPONSE_134,5.366618894820827,-0.10734273342349229,-0.2315527711914587,-0.1987574951615901,-0.12216754117278233,4.2324548492921865,11,-11927.210523855365,428,QUESTION_2,Esperanto,3,3 +RESPONSE_135,5.248529985824587,-0.10504103193597472,-0.2960233043259136,-0.32273290915690594,-0.16360317895827797,3.8114005791646837,4,-3711.225092608431,366,QUESTION_2,Vulcan,4,4 +RESPONSE_136,5.616205456265176,-0.184531489267392,-0.24562883317963574,-0.4162640011027068,-0.1201003293746354,4.258145607381502,4,-5573.095885703102,276,QUESTION_2,Vulcan,3,3 +RESPONSE_137,4.47883905437411,-0.09192774917116499,-0.22352809645636212,-0.2569382119134297,-0.14959977335288158,5.031419096405642,11,-7967.397763617708,177,QUESTION_2,Klingon,3,3 +RESPONSE_138,5.334805432864205,-0.11327385659262186,-0.09409682719372153,-0.11781165823623599,-0.10077403363121103,4.658144717155632,14,-9311.575277488268,584,QUESTION_2,Navi,4,4 +RESPONSE_139,5.24787683761572,-0.09376094123741294,-0.10178086362512657,0.0009161997944107991,-0.141196734467227,4.639446939442154,10,-6039.456545370538,384,QUESTION_2,Navi,3,3 +RESPONSE_140,5.505760447005617,-0.10228978538035621,-0.07672939617100236,-0.1030870575612911,-0.06361958943206988,4.574385568635944,14,-7957.536410547242,485,QUESTION_2,Vulcan,5,4 +RESPONSE_141,5.067414355527589,-0.07032841654776159,-0.20125146583498082,0.0004209907885933485,-0.09374082709815304,4.306128523239099,2,-4805.879179727498,451,QUESTION_2,Klingon,3,3 +RESPONSE_142,4.990222856346401,-0.09572962930799064,-0.16829708334080418,-0.3698460109843676,-0.12512912850886954,4.70020105441579,20,-6113.761458176679,309,QUESTION_2,Navi,3,4 +RESPONSE_143,4.972380209054976,-0.08259455352140707,-0.2535209038529035,-0.0003938195059140791,-0.13295351081667459,4.328411264073803,3,-7277.182650695792,280,QUESTION_2,Vulcan,4,3 +RESPONSE_144,5.2953664800958,-0.10066855463219503,-0.204688974613218,-0.2732285432873661,-0.1057157132251066,4.3553366865861545,1,-11018.53696777083,436,QUESTION_2,Navi,4,3 +RESPONSE_145,3.171619158835189,-0.08582372653070013,-0.4109828618814131,-0.6252342229301503,-0.14445996188951193,4.493463026954399,15,-4664.820098801805,48,QUESTION_2,Navi,1,1 +RESPONSE_146,5.064239928501901,-0.08097278514831409,-0.21297534167206753,-0.2805296780270174,-0.11535899873783596,3.9240371613480547,13,-12744.182391698272,308,QUESTION_2,Navi,3,3 +RESPONSE_147,4.534629133303021,-0.06313446659749393,-0.17981159034889505,-0.5030389548419967,-0.1279700607761672,4.176272265325383,15,-3859.9569902010103,186,QUESTION_2,Klingon,3,3 +RESPONSE_148,5.107959750641561,-0.11913395918418351,-0.21874767689530272,-0.2885406632576389,-0.12026526526352894,4.381008466336507,7,-9249.949334429717,349,QUESTION_2,Klingon,4,4 +RESPONSE_149,5.8147372876361,-0.058623441121834034,-0.10552540568012526,0.0005189589910037854,-0.07467483381847936,4.634307335358474,15,-12169.929838349979,357,QUESTION_2,Vulcan,5,4 +RESPONSE_150,5.011928849903473,-0.10619220833344621,-0.23867664181960788,-0.0014195998589563144,-0.13323905662341679,4.515304250971422,16,-8076.56422492977,285,QUESTION_2,Klingon,3,3 +RESPONSE_151,4.995261279543159,-0.08490811901022546,-0.2414627750209928,-0.18916902982073774,-0.13104733924742903,4.088903689487477,13,-9312.417218508825,307,QUESTION_2,Navi,3,2 +RESPONSE_152,4.8201758746658125,-0.08176919877724853,-0.13993645446446504,-0.15874987908147856,0.0011701317813325098,4.5417198524390106,7,-13039.579579690433,357,QUESTION_2,Navi,3,3 +RESPONSE_153,5.807844464457312,-0.08114751869850267,-0.0789357146716636,0.00048036521113192516,-0.05595580562126117,4.570788122075371,20,-8399.828719692361,652,QUESTION_2,Klingon,5,4 +RESPONSE_154,5.396123090091687,-0.13365118832927428,-0.19052850850740688,-0.0005183264021259889,-0.09666057297380977,4.41871814084749,14,-11445.916331723058,436,QUESTION_2,Vulcan,4,4 +RESPONSE_155,5.531690065783789,-0.12134638031335492,-0.2470197084981346,-0.2525020404195863,0.0007386532484792824,4.747924320770324,14,-5879.54293838799,253,QUESTION_2,Esperanto,3,3 +RESPONSE_156,5.322665659196558,-0.08457760452567545,-0.14291443474210014,-0.0010100192232039588,-0.06709954938272918,4.958268048793898,20,-4746.35643936117,447,QUESTION_2,Vulcan,4,4 +RESPONSE_157,4.711074921103684,-0.08939026663745393,-0.11921224913123171,-0.15123338146577328,-0.09634965008730112,4.9200356286196865,17,-11289.29224878837,215,QUESTION_2,Esperanto,3,3 +RESPONSE_158,5.476959380443143,-0.06245215085946164,-0.13090113052138827,-0.0006096558563298874,-0.06475928078748111,4.46242592210612,17,-8504.559803174887,472,QUESTION_2,Klingon,4,4 +RESPONSE_159,5.232870864503079,-0.10364059676750166,-0.1589175691327785,-0.4622530718501322,-0.15347948092283792,4.00364050044325,4,-11292.37987847025,378,QUESTION_2,Navi,3,3 +RESPONSE_160,5.109580142712317,-0.0947832754520689,-0.13525602158356728,-0.32061253948683144,-0.09557559744101637,4.5484384729973755,18,-11880.315902354852,330,QUESTION_2,Navi,4,4 +RESPONSE_161,5.093521735274523,-0.11638205021904752,-0.21018061620149292,-0.30795448317823304,-0.1567645156773073,4.5202553242247,7,-10324.86783250445,333,QUESTION_2,Vulcan,3,4 +RESPONSE_162,5.3827927773647515,-0.09879977099601892,-0.23374409281452235,-0.267218104446801,-0.05020657637175471,4.0787091853407285,3,-11064.976037479895,411,QUESTION_2,Vulcan,3,3 +RESPONSE_163,6.517289427298536,-0.08873233766135251,-0.0948112327205807,-0.12695360134207034,-0.07672343442969053,4.572380297545303,5,-6759.5634949097985,678,QUESTION_2,Navi,6,6 +RESPONSE_164,6.007359193895808,-0.08160059759801111,-0.06322410436987919,-0.0005548139642296516,-0.06170714331491424,4.678286147948574,15,-4863.5602308434,778,QUESTION_2,Navi,4,4 +RESPONSE_165,3.9947763822980913,-0.12052702430231665,-0.289705118097749,0.0003497713158202486,-0.09541616145055924,5.019889252325149,18,-3817.7415334896746,109,QUESTION_2,Vulcan,3,2 +RESPONSE_166,5.894626263346283,-0.08671605671664033,-0.26042245657154844,-0.3058988095529482,-0.10598510523329266,4.515923628782843,6,-11927.052568482386,365,QUESTION_2,Esperanto,4,4 +RESPONSE_167,5.224662748262889,-0.10122505176379183,-0.1044392837630142,0.0008025123804133728,-0.07497108681623603,4.651259864473101,5,-7835.144404166324,352,QUESTION_2,Navi,4,4 +RESPONSE_168,5.844278803112625,-0.07185373844892601,-0.0785893542835399,-0.0003679250686023668,-0.08619034002037293,4.309871593022227,12,-7809.517251530452,660,QUESTION_2,Navi,3,4 +RESPONSE_169,5.7379266283433035,-0.07309350722723108,-0.129273086499849,-0.19955461921407305,-0.10430746669332096,4.464918710228102,19,-7200.351976830805,661,QUESTION_2,Esperanto,4,4 +RESPONSE_170,4.9701724892605865,-0.10245634580316637,-0.2852246298807202,-0.0013397015006786325,-0.09611443062517884,4.303402662176674,19,-11847.462673468022,437,QUESTION_2,Esperanto,4,3 +RESPONSE_171,4.291948467390473,-0.09635777257971156,-0.2045636791298859,-0.4150377849247746,-0.18661507548223152,4.725449205476492,19,-7985.727976371693,142,QUESTION_2,Esperanto,2,2 +RESPONSE_172,5.071358755167781,-0.1434575189689885,-0.18029291584301013,-0.301894946149314,-0.10945441992926454,4.6680260288259925,20,-3439.592062829312,331,QUESTION_2,Vulcan,4,4 +RESPONSE_173,5.1051763639541425,-0.1337724184817774,-0.23124132831009803,-0.3758469205336675,-0.0797552178491058,4.248915006706539,2,-5240.4860943759995,330,QUESTION_2,Vulcan,3,4 +RESPONSE_174,4.787539684979566,-0.13926892023419327,-0.29518644491506346,-0.5150133496826935,-0.17816115654205306,4.7026944557647665,2,-8430.822103326573,124,QUESTION_2,Navi,2,2 +RESPONSE_175,5.073186004643178,-0.09337400497670467,-0.19605250446101183,-0.32858817782204275,-0.12703148754313848,4.057181113391399,8,-7974.097539195111,312,QUESTION_2,Esperanto,3,3 +RESPONSE_176,5.221162796404406,-0.06853762794234164,-0.2523978501508127,-0.00169050687658027,-0.08622080644231142,4.579923979700583,7,-9883.802826891471,393,QUESTION_2,Klingon,4,4 +RESPONSE_177,6.033321810861046,-0.07448272350519143,-0.06301784898188022,-0.05328240694063912,-0.09143767127822963,4.737753488622302,5,-11994.672423336013,736,QUESTION_2,Esperanto,4,5 +RESPONSE_178,5.3790174720294335,-0.1271026470980864,-0.19328909407765843,-0.22598664565756277,-0.16010846497436462,4.628596178480991,16,-5611.522716602072,398,QUESTION_2,Navi,3,4 +RESPONSE_179,4.92041940068506,-0.08749274336110036,-0.17421562697494125,-0.26509829951636277,-0.10516753300107742,4.531233134954746,15,-9491.096843062174,266,QUESTION_2,Navi,4,4 +RESPONSE_180,4.609519700655417,-0.12495481704631227,-0.05658587327314981,-0.31816334868478263,-0.07970551697902148,4.5548830077927756,10,-10608.465468523282,314,QUESTION_2,Klingon,4,4 +RESPONSE_181,3.9466557731238225,-0.252006351341356,-0.23666574929665557,-0.5363895117926175,-0.1937102857960339,3.2125821261868217,13,-9771.27033469045,54,QUESTION_2,Esperanto,1,1 +RESPONSE_182,5.265720578587766,-0.07477700842616553,-0.08973708206445748,-0.1614557188668088,-0.05110129600414879,4.726341126279555,16,-8732.319959541193,370,QUESTION_2,Klingon,4,4 +RESPONSE_183,5.199164262406118,-0.08216105459854368,-0.18929193749535597,-0.17349931156634626,-0.1294153915446259,4.168862408279101,6,-9549.850791445086,361,QUESTION_2,Klingon,4,4 +RESPONSE_184,5.459848959333718,-0.10410630971407253,-0.19981987215922487,-0.00040164324516208316,-0.09388902388476827,4.2555126510180035,14,-7955.043721243641,449,QUESTION_2,Navi,4,4 +RESPONSE_185,5.119145271597595,-0.09566613707870053,-0.17115881539644967,-0.05190210141972036,-0.07393262379021222,4.623614264112992,18,-11785.844061635773,369,QUESTION_2,Vulcan,4,4 +RESPONSE_186,6.3039870125148445,-0.0891120259797746,-0.15104226062587708,-0.2756254164535808,-0.04357722171701301,4.3025482004414775,7,-6333.675210948576,526,QUESTION_2,Navi,4,4 +RESPONSE_187,5.175686861027831,-0.07200301813728856,-0.21486380570872984,-0.20380667506964112,-0.09043609134289335,4.232803345609543,19,-8273.83374046214,378,QUESTION_2,Vulcan,3,3 +RESPONSE_188,6.009586601169855,-0.11248424275991507,-0.14775646026778888,-0.09462448536671209,-0.09676477400103128,4.749416079421529,3,-7420.193065714459,877,QUESTION_2,Vulcan,5,6 +RESPONSE_189,5.119904434545348,-0.07244798579967264,-0.24614172887587013,-0.17817268938751685,-0.05651017820094121,4.503211568353783,12,-7425.967000402626,321,QUESTION_2,Vulcan,3,3 +RESPONSE_190,5.293631262183446,-0.12305841161280363,-0.2192407107422868,-0.3725314758360176,-0.15067767815439584,4.429379774977941,1,-5142.562394178464,181,QUESTION_2,Esperanto,3,3 +RESPONSE_191,5.601878763028315,-0.10639041544370338,-0.06153711770890188,0.00020142096296177803,-0.06082476482949918,4.767709673282672,9,-9203.213790866088,540,QUESTION_2,Esperanto,4,4 +RESPONSE_192,5.266582941363001,-0.10444571426188826,-0.11983461031190364,-0.2736553580392473,-0.07139893882287071,4.3745684685045045,5,-4176.664313374371,401,QUESTION_2,Esperanto,4,4 +RESPONSE_193,5.392298986171343,-0.12199290087924103,-0.1896272304451308,-0.2840802474545391,-0.11964910089435968,4.192302958899154,18,-4528.737609707758,220,QUESTION_2,Vulcan,2,3 +RESPONSE_194,5.715903626051941,-0.06720619150629818,-0.0994711839474234,-0.249941723230415,-0.09142394657439383,4.300713055616408,17,-10329.666544679281,605,QUESTION_2,Vulcan,4,4 +RESPONSE_195,4.441954917708253,-0.13579044647686456,-0.22283940243135292,-0.3646157171147711,-0.1498651804507545,4.167608920931242,7,-7690.914934129363,178,QUESTION_2,Vulcan,1,2 +RESPONSE_196,5.209682498540727,-0.11833294965021894,-0.32796642773716594,-0.31619586715316206,-0.154551540956965,3.90703242212857,11,-10212.655046809434,371,QUESTION_2,Klingon,3,3 +RESPONSE_197,5.06337966988575,-0.09060774371971983,-0.18387059455920907,-0.2849963808375897,-0.12474602338655749,4.480911614442209,9,-10787.76586568092,320,QUESTION_2,Esperanto,3,3 +RESPONSE_198,5.126789743933638,-0.10342338044575332,-0.259430364206437,-0.35934962533735537,-0.07493499490432515,3.8148668704909827,19,-4391.695537621622,355,QUESTION_2,Esperanto,4,4 +RESPONSE_199,5.525661768985705,-0.09357990058828028,-0.07478428788331598,-0.22370751289848514,-0.09733630655618372,3.898900946289304,13,-9048.16811316891,530,QUESTION_2,Esperanto,3,3 +RESPONSE_200,4.609340569769084,-0.11390983303106346,-0.19995532761473275,-0.20189541778000183,-0.09891697581984626,4.784332523626739,8,-12696.37397988159,198,QUESTION_2,Vulcan,4,3 +RESPONSE_201,4.890696833978422,-0.058058724688164226,-0.08363529242132459,-0.31490192141786555,-0.05923644851680974,4.64627157747443,10,-6949.160151757958,279,QUESTION_3,Vulcan,3,3 +RESPONSE_202,5.37563634288815,-0.07753313894426579,-0.15845446214739115,-0.27329540365990757,-0.10698003700885667,4.7679685027649725,16,-10860.59788162963,434,QUESTION_3,Vulcan,4,4 +RESPONSE_203,4.86156766555642,-0.06043275207695878,-0.13914140623440255,-0.30895515968227505,-0.0015353352736332349,4.696743962584516,13,-9352.29985381608,261,QUESTION_3,Esperanto,3,3 +RESPONSE_204,4.715991499461418,-0.052555116725117305,-0.21426394754402558,-0.3075183864195222,-0.06720243303645106,4.43633135750083,18,-8047.206767822946,224,QUESTION_3,Klingon,3,3 +RESPONSE_205,4.669141375990851,-0.11758075649847768,-0.11990938069338256,-0.258564468842952,-0.1203433639835142,4.927806864757849,2,-8104.421869376339,204,QUESTION_3,Klingon,3,3 +RESPONSE_206,5.522489428422048,-0.06102659977546546,-0.2122510720391036,-0.0006529947782917726,-0.09893774696645952,4.569347858726433,11,-10953.368176939812,504,QUESTION_3,Vulcan,4,4 +RESPONSE_207,5.019397652241924,-0.07171343174749982,-0.11368490605615551,-0.17895461814475042,-0.055486683854997665,4.563519345963111,12,-8954.177088045732,314,QUESTION_3,Klingon,3,3 +RESPONSE_208,4.813184914505544,-0.10830266078132371,-0.2060405346137944,-0.06511654693941007,-0.14678487945830912,4.8807311859270035,6,-8384.90143616932,237,QUESTION_3,Esperanto,3,4 +RESPONSE_209,5.418701729003941,-0.11910797471578038,-0.2624014257951284,-0.22580039042448807,-0.11535985101775705,3.8745885960637416,18,-10741.382443952694,474,QUESTION_3,Esperanto,3,3 +RESPONSE_210,6.339975616815192,-0.11102050667910016,-0.32724961420810855,6.173785357909477e-07,-0.06105730063682494,4.25449402316225,7,-5973.248528457397,528,QUESTION_3,Esperanto,2,2 +RESPONSE_211,6.110503407121785,-0.07959244846959866,-0.1476098733864248,-0.0013093915639505714,-0.12429655218231966,4.195978904086468,19,-7875.505228004752,469,QUESTION_3,Esperanto,3,3 +RESPONSE_212,5.290492208360585,-0.07754627120662798,-0.18774826564090627,-0.001232270138544389,-0.050816220792918226,4.581794392760274,10,-10147.21649325098,397,QUESTION_3,Vulcan,4,4 +RESPONSE_213,5.097008453572262,-0.06978744556149652,-0.1988204339453971,-0.16445276873839224,-0.07503031906376244,4.474569426627528,3,-9895.303806981794,356,QUESTION_3,Vulcan,3,3 +RESPONSE_214,5.523022863276814,-0.11383293710339659,-0.064514517746239,0.002084214656098666,-0.08980606828501381,4.5511454308262005,11,-7155.183494920101,484,QUESTION_3,Vulcan,4,4 +RESPONSE_215,4.4118148451932715,-0.15818080047885796,-0.3915565724280131,-0.35546898032723223,-0.07760251234738437,4.760617491969533,1,-8692.832183500532,170,QUESTION_3,Navi,2,2 +RESPONSE_216,5.290367930371708,-0.11220806382383587,-0.14761897658097825,-0.13222134904589314,-0.07006200357539036,4.007840392854947,5,-5416.107607993237,405,QUESTION_3,Vulcan,3,4 +RESPONSE_217,6.193151535358735,-0.07744877325219555,-0.28003889146165484,0.00021475532579491274,-0.1593930640064699,3.674762065547799,3,-7534.377831513271,493,QUESTION_3,Klingon,3,3 +RESPONSE_218,5.746548043309294,-0.06794382905713074,-0.0700180342218257,-0.17134214201638948,0.002238968062144306,4.807994669139133,4,-5169.592032732934,593,QUESTION_3,Navi,4,5 +RESPONSE_219,4.576947347045769,-0.05882160641003464,-0.19169135669264978,-0.3083801993865496,0.0022326972907747065,4.178195989789485,8,-6159.9563962452485,185,QUESTION_3,Klingon,3,3 +RESPONSE_220,4.779064680386426,-0.1552276964477683,-0.30540442576274546,-0.1860150402757342,-0.13115009788167034,4.438644479692342,1,-9667.050508782597,232,QUESTION_3,Esperanto,3,3 +RESPONSE_221,4.539763600413071,-0.0963677983160747,-0.18592655906252734,0.0005187484561353012,-0.0019252460091651556,4.6256866940692225,9,-8559.58222877207,196,QUESTION_3,Klingon,3,3 +RESPONSE_222,4.733997482971051,-0.12414331702460948,-0.1944507292461859,-0.3662333389560549,-0.09123594092099274,4.314354041615088,13,-4117.449565674796,238,QUESTION_3,Klingon,3,3 +RESPONSE_223,5.4506917146065685,-0.11568458210035279,-0.18931543061460654,-0.19198199911525052,-0.15442880731205305,4.656730975564951,10,-6605.213842926654,250,QUESTION_3,Navi,3,3 +RESPONSE_224,5.458682127764484,-0.10397179239788273,-0.10599216550540196,-0.06053594386443343,-0.07480773541720409,4.423950949676425,11,-10996.160548652504,521,QUESTION_3,Vulcan,4,4 +RESPONSE_225,5.626536211506162,-0.11174936214768895,-0.10025565651626955,-0.08435937902875315,-0.09530530889577844,4.399148635068395,16,-10947.561136767334,570,QUESTION_3,Navi,4,4 +RESPONSE_226,4.980942046263076,-0.07246529681069656,-0.15306894908803476,-0.24795038042248768,-0.0834745022421755,4.423622353160669,16,-11011.561506874601,292,QUESTION_3,Navi,3,4 +RESPONSE_227,5.535614044643602,-0.08207322817907865,-0.10030858839907184,-0.2765686802101736,-0.07644188314653552,4.6533909062357575,12,-9194.05429103279,510,QUESTION_3,Esperanto,4,4 +RESPONSE_228,5.942796787095934,-0.08845689772101628,-0.1705135005817025,-0.22867048938715726,-0.1030357034760525,4.228981295342566,1,-8685.154594493553,384,QUESTION_3,Navi,4,4 +RESPONSE_229,5.305404353832902,-0.09523708553189954,-0.1890905455114685,-0.0006479786697715358,-0.10085489612737586,4.50534983566215,13,-6790.555677342784,389,QUESTION_3,Navi,4,4 +RESPONSE_230,5.6715938077879855,-0.09352360456930696,-0.0829008877930817,0.0003815118172626976,-0.058686599517734646,4.635254666652049,1,-5216.079975457344,599,QUESTION_3,Esperanto,4,4 +RESPONSE_231,5.173604900849305,-0.1275261560629917,-0.2421181934475855,-0.20436136868525814,-0.1476605755733995,4.385175216990089,6,-9056.903643062418,330,QUESTION_3,Klingon,4,3 +RESPONSE_232,5.498056212470209,-0.06818823730000227,-0.1291566102872696,0.0014828954297816772,-0.0788563732062439,4.669280081026077,20,-8436.13160060937,480,QUESTION_3,Navi,4,4 +RESPONSE_233,4.729385244687233,-0.14811494359403587,-0.32216828890803595,-0.25012603977046716,-0.06741215767276686,4.251617253049309,10,-9031.632863090246,218,QUESTION_3,Esperanto,3,3 +RESPONSE_234,5.229105526641137,-0.10621676921903953,-0.23166457254208928,-0.20032580150275972,-0.11820452802953609,4.319655922437745,8,-6060.272889419724,428,QUESTION_3,Vulcan,3,3 +RESPONSE_235,5.258759805511047,-0.1065078759306194,-0.3009692936383166,-0.3228969531710698,-0.16575282931714108,3.8313551953420566,7,-6965.098312326875,366,QUESTION_3,Vulcan,4,4 +RESPONSE_236,5.548740058621294,-0.1842457970026751,-0.24857397649968027,-0.4206322126062014,-0.12048788218709879,4.213750916711144,19,-11935.708899438774,276,QUESTION_3,Navi,3,3 +RESPONSE_237,4.459391361473164,-0.09394002341405368,-0.2282217265669959,-0.26056485205421603,-0.15146426353087875,4.977109886819933,4,-5987.172256236062,177,QUESTION_3,Vulcan,3,3 +RESPONSE_238,5.298964410022213,-0.11266774782590405,-0.09421391783084053,-0.11613614749542352,-0.10140744684666153,4.5752222921583465,16,-8712.847504373267,584,QUESTION_3,Vulcan,4,4 +RESPONSE_239,5.313119955810195,-0.09451488599554919,-0.10172224949109811,-0.0022561975058891285,-0.14151453339945938,4.632068887974614,13,-7986.477743061776,384,QUESTION_3,Vulcan,3,3 +RESPONSE_240,5.5151688743497,-0.10458043103435946,-0.07826920836126071,-0.1015685030182735,-0.06422100714311205,4.551288865137509,17,-5877.598667201126,485,QUESTION_3,Esperanto,5,4 +RESPONSE_241,5.137450517848309,-0.06993794399189673,-0.19795919850871618,0.0005014847292509028,-0.09122985844026311,4.368022034434312,17,-9233.753380028009,451,QUESTION_3,Vulcan,3,3 +RESPONSE_242,4.993152803826558,-0.09502796240890307,-0.170478223748263,-0.37144618745429714,-0.12745026948768465,4.618099882347924,3,-5204.423126809664,309,QUESTION_3,Vulcan,3,4 +RESPONSE_243,4.937001088124836,-0.08104012184524384,-0.2537171101446886,-0.0004954277080145841,-0.13172897919211685,4.246024281317495,18,-8879.042434081259,280,QUESTION_3,Klingon,4,3 +RESPONSE_244,5.331864429829996,-0.10191396433716902,-0.201519083549608,-0.2766909564127052,-0.1071138541761503,4.307419883308694,1,-7002.343822486522,436,QUESTION_3,Klingon,4,3 +RESPONSE_245,3.1751635979005672,-0.08660058870261193,-0.4100422439046217,-0.6293019740034831,-0.1453326355725099,4.468266545601916,1,-11664.944355457012,48,QUESTION_3,Esperanto,1,1 +RESPONSE_246,5.087493230754122,-0.08094123823576686,-0.21307026139830243,-0.27798630657761875,-0.11435146816048652,4.040235282133917,20,-9161.728286462201,308,QUESTION_3,Vulcan,3,3 +RESPONSE_247,4.469437625560663,-0.06112563830021224,-0.18012543925919952,-0.5083579218050028,-0.12508822329078162,4.190682712144235,10,-12216.09317341963,186,QUESTION_3,Esperanto,3,3 +RESPONSE_248,5.153930582216271,-0.11884064381707285,-0.223003610358311,-0.28765181306726106,-0.11929034142322636,4.326970780506847,6,-9013.382107838052,349,QUESTION_3,Klingon,4,4 +RESPONSE_249,5.884141407814321,-0.05841034627573113,-0.1060355397109696,0.0008250790151386926,-0.07545949153047665,4.5578240641279395,5,-11982.3531761978,357,QUESTION_3,Esperanto,5,4 +RESPONSE_250,4.937824503802121,-0.10652055594519418,-0.233914304582324,0.000861599745771921,-0.13262160801178852,4.617238351885399,9,-11622.2603358142,285,QUESTION_3,Klingon,3,3 +RESPONSE_251,4.986010214583632,-0.0851076130159613,-0.2329626538812769,-0.18763836404216383,-0.12621123772592543,4.187181037582449,17,-5185.155882112639,307,QUESTION_3,Navi,3,2 +RESPONSE_252,4.786593205811598,-0.08233241850947934,-0.13806158403386595,-0.1595169225687501,0.0003143041221849308,4.505049741000845,18,-10865.965237738465,357,QUESTION_3,Esperanto,3,3 +RESPONSE_253,5.743005956030305,-0.08056250594373551,-0.077392376954295,0.00126189477102197,-0.05431273536354468,4.612484993675554,10,-11869.19085176186,652,QUESTION_3,Klingon,5,4 +RESPONSE_254,5.415672261649682,-0.13417778474419212,-0.19024355095646742,0.00013108277980199362,-0.09508404382495085,4.378246448080558,7,-9362.693178294403,436,QUESTION_3,Klingon,4,4 +RESPONSE_255,5.517970694463395,-0.12018581755342238,-0.24486658155149993,-0.2529661690511857,0.0014416143096777727,4.836128851097915,19,-12812.603198923594,253,QUESTION_3,Klingon,3,3 +RESPONSE_256,5.29252323771578,-0.08608611127873897,-0.1415125052280382,-0.0008293564277238506,-0.06681885358146891,4.822970004312149,20,-9264.814154275757,447,QUESTION_3,Navi,4,4 +RESPONSE_257,4.737139609794021,-0.08934635287738384,-0.11698178043918457,-0.1514080381769285,-0.09625304995423596,4.984081205188354,19,-11193.020048350083,215,QUESTION_3,Esperanto,3,3 +RESPONSE_258,5.5462832798130295,-0.06274375458880523,-0.13011341001890522,0.00013814418979659474,-0.06616959579675763,4.472362272230946,11,-13089.736503074575,472,QUESTION_3,Navi,4,4 +RESPONSE_259,5.200130591950383,-0.10576069326721327,-0.16380480556997135,-0.4552522078906043,-0.15367570192830146,4.024176868687386,3,-6647.052607382991,378,QUESTION_3,Klingon,3,3 +RESPONSE_260,5.1555745186953805,-0.09652472649531334,-0.1332133332487251,-0.32963913106348974,-0.09619409726047409,4.548004168286978,15,-13073.486200228715,330,QUESTION_3,Esperanto,4,4 +RESPONSE_261,5.217726653139803,-0.1141204515769663,-0.21053860117206605,-0.3069179868749838,-0.15456614015171455,4.539130472082162,9,-6252.141138665949,333,QUESTION_3,Navi,3,4 +RESPONSE_262,5.32096874736184,-0.09780866797288243,-0.23411069970142503,-0.26611401777495675,-0.049535491714057536,4.113224761902354,14,-8930.33210534653,411,QUESTION_3,Vulcan,3,3 +RESPONSE_263,6.621917167022833,-0.08788603666146977,-0.09416424497819004,-0.12729286165376327,-0.07537607962384896,4.556233802514267,4,-8564.24064949547,678,QUESTION_3,Vulcan,6,6 +RESPONSE_264,5.967073913863434,-0.08141364158229644,-0.06283057960892187,0.0014837335688878855,-0.0623701146831819,4.688415237231123,13,-4992.480472343104,778,QUESTION_3,Vulcan,4,4 +RESPONSE_265,4.015404493421033,-0.12159034201183383,-0.2859388050863119,8.479316510188071e-05,-0.09459056448284178,5.075545808903742,13,-12274.956834112958,109,QUESTION_3,Vulcan,3,2 +RESPONSE_266,5.7915601910575605,-0.08732754469147655,-0.26282106578129405,-0.3092207242962449,-0.10538124441562317,4.417463665289311,13,-6250.060496326118,365,QUESTION_3,Esperanto,4,4 +RESPONSE_267,5.152528151857857,-0.10090296692498546,-0.10725681621896889,-0.0012939769883854434,-0.0750380934407703,4.681368240592403,18,-4038.02345721357,352,QUESTION_3,Vulcan,4,4 +RESPONSE_268,5.707916940061986,-0.07198574585877052,-0.07744299800681478,0.0021233446269846618,-0.08817723367311732,4.313883137335946,19,-3464.987113392728,660,QUESTION_3,Esperanto,3,4 +RESPONSE_269,5.841380666197532,-0.07264726260029791,-0.1296710321907877,-0.20036702158185024,-0.10325963078951032,4.499392582014857,11,-9543.590777695355,661,QUESTION_3,Navi,4,4 +RESPONSE_270,4.948916020597414,-0.10206664344053916,-0.2904945384490198,-0.00022840685220212124,-0.09582106326598182,4.3226035906035944,12,-9361.561101248395,437,QUESTION_3,Navi,4,3 +RESPONSE_271,4.315725582139067,-0.09564619187405322,-0.20656123141294136,-0.41526129534484874,-0.18462616890243896,4.674565687966116,8,-6359.374361087734,142,QUESTION_3,Navi,2,2 +RESPONSE_272,5.121892038991521,-0.141145332208798,-0.18417686095792615,-0.30541818111125807,-0.10927409077333693,4.716128548902902,18,-7269.245989716746,331,QUESTION_3,Vulcan,4,4 +RESPONSE_273,5.109629380669668,-0.1322425709884759,-0.23629005817341292,-0.3724542352804065,-0.07720416355002309,4.256034373877909,18,-5295.219149916035,330,QUESTION_3,Klingon,3,4 +RESPONSE_274,4.85048179291434,-0.1378710102708129,-0.2971516228541129,-0.5130476377824987,-0.17771947374319677,4.8165763878582535,9,-6334.7846543327605,124,QUESTION_3,Navi,2,2 +RESPONSE_275,5.0619234403498705,-0.09335350925132857,-0.19168841893672733,-0.3243897356886625,-0.1270236229784811,4.003646593544001,13,-9472.44861752283,312,QUESTION_3,Vulcan,3,3 +RESPONSE_276,5.259276736451545,-0.06772899007071259,-0.25104346013974704,-0.00012994806117608553,-0.08791051704775098,4.543663662249629,7,-10489.22402922359,393,QUESTION_3,Klingon,4,4 +RESPONSE_277,6.002127456847859,-0.07613658134766157,-0.0636430004892078,-0.05140004298063137,-0.09045276057433309,4.736457990979722,14,-8168.692883356046,736,QUESTION_3,Klingon,4,5 +RESPONSE_278,5.3153403627390645,-0.12981371403309538,-0.1859543394308223,-0.22308405989754887,-0.15866792686989015,4.573855664357426,14,-10192.359238718274,398,QUESTION_3,Klingon,3,4 +RESPONSE_279,4.831775459586885,-0.08635936842310199,-0.1728706269748487,-0.27036484908607133,-0.10623684076689789,4.4923986979218125,14,-7491.874265381262,266,QUESTION_3,Navi,4,4 +RESPONSE_280,4.643564007070344,-0.12537189280724723,-0.05615873822289266,-0.32421135032331894,-0.08022285192896521,4.5695856300372775,12,-7433.107011085357,314,QUESTION_3,Navi,4,4 +RESPONSE_281,3.9738832021111774,-0.2497784583147999,-0.2355721248733889,-0.533166651758528,-0.1951925975152189,3.288145670141757,6,-10096.6344260269,54,QUESTION_3,Vulcan,1,1 +RESPONSE_282,5.288165556042248,-0.07278756561582131,-0.09160008218272424,-0.16754641204902251,-0.05188507278861851,4.637019619977687,3,-8215.739661474538,370,QUESTION_3,Navi,4,4 +RESPONSE_283,5.160000496238821,-0.08374200564739054,-0.18924341333291997,-0.17631525305875037,-0.12804770320819453,4.355759056264475,14,-12497.212282424327,361,QUESTION_3,Navi,4,4 +RESPONSE_284,5.361923561522162,-0.10521746042163299,-0.20212791853511922,0.0008135806052107496,-0.09551606434357282,4.2091062395639,1,-6420.7142930327545,449,QUESTION_3,Esperanto,4,4 +RESPONSE_285,5.146287184845587,-0.094148946557656,-0.17351032275302067,-0.05232666600618985,-0.07179215926461775,4.594882236980965,6,-12887.574568107704,369,QUESTION_3,Esperanto,4,4 +RESPONSE_286,6.307139323402259,-0.08998299824486036,-0.1507000564478421,-0.2738923430729638,-0.04459920430580796,4.397089250352048,10,-9196.514847238153,526,QUESTION_3,Esperanto,4,4 +RESPONSE_287,5.332562083709864,-0.07225254213064615,-0.21131307519401504,-0.20405593148404455,-0.0896123435008248,4.3370752339894105,11,-9816.803041317238,378,QUESTION_3,Klingon,3,3 +RESPONSE_288,6.074510429547948,-0.11289270730568111,-0.1509242307290253,-0.09417676731236573,-0.09450668330130149,4.656119516754376,18,-4919.562973378247,877,QUESTION_3,Navi,5,6 +RESPONSE_289,5.039949941181753,-0.07220550891015415,-0.2370343375955098,-0.1754085355251447,-0.054979209789505386,4.477342380228099,14,-9833.554221099475,321,QUESTION_3,Vulcan,3,3 +RESPONSE_290,5.290031658203198,-0.12308012980979571,-0.2253269642487426,-0.3692754832512613,-0.15012445022287618,4.439286101118827,12,-6337.388106869267,181,QUESTION_3,Esperanto,3,3 +RESPONSE_291,5.5432240880382135,-0.10552698433215175,-0.06167222744214342,0.0007584894631370701,-0.061239078884366235,4.670365332119746,3,-11133.888979519481,540,QUESTION_3,Klingon,4,4 +RESPONSE_292,5.376848328634963,-0.10332761186163071,-0.12213518079125292,-0.2817019418256919,-0.0703869781100991,4.444546940549332,2,-5291.7844534344495,401,QUESTION_3,Klingon,4,4 +RESPONSE_293,5.432640275835587,-0.12194078999109927,-0.18807390376358502,-0.2833125925452306,-0.1158041167960683,4.152839293369808,10,-5256.355051603282,220,QUESTION_3,Klingon,2,3 +RESPONSE_294,5.673300477873887,-0.06735095932706454,-0.09917083186431995,-0.25346202783001404,-0.09056314892948016,4.276086978951575,2,-11746.580456632484,605,QUESTION_3,Esperanto,4,4 +RESPONSE_295,4.530904139731825,-0.13608288151379208,-0.22477564027219138,-0.36952846472133577,-0.1520670232765978,4.0646577035229035,15,-5637.231531144967,178,QUESTION_3,Esperanto,1,2 +RESPONSE_296,5.277061967746415,-0.11902768040711192,-0.3302901947437292,-0.3169735100322647,-0.1570258062082516,3.9164987505799935,2,-7623.376978073809,371,QUESTION_3,Esperanto,3,3 +RESPONSE_297,5.134426466570907,-0.0934420855224018,-0.18679911258683848,-0.28889065418909354,-0.12367273024423445,4.569983379328131,4,-8616.301792129114,320,QUESTION_3,Navi,3,3 +RESPONSE_298,5.083751296506639,-0.10675131044363151,-0.2648786298642519,-0.36062916995619626,-0.0750919359840711,3.823843954568697,2,-3576.867305402503,355,QUESTION_3,Esperanto,4,4 +RESPONSE_299,5.571734084842831,-0.0939603620074604,-0.07571811952198093,-0.22562394518201404,-0.09753798990622672,3.997505315662353,10,-9925.35837843199,530,QUESTION_3,Esperanto,3,3 +RESPONSE_300,4.584991801686085,-0.11381788961885815,-0.20030274602299647,-0.20198472049550925,-0.1010294255291337,4.871639936111704,15,-10192.827818655533,198,QUESTION_3,Klingon,4,3 +RESPONSE_301,4.955305091867469,-0.05781490175674248,-0.08518383315217656,-0.31561933618810334,-0.060794394763901784,4.727533322745031,18,-8157.446654442529,279,QUESTION_4,Klingon,3,3 +RESPONSE_302,5.399713143028155,-0.07864143646901009,-0.15952072445869173,-0.27152093248901477,-0.10661865516977966,4.821487835739876,17,-5155.629436274153,434,QUESTION_4,Esperanto,4,4 +RESPONSE_303,4.880701444296479,-0.05947429189915037,-0.13911487641204925,-0.30086783599880546,0.0016349662367300827,4.6936199093998585,13,-3898.4709603698802,261,QUESTION_4,Klingon,3,3 +RESPONSE_304,4.737735466531022,-0.05289532664273119,-0.20853275855070608,-0.3142125998254392,-0.06623876261939347,4.421630182181217,19,-10631.818402336847,224,QUESTION_4,Vulcan,3,3 +RESPONSE_305,4.692318175635321,-0.11666912582067768,-0.12096578897941089,-0.261910269753735,-0.1201278124939143,5.06742165915298,5,-5700.994408098668,204,QUESTION_4,Navi,3,3 +RESPONSE_306,5.4899120842677975,-0.06197910387323672,-0.2086488164583563,0.0006691744402271521,-0.10132549934592532,4.564234952155773,17,-10433.097580660726,504,QUESTION_4,Esperanto,4,4 +RESPONSE_307,5.041767462984724,-0.07212765882689066,-0.11345111004224813,-0.17676716400261053,-0.055639262142878364,4.583097744895763,10,-11975.915167423456,314,QUESTION_4,Navi,3,3 +RESPONSE_308,4.757676176366988,-0.10699452040851781,-0.203628223661115,-0.0662999015771136,-0.14613601097681592,4.97475053442119,5,-10381.28400705906,237,QUESTION_4,Klingon,3,4 +RESPONSE_309,5.487339636854778,-0.12038970066593535,-0.2649183876387064,-0.22351632973193666,-0.11349361761167315,3.8963021311648744,20,-8827.078964060018,474,QUESTION_4,Navi,3,3 +RESPONSE_310,6.31234843837154,-0.11161858891948064,-0.32705975319786273,-6.712392649389326e-05,-0.059854466199563194,4.344633282024866,10,-6526.148934994872,528,QUESTION_4,Vulcan,2,2 +RESPONSE_311,6.096468546762044,-0.0814340906872277,-0.14612677253363046,0.0005619550026544653,-0.12081710534301032,4.235983392174054,10,-6763.569852626411,469,QUESTION_4,Vulcan,3,3 +RESPONSE_312,5.366214397769209,-0.07748914605037481,-0.18933953693521013,0.00149679163155383,-0.04999764722463351,4.590054780051795,10,-5764.183685097144,397,QUESTION_4,Vulcan,4,4 +RESPONSE_313,5.140276248810937,-0.06949900535456154,-0.1977200304405104,-0.15690410516883202,-0.07332759072830472,4.466277673198027,11,-11282.256887522497,356,QUESTION_4,Navi,3,3 +RESPONSE_314,5.49720684780614,-0.11673254525918592,-0.06359038851473617,0.0006138960734023117,-0.09150816365786206,4.5380244022240115,6,-7725.018465020535,484,QUESTION_4,Vulcan,4,4 +RESPONSE_315,4.388967064001772,-0.15947359470041855,-0.396767260149171,-0.3494079268790149,-0.07634656758240493,4.825722717000839,18,-4979.849195864123,170,QUESTION_4,Klingon,2,2 +RESPONSE_316,5.32945064872067,-0.11587489824901069,-0.15189092674702045,-0.1306928562100161,-0.06962743010465337,4.050962984837867,20,-5204.32383545314,405,QUESTION_4,Klingon,3,4 +RESPONSE_317,6.107908598846432,-0.07551043108692923,-0.2763064493856387,-0.0013357831009144132,-0.16286528702220598,3.6552046169951726,3,-9968.596141792006,493,QUESTION_4,Klingon,3,3 +RESPONSE_318,5.666187276220895,-0.06748789590901787,-0.07038806007036333,-0.17083539899948777,-0.00032602981269758607,4.775136807613845,18,-6434.19092457932,593,QUESTION_4,Esperanto,4,5 +RESPONSE_319,4.537763542187966,-0.05770236714185613,-0.19612660186039893,-0.3111683333187032,0.0002461805020160936,4.26093261664816,11,-8258.54869763328,185,QUESTION_4,Vulcan,3,3 +RESPONSE_320,4.788853836830869,-0.15460610473381997,-0.3077564631326269,-0.18723318983095755,-0.13038790033281117,4.519930879627684,9,-5991.673100673665,232,QUESTION_4,Navi,3,3 +RESPONSE_321,4.607383885546701,-0.09605119859473947,-0.19013984846405702,0.000294952158264376,0.00011031065755837562,4.523935458614097,14,-9760.166907890956,196,QUESTION_4,Esperanto,3,3 +RESPONSE_322,4.744424094730305,-0.12198213989976885,-0.1900968548288138,-0.3732261774682136,-0.09088969850019926,4.2534173441929575,13,-12145.31586066551,238,QUESTION_4,Klingon,3,3 +RESPONSE_323,5.463273180273001,-0.11571011221990395,-0.19191146414185115,-0.19153967657966284,-0.154043394597514,4.524167206686124,16,-9785.728828669224,250,QUESTION_4,Esperanto,3,3 +RESPONSE_324,5.427955238265926,-0.10584767139062853,-0.10832197945826834,-0.06133472148366697,-0.0760577208118173,4.475130417529484,3,-11756.770713709137,521,QUESTION_4,Esperanto,4,4 +RESPONSE_325,5.693091382393225,-0.11166176534640188,-0.10254006209611992,-0.08300784403099692,-0.09213569352240793,4.258241243089646,18,-9597.733907355514,570,QUESTION_4,Navi,4,4 +RESPONSE_326,5.01319977087655,-0.07259555652523235,-0.15465060707166456,-0.24502494693800939,-0.0822621383318265,4.487963478842092,19,-10273.501728541962,292,QUESTION_4,Navi,3,4 +RESPONSE_327,5.55636819686542,-0.082833214246711,-0.09980150402359195,-0.2735148858770635,-0.0756467980661404,4.676839087795182,11,-12803.340804298123,510,QUESTION_4,Klingon,4,4 +RESPONSE_328,5.945713704537371,-0.08954307344064595,-0.17140245902150128,-0.23071788192792253,-0.10143066715446074,4.276543077302388,9,-7188.378471586086,384,QUESTION_4,Klingon,4,4 +RESPONSE_329,5.306931997826618,-0.0942391709596926,-0.19076307177337826,0.0016100243433471038,-0.10122846396880465,4.442118507999869,4,-4842.148280071611,389,QUESTION_4,Esperanto,4,4 +RESPONSE_330,5.651989961990758,-0.09456196935387672,-0.08174650793291378,0.0006576004467528831,-0.05760726983543669,4.606545813230723,4,-5218.9305960312595,599,QUESTION_4,Esperanto,4,4 +RESPONSE_331,5.094620704027824,-0.12987015280168723,-0.2421714457116207,-0.205483501519745,-0.14262556900122358,4.518411146698394,15,-5236.970524968138,330,QUESTION_4,Klingon,4,3 +RESPONSE_332,5.485200433125546,-0.06716308505699153,-0.13097275249692264,0.00029015301297351676,-0.07861941174832422,4.593074809240415,2,-5693.96909192208,480,QUESTION_4,Klingon,4,4 +RESPONSE_333,4.75204933358063,-0.14711006839325796,-0.31861677656055304,-0.25416614235055246,-0.0658827417353054,4.39573301746834,1,-8770.66546390419,218,QUESTION_4,Esperanto,3,3 +RESPONSE_334,5.326908722502998,-0.10910136234182105,-0.23163850622051507,-0.2005217541624492,-0.11936318776023903,4.3354725987977725,14,-11203.70947969342,428,QUESTION_4,Klingon,3,3 +RESPONSE_335,5.25978723440872,-0.10632278923297371,-0.29602670397769254,-0.3189286195630757,-0.16475852890520498,3.8684580551271504,2,-7957.696509462288,366,QUESTION_4,Esperanto,4,4 +RESPONSE_336,5.690670144841193,-0.1830958707592406,-0.24772573399798484,-0.42283890849351097,-0.11893753030979994,4.233294326546961,17,-11394.576955362481,276,QUESTION_4,Esperanto,3,3 +RESPONSE_337,4.430752859974619,-0.09428452775440632,-0.22179130929636448,-0.2632827016061192,-0.14661175574572088,5.025055126002049,9,-8311.477789986486,177,QUESTION_4,Vulcan,3,3 +RESPONSE_338,5.249218319902717,-0.11424583764858783,-0.09325979254907525,-0.11780192551440796,-0.10225384984248675,4.558870162256449,20,-10308.832237045168,584,QUESTION_4,Esperanto,4,4 +RESPONSE_339,5.301550929597822,-0.09449054062456162,-0.10233320308643573,-0.0003059545814060173,-0.14257207995202512,4.642884562102016,5,-4116.1535336637,384,QUESTION_4,Vulcan,3,3 +RESPONSE_340,5.533138259738684,-0.10337225761174006,-0.07874567014253582,-0.10202176402282591,-0.06444079093497886,4.621161615880386,12,-5131.776991393341,485,QUESTION_4,Navi,5,4 +RESPONSE_341,5.09376879256786,-0.06973865985730417,-0.19940104630838565,0.0005939625512907878,-0.09451570360778981,4.358447805509245,19,-3990.868173720122,451,QUESTION_4,Esperanto,3,3 +RESPONSE_342,5.047017767741775,-0.0952794882102766,-0.16972314643088085,-0.37308427861562377,-0.12736691007623555,4.612642575582045,18,-5937.45312353181,309,QUESTION_4,Vulcan,3,4 +RESPONSE_343,4.989597731190521,-0.08127299432672515,-0.25208599902646556,0.0007668743113992809,-0.1351325770640105,4.266216692603613,9,-6889.8520389130945,280,QUESTION_4,Vulcan,4,3 +RESPONSE_344,5.376583520705638,-0.10356254580531483,-0.20735794201697136,-0.2769811840178405,-0.10736138166983199,4.3759645262365225,12,-5651.129671811191,436,QUESTION_4,Vulcan,4,3 +RESPONSE_345,3.210276595036554,-0.08601810919445936,-0.41160366750408256,-0.6282106136730936,-0.14495067170572248,4.540561427284394,10,-6021.310736890266,48,QUESTION_4,Navi,1,1 +RESPONSE_346,5.040841377850831,-0.08046083012171328,-0.21347093037677262,-0.2807099474675898,-0.11429504306156474,4.050054927960239,15,-10628.562848211486,308,QUESTION_4,Klingon,3,3 +RESPONSE_347,4.618979624146532,-0.06252705668158734,-0.17863098188739468,-0.5080153316195212,-0.12573746309058553,4.155734774528175,5,-10577.296334401588,186,QUESTION_4,Klingon,3,3 +RESPONSE_348,5.13661184337689,-0.11992354763142647,-0.22103516303840245,-0.2897388475908073,-0.12062512089438591,4.254221746263506,6,-8181.292183858089,349,QUESTION_4,Esperanto,4,4 +RESPONSE_349,5.940947270114374,-0.05789024532392305,-0.10427536368444527,-0.0016293720194083805,-0.0747000089506362,4.732211576452984,18,-8121.2280247162735,357,QUESTION_4,Navi,5,4 +RESPONSE_350,4.9912079925308985,-0.10617142102386337,-0.23668218108331462,-0.0005960381403031904,-0.13332244301642773,4.57162098955175,5,-10219.21313287398,285,QUESTION_4,Esperanto,3,3 +RESPONSE_351,5.088570187460814,-0.08437645035260094,-0.23581670519555586,-0.19028431502438284,-0.1272878377391841,4.147984552162167,2,-9686.069403605297,307,QUESTION_4,Vulcan,3,2 +RESPONSE_352,4.788784999060399,-0.08154014096885352,-0.1385089410702792,-0.15706635185004147,-0.0003539761095220311,4.546046315571217,16,-5180.903133253684,357,QUESTION_4,Esperanto,3,3 +RESPONSE_353,5.805662224738019,-0.08055874027923692,-0.07920663442128013,-0.0007119090324199066,-0.05546327453750173,4.578761265046937,14,-12236.460097263918,652,QUESTION_4,Navi,5,4 +RESPONSE_354,5.3779909716648495,-0.1319147931181761,-0.18986746441365712,0.00043322176758411467,-0.09423438642059559,4.4378585665929755,6,-7430.437207180634,436,QUESTION_4,Vulcan,4,4 +RESPONSE_355,5.533017011016815,-0.11950029643100753,-0.24225862988682162,-0.2534945547243088,-0.0010538931197913166,4.8127069259202395,17,-6631.665482479998,253,QUESTION_4,Klingon,3,3 +RESPONSE_356,5.35725653887001,-0.08549831747749252,-0.14257928029255462,0.00192554931877437,-0.06662136523667483,4.831524553161588,2,-4470.229919208699,447,QUESTION_4,Klingon,4,4 +RESPONSE_357,4.605438304104273,-0.0886503256958623,-0.12099422136062347,-0.15358522247184866,-0.09564466522567885,4.979396512411463,4,-7399.438180921511,215,QUESTION_4,Esperanto,3,3 +RESPONSE_358,5.4820842288751885,-0.061566794762768176,-0.12958662682752775,0.0006572158990309818,-0.06492736316085833,4.532199692808122,4,-5305.431252939701,472,QUESTION_4,Klingon,4,4 +RESPONSE_359,5.127261388680495,-0.10511776315033991,-0.16437171913654486,-0.4538662675773652,-0.15395748565003806,4.05672384009018,1,-4833.9977066561305,378,QUESTION_4,Klingon,3,3 +RESPONSE_360,4.992736676529479,-0.09623415526189179,-0.1332163654333108,-0.33257208341618566,-0.09645606881524052,4.626740711816868,7,-6829.010736731042,330,QUESTION_4,Navi,4,4 +RESPONSE_361,5.0121384808556595,-0.11490701765755748,-0.21068526868500806,-0.302072498769989,-0.15514161460721299,4.485643128466942,11,-8998.39153535288,333,QUESTION_4,Navi,3,4 +RESPONSE_362,5.401971554729816,-0.09670933394508677,-0.23223829209496463,-0.26884935095408635,-0.049582444031086775,4.1401700958653675,14,-6199.920652464655,411,QUESTION_4,Klingon,3,3 +RESPONSE_363,6.4971403777668195,-0.08864309635306898,-0.09368811998118834,-0.1269232787935868,-0.07679344501167146,4.520454077475788,5,-9426.413941950046,678,QUESTION_4,Vulcan,6,6 +RESPONSE_364,5.944907534759253,-0.08092223848544067,-0.061703281664682495,1.5773289260129117e-05,-0.06196931517570431,4.627126364780412,16,-11122.885872311972,778,QUESTION_4,Klingon,4,4 +RESPONSE_365,3.9952305723599926,-0.12094032761005713,-0.28981779531702007,0.001887522855449391,-0.09623165825126567,5.0607183242746885,11,-4419.711761559004,109,QUESTION_4,Navi,3,2 +RESPONSE_366,5.998072413465292,-0.08658990039113171,-0.26523112226994494,-0.30841924435182944,-0.10349613345993777,4.364437240358259,13,-9168.87633527167,365,QUESTION_4,Vulcan,4,4 +RESPONSE_367,5.143026635453723,-0.10111877832557402,-0.10568755313175522,0.0016974899259111175,-0.0760774053457474,4.658043926161678,10,-11212.592392914774,352,QUESTION_4,Klingon,4,4 +RESPONSE_368,5.893195776429378,-0.07164555067063207,-0.0789025779983802,-0.0020703078300907084,-0.08771457524031644,4.333038107742827,19,-11035.010304057692,660,QUESTION_4,Navi,3,4 +RESPONSE_369,5.836500785417224,-0.07274838577809443,-0.12939373104507335,-0.19939648690569253,-0.10164237403430046,4.562409247475463,10,-4471.610894327133,661,QUESTION_4,Navi,4,4 +RESPONSE_370,5.060345884119955,-0.10028061896599003,-0.2895992875054389,0.00045439525565571786,-0.09523012724982122,4.281353080679009,11,-10775.892149119542,437,QUESTION_4,Vulcan,4,3 +RESPONSE_371,4.270945346516098,-0.09829582702967823,-0.2100305905678328,-0.41287704246355245,-0.1878075978253375,4.633066930852437,12,-6661.416651288943,142,QUESTION_4,Esperanto,2,2 +RESPONSE_372,5.05344196588253,-0.14489303811171392,-0.1840916674647714,-0.3050762944445362,-0.10825384933027223,4.638555438321398,2,-4768.3048290696,331,QUESTION_4,Esperanto,4,4 +RESPONSE_373,5.153003386250752,-0.13332504511554036,-0.23536483154583945,-0.3710050062513259,-0.07778207588580355,4.264812178356471,18,-7377.478603021145,330,QUESTION_4,Klingon,3,4 +RESPONSE_374,4.752140944038631,-0.13965196899197307,-0.2940852857484721,-0.5112710547783036,-0.17554803371798167,4.796865327182454,10,-9288.156440945237,124,QUESTION_4,Vulcan,2,2 +RESPONSE_375,5.0877265866837265,-0.09382384509244833,-0.19545336583590286,-0.32728392775425147,-0.1279546644913714,4.092331631112595,12,-12440.052591045811,312,QUESTION_4,Klingon,3,3 +RESPONSE_376,5.388702707834113,-0.06745706252636954,-0.25061110310291707,-0.0008979535956198197,-0.08762361635701002,4.599632772763745,20,-7398.592669126122,393,QUESTION_4,Esperanto,4,4 +RESPONSE_377,5.821055707351379,-0.07561801968791057,-0.06339482533834527,-0.05122932109716607,-0.08994523156427124,4.662969013236259,13,-6397.290568541508,736,QUESTION_4,Esperanto,4,5 +RESPONSE_378,5.256482070876538,-0.13039756744128347,-0.1892384291917802,-0.22019880345134193,-0.16043339568047454,4.596753886256454,17,-7171.513135021626,398,QUESTION_4,Klingon,3,4 +RESPONSE_379,4.885057298969092,-0.08600643913044696,-0.1748857347730133,-0.2685156306050418,-0.10606973375030747,4.402676188031244,9,-12821.245692443104,266,QUESTION_4,Navi,4,4 +RESPONSE_380,4.6074001621489264,-0.12788705405492767,-0.056114389007438176,-0.31471449355438075,-0.07884426835509409,4.51088576835952,13,-4613.200611783748,314,QUESTION_4,Klingon,4,4 +RESPONSE_381,4.053658772720239,-0.2464324684253107,-0.23488934365648723,-0.522622663705403,-0.19030675402773456,3.2288176225862797,16,-4861.367183322626,54,QUESTION_4,Vulcan,1,1 +RESPONSE_382,5.168097287847253,-0.07334451536525449,-0.08917539417286663,-0.16377370662598556,-0.05240383818103121,4.647596871855687,5,-13421.860321058079,370,QUESTION_4,Esperanto,4,4 +RESPONSE_383,5.257751488713167,-0.08370146836892667,-0.19181833023239453,-0.17525269785719977,-0.12859400750926508,4.313456848964917,13,-11298.663089710355,361,QUESTION_4,Vulcan,4,4 +RESPONSE_384,5.42401365686827,-0.10547412290672942,-0.20172790454825348,-0.00015171197778683437,-0.09559299097633073,4.178114223179643,14,-11919.623273769683,449,QUESTION_4,Klingon,4,4 +RESPONSE_385,5.233756752096073,-0.09782095751429315,-0.17084012692671055,-0.05176070230190802,-0.07272489399285582,4.53610602152856,17,-8626.447900290363,369,QUESTION_4,Vulcan,4,4 +RESPONSE_386,6.23624520998955,-0.08833484272887095,-0.1488784313724717,-0.2691066600850128,-0.04331366835202882,4.419379356691029,16,-6599.7505770792595,526,QUESTION_4,Klingon,4,4 +RESPONSE_387,5.204436637796426,-0.07104361363124607,-0.20841301453743682,-0.20633177617996395,-0.08882807402104397,4.293496745983118,5,-5617.7767993442085,378,QUESTION_4,Vulcan,3,3 +RESPONSE_388,6.041520928160548,-0.1117299570408031,-0.14563329200189426,-0.09553978458686874,-0.09521864264977115,4.7873127658296015,15,-8752.576102507564,877,QUESTION_4,Klingon,5,6 +RESPONSE_389,5.042887740611892,-0.07045143169022874,-0.24141786536698379,-0.17745253241976083,-0.05648729824890799,4.457156750962269,9,-7631.7426893228,321,QUESTION_4,Vulcan,3,3 +RESPONSE_390,5.19105006831107,-0.12311089401823555,-0.2232725270627964,-0.372161540431348,-0.1490429106037301,4.357657926058178,18,-5607.444667016813,181,QUESTION_4,Esperanto,3,3 +RESPONSE_391,5.477926426413459,-0.10362178014182817,-0.05953280514082254,-0.001458338824553177,-0.060246046184577975,4.688115871425387,20,-8555.110499111901,540,QUESTION_4,Esperanto,4,4 +RESPONSE_392,5.276322494182682,-0.10036435223594725,-0.12316023845296407,-0.2776147112880428,-0.07053972397123623,4.337337868880987,7,-8747.16850280436,401,QUESTION_4,Klingon,4,4 +RESPONSE_393,5.43161087959201,-0.12100097618031862,-0.19129483491667268,-0.2885486704989048,-0.11622935263014608,4.254769168409341,20,-5060.564250563348,220,QUESTION_4,Vulcan,2,3 +RESPONSE_394,5.765194581020047,-0.06772281009703204,-0.10002765319951784,-0.2556449587820199,-0.08931346773757477,4.4026633746090935,19,-10763.723420628354,605,QUESTION_4,Vulcan,4,4 +RESPONSE_395,4.539413191546669,-0.13924939889486326,-0.22587193087204663,-0.3626335577327069,-0.1503261751447313,4.093366539886849,11,-6931.918938544225,178,QUESTION_4,Esperanto,1,2 +RESPONSE_396,5.298055696281496,-0.1184453009749855,-0.33162593007400387,-0.32297447359666337,-0.15561667230366658,3.9311727467573383,18,-11086.69553574274,371,QUESTION_4,Esperanto,3,3 +RESPONSE_397,5.144885575630544,-0.09252383423854943,-0.18265424496654786,-0.28657505479740514,-0.12528072093980286,4.625057447937676,4,-4405.903826255953,320,QUESTION_4,Esperanto,3,3 +RESPONSE_398,5.149804717943142,-0.10542036920259916,-0.26748991983450904,-0.35949228103912134,-0.07520043264085383,3.894206003366409,10,-5983.2861127057995,355,QUESTION_4,Esperanto,4,4 +RESPONSE_399,5.620002244027703,-0.09292009816887108,-0.07442308483515415,-0.22566679359966038,-0.09720622132234215,3.980790590109307,18,-5934.236350926868,530,QUESTION_4,Esperanto,3,3 +RESPONSE_400,4.550479416763726,-0.11454647069741722,-0.20111964073825864,-0.2031291442576167,-0.09979972530898554,4.762700699796302,18,-10131.73522019506,198,QUESTION_4,Klingon,4,3 +RESPONSE_401,4.915081590595693,-0.05813466719968557,-0.08522463806885991,-0.3218340118411269,-0.060571807237155974,4.746650127813602,19,-11042.826470358637,279,QUESTION_5,Esperanto,3,3 +RESPONSE_402,5.394000247727426,-0.07676943558221014,-0.15925643843725643,-0.2733075133462907,-0.10677254789703224,4.775308615270717,9,-4995.085462664544,434,QUESTION_5,Klingon,4,4 +RESPONSE_403,4.8869588318090695,-0.059713182228368106,-0.13848912076314704,-0.30185521285135775,0.0007584928297359549,4.681534193082517,1,-8197.14086125997,261,QUESTION_5,Klingon,3,3 +RESPONSE_404,4.708296133418728,-0.05351187688988709,-0.21222803092909895,-0.3027139000588446,-0.06622421696912384,4.41810394262162,16,-6749.106810192595,224,QUESTION_5,Vulcan,3,3 +RESPONSE_405,4.627057409170962,-0.11795819319724746,-0.12227439915854264,-0.25752675938692215,-0.12036308997198261,5.0631171766172995,19,-9983.874034487846,204,QUESTION_5,Klingon,3,3 +RESPONSE_406,5.636479159231367,-0.05998226866099605,-0.20504982949144063,0.0016323031281203816,-0.10009903832404446,4.5457484607367205,9,-4080.1148889957285,504,QUESTION_5,Esperanto,4,4 +RESPONSE_407,5.077780741778928,-0.07177722055652706,-0.11220843227502642,-0.18153799568780515,-0.05686636967196628,4.6410035857723075,12,-11100.283501751095,314,QUESTION_5,Esperanto,3,3 +RESPONSE_408,4.753845898801028,-0.10987063355709474,-0.20313609826221773,-0.06464114168024479,-0.14503034452714458,5.001958555840137,3,-10894.77337504161,237,QUESTION_5,Klingon,3,4 +RESPONSE_409,5.523896472898773,-0.11808440916040397,-0.2570189853425045,-0.22642436082224948,-0.11409212896844201,3.812361227257866,3,-6306.961603873759,474,QUESTION_5,Vulcan,3,3 +RESPONSE_410,6.456597232154774,-0.11243443268192481,-0.32717029685329757,0.00038661550829034236,-0.061596810262927126,4.237194587882097,3,-8930.26439229531,528,QUESTION_5,Esperanto,2,2 +RESPONSE_411,6.043918779874865,-0.08213924564573487,-0.14562515996172368,-4.8111598667129556e-05,-0.12171759807274153,4.149833596355787,11,-6707.667533307922,469,QUESTION_5,Navi,3,3 +RESPONSE_412,5.371115263378051,-0.07797179922718396,-0.18599711204931896,-0.00259835475381056,-0.05059982578249962,4.530484231880471,12,-7706.234709434626,397,QUESTION_5,Esperanto,4,4 +RESPONSE_413,5.145155556050378,-0.06963180491778889,-0.19638322368471872,-0.16038478429309308,-0.07470388775083175,4.401559487949379,11,-7484.585566030518,356,QUESTION_5,Navi,3,3 +RESPONSE_414,5.49849442208692,-0.11471695931595387,-0.0650816012297397,-0.00020915588579281576,-0.0901681026130291,4.564764945844017,12,-11988.043365562346,484,QUESTION_5,Esperanto,4,4 +RESPONSE_415,4.494758033930074,-0.15670720643187838,-0.3857144634576797,-0.35145137829893824,-0.0761727512118645,4.772668039761474,18,-8835.7719305697,170,QUESTION_5,Navi,2,2 +RESPONSE_416,5.298093965935569,-0.1167785034023714,-0.14735929227449093,-0.13087813805020762,-0.06885444161754578,4.053045886365079,6,-13804.557592883206,405,QUESTION_5,Navi,3,4 +RESPONSE_417,6.177006632513792,-0.07534137584306669,-0.2763727634982777,0.0005734281703423849,-0.16404415608843306,3.664261537732086,19,-11661.021859142496,493,QUESTION_5,Klingon,3,3 +RESPONSE_418,5.758483736437616,-0.067244687176744,-0.07047024026347536,-0.16813520962831968,0.0012640439190894522,4.834910487110074,9,-5385.301479955095,593,QUESTION_5,Vulcan,4,5 +RESPONSE_419,4.519629374573698,-0.05840780495723831,-0.19412381446268176,-0.3195439552746211,-0.0007026592891744782,4.161465817197018,4,-12714.608620946397,185,QUESTION_5,Esperanto,3,3 +RESPONSE_420,4.694241838682439,-0.15668233870174184,-0.30307537402398443,-0.1883388155344756,-0.13454228797097711,4.419565033033062,6,-8938.321630020115,232,QUESTION_5,Navi,3,3 +RESPONSE_421,4.579068459362277,-0.0970987526184471,-0.18773151454640943,-0.0003049973457242287,0.00010412664557243396,4.599832747477381,20,-11254.083600299908,196,QUESTION_5,Navi,3,3 +RESPONSE_422,4.754902632872144,-0.12234724452558632,-0.19036927061064884,-0.36985944264726467,-0.09376569440670184,4.3638262050397145,16,-11239.280766207996,238,QUESTION_5,Klingon,3,3 +RESPONSE_423,5.589876954922449,-0.11638954503717314,-0.1902095473263999,-0.18792640047403078,-0.1561927432539656,4.637241861632761,13,-11182.713475948009,250,QUESTION_5,Navi,3,3 +RESPONSE_424,5.57539937155354,-0.10592797844507318,-0.10718582659039519,-0.06113775754868979,-0.07755024032019354,4.492370064512235,5,-11330.27879746294,521,QUESTION_5,Klingon,4,4 +RESPONSE_425,5.607169586652364,-0.11247704760351705,-0.10104817197775805,-0.08375761289899,-0.09257824869061523,4.427559782231795,2,-10865.09888277229,570,QUESTION_5,Vulcan,4,4 +RESPONSE_426,4.996197171104436,-0.07290542951774182,-0.15525552995983843,-0.2503059910560553,-0.08119917526804728,4.456112450342235,13,-12439.686081542184,292,QUESTION_5,Esperanto,3,4 +RESPONSE_427,5.454540661732327,-0.08218800449968688,-0.09980082538322434,-0.27607809075251216,-0.0761151459871873,4.654278154459028,1,-10463.109500113467,510,QUESTION_5,Esperanto,4,4 +RESPONSE_428,6.044833266013086,-0.08921251587587302,-0.16870724640717105,-0.22690183190473806,-0.10316518729292305,4.267558643528476,5,-5899.301701619815,384,QUESTION_5,Klingon,4,4 +RESPONSE_429,5.315228802309022,-0.09485612228104502,-0.18906027828419852,-0.0008138374208533874,-0.10156685941025176,4.4671628457058725,19,-11484.931953960897,389,QUESTION_5,Klingon,4,4 +RESPONSE_430,5.680379892259679,-0.0959255984293298,-0.08039485013689827,0.0010200936307076121,-0.05788857675553898,4.608487883788318,18,-8154.052401633653,599,QUESTION_5,Klingon,4,4 +RESPONSE_431,5.11109039898275,-0.1281604797328038,-0.24229093348707437,-0.20708114209614134,-0.14695872657826106,4.442135587809552,9,-7460.79950586299,330,QUESTION_5,Vulcan,4,3 +RESPONSE_432,5.578237874402767,-0.06793369934474362,-0.12662305829630408,-0.00027389806372914654,-0.08056350971244837,4.62550580004733,13,-12381.375605839423,480,QUESTION_5,Vulcan,4,4 +RESPONSE_433,4.710299260504441,-0.14863929513969312,-0.32025089842093984,-0.24993417882876276,-0.06753693011862953,4.311409996740471,5,-6975.039236270044,218,QUESTION_5,Vulcan,3,3 +RESPONSE_434,5.426669713545245,-0.10777374941398284,-0.23507440230723714,-0.20083084794271697,-0.11886325773960883,4.339562278400583,5,-6191.242802427614,428,QUESTION_5,Vulcan,3,3 +RESPONSE_435,5.217946504969524,-0.10587345436014794,-0.30153651545746263,-0.32252504479229005,-0.1657585200821301,3.8627062355410775,5,-7929.314837159645,366,QUESTION_5,Navi,4,4 +RESPONSE_436,5.687196841685341,-0.1826063760001798,-0.2470360396969753,-0.4184452347454175,-0.12145198949730107,4.258314679039909,19,-7489.720742223548,276,QUESTION_5,Esperanto,3,3 +RESPONSE_437,4.465174808007515,-0.0938022053046422,-0.22384757499203553,-0.2574323295557148,-0.1533766852965661,5.143992434648594,19,-6218.983337705352,177,QUESTION_5,Esperanto,3,3 +RESPONSE_438,5.2374942433946785,-0.11497840364455038,-0.09374770253600886,-0.11840476303134201,-0.10261694427912486,4.582583119162319,4,-8002.45022763561,584,QUESTION_5,Esperanto,4,4 +RESPONSE_439,5.3483414127918545,-0.0946853832920962,-0.10282889316374,0.00019182305635568882,-0.14080024073678696,4.631338477784556,1,-6868.245644886583,384,QUESTION_5,Navi,3,3 +RESPONSE_440,5.459806243154585,-0.1027878716991678,-0.07823288423327271,-0.10196596826650275,-0.06497541856447596,4.521729709432123,1,-8383.00778215925,485,QUESTION_5,Esperanto,5,4 +RESPONSE_441,4.963047739749978,-0.06945376216163374,-0.20029309366276282,0.0006413098354855021,-0.09468390400610083,4.41442373333156,7,-5062.632089571973,451,QUESTION_5,Navi,3,3 +RESPONSE_442,5.012782696819511,-0.0954289040078971,-0.17250893137461845,-0.373797803652766,-0.1278635823787524,4.613387453924231,17,-7258.065624904218,309,QUESTION_5,Klingon,3,4 +RESPONSE_443,4.971993270663383,-0.08284687355477144,-0.2522635983214571,0.00036749141967836477,-0.13255132106260853,4.372707805625929,19,-5461.91797646089,280,QUESTION_5,Klingon,4,3 +RESPONSE_444,5.450675046156775,-0.10351541596100852,-0.20664375277728952,-0.27320673260313266,-0.10714928727818818,4.301989715654287,15,-11165.625600321322,436,QUESTION_5,Vulcan,4,3 +RESPONSE_445,3.2448836842918776,-0.08616484183991825,-0.412356692688007,-0.6220681139791858,-0.14631716894683944,4.508116092855089,10,-5831.998910782598,48,QUESTION_5,Vulcan,1,1 +RESPONSE_446,5.119553207358442,-0.08158500225415852,-0.21315763234713686,-0.2748162313746918,-0.11344845702877074,4.023971639636469,9,-10830.346865140618,308,QUESTION_5,Navi,3,3 +RESPONSE_447,4.561701469231638,-0.06284825428874104,-0.1816841006308739,-0.49852394708127673,-0.12381346973095217,4.23998508091884,10,-9390.33295513956,186,QUESTION_5,Esperanto,3,3 +RESPONSE_448,5.230648360797307,-0.1170876554625286,-0.22091774445611861,-0.2902141915580877,-0.11823681206691311,4.368352127140403,5,-5908.649264467667,349,QUESTION_5,Vulcan,4,4 +RESPONSE_449,5.820887948470274,-0.05896757398295987,-0.10479340665029424,0.0020875633761660837,-0.07520553980453866,4.65531910773623,2,-6865.346291445766,357,QUESTION_5,Esperanto,5,4 +RESPONSE_450,4.919971223074919,-0.1058482357333799,-0.24045102312830066,0.00011713421221327176,-0.1325257841261929,4.566119766073865,20,-7401.265384160716,285,QUESTION_5,Esperanto,3,3 +RESPONSE_451,4.992777677710384,-0.08563806835700408,-0.23487263102821243,-0.19090957092226443,-0.1273293911252986,4.201187765798406,17,-10461.236213652712,307,QUESTION_5,Navi,3,2 +RESPONSE_452,4.771807318078649,-0.07948419362285707,-0.13873018978897847,-0.15864645031582747,0.0008143650656112657,4.527882695765858,5,-13385.395462038694,357,QUESTION_5,Esperanto,3,3 +RESPONSE_453,5.735662325207071,-0.08081871896013983,-0.07834883371685109,0.0012761493207592207,-0.05425739118467959,4.575427836228244,9,-12998.218745676215,652,QUESTION_5,Esperanto,5,4 +RESPONSE_454,5.440448465152179,-0.13163641606586973,-0.18816190842494837,0.0002709685074809869,-0.09532657626521386,4.460324066278157,9,-11977.185242128005,436,QUESTION_5,Navi,4,4 +RESPONSE_455,5.573671816938454,-0.12115274561807553,-0.24674128167921183,-0.24843449107182713,0.0004666985432912171,4.854644545512539,1,-8276.913653607342,253,QUESTION_5,Navi,3,3 +RESPONSE_456,5.2998194940391725,-0.08507850602851655,-0.1389360512811921,-0.0009886306563756085,-0.0672600889481039,4.830174206951339,1,-5894.3970489266285,447,QUESTION_5,Navi,4,4 +RESPONSE_457,4.648148681400997,-0.08827092684631022,-0.11887265779908303,-0.15440987588697377,-0.09704401142042329,5.040469157335116,7,-12464.724322337404,215,QUESTION_5,Klingon,3,3 +RESPONSE_458,5.437132669084892,-0.06145111114727714,-0.12991784754556848,-0.001141823804215901,-0.06559215787310689,4.478789592047987,4,-8838.654955360127,472,QUESTION_5,Esperanto,4,4 +RESPONSE_459,5.290939614924471,-0.10697704762223936,-0.16545301397453482,-0.45204007252337247,-0.15396555021866912,4.033045863702657,13,-8324.518189580516,378,QUESTION_5,Vulcan,3,3 +RESPONSE_460,5.089557550056242,-0.09676684512305343,-0.13531931028706687,-0.3220522291357192,-0.09489966988116859,4.593810794466711,5,-9120.002306566184,330,QUESTION_5,Navi,4,4 +RESPONSE_461,5.009137454539514,-0.11550559946689186,-0.2125437149161621,-0.2996934824158906,-0.15317624303367064,4.547957430384668,1,-10942.395665339913,333,QUESTION_5,Navi,3,4 +RESPONSE_462,5.325139982005796,-0.09708092812667796,-0.23095016974931346,-0.26605275509188125,-0.04945326007349279,4.166267027594351,7,-10332.950115165584,411,QUESTION_5,Klingon,3,3 +RESPONSE_463,6.483882034762735,-0.08885986371677586,-0.09306387298325682,-0.1257735117501317,-0.07613221248597668,4.587722517361377,8,-8591.576746929872,678,QUESTION_5,Esperanto,6,6 +RESPONSE_464,5.969609494191589,-0.08105924470160496,-0.06241799431122988,0.0004807218843402119,-0.06154583819241507,4.635085664296571,6,-5348.824993194257,778,QUESTION_5,Esperanto,4,4 +RESPONSE_465,3.9853957719158486,-0.12253212672847653,-0.2884475911334098,0.000545780550775707,-0.09596819903826871,4.99261128646971,17,-6844.622478591533,109,QUESTION_5,Navi,3,2 +RESPONSE_466,5.949639080864673,-0.08639413276208396,-0.2593863891078606,-0.3089133981953573,-0.10496519908766946,4.482364487914066,1,-8870.916761628036,365,QUESTION_5,Esperanto,4,4 +RESPONSE_467,5.273541313796364,-0.09985992238489158,-0.10676693157636329,0.00025940499159534584,-0.07578691961579155,4.628509527885896,18,-9404.04781775593,352,QUESTION_5,Vulcan,4,4 +RESPONSE_468,5.843567230724241,-0.07141853181521936,-0.07841061132171213,-0.0018982041234114494,-0.08643447775477223,4.342580307912778,3,-9370.059787081394,660,QUESTION_5,Esperanto,3,4 +RESPONSE_469,5.831888921305181,-0.07256683135724132,-0.13008170585037432,-0.19647790950515956,-0.10347599396382601,4.4440555177701935,9,-10723.969071135321,661,QUESTION_5,Esperanto,4,4 +RESPONSE_470,5.023069096934704,-0.1038153221361329,-0.28824421267438427,0.000410756695428805,-0.09501186624556657,4.347185039469054,1,-12643.55646335169,437,QUESTION_5,Vulcan,4,3 +RESPONSE_471,4.250469764641417,-0.09646122634585795,-0.20628464198497015,-0.4246640190460642,-0.18998151752459994,4.541462757714935,7,-6519.886194118011,142,QUESTION_5,Vulcan,2,2 +RESPONSE_472,5.108774646992911,-0.14282816060982004,-0.18136699898055422,-0.30759502892858204,-0.10830287004261964,4.646768026115124,12,-9451.622958310027,331,QUESTION_5,Klingon,4,4 +RESPONSE_473,5.050161393671974,-0.13212309387680185,-0.2331840971489592,-0.37694199868210193,-0.07791346922428549,4.257055577042079,20,-8031.332837859822,330,QUESTION_5,Vulcan,3,4 +RESPONSE_474,4.831601001554706,-0.14338718176779564,-0.29696375992035173,-0.5081635094609152,-0.18192726448940297,4.845534309855244,16,-7011.423249629852,124,QUESTION_5,Esperanto,2,2 +RESPONSE_475,5.0429520481398304,-0.09360748281808923,-0.19895708879013577,-0.3290591261984409,-0.12924454421034912,4.056647774198175,10,-9301.763056214637,312,QUESTION_5,Klingon,3,3 +RESPONSE_476,5.2715596599939465,-0.06613837467976436,-0.2552207472714188,0.0008190412764187295,-0.08804503590914176,4.572303516853885,10,-11598.740216903649,393,QUESTION_5,Klingon,4,4 +RESPONSE_477,5.860276327145631,-0.07530354761505685,-0.0639261760779183,-0.05204031763045425,-0.09074551174573467,4.696254678313837,2,-13872.854698992322,736,QUESTION_5,Navi,4,5 +RESPONSE_478,5.330620030078883,-0.12855941299208126,-0.18884216718120875,-0.2232823090331404,-0.1606110977053612,4.629621142418311,17,-11329.351544588686,398,QUESTION_5,Klingon,3,4 +RESPONSE_479,4.9076086025516945,-0.08839706400517537,-0.17706546499199521,-0.26246834108345385,-0.1066539770219095,4.407804397114447,8,-4276.129496907152,266,QUESTION_5,Vulcan,4,4 +RESPONSE_480,4.6199927541043895,-0.12387272914801199,-0.05585430033547443,-0.31725435621692605,-0.08089802900339915,4.542608309415916,2,-10147.36444392594,314,QUESTION_5,Esperanto,4,4 +RESPONSE_481,3.986511077324802,-0.2454564848559047,-0.23572105209871722,-0.5234249702662788,-0.19160679977223313,3.2598318292530575,8,-6234.0563764965045,54,QUESTION_5,Esperanto,1,1 +RESPONSE_482,5.284042681230532,-0.07348133593985726,-0.09124806717684289,-0.16287870356714143,-0.05197223627195463,4.708276234253139,2,-8662.077906030654,370,QUESTION_5,Esperanto,4,4 +RESPONSE_483,5.146233560450788,-0.08460518744571921,-0.18802877389569536,-0.17622311722355002,-0.12799638930408402,4.275243299726654,6,-10353.945897343676,361,QUESTION_5,Vulcan,4,4 +RESPONSE_484,5.379216819837475,-0.10350958413792348,-0.20048419367279677,0.0002727442779263435,-0.09411357220564587,4.240498673549288,17,-4910.705923244557,449,QUESTION_5,Klingon,4,4 +RESPONSE_485,5.190243891527393,-0.09570524832015151,-0.17261752256642535,-0.05219567277880104,-0.07387102117360105,4.5914951593995506,10,-8337.360001021207,369,QUESTION_5,Esperanto,4,4 +RESPONSE_486,6.427077665097452,-0.09001367992519567,-0.15319505010130333,-0.2731098412944186,-0.043334295256882996,4.331180014984067,16,-12317.253859215325,526,QUESTION_5,Klingon,4,4 +RESPONSE_487,5.2591222514487805,-0.07074623846201353,-0.21149296992766017,-0.20403270900215398,-0.08891841308135569,4.288141821382447,9,-6354.928618177304,378,QUESTION_5,Navi,3,3 +RESPONSE_488,6.107875974483694,-0.11359722039876503,-0.14694000877680083,-0.094186541087446,-0.09510436032275982,4.774527118719775,14,-5645.9718128995,877,QUESTION_5,Klingon,5,6 +RESPONSE_489,5.106667516585181,-0.07192438699415174,-0.2416051998210694,-0.1740152496631291,-0.05587160095092645,4.537819606656575,13,-4782.691053364309,321,QUESTION_5,Navi,3,3 +RESPONSE_490,5.242280432192564,-0.1239777193240486,-0.2257335381740454,-0.3738743690524632,-0.1479229750992305,4.376333381840351,13,-9350.357788853828,181,QUESTION_5,Navi,3,3 +RESPONSE_491,5.623862697896435,-0.10756477494937544,-0.05982781402145923,0.001455457201183773,-0.060822467419626165,4.632005902566701,8,-5402.0993561329005,540,QUESTION_5,Klingon,4,4 +RESPONSE_492,5.380563583047489,-0.10263322054904142,-0.12136285530957602,-0.27507935740542194,-0.07092134058325696,4.44791475031162,7,-12090.60083908746,401,QUESTION_5,Navi,4,4 +RESPONSE_493,5.396085248069736,-0.12224581283750444,-0.19206860391512987,-0.2883885377586882,-0.1158110011438396,4.1731893411113825,6,-6573.583650215445,220,QUESTION_5,Vulcan,2,3 +RESPONSE_494,5.731750482886787,-0.06782305886377084,-0.09789396068412513,-0.2507608348493316,-0.08975583331487352,4.320687554008289,7,-6926.272332578563,605,QUESTION_5,Vulcan,4,4 +RESPONSE_495,4.473467759779446,-0.1367911447815029,-0.22564624990973406,-0.36251649380052414,-0.15066923749106795,4.011620702925992,19,-5802.444481018318,178,QUESTION_5,Vulcan,1,2 +RESPONSE_496,5.186379408536163,-0.11907677936159303,-0.3231453680535416,-0.31210463561102314,-0.15602945119281883,3.942257068725908,10,-9368.348020413534,371,QUESTION_5,Navi,3,3 +RESPONSE_497,5.161995799446461,-0.09204146767122466,-0.1827088058264155,-0.2789209859115068,-0.12449855462349889,4.631220623877976,11,-10581.165259523721,320,QUESTION_5,Navi,3,3 +RESPONSE_498,5.216499152855678,-0.10497461900724904,-0.26497582647054213,-0.3604178541667857,-0.07435669113614467,3.829803663535034,1,-11558.060892196958,355,QUESTION_5,Klingon,4,4 +RESPONSE_499,5.450414618326595,-0.092950292244984,-0.0744692867658657,-0.22552058466419356,-0.09769852929840302,4.060003147481292,3,-7537.519938749163,530,QUESTION_5,Vulcan,3,3 +RESPONSE_500,4.501384469264368,-0.11396355781592712,-0.20214456496665706,-0.20033349972539008,-0.10260133054397946,4.853280883040842,11,-13106.598399362358,198,QUESTION_5,Klingon,4,3 From 5d2fbbe97fce754c6ebc976ff792c365c78f8c0a Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:39:18 -0400 Subject: [PATCH 11/22] some minor cleanup --- doc/new_notebooks.md | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/doc/new_notebooks.md b/doc/new_notebooks.md index d5c8af280..4e1e11273 100644 --- a/doc/new_notebooks.md +++ b/doc/new_notebooks.md @@ -44,20 +44,18 @@ When writing such notebooks, some or all of the python variables below will be a - `df_train_metadata` and `df_test_metadata`: Data frames containing the `*_train_metadata.csv` and `*_test_metadata.csv` files respectively as explained in `doc/output_csv.md`. [`rsmtool`: both data frames, `rsmeval`: test data only] - - `df_train_length`: A data frame containing `spkitemid` and response lengths (`length`) for the training data. These are *only* available (a) if `length_column` was specified in the config file, (b) if no values in that column are missing and, (c) if the values in that column are not distributed with a standard deviation <= 0. [`rsmtool` only] - `df_test_human_scores`: A data frame containing `spkitemid`, test label (`sc1`) and the second human score (`sc2`) for the test data. This frame is *only* available if `second_human_score_column` was specified in the config file. Note that the data frame will contain `NaN`s for the responses for which no numeric second human score was available or for which the second score was 0 and exclude_zero_scores was set to `True`. - `df_pred_preproc`: A data frame containing the `*_pred_processed.csv` file as explained in `doc/output_csv.md`. -- `df_feature_subset_specs`: a data frame containing the content of `feature_subset_file` if it was specified in config file. `None` if not specified in the config file. -[`rsmtool` only] +- `df_feature_subset_specs`: a data frame containing the content of `feature_subset_file` if it was specified in config file. `None` if not specified in the config file. [`rsmtool` only] In addition, the following variables are also available but you should *not* re-read the files under these directories which are already available as data frames. - `output_dir`: The output directory for the experiment that contains all the generated CSV files. -- + - `figure_dir`: The figure directory for the experiment that contains all the generated SVG and PNG figures. ## Notes: From aaa85c15bae4a1d9edb78a872df3f286567216b6 Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:39:56 -0400 Subject: [PATCH 12/22] some minor cleanup --- doc/new_notebooks.md | 1 - 1 file changed, 1 deletion(-) diff --git a/doc/new_notebooks.md b/doc/new_notebooks.md index 4e1e11273..f5984e7d9 100644 --- a/doc/new_notebooks.md +++ b/doc/new_notebooks.md @@ -53,7 +53,6 @@ When writing such notebooks, some or all of the python variables below will be a - `df_feature_subset_specs`: a data frame containing the content of `feature_subset_file` if it was specified in config file. `None` if not specified in the config file. [`rsmtool` only] In addition, the following variables are also available but you should *not* re-read the files under these directories which are already available as data frames. - - `output_dir`: The output directory for the experiment that contains all the generated CSV files. - `figure_dir`: The figure directory for the experiment that contains all the generated SVG and PNG figures. From 13862167d4a30cb2701cfd3eaf2e7ddedd094eaa Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:40:26 -0400 Subject: [PATCH 13/22] some reformatting --- doc/new_notebooks.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/doc/new_notebooks.md b/doc/new_notebooks.md index f5984e7d9..57cfe9d24 100644 --- a/doc/new_notebooks.md +++ b/doc/new_notebooks.md @@ -1,6 +1,6 @@ # Guide to writing new IPython notebooks -`rsmtool` allows developers and users to contribute new analysis sections to `rsmtool` and `rsmeval` as *custom sections* (see report_sections.md for further information). +RSMTool allows developers and users to contribute new analysis sections to `rsmtool` and `rsmeval` as *custom sections* (see report_sections.md for further information). When writing such notebooks, some or all of the python variables below will be available in the notebook and so can be used in the notebooks. From 0f4656e55a30f7e35cdb2f1c676741c7cf8ac2fd Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:50:56 -0400 Subject: [PATCH 14/22] move paper file to main directory --- doc/JOSS_paper.md => paper.md | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename doc/JOSS_paper.md => paper.md (100%) diff --git a/doc/JOSS_paper.md b/paper.md similarity index 100% rename from doc/JOSS_paper.md rename to paper.md From b97ccf24916250b17ceddb602fdb19e2079f1265 Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:54:24 -0400 Subject: [PATCH 15/22] Add paper metadata file. --- paper.json | 30 ++++++++++++++++++++++++++++++ 1 file changed, 30 insertions(+) create mode 100644 paper.json diff --git a/paper.json b/paper.json new file mode 100644 index 000000000..813e50000 --- /dev/null +++ b/paper.json @@ -0,0 +1,30 @@ +{ + "@context": "https://raw.githubusercontent.com/mbjones/codemeta/master/codemeta.jsonld", + "@type": "Code", + "author": [ + { + "@id": "0000-0001-9354-6851", + "@type": "Person", + "email": "nmadnani@ets.org", + "name": "Nitin Madnani", + "affiliation": "Educational Testing Service" + }, + { + "@id": "", + "@type": "Person", + "email": "aloukina@ets.org", + "name": "Anastassia Loukina", + "affiliation": "Educational Testing Service" + } + ], + "identifier": "", + "codeRepository": "https://github.com/EducationalTestingService/rsmtool", + "datePublished": "2016-06-24", + "dateModified": "2016-06-24", + "dateCreated": "2016-06-24", + "description": "RSMTool is a collection of tools for researchers working on statistical models for automated scoring of written and spoken responses in an educational context.", + "keywords": "educational applications, scoring models, statistics, visualization", + "license": "Apache 2.0", + "title": "RSMTool", + "version": "5.0.1" +} From edf8084529c0a7ee593cb327b8dc5a74ed0f1326 Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Fri, 24 Jun 2016 10:55:30 -0400 Subject: [PATCH 16/22] remove travis integration --- .travis.yml | 25 ------------------------- 1 file changed, 25 deletions(-) delete mode 100644 .travis.yml diff --git a/.travis.yml b/.travis.yml deleted file mode 100644 index 4ea22141a..000000000 --- a/.travis.yml +++ /dev/null @@ -1,25 +0,0 @@ -language: python -python: - - 3.4 -notifications: - email: false - slack: etsnlp:TLmcZ7JGkPMv5eEpGxUuFm5k - -# run on the new Travis infrastructure -sudo: false - -# Install stuff -before_install: - - wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh - - chmod +x miniconda.sh - - ./miniconda.sh -b - - export PATH=/home/travis/miniconda3/bin:$PATH - - conda config --add channels desilinguist - - conda update --yes conda -install: - - conda install --file conda_requirements.txt --yes - - pip install -e . - -# Run test -script: - - nosetests -v tests/test_experiment.py:test_run_experiment_lr From 94c92563344447e02bbed2e0efa44e24c8da9462 Mon Sep 17 00:00:00 2001 From: aloukina Date: Fri, 24 Jun 2016 12:39:27 -0400 Subject: [PATCH 17/22] 1. Bibliography. 2. Edits to the paper. 3. Minor typo in REDME.md --- README.md | 2 +- paper.bib | 44 ++++++++++++++++++++++++++++++++++++++++++++ paper.md | 10 +++++----- 3 files changed, 50 insertions(+), 6 deletions(-) create mode 100644 paper.bib diff --git a/README.md b/README.md index b8425d952..3908530d6 100644 --- a/README.md +++ b/README.md @@ -39,7 +39,7 @@ Note that RSMTool only works with Python 3.4 and higher. ## Example -You can out RSMTool as follows: +You can try out RSMTool as follows: 1. Go to the `example` folder. This folder contains the training and test set features for a simple scoring system built to automatically score the responses from the [2012 Kaggle Automated Student Assessment Prize competition](https://www.kaggle.com/c/asap-aes). 2. Make sure to activate the conda environment where you installed rsmtool (e.g., `source activate rsmtool`) diff --git a/paper.bib b/paper.bib new file mode 100644 index 000000000..de6998f6b --- /dev/null +++ b/paper.bib @@ -0,0 +1,44 @@ + + +@article{Williamson2012, +author = {Williamson, David M. and Xi, Xiaoming and Breyer, F. Jay}, +journal = {Educational measurement: issues and practice}, +number = {1}, +pages = {2--13}, +title = {{A framework for evaluation and use of automated scoring}}, +volume = {31}, +year = {2012} +} + +@online{github_rsmtool, + author = {Madnani, Nitin and Loukina, Anastassia}, + title = {RSMTool}, + year = 2016, + url = {https://github.com/EducationalTestingService/rsmtool}, + urldate = {2016-06-23} +} + +@misc{dan_blanchard_2014_12825, + author = {Dan Blanchard and + Nitin Madnani and + Michael Heilman and + Nils Murrugarra Llerena and + Diane M. Napolitano and + Aoife Cahill and + Keelan Evanini and + Chee Wee Leong}, + title = {SciKit-Learn Laboratory (SKLL) 1.0.0}, + month = nov, + year = 2014, + doi = {10.5281/zenodo.12825}, + url = {http://dx.doi.org/10.5281/zenodo.12825} +} + +@inproceedings{Loukina2015, +address = {Denver, Colorado}, +author = {Loukina, Anastassia and Zechner, Klaus and Chen, Lei and Heilman, Michael}, +booktitle = {Proceedings of the Tenth Workshop on Innovative Use of NLP for Building Educational Applications}, +pages = {12--19}, +title = {{Feature selection for automated speech scoring}}, +year = {2015} +} \ No newline at end of file diff --git a/paper.md b/paper.md index 47bb5d4a7..a49ed7cb0 100644 --- a/paper.md +++ b/paper.md @@ -9,18 +9,18 @@ authors: - name: Nitin Madnani orcid: 0000-0001-9354-6851 affiliation: Educational Testing Service - - name: Anastassia Loukina - orcid: + - name: Anastassia Loukin + orcid: 0000-0002-8213-3362 affiliation: Educational Testing Service date: 23 June 2016 -bibliography: bibliography.bib +bibliography: paper.bib --- # Summary -RSMTool is a collection of tools for researchers working on statistical models for automated scoring of written and spoken responses in an educational context. +RSMTool is a collection of tools for researchers working on the development of automated scoring engines for written and spoken responses in an educational context. The main purpose of the tool is to simplify the integration of educational measurement recommendations into the model building process and to allow the researchers to rapidly and automatically generate comprehensive evaluations of the scoring model. -RSMTool takes as input a feature file with numeric, non-sparse features extracted from the responses and a human score and lets you try several different machine learning algorithms to try and predict the human score from the features. The primary output of RSMTool is a comprehensive, customizable HTML statistical report that contains feature descriptives, subgroup analyses, model statistics, as well as several different evaluation measures illustrating model efficacy. The various numbers and figures in the report are highlighted based on whether they exceed or fall short of the recommendations laid out by Williamson et al. [@Williamson2012]. The structure of RSMTool makes it easy for researchers to add new analyses without making any changes to the core code structure thus allowing for a wide range of psychometric evaluations. +RSMTool takes as input a feature file with numeric, non-sparse features extracted from the responses and a human score and lets you try several different machine learning algorithms to try and predict the human score from the features. RSMTool allows the use of simple OLS regression as well as several more sophisticated regressors including Ridge, SVR, AdaBoost, and Random Forests, available through integration with the SKLL toolkit [@skll]. The tool also includes several regressors which ensure that all coefficients in the final model are positive to meet the requirement that all feature contributions are additive [@loukina2015]. The primary novel contribution of RSMTool is a comprehensive, customizable HTML statistical report that contains feature descriptives, subgroup analyses, model statistics, as well as several different evaluation measures illustrating model efficacy. The various numbers and figures in the report are highlighted based on whether they exceed or fall short of the recommendations laid out by [@Williamson2012]. The structure of RSMTool makes it easy for researchers to add new analyses without making any changes to the core code structure thus allowing for a wide range of psychometric evaluations. The tool is written in Python and works on all platforms (Windows/Linux/Mac OS X). The source code is available from Github [@github_rsmtool] From 9196daf07916f1ff61e9de2f514e6c8541cc1c0f Mon Sep 17 00:00:00 2001 From: aloukina Date: Fri, 24 Jun 2016 13:43:08 -0400 Subject: [PATCH 18/22] pdf and link in README --- README.md | 2 +- doc/rsmtool.pdf | Bin 0 -> 479215 bytes 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 doc/rsmtool.pdf diff --git a/README.md b/README.md index 3908530d6..b243aeec7 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ ## Introduction -RSMTool is a python package for facilitating research on building and evaluating scoring models (SMs) for automated scoring engines. It allows the integration of educational measurement practices with the automated scoring and model building process. +RSMTool is a python package for facilitating research on building and evaluating scoring models (SMs) for automated scoring engines. It allows the integration of educational measurement practices with the automated scoring and model building process. See [rsmtool.pdf](doc/rsmtool.pef) for background information. Specifically, RSMTool takes a feature file with numeric, non-sparse features and a human score as input and lets you try several different regression models to try and predict the human score from the features. The primary output of RSMTool is a comprehensive, customizable HTML statistical report that contains feature descriptives, subgroup analyses, model statistics, as well as several different evaluation measures illustrating model efficacy. The various numbers and figures in the report are highlighted based on whether they exceed or fall short of the recommendations laid out by Williamson et al. (2012). However, these can be easily customized if the user wishes to use different set of recommendations. diff --git a/doc/rsmtool.pdf b/doc/rsmtool.pdf new file mode 100644 index 0000000000000000000000000000000000000000..d21eb64dcb4db1c825261f8d278944a04d00ec70 GIT binary patch literal 479215 zcmb5V1ymf}w(m;_B)Ch0ySuwPjdr8Kp$YCD+$BJ;;2s)xcLF51Lm;>WcY^D!Z|}3u zJ8#@O#(S3@jIpS$s#R;Px#s-O-z;d=W#m{n*?3WCCue^wpm0-gP&k^|P>6`2u!Eou zAKk1dcsO`?DgO0?!Y*fR=LU75V3)Hqb%V-4%^fYEC}LtLu5K<+Q+pJz#aMlfq(VL% z|25+cd6>;86%B%ckwen3cB0a?OM0u)%JxZ6Ew4G#8{feC^oOgP#x}$SZlj49R^*@z z?VEYy=G*({m4|rmR!zEJKVjt$16m3F=|eiLDrQtN^F&FEUcAKxy0JalZjl;Syu2nte@=qEIXGA#TkNQ9Y$76XRa>yUY1{K zG`)%Fe^vcric#(xA%EL?|7@PX0-fViMQv2_T4eVWUs+4mn|1$`17e45a*aIxaWCD( zyQyr9OEOqJlKy~h&Wq;$qu_CYG@yD(i9k8^ro8_r-&miGR=b~l3S^)(UFIGl{qgZn zZkhdu#w%Mjqf|Ootsu`|Uc14LPuB)NZukZ9#78rocJIaW46B=Fe-016{xesh;cFKJ_+Rpisi$Hz93c-k{k zN~1V9*@^9`F1GK#T1mr}r0MOvDWk`NsBEy!#3$P|j8bA;eL^g9FrV4+Sz(?o;&n?< z=PS}W4)ekd-FTPQPk&yp353t)2C8;zBQklS;;#HhmQ-$GOmg5SMgxl(P?4nldqaG5Vo;BkZo?O$D*=Qmg=n6x5eCMKJaoPm%cZVpsweD zmE<=4F(eef?Lezts(h4?i?*jyv&l>38tsy?AE%G7M02XipXQUFTPH#Uo-`8PYhSxI zWTX^*&La-g0^>$UFrBl544MyZri>b|FtSlvCF)nSFtpdQ^m|5`RBdaL3OR9v7#D>D zJ~FSPzh?3q*87{j*A<$;rUe__=R0&7>Jek_%>?`ips$j9y*k%&=dI)DF*{ngBPTm& zx*ivK87;VjB=z%PfhdTiWE2k7>1OH!O*#aP-P){Xzk|J^-6xalpGS4au-5hc1>&*r_Gv? z)4bV66&<6KBEegi78TaKob(dg-=BCF2>xEG(E5@Dfm#{Y4cTwpdq1FYP8N^H|?UQbOgVdQ!AaHOLi40t;$eOI(Ol%bGC(GUY4g9mo zrpOu4(Tu!IC4P__!4q;={A)}vmV8uYDTUYltwXz?=<~k*=DBy*IbE@hfzplRwxdzx zB`s|HWF|YFXh1c55tcN5e|IxZZ}DgRFgzo|D{d*{Ah96Hj`Fic?XXPR7)Fa?lY!hP zt8)AiHu{n44-A}`u1uk;IZH?sEX0djRYcOtpdgM@Gm;N*VXCg=Tb%-C>p~_xytdBh ze3GQcdS(q$s^$gQAHJg!o9)l_b&+`-DH25!AF$r3yDJLEs8=U!&;->)VbaB%(Nf~a z`=WphsU$jS$w_m)f6CO6S$`~Vi-^JWjXJu{eOHwIsqI^Sm<)1a?>B>WAt_gh@5xx) zPtlocN6hOHEf<6zpMA{NmmmBLc|-V{{t|bgoiH+ZTEA{8zf@-Ml_Lh9ZS*ciRT0X} zt7wn9tx#+}*x}4GWM01hR&UJY_=)F^ZJpfkVQ6U>5y=Qk@msD5E~i&sXkaE)5x#;C z`JL7LS+#5LvWKYKfd7`4N!EovO9J(pqN-Z~3MrwGG+iVbPiiw*$3intb?{g<3`eau zF&DaTDEk}fK{VbjtQ;Aq<+vz}04wy2bXWUm(RCUPt@K(h0~uy{jllDi0tdpeXEDcR zYY@Y|AI(M#D`ZUFQ>x=QgcJ|9|ETzWhUHoF^!lydP=7Q#!Wtt~6I)}rpLpy()-o@8 zAxH03_u%+3=EV*>1Y1*Fxzu?3ufpd#wtVDO0rB|YK?aiqY?@zBS4e4edKIA*6cGY$ zuj!SDDA4oH{%|R#8<>3=q9uy4V9st~{YflOMhY`hbAgm@vJld}xFJ~JOk-5n(a`@s z>#L`kBB6+`U&Q02G0t?+;eSJT0e_E$h%{@ak|yVBXS>ei)w*Uqa>ij#OxKt_dZIs3 ziuC1&%O2u%j1UDjL9K=!Zl*!Y6kZ4#KEiAPMIiQfPd^9zQ9TaHX^DKx?0y&)H>0I{ zDuTXO6nrT=7`FpKkeI=_J>SpEvL&Y#J4{IF>WkEBMbNHmo2TV)Mu$FPbr(hdG?yFM zp+Sr0Spf2-9uFkey!!^FeOrSqKk_Z)L9zouKPXJ#yd?T`sjU{?dGSs6C*}KcO$rAl zF48t5_<9<*oc5-|8=10fA>>Z8Sl5)x{&8Bn0KscUG&QW3HR{Cej1tw7`ja+fg6{{* z{@oVpITA4%w5yU4`z~9r_u3s#*Pd=x%v$R{e`nFj+*xsaQPlo`_5!D6B{2R`yi||U z=a1lA|8;r0XF$LWuT~0WC;OG2F@&!cagBXuL347IO$yv3rEOMuezm-S=g}ChkIOiE z{PUdSar^0k{;Xn48cof2Vp~}jzuBdc&AHxRgR^s2s1%~Gb|dYIBWnCs0$oA-%K(+y z^fr~ebel_?eH#z`k{mAIKu$%rZ*H5r>q0vr?d$A6{=0S4{jv;tliZ@?JMWYH9&>9j ziM)=kA8M*+KOT*3Soz7izs8K?4l8EtJKwK^8+4ymZ-J|E^@#gq^LKSfe z`QrOo}+n|NW4H6FsX^@jo;HzKANf47%1S2KT>6Eg7_nDlL-Q4O3Uk#Wxvm$xSg zr^kgS<#0!aWkEbhQS}C?9ZrtjV~(blmkPq_b@4~vg6!cwKtVB!W+eO1fO@{u)q&H( z{E=86m$x=5siAW&1wvivH#}XuFm;y}gV42xKB`96mUP#wjs6u3wX! z?I8ods;Vjv{3qlT0(^8?gzD*$(lQtl8$Fi4YdKwV^pu8BxcddwY<2XWzxIVFVhztI zVTWcj`csEe({C+3%VAjIr8dRlEPo4vQB@S>n<6-gYmjwkd1bt8z^AhrmJDp*lo447 z(BbOJEBqSmJB;u-{atu|#5q=|mcxRBadbm(A}15I2eWOiXAf4;`S1#7{cp?<)@i0r zF8#6XPQtU;&nfkXQtKbM7U9-hqS8&@2c3+6S;5R#)lD>Q>+=#^6P`!nlZgl}j%O9> zDCeVZ%1_;k8V`0``eNiq<1F%M%POcU>wK+wRnI~wRN&I8h~lAYc|R@|2neYm_!Pv^EB zxT~{@sL~`btC#gAd`mQg6f4x~eo4f57pX;&?>lXK+Zr_!b1mu;A`JJPD}HA9(@@4A zg5Pd0)A4L2J7FXWL9h!G>TS~@_(P4l4x2CijzV0bDx8n4Wfo^2hVXZTU&RK~i_QH0 z&8ytx90ZY}Mz6~cRDyQLfl;M#*j(!1e(!-4>;LFKl1GR7zL6H|+;8IAac}9us!^LFpxuT0e4kTVq2+&pD@XZ&>@}K#`B^@x_B*i1&e(6T5$R90!+hEvEhM^@s z=(=dW#b$NK+mudVoyCaF1Zf+5b?!fjKByl_l@Afs2@KWyh2tDZnN!k(Wx*tQ?_^e_ zA6HpT%A~TXH@qRWVI?kGhkK)d99O{^ z#LYZo{Q1bE=<_y;dd-=xaZt&pOioQ6{R(S5XCcRTJp*O`LWb>@WrA2FzWw6IAWeye zvnk@UvGny(!&w@uDL>~_wrewe?q>^~*PFIKbErg^B_ADc8`^6Me0aJF`I+mmZW|D~ zwv&a|?YHp5;zqgWL=t}d_3Yr~fei;vg$gv}%>~RRaw8=v4c`CdN>oS6I{lrf7$Ynu z$U}*c@=9XQi>yt=%^;;!vn3}~39C9KyPGTT%kKKLW_Y7P-c2RJP;7Ey&2@8dw6Dsv z&I6S#`rL6}*uf0*QgO6MQ+_l^PtxSGTwNDulEHWj)Q1tvKNL8XriM^*0HoQd1W>-rkZF0XV&Tjh?iqI9TRWaEr9HoleL zQ#i82kW2U-m-@Y-ZxBtGT2k0n{Y-USop+V^yHKd%3caa;Qi}6eWyqbxZ=C~Vg6D}I z2Yb8y=8&peu2(AC5KQU{eIlQu_MM~6r|n~*0or?b9!1&~-vI-cQ#s@c@~As^dBtV; z0b7i?=~Evv)VWg3;>Kdfh^r4b6`);Qcs5bVc290>GZF$50yKkyi$~7<>~3z6C#oY< zy?f<%!!dV(6nLqXUne~LT+g(Xk1zjxU>4FO$8bMQG2!h?Mt@I5^jwd}sPsZU%;1)Z z0(G$Xue=^;0Zage>wmBTh_@4zf?eJ8BNT;Q+R?!c>fq)|@ee%EL}Ay2x;nbMm_uDD zIRAY>1!`e!D&^=!@qq(4z$?hh#>LM^A;81QCLm~t0^G#~xST@pUnh%+QT$hT|6KeZ z6d?z60Wb*wJn#!r@ceTk&=dgf^`9me1>b))xw$C#|8ta=Lf~Ib08y~3yEvMIp>7l( zfX9}RqhN;=}Q~(b-EVBbq{xJmY%! z^V{Nj$0BJVrE-x5v!TCM7p8#DzUAKKuU1Hm$Ef^uWE%%5P^Ny$@7^sW_oTW?ym&(j z(VxJ=#`y)B|43nga0`y1F`#iiC|74c@r+sPP?@S+y2xK((OGpg);1JC{ox5x&;J+TUXxRvMsB3WTNeo$L4>B4;ePWM7&7 zhSx2gL4Th+YTQ6SK-hh+imcTtNvGWVZBw;)-TX3dpwdFoRF2{e4=`q-fY#`cp7v&{ z{D76CYptmftq(`}%dq1+F7kUzcbiI%^TPf!ec_6_ac1Uh?NxIPLfwTE8n$EAgUN^O zlZXdsqPGgzSw1RE$YE!M?ea5x0LT5KriB2;tpS%~d0&-}x zuy7MR_e&YtL8$%80GaUR&^yvyBBz0o*x_VpO7#f+Pml^a;i=f*a#>rTB8@VfE?0GP zOfLVWs^}htR|8$>wX25KvWuvhgjK9fs1-sHeVBlP3D;J+1l-5BEvE5a47Z*ko-U#s zVP-M*mlNLMU>73Io8E7)&Ss*ZgS_QK^LUFF!cYbxTY8Tjg zs;wDlS45ecL{}Kjk{eW@6J%&!=J4wKJd7op((?EXWj`qpgTE;eXdM=+IrM{^v4}sePF87u$>Xn)W=rcDtJ$`qvt9^ zp4{vc!Q{46%$A`iYL$en&P_7ue)49~Y@S6c6xj(b?#}|O>9=!Cp$Um@Od$t?x7Z8> zC;HyH_fXfocLCF|<|ht3rMkV_WQ3OWI5w}>@A&0KD7tW<$!#-qA`Wciw<4I@S*9|ntEi~ zc)8NF5hHZu|9`S*PruorD6yFBE<5 z@8F|Tu-Qhff9V}YX};d1+4KE#?$G!XXVw6vVQNO5Z6%^C>eI?fItKV(3E~ z8$)LJs)d(Zh~IMWY7>H_-*yo!{@fULut5ndt1J%MUVJNb0g|TvRI_4UvnlyCs(3#2 zTKR{6+3emH4j9yPVh2B<3vWiUgTKXr`_nm5fBO2!d2hF zKJb0}0f`%nepj2c9mT9}J3UXhS7aauu3E`t!Y+Rd>NKyr)q`$Wzg7q36f&u4T=q%c z)rCWlCRN5dB9f9uu^U8`m=iqyxy`=4Q+wOokv(a z^SuS`SAw4=O2czpk>`_qsO^kG`PV+9Zex@)+i0cs;RDASZEiQ!OCN?9Yx30wZP&`| zDa>e*q)ZE*Xs~JbZcLS}Bx*O`H({;1l&P-kyCdM0VjJqqNWPS#e;e;38zRU%_5KhX zoV`$sWT%`iIR7iiqY?L;%U3$}`8LL`NtZtg%C~lk?{P8pj!I2GDTndXja z{19i^dxk=?*SW|T&cgLj`3=vDsurh$%aa{s@Y+8=Nr7=94dN9(Dy3wiSv{=|Lq>WTzb*}A%Nu*)~;FRRJ6yK2dd^YUR$I@_Vr z(Ge+CUESUHKD;ZZSSSN*6`nfXPuMJcd-QyTK|B*4zZ^`tD0mSQY@9u>{?5@erV*P6 zx8*nU)X|a^H8?W7|2;Z9$9NPa@hM05Ti5i$3ETw6$H*!$$M8t#B*iTaXXhrhr7b?(K$K-pRC_0_%5 z>BW;xD;JW0tS9IkErrutJVw)~)58YPet?m0p@}M7;4Y`_h zGWBHNH^SdC&)j61+Uo@vtx!kzEu2PQe`sZ^faua(Yc=RXy)x|7Zrp0UieE?K?cD|S zR{TW4+fCHmQBvBkxWsL*8@3Ba*z&Hz`IuGSfviTOfz&w`&%QeBKqXEqzUb7rA<$k6 zcOA>L@V7$IX4|d9iB33HF6v7`(WJ(g`=GxI#HCkLs47FY2PvHt+T524bmC6c&^~Jp z(>{4OVnd0bIpOP=2HcO>xd^&-Qj?}L$Fp*8Epq-y*uP>q*vZF`4(NW__`2Klc;CeO z(P&q*XKNe$S+*DMo0pVW4>(u2%@~a_t_>E zqjBnP0;58w6Y=u@-jfSA-d4Rzei9LL+Rkao5V@Giln*IHld#>6rp_Iar;Au;KiG1? zmksjlOO3bhT5|!Ls8|Q_x~(j)JoX!AkrcVW7e$s;vekUoz)O+59@UWI6W?-Q3Qyap zN08jI|58oj${k9}2j-5l9jN^?7JW3>DCfLRDk)MqqRAs9G59vse`HV>O)f)zw$-^A ztJ3Q*l6Cq$)i1kFhf21n_mnk=8wQ|FCUP$g`#n3kuCFy$K zC6GvcN@>9|uSoFg49BF!rz_t8VqI zPg=x(P+wbN?hxG(EJT3B*#60pqL!9ehn;N8oPbN!0^Vqr)1O_U^Mr&k*nL^I{Kx0M zd^NeiU+DPB?)|4Hq}-Qfei^{ zucFHF7NxC#uM4SlWl9w9XP7*7aa;Q`6fkTddt7=bp9c%=DyXom7K^)`ULLIiShOc= zo&KuYHt~|Mnl6%+NIR8&p8R#$6m24G%oy=ALEX#XTJh%vqY7EKs9;f{d6$_jpY{Dg z2%ZrA;@9{kl$WQC^+|X<};;>r2LrEC#RSWdAUXH20 zzci@=k7Qvz3X<@k(9iy^JKY)2_Y~vT7s=01ER&&{rR~Zry)N^4t%@(c6Jq-5u4jHz zi!*gTh9Iu;sHy}#O7d7k%k6TVHDW(ctlI)Pq+?tQhxdtXPWpF>QpNB#Dmhk%Cy7S1 zIPo|-33BG6Mu|@T4HQY^5{I1G+A?T{J281valFJja5U7c_EHa{=5e~b(w-SM?OXIh zwd`Nc+8k-lFdXMmv(-&fr#5Cp8NaKkCXIS!Sp4A`B2i7kfPQknU6pRdDI-mtz7r%D zCWsg;VqX9Jfo7ce)8n$|1^x>Z{NHc^c6k>^cP9$YeQ*xk(SUz|eG{$HR%$JzpTpMhVH4~1O;YW>m5je?&a zXiHhUxvE25q#f;@93B245d!}(4Le5{u#>4dKsjWf9@geiO?fHcjw+_EwiKNI0u2BC zf&?cAH;3TAFv0)#3lc}2H^z|p>z9|c4#w01Gg$~r$pU9>|3cwUhgsd4t`s^N4Lb%+ zh>S$ECYl*e^$;z;Ce<%n#KT64;6TaY-M>%wetvqG^X9vw=^K;bjE7gRY(RreQ{Ry#j&b8%G}b=qv`Ob(a$YiXr8AU-l^^$evw;D`lf@;hn{H27@@=JDhtXlWe^@q#OHvF?~*oy#)xtZC;#YK*YH+^W)yrSl~))lMfeBtiy-iE&}ss1V_So!%T;6(@Adw&}6 z5_4iU@|6|1j*Q!K6qx9l>1hdG7;g|KA|fIsCFPz)INE!zPuF%W++NZv!@Uq~g3lWP zqqgfkK`ovc(p`5u#J%f@15IsksDs=6fl<^S^RH^$#H5*XR?oF^I5(b>7r zn}v<01txFCS^vHkRe!M5%ubGBHMJ}-!wu0gF!-z{>1g(&f9R^C2VC)5>w!ZMt z_e9;(^78UVe&44iBuxDt^7b!3D4lEj>TuqMLSlQzE2QgfZT-Hy=gG2ZJnX><&Qw@y zp~f`iBsJjqZuhpKqT;jiIu*@a9ZWBPTPQG{XMjvfpvQS zl}j6zOGDY{8`Gu)J)aMdV_WsiC;c$$@S5VPr8uHhR!~szdc5WQag>Ll&NFO!cJP<2 zq4DnTZXrov>}@jH(Rvp}1>K{>0IHcz05*Yg)d8?wtf=kIG&D5U-}@pk9EgB7mR6Yx z2CU8;dT4x!u(7{iovyS;jKC8HN>2(oUDSwXy}(p5_o7R66<%hapB@}DunSoCV~_PY zl%?QXkh?N#q7xHwY-A#dY;0|LLHMMkm9_jbrNDltP5LE(tqFzF`a@Scyy5r)0s>Yh zGt*G!)Za?BStEx2Sw^-^Ly^~zo_yjj70fheveBMh+CpRHz_%%T5iodjkKVs{xeZKM zv2L;%XtYV_0=Y`FUQkYK-i zm-h9m-1d6OOtIQl_sJrXVOm)d2r4uhQ7+kxDfu?(Gg~bM&m_94=`LQIB^2ts0W3Un z$)FbxHjf@*urr%Xvs%JGE(0{tT~ZQB#Q3N|pN^8F(JYq1nn3nBLaDc}PowVBjl;~a z35PF2%QQ!d528#Q4M$+O8V{Z5$8i$$5-c#Oum|V{)wFpwA;aJ8a!d^9Gw*E{!Z~fm|Ngw&~_fD87>|>!(=S>UKpV z5Ey2aA_b?fjp><&1tCbbsrX@!PF$RvJOMwQD`meQ*|1W-5hW#v876kP((Xxt>wCZA zx#pf&ngRIHt3!ULbqSft5)RW|1XoZPoiw_3Z02WfeASd3`E)U}UP0gM-yeC@d$V2# zL|hknU!r&V-r*SGq`^@Fn$bB!METuc-6=@hPKD z?%=XaIQG606A>{ikaJt29ej9~M^BC*x4AUm2nwr-WW$~?(QC3x58u?aVzCNGvJWlI zlHqyR?7SuCia+@yzxSJB5*jcEa&`POibNdxHdcW5qc-XxO*1e1{26U!L)zY%b2s}lZ`T6WdtS{-E>9W33Tl7s&lJaK z{N@FJS1>V;>{p>5sM4+N9T`DA$?F4M9sTAeqUPX#IC;GL8~6h3HP6J-k|;{KpSE!L zMwzN^G%)=Zr;X8c?pBxfG!%!_H>dtDPoAiq13-M*Gt<`Ap7zRhfc8`Og`@Z3W5Me5 zU}k0-xeOUNsCu&}EA2}ifk1E|w!wJE5tw_IhEfYKt4WcuY_iLFewP67Kre)wMc{+7psy&h)PA$PLiCJ)=FMRf#jdUBJYS-?C ztn@>g9oJx`^8`8YQ)eUy3afx%=ze)}bmg`KLY$-Nbw%s_TN!|%0 z{&?00jC+*T8V^>d0t*(jmZNfuLhOhgOr}5b_VFp0QB_fytGK1}naYm(Rz8-={~?X1 z{7zprev%WG0c=zs*%(50GGPyv_>}S_8p>NlBK++}dMmLSj~PYden_X!6_JS?m;8#q z?CL8@`?qN}7k`GzI`cb$s2YAWHZh?#bzOhIqz67>*$B(S~^*G+ileBK$=Aqx7`?> zNHh5=4P~5AlvqmD{TA~`@^$b|S{a~B+C;xC>fjcAD=KPCEoD*egESn-j5SNgN^v8~ zLYdx)tGo$UB>u>h5wHXc0f)VTpZ_@$ZB6nKus5sTHe1cmQoFCE@21AEQGM(}kMk%l z|N6FXAkAJ)U4j-2{E5LDPkbtDEG%eqlLf+k5Lj@C^b6+O{Pz-+-@gJz6D<)!#!};P zyjVnML;-`hxaOmt`5jL63H!%qKoiX*Q(KWvm2FgBIO12o;Z0S3m4k?soSkjI$e$zV z`tve~RaA0LWWf|xFn_DsWJF|@cTbQOZPZtDCrq!JrEn~pT1rJlrCtKlll~|*1API6 zZW>ogsd^V6WCLCv)>iPGV=6`=j~Nj!R>>r*LDbk_SaAL1G3As;%g$^m*quD6X$T^5 zBj`hw2}wtJ7x=Zjb`@CI0*l!a4JMir&{eIwdI$mNTo;6pMwQewHaWMvUWBR0;hM*5}rkZon`gsrD(?p?@g^5nCBrd|hjMQVN)Dc)=( za|_?WX`Jf71H+_IkXsazH6^vc(b-sx>iS3UK9aWoMmYb(`#yNRkI zD5MB>S&vIjLkWUgB3{PYbZ)`CkcVZ6`3X6XS4R(yW0Pi@my!G5N*aP*)rTsAm79AY zJdz2d@4KSg{eYgDB{=cM4Mh2ss9tGuL7BWr9_MdPR+w2?S2{m6mzN&`p?!+!M;1v` zX>@cnU~Bq;65dwA+}H9mS)*6S1Zl&!zGZ;=SAWKx%bC*LqnU%W5y67bx@T%HkqT5` zy|R-A(bp(hAs!8$r$+ad0u))@94V~a_&=HsK4Tlgrn6n+4&USB%ck>}gj)7c{i<(0me4$rcTT75;v)tlL1e+c$h6hbs!7|d78ZB1XXX0Y1`t87kbE9{f`%KeEpsaQBuwePKtE=seZov73 z@RTea0lG$7V?^T)5U^gOwXZ?4Th2S*#FF`-Of4cxTXNuUixy@72pCq3+OyLW_|iN9NvwTpZb924@OC4 zH-28o7#nTWq9Ad7fxr4I@aK4`86ri|?7FMEa&IM;Ec1g4?Dxp?`hD=gh7b*W zXf~$oURI@Y+Hla^^t4ozj2l?CF{V_^e|XhA;~+NYS3x<5Z>qt1h6fi<3l{wI^Ly#O zfJlMazYU`hH##0UalmOt;nJ7ct3a8CBU`-xTF$sq-vkkUO+VNw-oI%{w0UEfV8}f; z@XJ1N@J|Wx?nd}H2Yw|9xsY3l;74?JIOD*xps$-vsio^!&Me~u^rf}C)bep(3O8CC zVIaf}Piq9M$`%zEkQ#9!;_bksrbc-l8ASc0q@|%NJYpo$L55-f_!J2)9zu-s7C~5> z(+0fg;Iy9`_`?U(2RBd8-Sh^Y1ht!ui2=30az0lFKfs&7OgWemaX7qZU4|>L^-XfH zl=Al(eH}*5TJ=zqlH?6rlxOEYW7_C z4M5<^@E$LZn5@iClGy+v0O;`Laz?G;IeDo%ywqyj&cow+x=7jd=Q0{#z}xL|FKSD! zXVk{%U=1TrS4x~aipKXD=1c;38L%ok58U6vU=5*VbYealTH4aPY@t5LGRf#wN%A9! z2AcQZYc4G%C6v|ibZ+@(E-15XW?c^i>#5u72hZFumvOZWN=t`%9U_p-NYNYBp|w%b zs9t>7RbVd!a7lUa!@*UGtR<#pFc=KbzcW}NmTdedgFj=5c_);oCJppczI@5MlXY8{ zxjm5Y@mDekG|^5f$gizU$e9WL4(a_aF3VumHr-KE^93eSs%;-sdZyJNxR}9f+wz42 z^SpgOQ8a@uQ2KVGo+HH^RpWJ$!yDyHF%`e3dtM|Za~Fa%6t=*gkfcb>0vz}I+^QH! zj)D;gkAr~ci9tgo>xU*QgD64RrlsnfS2Y7Vc*;k@^?gxfi`5$Q2#^MJ`KAjMR1NDg z95};*#Yu(S7`#jXGqj>UG6F)x@<1;*O^k$%fg!KyXMN7%2t-C8Jw3fG#kypCVj`Z5 z0#HhEm%O-)?&$}Bc#ua9cDssV+rPg$O!mRUbg2QCMbdntK$Mw zN<24d?J57`FpXBwxaMh$xw6%+faE*V;WF^mYb=bAqA8onAl#xt6>GBnJdH2gA-|g( z*WxJd*T08wNY#;NMeWG-z+2nQL}F6|;R-QC9#WpEV#Vr|)OFMvwEo&vi zLCSx|A|kwMK(YWLqe*8%LP8IvnV0)~yay+~z4X@hHuNN&I~MI?uR{=azmPE<>&a*5 ziV1C_z$-poZsn$@rxy|;3Y1Be<@WyE5?7Z>F)h!JLrff_EK@5kM75%I&bD(zI`zd{7z|3O!{!$C^~iYkt_g`OifMOuEXC+CN++7fh8M; z1gMbGIxUAnO1<6)7w8+p3MwTgx62Cu+H+}v!MMj6L0*!nrC5WLHHEDR-Q?n9CIis? z?~)^+u)$!u;;HCQ39mWup&B6oR+^y$>wU@1&E09n!NFlrtbk=$#*YBg0=?LECuu84 zz+R+Xh6hU)t7dZzLe!0nax&HvaMd>S(^bp9pK7XCV~?wh2^{o*=2oj4=@zGyKw3a< zEE{3hHvg`?pa6aj^f763u?q;}|7cegmDu?BZr?kuRsCDzvzd5u@h-Q09DRAfBVgF! z)~t2;eSknhRmpau2}KxJvfx6kM*c~w6v#GS0Jr4!!cKwyOuh1iqR0Vh6UY#06L{5t z;mh6i(i?_)<^W?Qd~Rr9)jLxfr+yo0MMO-Deb9^3qpYW=w{wJU8J}4-L{*MrDHk5( zg%E)Jl?6$>-#BvbP4yg_wZPkCtLeN1Jr_*0`H<#}T014ryq`xB^2zE2m4K7oY!sB3 zc4G%3#Q03F7}yQ^{P_lvOmx0I9=8_E-yWwFRDMx8yIB;trD4XflF(hA)u z=7wMfF_qQhmwk+oy)XO3qlQ{GNIaTwA5DFpVSm(&F3b;G#Emj{ymuZV!BU9s&v$^R z=A}I-6$8Risp&rrCP5|8`BO?RDKv6L<^)-Zl27ZP9%zZNa zIg=eF!^fP*{yE@awlpUvr~c!_uZpLJygz>|8c5NbeIJgSGb{_LHnF3Q5=tlM+S}W! z4O(${WVwG~kc-(>T>$3?YQmN6?d<^=ZyH3YUb3v0V9w0NH9a>Ko@JdHpmQ6%apdBv$T$9v=L3A0EbQ#XlpMTo2AcDo z2ES0+a9hvAT&NN%Ip=`Y=MmhUuQH5*>o+ih0m0>Re`fc5Yv4#2aDnolCSzpcnBIxJ zQ_R+@wVh`(Non1e=82I18XiRgYUr*JB1Fm-H+wshdDXM6lFk*jBUKKP1s{Rt6QX3U zM<5NzBftn+LJ3gIGuLVXn6$F8!h4qlgi98B9K5I_LqLaRywAk@T*B-L(byzRpJsRA zU^Q%;9T`#1w*CrWNLcI49N@M1O?u!K-87+0`p$WolOUQpFf4=nV_bE0wZ2pzLE9Ey zgMMxk7AreDI~!Zm7jbnOmv;aI8J?K|qyMyCkgC_?U=|Qq7#JunD?0#~D7{)vhxcFD zQ5&-h+}+)sH6KGh?N@>(t*}fdcXwIo!NI{v4lM`-ujoMz;=kFC+|Tm$MinQ@F1J)J zmWUU4u}{Uc+yBW87ZF@#&N0^?g=?)rLo${?Ee{wz$p?TCw_5WlC#N-$;>5c3q&#ks zzvSV4-1-??UtVQ2=KErv_<=ifr&XU`cK-vww8;*2`xiJCCCeEX^!T) zh<(S|+k0(9m2k{G2gD8Dhab`*Z_uYzeAHftQLu$F0SWi+L~ij>!dpzTWMO6(lUQ>|S39TVCffi#OF%?~@-Z}gXH@xA_PQ!O{LSUH&DV$cT&}k# z3$@ZWUjWP*QfgJ%$p}V&$I;W*x3%2r3IO?Pqt5%2_S5C%WjatAg=E{Hf4U8TirYZE z0nffO!wtLD`sBOFo-^e-?5M2+ay%YKx-<6gzeBR{4GPQ3m{iPo zh9zt>q$eOMDk`%efQ!)U7+DBY`7XA(m+R{q8#}gby=LU+pP!p+{Prz$HG>OZBzR|o zwM%{lxwj6^&WcWMF169#{eZ|Z3O*fC( zZSKpXJd31-Jdn1uS%?1tG|gc+S=;c?kcMY_eI9^3M%-cu5=sUTb+&hQVCm8doo#I{ zS+7P12Iv_W82%<%<=&ijzmQdrZF>Nlb#1n@hBc-xgLvo<1rDr^2wZ8@N%XaJXMl~J zJt99i8N^J8hqqqX(jw6K<*SUIDwqXCTW5Q`+=}Z_PWR6H;hI&+<8;+t{|=yW0gvYq zbWdK|+5`u?+uO+Cs3RR*devDF%j0&cu^ajWz^MqXova-kssOgl#58R|-3oYeF;Vw} zWR8?U)%0lX`U?;J$y)OPb(ig7{Fz}OhynTkG|1Sv#^e=>O42bZIEq9rEG(>M3E*XH zfb zo(#{=&r7_|H)U-QG08+YRvO}(czBy*qJc-aPA@Aeg6>V`KR-VMAeVl1XLtAJc*zrR zb&qy@qN1XJCb`+W+lU}HFfag|P@HQ|I=QG1o;E1~f#siOphpiTo(SiypLh57@Ks_> zaq4J9JXQc%u@Zy4au&)!wnq>5-~^Nlz_~)t$UpGUFLeiq>&IGB{nPu&<<1zfnwnag zCy)diz>&P_k=rf+@_{_cJ&fb@@!||&&#KJK4;~(T-UYyVbntfZ$8x0X6{?)5xLzI1 z0kFGpf?ULl1LOu+@j+DrFk+q8Njp21D4>7*U1ohX;5OEOwe>=%9_F%zJs%$*t<=09 zk5}58g(9+u5FcU&;>j`Jb0N_7a43;?n)ba38Iws`$K~R!-)zl1rUd~ zw|BR1BDEopDbqjI!!#w}t2#RH)1mQ;%isXO{eTM-fYtK90wxuh!v204ua8^pWdA4> zHa68HRfMi1U{3;F^9bwwkK5NF0#jafmefDzkz^$g2ViiZxVZTPh{e1!eQ(U@oP zQIx!BH2~iOb*}%OC=iqy1qFpj(B+%H)Weeoo0}n!tj7Tbg1IuSjI3OssOMGw+aNIQ z7;wnF5JMygjlq&}z?0TL1N>(Jkiox$f%vXdWl;LH!|NQriHMZc{sha*)!29qC}>)z z9V|B5dSzy1RcMcoj>?!iJJ)h(4J0Qeh1j+L1)P_;8BFoVKwD-IEif!#je#t3&lLr~ zv>h%6t*o{d+p-lpLeN;#)kPL|Hs2QUcz;;U#>NJqrzQEMPHQ&fuFuV_t*tgsx&HUa zVL$}xg^ zH8tfm_9ni(0jSp8@BJA{0`T-0B%Vw(8mJuME&#g?Fg_L?F}JY?-RE2EkGYN9rPR5UU&dgEG;3bwxdJ0XtCD=Q%!b z@C;u{fy(2n5rZyY!JA!NI?&nQzqSqzzban_$OFE-Z)Vs;pzehnYZ)1>PE;o5NYa4j zv_L7@*`#D-I=#xc<(~jPJvtA_Q{y%_MqiXJ4lb^` zf`Z=LbR=*oAWAl9AQpdMpfEz9gbO)7`dtrL=647Zb8v7lPgouc8Tzc%xk^^z2XqgA!Vf~D;bd;G76D|LuNP}JA_b~k*(~Jy(N3Kp6lGt^LobXxnI9O?$`ah zZyn$7=W|`}>piZMsCFvqBY^^*1%Y1*eda2_G*?$wxcx9Bui#_Zw=#fLr9Fj-p#shX}PhshJ>EA%|1ndZHKyl1cim8+ezu^ z>HqtvSKThyO-u(Ka(KQHMXNy}z}&EM=7OWVJpc2jiq{&(AUpi63YtUCgEZoPZXDb^ zT*dSRX+1oF#g~%zdb2ds)13?J>gsG;B6>2EEU=xFg?Ridk)nXWGC)lM*|lbYQw1+y zzVtEQ0twNh4IYm+3>g zp=TS}&?6|(Ao{(W3Ae2QRmpPa;D^Plt&ePVz%1WaRc(a-BphGN^-xW*?z)KyG45o4 z#AYm?D+oa194XaP(#0q*)c*cH+yX3=0`;GuVp`A$&s>`6`E89%Li`2Qq@|n z!E2eGqk6M4YZ26tXb7W^gN4rb6FPQ{0NgrtcIu zWA)Or>Y?6R-h1!x1JN*)Cg%ywt4UpK6l^3;^t=TNCS>y zdTDVn+*`_uu8;!#PJf2y?!|KSYZTd!vC7Cb3+>ysg){{?+-Yh%=qz^267UA^C%A0=tZ;Bk9t?)*JhEq`xHMHpetv{y_dP5m# zZv9zm(J4f5|L*jI{g}~`vz4{C^AF89= zF3i(!2EsYpLC1^9YHDg#Z4qLLUW!!5PeJPZ{vGJ|pJ0=U`w9#}yO-lyLj!&wjqX?g#3&NZ}O_eipb4(`0Q^@X)6^zLWkXx5_-r z$ujbSTSIES)$yD?>5?|hbh#}Fa{ANb%p`m#y3wtfai6sVJ#p)rNuNXAnn|I{aG8=x$rw_+$XtG)gq4`L;1STnE*6piq z8s*0y1AooEi{I487Jeu!DOuERwfLKIr||1nlLLM{9xo_f@ljh-=I7j8h2uB=cUv&8 zF&<2DabJX+lL4)bTrWMg{#Fw)j3!xhc}lH^T!y~CkKV#lu(!8=yPc`>_&XPRR)i=f zw&Kvu8X()+o%IH3uej^qQ4JqITGzRjf<+^8Yz#8_g+nDMZ4KNz*Rh?otgNiJk}RrSjH%Yw){JWJw9`N-rf2dW70rMqId0Da_Pir(;GKdH#cdLd-y(Fg_xx9AovMx2CTb3SNSh2i8R#!rREmS!Eepl1}Yv$E>( z0rNUgyg2>dGr!3tvKe#ndkn>Px;u{ejedZf2Cw)nIo)j-h^sz5B*@*M7c4M4mY=a^A!gM z+nF^}2uy|4dl~|!v5@{-e5V^L{=xrH=I|nA&Dm*2Ha20Dy^&%HQdqc479IHS&*4gO z?d)WOFB;xeXHZ-H%aANu`^M(z=x8}dwiEjHQHjQF_RfJEo%ZLTOwFFcsh`6cmdOVk zxfvO~D7EE1->&mnK!hBMRP9ol2PJhoIa+PQ00`eOe2nv4>$6j*PB~GOa=O4r9jV%Z z+5t|ZQ*zKhxx;^&7hwCs~rb6HUE#rKK3LsKQ!u!UB0rn6A}XDHS{dr}enUU?60 zhP!d7kk?HvrR>1tojk`y7>NUN5AM2o1DM#|-`C=;d;ISszdwS&9x{Bde{>Do`IIQn z?sNIQ3_klbyiWpaeXj{L?ljc?#Dh=q;!FsHyPf;yq@2tz7yzCnpK_8IicZr5gg7?= zb;wB?<`VH<4B(hGC!zN*|2s~rt8!jzgZbAo=k9xWR76I$6J()gATVa8SLrq{q8{!Y^8xsv@H>EmrY0v>PFl{rVSkV;VsUrNE)4HuI0$b;p%LRIKS>E? z#OJ-K_ah~6hNR&=JUxA9&RGZda3Xx_w@A*==>8M|&@qIYDIOXO|C~ap94_#tz~WBy zID?;9V@!ShFCf)y^X`0(Idy3}A3B2I!m7#Ee6T1Ov0#RyCC;9{^KXA=u?vcJPXEXV z(_T1}e$pl1e}6v!R%!}-L4D88?qM)qPmjRv7)&?LFL~Ek0NaotiHO@CVC751Lt|&I z0lqx%kP-K?$o57-?id(`M{^|Stc_l3{n)?Bl9N2HQK z09lTY2)^e5?`%U~@!tX9XO6o_DSB5jpsZlv%^M#d2iD?(N>D>VLB|m)1GM&w{QSy3 zTdLSjF7);jGd+F#PK;BKm;bb=CCmgRbCGpSm#sI5(6g5x*aj2nl;*pG%MzEBMf70| zV9alyzDz7}+2{_9?q$je3WW4pUi*REZu@JtXx09J@qA`>iVL4iZ6^V?uwrV0!r zd{7~F_x2vTyR$$&EtwZ%es_PW4zUmJ;4u7IFxiEvQlp!i<@^&}OpV;CnnE&zPITIZn-RBRlB_)Rd^7(c=;YWML;0sda+pc2^cR6Y^Gp7rTa~vL< z?}@-A;1Po)dd_^)TMs|;C`HQ zAc085k}N1z;WCu`BZvaVs~oRoD26P<5bX8n(a6FNJ19%kz=;6ECzWJuYPt{hT7Ms( z88TDVE9462XlNpONVp0HGAt}h-QGS=EOAjZ^oNR)(uV|8oBltpJvsOk4E?(FOfy};LJ`c>o{?$tUX%z< zMW5ga7}3)3gsDMCg$k8tn64%K!qpP1muri(=44}J#Cb>jut$1HJgbuC-8ne0e(#az zSoVEM-hPsww)oShf919ea6_rm3D6*$> z9mFEKV0#S>?@N`|N3X1}D*$;vbpkhQZ)Zn7=(nsjJiTcAk)sHEh&@i;V}bng`DDTr z%0rC?<};aO4LDL>C5}e-eQMSy0q$lTrorVdAKoj|nFMN^!jY(E|*d*ez9G zU%6?WR|`u^h0>2tRs|S#)D3NsR@=nX<_`e4f_*mVOv#gvVj?02@S%YFeIbO-cI!=( z!zEhWyvctpBPMQzGz>r9hWWiG#KY4pf!-#1vF2Zys$|>FMO+vXET|0Rd6lLWmx0D;vN;83gI=&+p$-)a`9;T30sR zJU!Qkibe{qu}avHqx^uc_W83iz-x=7n#(Jbx&<)$)=-+4n&hL!mB_vG+d+sTiCY}I;|YBA&k@@rS5q@dlLx$Lm(Y!(pEaMvnZEK$2wHZ7$P z7(IRL8Z_MB=})1+$@4yx7Sj(qXBiqx&R17S1@Vn4;{niujXl9w;nQ=jEDZm!EyWEq zf2rf)hbd8&PdJtQFn%7kNIHCVbrPK*oV;CBo+!mBn=gp!Vi>@D{QZm0?Wv;6O{X;X z0BJ+JE%Xdo>P?Tva!eDok9>OkxTh6D&wt0ex{C7hw6L9NJ{t<$+_QI_{i1p$5g)@| zC*GAZ1K5rP%_SV%K~MFE%WQsbZuUBk-TM7h$W0m7-Z`4-p1nM~5vq-idh|Br@{5c~ z#xVXD$;mY!l>qXGGqww2UET9gFX*S`<>lELk)Tj;9&Z0fwx*AO)6OUR%x|A$F~nug zc=rPtEfR0!XHqgU7<8EppMMWJ+B)?&)H>(dH`Kd2|3gq3*h1a?!0Q}UlO~s4SI3I2 zy4%D0L|{IRKxVZh;OnCB{U++_>KhN=Mo@1WRDvUjStgCFnUa!c@E$MpxyUKyfFmPp zq2yc;o11+Ye$dWr(&m|;Q7syB7j9>2pA4dSczJtFwN=h3=)B-$W24Iant$yA`0k&u z$x@0l zmV{I5>iW6uf}F=i)I*>aQ*|Cgr-Cus_h2JsH3V`IO*)_RtK=lnT3TB1ZNzE-g;F0{ z9nM7;7M}$)iI7!!As1xs!=BFKQoHPO*sD zcY6y;MR(d`n_S(UYjcZ>&+^q>lW}r#0)Yhpds&1?!EaCjfzsCo)ADj;jRS*K8)nVB z8=l_F^+}Gu%^r)fzEaD!g}@bAx*+mJfh^1tmG#2nW#dGZVZLFK6F~zgiBR~_+^qft z)fS@R=U4Y|MyY71=(@k3pU0lTDOo)u*M+UBDyg2&_n=b($7(fNcy#2`8(yTZ2TtrN zg;*QFZ2U}<)(eWLHa1c>kKR|WUV(GmI)(H6c^(1+oHwaC-#-fM+8p<@z+VSf|BY3q z%G|%Hsv3-=l*>MRzEuNpq zdT#W0erC|xO`OSLe{oqE6JbiT->&Y+;+;o@e{xx<(nu=EmkI*k{rqP~N)i$h7(ET8qVbTZ_w(#h96{oj^!vCb4tTHb-ohPP7MG@OSuz(mj8b0>gp

+kD>xz_jeCtD~ar|C7R(5vzcz1kiN9r2>~kY1nXK?zt$eNEpm1a#nshK7%j z4SVQJE_LaFZv%KpFsi$1vRB_TC@LwzY~S9x_~XY9=*p%8K(4^mdrcG<_{6auOi08H zbsx0}v)^e1C#PX`YI5?3C~mG>u0q40&k5!x03c4G__Z}B^Bp)FDB%{Nc{3-o7Xata z?~9z-Z^kUK>p42&QxnR&QYaIF*cM4qnZN+4dubP{y`_ZvTq{gB>%EBF`_6+($-+n^ zk$OYQrSEUlVRUIX{EWv&3B2g1AqG0SVSO4nyD-4_E@tpnCmH|ehzf)}JI7OUt&?3& zhWn$h5)<3_z+Sg>;@KHq^o6|6X$Z-{I%aH$?HtT5uy|2)m8Kp_qF7E&j&HDa>3caa z_jP~!w%ZbU&Qe`rZ#9-NBnV`c#ulep@U9002ChoqMzLF%nen5B?$Y0~37%;tmi3Cj z9|>#-r-zCqR*EBTiyIbd&{I8^MEnjtdv!FlpA!OJ>&weJG{l^CTQf~L+RveGEg7Dp z)e_1w_63<5G?A*u?5setwOhft;J2p5Nq7lznP>de47oZYfpFsI=l^OklH9I zDAdTjoY`!V=i@rne5MRgWa96=d{oWgj2G62mxmVbfl;307SdW$FvT+s1ZY+;XjEu? z>FwR*$00>Umj?N&6iRe?{};`lxu+~L|g-(!l{kMA+G8i>mEA@ChMekHs zS2PlYjmbJMa9I-vr1C#@WkQFv9t zFbaC@IL?x!nYAV}Q2BdoneFdR0DXGy_-%S}Vxpr-@LVZNU+K(66xpK-K*c4&#T+X^ zwMDCKIOIi?h$Dgmm%3BFfBz0`ynJhB<`(Gf5ZFv9`UHM(CMG7*80ZnL`-Bu%>`)bz zEpiwb#gwOD+m~-7qK}DM$*7Bpe;b)21AjUoRPSY@ z;^L7q8<<#8uVtQdQ8Gl;6zV*Ui;IhjYPM=whxUtgH!?EXo^I>91E~`@UD}SL?j2ye zp&Pgi&a;^>vJ~j;;V_Y0L#1ljwWD{X#hua5Rz8kGEz{ zB@=xx8oQ;f2L<3E({I6dEvPn%b8#FB{2%JX646(wzs}~=C*m=Yx3|XX>5&QwYzrhA zEYOJz{u$kyJqb&yeQHlK>2AuZRk*@`v~9z#^-jHhZBkP z*TB~B6K)Ux{B-5LbMYpJ;s^#hIyIHZeiPA;a!P?GQj(IAGBS*hbQ0Llb1>Ci-Z47b zyQefe?Dl7AX$fot=@7sa5&}syhSQA#jc;sBzu9uNZV^kBoI#jOQH7m)U+4sbDOlY!VWm5!3{j@@EsqAac12ZsTk z9`Co!m;hK6X7qI66pqKH5kCrlM($+<&V%#E^ry^AFpW=9qT2BKbMy0yb5!X4T3N&o zphCWA*1yKfrZ_#w=RY#3j*)XyJ-Gf&L}c=N^nbEN}jEM^F|%3mjlj)9Y1O=^gS#R#$YpF&}Coy@Xx{vbNsix34E9at`;C{ zl=K<^D#}0%5U250aUhKvnVCg&24{k)B*hF;!rM^yDk~~te(o&;71rP1IP5dqOtvnT zSa&}pbCf>;+{g}~Exf?o7Rxct*7FPqMGTm(mR&Ny#XDvJGKChL2ZYW(3KK&V7 z2n~a1Qdm?Zbf^ygC^5vd3oP4qNMSKV!?|ndnrP9EVJxK$G%Zp=^^4?!WS5(aMv8Ah zm{T?Y(%lYvdj}vv0K?qULs&r&;|p_e`5OHBEXN{nNWRCN*Brcxd&A^yx6ET(Xh<1& z%iNqEqa?AH;`fObH;9g`qlw175?=(<+;Ym zNy~5f)>R}~K;vI)Z=({HOiU%y<)|W<0@l>F-?*f{81u!cZ$!lE*PUeKaZD!X=H>$F z(v!rFQ?Caf6zAM#OiT>KklCg&y4a{ze_G(LZzkY@MD&SuwYAO0emI>e1$O@HkxbZG-$b`xC+>oGL*sr5>P0s;Uy*XPN+-xq%s|^i4%;px~O&>xTSq zY0%re68>WuEl%QO-5$G3Jx;SQtr+QEo9|hLaTG)#S}s zh9Jw*trU2(${{{7QU`3W(r!f6uU}78*mnVw9<{sJd}Dce8GdU2iO;BUj18hW3Sedd zA5_1H5&+_<3Zx&DSZR2usD-A0ygK9bk{NQ|&cg_K0d&Y?9|?qY(XcZIZq6Vz*pu*) zltiWfiR5LkoX6=I807std+ywWku@S?0WuY;dP1X1p0UPK6=W(0M#VuQrYUh0_aH4qP+GE626En;!$-*VNRcdLIF6#CSLHNiFaujTl^@GW!MM1TbnB zgoEd7e{WBde0~Ad_Ih)mvBqh1*cRC^BvW5s+=o%3| zJ~Gujwc^G`)mQyk*-3Hhb8Ip$z0>dPzML=o4c>d}4}Kx_!Tn&B(l)qoArqJ(c{#MZ zE=@ddxiT6b=R~b6!$7!d%G+F4E-o%i5(pZUuI`JAeZwQ**#jLmUnuMsR>D3izJ)L~ z9h^>hM~TjU%*Cry6}$OX2OIT`^K)zK(?3O^?}sa$`_IgN2k=6z(ONzbZkb}X#NtCq zA{P8BjwgGomf-FBMX=@U>@+h0Yfk^*dFHbmi6NK>z8rwEaqqwP>2=Zx|0!Xf^D}F( zXI6h-YF`LVaQhWfL7K#$VGH8X{6K#kt4{K=UKw17X2ex+an36PJJLSJa>oBus4&6QnW3B-gGlY}Yw`2s)HRoM)dg!+e1y{Vsn32Edk(y3V2 zKdGsyFsEks^>uZvt7ff%rj&r6K|6T3ToXs6F{OWjdXh^)j=rJOFhwx(dr{Zdr$niM zUm;&o?%~P{G1K}mdMMvkZ*RAOAq)}`nJFob@BhNt2bN)00*6Y0-yCgiEsDycENCHl z3|xj{9-MV`9Oi}&FnG|_sm`5SehEfm^Bs7$wRA8}eEZQj4Hvw&uFm_?)CXtZ%PTc!v1*6`h zn>h86rWRT-JS%l!93HVxje5vyLT=Ym>L?oa!*DS}L6R?)Qda(Mxd@adhWzZ=Nub1a zb;(l^-&tMEdLd&ikb$b85uaVJBb{E>JHHXH=fG7 zJ?aIerT*$q#bFgm=WfcYS5i$eF)q4r1olDba8+Kp51*PV!z9!nNyx@u=Qrn%vu~sa zSQG?A8{;rhQu2SxckI5h;tC52RA<3Apx`YL+l~|gFh=JoKk8ZNM^1XRrkeUvKE+;53@PinFG=ZNN8aL+tJ7<_&-`+_pQgdiOF{rip zG@X(XRg-I6slE>a^s7QZNtEb77Xy{W+1UZW+aWHR(s?m!}#mdBQhc)KL8~CNUfQ_g$ggqE%kW^KgdC2 z`A(N4#r@}aVq)UK;_6(05!(l+lEVFM6*IG2BopflnEmEA?;wLTyZxo20f}1y>vXF~ zW|65AcQkFGh-&hv(9TqAm8c1CQojZ<i1qYEEpky_%ou^ulvkqX9NXV<=FBn>#t6-)u?8U$cCe}sB4QG@x zvyAlHBV}1(Kv-B<0CNGb5Cak~va-0Iu#9uW;C&9M_kOUjuvEh=%LT@r+m-qR3*>1U z_JS@9fTPNQTVU^ti#zusW@m>29f-Nh{8IdpFnSwxPL^wy))uJ~rStXMxBI|nE0J3R zPNGu=r+}$Q?t7kEWgxPANPD%_$E)wN6=q95l)(|7-U{1-)&Ulc0az~aO-Qx&37CGQ zoCXEIDRluK44wJ@YylV)Mm@nr2ctpEzoZsP#F=quxf`xHzrVlbEPg>rA=84lp$~2M zQ-DcOkaC;^yP^-RtepZXyk^Y|4R2)267VzY$ktpN)o7vPoDirY$Vp3#B-U;y9$VPZ zV97CGPKQ(HoeQ`jQ@@@GSwMg&YDSRxa%yyV|Gc%eHLDq5>6hsAaC{cH&3o@Yx%+(z z6`l#+;jByzor{7zU^y|lzU%(^F7PznIII)!{feH-LPB4@JpcA^Ucd8m5&%7G9592y zuZQhMd2te0tEPBt)FJgWcv6acy|GbGI9^X>e;LNEfifwkKVJ0e)r%Lw=RKVT+{3q5 z3r&k0Cdh$z0<15)?qO^kkNEs|bbKfrhAiZ-+l6y;w>fPT0*=J$lr8Qc4Xr$2;g7%- zL!SV1{yA6C?14I&L(ePrg@A6~*n#26N!rqm;rn~f_Ax9aQ_>^$N+BFlP;jP+$rkzK z+V#`tIN51w-2e~7m8@!>KFcfyTQxHHu#lXv&~U`SS=9TYJvdEq`IXw!tc&YcNW z_HuJ{8rU+hhBzd#rm@x;J$m%$iGDA~GrVeU>fUN~3kKxehqr-YzOVe80mn0Y8VDk` zYU+y6XV6xzr+a@4IQC$GiHo*u;KT1Y7EqTyLkT%#;LpcdRuiMagS`{Snl>Z^x{VM{ zU8N80DVI`SB5rDH%U!R?o3h1W0d$}nqbeT8zZN~6=d5|B9}-MZQdYJ1Tw~>V{9gU~ z_3N9=Jt*I0MMa)6;HuC8UzeR1e6+NPa9bbw(UCb`Eh z20zViX#*yO{-bzS$KtDbBz`OO3Hj8h5fD-HfRsN47XyD(APEMYWCQWURHK{e{IgZy z$#;iY2e#(OzX5YX!G#bN_cI1c4D6(xL(~ejzt@I};C=%a(C+2ko0bVa?zFXGnA) z>v0w*!Epo!A+(=#Wv}rA0TG+gx-tr!Mj05q<3}53_DK%eXR?BI_%@QJ?+`-w%F{_H zl(Da`XTjE-s6@~N6Mbeb19C3u#bJ@k${D>|u#fG(pJN0OwKJ^csxU#;(fol}&ew00 z=&|sxU%!sJ_NB??^k!G6{pT{FqkU5J6}WEg)_5%!mtwH*)nfsY{YTQT5J-C84|)nP zRR_k%Nf~W{Hj(pusfo)UM>5B!uw}t*RRjN$-_a4|B5mR<{v(Rth)`d*^X5sV)U`2@9P!Vc*b;(NwJkOC~AUZV;y!S0cxXPZ4}IpDb@48g_> z%e5Rho0j#rkiEw<3pWa9Y^~rgOH04QO=@8)h#HpMs<_nu3bM-US(7MXTB=;<|*^o$qaZWf6i zDQeEu*Vq3MiXZ)>_G3!D*>(@g7SM1)XdGer5(Ew*!VY1C)P{6i^WqO6iyTGCW@sr# zN-VC!T1ivWcP?WR4LzNm9-O$j5S6`Up!nBHlYRa(0G7~9}|-1TI=r>Pl+BROMqsz_C{ZXf>WXi8Apz`TM( zN&D_BfKJ}b{nf%p34|IT3V|@jlRWl;9|EHPol2oXaR0~Pp(~Z)7*~aWlk8?o0CU@y z;mbPA&;tyvUKJlb3zSU-Sc+|t-^561ShH?l2Gg&iPk$2qzPTC@Ok@WI zd=3nZ2fsAl$Hnyl7KZsL&$bY9f8}Pt%-nnoDU8#Sx(Y<-ZB5H@tC6G>q?}xep)@zQ z8bMR}wRf`bOe5tW?h_}5ShI0OAh%iz0qJ_Ez9`15HPEoj5-|~_g83_5+L^JN`FnLw zj>BO$pgk(|b|rbn;|>;@AK`en<_4lpx!ojiag>?ARTuGvF64s9&U>#T{z`LPDh^V9 zBgUcng~NRv9je)z81FN83X_r;TN&&O#Z+M1Q!g&I+=}pVUWfgggDI|o4l7Eyo`W{V zkFIG*87xZBj9zVW2eeIKW&%&ZJ9O7}-MscC{M>{lD)d`WKgxPls^IHe&rnI3&%2al z5u$4NYGS|1F!eBxq&SH2SbBatW4SVHME=Ij2S;pDArgYSRa!VZ#)`)8dJ*ETFuv7k zh-t;vwlp`pgyHq{^?k#L?`ct^!G;73*^{ZHSFhYCN|AaHPs3S!0_GJYWQgy>YEl5K z&6r|9w_6(zzm-maoF@&LSDj@WbMqCKl3+r3?I{Prk{t{Fy4eI+?s8FFMP+(6B`VpG zT{&QM&<`-yjG1iNK137<8fu*eWGG`cffA5u#xS6_$Y(%-03TABwDYi!k57R@%bfHJ zip9Ep*n&pK&i;FE72Uvy<7p}!P}zi9!yHxempt_>p)?_hv(4whfC$A4`so}CNIX%uU(?OdycyIUlr^Tv1bKP zTZL*lNQnX}Ydk4grUL_nUAX_sQrXIH;p<6O;24(MGRs)y0hKO( z=W`>KdG#6$<52usGT>o>`1NLU`yMdxB z2wtN#g^h6hR!((_!4$N-DdO%5*hi@k(9@W>rqtrXfy$lFXEEe7GzYL1?CqJf>Inv--PZo1@vKX>{d7!Gaaw0AikCLT^VAc56_g zQ|LE<^VLO@n}5CNeFye^Y?Ud9pkacIn;>H;g#No+=+S#zWhMCVQuzc_YWJ%^Tc z4{ZIq96y8c6VhmiX>2vtm6QnAq|T7lmFtUNxxM0pYC}`Dw6ws^T`)lhx60H$uLWQY z0T)R2U+-8P!ZzPQV3Ew>dw&75z6#2WBXMZ>!VB;ud!HV;tzA;bD)+08n*9 zLx}+(L#vOC`Ok^)kSySir$akVEz?Kce{r%GXp!F3K(tS z?ar6w=L>X1sZfL2*LGbLi@-tJ&GtGmxjPZgL^4_L8yF@Eptfv%wgsz~cRNPb*0lqi z&dr!Q_1ZtMGsThe*WPL+v}7Qi;W@o9ZmPouz!EN5E$-eVneXSl%z^Q&%>a(Pz3q%Z z!G)1IQ71zqu{QOR?+XPD6b-Vz3S}s`*~c6acv;>#2NrwfH@RF|=o6l};egvp+U~?n`*yt3=X_Qfw&-U$hLbFYRbc|tk zqlV)_8|G+*VCC$-f$f}hJI&ewMdf&p)?n}FbY{*o7=LGJoIrtyK7V6yA%^ z1=1BDdWl6~6+u90w2xWk_2N5X2z8{ls7#_+odsENi2YqVJ23_V^#aQZeQa;CB)3gZ z+ZZJIFLkr9$8tXV4x4qzA1EjeeT&6XYImiJvAtFTOV!#RFvG$r$S!+gPe{4L8b%;2 zw9K=Y z=S`4@0A!+G={w|VJn}kSdS2NiVP0BFYR2t|A+aA;K(39VOl@rXB=LhRyayea+JQ9P zFh(`-XHhKi+jvKvKyOq4C*KtYPxia3y6tmr(B(;2eOTwd5S^S13&}C!Tc!Tc+Rh z`e53>kQ9fT0Rt9{LnDFT?SG=$;-oY*G%71Af288K4uPoL`?)~Ky6+cnq~d+vUm&eN z8BIO&6+&Y@zb`!l2wBWqd(P{L7`)ukQS%InnX^e0*B9sJ-lS+)qtPT5TIF|dULX&N zlj79`ew|1sp30)uEjvH|9x$4JmlI$TdzjELb{XBYBlnM}aS5yu2fY{|+pF;uu-pQk z40yO2yea+&SUrZ(rZyWI|JUR8)>iTw=w3DOAUjpbYQfEu*V;tTsGsLgPZ(0RZlX0b zNV+}XEv9~?3kL#Hs^ruC37LT0v5%1w?*|rl_V>L!JvBx!rlwwSEuo4L*C_wmkbH8j z2$ts%E}k;?2IT|7AVN`BEtUt)Hn>06UqAXV2`NR`E1d{cS_u-sY|T)O$*cesi_8-3rNIF9UX<1mj}{y1i&zvR|M_g?=Z60<8-#lnJptM7Cc`RAm`8`yCv8RxU8{Lm zfBFA8d3UoGU zH$wgkDD@==6E?^#y+};7{{$f-$tymTQWmHFbI5{!zwAlQLG#=9B$7ig{vX>6Po;D; zg$bYS!i+@x9DPf|w=!WMeBIO(eB*d@i6FNr6w3DD-(P%6Qno+Bnka_QcN@ug0%)hX zuc@iIu()V-a*=e2rV#^k(C>2~jKFpUh?>Q6DizY$8rh655~_6br!CJSADld_pBE$o z9pkF84R!q-1%?6J5`0R997U;el|%RuGfw^bS-;$Wb-B5%v(I;dgy%{D>M$gE>i|Y& zfQ)GmD8T^|1zG2NOzXoXy9Wn2twV5Yrhq-AzFxuC*0K%??2JfX2En`dF#rr%r>}hm zO!bdRAeHJ8id-HG|l`l?0Lavu6)wa?)#ok_ZcO-naqL4f#$Vao8k2Z}DM*20hC@ zde)p=3Yec@hi2}Ss8zZiXo8UW03u4ZM&R7B*M%RT&GrA5qZ1w1ii?YghF1Y!hR|z4 z@ogarXa%pVB-sKkT>5|SBy+Vkg$ zJJm;`BETRQetBV4{3$=B^3_UN$R5Clk|C={{F?0GRN< z1ksz=C@=U<1ij|d-_*}h{8B>|vdqkgbPx8#rzhb1t+p5fEjmIW_dNxq)?3ymIgaJF zvggpSu3=Z|yq8iAzkh_M1ftG;QjG|@$dz&SfzM@N$>B8%Ux$4M)jBvQM@NWFGF%?D z&Ay}Pe{ktO^N&%K7Rj7q|1)K^${~CQM(U8H2fXSr^u6Z&Q0<5=uE=@SaMjr3LbaMc z_iIb_k`t zMmWLM1IBrCa}&-5v{4wg%H^%k6!vOGmc_tj)Z|&Y$nhG#MGb@9V(+Qv#Ls&TFNEAw zLm&_!S|$#G9JKg(l|TtaDs1xJta&vG@h_}4?H0kxQ7h;4wF7$?iR1cxHrp@+kIH^7Rx{2 z;c1M4?mZAon@iY^@8kbtTpD^xKLarzIu$&v@YN-Jl{Lyg_Aa3Z1mjL<*$lqV+_f;| zs~Q83@i|s0a(9-S7qXgRyO@|*|D=YM7{!L7tZZ#{H6iH=E$FjFZ^L*A$_s+Eu~hP6 z_N>qMK!8e>A>LAk=qw;Y;eFsK02TmI5klPfvFxXhx$>+ub#)4Fi zERagp*4J&BonGGayF@Y_vXhaQo?(xyqIzX_?_LoF+pMZPvBZ!WqE2>Hq&8H)|3Mb% zL5{@*_fAL(zE78tmd>8-PFEPAM1`Y&jJBQ*OOuoPcfo)87@_qweEZ*Bim0bN9yiAkc#I?4yHR&?swxaUBV90w?f3H_DYa!Ot`oQU6&Ue|EkJQ`4 z%?$=f?*J1=lMfb7P;~fmYY*Q$E(K8T=0F7d!KlLOzcMz-htL= zx*s$JfkJhu(m!H|vz$uAEqLAckN+v3HTC?3e8|VHZuR9EEY@)tDojk#FBHZRlYozJ z3&c36tpEQ0`Uy{)PK_u{b2nR01rnWb;9-d~h`?==Hy=I+#2{|fnUSKmXAnaHnN1DvMRYj zO{UD-*cn(E^HXzoe)+8D2j&0(t7|1hfR8tqmLks0JZ9JG7QT>oKUs}+za8VoM_yoi zup+_5F2z&IEhopK1<7wX-z{A;8n8^A^*qt_r|koi$)Z-baW9<_({VPDQCcO)&-6F3 zr(HAa+plRFWu| zsR_DyRhGGTnIWu+>VyR|jq3e#?*#bZcfX)=Xc2#=2nN}+*iSPQ9hZ&3%Gd1y=qD-# z;djLa0xq!{Q7juU*K5wf12kS<>nGuVu9+}V|JsgVV5t?@)0v@7)d&i^XF5W3``M|4 z6ulnI4);w*8{^1ZF6@2~i1>CFIg`MTehzeEddk+-CJclLbiwi%+g6bQ0$MNekG}^h zA*uaNLPA1tG)XE6PFz?{0>aW$a>ffz&a+%= zCz|$iw379AU4!`W|>SB9$<&?6cgegdSgDDi53@9ynCUJg?OY6`A z2Mzk=3*@sdX&Z-qT?u3^5-)DDUuRKdCFeLZ*8dEgV>F7Y&a8)Y?mRQIV0Ccve^J6f zEKW&ZSd_-1VlN@^aoEmq;PRl{;&<*tE-%Bu>NIo=ThwJW_ONkY=g1t*K;&oPhwM_6 zpReq3JWKceXN+&b4gY`*wW2Vjb9+E8Zvz=y-Vh-V6pv&B@?;ox(XqE|!&+?Db zU>4l+mo8zliB+@yNh_+o3l7cHChmdy=Ra(eb62oC+z&Oz9&Z1cqh$>}PbhUyM%eBf z6>S}9-gr}eS`kUr~pw#U!)=5Dlo$gO|3#_|~Ys94i~ z|M>%oYpL$WaLELCJ%&V$$p?HI9`iXmqJI|N18;|Q0r;_3g(fcn>~L%gmUfo z3=6wS1MvZTABvo;Y-7_YF*kqmD=^ zJSBnnz$Sc+x4Wwg?N2Js##jsA$b$1B4h^2N!+Ngd1Li1wyK(id>m3=p0TS0^#15D; z3Y9{!v_r)=B##ju4y{k=KvB5c34~gQ(#AsyP%NJ)$042JV!4t{442}1Xa52EP)z)ZP~F1?9>WBd}G+HuD8O3?^ocK z90GUBtphg}9{Z+HGDAbd9p`xucbFRwx3}r^Ie1PttpXMLuj#h56+FUhG#3$_5CG%y zfH8{BDLV){!GHoio<3heULMwKV4YtM6=?M>EyyhZDsrBvF3GwyrqmP-DHOVau#Pkk z$G^1=vk99OyLo#vvZcY&Tv&_$8&(Eb_FdX_3ikij7$H;)gDM#IC{I5=ZW{$(;MgMu z1Oi?&*tB_1Mr+-9{SqL5dM7ia`}Pfnr{w0+u#y9q%ZDrhNz-0$QfhAhvutJU=qIeC zs;vc@%f`lLkKu_(rg^b8w@(pavz0Xw4To|7vuYmp9;`jNmisj8^%5h5rr6ov1sv}H zI)xz&(?E6%_Cw&=8lP;y?r|BJYLM5Cmf&c6Dpj&dqq$RQsHi+2J&N3h{hqL5U&~sD zI4~c2E>NU&LLk?yn00Kx4w#zTDQ7PaEv97Ykf`VIiQw$6(~7h(h0ok#Wo2c#Hz zOPiI@S745GVwgjSNNr>xq<_3EA3da-5*7B7Ar9G1NLOYgZQXv$T2Z{l57d;OKXHZm z^XtsN;k>UGjzDzRwb|)5s_ph$^Gl4;ZU5Kb{9k|j|No!=`=9)uf6Lyab_NP17_2Pn z$-h850BB-26s7vSNH%RKEV?pV;>V4Gwg17|dk13qzwP5TS&=Oxl&rF6%AQfU&61gs zGVY=x$;i4%Ndrk%woob+*`-1xDM?5|6h%qscU<*;o`1g2pTAH4yg!xPuIn|<^Ei)z z^3gW4F0(k)y?YS>eMUyH{ySHO<+6VN`tI{K?(!bBV|I2tyYBiuk#Lf_tG3{MCAQzJ zek9YnCS&`A6J`9;U162?HWL!B?p*M1%k?_tMZUcp^6H1M47>2ByL>(l7IyabcfbvV zEMl9cW>3lsc6N3I{bXu|OyL|~IK;qn7>kh0$qG8C!0 zWN3t|OKV{e;>)Y7{z+Tf66Q-Z?p4`V^gP;F6(BCAM@4S3`jEszT z5BBfkh8*=fu`a8ts=7yY<8Np|veJ3Ok34yNS>^Q$_%;MlG=yD|Zz%Ozq_k~u9%Kjb zZH8^gO{2juB7n{k$in)T%DG9bJtz3T0RxMT&8K+)CqWL5bE&EBsg*Ze8wfC1g=>la zYRb5Q1cDzn%ga9(Z-b8)FMZF=<&6OIF{#EbUc`|(DE)E?(>^e2vAsWz$GzK?u0TEM zwx*tog_+sAD{FFQW=q#$GI_GU@;&@ULl&m&Xg>phb)c2*YJ`p%HYG-6gQ$ z`n@pO+nACk2uvYq$@%8~HRYT)glO4MLP$xuuTi`9!|1tHm`#O{C5)37z1qamZ#xd+ zr|960=PJ>dvJBbl48IxwHaL_F)@pQ1o?vvs@t5Pjqmcm^81<9Jb9iN#2_Dzc(Xo}R z;%$l^nvC4K7<~MQ8*8{qoS=r+%VjXqL9`-kJv8|$!o-kal*G$9pVu4J#JkG9BS)BQ zr$MLkV!eO&F)E#QBp6(OGq`At5pbBpDoi4SHtb?7ZXtJ|*47cy5k1YI)O5Dl4s0&# zuk&EW!o#j-C_i#{se1UDhm?nRFa>1T_Lw-EF2^UeULTDnzo|XGOt;J-*l10gkhBoD z1jaoVz1Uj-M@IFzg5)8EOype5~US`9|M6@@Z76E4Bi1m1_#eYq&F6H@?p^ViBSwBve(@f^JQM1MAZAYZ4aAoA0M4QT{29s z;Nl+nf<=vU$ipyGJuq8bSYo}9A^PX>K)Nq^<|COr`I{&Pd2OSO40m`o2Ocy18FY@R z@%Zl_72d@D>y~4WDbge7To~YvcXv)@moOwlo6;l8KGYgF3gWG`P@V2oZlC8cbuh7H zM-LKmBSQ>UItI+nRYMi)SmpRbRqAyfaZoAC;IOs%9!$rgaT2vU&c4hWr!Y2ZKbMx4 zAG!oJLHA>r^Qc_;jk_*r(=hLXuNmQ+QM}f-;275$YeY2ps|NOpRm1#{KX0LUO^b%< z+Q$4)7@Pg(A8|iJssBW$lp7!Ik2iQdbO{gMddtCAm;0F5h|pX%HBoCu#{UKeL1{Q~I5nat$G#GddMryV`vme(FxYwZ5( z4iDqHI~5w;x7$YJ*o8}-22qsGQw(%Zvr--u+6pbDxR9x|xfufvFtv?Twh@nBA-$!( zG|=D)kQf?&83tZ(6!TrWhO)A5+ozjEkK~+uigP z?_EIh+(o|9X>HPZw%qZYL$w;LA2QqA$L`*#MFs(P(PTh!QVgH+)-R}ZF&iJ_cP=Dp z9P@0qFgMp1={$jFKPG!0 z*A8*Kx6IP8{%!>YQQurbIo#0lKl#Ni|0sb>Q^gC`hkDttTN$$+>=9P=yWpZNzIYG0 zrsz;Ea6zkiy7E2<^G%7Zee$jkZMoIq8UA4u?yWbZZsg=N?k5xO3|u{-o!s$O4*Rm| z-agoqkffT_lHl%)_|e3LgWpfI@B8~Og4C2W*YQy9}8+Cz+rHse+ z<3~D+tSNeC`lcUcdjiHB3BPoaj@{o8H1d{UGchv+{_JCfqK z+qhkQd_Lh;caqzs81~j#C@--7wKG$_8_K9@NmB&|=xaZGv4}bEF)t}LO$;i@oJ@Uh zYYyaxGF6XYIVbOiOM!@bK-RbzonhwLHZQRq`(Rk0wSs6-I48D3Ymi-~}Yx$-7NBwj=Vf(_na0k~@8-HyW%#JyYUx zBncuD6MD37!AL%Bp^#m~oQZ3iN7Vlw*f4 zZ_zK`-PVH$IykTwqlw>N1LbajU%{J18{7%RY*#uFvQT^-{_`*SC#wj0kdHPD}GVLe{l3S^|}> zlbf;DjxYXoQ%)@=p1!>OcLQBxMicUQ+TPsqRY*L0w*OgV6SXO=e7UCPW>r<52+{8A z$KbjXinbE(urd_<{Fm?Et$@=MRzz#M=gy%L^_ybnS``j<4+h0flxD`AR^%v%AL)0K zf+&ea#^n2^RB&yFt!!;C=&`bxyeYMlwfvH&IEGEY@H23(cm8+?NE^kxF?Su%oKPr4 z4(ZTL6S)5qmap=9ECL0KPEMh3oj*5_b1x=3x?76*AS-n5@2v-^tRvN<1!KkDI1j>v z!z!!k0S`bR@X+8dd5H`5kpa~j=VIVrFU%X?<>gO4wX$%TtVi5O+RV@H!wdW)zjd z0Xy;fgmr{+#APBlN?_^I2u z8r%5vx0sliMD_xm&^2K)vOeIpMdKAlnN$tbyF9r;iFea`mluZy$NH^?ux*)8xWavV*{cIFq;rBZ@%1^t66 zt~3+TYbWBWwq~VVTYG{asX!bbWIHFMN2X=FepXPGc{+;e3%2V9fn}R;7#+%|ix%Oy zasBR`+!%QZTNQoD%Pms`9Fh0OWBKdL60T|2z#IMOWT{RU-;ZVCqj_!>2)YcIQu_5* zcbpU~n1cJr$VhJJ!MVrJClwbDnv@C z8C9f=&*A`9nIq=IM$)Aa7O?AK24* zH)x{aW-Vag4=gx_OPquRZr#_ISCt8XXS@`9T!GUdR4)sZ{D=8Y&V+oET;(4#%F$Gk z6l3yuzVby<%LEmFU10B*8O?6_eqoc3b!k{eiJ;+ohDm=+R^xyz`fRF2QO zZCBt>4~LFmwVRWDvQuu8d$`1(yf=e6H!&U;%pz!7VRx-7aKBkXVM znME=4$)X0HQZBc=*|y@2=eRr<#smptq;Y*1k^H-%b2yl4W4%}zZ>G}5jjbEB@9u8e zNh3q`EAt}sZ)NJ9bXhUu-P$Y`DQ`__Mm+Q@B*{ zLnyj$Twza6gn=3Z*#uSI^uTSFkcX%KM1)^#`QJl0Sg#DOyilG-$ zIisnn+9%`5`(aDf494~e?maOco}NwTFr|^~XE##oW?>RljSDlF$z6x-=6!PrMs<?Q5ncc!=E zU1n?70$R!SnOEcn<4O+R;Q`s#b1(UhfO3Rz*V4s?FL${gTWorCMrU;~ABESeY$5?8 z>o~@K_>i@w$$Q{zp)rSp~v17iMZF#$)G9eX&&<5L>9zB1*U6t>ge|S_%mjxWu@8J= zl?3O4>e}OcJH^6;TLx}fJ*i2#etR?U!66*41Gj)dEXyWs3!dQEa^=8GB6zTqa3gg#YiusgefhkVwGWNfa|{cisJUeHAB6mW!2@+uO-9hssBj zyq^wCtl5}YdTVA7)IjcvyZq5cC?(j6zP`Ej_)agX=AipS2RF!B($mp7Iyc&Hu~jM^ zaO=FbB-Q2CDH=11$fJd4l$Jvo~3E09tN}qlQnd+giFe)_Zg>`QM%t+%v0=JfAY~!g4wz$;B{4QRh3oX4Y`~9 z>cc`%*Wgs0GV%Z>dmmP6ANst@?JO-jarSYoTL*m+VQ>?E%EMz63wp})i2K}UB_*Z# zh^s?8e;)SA`%$b!?!@t8e_MDfmA_A&Ywk(rOOa16fARq_9x`KiZ?nJK5B3UP&YjM= zxP8+0AJo;>%?a=w8Efavf_QrfR?um$Vjt$aR4n0}R&D*hlk0U3b`i3{M`+-ge&!$! z^&@_MQ^4mAWnT?&Db6~nbNw|b2I~F*a#xY_4F4O*pA)W~JAdBeFb~UbP8sHRhAzn; z@lg0*DDviB8HNjDlpQIb$T#LRt4=*L#BVC9u&$XgS1vh1Huo zKJ&n?FTqEfZEHSXPhS^l{{83AqQ3hu-Zd5lGpM8CrNR0R0V~EZXH(MzuvqWjJ%(G| zPgOy|%4O3bV3dA8>0YGqZ3%`Dyj<8sr***W1H;pfj#i$j3SNy9Kc=;ua~K+Sxy*7k z?5a**zoNAuw188d^3>45$ZOZN9s3@3S?3#PJeC;{?_IvX{fESWqy~I07E|DODt-S6 zkk~_wGBvj|ERT;!J~}JGZNt`Y_J9&q^I5|@8Z zsWMg5pO=3-Ui^6tIRMLYq3#KAgXI3{+q}j5FH>CaLZ9{~M#8&4D?cSl-*y~Whjj*U z{EL-bI!)mmhQE)y)CM(m!R#_4k~-KtX3Lhdl|z%P`|__`>K1Q*Uqafv#8+KM6RD_` zdkULbFnMfvn8<5fZYxfbq|)rodptEB*XcP=s{^ofMCwgZoo1>esfj8(<6KzSmYK?U zS$KXLFR#L%7${u#21ibMIHNc7<=mBd~Bom4QCQ&Os7#EcHO~ z_DsYBbPWJ3&eNE^l5t1*^|da1On%+6%lYSf9=qQsD0(bYGxTw4Gldd04(J6ZZVfpf ze9h{tc@u{t;-uHcY|M**$5aqEm4>S7ZD2d5FCUyi=x(eHubd;5Y_wv|hPIv23>LA9 zvl*I`WKO>|{c#CA*>j*VqUd_;$aXEZjQ-rY=Y4N09@NzhTJ(hNy<%Od_f-Q?3}D)h zvMg_dB=p`}L4}L2uQ2p|`S_9EB&M2h=<_|vO=*}YLbw}220g}MS*U-NR8B^}$!d>A zBoMY6Gt9XfoDvtkzvlG)=G@WUFy+-UlHDE6B+&hI(OYRV2R%Q7b{u=`2pOZV%q9sr zW%M3%^li7Anwn^|RWg{59(*L&xATIh%A?y&dlcA*F(iKqv6X%ojapoGLIQtWfn(bH z{p1?Mdvc{m+bRthxf^z!EwQ4t&6tp`3NN*2+$=;LK{Lo45gYb+7CJ*^|6_}@?!WiT zB=bjZG7{NvX=&3ObR0Gv+vfimX?KHlyW}ueDj3d@LYdhJ)yQt9BB>kjoTH3(>wbG1 z%FitIjka8u<%tWSPmx8LXN4s^)=6d$FPU*Edh{rx{<^G$JN$6k8{Aghbz*)(?~lw- zvO#fDKL5`N*W}ZSd?!iPLZ-Ua#_s_-dZ{z2v%PM)SIbIUn8&kI&b5X45Kn zf@(KC_isLs<~l6Mcyd(L-)@X9hUDhvwo5-^L=?N?vu%Mdlq4um=~i=XA?JM;(Q!<0y^7gxFOL^R$xLO&b)O)1^+9xa!A$baXz-pcbR(x=WA8n%uZ9X7uGY zml5u^Ah8Hx@&zP>JbN~qSj{3)H+r)~iKj*Ip-@HgotD0*{*RxpS|A5cmBAe=N9x-| zCu~i>%#*124_;e|64>veA84dUIS>d31AdT($0vP#W9_3Ti)XnLn0Y*v76wsl zK1)R5=^#HI*KTw!4nJ0ZPT7m2V+^lq;V9Oo{u8#49-`M2JsHG>jmV2z)VSk=cAsp? z%1O;MPAh4D_AEOOqhHGUcHF~8A`7iMj|T;_1*?Z{I~?(2a~#tG@Au+mz`F;A-pWf$ zM+xNj$h*|}#u3H_iW<-Asr)Ny-^S>zHO-gm>g^@1L{c$C1|+?zJ35ou6fVOWwx}N> zuf`GA3o*Rlel*RrPy51$Q%0@!+4I2KpHo1fNlR)sojE231A$;9E$Fx zaEGwub|`y*RVGpOrk6~(P_(($(B7osk)pB=zJz-hQsI&Y0f;99C9Lj7+3hTjI_C*3G{~!trBY;Sq^VQB< z*~#aYI7_33{pPsF9y5>jM>zl~Gicb=WSgh-?AbFm8RZQdbSnpO5e6e+)kDQuO&Md} zrWbgSF=U3|k8})hm!a5VJG)x-2-aQonmZfUspJhw zF8F#ZmOxo-q$L!8?V2cSAnrrn$1{K~ons1RRXDmiyJ(`6jSnrjC0vUcp`q>UlteR|R`DQ1_ zQr(q-Ql-VqfjIs;CfkSmZucD9EaxMO*b$aj+u#SakR`sZ<2JSf|1wV-5h!U?y!X-& zk3NU_#(Z^?lSr7D^2ub#^JST?(41S#x0}ng??VGqNx4h_-sob;)R*L`=1Nqonk!oL zq}x1aKi*B4@Q=E^fSH2TdXc)d^VDv^x)?hTzd#s715 z{et9NDLw6@w(id|{L~!%RNvj+R+-7LOahJT-?jo|P-@qT?EL=O&oC>Ji@3T}4}H)p zYp+sIM#{aQtGu+~;T8XQ>=SR(ONgnJL=Futdyr``mt$ zJQbT97eG#@XnGMb=Dxt)Z&VyaYtBTYC23~~>d$8eFgYW&;XS=iVcU@`EQR;K2ai+B^>@dxw5g1j^ zJBHETyB!(kyvs`E!o|`wLvR*pRI+?Ho;c1G*doagg#s zX{s_1mUwPCo?5>9$Q1Lwxm|C3UFU@tzCRV!=~vTJFN&vGu=V60Lu?m#Rl|ajK}^)c zJ#nl8(Z|&`Z!U8Axxsiv2vMTkMdOOW8MtX;)Yx9xEMhEYW3z6nOKQplYr{tn3)K!8 z9^Bj<$&gOXooKfMR+M07g?)I$rd-s!C0H<(HJy@!IFyf5QS9&h;0zRYa4&cZ@NkiF zq2W=BNlp7=-{&3+cFTsXEUc^`fd_(O$?35n+33)1m@LwDh3x&c7=nq~qsp?966-%& z8cxevmK1}KT%|rvErmwBn3a>rhJJYzr(}pYzf5xLuyFhmDKzw6)1ga`ZY-^aRN47$ ztKXbhuEnRo$`hbC|KTC&6p)zGme_H}5Lr6;i47sON7F*7r!r?{1R6z7Pc7_eMMM^N zt?wrbdaJwcCjIzSNw+Hm50j}vuKX z-yjdD8qMn5Xl^gi|1zQEx!`9_{gt#HQrlaUw_7x zN$DuHLc{{gNlBy1U$5&}HQd$}y`9}E@{HXm$!yPwSKvOld7@!^mCclMGq)DU!dquB zNx1GRDf1}vtk+D+pkz=$UihD19)^xc0j@Z?5ynaJ99XfWU(xiE)ac%t&=D=SAO^OUa=0+qnIQd=&mi zoWRHXe}Cuy`n~`CTmSQi#EsQ866(F zSTsSR?{yBnu0rDvyLmd#67kIsJ8PdA8X1wf)D^+5;M%ecQ>xqBnGgX>`6d>@Qn`UKcVK0(Xu?kstX~GdMW^_FjS+qy2LrPeu_cJM;^{k}+QTDLv3 zG?^xAg|$xSgYCd6&Hunqog5T2`{M^J`>vltQAEN)_G>%tsbfcv79PS4-TfdP|Bv>% z)RnX}5;DCws9}|G-UdVHB?L`r>I`O)FGo3ilnn5QPKEG1hm4fFqRWh@&$2@6$Ro`U zx2|UHZD66J!Q@xCUhdl9lGY7?i|LeJsM}PK_?U)U7WQ%&F=V0aYVz{+#K1o_tu zndNUWblXqmGD@TM^*>6`Z((mXxhtNQb0~pc#2l%YkFB$Q&;E&Jppk4k z6r`f9?QG5aP&7t|Ju20(z%#o9N8t}ElSfUQNee9LQ{c*(&VBn9{ovR9B$rLMFh^Ne zx+3i)2yb9#S)IZR`b3Zla@bCd49qj^790W}0+^#=0qqKs=I~-$#dI%B|4u0BPF=X) zffM0g;+1R!1aP+(aJ172fcj_n6a!JS!dPpBiSHTY#PoCp>mgs;aDf3-g%$W8W^mlqHFo zQi~!uk294;OZB+j-_+Q$jZF^7+?YpVMqa6I1%(Amh=oX+c^VV8d0@h z#6Vmml)C5QX;2g>R`kYY2cmG|K2F5G>wVCal+U!6`?)3JYR?g_X5^oJGKG}nP<3n|1bUg<3c(_oX|Z568}e}Xi3r4c=B=XFIJhHy!xw#isC`Kb){6EJ(#xhl z9oC~QGh^n6KFY}QWO&PIY5@~4rsT9I;k3(CtYXRH68R-o+=U|%Gm)I%)|vY}A#T$c z09R!};vTdxHjD^0D$ORZBf;>|B$Zv=FmkhKsY7Aj`mo3rOmROLfB_^zntbOpfRW+5 zP!4GvO2M=W^76a8GA><;YdtzM&?KfrQuS*pW$X5Z`%VITw^@akj4zPecB)fivm$!T zT7qGtnARDpdCSKwmv zqr#u3&wM9#MKPV)ercqIkw){}#n8g&;Q;QHYL^V=YMqms@5HHgI6bp{`5-EKYJFny zH4yM@p5mf!s`2agDD+F#54PZpZ(iNc5|J>~jy$20TRES%eAL9cGRLYk0ZTGrDDPGe5r=yOA- za1RV_4kMfH>?+&ZwGNj9I&6uXOd~QMbWl4XniLv#>v)3q@cz`FGuogbDgRLuSGJ?& z8%;s5?l=04h8zjE-8VB-9EvN+X;@uic_V3&9x3&4})Ji)w zTrSB0-zAJjYG@T!5Zxf_wQ0LJ&B{}Le(mN;y@`p3=3D5vy!zdENYty#CYXN_U=7(m8(scRH&Nt_fqVH&R*nJ5_J8VSSjYvGW@a3Q$bR9424#q#-$VeHX ziLeZ8;>Beq`#K!iUUA3hx|-v#xWmyH4Jg>b=O|3{KjG29kuAR1uil*cMZ{ZyVr`6SJ1$wRW{%!MrSp(twlw!{m8e-@+a=h+$U*k;?jqem66;I$QkINtMN z8ltWB;RYDpnwvkx-1JHN$0w)fT{H&`y}id3&E^+(KWwQAp0w$lgy`Cpe zecF&MeSax@3i(|tmZy!6?BI!zf9Ghx#m^lK4ojw)*AXsdlB%xz#4BYtCeE7i-xB!d zCpaovO4JnyJ%i~IASf$V(n7{5{ZWtc-)#WWy5?>8j zl#Yq@&nR(Z?rC`l=<|cJ@p1kZOrTW0H`b`|b%^z}77;ApPdzI8oR8S;egW>)*yfY- zUvc;=+vZiS3v3inMk=a+z`f&#EPsy9yX=YobiT58Bgwjfor%fHbp~T0?q1=A@nYo8 z^ah)U`rCQSoZzTWqLzK3ZJu-;s>*8_6fc6ia(O(tL{#VUTtV!~)&LKFZRvzp;kWW} z!NL-f-xGw{dl-Dwfb;0&hb zQ0YZ(jYwXVld{uivhC>@8Iuh6^l{Y`9+;|O&rO#~(60GNk-U?7Ea=!VK3A_s+fk## zJuJSWDxJUF2q@!?J$P_R&uw+NGhNuv+lpSlzIkjih2iUpWx7I?WcFnJRGUTLMr7CT zPSYaV%i_17!z?W=O?7T2Zk*5_5>+Hez0p=#1d{$3=cp|69M0RP(=AO{R8fh9HJJ~7 zyY6Vba{jjVYpreDlH^a#PjGgoM}H+vfByO5lOX%pA{x1yU0Iq2l?zcr+qJb-9=}Fd zd1et^?Yc6n^SbOc!!(=wUCU@BD9*j=v9jV+Cw14hB zTM|Sa?7)1|gxLSdcS_pi?Q%BMAKv;k(i3J(UNHnQNuENm<%LBF%DprtR0B zM;3iGMqIzzm%A&7$O>BixmGxR3hA;1+2hI$VnOULj4s*Te>uU#vHbqJnXP(1 zFJR79g~}g8;1|3Z-KYdUc3?;>`K`%O%kO0|h??_-7`wcfVh*yX$)l-vNa5~$ryH>x zZe{v5^Vx|Wz%MZ(d^BUQnXHB431stN$7*V=hku|Y64&|b7{hu$nQiB2m0;=wr*cJ) zrL34Qv&825)UgjAXeAgGh+Yk}u`jQO&xQG({5EC=HPwNUtME$$$wU@W4phcoQCzJb zH1pWQb6qA?cDr<}NES9bHJi_^fRLAG=3L94@kN(KrAOEV)f=sP)Gp3->-4YEY`>0i z{C-|2qHTZDhvk_(vpn?nj^$TBtT>BGXD8^${`gBny%!9%7itKburRF!dM7s-x({K` z1*ft~RE*N7=|}?42Cfe~$tj~o-%NMD?|#TZ0k{3G5<}n82$y?3E8NDnUmx>5yN9mr zFyrZK`WL8o=PnXL4Ub}na(QzLFS)cU!Bv8ltz{ex%7r;#fKjg|?mayl2+K3a;C&~V z=aS`SX&+5t=xihMx(-Irb%!79snHYLp1+*iu!Comn@)Nvr2n9wpKm8!EJwTZy~9Rb z(&^?TT|?)M6}`oL)60vRE7@w(w46@J?QjV@=2+cuZ@a=pySV`zrK;*L170?tjoyZt z#7;A_sMrk(J%iDthg-sbe%Tjec1s_JsapG*^|fX4b32%pzV6#;Gg#}rG8FKlHDVDH zE(oLVp^F68056MfH+g)_qE+k)o)sxgO+tl2F^R(LBJy6T=*ScOuM%bUe75`cv8kU< zGBY>VLQlGsFs^(Rjkwdal4YRKhk!heDgicsR$G03eH4Y+nVA%+2k<}WNMJUJ%u)!^ zNC97|P5jfj0D4+4+^$p0dL1kNouR{7T|fm<_{v{01%&k(3F8BeV}hb=2z&R>3Vl(pNoAxJK)jE23mcy$O|S@M+Bb4~!SB zd|5s{19)=;|+S~bH>gEz}1_45M~{bIxtthj<;+L zlMC%bgE^P8m6eqq%G+`=)i^yy=>EI9@YK4VKmQc6#qrG55;$X&M_hf=(qeGr&6udp z`=vkVf#C;GWJTS z&V@F=IuMc9g~y9?t{Md{v}5v}cZ{lK&uu@WB+nZExAuW&6?n_66)qy8XIbtntU`zr zqH`JBBZo&D_zJx`_2X(t_t>{OTJD89U*Wis2YPiJTKR7t_sHv#YM!A0ZA0zT;{^}b z4%uhbnN=KKe>KBUQjLHim?26vJ~b7F>71y}wX>~{9z~a z8&?Iq&u#@@m9hG`5xNH&w)!i3n9+_$Jl!oIC;7-jRTuJFgET_nT$v$i9p^D;HgM@W z5>7mvAiaHQsp00Mx)s6{=d_aL<>h&cedQ{<@>b-0&uS;3HPcm>Mxbn_PobZNMQje0 zVr^D*9;X+A>P)Ww!l^%1Aq79W1jB`=H~i|4&qebdgk_)FUYat_1Fx&xu?Z-KwP#^A znZ6uH*b#hNE2QD3_z89xC0Cpg_k1wBFF^%bCn%R>2f3m-t3OhVde+;ZMpsG85UIof zJo#XDM(KzG&+8{|-Z(`ZH>o`HtW1`v=TZr!c7vv-Q@QnXi#EUWd+r_HG;QzVHU_LL zOkPE7J&k``o<9ORB_E$ct1Lk{=eyknuEZfdD>p0uZHieRR4weq8V~9j?7ETl0Pl!@ zso<~8#;sP@RGLhi7_P)SW%hKOfRv0z(RH94v$VrNk`fy%bwMNaTY=VhKz(Fi^woz) z!Lz=al{J6qq-SC2URZ*BS}j5<;*E2z`KUgc18~i5wV7y}1*fG%8TlBaNOL-uwFu>? zSkKt5P3X%RVEdGg?GCvrLeFSi9{}-&778tWk~n6?7%lkj-MatB&!5L&RWy!5$idz| zx>873ShWR%Zu>OO`v!1hK|~^`akKJ+Dm(J!6Vze4MC!5hJ;ND11V*#Cwu!hBSjO&P z;3}M0RweN&+g&|Px%?;X$rH_TtsWev2 z3Bhc7*b>}Lv@=wJ(Hq|Fcfw~EWjh=w=va#Y@MNwk!v~FEsM-jzv9ewW`~-lp0F%HP zJ+=B3ElAnY);~~&l(iB)#mnnE`FboNYDyJPc~P#fNM8?M5VdYY?>#%+G2oDV?@eIn zes$3w(_(T0q8p-fa?q!SGB4pqU}WXraDwafr}6jVJ}Bxe3iI5x<>lo!ZTblGo6@!h zzO0qb_r%|7-e60(n4O&x^{nG%FdkDcM;HuIsqe3OZKn85;+3v?Y7EQ#XI$(cN#|Z^ z{8llQOd#}U9H7;~wJ{+%A*bLS%YtnnFMqjyjk5*(jsWD`W~n6vxpJfxL4r}(VY^T; zI5?>M2g$$D8KqA!3-~(+0RG<>4{4KVlQrzF-2P`GKzsr5OU_${mlz%pnn%Fl|HcLX z{_yV~*=?zu!lQ>@5k8&NfLqO}f_!MK@KygaY`E!DNF@7I?EW}B9NB>BJ?4)2-d)qv z(>lSYtBH?6JVJbo>gh`*u-d`I8oJrk^z=onD_CM<6Q*{~#;+Gx_LING{cO%;5uK77BL?#q{1Ti@uy-*b>$KA-n?b?MW}mj3c}!1O@Nw zUx&ZY4I%t!_~BezY_aY!!?)T9IR;varo~q1)|#^cZ2CVW9!MFu(!am`NfJ#07$ks^ zYSIQjY$%}XAc4}9L3#3Q0dZ>h1^o8u+qWn1UHu9LAFyjM7UY*hs|ToH{W%sfjux=2nW3CXFX%8{Yq3?8?z5 zYR(-PKky>Da1S%u`%(Ko0P?k${(b$_l@cf$yQ@7-G_RMIKJDot2xJUCme+Q?d-9~D zt}g4}*lOYJrT{Y_l8Fn1i4JaQgGo51jPCindK(5XG;`TLVv*uA%~v$3JMb>Y)`IoF4S zO-V6X8fCtHSEJur`v_2)}cI~o#oTxQ`m_+3EcOrR`_DoP@H6WT!(Ep zL=p(*p}wF6N@uy#Evy>=+O0hxzMeRKTsv&uv|zuNSJU~PFT}?>x`~yL^t}e3oaPDM zVTLy146)9hc8ptg*xoVIUL@=*6zs@kMPp^HJyuqYAqy-6c zgLsCRq$u}cXxO^G{N^VwRo=oSLR}f8;Qs@$C-j%2WVuZ~bzbR*JL)|z%!5-ARD^!R zTjsYlIQ1|`6i-1*mv;*l#1C}!-n&{GnXa5YbH=N%bgjFswe})u`X`^Tu%$_7<*tsK zPPnjq5e1%~FL8g3)=to8EsVKpGnP823%2Q|58?0d&fAZS1|% za~3bPR1t;n)924CaeWauO9R>wf9OwaK;;hzAB8rgeLSON$_#|ujbCpCywmF3ejzO_ ztxYxxN1wCj!sf-BK(Br;F2di7_7DD(Z~w>1$u()%R{#a56uf0j>-i$J-)8hBq)+u5 zULYR!8S9$k33Xe%_v{h0fm1qb7jYcjz55eEMEF*_ftiW*bBT&pKC$)92cgMEB<(J* z(;XbGyWOWSa55$w(3+f3E&@%+4eQO^ zj1PTH$8b5^C_&Of)xDQEi1Bl-={E@6S(3qQEW*cU5(=oI_Qlk0LKpGwDVGtBL82Dq z=H4Il3gbX{%YxC-VG&!c-%&77e?tA_5ONQ${5_bJ?MN>Gln??QQ$qqYTi8W}w*bSn zsIRHHkWrc)j5D#i8jru=)A(-O7J}76X%LZfTi=vHqThi0w|3X!KEg z%4XAwz<&)0k$pY)lYcjkUlq;&dWrPp1K83&^jaa@t*}(*Nx?i?F51HL^>)_QoDTc8 zuURbcF2$|!dugduxg`k_$e#D_uek`h6~dkAdX*1VAC}bV9>C9QFNLGEzf=9F*_NrS z$4^X544^(k*~#-k{``e*%OK0eZolGsIhk0bsmv0ma7b_`Vu%g1nPRQ)DAk~LlV0Lf zw%fiYB3`=-qK3IjMH2qh^z^cG$U*_mZ)|j_b%AFy{ zsmK@M;*uz|#c~lZMDSRgS6EnBihyz22VM(u$Xts*npIi>`NnQ`3F9bbrCCj zj;yhY_~9UWAB0Ax5oszFZ<*u_pvbu-uok;`97RjZ%Y%;{yDSXHMLIbrITnU>#_G9? z``)!p|9T@DE-nB|-#Zm_q{M|oxoJ9WYOiK9WFY7SUpJ!I+TNbQVBg(V@sjmB;-_496{sM@i{QLVMM3q+hgk_(Sq9UjF*BRntCC^!YiKE*yAvndw zSukvM^r)J$o$wucW07yFXjfGFS|dxW(iS&(7ZI!h;aAtX#ZlDdZ5C8Gq3LGAl_T%_ zh04*|I?4d*iK^X&1K>kB8tHkj4K&C znTF&C31#GA)uq>>l9Ebi4la0No5^C>dv&i{`fDyC3LEqbVy1M&?7wP2t9t+3I#H*a z0);Yia?ZE?c&_>$=B*K+?lW{EN{d(Sg*WXzuKvM1llk+ezqxk?K@V|pr7v`b@d9+?{#8(X5>D;tHaae-@6^@wui3k7g> zz|!$6f!+wrx7lQ~LURj?04~l zz)OqRQ=gZ|Wt8pezgXTn&@1Wajs6ir$G&?9!Sf8FzUbK8*e!n~~;@nUuL^&rct z;snAE7xQqI@PGTSYFpTndY2Z#(0XQFk05i5RB!>2gM;G~R#PY0T*^z?M1pppBZhqoT6 zq?IoA{3SLEa950rkf_+7xT5^`>7g3BtiC`}zWAEa>PV8Pearq*SBZbC#Lk~iUgFYc zm|;{$m9(;};yV$w^HM!dt@;E`adB~#4D)h3*-F#r|EgW0YqP->EcWO8caj>!9Mhht z??Y}5uf^qXvGe}nkCa-oP0996wjOT_j@$D1$A= zWYnZJ^P@8d{fEdr3jw@c<^Bv^Buv3KN#!%*U|P}LrvAXzZ7lffI=VWB5fjm{Ad0y zwj?Uk(byeteETdm9ftb(>RVz_L;VA+1Y-)`_3O8x;Bb`QG2yjUR@Q(4Bq-|hD(Z~; z|5bZ^7e%y>Z_q8y$;p8M->J5hDDpaI1;?p*fu8bdIyh~y>Cyt&qDtN}{8j0lt1z*-a|6u_sA3D>zMUsUHYvO$1Y+ZB zSy|`5f2T!280>VM_w0F!SK+mJhq$I@C=NRGu{cu=k`GL);>|?I#30QEW8tK=gzZ%7YrGyz`u)b?oa~9#quX`Z$#)E? z>d8Yfe;=7-KITQ>x1#tKMTl2D?LMjxS6s#cdcFPy-VJAzhr+)QwFrHYl1EOeQP^YzPucs6>xZOsJG1RVf(Q+ zb+>(FG^9s*I<}F$Wjqm5#lXQMBqS%nEB6c4Xy&mRj@;kBel=aRVz&GO0qAXvU>qBH zZO_g%iIWnqURWsn2xx$#&=1aI0BQeT#164@MKB}X1tzcx>)zgbe?Jr(GAn40627dd zm^-i4)HTM!+IPM$$-^PPkJ?Bu%{ywXcT)Sg&f z@WDg3|4f+~9T%$sq{&HI-%(Q`Uo5)eum|K~Px^TN-nAvb#0SBPFcP-`k=i4OcS)Lo zxH7b~v~Y80gmY0c%yWU-B^GVu_nD%U0JNMqs2GidJ5dseb1*nC6+&9Q_^}UMP0)0n zK{E<+OcVOx8QcM*wzz22T5N$<@a!%FSlQg7ALAv%%+`HWoZd3|0#-xFI6AF`?|y!CO{xWm5P%gRz<1C;3Jmz6&g4Y9MOne+PaS*H=b}SMP;4#3(|o1 ztR!4?uliVZy-UNqN%@WPRB zIK@KryLR#M@mHk()}g7Tn9McGsFD`GzJK3A$Qm9mp6&1s+p2uA91seiyHwf4GiNFc z3eVG?QWg_azG(DsDln|tkre?^G#WFE)8CB6>7BV;GHez*)6|mbE)(vEhU=>MZpi2w z>ko9hfJUn?#pW58c>loz9bhqkVPHP``iK>+4iV}0keMM9~sy3L%vF2jR z^2HMlbCM120H>;!QMD+NoK9Rbw1~3aV@#u#Vh5KUQFihoPmD@24EDU9pF=PuYHqI(t$CklSScE z;AVJ8t}A7hcFLqRJ)SI~ViTB~YHr&`%q9RgN^je?x7tr-kmI4)_U-itl>0zqYCGcN zevKE6pPlw=;V)2}QQEU+`wc7`m^cRIj7e*2Ys0odS~3Cw%vHam^yf&jf4XPF8Xu6H_IPAvqfFb_qig&N2Zk=eCf%Wj{n*OhBEvCahitd zkyK`^vQOUvb!;Q0PXY>IG>zsNc-gb=K;xQkDUdQQc>GDx@{y@d8AZ%u_t6g9+x=iG zVJ^1yeqvdfY<;(3-lUDk>tE;*;22k;F1C3GqIPyw+wV@>UkcNxb0blkJC%`C8aKf% z$;kDuDzJ;;@nxjl2LsE&yB_XnWkfv&(_BRj8XiI}efaP<6l{3u)+IgE-u-lu}^WP<5Rej5>qr?9uL!|opGiGNvWt@pimLf5L;Dk3d0c8 zpex~67+ToOSY3KC{O8$>QgYx;KQ=&X`-bt6ab#bx8& zb$<1DggXH<1f@z0uqZ*R0FM@0ZTVYUAE3rWm8pwfS|Uw?R6{9IQdXWE#O<#Z8TZ6i z>SSXiH7+8Q*DK1_cIT(IvRF!R&D zi**XueYF7^PMj_)G>Mz~e|&j&kcZTy%5tR5=kG^@1NqS)!hR^mlwfdryi>cau!@Md z7XJTjov?E4%Is5rYoM@LQM~AQk`sHLKsrhtnvQ{zpIQ&=t8SS>eJz{Q_wvqGv8m`5 z!nVy6r#z3t#Mqb$^h))l?pKXf=;-n<{?{jk{C|ACcR1C5A3xrtC{$L2BI}f_jLga^ z9mF|OvdJu?P{}A!GEn+k6CqDEBL1X`vN_0<`E0SU63;F*H{CUfEquD68k(X_qLqdkUvgRW=4< zLZGR60+yM5vQyhdg7jqu+Ujv$j8!%AEoaU8ps$dWxGNL}g)bQV|m1C7@cfLT0=Pty_g$(~780u!=*-cuT+VO{qm9aTj zQzuc=z))an&k6u;X^d@!4l9<=r)U4`FiJcjN0}WoAOdBiKx&gUgw}=r$;SDCs$s9m z&vC_yKvPS;zx@{)u_MZ-pN|NHhh z8i=!>2Y~8XW#fT0cKD7noAr2c=6*5eRICqrOFUPExw*9=Qb0YDdjp@&%UMn3|IQRIb(8AX=YQI1yac+qg4+mwFe-@2fI|M~s3ycCDcg~eO=t3~w3B~an^ z8A?V*2zxQR5oR2#Su=oSCV|7CmF|CpmL=#DsJ96&sZPw^BireJ zb@DjfiP3iW=W}U}^F-g{2*pl3vc50T9;`bMPH<7U_?E?v(M3hSK&{mqUik$i5`7;X zvz~+S<;Ra793nw2x9Hcy>4Zv8cd^rsz)j&N=HHRQ0tqHbTTI2#|37&;Ld5;{1`!{m z7AAQW*BBpUM_BMo*tzkLlG3{D@n>pAR#s`BFYLn{OAn#OcEF$aE0GL}aS&&-&5tHF zKESb&Q1bVDJr&LwkEPdQl9K;%6pxm@X9tyqgfzD5&)1L_3J`=tC@v_t``_cc!4}la z_MEi3ADGpS1+4*2Y$NMH`zJRzD}_<4AA{l0vZ>ZHq-ckHB(fQxL}=7s%6 zo}Qi<<|;J$zTvY9a2C}QwQ6^}4`pd~uWLYJuE7Xob@fx9v0KOa`?FB$&tJb9XdZLA zl7E1}F$flNBy&pi=NagaOve$nTVYOQ zj8^M3cS><6C5Pyp=YK(EX8yAW@s8KN$JvuDEFukA`~?E`5eVV3(8yRK|K?f5>@Qf3 zz|p)VH$rF?a^SdOF`t__aZsqfxYn0s3e)--H z4SN5cuRR@ZgAssEgM)`pge-s^D!*(Xc?rO|OpC4%L<0-gi-`JS&(2cT=|msFFnKD7 zyXqEIvlYDW!MMq4;yFV)y3H3d42x|9nJeCgj6%5+{ubQ{-Jp6K#{qbXg5xr= zOO^a@pUD%2IeCvTMg7+>jPL&WJ~u?pjw`K+471WU^R~CnRtZF}xpBi;;UVqft%ao( z)Uq<3o9cZVY$l<9id!SIN6SsV2UF}?E1PNNlJnuKKGz&&NXrX{+(<-r10u0weHNZoov^2Y^11WZaNN>9PS;n&{%@(D!D*q=d$_OTu0wtrvL}9F{vse_ z)SDOY(m;}-=dMQp3=wf}-gcRrTRpM87=WM3{%KpeIH)#Gl#uDzr?O~G^SL3aMfj*M~0mH-6UTcs}e z+uhEI$#_F~?Cbj~>&&hz$v%Y?K|E#4y&@}0+m0M#55 z+@&9RxCvinv2aXJ{a$o5#;C1_w%xQKog>VKDronc%5a?Lu2J;s#p#AOl82P69`G4a zCOCTr1_t2F>h0~l9)n${z$}uIlhGkYB}q--AIp$FjjFK~qz%X6imr<21*U8MatjF4 z+gd-ty?$Z<7nVVEeFUF!S5uQtbT^(qd~*Du3V0)vwF(PGWMfZaJ}A+{vZjTzak?r@ zj6%|+Pa*|7mO^S(v8uWp)HoPXO^n~4=OG=-{o83FSC~YXBviip znq5nre-pTX9 zXCAi!U;&!&H5s!l=Ld5PhUfj^UK*`9D`Z1h5}P&JUNK^Rg0kI(xArC;OEC&0k+2s= zbA7mqp=pcpjIf?r+)Fp19v)yb@l+xKJ6ab5Rh}n05H_^hTvV=bb4{Vv6PR$+1vYIM zeB>3EJoj~GW`GV9*x)_GPH$(T4$!@uHTmY{UA||2H`2}T4_|CvFek<)Crj|ZlOlbh z{Et6eimLdv5;k;Ycp+d%=tgqEZi4eS9yy*ut0>jRKy%wnu|=(P8@JQdfuWA|nh`t^ zjTVo)*FN4*n5M}dF#FH{Q2tw&qRTH{>`HIy|MmCAM``8q7Ye^rWM>>Mhl+0#s3Glt zpRR#nsq0v?-4SJ#v1Mi6N_!6*OZoSzLAc&T2* zqsJrXj6FEmI$rc!uAAZ)r|ee=~#bU^Liv(@|Mfx?SYNJ&&cs< z(kLQS_GBYt7GaqAjFu)5aiLun>ZcaPhz;UBW}T-UtqGFWG-SUWlHs_6bNHG6z2hhD zB_z;&dV|hLm#8Is7h|ZaFn_x30imAkBQ+hRzT%il^)!3@zRfQ*<%AgT>Y414k~oGW zqc-s(`*%!Rw(J)ZJGolvzq|-+l3-PTb(RW%Iq{OhQasghhv&!ZR|B*uGOmxkN18dT z2_J}PQ_2AIc8WV+2*Ui66M#Y1eMbe6zV={3EnE3RB`$KTzwrwk%2BoC##ndgX~l^n zszl5`6N(~x_wR>^*xFk^0Bz3cV1Y0DvEMSiw{u6MhjdiDF6&YpV9lCmdX%;gkHf>r z!|&%bQ?|aFR}kL2w`BzaODVkMn7(}FBkfMEZ>7ow=lkYCGv&TyBB)@w9Azru2YEbFfzXmC+GA&lXuOje&l`szCfOg_5&sU>@LXS^=s3L2)TRW^xIu~cf!O4Z*{-adLP4js^o{7q+bEz(XI z_haSkK83>4$a8Wwgo!2cLOCA?I{=6 zO11m%!r39Tia`gf|7$B9YhhlHUSt(SrNvMoz~E+Q-=H-W z12FSeP!M=Kqvd~iZ(hDsnP*r6b%G*@E7HCr4ay@j_&q2>Ka~nY#VSc~F37lEDW5$8V_aArH$(zI&HDR`lI zj!$>Zeu{U-N{_}Dlk`=D0$MH6DRWs81wVE!Hf+tv%xtKyFFyZi zd!>xm6Hws;{{N=IJ9bq0&SNNBa}!M=%PvKC+@RlMeE(!g6PE{y*EIUq$WovpEOA`| z?%eNRZsDgYBvcnool{EhJok{%njmoZyW?DQTWT_OF3r*|z`KgRkM9}X78LG`Iw=rM z4R_%H9m`C*%1ZK+`71%%d0Q4Qib)FfF8|!Pw_6}+qzZ|n;L(Ig6X!UWmMUIKb!M>_ zUia^E{+fh~oRoQ++G}a5N#AB@x~NqR*MXWKsg-L`d9oQt!FH?{{3-B-$45QkkAVCf zRfUvmR%&G4KD}5+_ql62EIK!kaVExGV8LxFJoV)Cqpb5+SV9e>=Qn6l9`5HY4 z-Sju3bL5>{%jy5)>UfhtK!@6VVVthpU*{ytL9)+g%VAzlA^NIOm+`hYvv?Y4`o&gC z^)N_3{38`BQUOR~Gifu)*aBg|ZMiuztx>PYGUqkong`+t04yb2shrzC;XTr^CRCgj zq>mO2s`T13vBv8i8DgWZhv4yJo}0$eX!C&AhKKk+*U_gApYpX>4@zr3QMIwV z;CXWAlA0uG!qDPM4t}HY2sR$t_OO2w!up!SS{iHUA2Ru#>=P*OKEExVY2r~7=NoZE zA{9foA~T4-yPhCfp*jU@Tuq6-GTT5h zYmF=_@Me<7GkA$%w|8l~lpgRF z{3BD73}&VrjR?yMyn)94S)+iyteuLz}vpD3U5io$yCT(JXJ zVG~qNObuNMqIwc5z}Q6L2YoW2ORfH^Tv!5$_Ys8_?-+y;Ec>3F{z>14W``X+=giFd za8kf*TU|vTeJB@cKoj=ew8RG8cK=5*#7tY~K=wuPEQNy0GZxD+#L@y1WvH3Zi*fP4 zi()h~I_g|*Tsf#p^g?QHKb>v*%%OAn1h!my4<+pv)B`GN17$4h*rf~08=j{Bo%OIL7_<90m-ZNRF~>KTXxzw|DAopIds3OF{uKuy z$ZkkPNnQ1^q;xEcQ>XI>pUFQ>=Ll-!4XMkQ8tmO{X;`)dJ8we__x9~FFffG`IeJ5P zBqSuXZ!YCkKwPMjm)V1iP@KGvoqSUBvVMN?pt%&-6I_YU4;8Q-0Kh{B(gC*)$)LOz zmcD{*au{phgQ%ZZFVD!TZf)+33!Nf6=1_1BO)Wvmbp;q(s=7iqFm~K`mrhzIx&y>u zb?+4peKWc=i`wav_z`9BlsIW3UbpeLS={6$X^uwLBRhx3>1;(d`F;)wk;3cNucwDM zv{rmsx=jVvYu)$$iEg|z=yRWEslWo1)h^QyFWo|W!l%({)58}}o@@bDD{kS6z_O4G4P(; z?|Go)EhO1}DPY)d)%@coIqgetdSXNg`~=a(W|E%`#mMDKipteCv|2-+t}FjonO!dx zBYw53#ewziwCIWge-D`L@V%RcSMU3dCvUNfCxTe1WRToj`= zNk!aJz8Bp&Oq8}nzuj_-B+0xJNmst!T(EGV)Mn4gGddH?kGUY~rg*8b`o;%TByYKI zcgKYe9MI35!yrBURN7Lq7P@s>_$41~Gm|o?|bY0M+(Ds?))NFn`4vwDv(3R6W^<92Jit zO^|izmOW)#xSkeW$WE1tH~Uw}^+=eK$hC^908o$sHc z>AZjs*SoV2@_0tExhYQf&pLECsn@A(n;s$T0JQZL5MqWMuC2dmDuH|Fz$_hJK2RgP> zLaB;cQTB7G%R}3|>E=Y;Z>Z={S1qAy=rsbjFt$S~)?z6DO+CGRuH4J_g%&NJ8cr=p z$27C^hBI8~&X-O85i=Fqr7ui~L2x2*dgK*3a_a6T(jjB`C!Kx?x!Dtjjmn(GsQV@w zo^<%Pgi=5AY7g@=a{YY?UME?G~DhQxTLnfAH~ATMsS z<#X&+5Ww)n(_e4@k_7s06dZ8pCQ~+Pe+%NTtS2uX8pH0)4x=$V2xj$e4&0kbf2BxH zBJtSUWa=_RlIi@%`pXerwYE?Zmb8=Pm5G^6WzhaH>+D2r+yAXgQGOI6qzty(Or%fI zpZ|&}EBF3Ge<(*;IFHXyNuj^R07ItV<)`qr*jc~OW)glIaGsY+5OjJ?xPV|*|AL|OLqxtchC7wIi#YAJDeyovrvjz^hW=rvlg6EyMwQj-l&cg*eJIkHu&a6jjb`C3%ZsRENc=KnRobR(M+iv!~Mg3tp z+)T#90}E14-2-%*|Di$Fn<21lb=mo8+an);|4OOYd;G#72nN!!eG2w|vVnY>va*?j zb|#f;r5i&V^gz$3f)REo)#x3TzxON0T7&hjzoXBr7pGelmnPYA;o(EsSpSYSD&>pj z2jhIc2_`2*Q>C^n|2}D(p`H!A5j+Mouw>RL6f91p$(D0)uTk(&8W?c+FTut~isRJm z>o{k;jXw9+S<^neA%k3iG4nh)AJezqjo~{Xeek;0g@)gK?bL;}^lN(dI*OOro2=Db z3;IlW{gHrcj&&}tf@_PiRmG$mUWxETb99ignprLrc_`hb7M zhkC{^IWvB;!us5Hx#Bj14TrH;b^8>QkSu*!aVnszwDHGoG#-> z=bl_UNgBah#T z`lpq1GwJH?1vANkgXldnGBTX&$-CM}tK$W`0{GH0<8=pOqv<*Yr=DQa*I&d;sy)Oy zsVUUCa`h_HOne?w+9ZTo;)Tc!M(y*ymM4XJFv{+HQ(dT#tV5B}X9a;?SlnAn<`4V# zF-IjAjN}IW&mYLp%J$^*1@QgJXEd8A3MU5R;->v1J04EXPLSyY2R(1m2v~M;j;O^@ zA$~7v`n+*O96?Yp9d9M29&jVnL3@eDSS3Gp@X$p=FFV?wThb3!o_i-rbvDKFkLEsb zqj?j9%c+S92TC%KjBC-ZVyQ!EGmx-buNPoN;2|!PA2hDwiL_{IvZUSIgS(`{*@!Av^V zRRDY9>kIr+s8ILj)2?9;PWKN74E7Q%K8tfyAQ%obFgyTt8{=x1H*DNU-)IK>0v&zV zn?<0miNAjpNddxY+sWv(I)9y7qA~wCyyys!9ga3I$)0Z``%mdmpdyO@o)X@>y<)Xs zLj-@hP2cJEdNNeor>?piNuM9ECp>mWq?muR_T1iCw5S0GC>QHRNlk`^l-e~NGYRSemH*waSBkIh4)%*HUR5WxzMa&$ zKoNOU(i`c)o_U8FE<2^ioN&iC98ba^9F&{J@Oc6AVGQ5v1)g*NlBc8(NxeZSo?xe? zu$yXGBh=S#Y<``KS{)e{-^Hxhn3!Yj7@YQOOPhE!5yZ=Lm&Qk`P7RC*znvhmO5u~4UQ@d4ht`d4GyYC$^T~mO1!La zuc`u^~Bp^&D+rFMa@ujD&ps4dXAbg*W~-KC%l zU!P{w{#v4%im}<^#rHc^o-HxhpfG3j=c|N-D6BEO5^<9@M zr2F}dG>7VAi{SmRmL@{KzVMB>@z>PHE}+RAlayd8Et;lGf?5|#W{nlHa9(zClloZ2j;V_$GV8YbB=5MpT@nwn9H9KsXRWtzv4EvK)XL2Qtzh; zHaDeWXQb)&l8`2^awaqJ6Tht~M`2)I;B%iB z6bw-SkrJL$z21=VP>}xuvLK93%M!h2KC2FYbK4;UPOH@t2!Y1HUU7QQ`njcMqJSMr z8v#Z4-D+x|$G~7vhZZY&1~-vDA>}khn_2ZRJwgEnc`4T$U#_8J__62)^)raBk8jwh zk6q&@5j5(v#1T<-x`b7Vqe8whKX+X?W>Z0?mP=%8j|%Ytbh?#951{y&6`N*$@$9$0 zA0V3$(2^7zYy4>2y3R-{xW>6l*XElIyf(;7Q%q&y_$?d`7ghfV?VRH{D7X{v!144b z$sR~TOdpgF@$qLK)ocNX0(q{CT1od5l)V9PHi_&BdZA6D1jrl{`yx0Oi_m>X!o)LIV7vs4YlO z3=b|qi%{`0{4B-C?eq^lN!2eoFbccDf9}0Q&9cI$Q*afP;ngjN;Gm!%H51;QXdLi1 zx1L}hVy5Z+HpTPlU!oiJ8>R*zUFQfqKQL9jaPFK$(=ww@bfV(q!T@dVrv=E#9*MHe z7j{&NS3W)T`)Qd}CuXkauKmvEkG8k9b&y2>?$FOqFB3fQ%R93d{w^E?$nTWD@Q@Pz zK9D_Y>iM4P^~#7YQWLe&hcAE7GVz}#9UvbolRK54hv1H=b8VX(cj)TtQ~oLbJ5s!U zY3e>vOV#;6Enmkm!at(cN6N=%zpYKud(&qC%&e_43C=9p;y&Um?iMKb%@@ilyDN}K zoIk&R6;9i_H}SgpMv*#edeIl$efjwS)7X4rY-dFT71*2fiDB1M2l+C_MSCfUqG=(K zk@A&WF^50!kW6%bNA`qkD|`okFNfSiOWB*ay%kYUgjE@&aZG$ za%b(~jR#+DPXw_fRG6Lpia9=1|ICL|hY>-%a1=;qY@W#}le$9-hwxKs=*t|ww>-Kj z9UKO_s-4P(iJ6g?o;V^Mz4&xuBUm5DW~lb=9F+cvAG`kc;+^c{sGMxkOlcr*u?LeT zVBBh6=F>UyYZ8q*u8iKDj4j+!)zY$FLDB6?JUgW2x4S{`^p2>daNEyjsqwYn!G<}{ z#r_woQXE^8S0294xktnSopqwqM8~+*rR8#5ndl-g?J`CCO4u*7U488D#m74ZNWG>v z{KHT|S^X|!Kr}!s6}MclU-9S_^m%Y+@1QJ>6Fc!PH<@e)@TsrN?7Wuulu&*#vN!aG z@YJXalML4Zv7b}J0LFM9y0guZ*E6AJwejzkx}}@Npa?nv0*?s(cZxSZ9Mu#6>Q~1X z=}&i+smsPr%7l*$mk4F3kLTo9Ui1}iMbKteaxjx>wx8_~rt9Fe12Da&jB}el1oYy(|}CuEH&SU;rlgK|9|sSIs^ZMEU3FVTaHi zb|+(54%JP2o==9wM*S#-OJ3}r|0I+(b0TCh`NMkg^2}?p3m8W>c7{+pR0lg62af*9 z%?m(^hmZH7$0F&){RH)N&%gh+APKkQRW$V&`p0}*`(OhRiqUXBFwHN&%R@TI4mUVd z7xD|NmFVGdU~gw4kVRvQFocm_)_yGmZS$FTq4P`t) ztO^|)q}9Dt9~4`#P}u5`}U0bKQS%eyZ}fYVOB$NXTI!cv|UHuP7h%kn}V6_^-B!g zS(y;~E(4cZ+^@9l2S1Bp@+OAsLRb1o?n+zBf3NEoneslplUx4D7L7l_ z{>txK**7nFoBSL&_C=nitTUa`S&(IOufci zY7|G!a4w&sW1sYYdQ{J^E!|J3^}V(_uK%{1vj(4%8U~+D!o`YQLE;^xd{mQm$-){O zmwMhbYa^53ETWm7{qnMrS`jB*nYus>uF=uf<{^OqgCjYKrP7$e&8JJZ`-H#pO*cBj zPNO26oM-!X8(-~+UUU=xpclCO7S+Yc|EZJEJ!B)?a~wMoL?<@oIx~*nA7>`IMZ$ZE zqkSyyFXY?KXZV{6k~M0{>CVk$=b%!LWQX~L-U-1yfUj@dxPhuEFM_&RhC#-=lG##u z?g*x(Dv6(>#(#oG@qsQrM{~5h=^|Tc*;y?ZG+@_sVY1j|8CJr>pVs#kxkxsL{4+rp zoN`exG;pNLFnMOI6V~TEzK1W7$nbspOEy|}UkyF>tz>hG*n?pcnF}YrTp)TuuPqn` zhy7#>_|=cuh8hOE(5C1)IZ-29s+NEE-rCALSz7JvwK0oXGDK7DF|cf;(qrgFU0V(tL z?}cYyOzarzb6iAm^C)rdZFl+@9({hUu$3*?8oBLsS_2bA=B$GD0E}-34;(sr^6)4O z%+ZWdo0yr0i@qys3R-foA@TkgF&d6!OEuodGw?L>m^2HMsVG^{SRohq6aG|3#_=7) z7IlKr2F{S~&FuyV{8-`9Oj=R3+?=6rO^J~!a5B8;JPNL0oNdOL1vay?=C|-a6^!PR z;V4`$vXuvoz6*pX6fdvQ52*uy%0Y4^Uj&1PMMSkfKv4~C>h#MCJ!Yq~Fo9@jY~a=r z1En#D`?>SBNsWHV9gpa{5O?71ynEm=;N37z2^pWe$G+yIyWy#uf}7KI-5EOd$)z~L z=4xYR806>&olyNK;4rM%+{+y;!)|<;B2%WpagOtjFZCmv!nQm0KQXckMjzX|{f;KR z9sj@o_5bI;{D1wcSd%knKA}$on2y!)Iia6b{;vKVOQlC4;hCWHADRxi_w~fzN!)r= zkW+J>&RH25UtuJo!wv7uv%`I`WERh`;xcGnA038&&~WP^b4Otn#0e`Qd1%Pw+9_9G zb12}(jDGgrVjO8yy)@QW<=K5P`(~#dFZns*eocQ4d6@7)jh+ZXiROTixFmJ11x7 zuox7amz{&dS>7!=(BG<{p&T5v8lJ%E#E-`aPgkF52gU@%XHOvqYj^?@nvocB5?0+d?HSZ|{dlvKmBXgCq&h`baaLN_4CI^3?U(TTCYOOim!B zjqP~YfkO?veM@wasV{~LK@EGeFk|u#n2>!glzp+IC0AQX9c0&{7qlyxnp zpiCY24yaBsClNdK{^Do)0S!7R(v?M`q4s3@M`V%y!3o!0&^w8x!W-mVXy1WoS+B=W z$mwP9#Y_Tt`k?V;ye;UFy&e6O-p!-m$G34)d3XX3x+_=+R|R$kTSR~K6+4lJCvYVI zc~1e?-xU1BpeYP+-tlWTDyjz$7UT0V>v-`7EMqwf1U?iw*%Yj@Uk0)W8*xk79f}vs zHje@wcZ6ptxOAOIZ7;qy#2%UciFo|@qmXc6?O*y{_w`$xe<>j>N`2|a&2}Fwb$oIB zdB+SAu92O1r0D!heKb{whoJ|1B>Ek+9P7C0C^ee~fzziY!_)tOTf(T~GU)+#AsZJL zV+5HZF{IGO31v>3ny&>kXl)tCDQej`nQ##FR$P0b*L^ck?08o40?x*O)#b|pwluuA z)}mw`ICpR{6t4X~uXv*|we4gAU+3|$LmSSN`uHEc z7Giy06e(XzNe!iDH>TX>oF8Z$?8&Q4h%5Dux=VE{4tr&gA^NEhkBS|$eB39Yu0GH? z0jAN|oG?;1gHHKC6(38+0J(zoq1On{=}~MK$uA=_v1Nt)+wC5bBB-L0q_MY5Mm<5! zU*;+jc#gYhlp5ZNk+pgvFFV8*DOqvT5c*o$?2*XM-0-{lUvb0o^eroWODDI{qa|sH zGA5l{yWO(^L8XP|q$JZ?`D$QVGWPm)W3utqp?W!URi?qGkU|I<;AA6qZmr0f6xrbJ zH3n0zTU*9vY33V^mk0b55RmGxs4kE_nBuWRDyraB=S13W6%BbA+u{YTtV`PtVC)q= zaH8t)%*5mz-L!f;@$0ElYuCiYG0`6y3y1ptnppZ_O_;2So~phcze-?Wt+HpSVfX^e z?UKlS3Bp!QeB^gVdSp(1-3G%Ba{A;g7#thq!Vw0E=y0zcCX4>N!L zHs_g6j=a}o?EWscv~r(p-OEyi?=5gcaokkZ|B@P7cjP*g$?~9Oz;du(Tawa+i-@I? zc1kca@%Nh@(&At)4^94Sz7UfG&P+K`nQjn<7OtN;ejjG>+*A{wXFz)?pdptO9+S(RppN^ULx_*G^K})xBh3(r8<%2eUeCwR^ifkH~vKS5v z-hNd8QgLePdixc&#?j`RYj~Mi+XTBt$I6?v9~pY4RnD_T!p*t80TCEY#%Jj<@9x`( zPb=e53kf|Qos82MIpwSUp5))h_6G;F8Q){P$LqQFpRVR=?O)hTvi2h1ogcm&vMKCh zPs-|#I#zUMPgj@{G)*puBrw{GdM zb|(q*XYs|w-1p|6cNBLjCbTPL0gwhh)it|K!W*na5`V4brnOJrL{u{wT=v-%bryOs zuij%OSo7mNArb?dX|}FZuOREAwOvC8pZptGUC|*qnfD)bWvgu0sPDiDS5#RC1-PJP z*6rPbwa#IeoX8VQPQ1yDEKAw&RGB9ELw((8ujF^EVb4@0!%xwu_CMcF@Ah_7{k`Ty zV@fiA?Mls|sf%?{$ORvtWBYuY)l{9KCT#W`?gc80VQg2_BOnXM_+3oWjq^?NQ{+su z6)d~{$Rg5aX!n##_2y4ce*Mt8enX4Fm4o%^_wa?+OYZ)aTKs}sKTk(psj(dQc`~q_ z5Le8-eUUed~Ou+ELuc=PDSaK1_5)**K1ws|wdSZjN~}^#>_F zN&5L;W3;fr)!J_i&-dj{$LjP+CtC2hHU3$S;p1Bk`wTNBtCqHJzw3I`3B(M0f*iZJ zzkBE>B-?oOmJZ)R-M#EX=U2Ou%YSN`L^~nk2Ij0M2Db&0e)E7uToRkQp&`W@@v?pF zP=Q$1S&itQnl`(#_D{;&3E42Quy{A5yK2a*v>MklhL!nLyUuB5ZA%T9d}!(ah>*+3 zX;JPSp#rR@c+}41O9rQi-pljJq9P*pC|q4vMIeonpHkT{qrd(V>6=^sLtwT)>vC_? zun_p3iu&qOkyZ*2gF6A()kib4uVD_CJ)oQDSWwnOs}mx?>^=Iz<$B zjW1`>`M5%jY*sUg*VU;79nRR~96H?eS4j6&R0UyZ7xI2x>7L*8>=oN)K_=6CaFewiXu>vy z?bn`ZF=%C3S{RPfkJ?_2CgZ)$u3^|D7QBk@w&{tXjGU;@bdP=X^5si_jd??r2#n6I zv)Ow{9@D$5DZk0KbNDxOJauvoZPd|)JZ|LaR32Q&v-tiP5B1NfL4m9&n-JX+=`i^u z&e-;3Q=!7Eus&;9*3EBj1^}DPatJOoDH9ROB`=@j$2Yf(&|K1Vs+%Ny3eozI3i7ni zBXe)vDnJHmPJ5{;jpH*XqoH70+Ts2Dp+@~0x3+lv+oD?-pYw=$Mm>B}=I4I3n}P3; z=4?9~7h}JRxzL{>vwKTpkyQiQs}etk;NW)0s9lHJ0-2<=UVKPnPdwA2W*MZ@l5+ae zM@$dnH_-|@874YY;=I1JoM_WLt#Tzu`uc`N-PN6sKUW0=^i;s!dH(au_)~##>?dw& z6tMAVlx^1i+!>cicV1%}3;Ge)j2j2}FB1FC@kl$Q!sn5- zXq#wg>BSMIg2HQmTwihSW*jqXDD9KDoM&+XA+xJ1%9s67Jd`ABndZwY|9w|BQ8$Y? z>V$%XVM_f0t;%DV!S~fU>FYqj++$So^qab0vGMV3J$6e*~zUNl@aqW#Nx`$l-{>MC${3?f7*?qaFWK`Fd=3f%5plhic*s2&$jVZl{1Sy zpiGIzS6@mM*PYjvo6Yo<8_}Ns;t0-nv=L{}>G+8cm7;RugXp6_6a}saGl%+NAXE4p4jEsoLoL7UEJkRyzElrj$xAHy@rm9|h zkl&a-`aYRCbuiIa?zcCNkLU(vF_>1(-Lyi5T?(bh{=WBj$-lfRH z#pSS#<^GLs2Z%f8Vi&k9v`c4qj-}@eiS4A$@T0z`MMc=FdGz)PhO8s)|5z`bE>RR#2X^)I5~sK? z*T{#h8fJ6sK&KvZ91F)l@POyA{tjIZ+iPWIPWGL?3QyiI3U*urj76N+|FXk|G=m1C zgU9@4?_V0AkeY9s74Syu+&*P%3aC-nsnTaR6-cqsf?}tC45tn z%s+lTs)4X$oL{H34TwRf=JqMWow{@3&Zn4J#%U5y{k!K^>i+2-mH6&UpG!A3s)f9d z@xksjHI|F0AX8Ip#8%_z9k(xjtM^ddb@%;u9Fi+_rb%cKRR=GqG zL&92)f(P@Cp%5PwG){O^|}Ad_1hS&9_ky2YBpHzcfR|a z{r)NX9}%@tJdA;$y8r?rq`g#-0=k$KJWOX590bRl5uZJCj6ozU+ovA@&SY zqo|fk0n*RfeS}Os1-qDe*uJ)zCWv^tpvil+n7O7?k86-t2BqP7zTS(oPym+Fz9TR3 zOjZ8c=X%WI+#kOmJ8`0DTu(7bAYR1J#p6uYho<5mmP)(Zl_X5N3+CB8d^({{N<4M6 z#pOs#r>Q|y`gHA%WPdqTx#aTY*tJWVo*^4PqMYk9Z>2oFvS{ZM^)9MmYTi;e+~ z*HB7`K}XpSt4w+OiQ0|?venBBDy1F$!E){F%Ur1m{DS%@O*UUS``2CzA4k{4b?o-n zS$OI2fxp{GReQH@LFqw8?R&s<)@+=-q_lSbhcUux%R0fvDWlhW^T}F z{5DHsib#LFVPTJJ-GN*b$ZgLIdwk`p507hR8^v#&^|e5t;gPkSdQFdLiSBQQa+7SA z0xz&h?(idxBJ0Ae+24zv>W|qENLE*;AB5~C?Ey)*)C&%7!Gf*G*Q4754xR%A9VAsE zKdpgmoEka4huZ18-go(=^-3LGJ|KyFpFJ zsX#O+#<-3qVq3>qMi*_!1Ad$k&qEEmxDnpCheE$DDLg6@w=?c9j^LoV+E#!$7$DEc zi@$31h*|5{RCp!F<;xKYLwhCTPV+k{(JU-~vfPXJ8GDWxm>E3NDx0F7Jo~kqvDIr* z?UmBr%bj=H-Dvv0m=I|@6x386Ryb+?51WCLjj*-TS%)D?Ai$%n$>7!IwJN=}8jNvC z-)AkhJHHEvy3OH{w=C)vIodSwTi{3>`P3l3;%}N~FJZh< zR9H5x{?W^{pI<%o>+?hX!^?6Vk=!ZCVQw_@qbkbF=muiNUqCa`9FrIjI{AFns;kFR zCGWCCLP;}sH4qcyC{lc`Ghu);esT9dH`OP~9!Xkpx(dpczO!2Be^iyt^yakWM5h*Uk~2f!^QIVC2h zeu6X1Hf$FMA}8R3`&8=uI&hE1tt;M(pez+Jt~8`1uT-rrf0%wE%uL;;^Sfzt99<%g zBHjhUZZ5HQ`qaVaxG5?3P=QcJ=D(R$r{sG-;|@HVtmc=1X8F@_ zA(wmEem3(x$UA!5DVXCOc$ulsR!r&A=ob8;(o2H4P$4$C$ZXWV{LHBAYy`}l)9GQH z9~c)V7Z$F3(692I=E*8IfB7bszNuisTYkqjCv1QCJluUGCnF>1-V2M@U6BXON~*mG zRXmNT@}=)lZ1-JF#(!Q)ZdT_>4{D0wHF+HdI`M8|VccI=5^meDQoY~*Mf+kOO2z(% z6ADI4#p*%KZBgd=TG1{f2Kyo5&z(SaR#5q1rc+hXt> zLM99n(W89dIY5OtXjlJKtpcu8Wbp&d&Y-K7EliaM4xV? zGCn>IsTfw;^%qguY#YN1S3@5xw&^uvKr6UPWZ|t|^CXey`!qfdTp8seAER1yVB%@X zyT-?1mBMbpOY42N$#V(_L`9LV^BedViiZXd1Y1KS(Kb>3ZKtgL=_l>qyOqB1;20Yg zr7sed-+7sao^wJgTWl2}VUs)>=7<(Uev)d6bOvbM4DfKDJ{U041606%SgntAscQ?h zxhvoF0C~6&n>!%C1yAY7SWETAPY|L^1#i$x&l#D*CXEsdqfOMa@U{#-<&PT7+(R4B zDZ@cGnb|>2P+wUPg3R%k_lP9t^0wq>m6w)$& zPBinD%jELZK*hC>NDnnWi6sNh;`%mhCdx0*Zc;8Rx+ueu!TB37&uiRDgi`bsSZmn& zoe3{$paKYYFbn?hm4wvA{4$=b+rhl%rF4nsL>xiA^>r+Cx)GM|swiKg!Gdtwc39s8 zfa*byhV7jEL@_?w|2=WS4d_j=shX)?;8{Qzd5$9@Ks>z8jZV=y#7>K&`sYkfCcOHn zsLZPK{E&8XNOj4698zZ2FC#$4TSRvIb>3?VKBwDP^DD4^Uq^^9nz~^JUXjJA&MosoMhnyYt9v&%+Yc zFywrB&(OQZ_Zea2P&)BT&sgJAaNV_^eh{JwFLrDVa3`nu^#h?7ic_ z+0&yb533a8ezA0?l9NF|v!DogJR}S#}@oZxQS8|0@R@RNQ28u8YJ^J7ej9p)YSK zc(HB8rf?>%a2b1;_ddUU^;gAGZ@#5^gt2@)0WJVN*$w=T_d6$dE*%c^@gIf({*jQ6 z^otzl!;+wRFz|nP_byX!x0=iaHP_qJg*|ypx83is82WjaJC!HgQ+FRc{7gg1oMTl# zUPen!2xkF~c_nc`F;6R53K>5AU=E$d=<%rWh_VkGlfX)ig445C?y$(O+R?CG>X7R( zC2Vp?U!PT_HC>neykMu@-N_O0)ARW`4tg--WjTDD;p`k*ZOnCdESEZ(l~`x=Q|c_# zle1sq1a~epOOVzcwd}s%E?Q{T?(@(93N06X0poXZ(sl1m%1uw)aIO6+(=3#>f8Gls zuo2RcGUG=H*_yUZ^fV|VyGy4{h#Maqek2lA&F(avT-j5t-@(Av(UZ0ssvT=_)=&TV zagW7m&qYt;gbf|?Y>g7;<3g_vi+!E*yt0N%{?>Xhc!Nwnr>GlA)|=(~>nBW^oU1+p z!ZMAShWcWUcGhyVf3vlOiHmr3_S{TkoFnd5@!vV2vUi16gpqUbdG1sDWv=ZmK_CD^ z{|zpw;YbV^4lQiYaD!nvD@;LelX0((Y5wVB0U7+UgN`BrHBsXk9S(VJe(G03UmHA< z+j8CY=$T+W%8>lvhA>h2Igx{LWq$62=9)RH9eeAt6=wnA{Ela0&M+V!nXO)BvdC;Q zOzqb{lvR;__G47n4M8Oj6915Alji+R#-ISwm>C1*=1UiNst-Ychj&@5VYZd&hSXIv ziI2I_^Up&7xZ^Zd<2VTFC?i99_aS6rT_)zcH<13oP z$SKD!BC(dw8%*L6iQzj($5MZm_!M73ghImQS7QLu8$Ffr9WJe5U7o=7uJ=C2+~7q_<< zE$Bqqe-Xiy?d~&zfo9ufWgk_py$qM%kT?AEtXUiYbwpyJsKgu+mSjoK=sMnRupb1@ zL`lIT)2kn*x%WOjB7-*OVD3GWN0$TQB7COo*cs}!wlwrQ(7=VgV2*7ODfc1fdO}oH z`Q{)4YyKAp8xv;-Rb0bYhflseLoxZl;qynQeyz_$Kn?#hUySHj#SuP!U+MhCMnm_@F22o~|Lwx%<>g5Nv2NrUH<^>2y@@arqaA z{xu0Hq}KQAw?|G(jYd>h*SR*4mY05g2$JB}OqkT1+A~M5pj{)*9_HuQ%dWREuP80J z8>+dh9f~8$(LF8{XbTh$1bYG;3GH{xAzR`wF|YW+L0R{c?;+VJ`B}p$+Ua%u3icXV zX##J$tqB~lQvm?fMfDQwdgjANJrRtU*Im7!Xrdzki0M|IL9)__w+emyE3{+fJ}W2L zwa*gqInhlv;akl#{|(m=EhkSY-8eCY9b8;v-r-8`D8uWW{|{yF9ar<;#}8A| zq@hF7mX^^bq0*3a(l{p#(bQ5Z64DSQ?NGFLr%s`al#GU!q#em<5GfiIY2MFI-)r6X z{doKy_kH=}`hG7Lo%8v;->>m}K3~sQX_jFPH^?`3tDVgeD_rExs%|-MD86CSSk=W) zp!vB+vJ@5kl{f8kJGgm8vxOYVop6{SWG^QbUab?2EYxLQcyGa_+;P$PVZtV#!mlqg zKq}jv^jYh(@T0Uh-&>3+p;v-}{acg|DiIy)93JSq?)4DUHe1_Vsm45J z$Aa0bgYC^oshTgJa@VzQLi^J)ac&IE$8zJ*SEN<0YX{W?H~5vB7`~9&(eZwHQU1{*dc}Q0eYza4rgmBHAu4&(S>eMNKW0+TARIYudNe-Fq$mq9dyukY7d3E)Wd>5lY3 zNvidG`hJ#?ZZjX%5)-_`|E1q2Pg7Olz~d}-+15Su7uQtoeLKf=Jl!mdY?;VmZWylOX}-JiZH#$_f360TtG@!;+nF8s8J zl7D{eeUG}=niB)VPYX7;sZewqwG3pF$3>=oez5c4w_NF~VShgVG|XB|bK-j+J+GgH zl3#f|GCwM5Qw>G2qIi$;&$S!w3|TJ!EWG1HiZ7>Tj$1l?oaMA4-vv7R^R%wm)4Rwa zj55MsOTjm?c6$O(mE%0N(yI4Iwer|v>QtY1#ughb`#Ym~n!gr`Kcjuyrf>fdF`Mnx zEcA*3e~JQl)3Rpl3Rpc&&)DUy%ZN1%&N4L4ekrx)j?4F&dCymdmJiX-_yap6tO%uz zHfN^L-}uauPXZ*ciGNkX%OZ--Sx|DFjTv>tRoaxV1T;ceu9LX)6s;p&Yu@CM>4O^= z?KGtXg(ZiBMk)i|N4@(JfFx_G!!A8kbeYkmUC?^FZ7J0b5pL^ilfEsZ?^Oo1SyZ2}Gp6TXscg1n>y&P~@7g7!tC(>P)qd$z%0@q1 zurCL{lAifa$%u*uNo5QlYN@P0gL((q)NY5siXEb2d~!CG=m60<9Ll{>XC|!b4de9J zUIn{)lhX+L-#?;+SITrWB}*~4WACrSDQekkjf<5;P;6XKWpQ%}%4Bj)*>@5$NueS` zouZsWiuu@eRlMf%9-r^#^{W~mwZM2Zqxy^f5169NjRh`lfIVbIgvRBJ3?NK+mV4IS z73Tf=_3NkFgNGewER-wXT`J+d5`vlTu7cGhRqj7|8%11~<@cFRDG71q-p+4jG~X?@ zdGiR8X85@bUA`EWxR2tJlDZ`a??w9_^G5T5&JK&PzTNL-EwT9fqq@-Lr9_12*++0` z_q<+Uzrc1k^j%`#vtbD#*}GEr)*lPJrN6umO@Oz+_kR7A8reTA;*3p9?m52VAE6JW zBfhP?ywF4iG<#5Zp_}*p$i%Z3DyzAp>Wvlm@aCO=A~lJYe&>-Si>rdUIXQfi7F1#( zi_lndWSCt(@n4rbXV5zU$-(S#%Bc6*u>B4^{#5|KWdc)OI%uW=`!pb}p^Z#`H>P&| zJVl$C87ac<&`%TJFcv2?76G*DhwQWI>QAQDofkQT>J_GMebPRCwSh21=tQ#?V;FPg zil=H|M>Hn6?M|^e=MlCmsmt^4#L>zO3 z{%A>fgwaYF01N;AwI6;d2gJ#n{{4&aN#TKM2~)|NP_s`!}Wa z{y#~o{)4UjAOGS1_?!RHY5o8If6Wp!4}gCd1LR0)e=KThYQpH2qmxr$-Fd7C?nsA8 zTHQQ0!|X5EC%)uUbINulTD@N3a|9>;7FNomF4XaVe}f-2!7E;Ru`aM*C`L))&3t;elbiTIu~Ndc z@wnBAiAo=z-!Lh4Y)*Luph(fFS>@0xP;9vEkL_y1p&$f)xC3&Qvy*x00a+VaRc!C(Mt(9TSV#o}!N4EZIXmt5bs>C-px+pT2M znl&B32R<2>A?6%5u_mxNx%eH&VIa>I%aTQ}K}nm9!YPN#zmNlb4l6tR#$%`!yw?}M z#>)nesVBPs%#)0zPlAyb`PZwpvDC01(pgMusc1Slh@bNr`{?dKl!i0HeUcCdumdOMH)a_CzzdjO$VmvVfs|^(1Bx(24@{Xm%4qXmPfR2>!VVV^V8buPehg|IT*kLb71Cx9GTMb^y zbz-^4e}0rML#B6dGn+C@oi3s_cKdaOsK?1+#ju zyy=+az7~LHNlo@hd0fkkZP9C-`R{V^pVrt+eQfpOdjeFJm;{rVhvE{C#}$J*LR{}) zX-7IyaqidUKmx#9bp1y;jQeh~u|4^5D>!2%ivRr7o3-Q;n<@r1!VxhpG}|Yk(Q7Lc z5!~=_3i!kL0lEIn(uwGdjX|h?;y-&syF3Ahv9B?%0^-Sp1E2NDaNEe((mTV8$@?cF zm<5g_B*IJaD4|i(6ypCIH)xVd(ue{DZ4X7(Eg=$bihZ3Ah_qiiaDM8h0gBITtW`edI!HU1Dns5xTr@uur8cEbU`?C1ZF?Pt^Jq-Y zl{n+%;E*4}8!1`PF9vKE?oxj_D4D3Cb&spVZ@ZP5E;`_oz^0?C`^y88{^n%`Ow7z1 zmPT;q-sKx_{MT1*WF{6)_YC9UNNn09s2-5gJP5Ex^w>~qrVOLu7Ttw0R*pCjSn<6SP_k+d)k~-&y-7yMoW2 z>qAuMt)ctJ!9M|i#{8KIG}{n^;T6Nx+P>`!F+T`g9pU*Mc8rpltWbmK2-a>!=^iBu zzx=OATKv1udO}5QiDGdeTe`C>={q_l~ykLCX9 z>+Q{rjqRte-ng;vz}d6YI9nTaAmV;U<1tm>pggp`A_y9gQ~R z7Vkz>ty6cTqQj%2HdO?0PT^mnc&$D-+=~-=Y7~~&rx&mk1;c&$p~hC%vxyXiE+yWoKwt|+)^z-Y0cN*$8wINu2}{t)jJo*g|Ke%ZjlFH{aS!4;EwW3 z5ZtQnQFUmD#q;|B!U2TRIEfp)QzEqx?+TKo?%Ur|5nXQ!Iwd|`JoCY$x{5PDBNB+_xlDM3@-4 zsr-tUkmU2J_M6-+G*f(Q#y&jOW!pwfi+8^P|8Mn;uUW~4@6EEIB>7wM^Dx%R4rvjjHeB86X z$yI~u=tz^FfGv>t=-d0DEigff-Ym$pa%Hs8o}Pqz;0M5+VfqwSe*kb-bDF3fENerg zEHP$ZJkj%jwf^sLVUfeW3Z$REj1)w7P>;Q3Lw6}&rL>#=;4lVmf&VJCoYomh}xuVDd)tIgqgr z3tXC{L5VtLIUPJ^>XC#3Ec=4CI=G!yD(ds#*vqxaloVinvL&MvAR?u2h|HAnW20eH zb{ek>j%6+^OQREIt)G2Yd8E8~b3_et!_P->fB*uwUC8w1Mp&UeDi6XFYd(3Jy2`Gl zp}})ji`dDHA9^#4D6b3Fl20Qv;7Q;Ol_#CP6Q7=50ck^r(dLruaF?fWmui!|aZl@M zQq?RcrymiLFsfMJbnMtM@Jq{{M~0zqv)cRW%ZA-&<%DegO!FS985?b5e*U95e~E+7c=DNs^6PdGcH07Qbk^!ULhT^*g06CW(+AKTZj?&vuLJWN98 z=|hmW(&@NPw}>#gTSanA8ITH*|@~-y!0%^##gTd!KLKAv(klw2{jipGt?-4WhnkR`mxgEK5%4I zJZ~N>;%?i%K;><;n6~T8YRcS~WDgAOUA=je`PX>S(Z?Hp;os!@_o3v+Edk{x%*&f2 ze2zOTI5hOR4Y8DHeNZ~W%fYYKAx@Y|_-tKzLh!62!s*9P{ZixF>Et2s9Dh{(v!=*lznsvieXOdH2x>zBazUg*{D?fhm) zG&5lZ(v-pSSRo}QmWd*-muH`)wkGGNZ}07Tc!Bt-Vq~mvO743F)MV=Xo?Pte+Va-n zt~kzb5ybN*hIR(vpLXGem_5eEE|ZYxMtVqm~+`f65qq5TYL;Iw+zM{dez7oMxh-Mv^5W2hl2Q#(t2#)(X|Yg(nH6 zsQLc&CwFr_{rER9_w{*R{6&P|1l8d1F9l+^b-;p|kelOH{H6c;ftc16{wO|N`1Y-v z+2?%Xo#CA0-R#-3M^?5)Rq@Ul^evd`!#;~S$l{|%Qh>BDmRoJzwd-+CPEA`H`hnEg z*jUWL_LvLcUXFq((!a4q4|b-z_WbvwqHq}@k`v(2)vHG_OAY{xXgx=YD#{xp*FY1o z@_1x;xNBP$lkmPszU3_6IL3Lxtct;KNpBNwyFnEi+E9nx;dyKBUh&dD#IKl9z6II?}K^?%MN zOdYZb4MWk6!Q!bDa1130lS|@&1#Y(BHRFlIecO`Y4#S1Ixb%P-y+m&~ z2n218FGCPFfn%3#6B??6Jd4wxIRATJXg?iS@yTUC=@q@C)+R=Hr73&0+0tQ@=c2k< zPHr3{oI7aPB>M;TH&k^{1Y&sck!OGPY@lw%B93}piVXLSU$(TY-JA=B$W9h+CPaa| zRNL$N<3ZywZr_BZz}V)y(^2i*PjR1wt5wu!$It<Ab^+VcH4N-!vQ4LWPu z@N>$`mp_w|l49x2oDpC?{wiHPy#^udpEPAlOWJ)-Vbxi4b90RHp|pDGR4!>o^b5q6 zt~B&~%5L4UoQRb~IGXuR%vRB0y6>JPVpHd`0J(3%+8umw#={{&8~k@S>PT2fqI>XH z!c=x4u3=;gZq8~}R_QHUl+vPg`?SZ@x0spYT0rNpA;#xhJ5%NTUs_A?3cgJ7N!gPa z*v@CAcr&9fml#A;Iryva*_XbmOZbCp_Z(~F-D3)rF=1Gd?Kn*8yzpI5AHXboz-TbA z5g(`%kcIF(|OzKKg=?ynF90BM&}!f!mo zJ0BCQo}9g^g^{MZ8vHvrlf$>0HX>t8or9i7l;a*`bFmzk-Ies6!?jQnbx4C)K(B%_ zOW)gj5)lubqsR3^l)-Da?li8Bb3++s7_@ zTsJApH}V#PK~JhdK}=k%r3gyIANT@B{0Vci{>r>m>GW3dP&L;rKKDSS+X^{`yiTCoe2 z7OexQ0M3MPYZNA|930plN;oXi$cc76$?a|YU|TV-g4q(rFcjO^>TT{(7HNja zzRVGqwz0Vx)T@n#MkSOAN>99$;CJ`A;p(^+wz^`kJzf}ST+_=iMk`2V)?NSk-FYed zMYfd6mndCaXqv!^_zN*wAbMHmKc8c6Cu^)CXpd9|X^Yqwcs|SJ=1m@BJv*=`@W^ea zs~+LGcl^b`DwV-a>horF)gC|0pWGppyo$PS=6N!c9` z4dZqNQaWbTGNOqcWVgeKI&vvv+~|pHFZ0_GN8*B~dXG|l(^(_Ld+25(!@xHg-AL+a zbmG%%@z6m_^K}M3gnrEp4e&ah2UHf7S2`;)bq1k`n*`Mg*2_#fr@qw0OhvIcC58;6iaHUi1iwDD&wzi_W=qH9I z-@yauC@Pe(ip8VzyP%*-i1K&~8;ahO2tJtk6LyqgGmzCe4e5+7O%<}U0LE!_BVqsh z6A`AhG&RX#0E~{e=Y-ii&iH@#MDDDsfnYFR+w>}^zsr{b>Crys+RHeOOqZ2@`2?(RR8 zHDKsn%Ky*y{B{q9x$VW2_h(tgDNHZ^Nd3F((7W0C#pI%M4SYPSl9XD9RFdLMl5(ky zVO)8!qQTmtiJ=Ei9thd!ZRAC5qzW6G6xa{nd^T2i+W&Ql`s}&1dAB%@KeNnl9{%=y zef0c~lF=#4^F^m+-Q6{khRl%C03#eCLwFUwvw6_n%FwXo{re}+o(U~p6h=h2V2)+e z&TlB!=o$u*H?hspRNhoahw04SqZSr=$~UydxGBUh12Q}~+mI-)(zk5c!n+Y9uo;PR zcRdB5n~;!DmUU1BU;I2 z>%TYcxmZ!5&bgkCZ`lFSRxEqE{myWEEjkkaVfijx`e_FlooF7Rn{jcTGsB~!v;+EL zSFg~CUlJM1_U98uhhIdYfARJ8_4`<6R4MB2?%t*^`7lvsWCT05qoSfhatOhkD6jv* z+&ORq_&E2mZx2`;Uvcd&ufB2PM$zIFO97q!LX9_^ zYGxLifSDrhl??3~Uifm97&@X5pTs5!iGpJ?qjfSEBbV9w--pK_@ojiGD}wM;fU_EA zB%-1W0t3}|9k#N1f|=Z9oU=C{4SJtE>ANtu)Ab7=@No|xpY6ML$;sKECOCF1#5(A) z1`~pb-$gtaRWW?Fuk%G3UK}j}^HXLuhES0R2w<(B!*x0X1Hl9H8hh;)^T-b$KHS3K9OTY)rB}>fAVtlee^ubHys5rEJ7W%k{*y@bV=}v$ z7XHd^+ZO%5k3jRdtFtp!wVi`ObHl4IfS@m!YrYxc2!Q=PKuLTf5@loz^XdhFH2h(_ z?s>u#!8uz2IBaD7-i_|Zk25-g&}jVod52!244ej+o9y4e-_7loC2a;Kir{E!0vMWe z`2TaD_N(u|9zh4wwqE22%t26vo=iAUHshiFKo7UShD!X(p*K?DgdG`;GTuR9>41J! z-?{oRdiSt|aN?IzN#cRB(LWG?F+DSpiT!VOo*GZ7wFOVQa42rlu1ea5aJ~`Pv?L>l&RKfoB>@u#U zkJ~6ma*M-V{Ur7!(N&vVn<@vneyf(`)%}#qbof}TW(u&YuUZuaT#AS^ zS80lr(>^{w$Ig&Qq>aZ4KnFhib+1P-A79huo}4LKQ}X*ai=$o=uZXQTP{bTRe*7`0 zU(_t8Pfv}H%i-sDtuVH>wg$?J`CBw&M!h*36`3=E*BKidV}+)(cNPnZ%f`k=hLva# zv_5a)#co5?WOZ+G7My#I~+O;JP21HKOKGyUHDH&2S6VRX?@fX z+S>f6{B|_aD#Yqf&$inKl{(uahCq9V@JmpGH@yU$$= zRQI33c8lorj9C!`+nGn2*DYY+5Fg(KG`1pORv{!1{_GRjKAAfKOL`*`0;I*I@aX8e z3O{DmIV)@HMYtjzE6M|iWk4pUq@+x5kVyepyH#I6Jti`;rUm_s#flp}0E4>U72}=` z^a2y1*HH1a-`95zB@6?B-x31SuAmYxk^fm9!s^9W>n@i)e*DP{yIqN6s%{LlLAMKL zsr{ljM=W||GL>Jr<`}-zoJ}ZKf#b65ncqD1Zep1s~a|KFeY4EvUjU63xdW5*7Adwb(PpqDyD$q9JD#+*0;ypQrT zGM3dN8T^ym-vXb@OR#iulH>ylb1N_J>qzN~cl&ieH=w&{D6530J9+kyA(Q^ci&YS6gIwvc1l6lU1iaaEG|iTal|U=+2fpj+0d(H*I^nppbH>fE$VjU9cP+eb3ClPGwGZNVPP#Xh}!Op)>Q>C?#P+jd9z6sRzbpkqdUws|x>>?)Lyni}P; zy|5f3bK2KGO3G4DrA(YN>TAC%*M-9GoCzZ%BQ;7-ygkmg;N!=S0JbBZ4V09YZuE3^ z-rxO5X~&MQgM*lb`UBGTXNM$l8@=on*t*~B*oOD+RbjawonvC2l-tU zGvyV!aH9VA=NcU_G}QfJ`ONQ}gTrTh3xrZE%bb3Tev8%G!5`biahdk*+lR@LUw{7W zP*h~R#yTJT{ljB3ef{IWOEFhiDVgH~KE?-F6}#T@yWbbg;79hP03Q)?Azk(KFd(Bc zwq}`8K9%)}Y<0}JjZ#wZ%gj~XM;l0%zW&t^xe;d!r_76r@(Yax2>7$Uz6?RZqXn&J z9zS}-DtR69jW6Kmkfy;RN5{kjV##|x9jQWf=g#G!sIh`OUM^pDqES4h3a4oGq-B|B zKa@#HDJfe5zx1!bIzq{G)1!wDZHH&@ojd>Y1jPJx4LoTKaS98pY;44y>~0JeaBw)l z22h4b_)FEcm;o~l;2nQDdFp9G`1ysnN3WFddqna@`jyy4nP44;AmV-2yS|B((eGH zHu?SMkF1PLmaE3Uf3gJ2jRud6&M}uRT`Fi66Exk>>M2@%CdFcpZQ?K%3<{jrpy1Dz z?Ku4yyIFyu>h`wKwD{US^ zA7|$wWYeoX*t<*hzfOpga&wQ_*=0$+fBV+r!Kqh(|0Iq6#;^!{&`L=lhgeN`U<0&;`b9cqgBCN0 zM$~ko7Dcrx-_^pS>Px*1{lfK7sEZD1X?+5k9)7j$BKU@s)YOn545BO(fr|!fJ<8b{ zFKcUI^}|L+7bby#y{*7Eo<0L)uPjT9BA-HRzDGc%(InIo+2($2Oc(|vxpcY=*3+#jpu#^X5&o zDnm9Jq&h1X$C)GNxXGr*##MU)!M3Ip;1(ryl8KJ@V_rT_9mbcq+(8EqDSL8pbMGYz zjgAs9637w8eV}e`-M&rQh*e6QIQYRqc)BbrcK3BRG&FqpaAeX|A9?!aOZ~Vw6B+{A zqlXW-SHEg%LMZgIId-h8r$_Z%V)$$fpz7D0b_Kv?PA!`K^GJ@;7^I=QjI}uFLc`tH zZn>76{4$^fjo@6)ty_^qHu&1u)kP8!XM=6qbsRjq&sbd7`5ayF_&axZV! zu4wP z`y3o(yf*00(41ze2mPT zoSbb%l{$Rd4d)D*SpH5=WXsjOd$*yjps-MKBc)$x{qTib%hc7Q>5yJ`hY%Ow+bv^c zyjO|D9;V71fKD)8-mhqS(8m-aR27rDxRWEX1ZdRzh>>)%U1I$ zG|i0z9i71YwMvpuf2h)YXMbJS|pGqZKXwJ=0d5GcTPVB}mc zB=owYgEH)L%Em_H@Zop(XFhBRtvP4&cG&jBi7<(i21px5cX7qEp!A5;NEbPmYs>FLqd z{|nYDgv<2cqf+;GD_t4R+zo7_eeqv2yJOFuBcIxsK5{B4D-%g%-palA*%3oS zSv55wcYN~h>gwvAo}}~Nw2OWW4w_n9%leId9vEnEYn%A;YQvc`XXcU<6JJ<6yh3<| zbtX*L_FjrYy{3Bnh%_bh9I|3i1}sj)QSi>be)DFX*WCR4;QLx_dl?(?bTZTTzimsq zhogeTDrsS1VOv*cmP(nlq^D1xHvEm3folF$A~C!3)*~@{3L3PqFTMtA zX#>~k%Xa1`;$eVfeU(R@`u*GFHc|4%(*Zh6S4-VNPmp1cR%Z#~V)?<|6bJ;dpg^Wy zO~J^_%*@~a>6Hl8UAy2Xu)Nh|c=$JR51gI>r~rp5xZ>>T$@Su=UYM10HKA92`BJO! zs^UA(Y6Vk2zuoC%<<;a6rKN`=g4|{p^*r1TVN6NYQwF zY2^@VsK}9EoKSTKHLSr@5RU358j?a4R~lzKrZ$kwe*XRC^jkJLj%ULLY)B*PB>4ie zBZt(fsgdJTQku4fub`{N?$1GAhrUExq&Hv$L=Jic)P%*M&^ai`$(i4^3u#(q7=|-P zpd%MlIXqO>MKKcVNqxB@HM z0YVYGo8P>VRGbHZg2E3^1z?JF9o1%o4X1rF*dH(Z0uV!xdS1T?@LY+WIIMg8fC9-` zMqGSFo%L-=_YySsAe$Ug_ASNTL^ikQl9bGo(UJr)7H@sCU6MCp#CnDoXP1i1?p)aaI)73piaTY&1h!Om;ReOon7p0g-bNp`?U0@$Wvpp!x}|%jtZ@v{YOf$kPV0UAFCfW=PsJd8*;4>C#2< zrZKSJWlM~UQ)(s_$u#Gk?6)o;5e0*5qasO_mzzR3Cv1^jQRdA5VrX*WlkVgKR1V0G zU^;F@M;?0J-OXZiB`WGRoo?)QC^a<|kih;`yjAm|Qp1>V&Wft7Sa>t*Y-MEyS_E*t zq#y+_1B-P^v^oVdCB=ncNhq~Awl!2rGJTvEH|wvNx{oKgKOix?cQ^gXALQ3j%|V~E zX3ZM(W56^3xNP9#gA9Csjr!Sf5m%xzh>s_&#+R0y^F9wDz>49K5n1!%Wz0T4KGj`C zR-hay?~_-4D=RM-dyhJ|sVVY@!N&V<4|365U0v-=x#RCYc;G#kcwqYP7zz{WQ=*RO z;&m)QpK#*WUxiKHsT)&Grsn>hN?ZL$#K8X7RW<`aBg-$;{GLAH;emc~2O7w7J>j_P z*Dn?D2?#Xt+nAg4Ekwn{I5|BoFTdb`MWRjW?WkRGxA2s7!XVi#{xPRbCZYLYtZG7; z6`rh06wf9_v!E2qYM@eR1B$`Pxz2r^5I=u-EGnAc z9{Tz(k;S?2+iSTgqD&crR}N11u!*8hNz*2WTyrp$S5}_NlOwI3&gvl`l>VjDfd~i4 zNO2mSZs`11`(d=2F;arf#{2W&-+uosV6c*#-15r`UL&Z4h%3S&1N5-;zR|IYyzl<(-TjhuK9_9tnNkNdB0_S)46lkkVv%wR~E_( z3S1-gS@Lc}#Fn3%yJ=<|9s4j7`&y}e`&Mc1As;xvv+^D*)h)gXvnCfztMB6x1CSqi zx$xuLH`_NR4h0Yb2a728w@i436g`qqp(tKwV;~*bMkdoBOd4biPJc;#e{+x8U$vfw#xlhPa2(luM%lvs&1?85zy+h;OGj!-$y0Bq zr3u+)+`jz-dZjGBM1zgG>DxG-p!;A*+YR1}F{=U2~&td(+-QJ{b_ z4BT9s5I)O44%##G%$9ZTRLgV3E_d? zB4T2`&L6~iVvqCb-RireI^d$(Mfom7nRA>!5vyGl6qv5vEiU#veR@!|slF3>mF@~D za%W{w(DL6Nn6Yjq`i6NxIER;!(l37O?w0ai&IVO(GZeO7Iu&A+y@*Rlu>vn}G%l-P z>}E|m-Sd)Po3^9l7i}9E(JvD@4eU}&sZ4b%v6>ZLSSsrj zaNYAyB3>wJP(+Wds;a(73)8pTqi)A504pkTY)V*O$EcgC;#J+itX(J?KkHN~WN3GES@hwgV{*gwCBicfN=cQ-KhUVT+ESfWQUY{Pe6m#v~Z< z5|yLIqdsQS68;x52h&fuxa{=otHdP-aKJpkV=$RiOf2lE9~sBXkz}FxlcrBQnTaob zuIu!b%*^OSu;i6PF?tkhPFI_mk=Ebz@%FZwtWbqo;(?uvDEq_$)BHhn6YRWyTMupO zAE*L~+Dv^itD&o9;8^}mQh{W-LwHNy@S1QsYQD4f%d2=OSNG?Hy`bX#c64=t7;9>7 z{)k1qL@eDCX9S5~FtEYWUNIv`{U6vB+_|&u#7Fd)=PEirer$d|5!Xd~{x}Q){F8Mv z)$dxo^Ii2Y&6~gTFZrl@dZi?-Nmej&R17@ZM zvHSjH6>J7FGXjcG!f#jL6+862x5gF}SxRzmTzYySbpC02e~oOAur-MK)wOULnjDA zaD;5L$oFsFFjHdEk%hSy?c_EH2t;yaX4itI^JBb+CY+m+dE6$C*fRfc+ zdg8${ln)VO+Ni=y&hxcwTy zp;dt}-o`>lF;j4v9>RUtb1Js06qlB+yWH1~#|6aUW}+q*J$ZE-e^SXluDYyx5I?_Z@^eIFp4 z`CP?7GV4JlS~cmfP~e5auokLjMcICB{;;KwUMAm#Ar+ga6E{OE%|&x)w0-gl9Q+5X zPO>qg1U`-%G;AcnLbSTy^2zh>QFZGHV_1(Hw{n9>N5`8{#FGO?1&%%K1PT;kZ{ z{Z{ylA_8V+Z*VM7!$6{7s=xJF!1-R5wMmdN!aWxoMnK-c(Cp9W7i)ah9*g!ix{Fbq zi;_$}Jnq9cQ&J+2L%G5IhR|gOJPw%m{U}#u@Amg{p@z*9yyY^kKc#hQa|V7iO`+*N zrhe+*rI%evZD>L#hP^_|`S$;YR&q#JuKnxH{d#(PORGN`*zUg4zg_G?6<6lt$3V|E z)TxV!X*QQg@Ke0j4Gr;sP96j~?f3#Gl$6Le@G&j7;((_v+g!UQ4eWdT-)9julTf&U z06;MQ6$=tL>mJ>gEx!xt$gkrw;wse*pg{AxX~J7Jro#Q*c8u(6+cyL^py?ZQs;a!g z$zr>xU{-$eb-=+DGzQa?>Ml%nH#LCb(YwZqU))?d)r2;EL@xzDcyAU%GkGWFM935tiByIr}5m0*SIXnO+jk#ytz^R zScMBwTjVxIK0j)E3zdpw(y3WgA!s}LpYS^H8O0?ghTZiuGrKugNM1!7NJ~N28i$Ry zBU}AmW}5ej>9U1mGh}3gm+%3Gi&?I$(kxKPEx>Ha)KurH?1|m7EACmCf^`7Zu_o=u z_wO|p4>OhpdNuWW$&0F4kM{rg;cjPl@hEAtqTF8-O0Uxe8&i2BC8X6}=9r9k#(T-kl$(rCWVz%?XM_(NPJVGUG&B^HtCS~n zR{#mZuTIn$a~fAyYfOIdJCS+!uKeQa25Wa0XXmr$&h>W#|H6MdIY7Owj<%~u-_+XG zHCS}&?MN>^a#$S|26CT^d?CA9X`W<7#(dj`kI~LUdzXj{gKf0xt)3gyl$5|9mK6$z zeV9QDY9Y`c9LPJe!@X!H0w8Tvy3=kZ`MplMLbD= zXB~+8n4njisRYE-%l|CkupFRsz)7xWMkwAn84c8ul9C5UZu$L7RK;6%?w2Eg@7jh8 zCR1YW_JaMYRjdAiK#iL`k{>_bm7x!jS;RfujW)9eNQvo|2WRgmuw7zMqsRQXr}QX6 zMp1Fi;+L;quNM&qKRf}oC#h-I{g0?>sI}CyK6B>}96w&z?#(MGEu~-zKx}M_^RhdK zARb=+>k3w8 z?c29+7kmffF(8Td7stV9(c*{Z>0=y)d+Rl)ttR@XC9o#GfgUGA!{DlI8yd7Y+8RDSsguO(Dag7SSCE^_ zWXi7eQmeH~Y(Y{Fn@jVdw{a=$-E!cm*&H#9Y!e zdDBG!ynd8mSz(86OdO!Hy1)KARkBp70loX z$ti{~yz(_n!4CKXeev)Z10NN#dHL+@EYuayxEbrUYEFpYxA8x63yVSsqjK2T*w)_u z(zM%Z68{+Fz&Me3sb0SUzeLu%fb2tKV`c4kKTsXYN|bH* z$Rgz2Y59XBN>$%|=OHiN4i|U#!C&UVzXEv^!_S8|zkHefF#8aMZ{U*iZ9u$Evp?fG z(I4s*REaI7La1Z1Gc%V@w{>(pm-g`RuziUVcst-eI^@D!-Zd={4ge9joX%v;YV8V9 zkeJ%8h)J)$k&(?ELG8dZ)7M_%H#ad+U`k-S`DNk#!E`l)cRT+PU#&@@^GZe)+R50G zb(~`SP82%_I_S`d1q%_l_v=)rITbQc{EUv)0b%?RQfS{#*zx3Qo`sNh?+i^oK?h13;(%1 zt{3G;7VxE41g0WyH0Ff)_q3) zs3A>=A_^gS7FXerJ86m0pSn~dts}lHtfuIKM)(%-Dk|5R1jdamjE_!f*8cEDKMa}e z+0}0!N)rHbw%jh8lZPTSR5TM3uaT$vpEHkk@>OZzl8`vK&5UVeU=j$~D^81W{VC)w&(1Fgj^ z4Wj@Ge!ptnAHEn~=K*w6>Lg`aok#?lyLKgV%1o-jd6AZ3gru=;^XBJoAq7KY z+h*}#1W^iWkwoUXZ@--zCF7#he-qoj{m=?U2wbP-(^j8x5##*{lsS7^W2u_%Mq5b- zwhUt2$%$G2#PQ?rUcaWv{A_K-VBZMWD*(xmtuPlKypC0T*;9=k14me`HwPbNHq@Tf zdUnO|!J9}W3J}Vl&p76pG+W>3e^<^9r?+lAwVFEFc#vG%_3`5g%t~iw1|>zxM9sVi zKNA1s=~Lqkh?!8(hh2i8m`&IpFxfkAM>r0sn8Rh3D+P=V>SFHb9~>p$%Rr0iT+3(#i)s1B9=&DE( zI{sn@jPM35*ehmFgFw{~nHaqca>$d$`D*WYjJEkJl|a{>m? zZ6L@56-s9MfPEJfOOEO~3-n;~DKt3??+~#Ik~ZDBK}W&H>webT`$0Roz)psR(e>Hh zr16hlO@d`n|vXDarijPPaMN55(PKp2;r|Q6ft~O8yYLV~jJ>(mn#9DMpjl9 zcd^Z?48H-u-$-7;RfJjm4yFrN+;cHT&%qH}wsPf4Pl7bAhrM>Cyk;;rjua=aq)H~TNyMpz+y6-W4G0y&&6>kq^f#9O1gJ&zjjxa zSySg<9J)+WUA+Ph$Qb(=TOZ##@dJ81-YZJB>LE8Vul#aOVsfvBgb=ZOrp*KObnBRu zBVR(?U+b!r?a>BOdTIR8@%xN?E6OaoPgU{=#Y!>tIU^(t7=mp&J5a;=aEA5LBt*&R z+y=IzQ{WU(DIQDa4Gf_`+Otooh7-uYI?s%OhH~!UbLG{i%H`PP2sJA3K}uxPI0}Tj z>%uf>@EZsZ$i;-l$6ki?IE8o|`8OVSeqKEY`;l=F0B18BnFfx%T2Z3!o?7**)|^o# zD)b6-IJ3B~!`T_<;wxd!PfqlS{`>@Y4A|or+jFR%jo&wiO6_Rr-xluWZD*hFJ=Uj} zSyixS?NQ6Kkun$pZjNqS)+Y3JBG<#No~1_G#}6>(+~>zuGteMDSz%;VtX?LaI~CZe z$zDsExX|i3p5w{-K(Jf2Pk?Pb=hZz1{g>HsL=_Z3Ms^`#Y6k(~Jm8dBd8Mi|g2q_I zHen&v&d@$5>|%M~s^PQ8m;kIkx+d&d{af%5`?kr->fULUWoN{_h|>6d+8jjjgP#mP zsL-zL*%%GU0Mj#`rzgEnol;a*o}Y2QE7{Ji+Ojy~9v|e)cB95=SAkpyCH(neu=9@+ zu-owkI6OXr6nQY(8!&4iukfpTqa{xO#8Uqkdw&^KW&d^y!-Ptgl7gfNg0x6WcSuS} zcXvxDjewwZw=^OtAgO?KN-7dkg3=A^Io9>R_Wka6>^;V_KkN_Bhx_`phOTS5)_MNU zBjz#ZJPtUZG=}+pcCRMzgc=FcZMrS&?9Tf++KPQGd{+l3OpKxLL7OT62w>Oj+#Jp@ zR5UlOQiHiyyFO z;G@Uyq$Mk&q8~pD+1M)J%;BJ~4W=_~`fFm%YaJ^?cE~K)xSP9wN>e}yYeauwujPVq z88#h=I24xWrl+ABks(LhS++A4w zu`zPVoXHaGFaRstH*O5p=jExjb#-cksZW=#1_7{#HV}7u)C+UU-_P3{iiv%LYB;4$ z&CRE-rJ$=!NlV)!c|t%fEVh={w+I)~5e+9bJsmityKxZ_n2T%mfrv{o-qbeLFV<+p zpJi{gGog?e{W$}^V*DH-M5T%6M{W;IU|gSzqq@5C_DQm!??EvP<(R$#M#Y23J4it? zN3eNFY7p%#z(_g3fiy?rU*G=o4&6HObQ|Jg|22?)D=OHU3gFx#&Bo!%)fQ(+o!vL3 z`3s`+m^9o*7#M+ji>2d@X2#kd4cKz4)JA{@0)VuP^>L@4EeD@dl7EM}X!#KYs!B zetq^V^8ttz;Icsa0`R8A?>N>enMWP!SbEA{+z%5|Q{j2k27*XQHt=S~e83L|?xt)q zX5|$;T?Ikz;EgC^`}%-61_Tu~5&=L*>$7#=z$GBak5lVpUW0#1jf~r|pt+ecbz^+8dJ!1J1E@+bq0fs+WBB`{L5w6OU4(E5FL#MaNBw0*cA);2fw3=P@$ zi$>Z$cX!WDPe+V_E_?UjAY?E(6~BBP7VpA5U1|eNygla0s>KRp%61gb}_%Uw#t*JjClYr zi|K_SJlg5W`FS=JLqKp|?*}e|jiY0%2GYlGHodc#xSQ&pJ1ChsM^Ayvann}9$yvPCQk_cD>)@49BfqwL8!iaKbDl-kN5?Y z_w|>6X{h!#%0jaDY_sKSmJOY+HpBS+86@woTrm;%sNh>*M2Bm5N7ycC{**uwkOE7i z4X~|?$1}g7E72V%!pWqPJN*?C^LkLnvdp0P6Xd?k2}WU!r?*ti)H1t zdh{~YGPMS^3Fu{uu|Qh)`Tj#e=h)fS0Ps_ez$F!Q{)rM0D>bq-@@M31p}4KArLCQBKB6AvR-T&U3}91?SqLps9R<{U z^>lF8h^l3i7)&;M<;)>x1>A9KvhvjT5;D498>GFl$#Lnq!>GLl%Tq(b!t&yFw|1^s z%)$fm&_AWLq5>}o+f!$f39Lj%zrM6882>sv93I*sras9Ag>#-FbTe;NFgyv&#Nwh$ z8y<3=H^wbxInsm537a(WFEiU11b_~?_3N+@kRu*5j{?+HnUF{lWZ+RtfjbM_q5>Wb zkd+GOGd$%LtSm2=vJ5%LWJT&HcHXzQ-z0L*g~%`eF8BxOacF?*#th7+gKoveUTFJh z80M%tIBbKu1p&q=3Jf_#xvjbHl2q1UI?p@}t(n%m-|ug1gqSH(f_Dhf^lshGgs*5F z*{JH`Qtd8CZWOc+Qwq&^$_MD|cQ2E$NV+>a(Vkb@s_sCv!=(z69IJipLRiYjEH{}h zX!)w0XN>QO)lQ^)2JnlFci4$grLmWz4ds1%+M%B*fRp{{6Za;i?aPCn`v;xHpT;av4+BT@q{mLhh0y%qfAhOWsVEgB zj?RoMzX({{Nq|mq(^bIx_hT-A4H^>^zVm69$?ee=`lAnw zarX=`mEjX zZ=iwD>{o>T@l9+Ea13Casn8={buB3=Hn>t0++4R%));?=KO|ZB=!U_&2*={4i>lL9 zxh{i$1^Ca^qHXZQbO}WB3A0|R)`?@vC=_4|5Z8TUgtt6IDg#7R1>>WmbeH(pE@Dr| z>U)9ca#jSlIWG2~FBZZj@Jy5i@3g;}<@yQ57U;<)XX!V%Xn|S(R7p!;ABPg@Nf_z% zn4DLLpTAfd&0X+jRR=f~fc*2W$R9H~6b*=`jJw@pl9CKULi$Y%DeyRV=XP~W`6_l2Q!3`wk~-aai7|Dnx?)1hrmn>DOIn;(E~W zCEvyb@bAknP;_b31G^3=5;{nGgcODpe`g#eKAG4cMw|Sz!}PY7!2IcocKY5#@)Wt$ z0c=3X2$AOj@Oy!>Vp7zTk^Tiw9T@IF+a`BS9_bM&=LxZM{SB15lPX>8 z4<4A`TII@snG4$F&mw2L#tuk)`7|9fU?f`?8k}8I=mTyt!MiP>zXB``g_0lU0G6+? zUD!6H;`EuAm{N>ZsDfQqV4W+~@gaDu(mR3do$Jw~ZUe=(t+O+Sr>~)ctgQS4GW!=I z%x}*ZLev2m>vEIQM$=JmeuVwx)-ZAA9%y_(L9r7ZM`4cD5_J_}K~fTLbUkuJ$mj70{0ibpfey9bSW?kYUNIXj993NTd+6LbP%*jk?F?W4e} zeHtmrbcuciAbo+-%g5hrk8z4Uvu)Q}cYk-uF=zU2aHHO#JQn6g0Z(Tzh%oNhL5tO5`G*Yn~Y0iC%CUpN^=QqsW48qu0 zlw~{Va9l!P9rr)Be%M2me%L7BxfWQo|@4&Ggn zP~(twokFc0-?Sxp0k|hIW?1pob)q2UB3)7~B^g90=rFbjmEdljEGUsn3t=j;HYyAAM&fd16|lX+k5Tsq^P`SlcWWo8zZ&Rgb# zQoethO39v*3u$U;fg~6Gs*H#ao}leds> zQ3E-yd6)Dv@vSdjd_*5J!wfSO=Mg8GoS4YzeEo$qHxB%dKpf2B_CBYN6d3L#hg3yk zMd7T{`XL`I>M;vr0vT6H;*f(NWak2{iD@Yf(>&VT9n0tq&O zcWpzi+2}1pJzamXm+6ve^FZ_{waP>NiMhFR1A8I}PQ3mpQEZLKa*ll51gCPcsZO&D zoInH|*(Updcw0emO#r#b_Qi`1@>^hNAz_L1-0OCS;wOFxI>PQ06*)P~F=*jQXHZWi zc*QKp&FG8cn0@Nt1CZ124Y_l%IEIJQf0w@9ydhN~N?LcDib{&!)?llzR(kA8XN4KW z{1r69NR9;~3x3)&?y16 z`e0xQR(3AHNkVq0#D9ppi$Q1yi3AK?Wn^VpoAQCratMUwKMQRfOeIjaVKUikYiVT) zdf37vgfwng4%q==MP9kNj0`o**g{@4BI6+_ne%|*cmd`Xpf|Fp)bDuVg7uDb`Dj8#kgr>LDq)E2f4Du5kc^hBO&~gf*|qzBn6_ z4A6d|M{g_vO>mAc()9bV^1eDi7oao(lCd81*zVC$w+M9Q3V)yGOpxYsBc1pf^8ta* z@$LEY#Q?U6NY!IHAYg6)PQDQFm`#8~RC@_jXdn&6Soeu!VLC1X=ezNa`HkT_*Avsy z^uXfg$73Kou}H)G5!~++=Me>Pqaq`*ypn-Zg(3M+JzOQ9bRe_WjrKwAh-bBYi|tzR zG83mi{KSYB@J_zKwu}?HH1iTnN^My0oN%1){!$dXPmOH=?DYHnk${}I&0*?S)W^AK z3~Y#`8@^%>^O2o^2ZxW(%8Lw4<{pU-kZeNFW07}%<9EYlFw${FjYs^qF&zZXpBMs} z55lk@t6H^n=4XRB0gz?_hD7AiV2cn2Z8+{u83PeeqyFG}!T~XMs*B9&0~6)lviwN~ zWf%wiQ9xQEx{}gCPuvDfkHyen&z|{~{inFT36k7UT9RArbeb6clCGDFRg?Y#oV(R5 zO*L-0@CA^46%P0(8$WFHdRqJR?#s0=I5Qm`;zeahe+lIj>@Y`YC4nA7P9BwE0*YKX zQDl|=MH%8A z5q3?&MneqrX`tb>M?-<@&ZJ{#=vXZAzHDGs66P)prln9i&^tkgV>N^w1p7e5Bb)&M z-*9)HiU>0inrk)(u|}^9kg(@I62Sh1jY!O!b6;JG(xC5wfmu9W!tk^|hmucj)&rwf zs!JQd0{e7z9DwpW8tmuele_X_cWeX1f#?CN1F3GnZyp*_$@M>hUKPeHzyOSk)vH=Y z7D;74K<|*}PuURw0p6G;Ct_B_5e_H$aB^ZIRw{-kOaQLO5JiXA=YRW!sY;_o)Rheb zPb{PO+zQlfkkz<6^_8@;e5K09B`7v-ZD)52wl^=;Gt<$D3*K3wItb0x1qXul$!`D% zKsAqam-m#k!h9X<(<^&U@=5e_P1mguypHkb$A9kpr}FnY<{W}j;iijmALlyshd1^S z=5pJe%+OlLZ(IC6J0*Y#5;Zn+{9k`ucdpBOCRH8ZGywXLD?mpJnUQ)pGF6En;m3>X zjuq$LOU3r-I=RDtH)?rtu^JW!Y`B9^6Ps%3@YZEQv9Q{LYLM-IuoUp)vB)toF;OT? z@BRS{!%Z<^=Mi?(gw}G7PeRh)phnxZ+nxJ^w!3zc(4KPopMe z>2;s~N;Vo%x*KL-&F!6LW>g>#Lv&F8c8ZZq)81JFmiPPco9RrZ^&`9ertOr5*>h|u)K6gSg<0{txb4zpCD!cA z?>uLBclUyEU9dO#8GeVS%_OST1)Q@>>t!uLwGOQ;6u&b}luS(TR#sN3&n+{2JNLPv zFNzIriZM;d(h2niGj^E`_nWtFiEoX$fK@UTjPCD%8I%Y(%f>|nRflCXq`fBqX6G2k zAhbPmL%?{Wk3DEug>D_p0_3b#A&W=}j%5?UU$iDjtTU5tP$+;*&01mX zyFWZ|EN^Ppwt98T41`X{8R|F3?0Z2^iZH5f+Xdv0jk-Xz^u|! z<+o11>4JiYVA!^L4AaM{HvvXqH;J{PJ4?D)>0obv_u|#k8i3QBPsc)|`61Q4jTo7m zgGHesRtk6_P#>C}U7YfSnE~)K0P8ol@BtY+g)kT_GJzkJI=yAb!BM5Qwg%PP`!bkL z`icO~+z<)VbvCg3G`xw^g-NocG348wMa2p|;!!Mkh^_^ey5 zW5a#LA?z%KIr_&?fFm%vk!Hwa8?piF%6x394}rLY)3ewj%G96|&{{FneAm~fFrl@Afu->77VycfA)7|k2KOPEm(cE^A5Q*J zU)kEiosb8t{JH+&)#W+toq#pR#TMkm9#rsHrm!;y|&ek@K&xu-}7QGdQFgS_icGuLdUIWZ~Zte7K3%+3vmGGJTtd=;@0<n18! z-oxo&GuDb}_4@)pa)HPsF9DP{;Ea~X?Y<{{pc7=-`R(z0E6CIu+o0UrajVxMARw{< zH%F)jFkUBW;imeLqG(P_JgQAVLMFAz>;~9ZCW=J6e6afqpY(+F)sdaxz*&`_FtP1&9nWnw)6x6tjY>`PZ+2!MTE)ftlIzlLNVhsVQwE zqu2J}NorwX0e-1Q-~pIV?gB(g=)8fa1*O~f3bS5SIGm%hBF-G+tL3Tw%T$8Q3tstq>; z%+v`^kqVzTs@5A2s|Jix^C06f9en4)2Or>H5aB;QamodMAPETx zbBSI!DTBhlS^5BIjbL<3r*tMhzgNi|Qg%4qeoZwpCI*b+G}DFv^05fG`n|m^0;2)1 z7wp6eTQFDVhRrE_d_V|&<(Ej-H!^}8h0k{3{yXl9lAwvna{m%VvX1oWfQ4(~3{WTn z+W>|G@YDH0`+KhEZ03)saPo>-(A-jk#s$YoQ7n z&JfsdSP1C<`W5w5*n0=1;i;x3F%8Y|MU0}*M^iY@rj;&mK2WtG7)dUID>tkJ69t9M z_7{fjl_(qN(CmxoD`SOenR*Fa!FPK5_isCxU!1==8b3drOOS?QXnqRp?IB{T-Gge0 znI_?8pDi4GWFARvqQu|VqORT5fzIbMWd)S( z%iV>?tI*8V0DJ?4c$Nk=OpFw8u$1GW-jTok2|5Yz#0_yxYApe)y?G&TC9M!h4><=X zk8w(C!Cn{#=M{huB~d7~-$q7IB-PRB{&N&oC0W&A5vP{x4>NW0%)Oh~jd zr^G+`5S%iA^^}l69LW#t6!mlVS1x3x3ZFZ)4h|0s*W!Yk*?hhq=|cSQA&L{! z8e@^|_rORxxk4YtYvC{`gv17qQ6Tt-0|r>_a2rTa6M~Y!Ip~s}nLmfgZ;pL@FO-*H z%@}JA1W1=CLvGlkgVJt|fV-0w{f)#YF5YM90 z*;q*aTtYxXVXBYBB`d~#pa&CLx9T52?~J=?&gl9s2d0b(6{V$lGDy7#$SSMXA@mp7^;(0(H|u%8uNGQjHeUi~0Q6!a{aR3TT@KTN9vc2D{9!N^39>1}l95zax9F zw~+u>%W2%=c)>Er;#YuiOD$Z1X1Cg;D-4cgDn}aNGmC3$fVPDA34rS{Na%L9pt_8= zeEO8M4j(yQlA`|#PzaNtDg;tU43Fm4zze~I# zPlKd54(u2LAleOGX`NR_Rs_}5)m`^!R{dcJ37LH(OvTc7?xQ=0oR{P(;^`?WayHq07u4yEO2+(S^#th&OhDfg#`pyD(vSE zF$GLbPJ*Q-ZOD`R$z7W7RS-;1#{QrIa}nhTrTV>-dEmt^M!=hdguBr-5VSxhY!fX` zhn@FA`CCaVEb&=^o1j1!;0EyvJDom~F9*cr!Z3xYt z00MBH6M3K)at;AYa+kKCZ60<^Vy-j#FGC&W?CF^lYv$nKkK|cl$`O3wwHl&2T8c&9 zc_d$jK?_WZAtzW@a_b!f#}fifirpXxpWr-v8N>it3iK~7n{a6M)-=HE671u#INv5E zfh_!Cb}29>;}NiQ>4<|FGwvR@e{>0)$h%`e{jaXAT|q3d@4SWVW0C>GXF65iKbO!u zLhvfw$F+WjoM2L!hoSQzA;{L&DZmtH{DA3VK>V1W9~x&UwX}70 z1+tXDJiZmWXl7q>W>!|%Hv-CH8z-k^QQ13|NM|GfR$)FFR2|PvvW|B0Vu5?Y2R13x z*Msu2p7Ro>0_iC!a_5<1tD&t6aI<&+LR1QMK~aQ6o;)-RGahG-n-@nwv^MVs`)R>U zn2)l9dDw0yAXBK^VHt3J2q8ZG6F8+LBrRF5fW$48=>g^vur)!9sHW9Mm}0oQdlfK0 zdR1|&>@n2Si|R*R1cx)}*a|QOpU!xWyvYA4j@Mtpcr@xUbf(YT zH$lV%y8rHy-Gf5pR>1e$YQ&cfWW>Z!2}O4%cftf14&Zu3#RTPOzzCpb;53jwcK;8+ z5w4_{{+FvtB;>0n%JxY@T`cU-Sqm7}`1<)>URJ*yI$iqQV;PT_r0X+Gjk5z~nfVLdKPMB!&MwyGt4%AIVq(p5%!fRyq zM%M-c+YKk+@5GKyKDV>`4V6b+!oky_D3}e{+t_^c`b!;wAL0phE3ki}Cot}FSJ}=m z*h;{tff}_A=iiH<2FT=cz0;mIwxz?wTq6up{z2||X8%Na zc!PWaFtLAg!`cwqOjyMpnc)s13uz0Le;$39z?8fLXtQs|c@4nEv5o1OnXmHU-!A_> zJX?FayDqM-d9Ep{&_?6Tq0jdBmnqeSG}Eynr6y4Shr5FSh$B8$PgMIKQ4S0e?o|Q& zZDnjc0{(DGQUJe#pD-BybIN!T{?}Vdz;nXh!s6HBB3HLNe8JkHfyQ_tX z1M-!VsVz1aA1x;>yr2~p#^%uUakil4(0O8NYhmV&&7t98>i*B4$UB%=SzvQ$+nBps z)A9*C!sd{(u(7gsr-d|z%^_jq?xt$tD(U3l?Br|NVjgeFad+g%zX_fBrXdm+L=q z7h72PpRmgz>+0m;Ov|Ccq3LSk=;mzVYT;<+L(3tl@o)T8mzAL9kf(Kb^{{~G_&=gI z&;Jy?Wt<@P3JXId<>#h-1b?B9e9248|L;pa0osTEzU1MiMaF&P8+f^Bx&HHJ_}Kpu z`~UeEc?b9_&VSy9{3}&gCo>HTcUpZ~4pk``S`JMMZ+G}c$kZT7YXBje_TMkX{qIlv zC#C!w@VOre@co|#{1{!u*UPs&VuyC*}M(b^>&;*>*X5b_* zI}r*NZltP9FFr9+@jYy~>JnXivimZWo554s+na<~h4Q{mku-3IWvpT7;KZ-BX_~dZfXR`i;Q=L0K_QBc7;d0f(v#BW~ z>Z!uMvsT8ApTn1&qu#{1=@TeDzTab~jPAj0d<_oje)BWAeu zm&ckH6JHhL{N(lAHVa*$@{yg}`Rw5vg87(Y_>rsA5&u=<|TI=F8|W> zx=XqE<+<7SZ5z&$U0lKa!HU0GMfo~TN)MIPs!eus`zNx+whg}5bKDht^rVOM>Rmjk zbyMS3!02+FNcZJ^wRO`(N<6EKaq2+XS5we!xQBwglmyD&+`KeJh>rRcG5fqrbSR$*Kb?cs0d zA4BFa%?q=9HRPI_#_O%KgV%Udg(%=OPRTWbQ}+lVh9+3J zpAk#B1>R!f*RZLKP_JWm&Mct}dAbdAYvl#;(&yBb)uE*Tc&2xIk7a?@aZ4_g|Xq3BMw|?=qUibm^^8@QYGS zvwyDmrQ@tEwn83p5*urdD~hUXEO-NC-a_Md zi%V+v4i*)AxOcdgkKsqI5i}fLGfLWl7R&EV-D`KYA#CU?Bkj2GjNgRy=G9U3XTw_aJv3O!mAGF1PC^JmS|!i|w-$lhAp`-fKt$3*m3 zRJ*M7QCVSa=i3MAP0k>d9E%QbldG?-s&(^k~@xHtXV-l3mS&YqXaaEz48*E%aLma1{! z=umUm`l|gk)t`+wXHic(gMyr^-%WNtZtL(*iM9T?=jW-~8SrGSUy9sNYO-%jQ!+Y% zqU3m)KR%Q>gAT9KC+Vwl{o!~G0UheCJZb*4@3)yy*M*wFuo66f;&+q7P*$^!FDQ_>(rSqt*G{lX9`zsn{$h6 z3iB9~yzbOp{N7HXH@Pl1u(4NzGnu$O`x74Wk0A&%F1+s~xv5J9R~Mn!T>jwUDQh5F z-5=nfINUz4elT(8ja%;{!r0`;>iHGfY@IVJ!UusZoU&0mM}ji}LTLQCx3{HI-H4xW zrMyV(v>3$Fm5XVN92Z=1xNYXh8;VDf>-<3Z(t zh?U5v!4HX9Z_IoWn|P>2%1Xj+NIUnsdk85nc}m1Hzj~aPhV$yLKN@t^aNie-{5{il(1cRoX+Y>*p6aK z7`muR`nn|g*P+W(2{CMJoeFf+Mqd`HBJ^wR`2k415TY(A4_*W)B7M!L5~`! ziu$5TjZcgH*{d83Nle#Q((<>gi5`cKc=zzBE8|)hrObW_k{W8l!^ci{IJYtV98u)S zex2`F@X%|t!L5(Y%lfH=e;rH6pqWY6V`-H()mw?E*}se8#zm4z=aS2Ank|Y(m8Tj? zv{})zmI|Geu%P#RQ9|Q>@VOv?`<$_pJ8rEXtGJ_INGFn|oRf&6)p!FPRd`adDboMV zN4%T#^kb()PIu6?a?7AEV@;D;pk75=jD4YD;CjC=;+lsLw?IX{37Plm7J1`-xm|6M zDY3}u$~UhNDotI9HKK@Oe3^yrv3*6dj|Y#b4OWJ@JjPC?EmBhqNEvChx^agKWon#? znynJD8o2UQea0H}bY8ZwuWBkO6Fl@=P0uNAt$p6}=&_u^Cv(=?HNPTtc?mT=Y!afS z`EMc7(%p4J)f$c!FHTl|?{;REx7X0pa?m9>xG1|>M$Ij_rAT3=z7l>33j#?I?$@5+ z1n=Jc9DQ?lhAwUYZT1C9l+PZ0|0Sp7<@*yVa|(*hcMbRPWvoM@QfpE0x7n95|0wuu z8n_oSOBZe{pCXj)c*2FYf;#UMB(eJ1^B=Sj4E09)&TH0GXQ#B@EUp}p4)`8wCpg_6 znLj`*@V@ts6j>*ZQkVSoU1g$ec?AIsM@i!#svl$a=dQ=!ZGvO8tV%7GZKo%T!{d_F zusx*w_fQNN2Ge7)p2@m7x01b?KP*k<9=0vGtW(5LBTyx44sVwb3_=Z8&QQ&KfXC1I zV1gjWKqArX*k#GJePC_B9%G=X;7(o9TwStASR_|;A3x^oWLN8H;QOeKAB_aM)XOGQ zap*ZMt45VQa;|?l-#opoWi|h$GkVB^vh|DQv#zmM?>kI2g+JvGesl9@CMThZ!wwZu zIXy?i|Git$&P}*uVN-c-ccF`d8pB%NUft+BWN_r{&wE7HTriB^wtq}Oo=%ufb9KcZ zXw0R8jWb%D>;1mz`SPondTyl*&#z>Z``^j_Q`aPNJgTCKO2VglY7kief+{ODdy3ME zgqZhP7e~djrWb-A`RUufuIb@hEK?RN%3Rm7F~KW~3&I<}&Xj!cIXm1~D)a8w3r=E} zlo2BfA=kPNdLn(kb1~O}HK-)teHU2D+bHv#v4)8#Jero|7*?8jVy-$|FII)e}EB5 zsJsFAaHIXF^i{{^P`7Y%@^Ce?aHHiCKo-#09Lg5vHYO5I-n9D258)NyW#{I5M9cq> zi=AJ<0E%m5z3)!@@0a-_31oWL)Mdn{oJTg^d9R+yEg+(E(`&^%R|Ta zC=(PKWF`*@*p}#jzdU_lSyA1jS!&=nRry3~d-luz z|JNH(&fOirw*L8#GZzJc@$c&$#L#YFMzB(h8&xfhE9%JgGm4Zf-_)%7a3TzmPFG_A zYta?79Gn9llq-Tkv=N2}7)ilLlI$o=Vxp29aYX9q|Mf@FL@1ZIpTuP3@PZKN?~$J- zPKI(u;rk*w?l$~;|9sL*c9a9212hUcUii3n^qfm_qmk=D0bz!;3cJ#+26xg$TSd-%Q^ z13Bp}^=lo?zI*n6E_Y58w@3H8^j{*-$3MH4o|3&O(d7PE)))KaysDDmQkjv{zzZSNTowjWY14GKFUL08eOgAkD`aQ10vx|Oc(>paPP z{K{*zCc_W6o=WlWNmU-`e?R{H?#*c61fTKh(ln37s@uCC445Zt_N@L(KGDv6t|dm- zE}LkwXl7K41GXewzI`BPlXcYJ&A-=8%k0uyoYHR>T!YqERct2Ciz~mH_2sKZSe1XA zKI27(Ub}tmAN^m3>dBA(>M6Z$s#iDVY_T=^RWGd=qM}GO-jEwtYvZs@SGUbcw<=gus zn{Ssk!80{o!+i67>tBt0_A6tJO2rbyGCdN*8a{ zyFPIwiH=V>`@5Y~p+`;mR_{@qh;o)3c>AO-k%rw~9=qzUzCIT2b^3?$w$qhp6VqO} z>)RW|+RlQf4I!lW!g`95;|E_9{Y8X6GE{H*)AJ?dY*%d2E37`1i}mQXz>i5VE=_%zzxw@oMo*iN{YxDPYf5u8A$saIH-wPNhLUo+`>zdM7 z7f4noV7JJ=Fcml)-Md+-o_XVblpDvM8Q%=w#)pf_PMT8Uab1D)WVy&8D_@kj}mg!p65k|*YeaH zok?bWs+%IR~^%SFZ)j*z=!#MB**sF5Y}*dt4qNatq0LR5I} zBDTffF}0)r-t>L_u72gRBi!RUIu6>|X|vHxz;lk8iAC*~LK6WV4<39-3#+~?s^mm` z4SnC5S~V3yvABmVa*TPy>NnYg-<2QBoZr5?4E!^|{qE@g9Pb~C+5-xcDM=Z z*Qn$#G8cb;Ahqs#AD4CyQn2k=JkHRr;*Vw_)dpVIMJ~^x3rYOXrB4pKJvcKH=%I|8bAtWB%gzBdW_p zzrUMfoX<{8LJ8}iY>pb3)X6J`>)NrfbBwom2RsS06*^K5W?i&49G0g}Sw%3}-^eKp zr+P1%Y*QwBk@CZ1w4R@sfcABQ{~^2S@=t_DHp0zbGJ4DW_R))Iyqjk>5oeS$w=RD~ zx8o|_;C^voMA)l5O*cg=F>}zzcHU;Y?4QGLo6@_=I4t1*otF$-IE^Dwu~3~3(X@zZ zctmZ$^MgFtoPfz zp4eL}U5M^z*3qTq8Am8>&kwEh6{oIyJ+#P7=2s%_H+)K#)z|S>`mY)@sp4NZ!|n** za!Ho*`4#>S*UD|>i(9A!z#@UhHg!n~~1)VLCTWi6Zbt48#Q z_ZNa%@0XtXYdb?e)27Kf-N=^}d?|{}rU+v_ml2PqUkH`&7P@be~>8p^Wamhs_UEQmoWmwF$s~y+E)w7k2TpTiH*u< zr37Q*5zU8{m3Uo4b>9@K*m9qeawzC8IV7YVp-lYY`@|kMu{gNzciS4TzdCK&O=&%G0x=9(qpZtq3geq}f21M&Y!embKV|!TBplDIOlOJ5 zUgNBwiSdZlqpWxH(%m*uSe_z59FGM|b$w1W)GOX@Y09oTHn>;GT6;A9DPD90v*M=g zS|Y-U<?>!*bk&aGHLxaunhr z8)wPnsZMsEi!W_Di=)*_5OXv@!g*p%iE?RjsWm#pepj-m^B}&u<%Ufn;`hc=k9R}c z<1b1idP1n>@uN^5lsB$wTeAIW(AU8)`Bb30TFeJ(EcIPlG4ORwo{ z=q*B+F-#pP&ojLLm?GkwP4-lfRi_?d`EP0@Tq-=_k0hadSVmG0l4MLu74 zRpC4kUkp6AyTOP}Pxgci=gZ53D$V%@`Vl=Z-Ll}VL*7{4HN=nEzn&@HmXYjskN<;f#j`?w%{VG0wI+eNrzLfiVw*$l zgBJ=FR~KwmSqsZz8l*&<@v5fBXK~U&A_fkDS54lvL)Zw%ttSCS+v=y~?7+Xi)vPo2iZ5ot_B zv)OWg6eW}74`QLJV^NB~cHg{K`ievD zz;w}EJZtBJP$#M+b8p2q-S5Ue)s@I+r}vmMDGPTo-w2;MOZ?E$G4Z)+j-}4A=2-@fbI@V8pA zD2RsP_2!PlGuf-aX2Nk5Y7%V^L*-{b123?7`E0b4bhca71CIo^cZ*jjHBY!wC-^;D z%GTbqvpAt6rf5(DO*cN5e)I@9e;a{*IJ}V^=fv7*E_M7lmQR#AvD0YoIYPT%wa37a z=ImCpDbCxTdCln+PtUhpdHpkE{QNzd6}41H^f*;G&l5f8PCkt;@ZGs)=fSRY;cFol z6H~H#C{o(7wnw>T$+uXwG4W&)!J%1p!{C9+r%xjGo20KRTp3Hq(vRtjSPk@9s|_v| zw7fPZ)XMSfu+$~mOg{3kA0xikE&Sqi5t;HUAB;r2lE0lkuVjORaC$@J7=5vj>E&QS zH5zbIa2hegp(5jus7IDY|Ha34;OR`j@hX&+EW;)K65M*KnMF6Ig%%K6H-wjJSI5!4#IwiMmkUtp!Seq(Sa2J2WoK3mvNayFG&`!|gj3F6%oORI1R*8ti*91%P>OvPeV%S z#mjevw~Ml$Csw(YUsItWGBHR=yIw$R=<o>v<)bWA#SKga7S?1@nj*`%IN+4Jm1T zckQUMk(G6mOwmP+)jGF!fELASRQs+wrDD(ND<< z^JThU<)8h$Hp1C@76wG}DyVo;86Dwj*TU7_eKgfvH5iZBUvlWHIS2P)qq&e{o&@>1Uy55SR||J9 z3`Hml)eka0?CyM1x5MycKWX#-i_axhuTtu%dLyqZ6x=ndP zmCWm@S8TClT(8|hpq`;>lYzGc&1ym2g1hZ}0^*!zD60CvRPNGvlPTbAsWhd0BaK<7 zL{rUkT4z;{t06dcD2=f-+1$^s={jZpU(uryCjR+f?xxE0sY;&_lSv4^MCq4wHF;Qf zse|q@CG&57Aon=n?6W!M8oWSsn5Z;AlK9K~$opFX{&0mWU5PgSs-cp0Q~lFClDE&* z2F!mH42?c*?$1b_f5|z$8~9|~OGN3}Mq%je{7#_n+D8t*ib$#D=ZLAVMjsCy=|&kg?fg{npC$Jm&=kP{R8zzVQU@F1>@Nxkvn6? za*r=cZZ`gkM|h3Ulxln&Myw|~S|F>=6oevsK!LhooO~sgMzj7{L}PBOzwd*oS5<|e zkYuR{JgqG|LRb}jm=PyR?dY(7luQ!G+R~%@ZoOe}hx2vXRI!-?4}xzMQCl@Hgy6e- ztJr2^uY4cDd45T3Gk&r|+W>2&VXT#757#rgb{{9RI`Ebw8!cXQ-$d{>Z_D!ui83n2L+ao~LnW^!$I{QiyKV0+R=cMX zWc0S#%X+VA%u3E(h#JoR^-XCUQ^cwJxP+K!t@d&IO1QNC5)sHuM^vv%D#wy73?SEVff6$ZU_Iv%j?Z(wY)k&(#4x-urb>e2j??c~;r)=hYVKWv1(F(QWy3a6;+u8jvvZ2}M~LfV%twY5D)~>#xTsyZcF#*z z23kjwxcBc}cy^?xG%d~q*>^cb5pa4~Nc&F7qrSn&7KmAyw9`yhP<;kEET%EUod1Ro{V_V}MC z*(7eC#&0JssiY_7Mt!UinY!w$@VcD;WHR0S&8{iq^xl=IWeEwsQ&X%mMyv0^1vPGB z+4i1BwURqc$&=Er;rLDEvg*WmOu2>u9z>s-hp;@xW)71HCgq$sel(u^*CQB zYRp{D90U%G8gaQvj*8ZO-7%)cn)vZ$Ue4SlaMe`y2;o30C^NK2=w|-z@fZWSA!*Ff zrlGScHHwI7EI04<%+h9)qD~(4Ze!!^-br^e#puB!eIu_A#~I~GKYTP?CQ{~k-_zcV zk?Gt&;FW}Z<#UH#xg-xO3pw>~Ek;uqv z!+)19jdrO&O-|hZ@n)pqsekFf%)n#eA8LV^R|HDH4Hy^9Z}3qtwaTAJzw@}ulges& zEZv-L{Q-h(oT%!9V!tuJy@Sf=lTzK_2Nwf4Z?Y-AmmKrd-0WKJL0l4K8$bAen0w2x zsM_{#Td_qzQ0WjU=@O6}MM^2@W=Ls}Zbqae1nFkzknU!ry97i!hwdI2X1xoq`?~J? z{y)#QJ@2z^?}wMqFtb?eT<5vge(b;F{J_Q)$s5XQMymWaYm#i@jZPc4n4c0U_W#sQzr+34DwAR>BrzPw<5gVg1RJ?jNJ-V(+ zD1d!lbztHTA6XP_r&$V5(LHxvT6n<9Gk7k^h|5H8AYx3G=*jetE-o@|GU*63`$Im$n;yOCt|a8I(83QG``Dy(cX^cmp$!gE4A+5 z;$ugbWMCemsp8ay?T(ku$L+H6SkGlt$i8Lx9St6Dp2lCUXB0F_BYLaRHjvJWfjp(AF9@M%v7#7b#s0n59LXYKGCrDZu{(dOazNM5H@CE)yw6=jF-7bA zk!{bC%Vm;xvdvj5N-^8 zmTyX*%QiiT$xS?|C#R>}np3hWN>9+~1g5N3YV=wJ8@TkHF+Icep>A9uABx5hN5?%E z^_i2)IMs4eRxaWCUuCVI%csl@zpvepLu^-K>AIz&r8itiyqp`izdx^ep28(m|I}eb zJQ#Y~za`z&@4`_&ga8g>1vc>V!pm-e7woyPouyCScspMRaeeFq$#_j!FF)VyrV}m8 z-&~HU;VAmB#!2ra>2p87*2990(8sZ0g9x=lBd4V^f(q5bC~@WQmA9uFI*ZKc_&awR zSIRVPnQ~R6vradTnX?pYC0bs0-fz~+kG^kqeS{c7wj?1HruzK>b`BT+>SL8ar2}s3R8OQ>z>v-Lbpaci`8z3=l&kow-G}mfuMBNedRwD48&&b$Bavr} z*Y;p~ZX34Kld#C1C@z|__hQ$gNxEG&uPAQ!g-=&}zvHeS^4dHw zgndmX6@Go~7MG~`8h*@;PrzT*1n{pc@n~?}$S>Hj{;pFf{70PvmPCI23*fDN&B5F2 zb}G?tN(u6#yS>+c0MtZ(K5!3aO8ALVpZ`zg;ZGgo8W1pg4g4K%Wa{O&|8bV?YzJr) z)BN9-CtR-mrtTp6>j1!$w%ZKn91>=%wU!iJ%FJQYkUa zJ9=0%hHTtf0`~Ahp@2z=%!!0Zx$Jj+4ca=@TyHCc?j$>rmSD78QJ@$hc7JGl^=iMH z8C+Y*BE;pFc;k^O*DMi!Z}Arf=V){IB+2iSz01q^@)($fa#+qI#N#o>HRjTKZGikz z#wQ=%lQ}{n{BymLXCSy=NiS&7_j5C*PrMI5`4_elf6}|7-Xf-yX^jF;%iN48&tYxx zsx$r55L*U(ZP^z~+#U6OB!L!2HZj6s8Zf+UdDz93JeLFTk2KIA$L-!r~cC^L)ulR#?FC)-ZwKU_) zMTye0QPGRAo`x+Exa)82Zu>0xp+TnEUY0U9O8XUWf33vvu+$7YM{wneqY?NXJF-rd z08C4=*VhC~vw-~}DRv1+lEpuA4u?z;?>-ysAlLd()B>#WZ(YhkKz8^Cj&n9#$bACB z$|?C{Osw~^JV~k9d6B@DtzQx3$Ey5c`*=6_YK&02m{z%dJRopljXQrOI8HoHEVSqn0f=4I^9pFBMMpvl8Zx zn)15?kNRCg_lx!|Gu~C7osZbW2HjD7SN(#MAypcM$hFGWH6g|MwKFQk^ptRzi1=Sr z{IcZ{8a91gbHd!=dA5RvoW?0{>9Wdvsh4s(QzFuS0uB#hE)=9dB@vaT{9&Eqml9aL zi()YqQ5kcO&nlB7{g8;-UhRSBQSF4UT)Hp%Cud`Vcs5= zzChN+yNeMnU(1R$_ML@p_-ZQ|gLg@LciY_CHobtAKJdLd+ksXd4#JWo>BBD z z5O02`Yo2uC(S`L>;s<`Bzv_*QmfTi)1#Y)TA70q`9kQIqqmO6k6l+@O5}~#guDbGu zHzyl;1P23Yx1!FfNAh5VmV>+SrBffk*#{XCLHCLq19=u(8;N3{ z>CD2p-{{PeiiXW)IKK=|5Z;HmhOJr88OFXm+=;BbGsSjkmb$0khz93Fs;?4;`~4G( z7yfqD*ky^DoqGj)PbRs#DZhj>AgK9lQqP8eAOE~w+vV(je3*xRQx$6l_%P<>)J4kvo_Lf55V2@gT$W)?k(6O<@+dQ)?KY_j+lR{ z9?}f&2_fdF?y`JogELkxSzBruIS@3vrjx94&eElPEo>^I{V30I5HT_14agH>z}6<-Abv{)!1s>81q4W79>?Qs$qBU4`t9|m4+M3)E6t#hOFV4^)~2y>1N1e zP#+&+Z7Oe35w5^Lll0l+m6<5%wbp(9)lZ zdM~DR9-rXvuol?RQCIGovL*IbVJLk3CEa~oG$PWi^v9iANlypjdoT<8A7!}B46t7+ zhSL%^R|7vJb-Kj5@G@)bGLIWt-Ww`JL%C<-FXJ;D6|7=MY_DH}LH!4V--+_t#^_KH zgnNb$Dt=j;c>~V;02Q)TF&=Hhy4JWmD~R(e@7iE2JRAdU#%wVq&pUu~2D*kR}KiL8Z zJ|)8M`PivZz5mm?HoJp(zX-d|eSBk30?&RH1#ET2ShDfOVXFB>kl!hSy<$%E9>FAb z)Nm;aIb{m%T&&jQJv1Fku@lw2)Nov^KLO6#>=JCQT#eeb()r6BX5>+Yo)V^pX$RL^ zwV915Pb=50E!{h7zFy6*FT<|xmK8@|JG!~*Li9a6ncJ9R-5WVS`DVyuEeB(54n{kI z_qU=O74Q{`enD;n@FetH_Jg!jylJx+N%x-vuoG1a4E*Q^pn}(`?poqXs1gndRKwya z&Pn2tejT_>n(AcE|LzQe{D#*7h;n;edgeIo0M$xtNFmKRAwO*4=VA3HJv><_5aBh^ zYTY8$o~*?tvE^b9-f_9aL)f`FrP>VZh>uskrTa(;JiccE?06^YmyJUkA(^UQK$f`5 zRx~6j*vl|}7_rJB=^(>C+6NV^P@G}F+fLOUFBIKDHgDm(z0WlXH>3^PrdZ;A_EP@E zl2Au|Tlp~0jbR){WfQB4V4rQZ07rm0UeSiSF? zi4lB;jy>QFTC0B!_SNR7fi+fijuB$!ylP2tT;E#XZRBnjtyU_^7j?}D-up+0-W%f+f2Q;)mjOzB& z)yxFQ6BNQZadi{<2!(#zYM)i`3to`XA1S!&M0}{EG!z`I+oowO9mCxnOY-Q_(B|=> z>&SWU`70CAtBGxxI_#8qmte3%X}r}BlK)b~nUf+4}_W11_ey)(A2Th;sMJ>0qjD8mR z+XkUS<6s7_(FYxMhHH3b5PHrZ)$DZbFCLICmQr<9`eiU@4CkT(5En&uOI5wtvT zn?yEnbIE94$?cI+II5SqAZ1(dd3o8jfWyF?K+yc!w@%j(=U|gZzlgZId=RY$mxS-x@h@U#!|^brMBOW}L5Z+!1~v4}Fo8^E@rZlR2SdlPH{UdiHxDtP zyxJW&9)q*ipGzA=*_OE-x8fsrgG_YBAW8*^ecEo&Dr z^1AW)R9DRV7P*_4RB@f#KIN6m3n;Be>>14XNel`5PC;s)mie*Db3fN3(`v7vagfm-1>Cd$&Z6&i1m$6$)UXB{`l*u+BLON9mv&+x5 zm+ULJh*%M%zl>kQCrs8MIkpf!CL4*P>OsOz=-4W^Lxt-NVD6c!sN!|Q(6vvxac{ug z&giX9NG9OuydAz9c#Z1kR%%^qs#i|}(;eWGKoyPb8SEpo6N~{HU|{+{Cex@}sJi)} zRa5CyAzSs)ePs(r!k)x;F|E93=R8fSt5%P9wO<|4^POpaE#@|~LFj#{)GX9BnJ#)- z8(w#WlRaFfANr2xZk1=fy_*?A+tTN8$(XeJa)R5{1yos`;bCCaLLfQQPc%XXeppp46?lKR&C+)2Dz4vGI1KkbIRx^C%QTQm7Xfv*1NJFhOTaMFJmqx#B1xaa6dnn>ZD;sYe}I=GTZ=~@aVi|p9ibz z6H=V@G=za&(C%gS->{|gfi=9(X)3Ggmz`T*Jw7BVx0Xpc6u!S9=+p~2VD?)0E*KKr zl#6qiIKI~yjQZ#sX0ys%Ele~oiJHc3DvreqK+Q&@=U=B-AasQQvE!TYHHLmlseNRk z)4PRMY*Zgfz+}+iK{Lu@1*<~}+t4?UT#oJ>iBBNE!}3d{YNY)N!jLd`w(Is9rv$w- zq$LISTTa#=9;6?YwxL_{#4kk$x!9@Yo#dsx%5W1(J~O5*Q(x;)H*nYGdv1;79yBia zCT9|q{ap{Bh@;ushN{@==X3Zx;MRGbA&sA8{8(6GKmI+(Z+Pu*WP-6p&d+WhqgNmp zVx^Zf8H-e4jCv@E+_Af~=cstw3XpXYN>R-s>upRMP{3MB7gdie>2ohym;)$L9xxm} zYAtyf7Gv+|IdoPx4bIp7F^*gDPq<~+fBHd7&>iceeEm)>Ds$R;UL$N3St9hkh=IYA zdwyp$RQwKNUdie*z%DMh(G<%MDAGqnDV}Q1tU`%B1!l0fO4u)#Qnu}#@>RAGZL8S& zgE0iZ*l^k5JmABP-SUJ9n-%zDUxKHIK=r#@wjs`(cR`v{q-8yR64SZ*D zwLe51-@m{;-=><-Ryw0t`64%nUv(nSe{$^Y^gY9htB$bQFGMtqBD(XUVBlk%(_5WL zk4h&}wJ)NAJayQd zU>gM{y{qaewau|7W|p;Q;bfY<7nJjdIjF@=qp|tJxjfIE@1H)6R=`hBr3+?xsC7c9|^Us${nJzWR@qV?V`{ah)XRKC-k1TJ;u!4(<2 z2d!06u$UT2piV%2l6DpNJUlMWVL9T-Bu7kYkmuh&RA&r~hi@mmA?DcwT)XY%paICW z7=Sq|>l}TiZ`H|CuAK5FVB*8{N^Kc0|4z8aIH-J`ml3I&YTZvrF3IxUqS7t!NFx*m z5!T-Dm2~S;iLQilTD$SV>FvVaw(pF!_|^pbu4S{;Fo9#y-RMJ+BPskZqEsd9wvT?4 zg>#VLC-AgJhN&A+o!k&I+RB|cLBl@QI(_DtK_SLD)5+i8&Rs9C{fOV#!eb+N=VBZ0>fgC+XPSZ$%LJ?*ds(eVFH%A(gk6#mHeW>q${K0QBq>>PuC9cH@ zw%Uw48TF#eVy`azCfVW%$gdeER-oa96q;lhi=Jr{2?86g$#;jZ7ak$z5F95CT<182 zQGfKrTD-sX#5XJdCq1!*+>m^{`PRW=W06u(pD-_DFY`>O_vjdik1${vDzSH^$5E$d z3-cR#pN=SJ_BZ9PiEh-<4Z?wM6OhhjK5Y#z6rI&bh)AL+E#ejy)K^$w;Z`$(Zye&>O1G|_+uaN6dA@x!J#0XA)VuyI6A zADx=l!eaWzS#WUI4Sk4%DB^ zLypo_Ql}@TJ8Y4_Y*tLNy8O{6jhQlsf$t2Xwky3nI^lL+(4vniNbk4Z09j9bC}Xbs zoi}8GPj(K3b6I%1XM=gLwEozLr6olUYWysnxstB1tt$lOP)-q8QkGUA5(@@EY=*z) zn%;XrFZw$)_`jc|{C;?@v6E?TE47vhQY~`j#h}%mi%4z9YP-YFHwnKF_f8d@kXWy% zB@AGLFYD%^rUt<6PC2G6V!%c}#GN3`?7Cfj8Uzq5IyiDU00>_&19^P*6WU?4$>kek zEj%X@Y>kZcF<(F^mjBc&G7f-dKNF^u$#kZRPGxt@@ylLosb1`EBY=2TFp!dY-shz` zlM*Pm(s$LbXBJHdzjbP{curUvKrg4E`;n$EU`{6DTKaU$}9|3bo|f z7df95pcRsR>?n&ido9y5$G-w?j;bt2qz?A=O8hdgIp zf-S#ugQ^631McKBglA7rbHjq9OLOOVc|QrpqfVt<(iW#H#NyY!Fmm+6@2M$N!@I6 zn5C8M2;~M&Gd0Ry3<+{7h5`G`Y|8TYwe+8iE+AsTidOa3O#d*gZm0lw)C?e~|j zKG?9G9=Or1N!P|p6>%}fx?WMN$*hJULf5fDWnG>5XI<~WTH?R)J(7g^oun~ZCaL#f8 zu`o59Dw_~?;FOIgegenYBub0-6o-d2^n1?V4DI=C7v}L3+xr~%P>{g2Z;qt*Z;9t7 z9?_m=yc;$#TOCix_!c62F~}3;ovg<9v1>1F7a%VRSY z_O}(Dn#SScF6>5&4eC&*Uss5Wr=nX{!qsuj*}XeI`2z6gnnX_cD_s{nDEM}0BzOkH zhJ>R;sL|N)`LLuF>02V`&MHP9mQA%Hev5r^V@3>vE1_XqFLBzm(e}55#x|l!1)D&j zlD=rWyr^DuXA7K!m8P+sSvDES6AAG^RVB}(@-)y$RGC#Z= z9`UgAoe{c4vV~x^7pvX}N+)#l(eU~jQ7W^+7`Uo^oJ08soS;X zl0T*qWV20kK8&&?hRQbTFyTJA?`L2Ok9uagQ#FmhfQYIVm%v_!E49IPe#~Qz(;y^} z|3Ye!s~}RF4LySmLO5I4qcD%NoiF&kw#N%MN*4fHk2T#U<;AeaX9nT46x*Ku?1Tln zuUd)C2(-GMj9S6q#q6Fz7STecJgQFTR-eCQ+d{~Qu$HlkiN`p~bn0CBY0zZn+u@gr z-#HfoHa@VPt?VSuGT!Yp3^jG20H`vyD?5NeX7;6J>8#H$lvXm268{C&>MyOdUNB3V z5>py*bOL+|jRHfsYhKZrf*q>cM$5n`2Iy1f6@31T`(<4JN*R`&-|5TE$CnbA;trrs znp_EH4!+@UqY#`xjwkYyAElpT_1v?-O-B@ARWyQ5fNMwL+k@MuIG!#ZugjxTshf$$ z^@urD3eJGRF2Z92WVtHqoDN!kHk0{$9B#j(r z`54AzQ}VsjALtDX+rk`EbrRe1Nzg_x(jg-3wPWK48zb)UGr6SMGL-ZaQ8PG0r0u_< zii%`-Gj(Ja3%p{0|%2upP>g+9!*JJcFfSOJ9y4-1;VW|`?Y2Z;#Xzda(J=;ZLNl zxem!!5zj!RhAY_!@I2Y+l^o0TI}FSQ4PPBmOzPWWSl4~Z3D_ltT*0}twj&Df9_|jl zmX2(qFbL-}cAO|>__=W~XV^C!fF03x+J5GRgbK;Ukd;#{UR<0t?&^oskkjx*(@4*h z$FY9&na7=>&C8smj6?7KtV)ANGZ2hw>2WP{c(q7i5$1^)Z?BD{e4B^2udl})!WvfZ zR&9d!F;{3Zz>SPGI8r7F>z$B8dj}YlHpx!(>f~zBIrCk zsH5}NZ~J;=FmSk4KdE$#$;#WpSSE<&f9FJ5KR?e=tXrW+K}gKqUyFzbi4lTXjL$%| zIsdXm7zb~_20^~1HZ7xibZ5_|-*MV}x}ItDR(1DDLY&c3oKOeZ#`eq?WQO{EL-etNjvfYP3!#)G(!6}b zr=;>N{rQH4#R#S}ZXZrl_Ze`HwcSF`8Dx{sodJZID@=ka{XIonjVu!v(LSHGb5n#K zdc@k)a#>1BNu>m55e_Az07zG1nKXi(=;PbJ#IY2DZ^9>Qa-N}i8iD$IKn!a@rEAUW z#z30lwLE(*x!|sYeifySi4lSbAX4Nc>qf`tG>xD<78|e9QgMuYi{>aXakS_-!VR4dwj0pMDKtCVFI75fRMe^h+h$zNt5>F=X4V-mbtP{a!y=(->;WsCf{%m z0Yamrr=PJ&DveuSHUU$gM~%Amd|}CU9V-QHMdv|K>BAzNDUE$<$~Yr56dO@M1jpNi z?j}&ox}?k1+~Mc{NvA&aT)=apLD!2RTK&-@Xs9}gmd6|mu!G?E@>x;=_ z3^Cg8r=RH%q}1LRUC3yt`nkGNSIM_ebB@jZIX}R1gdnJTPbRPN!70oWtPU)65VOL4 zcgRo(v_o;ih+>=LKAm=ga=`P%j`fOo>crx@GR{6dqmCPNYDbLn)-wO$i4 zk4sW${-G1$vihrKs=uHg1vyj~CTi`}IKaojMei08LP6g9#V2!s1Lvr`u{#+0uxBb> zsFQaivu%~*;4P1&j1Q*>Nmk6As8o&m?qR=;F{)dKa4s~Ar6wNctH~|$82=$!Y1_5N zj4FwLo#oCpeBi$V&d%QW;OcSh{H-&{v)r!#iA?`VLkr7ALzkKS=GrnE)ATr=KCO99 zI+p^cw83iz-KT%+QMa?HfII)ILWRM@;JqSRGr9K1vZ8tXN0?&&mjnemNNJMlxFEUv z8`aGN#J2w=vj50f|HbNBh`m8V_?MsczcHgm!hswAKXtEEN^r8-KAV*!y-^5N2^JX7 zC;UJ4rqG)?S<{ZKvr35h3MK2gE2f*fB3>cfwqcY%>(|SLHjsb9P??f z`qg~e4ae;zMJL1OsqUjcs9a37c0Si$mq8V(yQDO&HD2bu2~n|Ny??QCLI=%TC&Zzt ze>V4Ra&#n7#Ny$$)PZEW=_Gv1_X&QeP&o6Y>gnZqp3xE2F-~0V%M+P+)O6nIT`Ua$ z)H`@c1~TM-2wq8QEHv#~q3X2HV04iPy|deYD_jAsy$1W+s2;14mfimpy(r#X{5O1@ zExjCjDA7z?HFLIpk@^} z*WlmvWNsj_ex~#lb}~O}g9QjDVWPDf9H#_En*mXFME*8xrYb(zwWbt94`xx>^SpLJiHih>duU)aml?&OX5 z6}mj+gr^(XcFvJBBVRqY(tz_T5jNkMUvi@bNnC%T{V&ZDzs=sU}u42H{7e$ ziN)%$Qn6Pw+xg{l;(_`eBn#U3bteqgFNDSW#Cq6oz=V=F*0tz{;El*?co;3hYA2ni zcGF1U3xIb~`)2sAy=DAZpIs<2hk7zA_LM8QK)@3;*Xpsp`kaj9+TiHp>xgtDuf9&H zuW3_k`MqB>R#5)_v0P3Qql(MiH%)y89`K#g8Vz$FS`S?OArL>n^X}e_LQmLxzT#V0 z*jR3fYii_YphSg>AebH=@(6vSuYd1jy1peM5J&`;Mb+o}#x1a_5e=g9XFkmn=Vrz; zJkC$7NsBLGuDn({O>!i36oM`WHM+iR`gwqw?LblSZ>8gf87J zH_AnO2GpX6*FtPJgNmzt^b%S1*(9CFCH4UdU3l`96xrGox(5qI#*=xN!6mv9+3!Ug z-`#cpGzeb_E{;_38HDAW)aGAZfTODmaF@ZK=NB9DC*u9|sH&U9<4gWdeXWk#?=r_ZNl(jFksd&O0_=?A7Fb-ruxiRKwIPd%A+oV!%YY;SEQhqCiFDWn420|4>={v%$?Qa|5qlQ zN$UyWZAK;GhKOfVr)~ZnZNLqA6|$BZlQ;>VyyPj8OMmP29&*Jg4tCo(r3YU2XJMmH zyel47tqI?6H(2+yPC9aN%&LflK)m9{*)x3k9e$hNk)aqJjIKDES{cl9Jcom`J)y==%pr91>X%vegEYpa`+~&lC9CO)<WSDA!0@=s>Z#o5CNi&okeEBt0GIDMl#-glTHLhhGpmCg zyta;RXnk9CYEj&kpcy$Xrz=N~FjfziwQ*XQ!F2D}{kXU7)mi$9L~Z=GgXH#%@YUTE zO?n*C`>vc-u^#_jv)_}+CgyfP@LyM>xv(N@6dN=nfPD)>G&Hyozb}Lte zDo*5?cG9nj+iEj~?bz)BiA03eNE6fSmu(^50NJmzpXWN43IadZF@477@C`GS*+;iA zRMX9Jsgz`Qh`NGL>#V=BD}~FpE7;TJWObJ^q}yv~Us|#yM&5`+zO7|&`+;VyJsrrQ z;&7L)WLP)$3qGNGCivSiKY1_x$(`p`(U>~T>Hzlb(m9d_ru@WRAcc4k@iDCx1G|)s zCp)aonH&Uq+4sv$4x7JCT>@`#*4^SK{)?_2Zp)(QOTZz+9$)VoQXhBcR#I$BH0+gv zAKQ2VS(?#SY{SIjDA`nNKME#zHFe=%0B+AZ?GLO=NKcJt0Z85!(5tmL+;-xzFWeCa zNM77K7K)XqtdVcxeWnv*`yBmxN1>H8Qw39;v)SV-`oW$nH7fL;a0IE4dfp5#Pry#2 zGtf{1@SO<^1&xtJ7qbhuV}Ez!a?%=tfyM=}$lA#kx0CyH^%Y#UqkUQ zNGNznV#9#rv$!{=#`yvt3g0Pam>;#Sc#BkA8cGAwH(%} zZKn|`!BOcOa9KZ!&9B0l#&AHoS@emLC?@>T33H@Lh~S`)LpJ^mt@ndDbyg?N)KN}O zjP0jE(9%`F>KDryj1P=>9uUa1_W|uXzo!Kdm#i~4775fZ0 z*-Q^Fp{%xdoLxQFLW|IG04-m#ura?GcUGai00qiFh%jQF-IlGur- zj@eQqYTPD|k+Zr9q_~jCyoS0T;)^ucf-Dfj`zvYB^LeOOuXt@v^FO>+VIS<85N*+g zn$xV9bKXt9y{Vj9IgoUIH3n^$Z==0j^PziWu4XFjGn4t*H@Nlza6O#Rw&u9Bu^&B@ zCA_p;Tdu4Cl46A{m(Sis*&V85>rz{pUP2}+j=oCK6O|RRh>DUdBBGp* z0pQM2;6>cVM|xE6`_xWtMN&ZrKQNWI1qeG$R0vewc_u+BW4gSu@ zt)|h}sD(9Dv~TjS2oeL>vSVJ=f$~F!vmTFKpovI()<f}9j&j04_%Hi&N@?eACWhxeKm2{bSS6orhy!2IuFQ64te*!K- z2(mLE{A`ZzE3jbxxtJ~14`56a$*AlJbXbJu(p*~z#^K5AWMT~=+*=B6kN|RwaY-E2 z8TG3*FJ$*cL30sUuuS_lxQgx9a+RBAGA`nn`}ox&T`x;f{N93LyakvYFdpTcD`+dF zug>Yz2wQHkn`i8Bi<<&j>`%$(-9$-dg(L*11ks!A6ETaz_IGZd_O8;;p1~Bd3&uB;m4Ykb!{Jrl)agdABt2ix~-jbft-We`EHhHh$N}b9VoEx6lUtY4{3y!efim4topps z(3?=eUeiTw*RbsgpmzJ!8}e%g*#?+~q+mfbSZIjGn3!qs<#;c{0V>kp#7M*ZDd-NqmJ6B^kPhu7rgBWVGeOqw z(PTQ!UN&pEi<_71`*T&#=HOf_;03sPW6%KjAeeQ&?bfK9uYx`C)&99>Z*z!mS={eGRigx#NdNP3K8&M!6bSLS*5fc1%cv1*P&{ur^7_EA@|hCxu> zvXno}HOwr6sFqV49?*ZoT9L zB-AE_rfkBAa>sc&%^jnByl4cPV2)_%A{w^;QorkOHZ6M-R8T7(kH5HhTjwm*haewc zR{vpdB8RuT;TiJM&PV6xi^-f|afU$Vi?W}yei6lbiEIpGW6{6zs&b4W%!ggsKVc(O zk!nx#3U7}IYWR^rV}vEmtxuMwzZ z?d>d%i&I#oC#BLt{B^^dO(*Y?8C(5{1B%1iROGY4QgQ@~+N`$u^IZidKO(X8VJVlC z9luR9m}edj3@9l)lCs{s8%e`|Y^_bZ&K@=1_YdkO7sziiPGw6V-PqPySGZPGro{Sm zuzJ^+YV2NC5&x5e=uLtV+Y-i;6jyKYWM=&fmo6^Emu zl+G{QeBY|h{qEx_Lt<1K7)}t!*CET%+w~s30p{=?_!fiKqXAzdx1;h!@f&!|I&FDj zQnQan6rT5@Ooj4as%(KoU9Wv#Xz*_4g%Yn#x{G`;)dXG~a`(MGQ>#n_C8;3BU zm4SG+ucBMmbLn?P_Ntij!>%q$ly#nCc52p}I@!bzetzc1d514i95c9{2{dJ^z;yc) zO=~Jn+Lel<^Z<$|^anP!$IefuTYlQ9w-J(%!yVIwJtS zTs031<9|)M=~JF3+oCnIF_FaJ+`3G+3cPU8{4-|^qhTvsLuJeJ3WxSgJ@mCL`oAsW z&k%9kKwp^UOZ_@8m8*<%PgFg}iAC@DM;2@?Rpy<*6|c%J8!!L)aBUQgh5pwCb0cOS zFaIW053jfLlq1(_LHFsw>iJRI&gHqBx?JN~L(`)bTqAa+dXqUWV~U0=w(c2Ls9H5| zq&@fKf>KA%$;D87+}8gBu~=EZAdw#f_3++JLv4`jJPbv*6(-~>JwCfhg(0Ir;1tbw z%SBPzNumE?=xN+E34d_B1{)&83kuZZ7SUl8Kz!)x?ndLia%#Pe5(iSoJ#i z4M~EgLia%yjHVM02;Z0>JAn93$Gb7~S|rHKSHe-g-k zsXh61c9u}Y_oWlLTgpyM0nu_DoI3`Tk^L*U zETLp*$}wIMA(vxV*CNMDUy-KlR;-IqWQw-v%dx@_vEmqe=U4H`%mIOXLA*cvx^bXJ z*kxHFGx7fNNxCu7H>?7k=nO?~^Gc_B9H*}7c?+JVftvA$P(;W0riV|WB8_HDzUu0B z-Cv+l80<#Gxmb`-#$$H#MeS||=6SGJm2;J2p2v;Awt7YOlcKJ)ACHNb1`eNgav9va zh_ArTa!Q#7L&$oXTDX&8`~O1{{X}5^3bkt{M>qcNA^Iu|%sl@S$h}H0yWIpa`c=Qu zEBO8u|Nd1(IF0Dvx#TN4{vW*f|I-|C94?ybU;O-2AQouh{`K<-SX#dO3XS)#MyicJ zPB<1*|C8H;8R+tVCzbyt@n+t>`W>*)@V`qcw-8_do8yCD^S`>sl-K?%vCVOO2AR^^ zct#xK6ZAhCv4UAPh%-&>x%g1Ad!n9~(VMh$P90OQ5vuo(yZ!Wrzc<}`nKiZpuo z9~FLr4OA^k`cq|Zf*n*z4Ia!jHSoSTb;ah$rE+h5s^XppLdzYAr$qx*|E;Tf7`uv=B?-z9*SJe(9NxakSou3bB9!6?C4_KKOunyKjTZ>07$+Skbqq8;lkq2{?hv z0Ym5!PgS>4D~P>mcx}*+I_7DyjrP2WjEf~GceR_+!Y|@uuH=SIN3SaR=WSG|uC#Qt zKxrIij>3(*x%3(=8t+`j*vlh_)9<2oyQynprFJ6`yN^y(YeSFd(V8LIolDtV@df8d z14@TAU%8%_3gvy>XF$o5?$5Wip;T*MO6CCyK>Vu7r(_Vcz=OVgar<@Wov$WMx)-9W z*WPKd+-vBm`09Auc?brHI1_9gmw&Nr{-~q&(+Y1Nb*r}CJdmP=6#W@Ewgmdd$U&kG z=h&Vs%MFIi_~B|6X8qnNB;pjLw$exg>&|D0=_k^I_$R%A&3b=w&X30|tzHyng8J!@ z8BphzGXZfe?`#FaGv&41WnO5qh;A&nPZZ&~v9b>~c}y@VR__(s|HX zPNQ`{%Z~aq|5lqn75RtG%-FnLo&Wp1cYogGpw+23nU72PbdL}P9T zQSJZ8Tm*6=Vba?kA_>J{6VDV2?Wx2whV8?W0^6V`cT&Fd-o!Te2l>u?c7`3Dh6t|K zQFw8Wq|_H%mrKt@0fRv}@%#}K!08avc!XRo<<)CDGYwA7^+l(} z%Ua=e^WVX7w;SG#_;Af*B|tGg%lS9s#MK!b;2n%u*INmWX3s4}^We{9slo(VTI{>%b@` zw9~fCeb>$Yf0%pAuqwKS?^{q%L_t76KtQ@dS{emJy1SHaq?-*QAT2E|Al=<;>28p2 zHr*Y2?|DYg^SrL>zMkj)^nQ8y$Z@cly=G?3n&0|Iiz^GXV>oT_z8Dzah6lW`nSf^9 zemr&Uz}~cTR{L)M<@x=I;t2eZblFxP+eS8r52u^s*qR@ob!v!cAj8s4w{Xd=8gpKv z&%5jkZsp+d)30?5aBPf!+L8CB|8iCdTgdQL?9O}w+6U=?T&=U!D*NQmg$9i4n5f{3 zUsx1yID&)GDfmcVdm)IBfH1MOd$K1nq0r#jHy*9<8|NIiXyN3t4S;j|Fe+XB!g>D+ zdaGWaP(^a)_B*_gKa#V8&wLZ5&eEPfolW)GzI+}oyYQuN@NESQ1ry0!_@b`5Yq2Mr zw=;9poH<_hu()Dv#0O~%!U!N`vyaQ4Qk%2Ur2oQkK%%t*v-7fg$vQ=k!X4?ESNY?3 zGE}7!e~!n2;#!cYERM)uKPSeOlt#wa6z|s;-3|E-s1tbt5B=F>v1{y{6J}JR*gItZScPP-shVBSL~HxI2u#ZA5#$C+1C5%vzLqHtM^3BV&z*$I)ac7!DuA4VO0ql z6;o4;ts)schR|^&)J^oc(043R3x2m3&*9^y(5+0h1M2;UOSU1}6v}5NrQG@9g@3fA z5+$7sq3rTI*qX->CTpvm`?GUCHd+au6RWgeyl=OKU;U*>ZD15^m2J|uPLi|L-i}PO zi|RK}?v4L5jeqe(4wDQ><(vr>>OEDQLLJsFWxmi)EfB0M{ylly5gHn=D~Ha{1<-*` z!LIIyAgeIVwXYcPk4PPHA)+&nA6@wijPARmYgzdM3d%?}Rt>e`888g;hPd&xSW^!- zdX~vDY=(H-%LbIr$!&X7@e|VeG;@3pyfb-qLlzea0|OyfA)lc+Dk5qCRB<1an$e40 z?eBlUtG%3N)QFa^g7qYPdz8Uk@U*fhl0l6`Q>LGr&HdZy5MU-*W9(SpdIlX-dTJj* zntOrwTX0&0Z(#1`Vh`#~N6cig$;=rnbmm|c)-@i^CMx=dk@LmPmX=TPenYh*NP7+e zd3@hG#On2-_vNBRnLKC)hKHR28ak(dpNdLpy1+{4a~u8BoeY)}K0+0D=TR|5t3|AZo!0q_o(9 z%A$5}|DEK@hLQ!uTGCDaADL)2{c1EFQo%rAwV=_YV8$*^vI=kC%qnOCez#>L!b3*q zIkO{(6=56zdv~mi+3K0$xHZfp>FMPL@6rbgEw*K#r0yCo7q)w0KE)7 zfWT^KiglWX-GL513UG)@?&&VkIL;n^D!7%2H_Nv6d647b`g@C93>-K_`2@lr>SLfz zf&M=N5`QNwUZQsFqWI^hUv10O-ITu%?a>KLd2!<^U;1d^OFd~_u|Lvs;fUtU z`}XDX8AC}m3syr{9~kU3bKthySu&%$uLx$(+Qf)7(Ig;Tjo?t%W?w)jfzMFlF#ig2 z3)-AxuL1OAgY-|w0O^Uupp8CK8sw}YSHq;w=Apu8bj!fPvXNTuMA!Ej`;_~7&Tr_9 zQ+{d%mKevk2fR80Ku!O37ds1H1Yj@reL7cJF`FBhS_+Ay>e%wU7kF7ep!f~`Kw@yEDnFfF!-s@f(5;4p(&~A#f{RK+Iv|;oXyqZ{`%Q}}|velUnGqE!- zR=MNbA$`=;uP_0O!7C`MgKV1*16#Kj8+^&}Hk++iggV!jl{4Mb+1_DjJ)qYSeRHXT z$tp(IHdnP|^!<)=4#fr1{d$=hPU7;&0|nsKL|wY238hbkTLz2?5G-Hs$Y?V^F}bsz z=-Vrz7g5PpQR%LS^Ol*?+s!nJ!J@aygb;7lNR8e-u9k;3eZPMHvwY91*2=Kx*ZteL z>{r10I`EK5G0V1ZAlJAt`wISv_E_YC9Ya}4{&5?jTg5kH>2{5ChD*suI%hjF1buOf zwPDsv0|1GkzPPuv0^fB;#)-N%jM~CgGa|a%`EgvgY;PK)Q-DQk=4Uq>Mg%XS{CSJ{ zkdMVa<-1w-B_2JG=0YY={5w12vl9??=jbVjKj~C9wbX6=6wu0_-6%~ z$mg!fvsJ#&4+wpN19-be_+O1KFH8r>(%na#>72y7Fp^9j#4e|2%TE!3O9C*oP$W)( z>dAwv)K%bam+Fxv&8l)#!|Rt!KJ#Fy7Ly4TuxZ%{Z+LmT1SU-K+m@EhpZ}HA*VyUM z6LY^!k+eYON2a}!KC-aX`Cry)hOY`ZFOQC%)bIAGosz7lLFrt6riMO?5|chSVbNeD zno&4_aXSj^n~O;G3o;3J1Rp-xSw2TP*zG)%slh6>#)e4owId8E&sOKH-RD&DjzrIm z>W42okhQ|gxf0;je=5lnQhJwJS3-ZI0IuymuuIQScDea^xc@f}n~>>f$##8u_eC-w zM3QU%*NaS31yK3QU6YJC{9*l(p~Lxjyq>IYB=^Xk4NQSHdB6VP^H2}Cb`N`W^2&M( zEw}&UG7u9FgdVlc@y(@XFOCtX$q(y0rANlm z?Xn1m-ihmd?^z;{A;uv;%`7&W>poOTaRQMyM6&TsSLSbt5Qmw4SWUIuCbAG8@Yb8> zse<5Z)a%g~6Vx`-8>Hh{O!7OPXw9m7-e=2mzQEFt$NW0ZyYnkJKDP(B!bi}}RuW3D zqdTKWT787nG~{NhbH_PJW+gM{>U;S_9W0w3h+c41#{=;ccd7sKN-r>3MCJCY=O4lz zi1qh$y}ef3k-KMqvM)n!BCy~yo)O2&UD%5`Qw#iB?1(&@>N;GAZGKtqVQYrBEaf>oYu;oUylqko+u{)!VxpXyFv8 zuSPkD+teyb#i|#7ALE*78dP|Jw*V$0 zNC>-l4ET>QzYP9=+Nu8wY5XaW`5i)s1TGd4y}?v+gz*Try~xIL5_Y-^apv%wpk^=R zko+T->6yfZ2T#(b6SdeLa2j;H2pdirHyjvv5hmn+hy3$knr#>k583C(hFuQ?ZM|@K z9+03EZ&1pHhSv4m<>*0or{7~8H?dnOQ79N-G+9v1eyd!oJ&Y$OJ}#{WOFpDYAMoPD zYY-Lq@6@~5zf$l1YPA6!&a5Ltcm7Z-!GCKwUBDo_|Eb~J2VLJ~LTm?TWmRM#10!Fb87HCK+LmU>@stNiSIyPhS`iOc^(Jr z;s${feedkF{6NF;N~y#~kRa3wCv=~UV+l9J%rMH??|Wbz~tEy2BW^SmU) zz*Y{?Pj7-P-qwFN?u4l=N@!+PqXE@x#kdIItwJK^!2ITK*mk+A0&Ax9wbETjdGXuX zHM+V7cm2oAi`Rm&(cU(k{j?KX&u%?0?+6miv~sjAioJb7tdIXSU6b`I6A`myU0jGA zCR(3Fe7rM`f*vk^E+L7BRua@S%<-sbwXDh{b)xaz$^9QkF1^nztufzaDLVvJHEEpO zW-m^T{lt-q<;N?og4_yc@?9)R6ZKP5$4pa%D!Q9$-P@vF?@*j*&71`p;UL>Wt-GqNaD5`BlPI0RVqBVUj0ou{zq+yRL`M< z4nfMf{7N#d&d_WI((lxDUq$AqE>aG{a zAws^JXK&YURAfUwDtK#`7#5e`wjGFzoGOTX%9b4Sd8GGZvWP|KYh4yCjUY*h^Un81 z(rdsab;ixLjFxi(&?5yzI+MNor|(8zLyqT_6Kr~i&$*9nVJwXKYk=1UP2~!P&i8bd z5qwZ|QAqnHA3rY(si9$x0iBx5GBF^r>fjdwUi z&J5jEODTyLG@dx^SH4W+PwsDO{uB|}u*5*z&5`8^S2wE4nK0l${lQwZoT#rDr zRi2|Ed!zmUicip^E zr)R{&SR4cn3*I6VtU~!L;SAcpbhpu5J*@hWD#;vRiB=+3YO}a(xEj?xP?g2VEmZD% znJ&PkV*B}>?06j34-p%U!Pzl?OE%6zyX6OS%%_G4uMg+qfJReNX03seWMz}#z6yjf zcaL!eIUW^1$u*tn`#O#|K=z45T4M#>nRojafA1U>B!vEI^Ct2B{!Ksxkf0Oge5Bhl2H1<-3G9{t791Ss?Cq0djhu<)bV}YPqq*9vjP5erwj`!X zzdX(-3;Pg<)_z1&Vm|DxqvQOi1)V)asSt z_VokN()#aj&-Qw{CO{^^ms+}@uC z&xCQ2o@>uJM%3X;=i^suJAEOrsa0T+G`>|$u(s|-B9%1c78R0B)5V>}XE_Amqn7GH zN5V+KUI&=ZMxYqdKmjo$p5-omS6UWT?HVIDsT;Vaa_lX_Y%E}WPDj?j$7#ufcC=!c z$faNIhKYfbgdfxAyA?!>$>p#`kNNGLEioNX+K8kgk^3h2*q{0`tmv`OmPa7xvuN9| zc|Ow4mOYeK8Txy$F#)X)gnDH?;|IaRf`#Rd8`)iG6<8r9kEa6mUY{H$9g<-n{O4<1 zXjNV4ge*BSD254ko^{6VbUKvE2nj_`Z8{;L!0m}R;(n5d?X^8D(y@l0@h5q9KMGBy zNx*2h8QSd80l*hG%GMh2MKN`k24V@@tQgVDvZMIRiP5Ks?Zsi-u z3Wk@^X$1fc4jQhfH(Ua@Hd1lCPur<-!ndqR8(1eE?Rkfb?|KyGxS9 z%0wqx7QmSE{$$akc%6dKLz4|6a<`ltJ=$^od@)`oay|ETg^3N|d@}v!`^lZ9m{C8f z>($g>DS%kP4R{$aW!eWWr2wIwyi!lF0uwxi$Z9=vrfQvZlox)9L+1*^Evn?W;K0UP zYz$h1FV}?K-N0@sRI}$%j`Fr(W%-R^O3~{9$`~cX4{YwEC$IF()m7AL6VC$)3xq~Ht6D^>M8-6SDi`|+7}At9YZ{*~J@d(yQL=TMXMNfN)ANexZIcPaxL+Ebeb9EAu9 z*D;EQi|!(_MJbUvb~vPi4@hv@w)s5fTI{SSN{ZQJDO@oPA>GTwxUgH2PWf(tb2;5$(DCOUgyaOcMnHA;l~jB~lr7Q=MvQl^ z8!iA`^t=-@M61B#6=3H;o@Uq`a>UjHndx|wgC)b!xw1p+y+nTRIHmm>Vs_4U+d3KE z0<9^yhW7+-Y)4sdjWIQbIh8N8Rgc49ZkO&0wN)D)zmg=ZJeL(} zv2Hl57r(J)6{u5M2qhK#4jVh$%efVd&g6E;e{pTcU3(UhW2BHwCOuPsnjStGP+=i| zu)B~$61A1~s*-XUsP0qr0JfeD&*3Zj9L|9AI@K~TSO&T8EzY?QjpIW{v`EeOa9j zyV(^pPDF{a%EB&1bVru_F+-Y5Pk&Y2Fp;=1F=bFulUg+Z*s_`g+ZOw2gwnJHT;wo0 z)aEh=q8wM|XqL_~CFj{Cn4Z9Nitz+bNQvB7fTmzU8j}vY4!S~&5U#vI z$BGJga|Dq~q~P=zUI%mtzy5f%0u1XkfeS;q;PM)8ag}|j1mXckZ>*`Ra9rT7+Je)Et`jr{B_B}5hd~c6zZ-pok+tErO9zhL}jJ5 zSg*6^^Hq1M4njmF>O8^H78+q&?o5QjUd;Gq%44oKf@A- z_~N6KOy*8^N!3;?%V_fLki+1)MM96MB=%Md^!lb6IZ7+_7`fzyG&nXqr^JA@72P#u zPLd1JiDp?~z?WeT>7+b96>i{w++;o3}}Uo_DX6_kv;F}{4TZZNupgMMpg{_h1G zAEQCcS!UqUhYa|wVa%B)4d=-9>aB6~Y#P~!=_u)BiM7=3I4cIqejCuaO6KB`vQ>@_ z)S~L)8QXSd_D+*U+TM6Oc6|iwY>=gzrS@v_F@)=r`zt1r-AQK|#PB6|#C6I=$-Uuu z(U;GThJRH_?U;_Ay{k2hqrx3LTV@-lGMJC$iXS8KUPRMhBIe_b)L*>xwOVOyOXzTR z4Cd||*)Di4>cU`#n)0IcHmgHA+#!5?Xl)QEg(5>L1Qi~QExa|PI2TkJtQuL7F2G($ z=CjImz@SQigtBhACB83NG;&x9PGX6YA#F#-STN?O$_b@9mpunN=wlu(6i~W+bh2q; zjeS~26O@k^zK4krNov;)zz*(Z33*OM5ioq1YC+b>9}HmI6wG72ggkCeWC8?W9Hnbj zKasf%>2!P|HE0uZ9VIkIAr9N?kSW@-P}&)&H~FaStzCH7&SPN{A~eQN6#-f;PeoZ? zLV>$Ucs;2G3a*ct8!2nDO!v3_`ieZ_OmVKQ<`7HD92U?hU!HZqx+R3aaf>=sKWGPQ ze*Vx@n=sj6Aw@Y9sJs?g9}p|_pATvS2FPYD^7zn_U#o@!Q%aESA}@?D_ybr&mOo$* z>i2UF_2Pc`V{yDMC0oe)Z0oMbS<7FLztJ_GXILj{<3H(VxF!sk37(tvc{b_uIwJ3o zZj~GHZon1VALFpq%MvKi$%8L*>_dhPwT0^X@yT13?p@Dvhv7SG)-${ zMKUYqN4-%lwxY=rE{xk;CW`KQysYTAn{Bpyhcm(oPk*#q&@Vdht8GVL!{ew?2$-_I zvoa*<4}ADe8F?UUz*`(lf#)eMqz!RdcROFzAnI1_AX2y|lBTzfGiM6$7Pz#h-ka~VQ{Hh<8bFh0Y zQr|FDZCteD#G9=aY3|kt$r4Un%JHQ((T{1+JP}cu1#qS%VvM3dh`@Ynml0Nbc?rnQ zMHZ1xq&V<7(4WW*3J68+4f}WjWXIRJUHT8LEY#py3 za`I!nZ*LZ+A5_ifeYxUt(Xe4$YMvtf;%hebtc>ij$N8Gk_v};97zZ}uRhgw}ur8Jw z{+#7Sqz+5gt2ZX=XoYEkF`mTzs5V41ds}{t+}$#NdOlo!khVd;V^;m8y8B%K{&%cp z>R&}4AYKGDcluzSNcINy4 z=8+j%cRW7BemW?E(31SMz(4r$uVBmnK|y~Pq5S?suw2~bU*+POSUcGDV8-PBUoGWT z0{=_+r6wQh*T2Fq|AWSYD#AZSBdMUq@SmcQiNB8@{A&Lcjr>2k=+%S&{V2ep`f?{v z1diEoXJqJ)G5=@mDv$Zu)?gnl66UU>nj%5$~AREHLW30*8~Y71p5XcdwdqL*Y^}U z0WO25ZM?)OPc1Na*o;7Qi1YC4!;*+xRxPi!4HuwE?f8_NOjX+M{N~pqN1N}2ji|LM z$Eo(5vCvosA2jm({;oaU?=|6a_Ig}psWLNnqmE8Qv*95hjTL^4yn1si%Ur?wM05R; z?QuYD?uqMJbrw!_P{Ge=>-5-k*(IPJbYGt}i zYgt}|OZSqFo#^)-CU|Jb+?AxZcbG}D;az$4peKN{^r~r5?YKW?e$DdTAWZn>*-I|l zPCW95M|JsaKmeSz7PfC(xyaz9lB203$W!}GX!#}~-B}H2Wc5z|z?qQ1LF2m7g5(%4 zMb@$*0xZ;KI5v)~Vek2fb(gldcT8r=&R=e4U7=RS?+X`s!L0Y}*Sh;>%4qfVtqW2| zdI=^BaEFS&*}7E&+-tnTGC~^HJ%~@$gY)xS6gjt@>rl1mA`q+3)Mtcr78 zISs7DlS5)rm(HoPQye?^p93FNh<)06;ac>?}exy6E>kIgiF>FH?JFCc$ zgCH_WT4?cg(mQE*Wa1;-r9d!OxlfyNAEjP{Uq16R47t*~XJ4HyOp4^}FUyYo++8gK zKpWo3Ts1F}6_@bNe|^g%U)$X6_G@K8{aggQA*~_jMt(hLXDK%TOQWHKxgFr#I1XYl zY6V>1BMtDfGJ&^9VUZ@@bzG8SN zsKKZ&)#W2c4qGUwCF0v;Nf#=cwKDn|BguAw_PKCWk$&JiRHWh!QQIM_*JE<~Jk0y7 z@6C)<^a#T(HlN#UvI04(JPA?W#$k=4P!t)bQ+V)c;-l!TrCChUub=?^B2~sk4dL4xs zCmFYxszn;k`kdg0{Sg2w=V1+e_VgU*KI`(&uACZHV#CwiTPV{hlc}`i_A4HMk|` z>!iV^D>c(M8xjFkY<$_=p`kloEv|)&6<2rz9*XYEN0Z2(2I>}GtASB-0xLjrC4gpC zUj7`}qsu|nTGEWs9n8;T_IB{WSx~5nYl|T=dXAcWLt_B9X;!5$YTwZ5!!=aIggMvb zoNiZI4`pyfj5$?-Ho6|S_c_@N;f-tL)b8nZ(FSlmub-Z)YwTAlbqeyWP=8c)!T6!M zpOVja+JZ5s=cXrqNl?uumasAPyAVr@!K13&HIB;IQNN-?pLtGvZtp3KX<+yiVM7h^ot7tW@4)e?NQ5iWX*A@)eJW{ zM+douXKzYY zb9LNN5aI9x)Q0*}ELrTw%x4}Umo%Fv^6O-%%IEu*I;e^a3`~TpE+Ls z;=aEyO#yRA+UQFno8)oA`gDfcjZ~*ECF-2QAL$UF57x%^@G~I8uR<5wVpZ&qx}&+Q zb{f@*+>Pn$Cao(odGej;>ZF0JH{609uuGdTR<4b{rm7f1i%dp^L!UdA+MXe*@rTpM z`IJB^Zo8q(PQ_*3xesz&@{fo+@TKVua2jVwl(;kQ|3Ll{U|A3p_}J8A-w7{24nMiETv|7MNb}L}=F<`}QomW^PA_*$ zxi8%ehcvA0pww=HIb#q`!i@pSJB`*FlWxfApFc(UhvgUOt$16eG{Z4Evv!VOu`Wee ze#NoNjj?+~9jK|6$9ZSY!8KV6a-(D-^FoCpDRSLsqYKQ79vlgE?99*gbYAv*^msI& z8FS);k%|goxXmWVCiA-E%s?yhr$|G=oadmo$_l`hxbyDnurT*mJxNVI)c+bPK_q=h zPP*pa2y$*A9Wd@-eZaUvh=j1_;67XFi0N$1eoSRA4t>nRn)MGP^|9l{5dpzboy#Ub z386|TeqIuz;ZTEi@RqjTh#_W*Jqr*AFX9Ds!v^?g1oZI~)k62ayC3IfRTfsd?2IRO z^cM@~hAf9C<3#s46P(&r!yk-%xnYVS0dZ5}S3>A-z1;?t2Vj4qLrf z&VI8zJZjFPT*(?d(i#=S=E%r{hI>3fx)%+pXHo{mAFP#aa|GP30%E3TX}v%#>kBEO zHXyy$?RG)R#Pb)cF4F_uSWZY^syt(|TtZYYHEfO76SXvlb33fp##}l1-QZc}>{BcZ zGG3Z1;Hw8R!z}21*J@b5X2ccLLD#WZTq{%|HNg+2+OG1UR0r$ztakwKl#a@=@_{O& zvvzHy_Q+?{W5q4<3CDWJuDcomI*F=%PnPzAov3yc82o%90@8lI)Vczvo>fu%*=wRh zbuwWNR=w#)Un7#_f(CO@f&SD0dj&2b{}PTL_&u7UQ+QE>6X>&4C(kt)?HycQZ2dl5 z5={pfAw?L^efp_o=&IE-&T7!8^N&2Z3BRzTd&vC++lSDv>xwbw?x8f`{d&k<+LqFx zY(?u}WlI^@UCjiT$+=#Oa$9NBw?MCaHUJ`|9hXS_+;C_r+njv)kMEky@hw#h?N9w- z^sH{SZXp@RR?=ysuxKU|n%VT|P~{ugF)|*i|J)wNsi# zRMP9FM8L$NJfuAYB!4IL?A#`+rgtF{<`5>SbVljs;W2R@^>tB~5C2ts8oiJEd66mT zaYbW@cm>0ECO1)4yK>i3<4948TJ&W&aC`!h3PFgQo(z}IX7d5-7p!203ZKUWU8Cd+ zAOsmv7JO>2Ls;_|Rrlar@ujN7E7>u+`Lymg8L(tL4Z07;j?d~QkP~$#;K@Y05-FW4 z+)V@{MD8MIl4Pb;c$2#Uxyy_Apz@1LfS7grz`8#}XT7h4|DAIERlo67DUT{c^XR7D z@_BJo{V{#L;3djbn?D*yG%iSpxJDl9suB8{e!kz?XW~cvW$#{UKQ{ z?ZGYu*)`!IL*_YYuACZOq1So^m7vs({`K(t45`;`K|i{+p7M2#o0lcXif<|3Yh|@O z1~TO0=1?|DGk6_gkX+pj=M;izfD3j?z1dyk+YmfmZ7j=<&VRjBZGk(TR*X4Cc#rc|`=Q>uD3WNy6tirv;ty!3G8?QIqpf9pVp#_K<*y);rrZ-FS;x~f4cSXZUVc;Wr@Wwy9wIcOeSWDIX6B!Y?Y{M$wujSkU*s{J|BMgVR#LT_x?3Po^IjG?oLU&zL0J|=LkUt5SN_WBR zkCIMYVjHn;PoL~&7RK#V`*rg4a{crWtqIcZ^Fir~rH`UMi+go(!*ZU4@9A~+MrvBO ziy1JHbR#pik3fhRL0>L3swcjgkniasimpBcDEYdQNd^IuB0@7X>h>t7qo@Ywl?k*x z8|#O=nMypvutn{HegBPn`U4j6ZgvM4LTvIv)Z*J@q@J=V2!w&dPD>gP zQ|PHD(^U}Yp`v~MC9w9EcPHlB=HWZ#4etC<8ZiF^K`uu&R|so!Mn`dJTKZuORex9P zbkGQ|j%4=lmP11-2r#5Et)JF&oCHwbXQ?TK9i=o0Wv-uv7{5loF#(3^B54TGN-F5G zI*#A$?y?0_8H;^suT>yw<`T6(!l|100k-8;F~3e-7~7JBp$5D;#yT4->&9qOZJ@xH ziFSTj!JxP@R{O(HiP8S(IG=`F(3bH}J?nol3hOzkW7AKDXf1(!A?h_EBN#lQPdcjlVllfiv=?2PQS&IK6KhvLiBla-hh23Cv zdxMA3rn8e5{Rt;XTP~>Blc(2D%}ZW_+iKOfD*0}kC3Sa5h-*-N_ezI5pj`<}Yw{fLh){+z53=2(afd-C-C!kc;c}LtZbo;y&dH z%uo6nf2AkQ`nV9>18`w%;j|6ZWKLrje7LWhmAY@Jlsg9(@1(q+`mWv3+WV2^mWc&2 ziG8TGGNgSh-dXvOvX}g8+Z>JeD{u#zI4)Y?2dp`IiS4{39zEjSs_|4&@#^!s_5J^l zvo+nT!UL98v%@^)fin3@9l?gkx0h(hz8%U+qKwN&8!q1GPC4SsHY%QiqGX23ZPht)V;~KXu#isPdj; z{KeC!XK+DN%#D0M@;;orGhw>S10cV5!=;0SX2om*!=T^`?(O4d$CDr@4tbqSl}=Qxl~x61hap6dw+~n2r#IPG#?a*nJ@n-r|r{=Hkycsp^=rL`0X_WB0id6<+@^3 zRT<;rf*bn&v^Y`%i$4mzThkMr<{_@DOdnYh?uo1%k}XAb>n2NirzqAvD1un`pnO$G z60PqG@=H9%VVr{&!;Q?%66~N)~6g1M6mii z&L5xKeqoi5`Lbz5OCWtX6r0{uU(sfAC~jKUqQ3z&hrjdN3j5bMozFnT42y*Pwf{?} zmHR(*TGb!2uhtwAX^h&aCyJU^t@V@{TcoUwQu*(&L6}a&IM}(vXnga#0B~2+B&(rq zdd$V-S=|?BcawPKyZd{slE;=&66|tz^aX1w3A?!`d48}zaHM|}ZKvM&NPkTBY0S#x z#z5W*Q7vyD^}5C^4aw?x2kuZ`%RK(bS+3!>7e~}UT#KRVJmRgA3UvbiH(7(HNjgA? z_W>rN5u6;ay$Hr{YtXo&imfMu*K^QM0ooo3rwM$)qC_AnE<3)7escoB<%2KmK;H0d z=9Qj6`+!rmH@@St za!~*HhQGIz*5}osl>(eft#0nTrw~30J1IWkeYo^2eVCb%oyvFMeZwc!w~JQo|Dq(* zt?^>So3E!-G`NaIgRFDP5l&}>wwD8`^^I@CV;+e59Lhkn`$)fh)^iCnr@4|We!3rbD~ z=qk^Xd%a6*cIVhi-*;&gN~`xfVwxEf!Vp#tV(oZi`Z7*>GciEIq!z5NzB1et_wb6> zmfPr-KQ=ep+_xqNZ#6tzBhontI5`VFvW&$-0T-+|%BIXn$-(r>VWzXi8sC#fE7&*l zlXZe4fc6Y|k)c4}R6or*NaB{tJ8=&Vkp^uL$-||F4X&?WUHC|G0VVwq(P&l{9<8fF zR(dBith^-x=_!ZnhYuM;;>_k?!0^uVn97hltfjX1?@hLW0w}sj1a};pvQ{vhBG?$u4iLz^q$a3yIs2_U`89MiB z3W!VWX#NYA*i7F>(w#|-sYTD2=V83Wzk(12tfLpMF_V2{5iF9gp|Ag7=`oF5Huws} zOXg2K8crvzS0qim0E$0Iy2A$iK+Qx}V9Hye=mq{i#KdBx^#kVW_B4ly*b_cwf4$V} z*9Kk?j_a+N?Eab7y5+9Ej5)0W?)4k zYE*kQROMx^IWr#=2Md9#Yp9!h0FRh*Pjengxcqm0=7Qq&H|7G|0bt_+&Fa3>Nw{Cf z6Q;e?vr1C@6q4f5(Ko^ggU|P{;aM_`lMOj|7PQ^!(|ee21$3$_y_r7^Dp-es`Ezf( zr{A7JLOEg=Mfkf;UC?5eJZq9pfu6+PBCY#={j_Ism_LjZG%ihZ?EL3yser?WWKXP) zA?2Dp{<A)(|cl+8)ip=&MN++(v$+Hw_HPH=EF{uqsjEzqdi6KNws4}t(LL^TqVfMPJpei zaLhzYdB)l#ONuroHd1aEqbX_V2PZ9WQEZX`8y3|;L>!y3j>EEAO83B(Y%fmN-Eak&m*$O9R zD|~4?9nt8Ar5cWY-vYCz?s3gtXpi0sJoJv%^m5Fp=+9xZmx}eRSpzbY64~qyUcJsw zar1;+c_y{<%~ak9S+S`;HadH^PB#Dtnh}0b)k}RfEUdy+ft%1f(uW*U;tSrrGVA-4 z5F>@H+Xl`cEu;vWOWK-rC$7I?x#mrUBa5V9?excIr4E6Xmn5_r<@8}nu69N2PPh6- zGeUg7f@vMcjJkE_9QLppcMAtKFi3QP+fCqK2qZq`-v|Vh#!t39^Hha6RZ>UGp%`Nv z#&j6QI4Q!;OuO;QNDrx`JI0H7#+Wc+8S%w<4Burk8&o1jhp^^mcz)mE)C4oLkoMnq zIF!26hm!Mpb2>ir|HWZ=b`Yd>#wK3usrpv}1Aarb3;^#z;r@kN^X$A&g{e?Qf9YT! zxMzy)$t|%!5;E}eb*(PwAXDCG4YVA_);xkZJ}aR;r0&m{d(+=cq36HGHa>VIT^ak2 zLdTt)K#wRLhwLen2Ce0b3V&}?)t=3zq(bA5QFmmNy}|jDggIKJP7-VMgHbV7HqN=- z9e_6x&%y}_;atZ(ZB%W3BIg~ena@1n-O6a|1KeK^{mp3xzw5h5e2#oI5fFW6+x-o@ zol^6`NA0aLJi4*-TopE)W}3gBVmP7C=OAl_)_1Rfk(|E$JEv14$@M2t71mRJdCWaX z(usTYDQL!65Z}}0$l+p6g&)pNq%}jEWf+sKKvBQzS>^>1WjyL^AW+HlI!9CZquPEa z!PM$fT+Aocojdn64#BI)H7LrUs z7=F>UaM}0TF6$Omt@O;pQ+Kw#ZkYQh$uTski-&RfNkyHBBi4*MF#1Fh;BO^*+|u z#(U&g7%hbIjWzQ*QzCG{2inc-j0N+KQ?i{ivx7D8IIR5qC4Evu=_atgqdyg0UJ&-b z>SdI4E|JxG73v#ry9YYtiI581`pm|aqeCqsX#G;6ZdgraIND9L~z#*9Vp z`c1uHG>KzARGFP!{uE8zbZ(gO}d*>g}A(<=FI;~(~4iXFZG za1e^#6Gg0mMY#XyV)$bL@N^XTuDOlAw)e~JM8mO^ym#k!kk>yf3On^1Z%Fnfp{GZa zerdOmqvK6Y&0bI1PpC&nW2`_bM2*O{~U5>Z<(TxiE=q>0hMXCep>r8_C$m@g@9-YqS z#$w?_O-4?1dk997vd+}5bWT@nr`7)$tuYavnmks#>L$BZp@RFF#mtDrVUlhGKrEeL zlfY&51qN^J6;$psvk1f$xy#S;-%dg^-et!Bat9Ki+1XwW>)?ynU5x%GEP-FKKo4&I zK{-)NP_CzoX&mguQL=`T^iN(48}Eyw8N4Fe1>~~DuPOdOq40|>(;hXo!IEW#<`!4ycH1V`#Z!W)i?Z}wxV`jv_=IAw1q-(3dJSGo#5{79)i0|D5XGghvLN@in|uK z;BEy%aCZW^>G$pL?7iS>UqdzUkeB z;T*@Gi|NT^&0Ruy!uj>e#=|nk1_?PR#{Q3u4gbDkvKu7%6qsk0%PYc5o709QC5CBVV;U5qw-eI;?YkyM0GK9k^as*Wr38AsCqRcft>zpu`pC^J5a=7(2UjIga-= zjCj7dhDI}k%fUBR?&d08)qiv(-^C7?B2E6ZHufs|0urbr!oj9dL<|jSS+tiVu!h^t zt>fNQm8cRuDZ<;OE#V@}1e1kKmb#=$CUX6x7G}}p%&3!hW6u$Wgv%S6BxVD@j1+oi z2V|e3c%>=xI@re!I`yOV#ymHCGW*fpeP^@g8C&={wsoO*-RdPPEdBHw&k#~^=eqq5 zHQSQ*OEq+nWIEJWsEB})12@^`u^g%yZPZi z7TYlk09&K`=`DI9gMSfEw#KYZ#LC69t^cI6REz8BT^DQKRuyR$p)V21V4iMM_xHq) z*mJSC{;^`mMQ7VSilW7KJYe=&t{ktm)1PY;`gl`Sm&YY>>z9{F{01$O0apD&!#lk< zS-~3oqEd?Y-Gc$lKMQ}Ol0JLf7fl#H%=`kA*f`zSV4roar+XebJuUNPA??E;=tWMJ zUzS%$Mka1u!8fI(qee68R0V{azbuYD$p<+1U8lsUgmQF)uF9oRLi8*aYnOCjIgmbY zR3_PdyRZ{R%CO?B_A`7t$|CvLfG#N^yFC}F|3JF!%XjRz6W0wLF>jxD?CctB_yX+2 z`s1A=DeH4nL7~ZAmtx#9DH1UCf)d$1+)*kA1LBCqz{~ev`DPA0Tgdtt*Tdx+m-tti zW!{OLrLup?4^3#EUJumo^qYQry>)^V?F7z32aEUh`;Y-D$@x=Dju{j%J$aO*_bP;`0wo@hj=l!RGEG1u+7;^6GWW z>hh#~Bsa#>HYwUjXsqHp0a6W`-0mS+%RPPLr*{g}16G+fbCX>(Md^3jp+Xm!Jp#9$ zJ$I+uy+b`~6X@o&Ud0-L6%|)n<;|{gE@is-m&`^TG^p;>ZOZAld?XKi%WV0)NP7{+ zScy81S5(z0DOmzjoaV4Y)b6=FFX5aY#)09_W$UX$1Xs908+d<}MymI(u!&+%j7nk` zO%7mVpSE%Ef@pwf7MPnETtQ+Mt2od@N^0sw!26r5b+Zsf&F)fcwl7TmTeV}Pe2X>1 z19a=g1r0k@PV5D}G{^qJ9>u-OpgKoSHY?evIyDl%c{u6)V5YKr9F5i7z*%)w`_wjV zt(b4T=jKUc*&k%ejc3xl&&%IPS5??jR`SAg{*l))=HC?2xV5WJsQsuJ zHm_@pFSbi7PksdsD44*ayc0nlo_P5RW)>;2ClB5aV@e}cOt;i?_7s0ROe0ykX?l3Wn-Z&Qp44jK+#XL+)H5TV6dv-L?-X6O7p%nV(j<+tg zSYhQCdtEbV=Wz~!`Ythn^NqjZm$&>dFypanKf;gAB<62DrMf|7HqwdFYwSX9fV&yy z=^w|771#X$=q2SK;Gk{&GrBa3!?a-=8+*lIJHzm*%jx;oR>#O@GMi8K!>!C0=TZil zlQ+nRqamCNGK+@>SYHBgbbhz+kzYLXi}>Nh_pI(zMyF?f<~zmj^g)ngZ7WyTswR_5 zb)6yRepb?^jkku9I)?8US}iZ$Ehpvt^XXN(Jz@+~7QC z-O`L4jeg!2Yt6t1MSxA!{3LM zwK`&2No^yat?o$;7=C?1M67d>#YsP9@~*rZyoyuE#6^EP2}}Z-{H>rPhh(h zC>DTn-|-W^Vu+~ogg?2`R@`k0!j+x)*ZB?rVTCZLeVYje$m?QB3 zTT$!Q3QA`3QNLL^NwDvJxR%hHB|az5N^7dl(N&HqCQN~usj$3Qv(01#31F%v3~~R2 zB*={7c6?mr*&cgi)Ho=Tu=onmURfz6P%rGaCAwxST7#?jkAlUD(do3^j(McCDH2r+ zS&Zg?zfmm@LvAE0b7dA`bSdx-HvQu<`4)~aoFH))ruCiGd4V=n*-^4Zi83_rJYM{Y ztS+Ks>-x=Dt)9PHqGqMDojX4z#KB@NasBCcC4PnzdjkC-_CuhTo@gKm+s=vA*Vg+7 z!_|BSk;!YIDpl-O!A!FBY~?DlL;&m>zx>js`Jg_Cbbyp<`LtdqlVBlzDyX9^qpWkk zpT$uRrOhIpme2nyCDQY25*Ke~92#vp-q$Jxv;mWSOmmQn`-wst7XtoC?*=x7_EF7B zXB)pgzt+UrEKXGB3<;n5fz)&|w2q!o2r0kXKuLmsGQ#iGnjK7egFn}z#C0a)I}h!7 zL^m%Y@p;OB0P9w+W|>7NI7rOoXVYXH8`!W~(sM5>E>qi*`kUyJ{H*N)IJ?;OdI#57 z>g2L;Do!rk<6SQTaQcvvRPB1y7c@9tM_wM``1`0m@Wb~vSG8M+_M_JyAl}D*2j$Z? zx1P4AQTZLOCu`M$kV(OFugh4$)!9NnJ+P}A8~A|>&r=vD#0=^zZ+ZiiLGe~!0`sSrk;+7>;0Nb4L6eOqpLoXXnpdUZn@Dy}JjWZ; zr%#{m@DJs08yABz@~xfxn-ho3<4%x#s@0*GcbOmV3YvcnR9YQM*nP7v4Hr4FxcH2- z8ad&?J9vBB8Ip;dO~^Wb7-z|-NBQ5bR8OZNB|DIdfymU%gMn)&4rHH;b#YUgWbEQR z&P5W9T}trVEn1Pw*A$aa*`(jSz3Um7N1Bj&dM6=uWqihuc{gH04C!8Y%nTq)7IB8( za{tt&b!^O(%AG{@fJ#@u7W3;&yUbbb;>3LbUo@;)Z%k9#I^QdBCD@1adjG0Yp892_ zO?e%bm$T~&iDe9NJhb)5Qrm&7Q{-H#o!VpU#5ej!vyxV)WIb~>DkFSfkz9OuJ9i`k z^QI!IkfcS%n5UPkI(HSnOoFbVyF}bI$_8zg+^Ftt;U+rimw>p$If6>a2C*cN`vl?F zAHKqNgPcM8L??QUJj1h>eDGU5_A5Fs9|#m4UeUdDApPC4eZXW8RFZVV>6h)L5NW5% z&qnm~6I-}VWhxuZ?@L0l`)sF80FUZ-k}svQzQ(*0%3NC(!SA;uti3OOu%`T4LJsNe z=dI!>+v*-^Kw7+TQDi6ejRKc6Ubgg)ge05rJ<4ySM9pd?YZZq>3`5gN4WH^tA7q}* z=)V)LFV|cL)|Sl2VDPGD7Qv9cj2uqoqiGVy$ljqmfspzcSE=bU?D}=YZ^xZ37NoKY z?E$B<+cTuS1S366Ay1{iwY~v8T%y0|=*)Fg@I9Aaec62&e_w)38nHE$=`(R0ha+of zaC}^SGs+HdsnyXXeq-+iO(Zf(rgfEdU_!b~own8Xu{3>)!3dg3N(!nN(vx(y7tuca z2NQqR>Xe@2>9@nSPp$2`n-vG>2yFe^h{2yzsSi%X10BQyBz_Bd^80VYyr*asuZAyJ zjvF|_uuw!fEP+E=g6?YONz&F!N@eG!hbmzhGpa%Ot=^W=1jg44BubA~p+~2rqQr-C@^NU?#B#m@2VcyzdsPv8D)GDE%?Xfk%ZWzcAEcyI|AuVQtswxQ9XAawmJ5V#$vkrJ&se7Aw!&R&Bq0 zSpB9Y#-v?O7i92*!ulI;^WhW+6ON>B1KzL+Nh^x`fb= z?~Ia_zw}Ll8s;@l0EdNkiB3&@Il3lujEgkRuiGBx1{CK4LRfPY4w0@m{eO6F`4Ol6 zT_t5@UbK1#eH!NP1O*1{6vsG;;_$mS(|&YIXL(8c+r{RxAPnbmbg;TyU@`4-QRGU8 z#(+Go+ZK$LHjYg>8Xa{gPJoMFnwFHnQGSH;ob<8gX&Z{s+|yTca~*3XF^StV)LzmY zHRcvJxKuU)T?BEshDtCC*(7V$XN=3D>Z>|W$z#~N`aj;FJTXYt#RfoW?ewzBoKwc* zEpV$|(wfWga@W1CkI1Z962f=meDO#wLA(fhNYk;AzueaM#%@B;I*gvE*ZVyfA62es zX|P=ykY{g%#4$z6w5@0Nvt&FsZt5HyOIG+Ee*X7fB3#+T7PI`*VpaJsETlt{EvPk; z7(Ebrv1vZI4}uK(EdB2lRRtBDAT}68+UjZt$-*i;oN zs=p_1KV}Vq=4zK)Zma9ntk+h4=BBa0Wg5*{o_5fay}?kg&KzYIY2>qr_u~*o^{k6M z1HQP>T{d)b062ifXK!7NH=Zz-WZJgF$|y&XHWG~QPMhZj(suP?;b@>_8?&Tcj>F`A z8z>@jDU{oDKXZq=skMz@w+V4?KWO(QoMVzMBy)if-f-8McWSY4H``pZL<%qOd8xFmTYWifE{^GMJ*2>7O|cIP81I*qL7qZk z7NKK>`KV{kt|8}wK$hej;QX2k#sO$+ZAXGr63CAhgbzHw_#85|OIm-d+z=7HM}cF@ zJHyNY|GaKiCcD<7rEQ&dW~;_WL;NJfRbpK3HW|ApWq##%XgmJ#1E#JKN&tA!=GI!> zyo8Oan|{*#!{ToC09j@eMY2T`93CWwW*Yjn>>t?&mVIu~o!5h6`JpQl0V=PvoTemP zIb1DN+^VM|mrkC|Wllsu<1hW5*{ud4+Odw8B7Dlf`egMlR$(~iYW?g9(;I?Q1TF?H zIkaifCzdGDqOVWY6KBM6F~@TUSD~Nc55hbvnf46vzSvB!mDVssjy;*_EpAh@pltk- zxbx%(aitWK(GE^_hx$@}wUf$BXju7x?Q1ts<}ge{+xftc>Df|BWmDch>k{?D79<|9{XTkUyh`{m?-u!+jSgkg@IGSN0}W z=&Y>dpUF`#$ocuv0cxHOAaa0~qKOsA)CC=&>T2Thk0a8y#$XUSK-1F9#e$sWGb=kf zKni3Dws0Y5<77n#h*-KfD}kIu?QI?G?Lc-ekff8b zCpth5WCunK!o|)?{?9*jfP|%u3&@EaAYo(d0ulq6+M9vU1qIRnEl!VxgU-jVP!sy( z=R;;WSytWuYIFO)X*^_4{x?0b|HV$r!Nf(l^nb80S-Ai2E=+dr&;M;*vV7)1z4@P8 zm@1MY|7~4zv+%I8|6^hPU$4vk)_Zr=*>phZrr{5=jOLl)rq+@xPhPgp({#Q`1@P^Y zs>#tBlIT=R-h(f%(~~K>Yzw|ev-e9c2vZY?#m+cArH&R>5MmdOHi{*G*^l{E>ltIm zy7)6Op)W6arh>bJucJvDAa$cFaEnYXY0kvXtjB4s_Q9j~*SLE%!pBpVmAV0({^w!w|9_!;rufsv9GG)M_*p&Ge}3@f!G1 z71~dZZM2*qo5vQIUkpB5_2Ye+`H3G+_{AoRow<^fym*$HxJ!j-On)m zEE4+E>-&<4fFEw2-#bf~{e+0dvO?7^zn_@VTl$49EC`gpxXrCB@p$s-DI~*4u{{#BD^1UgTfpG{9t~BmTF=@9NM(tLyPf7iwb{sx9dveL_06N5r*q?4P8i!sG z>Z&(Av5-%3pXt#vmqE^{bRwz=0B%}C<;9mwz}wI=n8{M$obAb0!uy{tMqCg()S@e<@=|I~(yJzK;v(_> zw$jdcFJ08$(>io-2usBjTfsY$foOF99=b;w#Y4_w=e$F!k2xNv96F7lx2Z&Pc+)av z^%L&Si$T#1?y5!XPivH=9`Xb4+#EICo0CNtk|jY*nzjhN^;dREDfe1J<=RD5ze{u@ zeVo+S`1CY0zl-|`T0xjG99-Lu?NWoWz3F-5F@aG%?H&W4U!jcP8J?8|XtKSn_Yw|3 zf+{6Y*WNy%K=v+`(H^S>;PYh;LCsVP>XO;=m9f7LQ#c~kOT9lg+63skF_GYEe+O{q$M4noW!R^C)Spy4Ib{VL7r2wSy=zlh8sE%it4NuOUA1kLwX3ay?)FamJ7&7;4kU8=Wj>H!=Bc4&8DYBcPwm< zi?p@#9oI8w;IStf?Y`une1FTuCQl~`cdVRQFUPFxH#J8uGbfGISwR|H^fr21s=mmH zLTy?Ag@2BSMOh(y@{3_<-$!PEmd665VSNiNrkijLA}>S7mSWN5Yfm3U3IB2OxT+O$ zFq2UhbB2NdwSWxiG9w|1*x6H{!#ss3>9TGH?48JJZbxIWrRFiV2=2hydbMT~2hV_^ z{?<^17KUoSF{kC64Y;M*4%0v=h2hd-Il%MsHYVL7|4(VXi>R-|6k)5m0QjrTXKi?((KBesw?IkMo2L`p&CV z0qBxF<|g`GcbUJ~qEThzQlq95THrIpXEMzMKlRt}hF~o{19I7otF&?O#A}~!zzpFR zEw{1Vg1+KH!91LqPk^fuC(g$(F~wIW9*SQ-CgW6`QB7j51m~O_B-s~TG%(4RU!!0N3(2*+Or}dI# z5V{!tA44shqTAcjX8!*G%Y-AM1m$;a?s)*Laf zjB&{N2xF)Por@PvLlScZS%5?L#LhxlvzGAhhOGv2f}LPtg6{h)A@UC|8AA@+ORkgg zcnU$Gi~<9*=3_5s7=0qCAc@4e?)pq%a%&j4jb2Fc?U}UY>G{6`t_N}l51la*eolNf zYs3RXr(j0%yRhAWO$nS`gISk7&K~k))d%c9pPa?7ji#QUu4&m8JO<}B(%91aI?s&t z?JFN~!;AfQgJ=rfX)^`DH{YrkDUoLSehExV)5I@__1^&p>iI{Ia{QNjc<_XZkIl4X z>$`GWk~pm)a}}-j2m`2wtJmMLRhcEDE^DO;In@sOH}x4 z`(r{N4X5go+MiyT4BeE&B;HL0__?fm@=Wf1B%M6Ae5+32YJDf1*0bwrv-n-T(Dt8_ zQ66}M6^k{DC2I^duhK*6L|n^5!ArfAL@=;=J#n6%rJL#nG_qp6a9xQSLR#%NFOvXe zONu2Ll)u5f_WXL&xc}B*6e}TW{f{5V0X}0G8NEHM+pp7acFmU?r7|rd5uaP!x@W_= z&ro25an+eWGyERdmX}$!7VtY+`HZjO+b{zpCtdLjxC+o~$EeMJ`69fpO{>gCcn0w6 zrQwo2?Vc;g^RL398e-<+hIwBZTGPAC>wCb?A#e{W1q^z8p^*_cPpN7JumTvg9kUWA+h(+u*GapafZE6qNmw@qM!p> zZ&WbwYA{-f@eOX6rcJDJC}Xi9(duWTR=F5;+C+1-lZ6iwA45ch58`R{+lOlN3jtsy zs-5GlXJN+!BvkYGm=){>z)Q4hr&}v_S8RgXHvwDZxcXw3R;EUfg z|AGIEBL3n+VH93uME^4L=wHAPg##b=~q2>IOF~ak& z%1`m;QJLA&>yA7WynNIF)k=Nz?~wEF(2wRttRJC1C|dXE9|Jrx!zg?FuL1srP5&8# z(?5e~(={vU&!&Cz-DG;zR`t_`j1#K8nXIZ=h(7&5y^vPU2VDLqE8mo#y2c#rTxUOz z>Kp1rVbYsLlMvDDm>>JL5f zZ-gMblp6RF+Pi#teuP#;Eq=rc1BcG8$(zoEMK904Hz20fU&T9Ih=+Zn+gka!UYp>> zpXL26R^BFDyC$~Z=OrX#AI~*+4^p6-cGW5uU>8>M|EDuy}YCS@xy*a z{q#-g_QG(V&s-DDsc)aGZwbHw(K0v$(O8MhT(wrdTcuGa$l)E9e7@&r-9EKyy1NW$v_|wKV^LPPEj_dNkedyy~3f^=Bg`|y9HvP{JdP**485+ z3bNY5dDE6_&R}+;#(2(jyA!nmX73efRI;{`wy{^1*PuN$;ym%esb1l^j~yj)p37S) zP-zUaDhbu%C&h%M`X2h}=S*ZBh9Z`VPZitE*m~1=M}5i-?KMoNbY6fajR-u2%iCwv zzEb^ozmhfr!WoxL_W8W=y>SmPFogePYtUC_zq$kelnp4G~qv-fEoaj}vxFwBf7Z)x+VrDGqh0_6lw<$O(Y z!jAA6{Qo<|?mskXa_4X2mdsmlIMK8RKG%N{C#P)-9gHme#s04t%@= zcrTBe^#(zL7kmEn)xYm-mu{ut@S%ae9hzp>aci8t;cdF${851Bji)f;Q;VgIm$9|V zYLk->)4m1kTq6N~oUEl>IXpktCb#>TLvCaZE$QP3R2g4`V7;^Tu4_g^+xDGaWj-4o7-cu@Pc)!DCInM z>gV(*-)m2x?I`1~XmisCw$UK?2aVD-cymCet6S|Kcuc24R7UN!zHoyTQpyzuVx<{U z#T6vYSl>VLqRnQ$@1=r}u52RtZ+6?>!15NJyOwN#2?5I}BpxrU!uZk9KeHk?GYf;l zQH*+G<2re{xnq0dT(}M)N5d${g=SCKY7j4y4?q=c^_()_gj`d=X<-PbgeFu4yE>U@Z@i-piOkotT3k- z4l5}zJD}^bLN1ig6yA7RZI6glMnmBkdC1MG9eq?j=1TB%OXqn{h>6?h8g2_Q@?(_w zvDopKp=O0D)tU8fw7Vd!phid2hvx}(37PWNR+r>glVB$4*gzi>^c5F2udGiD#NVF< z2r}{iAQG@?-O_`KGFBU}Av@Jc7neJGWrW{e-(anSn|#gJ;VLd^iv$z2k$p8CLum6I zg&bnq``QWgkGoeAovd?K$y_>SBVZ2dFVxFAdj*TybaGNcYB z4Cd;41M4hBYM9OB#2o9rCx4u0hk5bXi%vGLs1xH=Z}A7!1T!lW`9KTK@WoF=cpqwp z8l0a&+Ny6n9ieEbglAuc-t5lH1V!+R4_R?66t2UIjeBeNcgK67zRw|c=MD~gFcY`M znD@`~xaQUj)8+DFB|gR8J<-2kh;+mK5Q zEAT?yjV`(re+H`TOqENmF)%mV&WD8r7cmdtg%29>Hs;Y(DppZf>6OII5YBtLiFx@>`<*~f8RP1~uMxWFTsF;O^_=-=tMRo|b-xv|r^Ogj1UA6t z!wNelOtX^1Kgyq36HYNffs@)5dfx?2*0p3aR0XF7HPG9K%x@=lT&SyMnIfzWQkNtj z-o3X>SYGepL=FqOa2&l`ljkbHf01oYR1w4*2?(|Vq*N}W4sb2>2 zW+w&~eOXsl$#brcdP#m9;{D#UnzHqi0!Lhxbcf%G5n<=zC z4|+(QOz?7ic*5bwO0n-yZPJoH^ZN0KXQBx|lcbDn*K4X~!pq8v*C*8^>Gb@7X~9BW zJ;Q=ut|KTTm(pLVG!eR?iFu(uRSX|qJH8Bt$N?^2ECzJqD-7r)Hw8nr=-KIP)n3Tj zjS*n3xTt!KZ;d3(1LuD5axqyk^xe#SL-us@r{>mci0M0zVL{r;P)qBYMA_Fhh88^# zA%yJ?QOc~syuoC;$jW$(6vFlZolMaqk-1z|X%Z)xOyi3!oOy;txDxaoKU@)gc8J{9#S2y8x5?xb~{78koj|GqonUnNOu?&g>q{FurC+X_BKsm`Q48!RExP zz;W76k(jIenX8~C-^}{ih=X(R#%=d553$=9*~Oi5N2P>7&Nfd=-Lf57Y@BluVPD5T zN^)Jhdkyvk^;!m}$4h9Ur=G4OXguyYToD=o#06k*%%DKR1YA-$BLK*{YNVHgaHQKOQ{$FR|NYs$0DQARYVJG z6?&i9rWP-pf3pc-+YUcKC?qkL>Z;T?J1KnSmD3ea|L#jti~tmNMXnpD!hTyJ19ldV{0=Aauy*E8=r zrzqiyH*hNtUpDKB-P*ltb2(=F7sdJ)2mePH`#+6$|MkJu(JHh@j~WQR$aX>>J^GSa z$@%!_e0u#06WUkY_1fTd|{qlf57>Y zSQ35{YnCTo`HbHy$pC_Hy}v=KxFHh{q?Sm2DEkCWJ$U>JEJ?p2mrvl3`m{a4a;O42 zB)KSaU)eFaj{QKLaCgl)x!}Or$V{xac6ImE|Iz}QQQR(0kB{Bgl!*4k`Tij=%fX%A zPaG*T+=>&{bMPjN21`4EGI!R)SN4UNhpO*IwlQs-7C!nji`0{;yI$%98 z7l-24>?qyaXLp^bm*1(!)%(AzpC9CSmnIqp659w^y*74YYs#nSDe$<Avg{df>O@D-v{Tjm6R}fS{tI}n!kT;i5oEN+@aiWX3KcAZHJT^>z z!hY=BdO-ni-U*m-wpQH5zY5g$U<6SX1NOxpZbqwV@%Zly>*Zth<@ig>9Wt9c95-Ie zM(fF7O!jx0YGGK{$6-V3i=f)W&?ki6-U6y>0sQ6`$`R=O^^cJ*3_vcA*7#$2^L7A2 z{`7zyDRNpHm%`66I<_R#(TpL0v0-4-`$|8uv zeSY(%S0;}(_nJ2>u-CH~=A+To&ucFDT3mdDWYD&b`6<5o(4hG?k_u-a%|YI|m1i@B ztPlDn^GGSIii^|=BlgoyE%E5d*)cT|F6->|y}qVXeZ}dMQ1av(BR0Xb)wt^fj!e0y z*qUnzYUh#~kc`EPUiwTb#}SjL-iw`0evC<(WU$t!ocQM}W}px0nJC@XvK`*$Y6DCs z=j0uV%_G>F`bclfr(RWo_d)+hooOG`W+r3BbuLTw_p$+s=-CE+AK_morThP307ga#@213W6_X4;|fCthaAEHv>6#CQP_}}B=TDvn# zmJb*-=LrkFU6`tZ#zOql=A$&&R(whU1*S*~82Ft{W=jP%=R$L_vKy58^DFqXB6n91Pe1`?l zg}fG-WX!&QkE8sv)&1Ff=1qWJIHc^l ziAA{c$(GZWS+t$4;`FJxSBuP(1D)ZOKJb4 z1~BD2R@#JE`(}(_Y0ht%I`dqB`-64e|B!u%w!Xn_#Ar z(KorXf%rwsy3Ow-z)7H`)bP7mowg>i*+jY1ojIF@bkK>xLb}*KP3aeLgMt`!5 z6e2K;qW)_n@do>(MrrR;H|ba2yi64t+y|3PPpwVJ5Izj&UDu5@{^|(AGMI313f1|Azgsegq9ePv#Z@J*zpyCzW$Dz?oaH-ezPa|KU~d*=V(`MO`h@taMV~X;xi+V1#jD@m7y`_AZw|W95v71$t}O*sS@Ty8 zrbD*`$=aQ6ZCsrla-u)7mO&ieWmr}ZjyE&b@^m(Ci&M#ZI)~e_zg@D7RftnXJq5?B zghuar*5Dyi7?cjqVxRUcCNR|>Xyar+!;)BgdF01u-%ii^`-KmVqLELR;JIEZaTq#m>E{AsHZNLC~g2?C4!Y#i!ZkbbOaQVsKE* z@vW(E*;Y;kcw2#ZQD~FWIf8vV)`8ibKKcE#Q?;DTsl;+i5R{KZ<8+DXHcAUS&(H-Bc-ExH+K;M&Q=m9fjVj@z-Q(2L>49_X+&6o=vViS z%<-AnHpl^0N{&FoTq(E>o%QIsaJyeRmV=5CMc8LN11j1<%$+Zklzmy01P$Nh?M2TW zRB%Y+hW2EWf3IaW14%0#bzrp7Bpbwkbo1YQLrzx!|1V3k9q|>G#;UU zW0iU1C!i$>O0#5=C6awqF|IAAM;8P8ysUy~q>t^p3jG~p4npQAF*EQgz=P}8(szrw z_b8nLsziCQ+TzPY=`Wv}5x(h-TFD#M_dUbb!mG0p?IghF5;!f?q+p}np?Mj@#0^Nq zL_z^&t(A79THbNwib0mi=|Utk&d1nBHcl9KcuZ|oXqUGq$lO^PA@)XM<7pL%w=`Q6EOBX9EK;5D-7|G17y1)ie7TgWXH0 z-n;skIyLS$VF*d`&$CB{A431`HKwP$nXqnY%X>=EVo7n%%E}rqU5bJBq-Mlp*SAO7 zeKR!nkQ4rG4~Ng{Cv%m+gloG*s-oeq<~=IXW z2}scRTrfe*W1`-Eep3&2I2w@;uYDW6?iOxY@JRDBREtf@)ip9nq>HCU{D8!^tt;uu zLilLwV8-z(kN%8tI!Es$<*2*Yh+<3M#dlY{>UF1GZS`daxlOMoxbz;axhqK>C|1E$ zMkn#%*@~KdYy8)U=OuS7gIt~zZT-c~7xO5FCN49RjFC-ow0I0f{Mngfe_l^m%{i}S z_05ikCPxGG#m$9-{+;4DegD_m~+R99a}ZHDXlIn|>rWWX5fAUw_6-++_p*s0t@ zT)ASXz|d~I0{ zY;(3|kv6~>b{($Ww(WORq=z=Mw1t#sEG(T#?na$Ja@E-Ly+T9M|BG2ef zr>2I6ua}{(P^rQ9%z|g`sbvMf{4t)sM%~+r&>PKQ+x!wyB}@|8Hm80WtaFZ_aD*I* zaVU~Nh7!dx^PN@?)i%IITp^dA+qvJS9+*@|@jTKvl_NxP%CZb$8RB&YKktTa5#S3{ z&f>=LGvzHLY3S{UCK`udhX&mQX+2%j=?4#?xHDpfQSi2^3n}-92Zl4k#|S-eYrp46 zq7z7WVHe=*WO)5ZU&`*Z@;l13c%52ir!n#r_?ofB}!?)lYm0O3sW;mAi>5oj~|E)gV{K+?RDcgJiT{<(!>@~iUyr2 z3cc-`=~&&ps_OnOZ}6Sb2{{GJXf5%`Vb+PetkD87v`cPWCL|j#KHHiZ!{#@rfWoUI zCUf_#)Wa2>od^##Ha5`~_NifTqQM$*X*JUsJVnfUn8hTT26SM!s z>RD;B`ihXE#2l{>{PlYg>c#$y(gy4Cas$PVzPvn8W(cW+LA$Dn`;B1*t_ees;15$H zb1*>bMq5?}3UC!#m^6c-&-}i5+GU(ry5^-4lG$Uhu+WR1RWWnKume7Sroig0ph7KW z?J`QC8q4CxS~IBY|Kj?%?f2kQ8DlnGYl}No@f0j3P-|(n(G(`6yxJh>N7^JAdSkl& zAF58H&$tE&{b_6h@k{FQK$%{RAQ{bXO(u&Nr`?V(mFyuI1Ojdfm|{1roV`G^duB4L z+9BZG6I)@NC;pKt1JA0Zbq8xjO#A0M$4pF}4;~|D84;y6m_Cshj=@|vbWhv!e%##n zLqMBW#p$rU*Z}pL8!HLjtyzQth6_EnxpB2&kS=10}dHHA3X)BXbRtVSYb?+RwK;u29GiKgd%N&rIpGEaNY8EYIqq&7BH`qn-H+=l$?3>ahbrT52R{-imhC z`LhM1vY_2V(Ez0Dp=e%`hP$`MOH`zJ_=MioDwqOFe!@W9pC@ef9%}gQHT3pYwisH+ zXSr+ORxe}ILw1hWoJihd=fF=LuQ-x-)HaN>I~Vr2&SN*UJ1^e^8yV$ieOt^AUhu?& z;^_Y&e70qwTnZE z?ZQp_7Qvt8#S+Zi6-iAA)YbH9%>qnk7@@!m7G%b{w+8V(ELsu@y}fxW0!pM!1=U?- zH!R#Va$WbiaUh<-7aLv&`C`|0bLe98P64li9*D|b*CaY@2aZ?`5NyEd{AbOAcLv_c zM8wV1EI0}JW&aYH?`4_}z1{chFs04QX(+WT(?NgN0maG3A0dmNF#{Cq-V6)WE~Qrv zZ}BhVW)cXXBqnj!$-rnQLyLM}Ud=ma-9Mq9s;*und^9jEF&)g?J!#^h*1v5P9HEm$n3q&RtIUW!%wAoHP05NUR041=Na0ulD?i&tdhfM zQyF_MWuEDC%2gWJp^(R{V~Rt3GA4MNg0}Oi8sYUP+SckiJiwLiOi#40C+ z6{)nX7P>qxmz(DkEwT+++HIuDzXHs?Y&W~Z2@5lAEZ=Y^>Au+MOB@m|hWu=%hHOD! zVpHWr=@dg#P&tVTqjNW7^Sy9HCY&q@RJK1)M>{ zx!lx`R4g;3=lHa(B6NObsqH7p&&;9+LQ<1<_uh(ZC1?bg{exnrs4e?tGThpAu%wO~`^4c2(qa|AT^8yD`8n;%?iDXWQ@cUNcXdI?G%n}cN zDe8H}t+KD08P;ucm zeS68fsZG;(d3z4Yi;@7!!RViy+J7*2Z$)8z(V`ttlr-YMlI{L?8VVu6FNuHYcJa{u z1%v-7t`Ktl|6GlcVOFJ%q6S}zIr{hsVSkbQ8|P<@`Otr8D>B~vLtA0i;+sEt#St}2 zkU@vMJQk^M9@xle%{xw(zY{q^F~m{e!KLlWw>K84SJ1zj3I(9Oev?u0K z1{Ezytx*q^H}!B zEGxRHK8CTfgb6*Urb+eN1;EHm0s?|T_=nS*uFh-9;>*mz&9hthSC@MiA3=8vd)I^W zGcgKl+6iz;kNhoi<3*1xhsWaI|^Ws&Za>K2%S&ApB-T4VS~S|GD)`YB0Qq3 zAHI|=m5x{R{S>Ana#XHN0t$#`R(;~w9;-bYQimA40lsRTk_Kq#$uZ}#+&IqvT0v=o z)!NM!ufvKb%i^d_ri7NwO6c6BPh&x~)8#>rkAC1uPsJRRNkw(CYpmkmJRdQ)XIS|_ zKmz2W5&FqtsfdwKY!pqT4jUZ)rOzg+D+)aJXcf$aaw^14SzZ~;PA;u`H7v^F3*zq+ z60Z}EgA3QM!3J{t`_VS2M^HI|-!E0&Z03;ra&o=0 zh5v)Qw+xD_-MU2+h~W_2-7P_bc5rtK9^4_gLkR8xf=dT?cPF?v?(Xi^(7;`Jzi*$r z_pNi!pIde7)S>u66}@_`^~juKjydKtB>^b{J`YA}DK%BFL|Ez^FQdnxbi3N-?n|tg zPv((DYXI`iN2VaiI>dcTvi2(Nu;Svo@|-Mb&6hg28Rolc%VSw43n*>T%Ux^H1>=mhDSy#3=myQx!Sw+$}`)PHDmz*`K^f!(T`LjkT zU&kaIEAEz(Hb!Xo-LI53bV6p(;zrxqOLMtVXYIrqUNqTAzr1yC7bW@6nx=

I#JeDr zODs3Y#d0%%mRDDxwJ--Ev?i0{_9SYO-%6B^WDU2y_OfIDQz|x~KA@S9aF}nCe}0~_ zLW|(=%8Se`jrx;%P?~tbt0709c;Pepuv6v6l{iAP*={>Q=kYn?3+l^W%{q}lFG2kV z>o9+;{i8fG#>&HfFMchbJWq-nPcP0>G}PZdT|!oXcD;F-v=^Ru`XbGRfapNIKA!+q z?nuhey53$rI)3B=q%mH46xQo83Ax$On^3p=l^JL_h!F$Zg?qC&wVmY_kuUC3^%>3G zd`y7V&aTgt9k3)!e=<=ti54%*-WSDy_eo}q3Kb%dZcr0VGNvu-XC%jDmansfj%*z0 z;4-bIHFf(UNztt0I{N_C4g^vr?wHW9l@_e^2U5RVB*DWQjWh5qen7e{wa6h{Z}1a? z&&}MgiE#=PBOy2$+u_Lc0KJ29TonhSHqLe5p9vKnv-k z8abQ5KE;w|&5z(&2Sx4|Q*jWfZ+TbKT9lg8X5;&pLq=wx_PQ(;5br4EXGQlidhgt2tbT7S@m=%wCwcvN0OZ5crjd}fdW(ur!(*(Fg6X{d02%Y@}8 z!lk8{PhDauR-uHUikDby!v0t zIRBHn`**#kfzp3h4qX#7X=}a@d@m|R0w(>U(twjm@Am2+^(G~yNGjZ_?HLDC$owNm zg_n8et{{;2{S19e8?SRA2JSPtkKeUvjJ5&0{ST51jrUr5__zk<;dZ%EMhvF_yBOy> zRgIn{=_OeaAo-XkSBCT!_wMoO^KXHL>ih${n8BW|$}*Gx_V!EZgZk?=XYx!q^&(6e zpHws0{^i@X-UTJ}#Yva|p7%QI!GfleMfJUB;a@VWY~YWoS8MBz;koQN!Czg)C4=35 z7eI6IHM^JRUTL49U46V!xe0h4-S0OGMuA7OJG0P#(5rRcqO5%0oLUnogFf;eN)C<0fi((r3AyUO3zfa`k(#Fi$7_0#vIyN%U|Erog>27jdd zw-KLWlzs?dP2 zUA`quHpqS8_WcMA=zS6Xe%{eCPc)|cuL8VN@U{%2F$29s7EHJ0NVA2cal%FN=|3~P z?~(pyc#~e7{#%B(^?#D#4Kt{-IoX?!8@lcj2IcrdBGLo6r=?iCMK~+DS;9}Zd)laS z#YHcY3zQsVBok*stc=##&n|U4A-f(pg*x|Xq2}8<+&1psPwd5|^5>wxYG;^{$E^LP zw;2wbgURW4bnE=mEAyJePP5(KmGzBv+g;(<2Y9|Ll40Tt)i zL0{9WU&oHDG>H=yw++@`I!i`;iu9{#VPeh%y0m~L&&K5`=g}xT($Rj*RX9N+{kFFN z-DUu>hJe$4D#6#k29ZX1`A_V>PUTz%H!W4WR^o%l?Fe-Z{+)PYPS8x*xa79BiCAf) zat}R~0>3JaPpDy@p$<)nU|{~p)-@wuaFX}Rm5^qv?Cm~94})rMh0r8w_G|jfh@$R% zsF|KB=ix;OI$+Soksfb}iGNMl3Em>SmiPo`c~&nxPu%x26GAf77>GF#g}4ttgebgm?LjghOqp=gwa|SPH=+ zYKi%<)AY-F{U)1H6Q{{DWb>8xhZ`^0bB#DyJ@gCER#Zt_KinQk`qFK=xCAD?`g^3k z8inI%p$3paxO4+oDyv$22_ZV8sJ0s5EHH=Gm-7DFpZbb zB^O*}@9c`=^yXT*&f2YMuWv1Ejct#PUOBw`=6U9b;6Jd(D!@h9JHn{4JH#E)*Y^lfD&NC}gS4_oAi$dKhvv6?3K z&P(=6<+INgA7ex3jtBQgPm*>y)Vdb7!L?t@>wZ-MdFEN=JZ#=8HhGWnDFYqy326@K^Kr;2EPiYmvza>TR=DSr7FJfo^iVBq@-7DkJnF zbPlA>L0fh8&=L=RP-<6VD4RQ~i|M6q;`@r&Tkv7u<-0|^=xr>rR~B_%NvdXzmP10L zq{AE+T!3D$6ze_PB%O)K|^`(svO9S|-pm8em6nqO0j2{?mXw)6{Aj2XZ2 zY0>nX%f_~7+XKd92`@_#WJ^~}(}f=X3#k+ev8uAl9`$b4H>EUeQvtZ9^iq=?P$CSe zvwnAN#64ypg^^14k=UO*6)naNaWdaY3r*Dr1YHiSR-kls$cwEga9`kDeQ_<8Ky_I@ z-7r_T8{762)NUzC-c`)orC)@xH`@Ota3*l+?a|AZO|*<2q`O4`ymMge8XG@jZdMuS zln+@vxMt2}DcRB#xLn%vk#5b$RQMA8f>a6H*b`4*Td)~N^mft?d*8agsaFYCh*5@zm^SFxmhVb|es9O< z>lglulpxNDepd~em0<2^O;*!NZa44&`wYi~`=5O*o;&xdOZGszw2|!#Kr%g&fs=DM zip!9tm{U&AfW;!Ssbo!$fO~PJD{(a<^Vvo#E`;VUkz$3N!h~=@ypg28RN8M?h#-VT zy=Ss4dZVy%oLUOwsEs-QQvY6 z+hyg*Gys(Tp-ndK@Q>q=1Y-JRfu2>2cf!4QDxJJx$+JJ&$_af>+=0RsrMJrMHG|J; z(XJ_d^;#7-0aue&L6B24F|MtEi_^KmMq4(bzxupo*2Ihufen{t-0rz(6>!uuaLyh@ z+Jm~KnUa6s0^bk!n7NgSQ-21tgt#Y9es*EIMR_Gpif3W1Z_UTe$43}l^IJ{dzWM#_ zg|(0^;A#29JR!6Elq|DR2TwXkH4_N;a>11Ux~*2K@EaKpGOFle0vH+$ z)IOui28_zN8;aEuFLHc+3?_P8gAX|5I*$HN`b;<=;a6(6UQ%yS zVvF5~Qs2GIU{oPZv9{Eoy(KQcX=l;dJ{T0aaaxROg+d?oV3@5SS^*-)1TBfc3v)Nz6Nq1 z%mQ7Sh4TU>tA@;V@qk*A~9lTaxY2_&h9sT*og5p=F!I>5*3RLffaI65o^YNPfk)#_floJtT6x1i6p@sT5|HeAtmwj; zwFqeWy$c7m(%&LvlCLur4$#}lS#cgN`;{FrY*Y1e5Rk6X%MojoATJS}+@rbfFY-KA zLA5V~8EyjG3xg1?y6?{&x7#d^Wlwo+om)%&Ap6VBDWT@}7cUP*O~Hl^R{*bM`J0at zR#r&QHjO%0W}Pcw>*!^&_L67SCf%(5UIx6>$IIU`&_{7_ff<%MT)Ct>0@*CbWwR^0 zm@p|30o6=zYuRG|#hLyxKp1L?&9V&2-7Ez!c=Hd11eB(JM@k>F}2s z!K*|n+JXhq$RKVQZW!2@xMt+(;Lx&sxtpi4`a^Q8sRZ&Vo2U;vPWwInYo>K&EfN3i zjv6YKr*_(KAKU{OG0U0^Y>GSg*z*3r@CGZ`P|CKz9bVdl zx=(d~);6>k=hSif8Y|r5v0UR!v!^0~RF(48EKnh2B{|#&fzLz!?p39muA}3ZF5P<9 zsI|(_1L<(N&^%n%UgQBw=UGt-i+v9A#0kl-EMOqfgs z3)`A$xJiA$Lk`rSX4{oTqjtsKj*hL2&z!){EStOefoxX<))W7=LFgnQh^KeNY(v5A z?u|4{GxSgw=EjyToy)#E2>BH??j7(T?A>oC>*7O#;i3q?H7rOMx){G7p3GN^BK4J53t#zgSni9S?}!Jb-Ez2?cxefk+;XG9%N?vKsX) zKLBDy6%Od9xK^=bJ&q0*+;YbTpy#ByGD=It4E=?UIHG&g7hPEr_SzITGu~rorKVl&^0%M`lh!1$ zX3gY}TCO}7AC}`!@4QkDhg7d|Kl$u%xBu$gp&24rw~Yq(sjyNSJ}qZtWH@D%e{B)H zjnHY+kgLvO$`~=J9=I#7b$1;7j_i|h1uHqWYT#w_#lttq$;s!d>4blH6vQ?&Z?iI` zSD)GwI7{&64Nwc>uv7A187jO%{6i~OvG?GwZlr?9#3ym6V7b1Vto2zt9&B}x>iDF| zie1N;>{D?=9i(O@OS!X5${ei24AJxh%V~GioTZ)&Tf&xF7SB}GmpE&8wkL>>K<^J9GTiCO&&9}vH(n*tP)yoTv43>co!YgLbEwQvuSQ_ZLt*D(3vFn=O`PmYn; z+_G2@Z|h+ijQnNkV29#WB>4DCVr@r5)HDI-q8xQEV{x3Zjd$@BYH?kP6}?ESlusU8 z&AWhjWmnaqH;Wh5k3|y8scX=AEj`KbF0=38!>mLM@>#GnF-Q96UyY0wJ+(dD!L?HB zMrW5>yJqhh1?3_7Zy)umGfWOq9=UOmJeaA80M|cB{@NgT(H_ZP?iEm=#bhEAP-+`I zkv&xNIV3}`1dvCj-xxW0mrnm!_yuR#V_n+|;k+qT=3|<+emtOoYAUpx;Y$V{>jE%) z1y3d8l5mE)I^j-vQeuH(sDbFy>IuVa{nGIY2LKOgy%Or^`s zZ|qh!T^BGDZ}9eeow5; z0C!7Z$8nu^E_^r&k$Ko_aIS24!dLswlCsA<>PA#RnQ|>V{=8LK<*+Q~80oFT5W^g9 z!_)`1O92l_lrn3c%fPa2s%5oOrhe^iA$Lp!`#F&#;Pw9X=Gs&HlyVKQ9%B`qDd?0{%RZ|EOL6|MT#s|Bv_TApSmiuHUeH^19N9YgHdfgMg)rdoCB7;+5i1#F{JR%tOYvl~o2=HgvcCuWIO`M+q z?cmUM3I={fCICFPiamAEu9h`}m`x~+byy$-19zdN=r6Q&MilYO&}rdcmtL&+nerQS zX7YcAi4i6Cxl2a^)gu|!>Q2RXP$3B)bZ+R4J>bMnt#H}+x zL_JZkd=}SBjv&8pAI4u;V*dWTnj)0Ce{|^mHKK)TJ>F^J^c$dWA&T_=dy}c?pPW8* z-H^Va=p90m?Ku=kZ2$IXc7Z`s7(d;+T&@O4P|x|HfsF{=wGuv>&rA-Z#@)hI$#|V@ zqi!}?GGSB~=9gO{6TSq&Q0m9f+9;_QtNriu?Uv`b4+#?FM4s$%65E|?yG<9D-*|7r zX*BR1yX>myR0TQ8MLif1Hwx9B$`jfgCr!dHnd`K$QJM1Vt<28^r)dH0T;wP@aDq-c zYmSe|qE5n-F;+BLx>NI#t%n*VRKovRO=@@dEOlTn+k?`0&1#bLqU2MGAKlwcg-hIK z{_0uBQZ|<-doa5 zHL>Y9ZZdVmKZ@<`k17ni0EI6M+}_8z`XRdbro*=Y>o&+se>doIEa9jx?Q_IxlTNj8 zJM+wNEVf-f7KfRPhc=Lfzd{12=$*wxq;~eYu@#ibN$wi7AdhCBQT$A+l;>ohrY{*W1WXHUE;^HWWpkwFGB%@Ez zLzyEW$CW;H)V(th*&IO7Yx^g3&bqADVTce3Jk2I6 z)Yq4A4~$%54(o7TKgVa(1TWkS9_7PC^9B#T)3jvQpjpXKG9ct!V3uwz9alHDrQOwD zmn#vx2h|j2E^{LGB~jC;M9X;wtmDh5?#HSC5z47_OrMDD)WDy7HJ%VT z?=cUqn^G@fEuWew6WiTVrG-Cbt3F z!~+;{V&@2khaKO9zmeywb`V`MJI`gbBex={sy4~7${Tu6oS30rQ<<0!YaG3u%*m!! zki{e^jv%MycohMBaC;%f4&GMBCr2RpG1K)^K8ccYR|DE6p0*%Fmc40~jAAC=Zr%19 z>vbbl}c@eKUWa4phD_b7&$l zWcyfVCEtfTKBiH$l8Xp6YkfReE2YFlSIkUX@6LJQOVy~*fzTDsa6LW zj=raV==4?7%kbC@Z05>wOtd1UIfkhEFc0sIezxbH6#3zJ4kg;9Tb#ZM`J*5a6yEq` z4C$40tAwxza&f)!F-0=gVBc46boKN7s$yg6CVI4eAwTl8cJaj!toV>pH+UR@IrVKk z&ofKp5ii@DH@aGa}xrm$Wl<7LHMz0=I=XgEom%g zoZ?ZIvrt=@@1Zf&Q@!m#+@frM_uCY z$t{;#AgAKaf<4RnB#q^+)Hxif&DgyeSr&b)@<_bY+AEiu=z?xY-M~vhUgBw$IdzwH zw< zfjT>H`+g#jXNL4{!>CE^=y(g=BFPBMc3zn!i#D+X!gpo zFhI(}_fgBo6fW((+fXGuS3S6J{AYiadFt1qvZ={sKxLY+nxvHxT0p#_(5PCrlFM)n zv1aY4rX#wOwx~5^s)q;hT{^mlH&PC`7+|fxP?Ml%|7zx=X8TbBWZmpy>jY|Ts2Mt~ z9I!iUC0?eytLT0dm2b(Tt3A6kf7>ZtY8tpY1E*n&`!HBo)I}r!0@}xWX~;de=1)&? zXf9Zp6n9B%v={tb{cQ`-bEu4XEG^5HU#2tcG(0yh1j=oa7$i2L_nbBJryaVLp|2LN zNR>osFz-K+FYjO0c>p!uN3j#Y07wg&E!0v3FEb^PuH<76Gs)|)0adhJ`42V1sLUvA zTs|{5qyw9V!7{r%zcRf&_M2z@z*c984v#^*g)h&WEX*0CqQbyKf!Ravt#z|!?U?o& z6-5$@G8A|eToDQ-lbg1)$yc4gcD;s1je>XccTXszg3EGxryK&+Q~A^d%!`xQc9lPS zXh5!&b>z8bZ$cg~sb3j+ykcfv9L7zQj)D!hCmTB{@bsJL2#`cCD#mDgCviPiVzL(F zAg^W^k#a)7(QZdWc>8$rwOqs^bL+6u8! zynGK=BANKbW4eAig*H!=jD!m}??cfc(T?JvW99_m)$~D0F`qhDbUt=2zl-XT<645) z(kL=P= z&z7I?x3p7C#qz0p;`3W#v}`L+z7X4TA6;;`UR}97fXZj90HK?KZcp?HMv>gXbm`Qc z&CMnUpQhrdZ`1*OSK(eZjaDk5k4k|J@V-j&b(~2~f1D%^!F^P3#d~Zw*O6u#a6VX> zb!RA0gJ)4qkiR&HCUOqwuxgiFj9hS^rbz5jx3v0FPj;_p*}q>NzPdUujv7a_)Pe zy{D&CB)a1%O&l;y#bk+!9x#(;-S0}!aPjX4nf#`Bop&wTq6w;ujA0Yk_KpT^bpg}s z@GrhK`u+ASBdA_`7i<8r`%Mhh`B9kqHS8t6I@*hlW4IxtD;;(?)-BtU zk!xusluqxs%&;$>FIAy95=f$m=R4)bSc-y%oa&U*>B?m@71v^Ytu=iBF}RRPZ%*!^rf>KlKnnUZ9t zWqGRiqEoYFy2UCF&90|3$KhF$&r}o?zItt5?r=eM7L$2{2|R!99#4H0?k~6E6oP~^ z;oqYER1kc;nzUK0tF5np-oS02YxDN>^#x&!HahNFTA!V*cWvFH3EsUBeKofcryyuy zZ4K+hZToh%CX{a#J3!UAM*6f)YH4?4rT;+CXku<|{yubryB#`$%Q2kB<7gd;PT~nW z?~5i8;5Ar&0;pLjUj9#?zU1GSK{DhPW+krdo^R~76b9w5dw*Z$U z%{4hQCXYRD>pzJ-Z)vpOPh%?Z3q1+_h$C3^y5G+qxGrzIKWMm37@kc}PtS?_-7pX( z7LJ2Ksaa(lI{6ytCig7QvUhUQ<`0DeBl>*k`^Y-6J6)^+=6A2ULGKUneVp~BjwIr7 z*plDgt*hg@=nlnSv+03QInX%V&D6I|FD`l>OwmilhM@P;>ccj05m0t6-K+A*!dWSZ z9E2imT%4U_4y9fRp0w(=dGYKMYJUH|O2fC}c`A@K$m$Cnnl0C__jx$)BgN#lFgI^- z*d8Pvh8R2LbooBi`+CM54=1zlj_&M+b^|wMR4*ZO2oa^Yr{!}!p#uNh+vchO9`gr0xV`o%}2en-949tUo9*(MoGe6HXQZ3Y6RD^=<3MvF=@5%q1 zot-_Lw)^glk<*TnbK`{fJUu;4<}1u*yw4v<>k3ATLrp!QK#5%o271}1+i0X`unbkv zzstAg`taeaWdO{5e}ekr%9=|iLyW-wJy6EcnC>(|pDQZ}@`2rjV$y~nrrjk+h46>- zpJzu4vN?Ec5Z8TTi)BEf0p1}=-9f`cs#QGxb0L%@?OZUEiy%e2I#K5N?@1(X}R^X7PQ zfHoYLb*AsocmnKmPw!q+R#n9E?fO7%Lfi07oe;+Hi)*1QdWU2S#jPLt86II*%p}pN z3$)Cb%s;hD#NRE|ksUH=zo&6K`}1}{!`s`tC2ZhezwP1V0WKI=FXwf}8)hlIA8K2i z_LV2G6qYVQ&%iGX@~mT*5Rlz%a@TxwG%qrfbpLv5u~Uk4-t-!2t+ubP);ShkTuxUWZ+)L{VUwYBbTXI@A2@}*g74R?%3E*Z%e?}h!}wzwLRXls zX*!XkK~D`nBl@r&{iF?2VKU%pWcZWs0KkIXUo zJ}5B{p-7-pHv^Iv?ne{=qohsgQ?nNC2t(7RD1}`K$~LXT|C< zny`eZeYe}Y+Y4}669Mt{p^{Bn^%DO9XRov5*%#I`HyPAXuw=Hu)TL}Ce3Q&R_MZES3| zR@d&_^ z3T;o<<(T6b6pwwrFo})392tI4xpsXNOo~@ZG8C4oBZVum#pXSc36ss^p}=8NfnDoA zb7neS@ECBV>{IYx>OWuWSDTJd98d0dB!Cg@YaPiT6xG=2tnV%-`yn+%|7P+M%iK5}=29NC<@_?W)g%%>{F& z#DpUlB2h+8Bl`4se^?&(JmHPc%VJoj?n9%H-$a8(?N34cyOTUpaXslS`4uw94cVyJ zR)y(Eitp2|FHJV3$XGu6Af#J0a!r!c%{XC3$BWQn)H1$ z1^B1ZPurHO2^r%sa(F8CHR$E8(D!=KJ96}EjIK=()f)vts`1*V0lw1~k>lX511NPROvOHNV{!#_q|j=pxU&z^U*5*>ufAM)o-dWMygTaeKntl;rc=H^ya&a@?j_ zxQfR`#d7|uCGqbdkFgjV4bVMqC+e@EOeeIY!{JIcZDoy_sbV(hw76CBb7viOoL}uv zF5I`+F7qCnmeAo&l!sWqxH(;Ag*Lhzrxcv$zEiydZBG7V{CT)#hm$F$rT91%jdzsv z!Qh8Z_t&CKtRcdOiUI@nZ0eN*y7(#d!vaA{eFW^lz!GyeL|3JuY#X{1hYLNcHU7^h@I&fqZ&p?Se=jMeXCBd96L6<&0PO+i;|ATm3QW?Yay}!r*Oc;?G9wAs(W7 zDK1BIvGW?72yxytDg|ihUX^->ECz9Cg6H;D2Y46P3mK8m`%4TUzPI);+TSTR0@_ z(t-j-{0QTLfX%Z^L?HoQESQD5(4qLq$%MkksVmhyw8-6S_cC zX&E=hV`SE+y=(}#?Gk!B>H~Uv6oK5stn={dXZz2EvQkn)q2hPjZ%W6^0?RrBFx7Kg z;&iSohVVZciWXmTqjO0v0VW?^b-asAQ(72oP&)8PnYkWv6SEwPcDaM2qkr=hN|u1H$S=yN`2H*a z00m@+-8_JH#DMul6$caO1^k4F=2)*;Amr zSDGA)wYVn;y75=|y<2rQi=yCaju3h($xH}c&c$sAiOliKYyfi<>UxVGg__6Qhf}Gj zyH*Jg8{maFO+_7NiUc2wnSCVJ9N+utAC#fa341u{W47ZxQvjA6yuh`l zDmU*ZA6Ubc))sG1v1r)g*e)8W;BTh>zPE2ti9!s;9_AI@ZjO?v-Z?uv|J3O(F;wQL zk^I6Z5`+w3Sp+9EmNUwGZr&V7R<*D(IhODE;?K!97lJrRCjhEmXmPJDFE8)6a|2D4 zOh>=>{{9w?WU7r?_S3jyR=!}kzJz(E^M!t5N+hDUt+_e6ce|p-l&fOI(vps3K|w0; zt->#`9oN4n$&g)xkRAi@-x&C52}>GChPNRF3d&$teva@R$anAebavWf7nGPYU64r& z_yNG?s#0UIRO0hc^MLhIW-LHo!Fz?zBO!=YfU<>4vNMvJ?=3Uen>B+Y2bv=<4N|OP z=PQC_LGjVif9DG#J=3Y%^u$YU$RAe!ZfYWU!&8-2f&QY3A{U~F$8L%oi)=|55m#$9 z%fR391zVs4(RKWBIzdodQ*&MUBUB|~IfN;|+Q``WmE#ovY{R(QeIB(A#LX=&mG{no z(5IWK5(uGygUhqNSiHq+)Rjd;XE(hbH~R=uKR+}S{7&VK=q=t#7NnxIIzSrW=AsG? z{9ws#CTb;&rI&P@m7?P0`i>BfGX>Qnx;fGuCw<*B>7yP2+1cKfYG)bA ziz7^%D5FdtGc(5iNGp1NT=63-E32EXS_d5H%OO^qtwf@cK4Z4^&Ase%XXbqnsg;$L zd;k|#08_Rf(~heJt0T_*XF+1E6=tS^L}9SlVOvg)sI5~dfzF_?@ch|i*nwWspZd|rG#aP^=mET8;}tZV-W#J zlhjb_1$BT@7WgY#Z@0d@2R3#o6B;s%7-S$=QF z=>uT&w`8V#l1Qf5JVL@8z(CDU@_4@q!8vAdzCM^%4pJIk#p87_%Gl^lVSPaDnRvg>X0yOS-ro?|k9ET?Os8pRjw;D$ zLRG9y>fO62`r1#KCTx8mj#i9c=AMaW{j+-x&x>!k)s#76bT<3!?^TCE!EoUoILaTs zcDx|IJUn~zv6k@oHNP@ULX-j#Lxj57s1Nm{21@1IRP`0o9}o!Yuq!@7E5$4bJ0La~DH$a!qybPI3WYrJLR8u-#6HxBT z$GrDCS>iDe4tMq_lMjHuylP-g9@l)ab}(3<@VH1s=Yu zLTE+gM!Ycyi_%ccU+KVj@?(dzYDmA)0#~$gRM-Mh&)W%dHZD;qJm%OrhAaG=_XM`z zFxaidlHcR&t-R`bF2LJh zF|0-KEppxbOe`PEXsrwT50Grsz`l0LvMi>%8}tV5S*932 zmWl+Cl5LRaO){}5=$V0CV75^Xz)m2oW--jl=6E4#RXS!u+i}(ND6Bk+Q z*)lWeK$213`ZA6b+(GtcE7GIJRn%((M^G~YZ((k(U)vJc!iDm<#JCgpq61kodZ3Wo z@Ha>sLOHcb#0%q3k$@AEL?BUEH^~X?t zkXE`Z)2tTfARz_$L`dY&m;7YvAw0vnK)9F&_yL1qRSgZw%dY4wdqns*hDf#GPxcgp zoO)$*n{cNAi6wP8^p;CemX8{z*knActNc09}|Dg~^POkrDc;6QBmo72M5FK zzXZZSOrsJ9Z=6Gep7+(Aox(k1c;o@-kN6zsKfT`k>R4Fd<>zlHmB3-qnafuIr=$?r zc;h(Ek}n$uMd#*jr*K*!AO2Dkey4;0Je`k^52A#GM4vjYD{Q4odZ@pjj*su*)^}Lx z*I{*%PM8@xJNxA1WM3p9ZGzD^KQ!_HCoIYHxk{s2VgOZ_A2(K2P5k*Iq{Wq63c+R7 zTdKDM>qG*7Frhlm(tZG<(+@)+@B69G@5oo**6j6|P95}3Ph;Pdc8>SNq#%B9a zqFZXLGzx7Htx%P$lt=j;z#f#_bJNg>gFDu!L+V>vT08^LFTBwiY|!u1e*Jp&h{fps zdSfamj#k0aQ~rT+!>QfrA)TU%QL z$lCe&c_CPjG1>t;dBFV=!dG%uorVuoR8%}Xn)WbTEv*Fz=((gdf990=fpR^e#cu01 z;pA|5c(|aTU~Fs*g^-Ki^G5dht0EYIe9FvO*qbIm5nKofKtEv56vPxRfK2^ed-C^7 zOG{oybCn?>?`UcB*Vew;J2VL{H8~FfGg;}<43H{3Jnl;k_AD$cz+$tyMyL4ac}mb^ z5}3x#ImpS$fnW=pmJDzq)yw(6vo_W&ps*$g806{csjaOI3=P16pppR3g@wsq@b~uB zg8Uv=?+6G~~at6e$Qb&a*Fy7}5LY{M?UhNP#dSJlr3wu0WLc&&%M`_U&hL zheJ?SZ*OniwWOF>V0yZ)u<#GV$FGi#)rE!o5%}y|89gMffRWDn=PKgPt}dgg0wu&g zfQyt*;V4vlu84eme3Xd5d&#N3$L>U!2vF@Y53F=_W7Q%6Dirj-zXC+2b?}!wLMf{-cbt3gCWq&2;(4ypHm-BlJAT1ZQWHK^`Y|J(rPvY(Wmg(YY+fm!=%cDJgk z>Xr>?W5QJ!4TK|Fu`x z`~1OUXlTg3(R!W@O4-=h_)S($4sgKOZl0dSieMma7JcL zxShj=rTqN)`&jc9_)nYnArOFdo&~XO+RDpEJ>5sVXi4}8OcnM)bzvR-W6O;8jXGf^3@<9AV^C~dxJ{!F0zLjS@-SRU~-Wl$-Z}{rlw`u^(T)H zw+j%fsSFfc$6X*v)~?eQk)pA9$US7>cw@|v9Z!`JUIF)^j3rDK*t z!J`TGof%W&tqSfbVd7yuaRsfHg{v+5jT}K%&EggBtMt**d%} z5Wh;VKkbcEei;SUeXI9F-QMl*f7Z?$l-a9>3Zf@0y$Y#KooF_ghaz1#@Zu*n3Pe=QlS#7h9oA zBF4r!xi}ZZ68~)8YC*4u8|Dum#yUFw~nl0b98$O~TL5e}8-0z8Afw@y{M~3~uxPcP-*r`Q!Xlfn6xfsrwD#lXNI zb|{`v`FKkzUxNQ3)~3=PTp{}L66^z`%% zEr8|qgMW*|^yOzt3gSTSKi8%I)^GP&*sbUN^a*yi8O@tm+}y!p%#DC~ zA-%UYHlAwt^+iKNgZU46Kinw&HFUdC8(Ujb2Tw2{=fRud@dR`K_N}76zFs^#na9!8 z#3c7ya1mf}0DeVNXJ>b}>r-%0VqzjNWx%DV<1Oql}{?d&$Opwb>yw2mm3U z{S1`qJ#GPK)BvDCoyY6s-F$RmHy^~1u&^HlL$@XVQpjSb=1rCP;jACyrF4nL`z}e;c>U79dPwEHL$CF6(ghU+S*!x;jXC%eQ9*a_4@Jl z0eI^p-ZV&M%dN`CD4zqtGEN38qz?KEU&gp6dD zomJU;70QT^1}Pe3l@Zx9BFQM5$}F;}>{67G70J#hva>zMb$5S0-{*(#^A9}z(5<^% z*Y$qAUgvop=W!h8%kE|@C6@5USA9J_`-!%vq(FlybF@~j&yoN0YSX+|uU?JN z4JsIUWnN2MD(f<%*gHQz)@(0;bm8EAY-LHKz^XaGtg+(AyZfxY_}b|C;6IUI#fttx zBdxW)qvN>nu3fuqrX;&S`k?(t>JU8o(<}X+mX+1m11^n^Y+sA6?~?@u_~f6A=}dC- z=5MyU%SzL8i$Bj87<@4)xKgxs!_d%BQE{8>K6?5=T23my^B{=7g-Z(k9H{pFXW7eC z7C<-bT~knr+fBi^t+uzR>DOdOc4YZSo2x|WEcbhhZPNZ0*;L1|=LBpVh^#fZ_a-&l zSu?Y5(ef%Se|Jn{(PVAC8hh*S=Qlp@a_iO+*^1Iqi6ciyJx*$BM%-QE3kMl;ZLI3XZ#7!VMs)+v&e6>r~u@9uV~_Sxn3)_iuTUUvYLNb6RPrdT!6)8i;JtGG=mT)DZLT|CBe%y#FlT`5ZsWQ5O^ zpB@+AWCJG=7#O%d4cu&30_Mfj<3(=n#zB>$4HiN`1`#dZ92px^QFs^`$-U3`bBI(^ z$Y;xy>5UfsLx&EvR(dzG%G|EnVM-mj+u8XK(GKEqCdMU&y~^ENf>uLy!9RZdXl-pZ zF)=ZCrVVH{J3HIfH}U29Sz}{akJZy=KrzbRhjbo0;h*~X`Qh*m%&o7?4^1OY*9Q%* zF8%~K$FrMTS~{)FUH%s~vS;PR)u$X1aYn?B%3M(_fvEL#xXfMvSiY-kU!u*88|+;n z56LdPb{YKr`|zGqv-9&Zcb0NCIsT%=9xOaUP|0)a$dMzdr_u}&(DY(j|3oU~zJK0C z8%1v~@a5lQ@FnWeBUV`#I~1qowWX=EeTn_Z(hw4tmzVLefBm|#^4*yo>tT2giRa&> z?EtP!l!*Yn4jw#+ifoa8JbUEFk82Xl`J`LPO1`0?p>9jR_>u(WY`>KrFfF`uh2d|= z>lzyFx_m&+tx&gqXvpHsnJ%nqp&Kv#emPlLg7`rymUG#9G5z>MZiV9FVq}23n;PAf zN7Nk9|%^AgB1}-J)Zq zZ)N%W`>(I_rR2}?_|bNBbO5Elyige}6X5S3_v8uroi#+A3xn9^oyMJ4|8BumSvk4D zJ*-)Fg@uKoK|w8JvvYF}4Qr+L!*!$BH2>m?va-RXYTw<@pFQjB>iS!Y?xWhYp^SNZ zdr!%e53))*q^qZW`1I+~jjIi>Vq(r%keA+TOipJ1+|LeJFGH4IYUr_tgrsHT;<S6klJzu|m zI7ZX)EGOqiLj*@&JV(Qnkzr5ZyU9+g>E=@;gPZGB{r#1|8xAp(lh=4B5k$Ri+zJY8 z#KmD@Ve%}2sPhar@7=%Oc_GR5Ej@?d*jXY?%7p^tI0va)lXPbH_e-@!OZN8kEKPjT z*bEwg6XC#t1ITy}Wspqt^0yTJEl7bOA!K3dT)#bm;R}n4qg7w!sXPggzh~V1j+XtoVppG*1(gcNs&?Wx^lpHlo;L6Z80|GJ3HljQrYiury z;H`aHTFSWf`)k4OEdkx`)O?iNPZ+EwqNlNR_3%v-1S;3YI`wSvdfB-E(t&PyJt{_rH}T zaYB_MnYgkFFgI0NT1vyEuBxGN;f(Of44S}QPM6sJUqOnwX@Uc&t@vEtE(&0<4_)bzF}XMVfM%Y zK+?h3_;>;mKzOL)anLW(-N!H8`rAoh0jK&Zj)hv;$Nxbw<){Z?5VOX|&+jt~<>KG> zu(Pup|F&XOUtf>jx3jaeZG@7ep5^F`<%g^5_*bS(B#C5;uH!8!MSj#fMsOwqQk&5@ z%r7k&Nx~CyGC|t#y#dmL$di<*j9_jJ`Q?5`g`Ix9W5fGai6G3nmm$ou{MO+j(-G^7>)y%jbZ2A7j3 z_Y}$r3!l{Pu5eq-ii`XD>ubRx#lKn7aba99wp4e*%WE4sIXRBq>({aqFR=Xiw66`> z`)am)c9Gi=vL+frqeE@*|eJ1*xe%{!zL~l)Iu#toNiJk&`>8Z(0qx z+IjjLp9Dkk!snwAf3BL9+HuIs-vu6ZDeky6FJ+1cRM}A|EoON65smlj$vE0RhBe>htr>3I(3NtLvxQ z$M_7M?aZWNbPV*0hCpuh`ihlREy#zbhFdtnx&wd<$+5;JCVUGfzXIAPzX}i@ z{KB*5OYcJU%nP~1by+f-SuH^HpdN%wTQj~RXArdR@H~F}12SuU)?V<2cbvbyx$_4* zjUcG%2bcKw5mEh}w;wxpY^uW&l{>^{+*Ivs(xpq6QktJVdlnrXjnG-{2N4LY)~b-r)y3xfDDmp|_h;5ran<)yx@&8Pk}XO}NGyP* zoFe}I{=J5OtGq>B5LxQ>xw$!tad+cWr%siTYhU;ab8jgp74ZoO_{t-QPI-FZClow4 zL#LSF9q3-fvJ5N+n&i;Q_|ofLFK+Kpa2nUW)j1(s;Wzf&iDWzv1;PD~l(9z$le62T zql!u`jx4IxOU6@lGRi++Hb*S{L)x4+?o8hHyLSgA(XAdrYc)kI4=A6o!2;knMSMP? z_5QV4IX$93(|zJ}9_qG%cN1k@^&P&pzxp7a6?<~L0Nq3l^S+zce@ZYcDHLqQZ8ZCB zG~0mlLD>En7}yq!W&AnaSAiS{eoP>DS?lDF?7+8I4LbRvG%)v3Ow zd`HpcYyesiJL7oB1-#R}d*n{^rXiJRK0P*8i=58fy?df!6*zMY{L1n%QBj(kFeLU0~d8NQP$*-!J|iyV7BNPd;Z#O5!%4Vj*cT( z(PPK{yl3A{JTa)n#Rp}#zQ2-r4?t(m(c9a5U4q$P9@H&$ zvpo1%2ZHAU%k}sP$_(KViyo|g1XgT)uy*$cwRrDWw|;gO%Tqe*RrSAiO?xB% z)N^Z7C2-H9iW|Mflmv1>3{Yw!op_lYjt(X-X&0#MpI)rR~w6E$;rva z?|{f~+<|}Z^>Q6Pe6ucyhM(f~%a=DRypv>{Ur0Bfl0pnsc%K=|C&9i59ONIs!9^Lx z)82A+j;WA1di0vaV-VW+CmnTkDAOgu=}(WLtF)7K7zz5Pg1$W_t1z0hz4;V)OIDtv zM>`uDH1AroEALV3dvnKGW08r1QA9CcVe4?^x=#sC%;d{vbh1g8m)F*^zc8$RJAmS5 zV6~;LtBVg3e(xT>eh2=mhw`;_bB?OkjJO^VP>l#e(Qx|)LDCrU@ga?gjEp=vJ`Y}q zem*IXf@$d2ucnQauUjamgqSSb%Py{RRgdt}EUc_H78X904m)~lYloo^td7qIQnBUa z<^uRV!OJ8huu@ZRE0YIeN<_=`chv=-XJwJ?GP)6y(rRsCVKGuM>pZ?r7m<|odwN>< zduM^wsf~UAhOM%P?IRpd^tLNX-xGeIgd%zRr2j0-K{t=pSB3ZFEBxQ!nnqFL%jJ;E6k&_?3ru5JE!bD-YIh-|uRM0~3fWt(aA2KK15Dt^ zg4ycHlU|8O-V|xgK0~nLh8eQqTt0ePDK6*{z$h&xMY&&c2JCAo+TTK~Q{D4imCVi; z=LD9%c#VL93E8V}`~5Ya>o~ZYix&sN6qMHp+)t-Ll8Ul&JHs5dk$=g?nw~yje<;hb zX#@swRx=1)|0?BZo_*Gb%}{p>OX!Yi@V^EnVpSpg@l}ZZ%oi`*$SK9qe}|^ z=A`)~%Xj!$x6hu-!Gu^U2-bj-?L0GcucRn{Xc&(qWxUDl?>b7`I5>zVj7T3|4Ef8YTmp{_U$W#Oc1p)AZ z;QaTU#TU!c04c10H~$_Pp`)WqpK^u8KjMOW!Z&*yAv?OhE^5p5-;&V4-+X7JD6yj2P;c&~7-qM+vI+Jj)_rXk;`*<8koRiPcb& z*N0S!R^9Qo=PI6=de|PDxz;&$d&f({mm??>r*q{?SX^#RigWK-6{LDjG%*k6COK*D zvKJmAuo2=(p&XDdcp_ttJ~X4$0_z6n&Q1OPU3sm8f8|`E`s~r}?qB^Ew}{t{byrqz zhV3EfIL4Kvq@r*da;l1Jx*SFS+9*A1{?D2S#eCXZrb zv~K#+p&J7=qW9m@miCvQOWuf#j}N`+{rw;h&v9q^wRyzew#2?~-!9TZFX-;lJXX0*hZqP(YGAH(f!dSzj6Yino9n^dCe85at8Kegg;&?fdQ9x5ckCMZDzM2^OgV zP5YZjGZ^jkss_JessS!)q^5^!fwS?ku|a2n+Ge63J*r>i`&%JaZ;b!9022c0KegaL zU;X>9v^}P;tgZtN;!~ip2A+S5UcY2)b#)ad7{v${gMsnZv=EhY__IL9oa44uRjvD+ zAVV*6>A$Dj#BWmA#$l|8)G{??HZx5qA+*9_>f!_f z`ze$&tY}*>Kgb!Rp}D?IG|XWd^6txu{|O;9wT(<6{J&N1LabSE{rc*1PvXt*uY=E` zFLTg{eV>={hQfo~j85;y*Ba`DM}5)t2DJ2%%sSRtLfSBSX2(gzuJ z`oh2Pp*bNrcitd5q$kmzt|Y4&6tQwh{rTGoU#xg#hbSMIa9x6kDAVyCqYB1f4p zpU}wXoVtj9%PEjr`RySv8%OCp5@9ihnip$!$mP#8E8VS?xzV0PL_p4)TMD6~!1K=- z2vUAcVq9FXhVc2<8DnBhg}+hD?vZkgtj!Em?-&nN8h6y!j~vphURZD{jmKP2$0Og6 z6@1&LJ$v@(zwfCF-aGZ{*IVeIuCV|tI6&)l#>yldtJ_8kQ7NdX_8oKr(8r7vjIdAV zcd|h{#Apt$!Co zb=|<=;k6x7m=8iE-0GsZaQbxA!-toWy%oS$A&fFj`-s`tk|H9gC%_sxpl-F%-kO>0 z5ZG{*+Yo^4n_pJudgaQq5g#{hQBl3=LmV7L-Y>JW4a}QVyuY-y)zs9avzoG#e?Z_P|=AC$BwZsP+H;jxrLB)*Tg&FFSmDTglGZ2x4&lWd* z`64bUxr_~+dzjhy@#8>ur~REeMJ6%Jpmlem{M|)n3#YT2IWyW^$1j4pW)6GDzQFYH zDBOO2l*+q(nS{~F1q#N-#i2)dVOsPN$Of7D)01QTP2w$tJkL1;g)#`MGBTIhX4vYJo98 zp_P1`ryAkp<0HML16U-t)qoYrY(A%HY#a+y@;5anXOOCGHwYD^g1Vm}y;0!I3-Z+@WIJPivM}H@!z;pOz>zEPM z^MifIlgt|)ZSJt21az$6jzJt8`6BSWs3=(6AQaU=H@CZ0p zs6dA<{K>Z)RCZZj?7GkqXM>5A9c79ndX2n$l#D9nx#ph!3R5SuczaqMDVk`)QB`%P zTF#xHj#P4B*MItwEi&oL-kLn^M@b*D{3Ibk$o8_OB?Ze-iu>Qce~D7?s!^q$~4u z`}Q?DbMW%>n-*F>sHl*6e0pMHg1F?9kKf}z{nVePKteS*%dEV){5ZR^lF){B?9YcX z00tBv9^5q2bi#TkfvV9gG`svTcOjhds_IOd9h53S3p4g$Ps_K!fUxo z(=9IEZrP46S@cp=MhU$5-o3dwId#%bBRuX=5%T_exd*N^#d=eJetbmhV_U=eGQ+IG zE4k_E?)+NzSI#yzQ#hH#6pZZrCr09M{IZY!IDTkmanb(-5WSk&(PPJYzkZdHk2PXy3%U(uPvVUsW46Ugu~S@Rq>m=UnoLUdEl6q|KLR5oY4h1l zXQd+LxwigHeA%75FKt$9|1#;UIgVaSDI#VbOMm{{bpD+Nb69=b(MMj)X5WLBSs63AxjDF9>)}S+(!3_ z?W}wMo}hu2Zz%HWE}Uk}#sLm8o}i_?mOr1@PG%rvU0lVkCy6rj8Pr_4_K6cUW3VPE z+jwhyrF(y@w7eWHT4Eu=!TU>x7t1PqUNNw;3YC0~Ao~8+L!j)n`wFcv>X*^k20fpH zg@Nc;0i2>tWP{oia2Ljx-U-YU#22^?PpqU5E!!quq zR2jKlznq+^cg4aYwYF9v0l}rJrWX7qNB3fk@VSssRgdX+kOS4@eTd2;Uh300gk33> z-Zy_2=Ekh7k9KJrs39VL7rAR0e7><_V#HZ7Vt~drx7(=F+Pt|aPdl24|(*@IHg3|Tt z`^RhHQfe>re>~ogf?jSn=rj0k1#JNQlIeXM;x01-IF=p6EUP)EN+PAZsBj)2AktQ= z(2Juhg+K;Ln9vDf(gt;d+NxuEqK6-Rw@6~WwAjwOa5VCN`xxqe^R#tljcHy%!QKL* z4k?xsY#`oRp9Mtm96YEjK#=uKO|xn~H&5@>-cx8$cTGmhS|Q6WUai^82~DX)-He`@ zLbs6P4M3c1fpGSH_%HvrEvC~(Mgf6=X_n{&z%s>5WE`;Vf4hO!@R2i(to!l|)+~dm zIbLdqN+HXBI)B<(pv^0l({;e>>HeBXBJT4)!cO!3?#@>URn2f+7(;^#FN@gGqp&>` ztv(;PeRFbhGQtqdnPG2bt1!|i{3b@`RTt&owCs3vn1+*eJ0j!BCuGYyJ6~fhL)gX` z8F>%RgCf)!eWqq;*a5R7O^gbsGBH`)+jSrMx^KXja;yE7pdU2C<}S13|&B ziAyLMKiCr^XKZZfI$rk78T6ZL@cBndxrSyN!& z69~7wOPwu+gt2jz6+e(t1fpd0dP}m>pWppfkMG_*34IkSn4{DF8vq$rDQh355c%54 z(%Vx#C^7YPdth0J+KxKp8|2Q&0%{}fs10)tO`*H_X{#$&n5Wly+Fr;D7->~IsCOO- zszUBVWv-4_RJs=)-gVwy@$GIL;g&+A_r|ri6v|2P6oUR!?N5Ny6Kyf5L1d-9w6qjz zNj%9Pbbp{fa1Vk<8@TIpqFf{AjC0Ev3{Whp!-e33d96hf!30|wx7xN0`&xAI!BB!p zwc|avy8&FI6}C@|jRE-{T#Bb*OqJIfP??cZ*j(mnx+)_hvwq6t=l9ju7WHI{fwB05*2N&u<_fr{nk;-i+1NBu*u5q_wiCpjaI$oIMs7x@#j3iL2Enhn^D*- zL6G+;5^M`pM!BY=lan7;So%&SVgHLR5R1)#<5}9Gp-;SNc>es0&#VVFxl#D>flDle z%cUX1dFbo6!8!CaQw#(JKU<-4l$K!PE!KC0@0oW!C09X3W$Rhi2l z2{b!n=U{O9Igd^&{ikGIRPwHK>3}@EW_<^RT67b{t?tL(w>8dfhv6IDSN`F^%uGJN zAyJ-UD<_X;Bjyak;fDuv?v;AXs*sl;Q9sme3SmRP?`otA4W? z6xPH6Qv1Q0U8j#Nr=oSCx83uSD(_p{KMwfkKQ z>;|MJ0i$gD_vehO9r9aUmuvcgHkm2)>o*2aI>wmsMpmZaZGtd|dmrqaoK%%FTsM** zKKuf815u{eO)OjaL^r7-Z-cW_qiVmHZh^@YjP=yC8SJmUMh!jjKf4@aCgHYVolh#%BZ%G*S4|k2=h$}V z4Qj|q+6`J)1PitadzIgE+Rw=mb1l?iWh3tWG8e6*?oD&jo1T?(pyRki%%$q$q zcWPvWyUqsV(7eHu@!uF}X@_3!=FgD^6-HA6jLQ&%X1Ja(+%awf$JeRh;#wOss5|wLn-G^=>6ap}#XP8a4FEEPWCK?(b6pDd zAD(aN|`=ydOr%fIppexb+%*?Cc$VT?3+??wUkP7kh+O4vZ z3M`CR<7y82;EgyZcK*fHs#Gzb#JYb!3TE!-Dx|28PZjBROo#!MdWMS%inV3w>%+~KT2GjCh06PkfQ2EWQf;KsQfGiJB zeS16I(+^-qu}m%32IV2;FaC6dd+M$b*hxD~6T+dJ;m%bA$J*s9SJct!5fe}M6p>G9 zxON31ZlNDiWUOP~F$Q4}-+cYA;X;Cl_xecE9to3HR~OtQQwoo-rm)59^9@B=#^p|Y zJ*~irsaGC|ka%>;$p`&b7U&(=qeC#CqdIe!8A&y?MO-c{uH%akIc=9&<9>3pc)y$* zoz&jTCmc-jE)toIure#>w=Ni*9RNF_fL_ynljQMJ*cJuRn?SM3DK00qK@>%~4pezB z^U|Me_(cp?^1Rk70!YEeRJtvOh<=$uHU~qg1s&kA3-WnDX9`pHXA^aw3!WQ>qEsJ2 zp+ex0pL=2I!EoBpFr}2EJJo*j_iu;}*Ty%RLCKQu*<&qq3Z6H=wQcx9 zk@)1(jimPzmY~hr3vG9(q6Y7qI6y-~^eEz)ZjBuJM{Hkd5g04_fOU|Na14oCeWr`C zFxv#wjts=(0ENH@qY}5Tr=`Viq=Ck`wMN^)&Q5nQ-(q#9_h#i)T-388Bh$G=-NIrB z9XN*RH% zs_SytSC(jxXr4N?@1e4xb$wAIyi$4}TS7!zHhzL<@Qv-yGxx3bCsb#l_f=Jj{5$k^ zfE#dfcJ6AOI=G~-JEne3WDY**epJV(%!r5x?9du)bSU0}ZiN**5$Pv#V3)9oCt}9SQ+P_T^40VUx zl7Gyau+o>mdGqG!)2GtCW>c@OcM1D47DN~r8Wwr1-L`iU?0W9Ra_#!{2g&e1l)r&w zXV;ly68b{8F8R+G6*>8r^IxD^N!;ib0dz`Z5EB=tl(<@K+ZPghEb91moEY`5bk`GF zLMW)Hpv1^Go+-&sdhiP7la|5f`S~=(Em&oybLTX{>*+H&j(t{JVFq8(rr>}JsOX8` z<}UJ~DcLW6MH>asJmFie;;-=ZIe&h*$S_@CaphUJE2;u(8~^Dx8HdqLj9GQ+7fIhpnUMvur|el zEJ@GJ*WFf_@xUF@r1&&@?~P-EJfpcU7I=!Qb#3uy2_%0!9Q0`vC<04~x&x*#?**m3 z%whO+w4p8CzJ2sni$D3k(=Lzm6yLAX#eT|DfpOqvkLXtrjj)CAaC5)D^XKIBNssC8 z1YaTALTjF@R;KM;;N~vT=_M7h7)6L3K1|r{oo|baF)d4f%j5X*U}=E|UAcNDCYhU? zOuQJ3;+v#_1so9k_#(;T%I|Fm z1gLdk{{Xwf)C(*>&`Ol2beGc8(bZW_IY1c6gWD(HO2$u`ot>SFYe%Lc!J#h*ty4r) zv<$aO=u+g9dYN%D2$`n$aIKdkP-GS5tgl}eU>1Z610LN$c0K1^d`})eOtZsIk0@#N z2ZIWH-$?Dlz{tqBrP1yxU6!5w6RW`*;ha zn}1KgKpS)rBO2dFR;z8*F-rF65q%wDp5-pdFCa6Nt$;nOA#`Iy)xx`Nw(htke>QyA zVl`2vVYfVEK3TxL3=Rur2WnS_)_LG8dmye=~nQ|`HnX#2$kimUZ{9#{xH*Aj&VDM?AmH8#NuZ}(q&eY0Qw!)5F? z#?J^;-4#etV(`j5ij3s^9if^?lYOSUvegE2NE$x2edUHF$IhHNbKBlMyaE16jbSy> z`#*+^SMzrEh4+Vcii9J|Abjnll#W%k+h5oqmRHmHjBbyD%RG#vU#oTMPNiR zsXeZn2Yx*HD=jtkMY|-UbLZY*#2(`rOE;Z_FzW>O+k=XrM@o4~SC2ZMVW)uxjIe_~ zx;8WDyKZD_D?GPDtO_$qjC$u9;bwVRM*a1Nc^b1;)?-i+hw;2It`1tBt-ScuNSW$)@XQKqr%* zyyyC|=#e8Gjg4A80)*SM%)V`OjXS!yNM3r@`vsX}ZsY?NMLGTmb68s1C2Q+(7+NBe zlA0S<4hWhSHeiBQwBRI>cAEY0yUY~<$Xu z^<6;*ttB?Soza1)DVn~E{5hX!WG`H}U``mZWnL1`a!4$gf3wImWwtU~ZJnhZE23oo zEYHH(y6s%6P2U5B51=bhjxoqZ*S8t81n~1XHg;jU?`(p`#d{tHE`G?+agCVWC7_Wg#ckmUg_PJ@7&9f!&$3n5q&i_EPtPK`s3822wEw z7|QpHZZUPv;gS3r(RmLdS|K9^ry9Fz9-jKbCM zd2wA7PtT3TE(k>ZXO~o&57uIKIAI4v`j;zD)YBeN@s5m)Bu5E>s+y(@vo&r-Y2_9d zH+ZY|JYzRK3nyW6%gZgg&g4J@iG7YQhO6MLjBPpB2>6cK4(d0s-qeml6sZ5qa`NO! zi=XMp{_pflh%S>|;q4OTwZoBJ3AXTt=2Hf z#@hONe-GAk_asm3(2sxom_OiHt+?*^(6cU?Yn+|U;g3ETh%|lRu(TCD6qE0`hT#9owB!kP@XsD(fS_JhmA z*VmW+z<|roPN8@7izc5zj|>kDjR;q6EU`5GKrzbSw{T}*YAUz;ntn<%!TYWTMe4HI zEf&y^Db1h+Q8%#hB8g9JYhgzKn_}q&z2C7_c+td`TSHBa;}YcRhWA9ccj1PW)uG~n zivksm@XDA0Ykqs0p1w2H15-2~F2hYxUP6A5c=t~Ds7$Wi_A=O zLA@j%h>&%9tUY6P9bH|u8SkF2tgVSZs$hVl`nGfAFZft>b*YCZe{cImnDn#zqdZyQ zgL7Yf^2-BJ%<{yG_ZRKlxzokX4O#HVCl(wxwdZ>|Mt-L?qfMEz{l@*H>1X#wu+#Rs zvT1t7p{4{-qwfq$QZT}N??6k)w1bDb9y7-dhraAHhs*9Evyv^EG>z#sRkgpXtF!FL zGSnUyPA@L*{QUU^wurzaep>~+!!U7#zj_#RebD5|}04v3Jdd72ZSXuDNbEL8dRac%N0!I`-J0@ zciXV)YHkL&6eV9eaY|pGcFgkbAsE%_9wd`-a&bxBKSlBtZaPW#*Bxp5@p@KQuS&u7 zuoUdkWu$FuI}I*TTucmhz%yshHcE1&XG1%FQVt za2+{QWD2A(I0P3lW{z{3mo5ztzYoWxpWYCjz@R0jw-6 z72xC1?7X?V@i@bAruV0x& ze~*q9;S9feC8kc!p?Y6Z(+$mh$fv+vgt6GOjv}dV4H`$Gn~TV!Q?AorMGE-%@q`NL z7Dm0$EP=9Q+qW-}{|D$IoDgjz2(Q#;-xBNQP_u$Tj`VvBMaxi#RA zBj9>j-Yv9!_}qjn`6n2Lo1%{LMCvv@Oh-5!o~(2n+e5}Wrm%Gc&P$kvg~i0$kbB$P zPZzxpss5qy0#tp-{re~33jgpyDGy_A5eWm+gM%q)?+*Em2ZQ#Q&V5JlZqV+&6l}lP z1;=6~Mm$k(&F^K2_z|G*rT4j}%eeMRL`>|l#8ujdkr4_XA~;kCg|)U8ok;21wZj9T zbMYm^D~d)bK|w)r@p%X({1jP0EWmi6PI~9^Ak4a}UA@Zp@DXklP-=W-DFmhf4*T@y z&$Cz7X}X)H62~^@MzxlY>*!owrJXyp_!Sm_0vp`XspB#2kf`9f$7E?{M)4aArtqqw z?PadpBt4ZVs}zghGJ9DbZ-Z=kS$QwMGj6SGV=-uv4-z7Jg9_YgwsDktOgSqAp~N|Y zbk#NZ9MgvIIRZIoTPtr;z{|b1=r#ZIZJ<2M&?-TqH$Hn7J|?|DHc>B^(U0^8B{=E^ zO5GMG8RV>;S=K$taGjs@o;jDT%{K)F1<1PV;{>CLClUH(Y}XNSanQ(cL_F-5zPm0N z#Wd*wzDb>q!*6{NvjNZ{f~5{okLabT!v+7fySs{DNgVB!rcu`X^X%>0yJ!GlPr&Zc zzQQd7(9Sy{!iqYOaH#S~NJz{S(kYXyJl{)0^8hxmK?U3g!ZJj16<#w~D5ImIMDR&e zdC>av96E$+9qt|P0m^~+ySTU*%0#$41S@8eZ{g3#R#;R7U@)pD<42u(08-20bLA4y zfDnWv1Uc)^RPXa2LWv~EZR(gNLUvJ9^iogD&&w;t$s2|Z<+L&sc*H)q#9M;f4&mC4 zm{}PAklUee#l^-d#u4sfP3A%ruL7;+QR@}Gm43c^*hhKyz0}M@I zBAssE4iIEvV#1#iB<)l4^B;)f4v{TYm>W2*$X7r&gl{b;C)6I#c&+ODcX>`uba_wi z*itJ8Wo6{%UgrLPd1L;crkVeb{$gPeX&-(c3{hunaoMflDk0lyl|P&A?g!tNl$DwA zD6Ot8X7~6kj8&Jo+Y((kl=>z!lhidQKY#Xc!^O6n!55AN$*zDnF+6i-_$66^Hwi~7 z9nG3mBvtbe&oaSnUtTW#I?N|$01=M<5)FaQlXc&N!f@6(}boLS5dCPXxL~bQCW~-M~*;;)A;b9mlBut0ylU+p9fOLX! ze}L@SI~n=htjmjNuAq3WK)+}qdZZ=M&Zy@E;tf@76CMJ*sPBnvp(b7>_}t1d7X(-H zSQOE5-@}mgn?8U3jyY?jXQ1WP4YAh^*;NDF**Q6ae0(2Zly7Xj4z7LZFeCb22!XKV zfrMoQArKQ2D0X>#m0|+^qjGQ^SvT}t^wz+KUxsrBW*&nNyKzl|JLu;i&(l%Y?rV<| zlXW3oE4VKw_a5S8Ag%(V3E?T2nN7Im0|+cIDxmRKfn3iCe9k+jI|#k?v~eQuBgAII zASfj~Z~kK;%8}zy8VzD%mSE~|Q5fOQ!7Lra)lfyw39C_M`i-zh6wA*5{J<5#=b*x0Obtw1l~#$>34 ze*XT0J1EPEwi~Q~e#me`x}`K>Sf$vpO;}xB9UtDi^=ZK8c9z}pk)caOeuQ=TtG&e5wP(^dqGzwvn_~a(g`{-^1;%}RGQE%T%Pw)SWESP~_ zxXlCjmYV1^HUBYj>TGNi$zx`qan*d01qziCV@kJ3HOzw{nc#;pU|)^((FUTJAuAA69I^!zWEcrCGW zlb7w9>_g(;S`Ob*Tv9)GwY0CbK~s}!#9iVU!E7MEv$!8uNk$8r=7+|iZR1? zTO0jbtkO=JpFRl}%0S@gF`8no%IGvNP2HCI^x#MKw(Z3a3kt*quXXF4vzCPjg0jm@ z6XfYf$7Q0&mxEg&;+T{S9bd{vaSIDi6RxPn<9Gla`(5BU>U&$V^{tBR@1COUzD|R) zRoern_R-P#9adxI|9$IM&t~fSx_c}UZWrDvy87i{-Sg^+dE73gd%1Q}vC&jwH@Dvk z(aLI!=SmDg6iv;g78QLR6q=qeWluisVwNO)V$j5irT97*Y0}ie3=)=W+BC(O|G`b* zAt%^u)cJa~F7$NX3~u^jEBZj)w0Gltt5QhUiQ&th`bnb-xm@x3A%&|IHvR@7ic$b8 zgxd;;a?*TL^LNP#_;80?r8H;!;qg#kRx?@=cktT=Gti!wYCox#3S?hSYF?g=QzXlp zo)dNxlQ||4@V@?L(W>OHHn3ouKPxu{hKg0DoaMw5#~10-npa(-#VTtKEx6(gN6KsY zpV^w&Nur{viX&MM60tS5<6P6NN`ufN_e>~zld zP9}{t#eK=*@nzFFb;{Y^-a9M-9%;?xH;Tbs-G@UqE{@s3oO4G*mJm!BGyrDxNz#q7UYAe~>KYomyEb*q zn)PvEUi9oQoKhcOUtA>?iR-aW7dj2FB_%U%t0y14->>ZI3ik}U(V0ZB(^LJlY0Wx9 z13WVUr(71sX~go1+k@!*JpD$1=8-yaZ=n>u!4cf)X)%!Y>>06MSdx1DfM==omPC#3 zcuk|ZwmiJ$9CZ9bFP{(WuHHN3YpwKMQIf_xFPcWP?35*a;q&BX1cu7yzTeds>SVur zc}4^+)4Q{0DZgeoyx#7!tbaVo3PvW8Vd3)*kkWTj4W3bDJy6}NDtp~i#x__sSZf(B zP)V_Zl9E3FaZf|&57T`gnHA*O-9$U0@6IQ0;HSI!l#^@FL{CIdlw++AYW=C|f=wPh zYfXT;yCmUUR1H>wL4VjQk=}pzZ%*~=+H8CmGfS;tpsrR4<=8VzO2X*Vb!}9@o%0^@ z_Z&KepleYkF6#W(yH2F84;68i3>*%5{#p}Pd`_w)(OmhamZ-69V6Q^!i(r2jMPiJ1 z)UreipEEswUies(>Z_2{KS|^0aMe#Q^|kE#Bh-c0fi=Mvg8Mi=#-shW_G zk}`>0RD}NWxCCTGO$p}wF~_g!W_9C+;0d-#jn)D=OhcfZXbhyC(GzI|JSHzvw-2iZWr=h%9C#pPs+OPa* zrveGp39}O?KB899sF5&!5BK8O7LusaN_0O-MPxwdHA6W2jfOM&mDYg^Oe_1zf(!Fr zy^2g_{^0jZ=uZHr7x7(`mDw*fPqMQGLIPg1de4=DVk=E!kcXZ#M4c3#p)Q+tJ0QU~ zh9n8bW#yeihNuL~_jp4>L;XrQ#84mMW(tn<4_79xI>R0el}ENx}2{>=ZIRFy6bDX^JTfON)zYvh1fx#P2c- z$*W506J`3oe^5Ki&zJaM6)-*Uv*riyLNDv&#}D23I8J0F&=7cqG`hOFx`m%zRG9(X z@2rMc^cWWft-;vAL*EdwEL6vsPU=rWsn2(qBVbmAL{|Ae`=AQ-6_=J)^ZR6+m_ob| zR>HAP@(6S&b4`PCk6iCeaJbsQC)2zeM0$aAH2$XFU5ntg*hy?&B|~$ujyv=ep8=_d z`sYBxZC(-5sp(uRy5gWsjh#=2vMHR85_A{*9{#&NrpAoMS-5Q%@ z!t??}OsS73Q~U5{DyvckNA6TgXP4$6X{}II-4`0fY+*@l8QOa1SnQdwIkDkCCVxym zOFMqn`Ib?AceA0q%sI*9w(HW^%CyIlR3KSfE;QLI$@b?rQYEyXr7XY2k+UZLbmqft zXg*C0Oc&@#`+sOL$w)@JpIY?Sq6_w^o;g-yWlWY7r*ASUez_{lep^UXY%FiCpO!9h zh+mBUPw0blhui#%H$sv7VAY}iSH z^-Xix+l{5O9|>dr*A8tD_#%3D!g|QZ{Kz)fs$gq5ZsFRUS-MwDeHqw?b{M{9&r zGQK?Gk%SmMhpe75a|+Z|r`;#jSg+nLr<%%@IxxIXBXz|6)Iq!8FM52k@sq<;5;r&d z>Moq9ncXQxbo_9ohTVE zV^h>p*LyJ$dALJK1tiGtYy5E9|EPW*4O(#RLv`A{_OVP44y_EF4BG$r^m4OzB!&D# zs@&?Y6H2dYrtC>iR%fK-MjyVA81CkmRChT*+{&9{nQA)ZyV8!w2U5i8%$!L* zq@xqn`ih4~=r|KE%T>Dr@%t~NE{=PslAqIdxoozV;i^rRipG~l6xU}H;D3m&S$i^n ztg?!t?{}mNJ8Y{iBi@uLroA^zW4l?@1-)H##u8MNYE*NFcO~;}-@bij{a9*}{eevf zVaM%PD3J=_HIzyueQYVXwzg)lO_?^a7eWgc5yq;$Q{~bO{TSx@M*QH!^%$Y zp%hs1c)K&Q7YZ4^d&%fFCKPaIMouyL$oTfSBlA2Ls}mYzA%l^mJ>;XH35!f)veqxV z-=s?Q^4Z~rXezk(Q!W49zSMo6(~rU$X5f4BqpU%)M%qciX}1~KXLaG2|M+qr6I`9^vIz@fiJw9 zRe8)bhsDe9$ufOj7XJWmoz9n(bHUqFec+zD3}a5sG5O|W0Sp%h1_CLx%N%rw7(GNn zECy)n$W5ZTr5z>NIR!o*w=fO8``(pgZ~Wr}gNK>7+3NDW-gomsu#o!?u;J&Hg4b$EgE#D zB`+$DlZJB^!gBYS@17Y#BvlNrFo3U|@3>UYkQPB01Em=!iEAQEv>U|k6pSTSXZ%r^ zCD{0dYk$K)Y9|GcN#1I$1+O_bgD*`CL$$h$$i0+%q;D7emm{l^II5Ow{@Ae)%jcq( zmURzMA2ybXNl(ul+-9rd+|pQMHNmdC?ZeY*HE-RMW%5Cf+m>z)WHTpiT@syO%{oY? zdZPY9dGKa^+Kgh{J^P%QxCIJP8~aBG%u~I49~MM;_lTCUH>ISde<@Nzen3mJ(hTAC z;~SRZnYh~7<9g)U?{|i`9W14MLrig1B0%;9a$Nt#v?E zJvnSLnW5(+_vg@=v}c@4mSmw9FEtF8_be(=E4^>6fe;Y7$7UsF{_#qa@o;-`cyZ)C z=U4mCpBK`nK*1aoVrs&Ui{J{QSvlhjaSQj=I6>|7uHpW z#fKQlhh%HU@PmoAml6?8O;YU$EQN$ydjZY>>&uQSV`l zjM7=^pgz(fLUB7UjozzLQlZ0&VTT4Xo&Ot|4$8oRjo@IU$V7co^oo#KK!0w^2P_aqn4sngwdY#8+Y*rKM0!En+4$Q>4DJl1uy=wbu z^>)xM&-eXy*V?%U6uj|)#7a*- zmtCv1WO&Z+uQgV&zHAJ9`a2o)bT%@j_TBa8;-I%XCw;Ow_VM$5>FyRJhLRSfl{nHJN()GX2vQ1&fHa77w@8;FihxS<-RJqd zf5Q9QI5WaI*L~eP)?Rxpk%L~YqPjoagDDj%)N8FVSM-PGWiJNIPLo)R!&5`gABsB3 zkzeJUGKq{lVV}4V6}Dz0=lXIsQV~9W8hKAHow-K0l8eBV=H=Agpi(c$F^<(74e$!$iRC7Bap;26a5 z6eTNCwe{rxybpnn+1oXv2F3Kz?96JudJqTo$ZuSd0B&DrJcWZjn=(4t=sLQ7fk*ur zJb+HhsLC7bwP}aqDs$l1uSC%AHe{yO3LWNn#u-ZzkG#e+qUKRGJVR04pRK~?_i|sn zh^oz^A8lOMtlSg!WAc0DUFJ)Opt`5O5%JwwI#=u4hg=jPo;!(#1hrqJOQSG?ux^!R zOI<%aqNOzaYTqdJ>L}C>;Z&fs@Triy>{?o&_xrEVo4cRph?NBsRieK4`T6!mIc>!> zZ}>H`wFr^8_)2SFHFx|{AP?ygjV0Ck%1y&Hu~sC(VH)LA5y6ucJo^n_?RNM|O3jbD z^o-n)xnpye=OIj|N<7DX80s5VY~>q1fh=rn81EE2jai?Pyk5x2;m8yVBxP<6x9Zrn z!r*4Zi+d0zc+y<->nIqV ziwKX=NR_h}!>bit=c!McV2gZD*I<*^L1_UkQ(#*}R@E=EYKCHH{rd@;ZnupLc?)|Y z!J#@H$IDzV6sPh-!qvzsV8{8ir=h_*{r$hXLNv^5y?s9}8~JcC9P4j#f|zXxFA6JD zdFRnTAWnHN_M^tpWHp8*fT<_;Su6P@vnTnRFqS~Q`A5ydqqPsBw@Q=b*sDeUev?dF z7o;ovbFtsZ?GS#dL%Zj)tW#BOb;VrN<=hr6WwMN4I&v!B9+nmPy<%d1(MMn&yYg;C zctFAkdIKk)+6$qs@R;?Z+QT!?&TYB2PIgS zsvq9YVZ784l|*~yRzoa{G}`3iZ&BkX`N;^ZvZY%mXNTq`4LeG?LJn)p$tb&aOY~bJta@1; z>oAH<3Djejh@8Hg_n%XFk2A-cLv!N$F+Aw8B)Hngtx=rDWVsnRlBK-}bcztY6c*pb z8V}aObuvaSGi8#5wfrWJM?z;zW*s;RN?0{_i1!3ARq}yWe;2e?A#zub%a^o7=jvi-5qf6!(>`%Me|b~ZL&)I zvcf<6^aNB(*r`seg}5X;N7K|%g1MN?gzt}9Q zU6z@uO5}5=^^lfR=+L~b@OVRnDPKNR&Y?>+mDWj)RSH9WO=)fgI^d&11m$;)NT-be4f#s1;V!;9!aNN$ua!ouDM9XmN76MEN3HZ=Qyk&y`za9624h zg`n5rvL+Il@$2k;5rRXX;rXIOsj}NU6=y#@sc9>RI}&|{m}5O*_KiMF2Pt`Z1pI)u z+}R&@y5ij*SEBjOj}ZT{%H*48g;g0o?w3$7&ef|Ji6z8^<14w4)=9VRd`VVw_-;Os zw_p38{BEyvdkB^FpPygpXHcv~jF>ppNtX;LPQ{m`k8H<#0_^?cUWVt90Lp?}qE~D`e;WfLr9Abxe zA}PZspE@@6ixHcUO$Zbwm>VMgc5AHSl2oSjKX<~?>nmf(g*IUP2Vf(i_K*?{jq39O zF%Gr%L)zu`o%0wzMApT}-_pm%)HL>8u_8v8Z&=TB3_TZYJ~x*?_TyR;tCP3fZuk*e zZs#2^#2PJB?Fl=3)7}L7(n@oMHaX*YK`=m3QRo>3NN$ukG|Y1^2WBMXl2O4>(P?Or z3q6)3`8%Xb<>PPpD6{1EpqAFBx&T*DW_2YG3jeLN8vmDx!HZ?_V|4H#yJF#AhdjEH z7G8UDoPltMfMDzMGs;um%?$TRvWh2BB~~x5pO0m3Hzh z>;?1X)E`0wCDCw1Q^=6AFo&3v+~#4B+-8USsY@Ix5_EKBQD|8TM!ED+-XL_V2G8F_W9EgcuJv|>3B|6kI*nBx2iW1qWHuZn= zM{CUpdGQ~uUyA$A2Sa&s3NM<|k<+xy1GL}fwZv1OW-?G;?V>!@l1RnPy@3hQI3ID6 z5@|PKe@Dl^v&^$4Y8wP8h`8*Ed{tkVD(EcUZLmr#`{eM6fY7PgGb21^rmQ>;yX66C zXON?uc6A2dsOYV$DgpUqfqic<$@qL`g%JzVi9s$pZua6N5TnTeX?g?hls5 zOuAXC+c$B2+}2d%%l=RzQ=GoeNFGG;A9GrK`Iz(5&CD|$`(@(i_G=T0=Ny^0nr3kL zIFne|ql>Li>eqQCWg;*Rg-;x+VytfWy>mrX6tYnY$crjgY(EikTrASw(RhKFlMpRu z_LRKU`t@y`qErrZ8l^lXncQ%7cr9wrRyt^mfrFw-%=`VSWv&G5yT9fYB$R%5$))*;7#KKsIy9O7+F#BHsBrcU&2Jja}oI= zUL1zr`-_hr>kX1@i$i>DZ%w|abYr)X+Iy*S6!#z<1Fk7UC#0j*n6M0uW1c@AW{#H< z)5DCV?Nkz>3+In9^O@&6I1@kR6^_XfMo(Bzs>2iCUI|SY>dUK5r5FEZ(Aoj)V;HZ_ zH6a*>^PzEAhp83=PwwLTGmaf1AsY z(~d8zh=)JCd*x!OCVil=Yt%Ep+^P7rQquXumF9DB?*!oYLY~HjOHePdVbG&kltPba zE;|wR&QdHaCEh-`el(`7<)t;f?gU((2QwlWUi1es_C`iFEyhWYdqZ8$K-gpXIf1u~ zaO{l|W9}_6)m2xCkKbNc#^a!bKic-I&rHpmbV|Z;Qcgox7t%OO+rj)pk)4sJogGiI zJyUO(uu`0OmKN@0y^3Z3V^I7NSBhBI{{PKq(I6R?v02 z)lL(E7lNQpO?+a8VG0z;I_&UREz2q>?zt>Aay!Sq(=p5;?%`+Q?R&5SgC#D~^o~;Z zfp4JXi(Z&RC=_3+vD8izAUv597b#ih2BW2Z&?WFeXJVg}|DMvVk!L?w$;TZRlJ!~J z2gjf!RVqR6^*?XiBEIqMlnB!9Ge*yDGgqTrqELmKfo(pID|4!57l#^MoW2v`Uh}j` zj{497q7pG0Kc9JAzIeaB_gutYkt=<4i{;wRzu6CT)y7rOUKn`)m za{kr7?OA$Jv9jm`QKn=C6{??;k|z{T@y<|%Q87JHTi9&ZQVRZN)8 z@}K7EH>{B*-J%1q?j2pBRIravy^6=7#y`zY1C!S0CBlM^8O2;)wrPeMV{yC={3sq? z|EWn}DtIYbC`yctVB`hjMbhz-q;iW`D>9{9y6;g0Ma^xZhsQI=W2ZIrJLlEhe`g=( z1uw5<8|iAwsdkJ5(d|R)7Kto$o3pd3rLR97l!AM(zZ7(uT=d>G3Xz zs&t6JYiII2Ho;4+yd=tEnP8rs_9nvg(gRliCiHKz={9g8Pz%;(*{UvjT-2_{jBq7z zu*@CAn=!^>!Z@+9@b49MOwiP!m-*0|eRRbn)c4%rsW;5(%v)MrE%bGLl0QtTFOAkW ziGQwY>qm!KY80l;1CkM=Oqmypc4+S1sTFrQS)`4hh!UKT80uPfv)Bd8VFi0DxvBhi zAs0>+U#E|kTbg~`PijceH_6JD!dOgzsLQna$;@&)Celuwa6#V$HN{e7Wwl`3?J5^?4vTdlDv-pg0r+>Gvaeh&r9bhpA8 zDJ;vx-WPeq7hqWB#S$;c-DkUPuj$AApW5CQr(~q^QTyLZLWY>)zIQ%PS{e&v>ccce ze`{26-0vqhSn7G)9^tsQCe`F#RC3pa#iact!;hROtZqn|v5_-DfhhkgG$9r+iQQ7Fk;i&+v*+#aEQHm~6q$%6?DJ7RZ# z-3P;Q5vA@Qe+K%f5?vp`f5aiQie8z_yu^H>dnD&X^6HKM8fbD845G&-owXkvu|HKW z*uj1|ZG6hZAHG$354Ur5toB_ULvVhr?IXYe?h5$;IUsB zum5B@8-a&j_&?!_L6V%lIwqo^Ls{17Jps$}ZSRc=<7BckR=Oi!N!m2NTGe^MEy9=R zQusAmh}Y4@w7+k4D_oyvN)Q#ZG_&NtTGyi&8=y%jvq|5bfxS(8(e>CZUJ2IHP#Wr^ z0EHUGt$Yq2L(5vs;fJ3{G`MaXjLgI{hBIdrl9P%O_HEi+Vl#iHv0GE1l=G#!EOa+4 zv*^^|;#97;kKm~L55=@mJpa{r&M#L~qR+&G>1ZU*uIyJvl<}m31D<((UdOj$MZ69f z^nOphUKotVdeeVDjIjv!U*zSIznjMck?Z&e+V?{%C*PhDWWG}V_Ee2T74+9;`0HFc z)PGHEHsZGHhYlt~XHCe}!Kr}nDjIbp2z=d+D^I_v#F4l`9UW@i;tF_Nw5BdhU zsFAqUcE}{A)v_s9IkI9)CwdR9*KZIyows?i@!Lu zsZU5(FsD$MUQ^yHB~Uo1{)mU!vPPrnBwEHSoz75Cn!T=ci?>m5uq#3;$LeJ%&C)%e zE0+=*t~AsOip=uzi^kWPM|Gmr9YXJ8i|m)C&Ab>}rnT;?pSe;E6^@e!Nk#ciUIcWo zmD(PW-BVsoO{>=6^=Ez;(7b5JroW`}`0duVVBV)Slp_ZVo`)9~x?Az@Gi;*5?`i5h z5_Jk+$x*7CEH=Wt!fOcB40jL}mMh|;(;nASry<(X_U1XhMI!809VF+x9vm`yTQ@IJ zI!#z0W}tyx>Tdgk=3i59XANXx9dZ}mE;;&KJSRY0{bPu}I~ZS}oU5UXb{o0*3d6{6VH*v|KT`6@L7g}SI|b0O zdTuGs4S}6k`48RSumUf{#^wOjp`Be%F7ROha@PO;+y4*$;5j~0*Ja>QqLWkKlT;0) zHstO&>><(HEWrM-u&^+2rGQ@U+MDQ8V7Wrorw{MnROeJ8F|dul0t+uF=p2TnKwZeq z%4z~0H_%hfpL(^+$X?Iegnn)H--iYmR)E3RWb5jd=>ZJnK&p5FFm(__A1ItMa_YV4 zX8!^tsmMOb)NQt6&u8ze8RHQs=a8A4e==MlvT710gOhqcF0lxUu*53Z5 z(RFiomztFHo%>=vaIyEf373KLN=ZWlDruN@Orh(r>v$~vM>$KXpnW30)eJ_(;VJUoQYEAF|HHv*hd z*cyN@jid3W?ihU&Xy|2^F#i+p?A>eG_WzPE?VpgGocYhv@Q2WYe#yIcjZx(D{ow|{ zu6v&MWQl6oq&g}ddKNsIQS;pUNjy&umi%Gw2J~99=9e`hQ$#wahzdf*rXc5}^?C#v zXT#-?Gmn%3sQ^^-?V-%b5L-@BQHo0}42-ZncpyEs$R?7J@Cnd?NyrKk)uIbwWiz%{ z%xwncF3`@Q?_Wy+85mf5OX&qh-LqSF%PaR_`3?A9O~Cqv4ZQ6(Xc>ST3>FP|cz7V; zSY^{GhcnyxjQnyePl|j3cJ#w^r=H)sn-zv8KZrUUQymQm@$FAtDV86$i+O)ERfXIEinT>K6S%&o4MXg`i-Vx@X4MKOuBir9Z-85 zzQ8iN+j;D#fgGpHpC5l+UR_D4#*MkG!@j=}RylLRIJ_CdvEwOtF$$fqNm}%ZG%JjH ztZOSO3WElx{M75)6npYGV)3n=a{0}gsid##=VAg<-?e z$86yLr988}J@Rw0L4D<)I&vWn^#0A>nBbm`a&O&29NC-Vb-nQ28DUOtOHMr*@L{|2 z321uWP$nLd%K_o97T7=<-c<;!KTOn0c!iZ56-akSse%2QJ{RnAT%hE?k`a42H)9>y z0R)vEDumiA<+Um*)+^W^ucVMVmKA#?xJA&_d2@XMgmw1K?8{Lnvvmh#>g zK!sep=6^sJ=wb$xYD|2p0iT~Bn;!O!=l1WY$G|Ui5_hY&&U4 zPd5e@V8#1GTJK?ru=%`flE?($!=3`F=g>~~TgPGD>p=F8{RmOqBT;-Gx~4?o*NQ(5 z4%kVMQERd4cMIGfK3EJJ84>NAWX$=j!|*-{kvXqGe@Z~s?fTwr7HF+Lux#x`NVA^F zrEL2iBm&{SbsJqfsy+X!_8Yd_hus2;7J=jmq)C2lyu3!OOdim`i81SOttam~y3_TV zpl)Or)Ph*U2)U&`!NW3Kf|o#BQ!|wv>8(<74>r$Squ@F-y?LLz((E1S0KC*brVdg$ zW3nBzjPJzh+}qU<4d=H+-hf)w;-g28;5P1Qq8F|cOk9JG8=SCZdyxME*Gt;2ZxE42 z%=XgK(}AEyPeW5tL$muJkDr%!WO9;p_6^_j?8Fx-DF%%$lW?>h!i9!wpi-aG>Y|1V z%vx=+hcgw-N$j%sSQ!qtL3acq-RGoDP^8y*7;klMI(ypYI83#J7WI17CL2-ywECyJ zAu{&UpC#2;w_EVX4wkKSIft{c(57T@8KP++0|P`N`OCvz_-!cfLwu?K|f;dPZfpoIZb3ly7{y1T=-(q`mKy(hv?8 zLBB;Rnom&+vQ@(P*&!`U_bv$QgNlH~c0(9GWwL#>@oS=HbQ{$K3dKNBE;^RAFih+A zXyo6RW|FL->&lRI2Q{gtR&zZJkv{ZHK(u>yA%A=sbLOHWBRhg2r*~X?yDU5Q07U`Q z(ZPq+G+`E&4fw6+|4|{ZHi6w%f+?BM_bGvrl}A%|JFW1?YS`ta!#}gg1;|*irz+!U zpgj%YBKYYQK}ybiZ(iGJ^}EEu3yA8RI@w{Tuu;h&3giXusL;c;@IB{dYFb)X{6bZE zAm}4i(snG1weMm|`4)gkVg>@xn-pMX5qs0g1ziC5;IAW1ol|T=uWu!|=2;-%urd}-gYy%nyunx*&U!Fej z3y4-j{9xtN#Pu`O5^9XOK%>lzhDh06DE$$<0qmK`Df-dFadw4O@V+ z3c0n=OLjI%+~PgQ&Gx*xF-PoE%bFV z6$|h-pdDh|G+Prnr;-CU^zevt{VTz}T>yd3)W)5!Wq~OL;~!vjllJAwXR9t6CGuG| z$$W4h46~r*F)7;EVRsxOx=NrH(7QXZ#2YvVl@sjKLOmdM%uw9%=&SV7YuMW>v0!Fi zh4&qDeTJGi1DdO=GhMn`dehY3dDr*krS4F7MAZ_~i56i3?o-eQ3OXeBl`>acuvzen z?cf~=k~8-CUWE*@af?;W4A_`v0 zDXIrBfEnleAjA5W+X!MwMX4e&xnvk;j&BA+^LH4H6pGOmA7@uOH~Jy3SuKP5*S5fP zfgE0v$hAO--Kqc1XR#=Fx7e~W1#CiKLoLGIeiaCl@nWL9%nF?eO8x^>*-#7lKs2kj z6A%Cvms<|b{p$Nd9MnrQVYYaexT#QD%~E5b)xi?Gph`PeX2CeTe?vE!+;`le+?B=R zE}{4V5^k)5f^Xp^hN_^cp&_!$-~+PW*8O{hk8ZrWuX9tkPBN&@H13?ewzbt~6%3It z%mtDIq!v;6@1t)!P`5yLDq2|O8rEb%xUGc&cG9~4L4`GO@8fd6b5Ho=&<{UC)!57` zjWEYJIXHS+52#*3tbF~N(=P72vV|1G9H`MfBkLIibHfQqhOt!;$v7tDVwCpVgU{3m z+x@WO*oPxrC>ty;&0vr&RS4SBY>>+fVXA2CPEGAH=?jyIfJxkn6B#{oUPmV0Hkd zXbL7?OXo+Y(cGO2V=gEkuq(K`y+L^Jh=QYo83)4Oi$gG1eH(b}q@|P!PBCLYV#JGw z>M2XCg@`J-6UVc9gW)L8*Kj-UilRI=_%3~Jfx^nUV zTPjzyEbMggG@MT%bT|NqE06d`GvnvQByS_6V7f4%@tGP+zLAVe@+Mv+g+&j%USeTc9r&h|wi1Zwp|fDchs6&2y>^ zrO8Q4=T@T>y?jaU#<1hdTS(eS(R+zuvZfg{BRnXXFmg6xQ`YfUMs`q&g(U(3%}ur1 z0@MUbDBBecWb{_Um5$>cu)2zhSwhE+ zKe0t6#eE6HNl5kBmLMe!4@1&*immJic$vftKuy16_Wcz$6B>;oPV<(cLav+YiSYhz z7gX#>narG4Ac}(g65QXM!l{vWQEwrl`AoqBEXf%pKl!gSQFoE_fr=wVQapolfr z5WRt~UCEvExvy`6ZpI{7m6G)bL~LaK-f z-}}%SY>w==<#_Kx5>)`386Id6Y+D3*?c3_}_>IexKxruq6&)<#EBVck4LdqKlv^$3f2{{z5v6z(98DtWWH8A=00G_ltbLuE4cmZ{O1WFLtB{0Z5#PfRE=OAv7 z+i5~;0Ob&@=kIK7wfTkC!%=0lqerU3LRXkJ)D1VMpXH%OzXy$id&pV?RM_ zqRyn!$iV@GOv}#*myl@2Uw$yMk$^RGNy+;TA`aIo4h{F1b^mO~2f~WdLcL?6QX~BA zl^3#zQ!lt(&_;x5RD9OY8o|<B%@#o^wh@gt`^_j&VbE z$fuCoggEobUIyi@8|wZ}7<3~Cy~I~du=xN_v*{7H0OAR|~qGwdS*M@2bIdq*12anz^-z zC$|$CKiHUbdQ)Ph2j8)YCgBnCVpujsjR$s{n@TA(*3}8bLGHfTv&lZnqLSv&FFzd@yJ;1S!MJHsF(29g-#x1bI;TR6h2jIGO8#g9rQQ4akUEs_+PS zZwCVu26qJ(9O=Z}_dH+XmN@cRe6*_QdRQv-^%RygVNxspXc;LB@W+%FzO%X58pwOj zf=s!jlvKNklqHa@un4z`J@6(mTTSo7Lx=rDP+Y0JFon~1nuV2%?5r$MznO*<7qD-m zu$cmwOz$g-HPgk9hH-$iK#5(Ey%^b}y@d%L7y(i?g2c^vXAJ1aS(E%%u0spwZ&sWL zfB|ShLIwUGIKl)XBc$lXc<42($Q1y_B7OJnlkYQwH-B^?e z>G%$P*Kh_mYu&mr$(W52`2f$oH=+M4Mey*90OLaG7Co z_0Ek+`48hJxUS%+1zO(zKNco$YI2$c=)5b$zqXqwO{;(@BW!=0U03RuTlZreL%{}7 z6nXL>9swB`nz1*bN@zE7K{>MTvJv2MlrxLX>s0~@3J=e;o6c;QgT7UIESCC1T?=dT z?e~7WFZf}Xz=d=L+W?aM=b9HfFU56}6#@OJ552iqMXIC&5gG<((6PP+Koc}odfn`J z-^#)>0=xAfJF3 z+jo^hgn}|3==!+rPU+xv>BDZVz<*s<4NinZO@I|#|C)fiUtt1=<5y|)3MUtEL^m29 zW2YvN(GlK<_l1S6(xfu2O&lx<+#pV-q+^8nfdNGlt4ps<+Pw;caEyCzOj4h`#*3DI z`~w_k`(a@W3Zf_QbODK!$lHVN%IiIRe-KfV@!KQ0ER^(Si3c;pRBBsX(BQ)jd$y5T z?*vg8;FqzRPYiiD(O7w_;Q@2>JQm_#E8p*3lIrf35YA|rl#kc~h5%uK^6f2<_<_5H zv}f7cgFFVSYsS!lS5$Ci2o3@ny=B=RHuJYU;XQ&E7F6;6zUkO8F6Cw_iW zQSjzqC7t_%d@+c7!+KG=js|j(Jefu)f;53(EOs1TWp+2vO{spnaMVfH696yg+5RqI zSeV$@#-(VoZ+<3cSE~*mmu#10qtyor_{Ed4A67s?SNXd_Cnv;}8gqYbEzAU5*?6VT zaz35D1waAhr+TxXt6JYuPDEOUL--z8gFp+=^FKh#5v=mw6x_6qVCI2w3h=;$r$@Wb zHr_YXnQWm4TR{L?J9oT`9*66f)gUjrs6CHdCXEbu^rflh=B`9wJMSn?oI+#Je!@LD zkxmzA)eS8@8X@0w(h+FG0fCB=OVKi57!UxG-w1i?W2WuhclvpmfFkw zFb&W(H3T>x99tlQt2(8JhMy*lg}#>t$@OwL&%NCzoy~S?jqd07;>5pvSPjv>lMm{y zYwl2X4K=}sg*`W@o(KbRao0J|sW@0`iX|3Ae`QRcE`wxT8zX5TRP7MLKrZM1G*7{t z$0q?^Xy5Ao8?@h2utwD#3_VkN=zGX$xQEB}uv&U?dfKKgxxd;9M#)M~kum0vM(FXu z3IGK;@}bvoU1usx%5^L^!14riDr#Wc31%cv2rnZy$M*JM=cDf!x}MS4g&yb05imok zh6o076t7=914dxwhQO2q_dew&MymZbimAf zF91{SbALaSvpI*r`bFK9_1pRRlaYY|0n?ExL{|H>ZC=K&{BgRH_ncq3Rp{AH;B3DD z4DzR$4N^sf>+n-F9fka?EOFSZf)`uab)X3V^lDXLhlkz^1a}gM{fgXeDe9mMQU_=E41%j8erwAYs z?(Mmpia-erz;HCL3nqx0u7c%VIm&hPI6<80U1^6Gx5yKqQn(GKD}}bft}Uq*%=7hflM)3dH5(ykyr|#&feSE5qF&`TMfPWI68@VNES^}p8(wMgmhdu1A=;7lu+59qM~7Z(>lKatAAi+vEA27dKZ z3*zK_4eIYEC$~c{gew~Jw)HMiLFqWRgcUpr= z)iX)eNGAFjxF%UeVkt_l6(GG?0-7LoFwcPt{O1lX!JhJTi8~Z4P)#%6&(}w~9IJ(R zE;SB*FE@P#8F>N5Z;*xFUe~Fi4%|Q(&pQWIO$b(EuP2i(<>NgIe8k7N>j+(uT!25&l39XyfSYf#wi!|dWFJbV3XbYXQAhYSR1;>sed zTtJVjuAtN|pgO+sBIy3LyBnLpZ&-pMa;5K!i)>I};$-#lam|q(^tD=0VoyS13_Fgk z@30GaVh3jnH|rXg#p0Bgxb5DfYMn)OS12;_K*}7v6q(xsC;F)$;Fie0e?mRfdvz)Z z%igfZd`BNp-^~UHhJ?4IDI}?nM*Rg;Po7X+_>u5E34FnA3|*9!$2(|{OBto`zGX9KR{Q!X#rXuLyO0cn?UG$y|d+GQQS2}0X5&Rqen9plMre$ z{_i6I6aam%9G%?5xEKqU;pg;|C551tY6_+?GUhq;&&U7%{0a}_Oz5{cV=3ER>8=;< zWa735tb)4oBIX7NIGG3A4Y9G<2&{*<2}>X{zzEz~ZsE(9o6Xxd$i87cTSmXK`I8oc zLJj62+(uB!12VNe2sM!$wGYRG8B9%cNX7s;gFPyM8}mr*4#Lmit_IU+!D0J!4qecg zdwCdci9lQee-jNIom#-U`hOqJ=jyC?yP@Af4jy6~4E_}E2lGDxYp&(5U(XDnx`mqA z@B0jH?r5RBJUGl-`-1Vu#YL<;aDzMH>cP7MwO8@~epK4{?YTdSP}^=rTR~CdVK3BO z59Yi!Faz)fy%?xI|NRCr1e`Tr5SK&jc!I|s7$3LTc1OUDHuN^9EA7D`quLDUH6ZFY zSH-mKoiHJVfjb}*af-# zTy_NE0qII8e5$3Pu?O%)K)@;Zj)4Z41}z;OxL0OCp+H(}Pz-Nn_>{sgWzuoLp~F_S{v6@LUl2Cq1^ojw4&@zE zDrHWIhjYA=l1N2tzRNFtFYQ6c4Hg z)qJWDxzaN*{%8P=Fc4E=F66%ka0F0eq=hBG)nO-KJpmekmoVLoaX=iynZ|~Sb*y*6 zN#{=QCttF^o0UNQ{c20cw5%~#?e53F*J1}R+v+oq(>Pr#QfH3=IaqZg${TjeJX^WU z4F=St9T|S0$l#F~Up+iNe)v!bBza~8SXuy2ci91I!GNmH35e#71SED_X3LD&2MG_q z0BC%x-}$r+pnK>u!d+Cv;&v1;j)4~fbpvr#Y7tNld}g3c4wE`j%S9RkPefQ`*+Z>~ z)TxEayX~A>G~7Fa=vF(-nNLnmpo0Z%i!CTn&{cxID|t>$@Lu@!pCtU1g7W$s>c@L- zgBOXo9svHsRhLL-*h@Wz`w6<2W=qp<93$qE)XuNfw{-J$9H1Iyb7aD<3S*Zz+M4O( z_HANNy-4W=pr-~c&-a#0fPsypoH2gT4Il;-C_xPqU@pd%IedP!-6-S0sDLj{ z&CJ-Q!}%wQ1kGBKv8c!oI+*}35DZaC8dU_`tj1q{qoVegGTNaO&D!Z7)Pxd<6L z#=_WyvUP2cT?!uGC^pH#&Q2EiOd*uYuH1#fP&7~RTS>p8I0IGY?JX=}Jw@Z}z3%_#$8t{`B}+lU<^|8a@1Y=!qSz=mXA4Ec z3an$m>ajkV0qdzJRc~Gu;I+{0#-Wa)pFtn4+j2nhxfCqElov0Amx=L&PF8-CHCEdO zm=omxSX=87th`r6RYFY&g9@6Met4T5N9_Vo3ALDJ722&XEdQ8o(npamf#zc%B*+LC zA(~HqjPH?%4YDHQN2UJepJEPC=8bCV`4?$j0P@H8Z;G&MlC5 zIV?2C9aRkzIiy`7^ZI7*GAOeLA}=wsSh?*m2tLxd&mpIxe5!K+P(UXP+*Ghl8Urym zfku{rOh#`r3RrBv>1#cW?*SW6cC|3PaI()u30>Fh<6{pW zj-smhSngn(eg|@Ep^lZ&3%e_88uS*o**8gYSaF~YWAUt8cq5uHRF+=KhwVJaSWwB# zT;vV3q4qnQamqV8hwCX~k!)`r0lpZ}>$_)VwG5*e!%2hlcF)?<&Fl-Xals~ZfA4&T z+e3l@(79vQGXv^oWF6-E<~MBu8B6N+&a%eyCN^18MSZ1(%#@TcCeAW6>GO;ov7$6_ zj0IyH$pt*FD4gu#xio_3031WME&PDi7+ z&f|=iFaa^g_N`7-`$+ZkzztkVRNz2Ss)zkpXPrQ^ri1Iv?JQuF#A+I#fNfbn2aBw6Wz5YYA z-dcWB5P-+}h6ZJn{THTO=nZB3ROr`Oa?_G7A$wY5753$^CdubY{`6-$PhE3h*fI4L zN*ohp=tx=*8|sN&?VirwTPp?pfzFD7@_GN}*ZLWw@q5^ps3VE)N8 zfXe$nSr*ws$kfR70~j$hN*pMlf^c7)u=BaH)r5e(ucTDz4dKK2alT*got3cHlxBRFgh*`1TTw zL|=*rvbB&9>16G$h-=8{IyRVN*mF5^-g&dLu@RAIgmSeZ6&*X?hvZNgn7W!0Hj3E1+JHtx(XyM1eqhW=A8DFmzZP zAk^%^0F0S>OV&_r5Nz!yEHQLR(p6b1Mi5Gk2B^D>R7g=9#>AuWJOpm;Q->1*9OA`j?;ftKP0%c;Da_P~qw#J#ukDNe9N2+bYm? zamwYM>3DI*!g!D=rn{V1#i}#pmiorbT83r{Xa*OIN8zGj%)Y2#R{g~8Hdn1lF=6u~ zeLoVT9$W+kzouZj89HuZyD5|pw@bWI0 z(lGUQp}CQG4`ghu-dz9t@=>2blKdV(cDM>4k|^?z+eK-P%v&L+U>vCo(wS?SRKSuX zJfFhH(6b9cf0~GyN_l^X2oHfCP?Gg$e!haKx$3`<;=f-!(1-dG^k$W?ywHQ_=*8qj zf?J`LfaLs}HcGbUvp!1U=~$<2iZ!6CwdV4}L70v(Za-N*GJ5c=$2DAr8OS$fV&n`m z-bfjuA#5KNay#yj_SY-CfeRQ*qc|@mgK66X&B~wphJROJL`kh5Qz7uR zhgrXO4c&-VU(J0$>}lYFum;pacgoTdpR)S>9b4n2#s=4QOe2#2n)aL(Mbm?xy?Pu* zrx`eaMXqxEVjQ8Nt&RRG#SUh-nzK$3)BQl}gMQDBPU2T3lW~|Pec%0! zkoCTh7qq5*8iP01WP#HXy%_ROyu56!1dC2%Cc71EDFpv+cdPuO89x8y>{K5`ymk9j z*fV5oc#HNHO4gFlh0_LNz-c-PB-6z2>*?r}2`L%?x9}$7ZeY>pmnEX+isECG)YQ%k z?$xw->3i`Rst?FR-~Upa=1csIN(FKr0`Z0We?3WzPu{(}-}?fFFeAK;7uBe&(-?|E z)9fyTHiFN1ca?$FMJMLg2og!?h4GFI+MR2z5NOLB9X7Jk(|iAEoFGoYrOaXG8X6}l zJfS2BGBw9Di}77(^VU(2EX6Zpo)6Uh)rx4_BuieYUV#~SsgWe&8~tTJNYm*CB=4gBZhGj z&U#y*xTmKhf_` z>_C6Q>YPihNnA0Q6A@pI$z2kQf4)Un|EdD=E7sdRLIj^xGs#AA$+x?74lsYIFet%V z1%3!U1uH2a;&J(naLEIM(Y+IklAj8nmWbcu=Y3Y zLc~X)#cFiN{gJ;qNxvsIeC?b(Uf&?8_AC0Gf>?8b`2bF5+fV*R(n+O&BUI9)CxOq{{UZE< zulwSQrR`VkZPCsMNrUlsO$zAQzD6f(2jmP41ZI^K`H6YuZ08p{DWjrHBCJ*aA|K#b z^oU}kNkj>~Q>*=#lU&iQIp_xdPhls}&F9@ZNa&yx8j%2@Yfg>$fUIr&+!tDtM~zqr zj`P0$eqrV*dy+r@wFL;RLOH7ZMW^QkL;cmTOCHo(hj*m5{Qo14nXaLT!76(nzs4}! z*z=uCR#z63)_3kY)IMT1`MW~csfqxfBHWzq$7wy!9j`tqvf$Sj5)1bIO^giu`TrjPt z?(pfQrmP#SMg+H>UBG>kn;~tV)fa0u5Q6#~<2JwH~Fj?Qo%J2T7IkY8?`4 zY-wMi3$cZ6HMTua9ab#lQ}?!hHYM(VY;K)7Y*>$xKYokd!Z;;u{Bm1l^?r@;>!J~Z z-19fD748K8!kQ>4Eq(vlp5SJ}9Y#g4wGU)kfW4pI`dv*+qr(69`)nevSi>)v$12P# z*LfJ61I*?CQ$js1S;*A6?V&f=6%djVT8H z(gf#I`pNP7O(K9oz-9uB#`mD?GwAfhm|P0Bdac@&Q+lO(@wd9fY>4;O9qZGr%M|E-48S{UNLEUt%O+d)L?3a3ngKnt`kcDix5h zedfe`6BdS2q5$);AD;svIeaV(k}7~BAFb_wj zBQ@Hk%Ew~mMY1jQX(G-)0O|Ad6Sbhz8b;qI8ULOf03SOSD;0D|QYUUx6+-4*1y~x! zX6-v;t!*ZvaiGi|2JmLoB_04X%{`kG!`Is`~x@MQM=kjt$aX($XR& zARwS1ol2LKba!`4i?oCy-3=Bc2oeU8(sdW#^E+qGnR90Dy)*Z}>&!>@2X?V}KhLw) zt5$Fafw{{ou!uk~Dr_z$ZLaH8El$CsEz!U$nQSwX8Q%S(ASn`4BI$GSX zTLhi$@z3eoQc`{ZnT7?pJ%ta8tbfI9B9&i(tINbh+lu9BTHwH*EHq?Ki~P0L%h%aS`^~}!0*W$8uYC9D{~xEIk*yUs(8Wo@893p z%BGg~@X`T6rl+LD8iZWZj^E$rpT$f|JIptky>o#BN3@~<8l*e0KtVk|bo~vW2taUo5dg%>`kp`pz3qg(b=Apu=v#voj$H*QiZp}b z0SWpmeoKgwKL_w0o*uPwQnzP!OJ~13>1JxrLbeO3N4w|W?00rgvji9LSZ)*+(6uOO z6@44(?y7|g(B0h~uJiY8Vzx@cn=Jk?YKB}O0M3!GogV0Weo(R9iy?<$fm;hLn!ewq zT5F(iek3B3bOImlkiCCgR1}PfY^d7?y#UN)0(z|K$=fO@L>psapVE5^W0PjV95kLc z5d_4{Yoj(u0{<-TYdrZ5v%GM2csQyWhNET5!Ql5IsBl5!c4O}O>kLCr9&`bxP3I#i zCYEUPrt=AK;NtqwG(r7Wep0ReSWaKudMtAqN=Nzk*m%{j*utZY!KPMqY>CKjB!K+| z79anE{NC%c1ra1fWO!&cCF{XX$GIcCl-_A>dip?ZQc@B;<0|2l#PcuJzyTNM0*T}H zy$gAmb`O^zFE0I)7)II?8PkS|6eHw^kVL4yT_^oY&nGoj^F&PSXK(g$2tiN^)SYhV$I zEkjQTXZZu7W+o#!(d31?eO!Iu(uH82Gq6}p34kU!dELH+cnX~=p(ALbo;|B-N4=-O z)&HHaNrE$bIHMgm426I27fhVe(1`!s?*<3Zhip(^TEZ4*TL)|cX)~KEE{#a6c6T(e zUmwoJt};C{HCE{Qwm_M_i3n*ml zIxO`N(lCi6%hb%tiGhwTFDc38XzTH%q5jX0uzmb|E8q=u3{>ANpdb!Z@Yp~B{-Rj< z>?6n>>tTgJ`8z%_F)?b!F8=%J(tA!nFic4V=kk5F)h^qLqfwxz$H2fKuWEUXOC=Z@ zBm-mx3|%^Qb(xB_ExT}iZU*#f;y-}rc?iM!QO^oP7~p8$_(0NpaH<*OFk6Rw3n(xL zFevS|ns%ee#vyh199D@RfFy3_X3Q#c1Ngl5cc47!K7?)aAKxJ>iLm%v)RXy)+!&_2 z-e#ISWhMbNz`;1kkHS*5I5xqXPz(ADZqBVViejp-MdUQVM6Ij{ojITV`?d2_>d#-; zjgia&PezL(9aB=gt+Ot!43z*sw`3YqbzHJB9C0s%<*-`$<6b$~LOMO#NU;=m}tnu41WQuqvxNC=! zKP}}fKqiiij2yWJTT2V{xv<~46FzxzvIzVe=r25f&7g1oy6z!dfksz10_{Ic@fj>* z#(_GY9Y0p3LfmOzC^LC<{nA^^;mUCUvnO1b>Y`eo_P47bc<~oZK}ed+bH6DryT+); zkRm1lkNvK%fmvYHjokKneP9z#8K&m|_5#m^?qMg<#oh@6wQArBx*=1_K$I1p4D+C4 zsqbJ%8N$>XA0xx@!ng1dMGt+gb-DnkI~CU760D_*du#z$r<;8!Uc7!vQgBG43Isr1 zco6Uw;8r*$4C6rkY`jdlvH$O3-|YE^H#DV~W`%O*=H_NU8WBFA_kjfsZaA*eu!r8? zo?^8ChAs|=6>!}f*Juxg`O)ZMeC<2k>$|w{iu7?^wX%=&=o80xci|ARMIS2=9V5)u+KCCVnGu0SJzwgI#QkKa7G)3N;ac}A`~?CalK05v^xV6@za z&d_b?IeD+bcNsh3n-B)nh$4PfHZEVaa9g5)^C>QKExprPJE?}ujxR%ik*ixUuK6ko zldORvr1;;`k30^(JHjx?&>ouX?hTMdk40ik)VYB9omtXlRq^WEO|}5|P7p4K6kDN_ zpzlLO+{hBrwjxoJ0iGhHG^O4j9v^?&V0nvB3FG$5=_O`fy=uy982wS!$3{N{T_2R2Y6(N0D+Abax}nk^(@wlm#RIMOCYp@v=-0=H zpumD%yyOJFtcDf-@cYR8oo=3L}kXZ$UQ7#Jy z$1O)S)76R_YG@I%8kR=SFg%J>miL7I7;1E^?>6O48s55&46-p_!vrqYz*0ZQ*uyvKsnh><%~=0hP8Y$qt+1_?+eWdmNC}L&+_2G`~tqwUP{`euPlOMYcCF&D?1iioL1feW#ukN+= z+n#QE#B`))dH0FtPArU!Oj$OZ2CJgT0_X)yp*% zWs#h)3^jh<7O66ul^zx{C9Lz14IRy7Ol1n%_^xYN8(aw>DY^1JTY~17>*nr zDtdKwzGG{*$j8e&@l3#3oSK#=R0Gkfd?j}4scfMQLe^;&{Z*{lXGpfti0B!7y+<+^ zj#oe>m`mES*8br7*$`6d5v+!4B}^*@_5wIPqcczpo0y(x?4+ZaGYRHL?Q(%c@M^3N z($ch1Npi6#nVk#HU*`esH1>=-ji4|}=etyejugouik-?p_4W0F0S97m#KbS)PJ^p@{62+o10L}cg`>TR#k`p`v5A1d;561^Z&)I}o`)p}K^)E74+ z_(*T$jHPzx(Lw4{he=#>Vv>x_D_K0DZ{?HXLND(gyMfnc<}UvDj@|(7TvBhnK(70c zjfO(|Pgv#D1xJrpVlnnL7;|M9c+f+{)_i@`>^4=_$RgTV@Ucy!gct7SaSO ziU14L4-Ikk-!VGX?Zv5(m%>eOrh~GlWKp#A^wPz@TJXtB)#oG09bB4F_&yB2WMZr$ z&}Y6GM%E>5M$b=tqTLvlF8N5nH@CA@PpH8Af%e!=`Kl%Mq%*)auoiid0sYC`+a z&EbKhCs=*?^<>Nr-3AF?(%io8c!S7(Z?aBVTb~KVIQvCxk<&>#j7t|Pu)D26pMg@q zC^Wvd^__12BT(SyB#F7H(%qbJcuYSdHmJUX4wK3Z8;DhNAP<)grGjOWEXmeQZ|1Ys zs)-?Mwpa`mq-7kQOP$y!*mkgXbc4ca>fv{MWoq#W!^^8V<6zcKH`+V3T&?psGg1BE z3j*J)IIHg$?S=SqD8D;|c z;qcGV(b4rmBY^@HN^uxagiVHe)0SKK{|0LP;z4*PdvRBkKCo4=xMnV$ud98f(xmliuxDH6DSs#Rmd&$>< z0ZhS_t<&?W=N&M+T@J}Fp)(XJ5U8lbx9oQNel)~<#WEFh=Yz)|ayv=?L-250*Zx$W z#V|*!M~V&>^UP>FZYMD9rl!S6CYRRn0KUfpoU=apeo@MD9Fo0iDV{bOsA&# zCGa`%@*{x)4wA$gaJ#{VjFg|YwE*amiODi3-$3jYYaBLXWo6|q-+!=ILGQr)5L}TP z@0EmCefx%YzP&##Cs0)s^&!)#e|heCH|7z8XhApD(32L&r_jS8zuk)!Sz5cDyqBDu z4D>9GAI4X$CXkP3egJ#OVQuIyXj1;dHy|*GH7s!?NbbaF@3#M#A8U6l+zSF{ZYD}y zrpbPR`m|6FSYyK`TeB56U0qTHdYy1YtMl3r5mo)l&+zi#$-Znj#tt|_OE#AM4)8FD z@f#oX`;~FkZBJE0&D+(P{8BCJ6Umtiq6fK*t^{Dt$U+6Xf8j!%_wj;+?v5?LkeHGq zNWmn^`#3WrjSvGsCM`R~JXiYV6HT+v_a|-a4}jH%WfXLakc*c$-Ar3~0cr;TM)%{x zCIQ{@(xsrtkf?nPE|pf3+$yPmn3(v$!LaDEUWQImeu64h+Z9UD=X1B@o9#XhjM+HD zP&{GKY(g9a6>lpHU?eM~{Ut?W>@|C^>dh1e8R)W*J8vVd=lH@x3`L3 z*Z*c(cJ<-<`;0Rf9*#2RYatYF$?oR3d)fXP{h`3Ijv%iCb0SeQ{FDtbWWIb4FD z=?TK#SFCi>ev}7r{aDGdq(Wg3KAF0)%gPZ0eX~QXlUA?*Tj(+J7MT0?W}ry0mM$+T zAw<~?(me;3a*8Y+Mn0SNRMyq&)`m?sF^P+3vHsgxEMhB-fKkY+l)dB2iXoBf`SduSxgKRAj<>F1v(z(*LfbSb$4nP9f^4J*kvPfA>_+; z22SR)FH$HLd>vu2vA9)?Zf`1AWQJ_ore8skyL0e8+^Cg#o1{va1puddAPKM~9+#f6 zpK`zG2RNfgnAp3)Nf|xwdx(N`&Zd*DR!6lpk`(ynY`i-XilFLEvV{pG!LP74zTO(< z@hf9RBjT3W3x1~14oh{H;^g1og^VAd$B0a6**s8N5DFinz*5PyNenB0V|s;g=jrUXQ)elk*r%qB4Gqol%u5r;e3d3}RCz~Kpz5ymE zu7{j49dkPY;7=^T_jX!ocUqPX9HUU>Yyqu{QRwA|0?wPYbMYqD4#`-Hkb!|yF&vu4F3mgryHS9AG+M(u;K ze-p_gXkbaiQ@RF#lh!91o7X*VK6cQDekv#w0&QuS$YovxWdq+7w9J$%;fQnko-D`B zoZw+Nq|2+o8o5S&=KSn)`Pj|0^c$fbP1M_zby|~-C&9h>lXbjz@6wS6sh%_9Tlk}p zKXLqnML>Y*5`G=@5RSB>q9OnZOV?l;?D^>=+3w?wr=TY<1}V?%CpgMRg;-kCX3ota+n~jf;fbCXTpdkQhC!!~d5QG8) zse^-2vN{C-qKDIn9a&lQ1F!Aya9Um-j{)jVsyOUofWQnl+(JTDzG3-fy1xP7yspQ6 zf_r)+H3n2U!fzut%pQ&CSwABLNM88F#4>v!g0QQ>%HLl) z_xktiTCtiHs6(7Qe@>YJSs<@Z-IK#SuSH>@{s1J&ai`2*3q_@*q`;kF3zpnAQg9B^ zOJyEcBE2c2eewYqg3OOF#_TNj=aHU5CG%}cy9WQ@`OsS=wi*TonTyu@%^@_-`R|h0 ziCmTn_BNl2Oy6_=3Oao|I*%VMzRgw+!`58A_$DL|8G)Cf>CR&(HxV!;= z|CJB1J2xs;SJ1nM4K9-&E-nJ>+smCYT6a#m(hKPwr#zdF>!Xflo`STWStN^rEUp%2 zT2RXPOO<60xY|B`llPZ{eBXeap{4|j0T5{>d9y%xGion}=S$Mcg#lx_p_#5P@)xt1 zZm@nyMh~E#g`-J-0KIi4OZd5*+rS+T+ZmM~&5pEB!P5*%irB%97?%gCs=*@r?CM>? zRu9zGLy4bnH9^y~)KXoo##na=L$*&Gl!@u-C#<`W6&yY9f5P;4ORv6HPE@DncK+4^Wd(n;NSj#F!3>VuCac+|hLz8#fORO9?UBEoVzwHwPas>6B(% zunUA=Y>K|nLGGZCD7d;|Qb7*6OqvBIvMNm@K{<+!tXl28Y|(LwtF=9b0qcgKSfT4} z#fj~N6yLieBO|mLEh%Sp?;E?7ypN*&RN0GA$P$*R33$yY=DyCMKWHuq+D~PA6-OpT zfA3510Kfjg4;Ndzx4myAuNsssEkFC@^4GEael(!mYr`!{Pk;WP@4`v{8`~2gKeQMc zgoe~pxj8v!NOVfIU(&vF`GH}511k$Gbh(;)^vaVot)L(PC?VJ=N2_usJdGO*sKJtohm(iLO+>&5&v;^sORlm3KWw_LmODqgG{iLV1(OqGBKWZ9>TF@?_r z61@P6Tuj)_Tx`h?jX6DlTz-K6K&_yjEgV${zBM$?I`G6qMn(eV0+dld5=tnuvsQ0% zGO-0Eo?@39XTkzhw=LD=4FJ5snSCJNYF#zu=UH@GLJWw>-tjTy-$3=sQ{oya*CY4r z*>9jy*dJSGJxR^UQM(020o{daJL|=CXlg2{c|`q;^uusvQb-zwMRfiLhcFF^nvhU7 z0*lN}&;)yZi1bnvdtm?DGyx#4#i!|nvRVI5VdE7;^Ps#^g;J>4&V36gWvID$-lG4w zL18hl%#KnbEBy5I$Yt{3JP~hqkSo=`yyG$-jH3KVODphs*i081zpJ$CyJ5jVc&F$- zT8=Fb1YfT1Xm-tBs2My56TiT!z8NXxu=2iPv^ z2Q7D}q`J5_OXMw)>9GgF!mjLM}x_X{_2*VUP+Ff$GAOz4S4 z_3uMXyAUYM$cUWz{ZCym1^`H?i&?V|SxvP_^~9&ayr`GOj-(HJBN z;xxvIdK!RM57=f8PNCd(mj^~EQm zH5Ki#GZHIIRQXX6MD_^`Ei<5+7k?$byt0I!qisLGV#HA!CTG zYL30BBl01^nnjaTJgC*XiH zvwn*dF)hU{`vAeLvBb`1tx(F9vdEJ zOsnyFf==!O33;&3oB1A`8<@=aRo_9%NLqs(50VIQDD=D6kiE_!le2+Bw~u#3VZ3ge zOqhhgj^1{i&YXlbw-AUdIwO|F=a8<6F_S+DA}TLmvB~3XG zTIVkQ+V-}wmR46M8Z}5TF6z9Mio0z(1ltl014M?K0(K?M`>;;N^zAyDl_~LXahb*T zOLb5jy2U>dq_taCYFA2U3y^okuY^VnAW;7yjcU0-)nLA|8_JJ1YyKBpsXw>QbfMgI z4ykb_rj*|RZ9%=-`X3!5qu5K3a0um_Y`4tUnW0{U`dY`P;DepQlp{zyC?sGmzXFy7 zbKQVRTai)?K?ja>@9Ygvt=EH`l=|W%!z-w?9PL#VNb!^N$A*Ri*Puy#WvPvN#li+u zZc=rVg$ki91+pznQ@50bBl(py!~#qgyjDG|AY|q91OadM!ln>YG2;fbK9w1THU%YD%t` zP1H(hr};799FF@m-{nY2`iDK}hHu8px3gebWvG5Zqy8}i3DDM3BZN7e1l19t0JsjI zS)bt60|x>Q9cXJI^%Jw39HTu3;S<#TCuCL%_78 zEOsw1FB`B$2--=f?abD{THINNC{tR0*gl7dY|&{wzhs4~ty)7j1$hKkG9mY%w!#j! zsKa?K3XYV=3(U~HJ-<1=KvY1pU=N;L&??IvV8ImHDtIGS0WqeMf^ zj5BUpTTrkpn^VZrg;@l&?tqn|#l>U2RY5(;0KjJ$f~2!=C)o3!`zyaUBIGC zC9UuSBKL+=9?iK1K7h5dUf8a3)>V#C@Jne-C^dZTQ=)`XyH`@60q~a2;}{bXBsz5D zE{ zp(o3Qb|6qpANC4|m~H@qQE9Ad&<$>9L?}ZB6=chWy0qk}-%>I)8L;Cy5FI;%XbOJi^88I=FrcDY_Y=QsT z&D0{m@!nl#x3mjEdYY;=4V9Gl?E*V}*s#}ASQGgu)6m+SbJY952YTZ~+|@d`kO-Mv z1px@uFSjH(I5_r87@>oO(J||ds)xhaOY%~FeE5V$!uGSyz=@@wbL7he;AcVLFI>MZ zK-rF#YrTZSU$70oVOUq7V!xL_M%I3-^iskLXxrVRBhMEv$_>P#GQh3PwsVu};YX!2 z%^v+*t`Uf4@C-a2DQeD~DN=}-&pCzs9`k*H6;KBf=7L5t`{gaP0o16m@J?8spto4N z{n&!G24xfEQYP;`$IVRY=KyR}X2DXT+`rEHH**wO0L_$63sB0PO+3u2fGC(epco8= zg7|56wVz(4Ecd`gM;2H@mw)H2MG1YzR6xkjyv9(3rPvJ&(z$1sqG7wUWM)A zhn^T%A2<1=sWR;BSo^4x0B*GLltTSy@CRVAZ*6W77RbV5ryxk7Yru-oJgER_%X*`L zpS4LYXSfUx&x38xa_U0drr<$9xG9NN04f0C15{{ToRAm12eLdEcMlyvTwELrlk7go zRTe+^>d&hox(+@nNn5EMeEWCt!TW%9Dc@D>UGKTOGB%b2QovN99K_jmr+lg{+!0 zbTl+mb1R2pkdGU)@)+iNL!%4&FW`BRxg~Gh=7fQEeVq3d6-mj+%v?A;K~D;WGvw9a zJ5_YoK&osrlvAJZ^g#6)DZiV(@7~NSvQo3Y40$|KjrFxs$PNH!?Q;ul3EbJdv!LS; z?+cczkfzhqQ$ay{^$3z6qqZ0uxU$<3i()xG$ab)2-D^_S)GQYT&CzgBEx<=aQgR^1m#eB-N>uwvxMtP@={siH(|?AdD00d%KEjb@>jw+}vQEukU@I zU`C2hWfJ`&tfu6e(nE^z>Z6x33(XMqr%&CC|7K(ND`}>YW&9u{pO(X`03!NZ9~g{7 z$cYZhPgaUL+&iQ4Uto)jNQZZKJJs}LZx<2^(lM zdy_L&{`Agv)YUDDVbQ*Ld!!(64{OlzmmbAh(Oig!^1XcOiY3MKw6DCW|0+6vS{qis z-EBi{2T%6_w<>qgT-v?Qn$(Wp`m<%gnFhu0O&k6Hw|~ww|6Omc{x!h1aWY(6C?M|Ze^;8PM4M2NsQwBe?xI70Y8H>IVq`3yA8pIKS_ zw>zmg2qFXo|J%J(9E1=8V*lfATCPqOI#%uoLj<3eq7s5n*UHNs!KdP2W@Dv*c#178 zjrgyZ7rc4Qe}8#(D@Pl5TZFKXm}maYJ?NF^qp=+ZjG^hMO&gQp5hMUUPa@2ZKdAkKbKtu22B2gZ_7om z(vC-L-|t|M(#Ng1#8P;9*uMMmrc$;N*E*T3o`-f)u|%2Su}$4>5|@XhyTQn-02bcL z6_XKy9+miWpEV7STAcmfW=D^uSFtV?gMafqH=l7KrIoQ{W|4c{LOEZys%z$`9t(*a zj<3k7h3h>L6qX+D-C+OgYd6IrXK2D;Qu21mG2NQX*3EdsC2P34`AYbUCJ)~CS=l-S zgZ$wUrcqnSU-9i$ynA(N6` z?FtL}4=4VS(_{NT-4^y6w;$j8iOHZYD}8H*a!B6gdBnL-?t4z&hG;g%oFF|PG55iv zxaX#WO~r~wjF0w89=@cPJRz6Sv}3In(z28DeEFgE_9OmVIfIp0=2CwKg4-Ed`wGU3 zizK}qkiAd|sY?c%$?^97a3}c786M5-m-OaoIP{W?JNFsdlBf?`x;Sb-Oy1u8M5|J= zhobsa&OM*pg?fR85TFZ;8

b^aVO(Ks0>qo-E*Xuns-o`eCp&iGANxnU* z_GnK6W#i9PE@jb|EZp;FXDzp9zR(5|#Y{iC^}J=YVdyIo^FL>?=XQRQ-oHdO2_(N3 zdhf_!Ual4sPIZ5n{d{*wM3lUxtGiFAZt%!RsL%AgJ0$KESC8t>!$Bz;91$c5Ks>=v#U!flJFa@TNMh#AGT?X^-*j^bIUzT zNmc%Rikm@}YL#Lk5KM6QrAbE0=LyUXq7O=tJwkhe&h^bD?o@$l7n29~P)@bHMm*lg zQXyOgEj;$Ge|yL%d8?D1BHQfZ!^zK!GFX%3SPsQM4_lq4?A=nQ(^s&$s@Du8f-+6( zXDXNeQg1zKF>;DubINe97zr6(VD=o53iWMMe0*P`vKi+QjRbpVD6i>v)h?%ZmehZp z?_-OlaVK!GFjNpxq9BO}NRwQba@x`%HD`Pe5>CgSKXtA;x1L&(h-}Dvy@RasHri%L zUI9Bg8J!^RHbVKMcAeZ-Sm1f<50Tl}r;TK2lZsJ43_DP@KIxLRnswJro@5ELM6K`z zVAN6BhoTVMlHeug3m3Jq?OF%?_Oa|?<=WIkzb#T`_z`KKQi4n5c{HbwvHsfA%9*_T zxUq%Wtb)Q##;q#PWSb?O`GotIo5^)7T^?dbZgodB72UQ|y!LT0z1xS0SoQgRJoA+; z^G=ZGcCptjp1-9@RQeO$^P8`fvt}2N`wbZGV8{;g3%;@Pd2XF1O2OH=Yem65H!sfr zJUlVVaQbmT{~j9~l?HNUXFCt)pidB9?RaaallcI%n~{=_5%Qt@vojNenW4ioD?Ace ziP6KC5hMRb()2awkxTbH@Rr`^4Ae;t?2@%`D~K~`@v{_`D!C-2k295_3k0w}Q#LQW zL}8(J0_R+8m#tT;^I;-Vn)Mo^3RmGoW0?GoQ}6M*zqPD)xfhymgx#p_w|dA`9IulMt?x6m-4Gnqa+O@i^FzM=mq1m zm|70QL&?9s#xu#ni_G80qs)09Y6oekuA+s`aiW?1W(!1AOjHwbK65@M6CO3U2`#VO z2|biwL}p~pm`f;Y^Wht;A8|$@O6uC1izmb|4H#Tm2&P7hYUAdpWGwt0n1YFvvO#Ih zA(r=0X<3Aicylu;ZL{K7+>W(bHLf6uUJb3G4i&kgL^khDz0OvAq9zK3QhnB@)p+So zREspxf$jK&2cyEgYBb6(Ur90eZAvX-R@!A#xP3o%=p|2E_$ilawj8;wZb`;f^kiL~ zvo6bwU;nO~e)q>@3AXNuvI$vA17l~st|^Yp!RS8gG#>(Xyv_2A4#|Sn<^x-0S}Z1{ z7-!2TWOG-&FVQuFWY}~Xuw{%9nwTd`Mc(WDZyfENJ=BY{x=B$)+PdgOE`qu-)cj|U z##QvvNsJapg34tx9S|70mRP^6?=>gkkj_Ohy^p-p9sPA6@X~q4??>*KP8rkBu&d+6 z<&W*cISPuhFR4U`+*E{3HA7n_s11;gHN9HVMvzQcYiO}NF>gQKI{K9}sCj)#>W7=z zG}`$2X!lov49jae;oArr*){#&?gnP8^0%&tWy)}=&`z^)4@rT){ql& z+XW9xW-ap_lgA#Si`ehcGfzBypV)N?;dm9Vd2SNqC0c55Dyy@fGN=lf8e0n7LQa=- z95}N<^I3k*dW(mmF}`{#b7pPnZ)$zu)JFI-%2}O4?2JvtuIR5h!Yau>k2jGQwGaL< zHDl74Cetc9>4kZGf1>zVj3V##Vi8h1&a2Ns&v7xe5T7UisvFRBKlc0b=lv#!K#T(K zY1=2`+KG}>O#I&u~*|BEjFx% zb)f1j#`II>`s6D^rd|Vn;-FBn6+%Oz{8_N@txWcU<-2zrggPDwA7Mw8eP&A+VHNvV zwAG?W!Ti%~UI$aCd{NE=}>LCsOiQpc1ZXaikLugGS%!h&V7 zNdJnz{1f<`ak{5W+%W2IbySOG!Dc4o=P_EEH*3L4SBHnY11u9#o76K3a+x9`D*krl zM^>8qSsw4j@Nl>&QZ7FJFzJZMu$Pd#9C&2+5AW2%qW4pJT6_5C_JM!I85~sMXqRG}-WqP*W){e-2OP2#CyKuMo^f(=O~y&&&Ma>@79 zwE;O0_WQk`x{R1fzvY7*-Ln3PAXQwZscC)pd3mAD$RjJ3`gpe(K|VL>ea<~vmxcUO zvE*l#-%4k?XC6>1y(v*(;D4cy{8+hv@sZo?YAvx^c0t)EV*0c92@68`=cHENNyYuj z`)K^)c5l~g<$l^mbje`WB+<<)CQL51KB}IHUVl8Y&KotqE)s64t7&uR_QUm|B8SY< zFrF@F8uN4~BLCsjhoXJv=2ir>55Ha@H4b}puG>?7GC3Aa4FATPkFqX^8IAH>LqP%U zo|>u0YWVAq3VuiaWsA~DFZ>AHG-V5S`p!}ea6{SjJ`N~4a`VlV5q~US@#YY*Of^aF zSl!i5A{bDj-7NRy+=ji-L+z?Fb#H?X3iiY$9GFE>8CV@NNkQ9L8b^^J(v z0IysGi7U4MS&oVF#|18}AU2b;JM7#n7BX00L_)H}Z_#yx;CZgMcNdg z$q7~Q-HrE39lmawj1aTYWe%<9CTIA3OXv|6FT+2N{+>R;Q-;>|jy~mw2kEPt`{8n< zzak#?Y0fLVC6Xw&1tlx-UHuGOF;aIw`N=EZ?rq+y`y>m49*eUlyXc?p!8h8mxRv8Q z-Je4q`0rT#cv8MA)6(nUOLSyRD*C-quSYqiVk^b@AduXo#5W&wlJmFijqkYI?{6}{ zAuh4*aPXazg!eBp=N`;8!n;2;zGC9Cz2@KG z?s2Q(ry#GZ+g>|gf3IeXv@wDtD6CrAYK}CQd;k6*lGkq6c)>><&v3Z`bjNaJ}kAz;*@s0Q&kr?o{m)YBsHpOurRz8EX!D@@oYoPH|eb7YtWcn zuJ^b->HT>P54#?gyFow~s(-cHTI>*Z{ea|1V%(+*C%*|2ePFld@&Ok`lp`5GiNK^o0`G>m6VaAcd$-n z@**-UtW(jdUh4qjChpTMnIvT?CYw{TDLc;}h%Z!7sGKqf6ZjkIk%^n+C$MrebVNO% z)*7Mc8g}V)k7088s-sLO7;|di_)doFerEQMtnFJFRf(lb4?BK)d#~Z*xjr_(Ra@)H z#v`D?y*zCuahonjk9Ark<)y}P>>lCaelD5S*YgiD_&(n`vxfH5d#{k(OVKeByT7HN zf0dSEPh_mjbG`4=#P27Zs!kW0Jd)N~M)S}s#nN-dpyhy!L{6AS;58TxzZuE zjn3V|2rGBY;AYy|WOWMskc)$3j_azjGmfugzwD&n27euPSRT1Fu`vl*yH0KHY#qBN zx`6nEbI(WOxZDxT@=T^!@|XAj4)_R){!fUDuD7!lKr{f$VDl*e_+#bh?uPgeCZmnb zr)}lt0VaN|pa!33Qub`+1LQGhIS4{jVHaw3jJOSbc zQPTdOF`k=8|96b%{~lucKVnD!GiD?t@IO7@e_=-A0;2y7GD7@6z>FR}NLUad{BW-S zlN>veDw*kUdV$<7nv^F|1jEPHwUDLejS?|k^ph9YFT<%vzSM|fX;C&?D}9RGaaj`5 zr1bOZ5xUnlmclg3q5nwxIH#7T>XV;u+r+&`W=!kaz6Tu{!-nrqNu;HY7I^VmUdPMq zfF3W6iNh{!Q*iDZTQFG@p_O)ItbFcP_8P-}6i3-gM7d!RWt*g!g^!Sz`u*CMl4s5I z0?RZ3BGz4f1v(Rv{e2}yN!JPN?GQ{02mXp;}){5if zP{g-zjt-eHT+f!GSHFFVxTNw_di|{EHDOdW=ZH{Hm*zzH0D*(WhQ&mrO!lDz9d9CN!MaXz`>~sTrfwah%FFd~A%7c?Q9Phn& z_0miyvgAvio$+AR^Yg3ZUq#(rb9T1s>hvgFvi!OJ2yi`Ij{E*wb08p@`32X0ghun5+eQIF;id4ZV)_n{0c1ZVf zrDe(AcY4RK;sizNYq!}ki62)?{LoAThqo=uB@lGOf?-Tp2J@w5rTFkoO zsOul%<)M0<6Z-XhqVMiE$pt?4uaQbl;Sz~^lsrS9DmoKq&utPGU$&nIPD@?ycJN>S zl-;n*>-0cSve!k0jwWM2;>IV%`}teOJ83*>WIyeAjn9kkXrYFhcd2m|w|HLy+bFeZ zO$=LqgZZJ5oA~MHUmsmqRi8#C<2>__>?IqKha~cT;9<52%Ww8YSJ?nX`R|*?|8bl8&o=PC zZd3nl=lOrNP4V4#b@FgV2;A%`|I4N&^uN9Se_`L)d^#TH?*G|1{{v`a^Xc1J0&FcH zAkL4?r)*_sW9yC(6T{|{w{v&XvT{{$a&UHXyxADxYYI;GPOdu6W)`sRDq4BkSy*Y` zmxpJ3VCME5A@mjJ_A~*0L4JY%hdB7(mzOCzU$e?`1I+wq8ARUdyk*dlEc^WE zy=3ED)?CqN%V*X$Um{CbCDX8(K7FAUAKSub@*KdDoRc#p=s7|oqA^P@^ps6?xD!t^ zNYqEJB1%aWYk%85w7wk?Ld#ud^`37#W^37Lz-u}-IleWDJj(@c8 zoW9G$NBaN#Pb{na|9H+WLKHHF|M7pE($%i!Z(p3&HA&sUm&8Qfb+;wNExexMTSM_3 z)$yFAq?Dz{!V5-5%EzzlMmi(#M^MZv^kdd^5nBd*GDYH+BUi@5m!?>K5Ox`t(fbM zclhu7)NYfOZf*9S@49(uVyJb~TQ~N6L*pN)_Z3)&8~+f+XS-rrEwQLOC^a)J(!OvJ z>=5BJeaiIKspd#P>aIb0`s~N^>OJJWe-G>2bp5PH@-!~Qoh*`e_4D5Zh&;K74YsW~ z!3h0OlN9#m!M&aoa@6reeLtLYCPuR5psronrS&ZJVs8uCMH_jj@Do91&|aw5~QbRvn)&rt5d%)O6{I_X%i@!j+JHh;*`Y8 zM~j;$s~odv@B7`C?pw5E1rw6R&$6pZJzweXJt$iJquEbEcUCp{YpCZ-zL5r*2|KCe z5cfiK0$JlX<>C3&YLM!l#GzLzKfQ5$c&F1yk1IJ->Zqm^!-zd0t<~@bvk&Pz^N2 z1>V~ee>#Ilsn)<f6o>ZzEl`78?S!#v{P-KWRQN{kF&JTfSyF<(~c5kw&2pEdAvs zq$2UIV1`rf+Q5!bA-oK^9`bpb2(vLM7 zpuTKP#z%BJidICJ%}}Ati`UmmmE!Zx_~x~lwt&5oX!PG&QR6wzu%tRUF+sD0G6Ip? zI6B`L$lo_f9OAsIs;vz^f3!DziO2N{>HQYOom61b@U2}b#oDD*@rezEW;H&S*C4#E zBxTE-Pjx|M*>W5Ikzy@FoQC^rj2inFMlj3vzIDoSC)asdu61nIiym*tYM|EdVA(lz zEq%|}gJ*-Jm0t51Dh`K>htdtV&9-}u=dwP}jq61c_3 z*UYOi_|}%&0afq$k(TYg4CPSW@1~m7^GyvKf6kgq-_bEEwue@Wb;Eg;k0)~3-?GU# z`D+|&AUX4$8QcFc$v-xyV&T>h^^0`!Lo=5-#b>a~9?8zG6lvh0U&=qV?BI_~UH&(({%E9%xcgSV%v$d1exIO7Cg8^f(9o9*Wm6p zI0Scx;O_43?(XjH?sxdv`<`{q_uYHWTKD!J1J$dir)pQ%uKhgw>8gv#`Kj4y3)6&p zy3q00@6Q9C6RIH(_4!={d&qXV6YqK>W4*n5ZbzCY^HNh4wzj)l`|RkpTk|FHd+_@( zE>ttq+oQX)dm0hf>L!-YM2C~)_>_}f3RFrJ#rY<9BZ$MSCxzIM>8)QF+lCdXxd*0u zXgShm!}5}q<3Zs4BsshN;_3@CeqAmMvE3?nbLBVk9-Im3?aD5Q5O$lAZM%(V=aO&= z427(Qxw7zi<@>H9n^tRND{?_awmcvB@`92J`_UTGAS4=4WY zf#9tQg7>Dl-W}alHpYS5x!SFn@#p#COg%fgc$3Gek1s>bTN@TFmL5y6Y3RI%!TLY* zX6`;cd||3!Z>-Ka{q?AH?n?4{ll|*vP9S7-W$<~sqTp^ujA`hX)>F0i89u5=@ z!$B`AajZ|dF=WFC&N?^bY>*)4M>CEE9qb~-R;c>6faHw@@wg!k_Oe2F& zSi_nUvG3ZsnGX{!1IkFQqp7%FXf4;}LUzT%_esa=5jqFQwJ%0X#DJ_>P+u(blBtms z1PSSIt;kO`n9xk2Ihx1f@6DT2SqLdnL31Vx@55*<7b~Q8PBvFE*QKn`hX7)8ZzT`h z961&FB#Q3(Hdd%iF5xSO%!)~axpR=MiLW1Z^M%kEQTlUn;0LW}OkV0OI7AQY3PKHV znw$`$Op8$c6BHE@viQGn1)=iv-ISn3#u$lCwr1v4a6Sh%bQBu#IY$)T-B}FRL=z}h zh_nFLkK13AODblv(L$tL95Sv4gqS|gvHLd%8M!_9j5$oR9vFpkbn1xD+xqU9XHeA-h(EKc^1nZ>U~Z zWP~kFKdUExdK&PKv0E8=M~3gKJ(`!;)2}&mGxvV5lwm(cbp2!+Tr1CPY6J}qW+I>V zd~e`nQ&B1#E|jdsfluI$x_@X&?O0!=^*}P^_no16qaU|r8MAo`4Cffg)U>WMEh_Pk zj&zkw@pE5JsECLG4m9^<6P!0H=9w1*U=BjbxiJ-8kTLGRavwV;Je-^eSa`prtVrjB z9E)H!Wl2Q-yz=IT;k^DOH<-^bGM*YWS^xpZG!1|I|eZL&l`a+-|8Qx&5KOV8DK4xKOh`3pymF z!(ejA&QC*U7N#Mh+vn&Rb!j&6v?=fKxjBkr@c0N6IAY-DY zAOV!)$Ta&|iemmW7O~|rAO@t=s9!6&rJST>w_jfInz(%7ZeEqW9h?kk+#Z(tZe%q2 zEQmcLpHYBZJf^8(d{gg^mReK6gua?8{(>ROg=JN^g_j<3|MYsyX(g(B4(qIT8OM@= zD;RT~g{~p_3|9f^eL#==?k3=~Rp0oFa?0%86NY4f(9A|7O0gncf@j;vS5tL~OexAv z+FGqK1s=N8MV_!+G~UfoHeLsn!MQ8XyaF0wbiayQRm)XsUMq<8puD?>SXh&#gG3}0 z-pzV#E8#C%`Z-E8XpYeXr&h^0&Q(A1HUqAHbWa>s5Byk9FTN8zRLxT~fSXS~-#a}R z>5h{wVd5llpX?lZO*3+-qUL4FpDw1^pu4r${m@HQy)evfHAI}FN^dQ`wy*v} zBe9~Cy^hyy9@sz;3q3UXSbF~T?CM2)nN51unpKY^$v*p*{?aV3vKtM!IjGJYtuc!iw$|wVo9%6&MpZ)%I0xy_IE=wLtO;ZFS&k zf8|2icFW;7b-RA!Qj=LbWK``5upFRY-($cE8m;erg0M=>YpLjWfU|wugCVNqJG$>g zM&)lj;l_*+T-PV%wI|CAR$($WDlwIDwcG~%YH~?h3XftFj8go0T*6#^Jhp&;^o~B)S>_yJ zYN!W;e^s7!geEUBfhH%tp^`-t^CP{e0@0~urIX!4#g(lE4MOanAv4eW{KuXB+5l~Z zFu)td-7VXS<AlTU85k>}YR zulEE^ZMa)Dxvdm;R|d5GnpT)l8yYRUL3^1Orc6coba)CzbAPRwYsO<}Vn|FK(R%?X z`!Fz%TE|q=6&o^}Ed}at)!RdQCVP$5{a(2spp6YQ+CU40F-}eR9i_J}aK5xCyxZNE zw{oL&{{6~RU)M_E{965ttl-Wz=G0KpMZHuwGRKfgF8*wvZ1~lOBNdN4u`@fKd3jLT zi7gyXAnV6Igl@ipUcBW8E9}_G6FOE~T>UwgmFryUWrXCZhQSPHLdgtcUnHa`T)oQ} zmoQHY_@|xU_bDzHQ$rUwwxcu%;khtb=N>#fnE8*ppg{3ZBp48Ae5f5H5;7y!rTh4G zza{P`HE#{Ckgcf36_Gg3ag%OtqU!hSp_Y=_Xd4T&88eTkIo<-Lmc{QtSJhcM5fa=2 zS248qB;8_H?r?7z&Gy9+ z_h%YkP#&v)9$IwPevMhGO&wSws9Cb)mB2oInG8Ac9Uq}bZ4ohcp?NsgJqnw?UuRlS zyQQ+jh_YX7VjMn%fvg?&XwxR=euTsbxjzpk(y9_>L3r*lhd&?{`!SJsZ=xr~sxNW7Bvp7*sHSf~6)%x}i&{v~ zr061}h>O)t=X8_z@RO~=&>|-d6akL@axS@x#fbF<57oo;Wr2PLoX$Ej94iQXsT_Xl z`Dv)LAi17O>x=U)_Rjt|me8VbnRP2PW-cwt;TucK(NWT7^#W?lNZaK4{+TVXfgZk( zj)eQ9M%gdxlybVO0mtMx9U2ciV%80be6c3~Uy@jVJ$~8h7VZ z*vWS%f|ap@PK0Ou-RO&w^B2lEHrn|RzqW0*5yG`VYq+U6E@iZLOX3&*lCqDA5CV4h zXq^kI=@mk<8UD)LfOB)vmGUhnm*_RXDnrE-AN;XdX7d?L+Ap_rGA=1YDcwNEH^pi*|V8zP)X8MR%5bv>gQ(Z50eS?^1u~G7iPW zM4^hS^dUHVJKt)K1JeU^!}a~VyQb~7gKE-3nox{imQyR-d}E6@oDF|^(2wAmLejdM?sG7l8WM8Y4p>%W>(d(Ql-71pTGcQT?| zQU5e={fb8d^^H^hnV>A{=lBKr zPtDz&V{IXw{f(LBco^5KM)H~iIklwTEoPDixrM`vcm&_zW-@R;u9Q4et(wVKn4tw) zl%XORhD;_pR1NTL**UbBz5X!09CoocATIZ0i?ELKHBp-6?q=3UdQQS`(fLn)&K0Z8J9ms(v>2 zW389wx>M`=o}ripLNoX5&vTg{1^5?Gx@$jk4cCh}JC{?wvbsV#pdVUD)XCM=)<*di zq=x!Vc>*7No-}V?w$LkoA*Pt`?2m+?q##P4CL&y3cL!Xh-n`gYIHvH%VE4ZOgo2TE zPE}QVodkpUI>$f>jZVL2wW0p9eDvzJZ89lrL@lYUjF1dZB_Ff=jiT6eCLHIGJ7ZQ} zIhSLUs9y+0qdTx$)=YXv+Peex^NB4DwRgtFPMmQM789o~B)9gbMT53#=!VsLVkB7j zVb%L2(<;@!A48w2x5V98()53xTS`0tr%&Resu${A4h}0k93LHlHN4q^iKQt&f<21+ z2}=C=comD~#b9QAvRQHHu?^#6-)uv<9x@Roo6qdYGe7ivp$H;5P!T=_PhQi&ESlFI zOvlwwXZD;7^u`*;qS&=i_|(Hy4+N=_Ox*UkuRJ9cc&Y|nfA>l6GgdUmDQ$VqL93_iPx#-{%<1 z7=u0hX2Jto^yoFdmP*S&_?N| zY6+tfGmOHW>3zkiuoY_4Xk%iA7of!#zEW$253Vr&qLESit0=sI_*IE1E(V3Htyvu7 zAT|w20OtI9=3LZBtk{6cH{s22Wb357pN_-HH|Q#=5Q;)3tA|@tUZmBT=w^_P^!LF< zyDQDiIBhF&saLX%*5Ewx50m$QbMs{L6m!rz-qJ9AkiA`=#0VpIQ%xu}LAtCulz>J8 zHaJ4|_P~PXr`vH~jGQht2Omx}%HVy9EZ{|L_o0Sxq1NfEOxLICIS#o;iRZIC_E&p@ z2bO|wCq{Rc$+en`WS}T%D_fY}YJy!kJ7UlX6`_mDR2)sD8a{bm#<0tx@?7IweV}-k zuL%^no>9kLtfJzr`$>#e{KNpre(!WvE5E9f6zfbW7vgF4?^Ga_kPl1aanyrFmvy9S{NWzX?NCLx=^y(M3# znf2B>-z5MKHvjQt|8fF7?(w>@noOm^6)VMjysiFE-&3gtVzYHO$6ar;FwyxLIOc8G zR1lnB{fLD{YZ{2tsrBn;7PGZQxrYo1`kUbi%rEV;5#b?=vI+F$_#KeDVC8 zNtZ+Ax!So^Z=@!2^NXkMQ;8)zZa|S}R%!ti3}Ab^z&tkec29j}wbASZrQ{{cPK-p7 z>|F1xUBfTQX{owLC~)w_6t7=nmc^F=&+Dltx^ z*}SA3_llJnL<=e$SHpKYaM*IUv{=N`Tp zYWgojxmIcEWwbPEi@k_bav3{g7W+28c7Dv<`rXv{bf|EgZR(V`hO+P4J@BYvWq{GI z4j?GGyh*fK%r>i4vD;ylQi0b(+|CHdXn%8C{OW`3pK(+}?#x+Js9Ww`kveTMHYbk8 zM7E==6x>3O%L#swIjUB(V-V4%EGW3}m?SVZs|LOq>K>3TD|wxxB~wgiwUM%0Dd1 z`c%YP>9R^OZ-mVQi|>9%O(g6n9i3Z0d)Yrafs!Ep+`u^(q9QdzlIh~(htZimhf6UL zjA^{7V0AH)>Qj|HxqbC`j?-pO>Js#ukceB};#3yb)L$-;UdVhHITA_!`6t9?Yb8h2 zNhwfH6Thy>XT5`B=~C}LFVktyw9T+T_d!zb6zSR>*6t5bp_Dc^n9a7~c)IO+q69p5 z%Nmit0;0su7&t9hTx4PP_N~8-uIA#t&YoQS%3Wl&G*1GB+)kQicivUFJ-e?qvt9a^ zy;FtsBo{3T4w=(sx9*tQ(XkDeJ0SR4B4Rnj}AS>ceaE4znk9bp5B$5y$+ zxsOL!Lcis-46ij4byC=Qq>Qji=imPJ(S}hKgn*W=HCtO^2Z4{PmxVIx+k~&!q}?#J ze>eV#e*J)mn0c^KsS}`?8}Qa}!1=*|LgrzsT9+tAKUIhtq}us>EEOsOsM#bTciOCY z1S@STaQC={{2kgHuROm}5iaF1_-mgDfI zHW#w|s#3PHm0)SMGi*CqVFvP_M zVYc?wl#@Rq`qXT#l7gb-Yn;c{J-(yOg84;aZ4xb8*kV3lq-vs~k6;d*p*> z5KAX3b}mn2z87vv8lj5h!sq4gqMr8AGOS!2vl23G%g!gcNbh0+YLy{Tv&Z$!fbAgqWA1fUy0eqX^fuRXa?tjoIpyf zUjA{i10xqBFh-7<+I+vj`Ru4VA(gdv@as?CcOd^QXLpzuoBi_$*)Zg`akB|Uifx$+ zu7gq|NGy8A0ze&-y+C=u8I0PCWpQs|P?KA&1;PJf?;EXkv&HJ0U;To6*+m(=IigM4 zsCf%zyG0>YD$A$+PxUv;Hy+b~VeO%YdXQ}=1H{zwnd>n9CJ|Y+m)}my3};is$$nr@ z>-W^Js!z!}In=&`{w`X`3 zTis9t!k8>4Ztl?fm$_fJXnyM1A_LNBWQ1 z9Lx^f0hT(nRI_~T#WtV$IpeokQt7-OPTB=2;XZ~rwXJ$}h0H>uS^B52GR8`{tB`Tq z)V5@Sx=C^Zb2E(mT&-+*qjveU>eTJGp6$wz-0Vj8_`!)MiBB}eQ_dD^rowV(S4+wY zC9kDY-LKUZ1$2U83Xak=4RqLxS{28!T(~G=FPBLpl>8CS(t`#}^*u{~EWIVJAC*;E z2s2LsJnOzR>V0nYvwF5a40aHXLTvgk+US()9<;V=rYk3OR;dRt97Va3O>ydKlwO(Z z2#=Z9@_!6juY0=yHSx*()DK#m8=AI_^d6XB!FvyW>ZhF9We_&BCi&^P*LE6_il>U6q;U)0 z+8*X>NfK)cNK|DjW0N{{Oj|eWZ&ifO0u}@g`a&KM)MO2Rd zCPBgF%r*+s(CCjTvy63!)lGE8g?I{sDXux}&3mkmTR5B%1o4uV4vq<1C$4v5)Hkf` zZ2Fljk`_vBF@|P9>Y&wR2TDR3=nHUJ-y5;wwVoVo&Dj@Dn+}LLA=uGAway!Y#G;y^ zMsR!!#_{UdTLO^1@Kso?SvuV#u)A6HBOlurGH{Vj07oH{FsEr#d3*1QYvxOM7NK2< z!ezaV4Bz4#044Ouq&ntb2ueR5kf@EXJCNV`hbz~8*hbfdw5Ls$?)2*gZgWb}RjWb% ze5=-_if@OhDf0$Fv-p|4uU^7BSZ43U#T5GyF8p6QD1p{+xFcHWc`covASD#@duT8q zCrA&q$9Lzc_7i|cPzUiRvGXU(^AAn*lj1Kq)}Pv}F~U2~mH#Np`cuT^9|$7ZK(x}o zt_M*nA)u2!YG7|#FfMTMG4?<7S1E`%!modEEI(o42?5^F?O-6L4)pmipnZ-2xMPpoSK5qo$#_6#RkA*7WdoOOnFIlt`LQ8rM^OTErg$GFmoYy6h1&xL0 zD?tQ%6CAlCD+Z^oyauVRQdYR2y+;4v9Agk^V1NBmIN&`P;IIF|Qf|Njf(;(%u?kC0 zPR@lY#6Zk&z&8N!7FOh^`4=#t2gw@T7UTrv3iuhAC*@aw=YJ}neI_Ib$3H{#fO(G! zxIzcrx(_A`rU`Nl9O4H=^Sd_48fd5qNP_qLkf5>-OiSC0#}}tH$ghT=yMNhf!}#-R zk+jeMD&HEdC+mGG=tmJ6rwJzi1pg5Xztx7B2lG+t6E5PrQ((yr(cVNc1@2kfO9cKR zaQkFz!VSQ}*M<2K*cZNU}FyQy*?NLQlGW$RCi@_gP-}rH>7ieQO`% z(TUCp5l`$C=U*?A`}qu2Tr4D`NK@V{)6zi)r3z*P3DLHx+E&REj5iZ|k;*&VAgCy- z^f6uiik1{N)ubX~&O&*AeA`b?pOWQts$)Gl9|1~|Z=vjH`=NKvp1*)#22uS7i|q2( z7bn%VMxCm!w6sF_t$ko1n^3?zEfTNo!?b0_J9b_i*-*bXXa`F<<4?Ha`RXu`)fx^q znvG!Wje#Yrdz>X2lB!NlH(pH-KfRA4sAla|b(QoL%L-V2rx#Ljn3?ZKpWgeO!kY&gX|mT` ztmBw)?nTO5M9|8(xMS7Uv{fOkm%GvrN~Fhe8iz2_8PW16y8eXq_FC=w&~+barL&Sx zLQS?;&TWV4kX&EI^WZ-C(QpW}frhJyFs9Ho2$I!W4;G+-4vrik&9# zq^hX%^ZonP&{nWU_J z4&=}xf^Dzf*#I_qk9@8fInFW0S1d9@$dj^|UpCPji%pIyW@3F`jd) zB;|CWN2o!=(bfPTmPMR&f>SyT`NfXR1I9sMj}d8nTKb$B+I+iny!dlggzt<&|dk2m=NfqlE;{?NC!o z@)tW(zrQT&?6-)A(n_x*Q* zqd>H%pH{>o3Q18Xqtwc_KYfQ;4`KlAD7-MsJVe&v$&-6<1yYZkhXJdPP6o1=hT!IA ztdCAkziss@sU!q=$G)fkg{iw&W5jEGhx1E9-mbgOO!9IhZE(Uo|CMqA?}`zPeWFZ) z*R95~X~c(L8Pq^EW^HDFMl8|MuLN`A3532afG)&Y6vUdUodnQBwm%+IP`&aTpFXa# znS)rSh10c1ljk%De89Q!5WzXu0qjX&g1ih^%KXtfJO`XDMe0CK083+?m~7JTx~74x ziY?-Yks;;Ed9xq)>Xo}TkU)FI65L>S4L1u5eEQy=ADXexLnj^aPRF`@trHZ>sF%VR zEx&ne*aC>U)8ZqA%BXmL51Yq|u-DPOEufs#9)TU63Ap-XNY9XW!YD$sT7DZG4+HfFBfxfH&bLO^$Z>BNr6%dvIP zP;}!{$7UK}w~|lc;p6&a`0~dZFmA+}%bg@El;QY;Fw6oW5z-sWbf?ar<6om4mFK1t zmT11Ve=FkJLp`%(3vvZH3$U{xWx)IbSb1CT_vu?Pz~Bxyzk3>C##pBHk{$awn)M5r zL2dTA!2xq;1-#CSi#b@>2R*dt-{-)GRsMBLQrwea^(gMqXMLN8z^(87d<1a>bkeCd zZ-&CXn066@&KRBMDB=BLT`Tw-FK4UzbHZxOQ{WlCeyEQC7=Fu)fAqoUl>3xmQ7J~+ z54|$HY~rwvklOsRWtSZ_*ei^6G`#iS>ojYTHJLoK1n`tGRIoz@J0f7{#D1i6M+97! zBFjHYtYKKk7e~%nNT+;8Y9yO)Rpd|=8QK(_@NaKwHMO`eFfK*zSKQ$Maed`Yysb z{hUr46>Ff#-Ze%q8jM8uawk^o=Rk`qa373fpc{K(lLwp@{hYSS_!H36Dpt`d+1x%L z6F1l$$CNL5uEbW)mmTjui`bLX` zBr&lat9QVnYP`2WhA-{(4L6-dJYEL=hPPwaawt*VJAa^ZkvK^!;~jUxt_{KZ{)mQ5 zUCA+%INtcs{-=*bljU8n=}8SSU}5rD6sOij;?_;tR<;J@FAkqfn8{91&cz2!Zxjf=Zq>j@T!6Epa%|)Wi*jPq{xs82o zE0d@`%TqonIezhfr&hJ5E}Hw@8kn=#zaH=0W5y;h{#6J*1gCV_40-+Q%28EQp-;HY zQ}{StjBJoWR0+jsmAn~_2wM4yWFG`MqqWkhb#9B zn8X6Wqg`NaJi*ntYC@!#ZDUEfLKdtk`E$4$J>9ERDwlGv>Luh5OC1K_)i0eW{g!z8 zZT039m-Zqbu1x$eW8)XFWtTrJPWhdBSH;?m??Iw;Q5Mgmh3bb<){!UU4Q0L59!yyl zb}+;OkhnH9B6E=%7~}q(X)6fMuhf{kP{4XmEjt#i8)orp-{D zW`qXkdqHI>SlErt_oH~bg62d%1VM>pK*D1%pdpg2#ByXH@6?UKEe=OryYF#0O9mQN zC6<~9qciMr%!U-VF)N`Ng4OUlyZ%MJ2CyxQlA%j5iKH{`UVO3Q{i0^6%5d=~Q?j{V zRl6BPZl0qFfy-ikEZdSRgCTMg;-lXQl!hrVi%!?eVcwqh_?@I0 zpikX?f1aXjB-@V}Z2q*wZDtRHA=ow85d_S3_Xe0-D)0J(hxah&vtx4%FS1-H+i?qsKMm|7+HaWpigys9TO6D6& z#v1@B7_j82*WO!)C{_PHKJOu=A$z=6I)$)!aYULtwqSyu1edTKX` z<}BII_cdu6B(_)jt3Qjn%rkpNRt8xLOATZbkwMy&dKS(47kjtN4>x&az?o7|hc-LN1sb{LE+5Be-hdleO&9H$k*1j93evIIFO_ zLKfEAz7n=_9C{=vM%$kq55WzD$juj4Pb0tf6h(?P4iv)Ha08gM=!V|2Z27#8go|q^ zoAfseeCbmMx%LECb!0lS_5NXu&;_(mI?d#q5?CL2x-vUjT-EzAxk__h^qLNSG4tE` z9IOIQGtY7)uFf&$Va%wD{m+B98_NXiTzI43N)x~D-a2Wqi~tS7fz_L2YV@B8S7|9t zSBkbp28|L)62Y*1_w&T;nc z0(>9*v<>MKybO*?J0gWU=7(ZuZS$Hu9R^5&(rn0>j@0Td9+*QNuff z?q_|->XxK%l}W2n{^@kL+kqBF#xm8J@zF!$U+T|OYQT3?h;9Yd47Jp`%Q+O;JAtQK z=m+11TZ$#oY@9>thj#`Ld?*{-h!Y>G+bnEBFOZflJoTNMP{3?B_>cgSbX0I}^^Gtz zU4LC1qV_la7&=Cm{HadU63+(SV+MY!ug6Ec5-$&D!#2qtBWV%X-Qd$g_83&1xFR2a z6t*&-$aJ!3ioIDke z5M-Aez)L;Lp8OopQpr;f2i3$rkxh@}bj5g>?x);F!g5$690om1zp^Ulgb~A;s#^ML zXR+-{LC=$XpYrMKG&BOjf#D=dRiI$x?!#HxwW8tyR=|-dC*9aD<@qrGT>WkP6LVC8 z@zy0Lqy44<1Ube$tNo?&D*!xd-Dg-2n7&t!T+Nj9jz+_%R8#OUjF8_4wAP#4#bPIg zav;U!s8!IpfN#hYoHRMI=&zcbAGhmN<#9khTb@^@tJ#UU5!q}ND(-q@>ES|(t!gZm zB}!gV1K0swUom_^;F5J$kQL!CF|eH1=^_gi$I{M7tw@ssBW{(9MgS1Icb zJbE@>VNZ;FA3arH;ePa!A&s+vPMW=l1Upq7I=!i-9NB$@39a?w-`BA3Vv~pTl3C65+=oPJuw)@zg(QwWU zzw+8yc9lRQ7Y^pky9tb&XcT;On%4@phS*Wg?aJO9fw3IcpnUVt2Sz6EEBy5)9W8RM z9Hk&vu>M5qPU-qKkc=#vL5T3UZ;3_ZLanCuA^qv>iySD?c>#552k2_?n2C`jP8kz& za(-afwq!%1#*};s*&DkVyX=Z96*lJOKARriu&qRg+0ch3Ved%$R>E`lVXG`b40u(?4@)aJ_z^7m9@c>J${PsoBf4H7j#qB9#sgOfR`+TJm9^ zAc+Oomvkz)mv>V=uxBk~hvl|V(iOcwNhr0=s4Eo3MFs`*6XuIKWh6R&fp9Ovu9(e3S~}k@j7YEn z(6q~8jjT^Q^uG9tQB7~G^Y1sY{KQ4qn@D!d<|}~Umg-3^ISKLxfnUY0UZj-Ec>ERJPbZ`r?|BgoAo&OavXS^^`NJlM& zH(UAAICuPRH@p*d8P)moi@cRWGatS>K0LHQdQAD&4>XMZOnhta?#ApZKmBVN&Uu`$ zUX=dh`wO)0Fg-VXc>9y$meNw6t`S)bv2N{r7a>OqS9Cr4r4-Cd!8r7XZ^Pv zxZpmpe`N?fD}lb0B5I^1g0~?~=25DJ3tgt+31(IP6uJ(R48={?i$^c*@*ZgU^J|cS zMg&rVnJ48h`I$1wEC_EWI?}f|0}2 zUX}18ld*LZ_T8j|0zhe@S&U=bfz__s?dtDKE zZR?Mz?i~BrmAY7^vo_BCbzPU^e_Z+tgPnmnA_A2jk{c4Rr(h}(fHI*;Q z2)@(x3GzwhO_qkZd=WT6eO{vBc6&dQ1`I#V2MWm9v0m~yr{vq6ICc?Z%7b+qd+M+d z32hI;*^5uj;=qlcRyKtIP}LFjf(|gW{@%$j%8z z2On&{?*J;D*)|jbu>gg{roYP!`Nw%3_D!a#ZR2d&zUP`B?i)r@_ZPF@hSOnMs@nIi z!nvCxl~+w&2_nCgj+d`e3mi@-A~Io~eJ&1Z35bHy8r`kqhRqx;mWIj_4XNyW%1926~A-My;SUxoOw=;ug0XHb_hU)sAk+xbt z{NVSBCSs@|!YK3;bU0Rv0&YBL@Ozn8QHf>-%=;d`LJc(HlX8`!;}F7JVJG1MFB*4V zj=5?yvDFyiHH>(`cBI(#iz^P-D**^@8qQp=liobpg=lqKfe|W6I5X1x6(12M<`SWv53gI8xsI=uP&xiW&>g#np zN>rw251aZi$p?KO8i<#zYVdE0+&nu$`GZdQZHqV~R1x! zyVSoei~}`6?~M^}+AlrB0WncoVa-WL!7^0!&Um=(->H12UPL-yDpDI>o)C3mR16VP z<_y~Ko2x0r1jC2bu_%0srwOp07?Rp}%V)K1y4ZOgML2xb*(+jj1%HRI#Wk9kT^wN< zcZNXNak_@UUd`625N5Ha$s{YHnV7&Eey7T4AA&*iv_N~!sqL2y+O3`IvNhbH`=5Q_!zvM@irFxfpk?@UPOSoL4d&oU( zjLuS`&A?~h0??Gin8NzRVuZeD5y&?Pxg$=79h)py4#8c)2Plq%0xi}TmQLFQN(Ef{ zym`QC0IlL_6I;(DX5L;a;^XBu_bzBJEJn(r-BJ$2M;Q$@HTZ?Tm1Nsl=E zvcn#Jb5DG^siqJ)CH3gtBytD6_ZNwYtT$JHcDBdog%%Npn_~R|sAAD2W|6pU&>+`K z7i-q9Nz4zmI*W(e9ol!q#3}L2!ic8uJKB#~6@IdF|5c`$$#&ExhR;ba;DjTA^Y?>8 zMaRaO7cfF74Z`cxlqxE&#^=jfsM&pO)AeUKhpe3*$jtkW4OJZ5>+ZY*{q)e3Bb?wE zuX&YxVSO2!RYDNF6CFdy)U-j!+O4k3nD zz)zcg5dFox2^TuIpQDty{qhO-J9BWfg_$IJn!yl|`GhxoCD;(++G$h2@SO?+HE8OS zYAQBF6xe)WI-*e+XC?e5$S&G8QbG&LOg`8`{6|0r0%&XR|AL30iu{*o@IRnGr}wy? ze&Bz=NznCaz_eNrg!#ft$g}oFCI3do|5nu`R$F2W> z!=K6ai2l7S!~IsqhyEw6z2Uh60UF(ZSNx~g&!aT)pC(@jdColF_I)7xZ2wlVzq8nF zkc==be>RI9!Ux<~fO>9y3jhkt*2gkVrmU`|C%wu~y*spCa;xVnV-dtd{88bTnS_l# zs4d`XAb;@7hB%}!taal0L3t$FGb@}qu2e+N#4J{x)BNvH*1CLQT%zDlBpZ!$y04Nz zh44)0se!$kG~6ocY!pDpJ~6)a1tgZ=^0Wy~uyPLl%p%@+cYrcw3jB?Jmq53BORAl> z=~};`nt&ba@&|~8;Yy@t<2_4_a-b#1v7$;`K@GAK$vi~vf6+e9S%f&IOiaz{{R6tn z>)}~MHWhr{36a^(C0@6*IQezmm@qxdB&ys9T_{PN%wRq#S<0Q-h!^YzC%?cT3hM9{ zJCeyofr;hSbc#>I(ppc0fm7bs-r3B=6AS4kRF4HGgzn9>XUhx@9=iuKWj7fYix9U7 z={e_H29l?2pf&KN4cs$c%l)o&rq1o4r`b|;xXT3{aEW>n3G z)qYl^7&iKy+Ul*DqZ5et86sXgwez)|Ye&GJvlm7n0D37z_r(;hD&G{O4^VZt%TAf@ z8_6lxXdWkfY3Ukp7>1{4&9<;sH43y@%4yVa7k~ylP}O z$gOf(#?O(OPFXS~(HE_U9qtZIOLv%#9iH#qrV?F?W%2t--E^O26=U~eNn$2rIHd!} z!9|)(^gk6S7vdg7L7Rx*ORqR#-nvMNTc6BDbIBH`42fBv&`NP^1l31>2iQ}^tPr-J z?j8_47!TOf5*Yb5)0T1m2`$UXD=ie$c=Rr#uIR2sjazBmi&U@%Nn1h!m*dArPno>F zJFnV-;Iy2+k*PtxEG=4!8YQev$4_;gxtzj(8G==`6$0Pan3Ym{0|ZkY{5zNu&K=rN z3>Cnn`?%UrlU-O!Nd9EPA9 zf&9a_F#8Def^&#K98)SPljifQ+u`JN>iF8uaaA1nu00PDqOt2=z#m*+oK0^#@ zf_!QrW#vI0X6ijCRTwut4a%d&#Vjp3Xq8rfQ-jhnMkE=!oP1&#`I=bbw9T<*_4%Qs zaL8A51hA&H(!}-gJ+xO4375%rCgyAal3R|IuFaJu^N6MVQ#@zp)W-8`P6w$LJ>FC1 zA4&o%jmXDc3;B0b8r}wB3$Mdf;6Mlv7}au)RD>!9$9J+NQ{iQnKSbS%tBEl%t=B(< z1U735Byjk!+MYyRVQqpl!27Ug4+4T_&cmGyq=5O|ZcDh9%t?12G;_Ev#oVJ&GkHWh zObQ=~)BhK9Zy6QGx_KS!ko%=J)g)hk|&Vek%u#|GPyHOOVzvSq=n9-7Yb zBeH|qA#zFN;o#UytG%Q*lc1ddJnAVF*L9+7qSSWGZG{5gdm97}C?1Z~ci$G?;>r5t z5_AZCv7q#Bbd+cHTYr29L-=rDY!}$f<0Z*BJ~AHAIo3LJbM^kMO!7TEFr!B5&nR@_ zH6uE$9hn?O_1BA1!0*0EK+mNWOGAmf!aV)H3x8uPwU0D<0L;kP38N@t7B9AG#>6C> zeQB?=DVHP`T^6MbyBTaScp%>VR+QpHii?~eB!VsG_A8S`Onk}t@<4LI7%Uxo%pr@WO(X9+AZPEBL{x7e@u z-ikXW`;y3%pb!80z{eSTW81S4ek zO#Y<}Z1IlKwj$VhcYJ6>w4e@u-dQO;N@Y!PJ7M$yag-9}ljl+sC$MNsfwPS2J7Jhs z`B~vgcxBWJD~RzRB8e((OvqYTVWv0C8P5%J z9PbJ1x`%vfT-(jbRy;-cV9qqtH}equePb&4>NpKOc>oRsh=nH^Eop=UNNJK1g_jwu z7?(O+%?sZ=DGLCb1239k#@jCRUT*r^qEu;gQZ27nqPs{g6-!2|O3<&MC;e24E#05T z2M<<5Eo70ls!H}_(@)C2{Rz4I^C7@HDkYDXkx1JZ5ZLuxHd(QrHhu`*;3-i=#kS_$ zW;xpGd75>DS;(;|z6s+Dy}(SQ<3>$YMu$AFhBXPTdut8nEvrnxLe9m1Icw! zCW#}6PAi&eaodVMjBCp5Yw_#aH85E*jwLd!glP;o9|=g;zI@%cD8$0nAI!GKMvCnA zKf#_ry*>x;n}aoSY#G=G<~(}JE8^ClaNhF@Yt@M}8{>*?kx2Os5Rz=CQyKY~`DoV# z#<$@`+IHok7G!k#2Alci&O`7V-vJ8xVNFtOKH#k40PP$8sgs$IN1?$E;P%kwOVNud zD4e0l-ydud(Ae2zmhFuoe-UjYdiPDL-Gts!j)FXUks+aQJh@GDWQ5TgWj-Z<&B}dy zbcxnzN^;BgQe&1f>f;oJZ=r#YmIPIy#lwib>sIK#r!lL0HAfRO+6(ujKU=}Z>W2yT z)Tel!rw`9#5U+UFwPq!T3!UaUrb1{U-plG3;suDZ=ZsWNS@D#EA;}<3FQbsEm5ZSI z*M>`n;{<(>JYOJ1-W$x&M}XiK+v<>c`?#ihK_Y8-oIo-5M;KSvWq90A$->Rwl<7pcX!PQe2Xi)My4*hRZ34bS64_h-EkiCK9HieG z3+TSQLrJs)>}&!%mPOzGCviRK>GICAQ0y(O^z%Th1@d6UM_r5K?Eu*{Gd3eR{rV6+ z>}Ck7q$nbAB+NWluh(QU`X)_zkV%^d!)>*39C~M52?f2}>ew<6oPK*JIGhyo@~M5T z=OH)A#zG>}oye9m0S*=N+9`Q9U`W}IpXr~>z=MCSqM=p&AfsSaob&S3b5}*+R`Mgs z0tQ+O?ZGhp{##nKhFBXICXQ0RVlpul6+O|BO)iHvNyTZknRTL>lYR(G2a*aB>j8Ka zlodwD2_!p$T!ga7aUYigUyE&eo!v%$2}g@GCOEBSP;eEL&vg6>W8DR<C?3k%e~JJ{VRHtVFJUSeW&MV+t|iyaY0mBRBf$aT@jbP9Ld{pPqvMv(T52 z)FyuCF)XclGlV>^YAWD@G?Z_0VAI6w9^s(c@thCeqZq9`j{=BuzSqX~q#t}FrD(Jd zLP~Xi&jiG4LeNs`_FGgk`h~~l zzt#wBKfLPw^L;ShptArWmBA+WvBv?W9n9-Hokq-qGK9W zM-fKxMMhZ_-`n<$*Y*;lPD)L8TY9xd%=lK;BLRDw>VvCv`d0&$j-7mX=+nKafWTZR z%uE3hh9qHn_cNxep96VD;4p}4M_~txj*B!E?7o(w?PL+>9i+QNr>dwziU{l4@#F|P zllP9`8G%29Qc!{5qjXrSl3^P%X9`9eNTNfMMXsFJ@2K;=iP$!%x6#$m{XmtPe`zc% zb2oobpi*J5=Yp#r`{~!hu3Clq*%YGasuOTpqqZd=Liz40<}@@ElllK!Ve3kQ6n4k# z|BJ-_52Xs|=zko8JkF5#;D708Kwp1^0|fkkAOCNHzN6sp|L&^|2GVb`Y)S_L%YZNk zJ-~PXJ+CVTZ}>;tcW~Q6y#~qme;tDnGT;Nx>OlF6{Q^(#h|3E8=dr*U==d)uI*53O z!MMW%EBu#Y2S{=NonINa-(?4k{{-;!9dmvFA4e8P@_Y-6@K25n;@SfiWx7C&j0RmD z=e6^3dCRz6EM%1rVqkaY#66rk)h8N0f-j|OnHOX?%6IyjxtHNPgO&>C~UDt}NM1gy%J%rA4V{OYtQsJoJHj#d_jo!crE#B%R1_AkCh5g0z}#=$^IY zI&PI(PwTp-hl{p!Exoj0O^3S~^OOeJMw+sfQ}TTYCpWX8F~H+{okgQ*oW^25#<+z~ zMdp@5>utUUljcS zm+PG|y3bToNz=1X$4M>^iFD{hd!HNtE*?|ek6p^fpOiic)d9%@qt4jM`}qWNRpA*; zEUFy+#Rp_gM_qH{ZU|~&^VHZLXa8~&D_bA8l5W*%1;}U}-8MFl`fcjX!SNLBa6(Ui z)M0$77lD_}g03x3J4dbuG_UxKCFotNh59wWU@E>Lm5Ij(Qjb}YWs#^~E!Q~K(e=`F z_u&e zD-6l8W8pW<#;lJo0EUsYavjq|WH4|DDPdX6lk%o z9iim|EXJxXI#3k5pWuWEsp4qzA5WSf4yc{278=$%#nZo@_C+;rn3X>=HK0G?Jm%?P z=IU~~hgoQDRkwFJsT@uLrqXrM?@N>_v<|KOU1VQ;(3kJO+>VRf*aq5_dnRdIi9F^# zM`v1&YX9O$-%tvZ-PC&x@MMg3mY$ZUjJN_?n3NGFmKjUU_l7=!+-NHz4`Yh+4hu0I zTBpaS`S86k3)Rjb2yXkgYL7DxoEQAvg+YE<-acBEpR z;;HIkN8e`_@d6*B$sz}&=&!rDs_xU1zi2A~8eO2&o<3|Z5+Jhr0lZ-bfIJK}&^#IE z6k~?b*FpA1M5!UY^9Uv+Ji2CbDfIyGXFZxDR3DsQHB8YA(CJ zs|2AU)=M$C+4VvbMI3S!%JeDGRv4D}U3(wprFuWo^jmdl;Y_81xW2b3g`$?^^9^j` z1(Grv*C`*PUa?x-ejNvoVk|6!U4lL-YyWY>H}RGAa2HELPV+~a9t*)Eiw^>T5MRJ$ zTTkaC?YT*oSH&O*uN8Fmq`nA!xtk%XxGrQasT+HX{`ysbp(h3Q-kfssGCtu}6;`j< zC-Aw;8`=Z|>ypYV@E@7GwzcN&zx3C~SKi^Yv@SFx2?RL|O`?a@EElc>2^^J*OLLe` zw?QNEd_2g6N}9ZAI#|CZ!tJ#R0h2k2`hNP_dWL!v7OA-HT4|3=jNdw`AQoe76=(_f&)yXo?r2(oZ~_6knWt~ zQ#8~926jY_Ea{rmZsu04&xRHbiJ$!ZB!`yfmX#Zu)Gl9!<4ck1wFzl3rC25B(W04X z5+dXr#!=Wa?%WvWipG%or5I4k=Nim@`ooX}>WLn=D@Dme^`W04f0{|`v9j+kcbE~< ztWNwD>M(eudG{K8BeVYlDd(cv7)h}=hfe*D@1=TSxC+3RzAh((^lyd=b9q!+C%*Hj zxnx+l&fy3mQq&i9E*$*m^aXfdIYI9$@rhN-j}yL$I94;d35bl_T{--4;LB&rq@z2d zQ3ITcfOp@ov?X17>(mj&PrCTto%~Fxv7@*rQj;xp_}Q84j5KvHQY}O4d}xl(1C z?w;nL%QM}O6fRI86*VpDw6Tv#7e#`X+cm+qiWTU3-i_pJwCGqkXS^Sq;C zFas{719n54JX5i1GmFWc-}uO*Xn$^f|C~xa)po6QkdG{H!OVH`UY5vc*N^0Ai4_pc zLjv9j*7?%FXDu9Erfkx1Yz;q^o3Cnn_|@rB=Qg5!;FIPhQGT}$C4I(4iU{Oee*uGcFjCbCUiYcWQd>G zB&lyrI2YrUL@(e)<>r&;8nWm0sSu8^e?cQjQ$lj+mvM+k#d?x@%-fy0ORkRSU)KI* z*iqvTD_eEt1$%LcOF-JrRIA-8!5C0TTYw>b4LDY#Gw@`bIzM_av+uN~C*Ci?EYy&b zHRL)UB9_>Fy4f4*K1oo6;aJ>qQXHOvE<4n53kC49L*<3@O z;B7V^4aCJkvmwP`~mC3`^iFeMw@pRkM28ll5VBIUfaXLz0>`}&RCIWKJum9 zzgHi(GO9>xchEJ0;A$h^0^bS4We{P7FCpCaO_(5;8~$!p01;`zAA%>ZT*mrZ_H%Hm z8QZ5H=uEU#4zr}QE0ov!9jUXKiz?YcXLp)T`h*+m?T-4z+?u$}D)?}1Fa!kxSjC@; zqLykbm;IZgH*gVV_@n8qk91(Ur8RyG68FNS>mxaITu7*U*|yykL%7QM<)~wnMBYpq z_d?=DHmA=8gIBOp`5bXuA zCKMDI$D*Dva?-EJVuw5v0uJ*#oYSxS;P!|}$#a{K9R?qPS>&wt+wLmU8#nn!~GxgGom^`NpYIZJW`y|D>Qa{d)W5Cw{30mPU zdUd+yPF7m`V-Jc;P|YtQv+_dMV%D(OX#;|YYQ=iyuDZm_*rRA9u-5jgRJP#;9gCjG zZ#}vYfmY5k-_FV7oThE4j{05tbKzCu{W5UM^t}oDS|k>K^_iY!Z%}p&3m0$GuF`EOms|jO2hrt((%`8ZlFd}(;ulLeFq2y|>GBhd* zZZOtra|QH)D5}*VKv5mWP})RHB<#a6=z^6{etnaE0KKrfmzZ)KPa#3_DKVlguX2MZ zhjrM713y`86JMAUZ4|3n?U<<;9gGXNXZo{onf1M0(j@FnB zX{nzNE{9n312f;6v>R_RT_4hQH6{()GpDLI;+WAQ^E;N$txu<*k05DPxuf{ms*Lj@ z+rG1Vy*+Cn)EWf`J|44m8)1%0-;ZmUc6@_FJjbxsqGi$cnx4LSE>koaec`Co)e$l7 zIn_qI6ZGzc4(k43B(=;^t*;yGD>>*{%M}4_f$yqC72Mf<-bf0a^lI_e%@jd*S*O%Aw;pbr%D*Jxuki;eg=K2d^?O^?WRYe%gqoV1BfaO}p z!&LCivSpZ?=Ns-XO0@`bo{)k=gujp?cUnegZ#PnYeix0s_)71L+aSTLOmB4#t=eu; z4T*XsBgfOn+-h4q*x-AK*_L=6kK`#fkXioI$_WJ!X5XV_LswRc6JY;Bo?cxjNqGMS zcXcHvg#HP8{~YtY`B#*;7ZMcZh5GH*{jJypY`{-_|4V^Yvi?7Kd;jV61%CRk$4(;f z^$GsxvF2BajcjS=Hv-aeK>ipeQa}$#t@-}zxC1f>BqKQ>{z9+6iSi}#KaVL1LB~jt ze=kzt475lv5M%xe1T#2Kko|j+e~9!s_+S3ye_~`1R<6s&IQ)|swl$S^Irx5GxZgSF zBDl`*GQDu9HXOuj)}wA?LLJCEc)MWAg8SvlC`goQwiX4re_=~y&atF>At%AGP}UhI z^)S%?GI*(5cjp&WB>Bu~#XN7>_6QU8eiB-&nql~kHx&E8UI*xVEqJBGogy)aj{pE) zGd$gL413w0K+M@*v{Z*c=I|Rrz+mv>aB<-iW5ds+Ma%Lfxul$56xBsK@QmKJTTsazeH*|53R9J#44sYG$5bz(s=?EMxzOc>nlh z0xfQ*km1=##Jp?4z;!Yta7B9=cUJq8x5nBE+`{+hzo>4`@o(1pVh6C+BoX>0t2x1q z&sYh2ktCB6>GPGUKa=-r>?5YEf+6$-0>FNBjnCe#1HO)>FfG(WIspTuwygs2-s=LO(C~g?wluj@~O3=Xb@@oc(BV z7t~G#INL_7V?x$P<8NCZKKIj#wP3@%`zG99uoP{6Wyp3$a_M3tpLCzB-oCX$^hacp zQY@X>ZyKPxMyspV8=1ygu8$o;SMZGZ6Bem8uw79 zROKxTVgFjL^rBI79wg5iXAyRGfSn0WnE5Pq@I9&Gvchxh3(rhGUud({ox#kID*2h! zi1KJf#MP+~cXcw=QD zO$e^0LnQFA2PWaN1MnSa=lG|ZM`%C`^32T}lF_f-2v;1J$aYo2riPAjjWFpA`r z3tE-`x~a}2fMXOwt-WOyh1!iRR-YXk%G=?0*jEr8rz?5}Tf*9o)ZOn12~ zudp;qbE1TbweDRHQa8H7*2?cBDZ-jldWb>pA*QYxFsa%>#h`b{8 z!ngc2WjqFpCHVfb7$gC;u%QsXI0em-Y|Z#3|7cT|_+b*Eutvsyf{z-y9S7=xYGR zYruZLYrJiKEc&XAk}t+0G} zmr0j6M0Tc=@2MKu&8$;`v%O;_!jMXw%an=yb=OfSqpYJ@cGM4ik2SnrzS^2BUo`Yw*b{Sx z6ZGmu)Gh{!srdk>=C!%esczHQzzuBg35kwP`=zt<9w2HBgIVjkgMpJhk7?RjYAM#^ zP-D;RVlb>;5_E5$xnEzxFhkq4YuU=v=b)L3{t#oI1_(y!PQpgNT z@fV~`_G|G6Tw_P0J;D}|obRM*$we#knO*bsb9ypVW^>dB9i74Tetvk7BfWTD3zise zt(AOz!92A?8V(5-sM%$&`HKD}Ca{tWW@Bk6Z3t?)) zDDl~!fU1r9?V{fG4bERJDk=Kl#jxlLvprzu-*=9esM|6;TQ9oEK~YRU?)1J&1IH8*rJ?0qmDD7 zgu)65=^V7h4wrI|3F*`r*GSt@lWCpib}m;>&W6VsB#*IQ&A)wIpHh}NC1!H$Vu>6u zu>z!M5Hp{UR=F~D;F1mZ6-CBQ9KBD(4}AAEDZFqQq`_&LVm`EjB<4Ot z065b0!uJR4(}BSb(I#ImOO1{)wMJYN*^!|n7sg~-@vq;}B=HavK5HxE`D?3yOx6{a z|B%9pxWK%M2wc`R(W&ih|C0UEH`snYWRb8vzcYY{<1d+Gj<;1>>S) zilyn$cKWuF3k!nClMObS(IzLr^&iMJS>rcy9X=cqyRf@qU0WBCA9{`fV;Zi1gJ2W! zh%pKH;g3g#u0m?9l+y<7d}WT7l`X~?Sr#&HH>UT27HU4ihVDa+ZrqiU1}-mRaCoxXgM{EhR@qOpjks(HiJEYhs0=(M`E z7kh}wdnbYXNiIXZ`f48FW;D}&SonH4K!3or7(Z!8ca8(so_9EPzVy5Z`&Q{x?SyE| zK^eP(!;W9R!EoQjm&ys{3Y>`n+@z?uA69~0jb@3P#||AN`w(P%{*-ylT3c0oh0tj! z@kgLY26@Xk3m&!k>sOI_L86RuOf7>rj4n!Vz@m~E3ZkHi<4o&cfdrmx$7a8W>m2i* zJ3KR}{4tRA%Ynplq1a37fcBbiGPF2Z!Dft=QBu z);N>s8ySX}VWxINjE1a67J;F(`Hg4eWeuCWogv80r&4RLa}2(pL~~_aLSA*_mhHZc zUoj&Qs6c=;k09cvcaxir$+~~J-8cAyUhJCa`J1;*O0QPC4OFtAYpMxQ#z7Gp+Vma@ zhZ)tl{2EH{5Ub`eKms#d*AHb5#!ym>9+L6_yakMBOoe@b&<%?vXbg86OKw7-?V{xm z$Xo?`_lUUStLVXOd3F2h8H5$cOFL%cjqXNWFA&^N#qj ztji9EesBUBQ=o?MDdJen7B|9V8DI6YdgkEn9D~7rL5x8JToI zS3tQ3Uz27m-@+#wv%$n<3vn4-;a~5ss331j0XdYZrSm ziF$SDm2>>&nkM7`*W7x6mzlA*5K3t&fXT5JG@+Oj)QvadIs;wr`XHy{)BSwsKTvz0 zyAq3^(!68_SMNalNJ$lKvF=-L@1KhIeS^CqO&HdoIOli+4^k#*l(%Lcua9AATSHe0$hz8o7c^|Lvz^ts=H?fv2>;lA{!$*+?yNT~||Zm)H?*gmLV-d7*#yDvAQwFQ=hHFsfm>(Som} z;>>MpA?em(tm?;6T__^m;&-#NhT!gf;bNP|ko%({14*7fRH7&X;6C?`FOVLJ>g z$Nb%6`WRM_{=%PQp$-ohAON%>OYsk1?_WOOf5u+_k81Fr>hFJsh>$w}w)ukb=pO!Q zqXMbSK)~()Pg)uXUOn^rH{i@_Bn5`1f2mmDUSbX0pO*GNlC1x!b~|hV9SbJ*chME7 z7R#Ry;-AO80l@K^-rrmmnUZji7Wj1kBk$XX*aY=&=k)IyEdjp2{mGy}^WVnlTn!D= zPi`t4=&yq@fz&KCKLh;VsoE{FrF5?HXES$(>vTDeLxEcbl6TNTH{tRr5Q%KTiGX3b zsN)`Pp$zDleC-i)RtH?%F@FueiBKqQ9Q&j*ZtNf$H@dxQxTRm0oBYYc~DT;r!WQRn-(`H8KS3iDSaAZcTsdKaV{pcfR`_$8v; z3X>LTi-)*YNZpk5N_QgvcU$r(5=Vno(|-J}Lqou%O|~RAIh?PUg%`lH1bCMKP2@Cr z_Jdu15TgiA;C)RN#y`x;>%PqEXb~Z`&U-0CZN=OJIyOL`_1hybaWnpA z#&f4O{V*Dk)DM!YK8M6l*iN45AFd*Hv1Q*+5{Th)0U=rK@N0Y&SF;ihZJ@=<{YY== zqBjjBb5HhaYK7YNCbRCWu8$ZvxPdZlPuyOyOV4O{QtY+{#hNZA`{l?8naRr z8^_Rg`l@p+W}wJvKXpktWdpxqzg$Iod>OC=c*V0xqk=_wd&j+*z&uTp@gdQzXb>oa z%fTR%w_^^LZ#x(i%z#BC6dry{le{L)4Ce^ z)wtNX*IY4GFL94?$^aywP|%QuCt8HiGbTq4U-87>*-5$eeTN-B<<0K3t_*o2HK`v= z^$vD$LOL48C)m;p&Q)*)Jfow!d+7D9`RaxMo-d4wPBafSzdLt>sHMs1=Ni}Ht1d`W zC7M2yJTQYj`TVF$Q>^_0T>7lWaoHgUtS>J(3n z)OR{VIU2B3Jg$)iQAW=ZX$}qO&v*insj%aObuX!Akf%_`Lt0(eq!qC0kUW=rlC_?u z#j{ic^j6G}BgNvkVA>}?zZ%PABcwl&diA*qyb&Un*+1{japK8aNk-E)uOecH!AGEI z>q^`oYndV<>opyZK3(`*_8L=lZDv$VzYEetR}93R+nE<^dt0Euu_0CSrXMjmt=Cf@ z_ihaSi+@h~>4{uSxotgP1g?IOz2aJ|68&L-CWx}gkht*Z#kvYofO&6!qx zefN;dWWNe7h|o@a32_^#mF{m%LFh2xzo#{g+a>3W@-37?f)$i)p(93K@j0eTEBYyO z-T$1CmL&Ixb_5Hn4B*_<9#VbvteCuP@V@(P=ZjBtHDywgESm9i(WAyel0FPjJgGw` zL*vm5Grb99F|9Openq39dq21Mi7)yQ))@0K-|T=bvg;lgzUE9vf~ACt%7XqbgYB z{_bR_4Za)uN^}HW=9HWvTqG6IgSEuBUms*3tpFKFP3Bk5m4b|Lf^cMCG$`>gqZahG z+tpfh>QHUk-em^3mXFy@y#n{6EMN-`kJ?SjCR8h4r1nu3nUQ;~2BZmSuOqidz>wNQ zgiJCA3D6{*(uwGSXd%RDRwKY89p{7ex%s{;NmAM129 zbNGI+9MmIZ#n%^}C{&oT1OkQPp9ssR`zW72;~y>@F&Xcnh;fusTe!AktW|BBx&yUP z$9D=pf_9Chj&-vueM)N88<{;iX>}CL!w|lw(`z`;6Y=b|_EL=jW;s7Czw42Hl?+MA z5_nbb=np2mwEfBmxr z*+*WGvWF0>fp%TG2=qa{?u?JD28LNP6mpzvzovq&W%@_tKlitKvUHP5%a+JWPRF|W z)sOU>WQ5@XO$qk=!g7h;hHvi;9ZF$yw2uamb=2hgV7h;vo5dMDG9Z&yPxYZ)W6#?Y(5d0xlJkIhp}Q-WmxX&YdKFm-O`1%W|mmmj^o|HaZ^Vox*3?dzJu!se60ar8zhhE6$)uo{+|iL)Yiq+_NQLSd{SJA4?Mo@EZ2@j zn$)S9{rzl_r0;Y-v0>$aNcKR+s9LIW>v@oid#xfjYXxWjM1Ah6zo?rj=xl-bsz_cx zST+>B9;td>(K&l#HXV*;5OLm}5-dtg57dF?`cdKvAo`jd|F&h%XK=dt^`uk8w9j( zDE!g{E^pr09hC*JMR;tZoG_0Dg{Alt&lSV$YUj4FNUVYp3f{r#+)qOw{%ofp*DsQi zF)yfmxb3>E#C0x)5JLo)1+L8&ArQVMbl|cNH>YcQKnmllR)|X4BrP~0r$j~zs+i=` z!QATYoHf5i1Ya&B-uIdKyqGQ+_WFw_Xd4cFy1dOZs1HCG`kO7w3Rcv~_W_P|(^+s? zc#=R0^eYJ%w>5Ij)4-b=0JJ_@0AHd1qdj}bKdX40LYzi|{AXwu9d;8%^xk|zdtT-f zOz(WVSo~UW1?|Bge1EysV(n4a3fP`~1G8^M5UVN5&cR61uQcK&vn>^eDezo&$^ zWrIz5_Ng$RrIkPe(#Flvqv&}FPCay5i=&<^wV6Q!C`n!HAIr${Kpz&pcW%Y95${|& z8~$UmFbmZAfr-;LzfHZswtO=rOD|QZd@Mv{MXts$@=(dD&e$PSW z7W!!DoBG(041P73MOG9#3y#!@1x9G|f9>0z7G@pi{L8ofMg>2^N4<+z=dkm3ce_rO zqc-Gw(SyOR=VW~PtiS?AD%0_HuBLmzbHQTnPmW;dL!BnM`dZkMLs+o{N+M`x&X_Fz z{Co_0Ct>Bv-gR4X^*ps6xX}g26&l%1;_KWK;QVBiAQE;x?TuN$>n+;E`*fO1f*Iw4 zTWKrtEa004O})xasg1Ou->x7IgYbfMj*N_0w~wfX+{jya>60UH#>L4V%2p1&1-P!- z^D*o~jN?UT5!Y`kJ-uQ}X_?j-8%er`SW-aQY>KxDR>b;03eUudW|4KS(+ERS(&mX< z(mGurMFRPa!Cf_tLtXo$olWC(2yFAtVohm$Qh)julC>2e7CfhyR&qS9Vc!om8nm&P z1bcBCHIQZwemIwOBd)qWOW`8!FZUgl!g{?nnGXXm2KS!NFHDyqRQqzn=%6B6Vi*Du zzj^^w}0rZej_~{P7J5BudgIRE2JlI zQG((9i&z@2(PNancZHfsCj@`=wa%fVVyPdhn2no;11-@ynqQ9RNLs#?A9TKD!c-~> z=e9{ns&;E+_NrNkv_hFhrb(-LuN06y{i)Q#JgD(tu@5+H>(gkFpnUsxfle=Lt3R;Y ztJ97pN-)<#EI8=AkA>yaw?~u_oR4tf1h@Zg*ZOaI{h!B;|5Jz9?@qD*twT&#@n7BE zAK^gV-gCIWJ=VZ<=1zg<|Nr9

#H!&YwW~sY1@wh;pv6`JAs`8nNe@6CDvo2#8_l z%az?azOVN88B1K!*#2S{F~yuhQB&6N-&2TD=VG~;pEdJoC`Jx<>^McLHTIP0hoK_5 zRdYdx?v+!wy55{Q=3>l6+HL%v!7=-O_M5y7e{9iaA8i-e?JSxbO~a+G9T0D0Ok=*3 zZ`hlJd#CIm9d)RrMJL}*aC@Tlu7iUu@9 z?KTeBLI7#}_NVlSm2Q-J>Pk^MzBZc>dM*E3$m^3hplTSM@-U)W`2` z;cz~oB%FfZ!ky9m6i)KJ!}}-5rzoIS`=WPp|4{Z)$=x0+t-);3ABM2tmQv@##Yya; z8kQ3lZ~4W7$#;?Q=EjMy{S=6W>3}JN}~I;Ky3-#^`H2*R!6% zI*Yv*^R8y~DBE-lQ=#IE2&TFntWQyqwv?Ku>ATl zWybj}q&?C2&?HvoRP~$6Ha6(TVhJ4Y=v(LDfAt)=7}L2cZM(07R}HmN=5S}+7la^O zQ%05n{5#UFm46q16hFl4!!4)qh&wRmD7T;eka`UYFuZO@j_xDKME2@9OBm7UQ`#e0 zSQ}AbT`S@Z%v6EXB*4fdje>uv;0by=OEDy;)rCU*Iph&Hcfx{z|6_nDD~gwLvI4;F zGjOYt4ObW5CR1}-&08?>;{GUI7XrFv`qJv(*yJaP$Olzdbo^Iw@S=|?dIK>8M=SqE7tMF2l5i59Z}$r-N=T_DKx|c3j_ZR_ zqUzZPR3dvl6e9$!E9SLHv-B3~letwnj8aS_EXm!nY0)4woplRm6Yc$|Vvy0F2k_uk zWZQC}hQ1Ghje;wrg6;1!Z(q`3e0ZKS{Q`t8K^N4g)@wR!SNm5spg=~o21yJ zZilp`DO_1E&NW}QQESBUOJ|grvQaGs=vUNK4hAk7+Xu#zFZ3$ad~@z@rK;~|D2-%= zhe}o11V?$rmRvy;zL1L_pT1N0yZ&l{7RYBDgwyz<%qxn5t=J(Xr=)}0Fi6lmri5fS zs9jDmM%Li4O#>C;LkJVSWog10_3eJ$b3O%f$|9Xf8(}A1&{^Xh5W_~@KkRJM3OfV= z`o%8*p#K<(GoMb*JVOh-uRuHNJKNxvhBJls2LZ*|yhZ_d*NsdeJBHT)70Cog^4PJ4 z&U3uXgQ-4uW{d8g7J*_bI{1~`qp}TAg34__Z%OyC7~d0XNzQHT<~&Ga@Uthna{Cog z(~@&MjnK^+WrMsu;v!FUSU-uvJ4KhBAD*^`0-&z2p*~?6t747QH>b8Kv&d^|mswtr z-?kJ;I&xpIydQklV{h@m~xiM?L?U9E;Ww~^5BA)tI?$U z2u_a@5}0Mu;g?YUa8IKSeALEDHYTrf?~{1yHDfnXt&7DU7F>!F1%=B-w_0j=yyDVfB5NIfx?XEjLEfn~ z#j{<}x-uwm)QQG&1~^zA-}WTX<8?T|Byta6Tsutq#3A}*x4cbQe5QpIuDy19fgnUH zBLN==dJ#Rd8RDMC$9&@qMpTPpSs0~L1K*~ZR=0ykDS{Rc{@3Dz>h#b@)}K7(mvD^> z5r=~7|D0ZH%Nie41|1TIh~FD@knj?_Jl465Y44YPx4QY^-0Ps^H_lI-QAjF2AcV3bSdeN3)yr$C2lEl zid6}`p8>c%frfLvhiC)mxil^03a2kOH$zXIF?`KA-|j32eNj!yxMP?eh{P3mGXczw zGVUeqRmp$nn6+vwCxMku5tO|yz55&uHqJ=Wu?e7Xh|?@cH6|q&NqG`nBK4@4GyH_b zN2{u${+++q3l>G*Z2U?Ks!BN1ytgHE?eJ>(a$G=xE z=gux$*HZ+~%)Zttaz+P5v=`3$r<@GcDI8Qz2FVFD|GYl^+Qij3&yPZAT`(^vuQ*WK zGo}`+>XAEF2x+74W33a2+qdg56Y3UX@iY}$bZl#OsBK4jOX!#cq4iB6pU-~0+6n$x zG|YnK(~EH1_c|ZqLl!G}iePji$1vUz@No*WtIoTflGke=pu^0SO1W0VQZbM$IgXvx z#ppU_z@b=dUo~zk7#G1gg#(*8O2$4_Eq9;9)557bC!2S&V(%Sl=1``j_E!O z;+e+8o#s!ICmAYpc4Z7b=6qUYv(h;2=r-(K&d-nf=1(i%-z@dYSB&eR?Eq({JK$G* z<&;7$+8(SCG@EzVSU{OtY|(5eyl0+kv(oNx`E~M9J`>hd*9W@5n9$~l<a1yZLYH z`peGgoSl2LnZz0!O2(|tfeX>?OU=!(j*O;D+qX0y;`XIF{;Y$oP+qtgF_BDb(}Tj8f?j&0kGHK1JlJyto#?g)-GWG-UTQ!BIQj)RUkr_H8|~? zZ_;0aT?Zf`gj4h>W9XWPW#)gB6}Ohu{>m=~?EInD}n~%vl@W`j(CB7yi1UBW7lcy60GmvflhTW+#Q8zZL6a-&O7@b<};CNx5xjR`62DMl7XF?QL zK5`&HAIG@_1dsi~p7X8ya%+HAB3iQd#Y6GIz~^LY5+AsIF0Z9{H++m#dtL)?zLG7 z4AyPe9sX#0eZ)d|#JaxXB<$%A;)u`Yaay}=kq>*ZDVKH|AA0H?GgmD#6Dn)D;38X! zu@?oqPNDM5^$!-FCwDd&3vi_Rs8;X5U2D@)VEYBv5Z%~a_dFy05Y%#`XemB2zD<=; zxj)DM-NtoYmXo$Dth`7c$y4$p&q^MgkPKT}g!7|k!0Xf6lOj(R4QFmn{0GMUx-Z?S zG;cUVAKJ=Ue&mF5q$0B4S3+pNnTO-k(D!t5N z@G+PO1X@iD4sMvol~ZvEPGq&*0Xx(37xM+ku2RVQZ$HeZctJkWmeyiG{JDHQFh!u*c5f1B~Y@CZs>v zKT$q5Xy>Vap?x4~ZTCMdItb=}S~Lgu9O^AdMeBo-%9?O#fQY{X^SgZe3J5a))9@bI zq3f$&`TAJ=G1#x;TsNzX#!lgB`iJe-qMxqZt(nukXLqF5eqPnGOrm}B#^lU8a7(!_ z9f6LYL_8rvG3~@|r z`uJg-rmi&U0>yW*Uze|Tt&Pf1ZkCEet5VC-B`Da1-)U_$_rhGndmOVSV|XUMET5KdOGmCx9*di*&O&RDSVd-&q*X=JS27=LXdUri$>2IE7SP)zbJdl zs5+K)T^J_>hd^)$1h?QefdmKycXxMpcemgU!5tFZCAd2TcXxv8?U}XDUTg1j$N26y z|MeIQW_Qi1>U!Sy5%-icTCwoz{j5FhIv)EJpSOM7SI#i(nwuICAAYOIvz(X@%eLQj zKH$Ih7I4-aE}MC2YQFT%2+oxBl*YJq?)&1)Gybsk@#7V9CKO2HYGm6@SYVNQk%M(z zX%^3RraV1rx%N@`sS974{+OfD|K!qKfZLn&4jLMIR1%;-Uhu8qDhL;?q4aK1ig#=Z zQx-Ud|7`e3yWuXrEysSvdBWt@|2@v^Bv6G;YWySfIgAyCt7M2^eHH&_Z~7<;#`wX& zCB&ig@fJIQl(Y#E?mXH7)=$OLUpfPkqUEDtm{0=836Jra`v$kC_J2iBtn#|r?ithi z+qtYJ(v>$VCNM~lW zQkv=KF}EjGXs+ppzZ|r*;uAC{AV)SFDUJ48U1vzm6EfdbZ*Q1aaZzin3SmYWnv^(^ zCp`!1ewllfm%KQ$FG5(+)B%*TQu%!-*WlI=8c4(nraD%%#Rx#hu*{D80 z9eMVY7?A024Iqs% zTzz9*RtPHGmy%fd%GE?5`H^Y{1lyBB-(xz&*LZ-IDWshDy|?Y*Rn$RAoru16A_1;Q zU3hWAPi<7=iY7+;U4jfrFKxUVMSX6Oj4?xdxlcoyH5lgs+@%o$fFriNhf>(%;eheR zW2h6B-8J}8jd-DkJ}COyyIe1~RTjjGad~qpH~hl+Konyznc$}Xp$rP-bU7M-69na} z^POdD9cirRQV{MpHFaY!TKG2d=<=W%Sw(X~?hkw}7j*}Pv3Q0ltM-BE=U>q<=C1+; zgmE*AeFIC7aJZ(JSnz>mtOWz|(|$XKjo9ONS*ZXj+gc=q$lT#!@)BhAe!F9$tZ*l% zfoGtP(>g)PwK=(kJCd%<6CwQa8dic@!WKSPJ4SehGIu@StDPTBg($RL#ZHFrfD|C0 zKLzs3Yzq#!NVDQa_S74N&mG#*T{Wz({%C&mZNtLg5z%JY`W?7&bh>!S%GGcs?1MF!Z7M$=v!i1TH*pCCd%6@pm0Gc=Wm-@;wyH@cR=gAxQLtOz z6ecPZQM$_bMheH903%mHOe@1;^tt81fnSll=CybSw5P*0O9AvZhk%%RBe}yiu;L*} zW3$E}K9hwN3h)ExT4N#y%$fG3@Q`zx9zS^L)wfjW3eSlU^@zW}`WisXGDG{|Y+Fl@ zlI(nF_>0D@Zy-3)*B28^K=&H3z;>m*i67$}8;&&gB1EYCn#8Y^QLy|Y|E{8VKC&Ze zoLfNoK2^y_xTYEsDyAB3QZ9-!r`X(uV4n~*ga`(7^P1^#p$uhTl+glw=i5SLCk=|2 zJ|dfIw;4}|m97pP z(9)$l93vRszD5pcH`Br&h%6+IGf&pmz5HbTt})PT+oX#=KZ{6m#0Vx)Jnf4^A)eM- zkve1h#+b`W?k&hmKif=WH%JK7!v1tzA`unC?}M^Ubq!#MiTKzY*S)LuuEBW*mDMr&}gqr zPSXjml^#Yop;C9zs$PvK-jE_(;#fYk@>MCd?tO@aL|sf@;YD(Z*V7?W{|Nj{{_^#9 zdFaYZ00F%?c|`ha4aOi2jkqu)E%K+zT#87@XdR0gu|@?@ddQ=HrEWeeaH?U1%3O=; zz3MfN)1HGSTF|AGT0MKx`+4R}1;Y5dh@8Nlmy^=ZfykOEofiMTh zgNL%T_QmMEmsp1Ed_iWCEiCzu&EJlNV=6>2KNW)>k?WN`N?6&<(N&0qlL!hTDof4Z zo%I^~zrlTASO~ePomS7^P|22|+K6o==dq^@XdjO9V4Z6&gp4K$6S&`n`Kmg}Z)ZSq zS>KJQzOpu4PGFvASid1z2kl@oR;T9ZYdC%%zcc=xhYiG@rUIGS^wH+7b)XmQhz)ES zO^uB^!yPxmnFygG=7Vogg7x8Xf-^Wh1$FthZ}zJ%<2)0|Qd>Uderlxa`@s5nA|hmh zA&14_=L^Gg=L*Bl@6X4Oc_T>hRyF~K4Xm!8vYx&|q6S~@fBVfeSW{>4Hsfoxz?2~3 z=Mrz%)YRHnbk^$ZMB3eDF^EpCrT`!;4bIfAADS3znm+*VE-2Q{H@HAc zTs0i7&_7Ow*P&S#fGqM#MQ!p4;$SvjI#{W$L8`(s-fMHC|zlz$P>uZ=nSi38DCgRb#dl4K`8a{W%HK??B8 z*x>L9Y4Cr$Ha&sl&dcZPJ!699X=!HWeRMhi*d2U-WnbUD7(y7uw;HVcNZkChmdd`5 zfcg}0Lk<0<8}BD^{sz6pubPUlH>5@z$Yly5)495~_$QI7o0?ir#vYysi8KiMosx z-psWpB#{FX{6@2weym!HRZc@2*VNBB1eu$myEsT=EccF1l+v6@tpgl1r=kCUyiiuc((K91X0T_ zVc8ET%LQpIxI+MBjxGH|Kz{}Z=y?)g0=n`a0{T0{p>^D5pTavSym@*>k4E|0V?9yt zYnm9++cv9QDik53tO?yx>zMrS8{a@Vs(Q)Xv5y=xEYQ&>)K7)#nS1HE&G48n0_-X{ z9&plCuM~97GDhy#@{c=rUq%y;$eqcCA7`eIgmhT7SZ`|eA#uk>dtX8a(vZ#lkQ!AEcNwTeyn$u1C zDd-ADWa$lgt;xOT0l@^4$zXL`!K-mLBaO*s_&g5!#*ejX&2vY{BMk|G!b_OeEQwvr zw@<2n@GcrT>B;*wquIB>7kP3+qW(J%Y3&sfI3MYsKGOefVwJFl>`V49gbPkXMnYXd z<;XVVHh{0R2lA^tcqX&}IDpRn2MhXK0^cp7^N%=WAWRv2ou~u} z1OBk40e=eI%O3~}K?LlJ-}7MqVeIwaSeFw8K(YT6cdv<^1^v@*tK;l{-TBdfOY9~r#uXTGr3fWcPd_#2M-$30$STrsL*pqu71rEZ=;u{wU~g ztg6oJUH{=?5l2p}hB3o4$#x3QSk`TpfqEWeN5LSVN-uz>JtK^EmQAA|H3Zs9Y;6D6 z$n0od96o6b!$kUq|J@+3a+--CvZfbL2D?*(#I+_iM6~ReCE_~*x31?6V*FL^%v-o7 zdsV#+c{rDXIyevZ{AoYM>8uSzkhHni>-!^wtUaNe88QyVXT=ra=X;;iX8lo!u}I%< z*WWJSJ)%>xDfVM_XX&R2t%$rno7w`X^J#q--!AUTxA1<)?ujt_IGzVs*kpdA1#N|I zH|H;wkD3TR$T|Fr zKhu8a+cDLbPDSf)!h+bE7iilL5|2XdOzE&5u+1)X4m=LQV*y2?0C%OQz;G{sZ{H*L z?qN~t(fQ%9R(cB%p|UDc6COBrRTzoNCwlx)mj9uW{!NIqQ7UNFy@c4+tbZ0qi~0q_ zsIMIX_1k3(iflD)oT;B&ag3jBP+t(a^bp4NRo*HMmWX^+09JmDUSu^DuXxf{RQEHZ zLq2U=y$a3tWP67W=S8Y+@3zu);oeP8%yFPx<5zcGF0bxEgjp*B8%;NqKhXIukmWDv zyp5@~DuCG~BR|sm&8flHU;{y0kjowB>^pG!>F((I5rKx*V~)gAeJ5c@mBp_5UN?|K zH*anY4R@vI3!?<4=$FLo_e80?J}xyLhGHHOHWRRo5<{A}{OXes_l|CLkkTEzKo+`P z10QTtc8U`h45;C*>ehC9(mh3yszmyGBuVFqooCD9U#PmI5Lpn0CU<4;V;qlZ#YiFs z)vKf8Y5xvcQ|4PRB(9|a-t*`VrWw9C+wrD4Kxo$Rgp{KJQM9*c?)!Sk=)=^io+Q4Z zY093nncn$wE`qAUU_nlA#kaziII0Upd1AuME$oZ>`T69(Yn3OywZGFIQ;VQ%mqt1) zSJ^xg9SaiQaJ>xM!llnUx6T>PRl?_zkQYJQxdVy;?x>F1ZrAIb8B1|gC=rua1ao*t zgvx4GdN^hgHu@)~@zYHmqpJ5kYv@PK(XUc(9^MAkDVOvyRm9oJSRAWp-+BX{P+@yR zighc4(s`offpv&U*g;Mc2cxh9N9LTR+-YjmHRPFO*T5krx&l#JHG^B}3x9z@UZruC z+zEOrt#?JpO9h`Iy8P=g4V`4nVsDDRrROE@U+N?uylPn2x!ZvR$2=8mxGay>M-jO^ zL}*0VMWrKOYRjAOoHKf)cA?_#HYT164|wYJUyzd_C5^lNOQz0t-<|7NK+V%|Jj+mP z=e+5SVNaqdc^vRA$+<%lFadHS@?Xp9a3FW8=k({~gMR z{Lclwh?{VP?Ln$#6%p-eev#x6-IPP4Z<`mf*kRU#S?s3H^G!>0M-v*yk=sVKkawbT zd0QBi{*LNzY?L88 zShHrMaB%)~sPuuWlw=)y4T{wxkmfzPaV{z+9P0eyj5FAT=wkFyUg~b+bjw}#WaDya zCW|#OdhIRSwG%@tIfWg*cmb-?;S|z|&L!=n$%6rFi$XFvEYuL$`CIXl5~C{4y9BHlkMEFoq>rDIcNMw+>R*XyF>+ced;VJ20PUFG&`9 z1&syV>eeB>2F=(&O2ZMR*`oe3xg!N)dv4S*ioa3T_NP(veRo$A(L*|>N0%DSwl8(I zyuU(Yij8NdClo225U486F&YXSe8$UG#w$GMJdmKM&7Z0?;Ht}?+IU_2?%~_J%g1`{gO_4u8gy zo;JD*3+C$=^ot}53G&J7lPwuFRjdp}AX7}zz-3Ey%pj{J6D!Q&E)5V12wxIl6R_cWefbDSCYztO)lVq8W>LcZuy!@5OmC z0<)I#PI7+p5JPO#IluDUUb5hVDJMe(-I=ZDC5)CWnUAB+fUGGj@$qXxYE7?dQYL*; zo-|D-I~vlU|8T6Ves_rY&5U`jGm~&EY4tXEOr;>Bd(qEm@8-14n?jFe>^-++TatSk z4u^xUsS(G%6#}0*SXM`aVJ&QwnTpUyI2PZDL~UmZ`T#Qmc9!RnThIV+kCGKV-Bu z8(8d$$S{lG1YK~v-(TV_vRDw1mn{t*4Y;)Ef+oP6MocZa)RdRB2*zu??X!b*8ikBT zNt93?Dy&Y)I9GAzZ1_@t>7zXPc~-bWD~Wb7!H_YPZ&p{P#Ekacw*U=TN0TrCNfwY; zC&EL;&p9cst8!CA%(Ji26(W=~7aYzXF1+X5o#0#&2@;LVi4*JM%>5h-6!5z!;i0OL zTo(L0rS86`kII}O;sK%sg3!3uD=8w04BVu8`d6}~g&&*ysVo(KTRSIzWgfntV;9Tc z$m*U^6suSHMs0*f*Dl9^g-S{KvL>&5LKyj?=~?3euY4*rNr+_a*AI9nYO#nd$ZqkT<>%mei+o^> z6^m_&E6A8Q5x!n>5^sq4kPU|wfXTA}LUdWUQ9N8Qrg0xJbBXswNSF+jk3PFrxNH}v z@uES0Voy!Wn`)N{;&-P^VS@r$HpuluolVC?pdXl^0E4NN69?C-9WP=Jh@m@qjeH87 z6Ino=gpuKiV+V*u-+K=;=p?n)&w4ROLaCcAH@XFNQZ$8b0G&?dfT?S5s(~DYh16N*+q; zera`$sM9*?P0V|Yl3HuKuYfUQA2}0xSwK6Z`V?V_aP~FCw#ph9v?kXuBg3=S7-NAA z*&OD;F5Q-ih@}p%PZ}H3CxY5+o%`?gPmy64f8(=u{$z?p^0JJ4mpz}(8L`4OW6BEs z6H=ZQMvA-CHxaa>Q8?ojfV=*sqJs5ZO>T-{GtGDmo#DMc4|uF>wdJL5f3n!djZm*Z zf)37T>C3(#iJfmbF=a8DMYpmkC%#dqqfaSi?5@8tt}RsInOh)$$`odxoMh00gd~V6o+6CLXxSE-~=CBJK{*d21%yMY62*4r(cUY)iGW-=rYW`$_iE63vv>o^Hjg+zNFWD? zk~5*4AuKv{kxCWIwi?c5X)fNfZHu$6`VsOJnfa2f#_h`IlxhB~U`rZ5#6Oob5-YSm zX2$mNu8rh}pc3szbMZuRpF{#|IBh9<0gvR;+F8&$07AthMl6yt&V8R-;>CH1iH1nQ z``sMUp7!0WCai6gy_Wy_ro>R>kaMl=@~8{Cf;q1Nb#mMN;+$d-Mx(1Lg92GFlG(&- zd9>iD5qMq+nIxdz+KfMUHmz*dzqz@kNOTbgDfPOhAb6U`ADf&a6&?hmT>(YpyWMJ( zwZGr{8}>veFXpoQh6#hm)dJnk*pk{sbJ`xkrH&oZZWv)^GO20z#}Z#?D`1ZZc8XiA)n&X9g|!%z$s9g9dcWHD<;Y}P z`SI zt+mz8??h)qds@VRpGDZ?b1DO|3Z}}p1vlb(B_-v!l5ngZvoQ+3S9?SvYBST``O$0; zaKgR*Nf-4E$SxYQz+4;u#uA(*@STykz=NcW+oG_Q=LzL}R$e6br65*&ZGt!d#e$@x zH_;;pa_!w?>yKFw85p7WvK+DnVlNl#mo;AgI#4&50Lq`j3_Ko1LzDKeP$_~37*RqT z=K#Xb>i8yID(h=DvCQ{JIwD(35Sc;U%np(u>4r(%=SJJyLHmEut-qZVIy8sEmU;c$j49nvEMo1 z(q8>Kn=+r0L-n&eb@j`YE-koim$^$WQwdw;a(Iu7pJ*Yu@}oCsvf4p(l$wmrzL~;N zw0fiuvOaH4A|AV)gt{^M=|@c{1rd?+j*W@=<(-SKULoK1>E=8M62M;hcLG3PCu_Ey zhrxSu2{JM+Qr?Gs590q_vi!HLzYPrBf7ty0>-wMmi~;B_|6wxuR~=Fa=if#bLGVt1 z%|Geiu9M18&4B$}8=M`)KIAF5T{nLAmv^L598e?$cmaPB0y}_Uk5`E`A9w!8W8=T8 zr)!XXVE)hFj|LAAZ-Cg@beo86exkSJe^-&p#TRsqGWL+Y4;!pkJQYgCJA z7=J^!c55nX@ZC(S$8%0N!H-&&{jH!cd9(ytnBk~9mNr7lQH2=1G2p6ccbs6)!h_U9 z%~5A~YE^E?fhpgFKk-7=#*j0Jc#9Ig3-#Jyl%v6)=IB*WX684|qv|XC9Thi8mq;BD zxX=ot>S;~kEoy7q^ytK$!Ia}b@xV|@mE%B#dm0roGS?H=mA?@DJJ5NELP{kKsI$`H zY{3HM<8cryNM0TK7IX%bGF^A}?Dk(!Z`*h%pfds9M!$Ynef+Zr%7x-5qRh3r#6W~gvWD`r$ z@r~)czX+RQaY#%SK8V$|cgSZKMK1Bh)t-}ui{x$xZt>Z0-uRGXxcoBp46oA#sD;)d zwEMMqfSy&SP~Z0paK=3PKKCIvik|+qn(sz8HlHNrJqBn+QmPZ4+*o9Tq2 z4Dr|f*#Lw+8!C&bpCM*eMTv?nTZbpt&6md;GuJNq&XzKp0RoTufu zcG?|Sd&X`(TR*tiP|ELUq?NWmS%!X@FZ^97UD2I^9bIfuhl8Okqn;4N!IJ`Fa8spy zf-y-;K1Og>Nu!!=&;*N~r*6N#=wlh-7G4-vuFCV91@_p!DY;%F4&2`Yu{X~dO|1Zz?nKWz zFMp1_-6ivbu1l+*F4w_5w1^vpNNG!hy!5==Of@zvnYTf#BEJ;hzPb{IA9eIzGhCrh z1H8Q^x#wBI4JNV<`4QgwbdAw3C?yoJOEW7SZ?WO9Uz2EmKd3HFSonzZ>h{Ttxqb7d zmSgu8<%s>9zo)bG!E&ajoS$`ck;duKgaa}+9Yc|UXS;bz?JI~((SDNw0?gAN>!cTPK62JDQn&6|&2IbK63FW$szj#n( ztFAu9;1dm%;_^wRKgaW74@W$nZaM-g`pO}~TG)+Vp?T4EcG2zPyLp@a+eu2q7V7K%Yh|I(J zLXVyIGiT}VlWKY~wJ+ztA+xA=u>`_b4tp0dh!55TP=i7oFEy1Tz7w6?3=S{Q(mI=L8GbyDdF%|J9Z`$OdAD##g?rqY|;?}|( zvy^yUAYxr*OWS)S6T*5s^J3=r*vMt^NoQJW zRbj|9>K1b*M7s;*v-e}eoZTC^64M%&07o+*Ea-av9@!qnC0)hE^ITK8<}sG2T!Yy4 z4Wkh*)~?NTu@Ea>EFxaBoH1y$`H3P@rHf49A#;$jNE&GM{f0Vg(Uzb(X_LQ(idd0^ zh!%28uF1bN-Xa#miK!eeT9(@MLzd))t5~`n^&A?vc;$kj-RtV+jVRrADasgswB!SV`F-BuPu6Rih54|i%XAr4JW1n4!H zJIkLi?PqN$?IKs-7yvse;#y~Ey&fysP5LZ{E-p0D-D`B0Lbzk4x12TV3d&QnN-va3 zIm|BoQ=p-53Nr|6=xC$;ue9GuXQyGV`ThE{tNcLcxCwoN|m zEFsPJy1{p_3~BkpQemH9^xA*8$BN%>5H;ed=KuU8kxazQqFEj<-qRJ@&wq=jgy@FFh+6*S?7_b8*o%AkfR%=M<$}tunk#^m_`U5^%)LhDlAX%P-cR_%jQOY9zG`>%D zB&h7-8gAeHSTYQ4LMQd#Q`xE7^+_?K&vlBzU* zooTaO27JL?#wc`NR#rh4`mNAwDTbAuP#SqFUwabk_p1mlGJY`e++nw@Gc|;te>jzd z#r0#m)_il+cZVflMh0D*AF&x|O2TpTU-usyIlw%8}7%M|Y=JJQFB~SO@kAs1*s-xb(IT zOiy30zYt^!4sBab2nMOXB`6*qQ>s0hs)CmWZ>mUYA=4)xMW}{urai4tJVvl=px8j= z?vWnT!?bzrgQd!)@iVmBVRag+M3-zmVYg>@9lvXWUF%Ks2Jqaua3gzPh4m2$%TN*= zM+(<#>T3Rm1y<#WdZ1gFFlW&2)Q=M>kbw(_(!`q~fpuKhq%aX(3`dPR~7Zz>1(b+(=VQ~e#6e)qT&#S1@XU54a!i`zS5#%AQ>*=q@ zuh(SpdkcZ!iW@vG?RRXSCiQ6GZ8rQk(|0W{4&5~J!W?~TFSHcE^p*^vIuiB+! z)=oT*HyFV|2v!V#WC3YPwwkH^IG$|11ZQZWBV5p+!E53_S__cRI)?DXcauBk?uoX} z`@+-%TE@XIG{^;mM#kEGo(G$=Tmtg+8KmsX3er-x8?Cx-so{d5Y$@#lcz?&73k(E9hWS?gr^eXdKq0T(b|rp;RP!+62t%ZIB_xEVUO``gru zCs%pv*#T;1Bu{#a%NaC{8Z2Px>XkA>H$mBhcR#y*&15j5ssj~|~edbWiI#-@?UfRZd z5pfhe+ke;zM&a5vQF$&yo&D@$AGr2vMq^!1`CbLOp(>w`B=yF${;xSTZE9HAAKfd=S3i#Xq)+Ct` zXV$nTn32+c!r-a1n+?FXIGE>UCb>0~OFk|%nbwFx2vlWH`^L(7z4 z@GlC=S+BhKgXGCKo~P8Wqgh{`J34&q!MOk}s4j2`=rj%fOm_nqXAKjf#mhM#7{1R3VTWU~ew6_ErU_|bZj6^7Nl$2plPx0V+r7K_X$NAhOqba) z0*D~{V$6~5mvqj@=s)bb89LGd}K5lA>=0Lu;F3uzy6!ngi zn$?TY8w+c764B(zy!$@dtgC(-g?X zc461A@I+tO+%cv5#1YPkfLMUAVM6=72*c(fV(Paye}S}sqGtXJF4oGt5Dx)L+~btE zkj@ODiZzqR(>$NL@D#E(P=0Y^NC(G#-ntQ+RJSB*uuV`lL;1o7yl7$icn4EW-h5#Q zB78SufKS4renYaROHPky_e=gRKu2i!*|Ybi+MM0W=0u5|b)!z53$OWfD^uuzDF1MN zl!wYZaU2Fw3?i6l zVrmWi7pkNyxC1CBu&B#^obvhQHkBMt{7NDh>5VzoGs{1l>q;p-83G96#&N4j zy`D44qq4j9^XUrXc5lmtK-r@-x#I!dqi?bjNMGD8QaHVHGy~Il!H=pM-N7uOxJHoa zS$|quoF_L*Jc`A@4i_QvKE)w_1qZ1VBAT$3<$p*SuAE)=z~QIULre^u3gGH*UtcvF zatIcm0Ch%e!WowQp_)Z&W}qBS)`=&O{Z%%|*i0vz23mO3VR#r0;EBG4j9#1TsqPW@ zLGnb4g-Uzp1P`W*My#TZtOjx|U@5k}NrIcl5w^Y*9R=9a!YsQpD7h2u0+8~r<(E45 zl=Eb-225OvS5Hx45=Ax`6A9v@oBGkQt-aS#7485b7iOfe{(1TQ#+4g^IGFZu#NhqS zIvy=XqT6xg@ zAP);Yhwji*)1gK!Cxwkh_Te-6949?){w~s=ARZJKi2;N))22A#t|A8hh^$}qmFCG4 zS1}^z7^1xI*9Rr82A?%GEW@F9mfdjc!WL{VvJG|C0?6#ogS45`KCcY&ZnKQC*l(t2 zi~OYB+KyH%GB0D3mi5gF6E5Q1Oer)0Maf>dXCY~(H1F(KZ%)tAIS1W4KpMrJ5F#vCb>o;nI{fZW zRu%W!dh((o+sq!SG2YoXJTA#e71xcNUeCdysnn||GOEucoLZrZ$t)%&MX6jz8=o%G!lB9ypf8?*5@XTK&M;*D8A z9>X$vg_mq;DfKy&THPEG+N+%kwd5u7pot2mMS^bf2Q~@7 z)A>tra6jLV6+FbY;4MR%g@B=*F z`1b7+Y`X{HDoUIcow|nV$4`LjYZU!il#ZUP7#~uf37pBVzOuMn_nRhg4jDBOjFArc28jPJ75)&LhED{C06mZmQ|EH;Mu0o9r z=zhX|C>wHZThHgW=B|8#oqmN*ad@;Re*mqBTra^TytA|FG-1jpB@7Sb)6QxOtlzC_ zXUD4){aM=?6$H(}8H*d5C1B*Oaw!f@}dW2`J1$q_Y}#NY|? zVCv1o1GQHz=kp|=d)vaZfBqBD&e+rT;hD~tyTk$A?1k!bB~2aN8oqok)&VKx=n)DfpF##S4KM2| zCU7t(uxVIXRdBKV)rX!)1^UncKdl$6H<3w}zVp1Ndosw{4xz9fH<4i&VnULXWhK+A z3Ex9XIcpF1{$3w`=OOD3Van3wiw{l(kklGC<~Qi*%J$^m^N3(Br=R~!xm7lPIW7=$ zpq*J@L=QEzm>Ajj);6a+lZ9jiuOV6kNCntvGYxjT;arQc^u@OPgfZDDWv8CCjDOUW zkPjyLW3Chyr-o5YbTSQ(%?9iZJB(l``fecRF)gwVN1{a(d)5u)OSO8I81o2zY>@S5)qwwI{V2-t2$kstRqFYc+Dk%Ms?nH)Uvur z4qku{BIRHi-NdgE#h~~bk=Ndg5Ai$V+Dl@hU2x$*12$17au|9 z5J&|$J|vuTu}C5QJS0%#D*U9W7LK3Zn7|v^aHurecQT-Rcc^Kn__7lQJA^Iy>Xu#! z@E{%8yYOZ6g)JcyAzd82)cE6z@Oy#=uRZ%#wplGQ$E03~MrEf?1xlrS(g^QJfhV_95)ERXD z46_5Y{QuPUcR)w|cbHuR1{jKa{2f*Y`tLi32KPe$PT))EnD0#de}m>*)Y;2}mPofe ze!g`x`@h%fes`WVkew65K@GtsIQ~{lScDGV@>Am324ihjD2?h4Q_{Jrob|W-Lwa$XyYmViI-oJy-fF8c>X)mnmU^2 zLdFE9dlm=oZcMX45A(ECpycvzL>pn>_6rPpS7;tz>#HYNnVKn)e%HTKDVb3_EyqoB z&g)ZL)u=FLtI1%-3xUrIsmVU0L{zSdfTmIRgm)b$bp*8}tCpS`IPd$b;sDRJ>KYfs zAUa7no$%s%KlR#Wl%gHg$Jh%p^AkA^obv|?epRTi5&MdZE!Bo zSw3!vbtRB790=-yJO4_*DFyCc`g#0jT$g%GD@q~yGaQ(RNpJFp#}$sn7@iR0e7p30 zL_D-pb4-GCM|PYhkvHg#IKGpP{X}N%s$z$XK2s4ph`(}TznVgHfjWUCT8-^;v~Hhh z9-o6+>l{hyiKb0j87hmtS7p<+#`dPYVNIP8t9}NzEVH+Sp9oWOGYrnkS`U(*mwY@m z2HC&V(Zhrx)O}8=|2dKGD6H247y)SFD(~ zFHy`OJSZZ3Tc2--WLK;x=%`@r1f*P&p(Rf10o7*WHclM!F~Fohjs+Yo*u{^4TIGcC z{m&P1mJfg|=zUmEzPA5^~seda@3sg5yh;4T?zDQ zJ@fo=GEy#9WB?hOQ;>zBOWEefj3N&1_aVt6mP$`ym=wnkW;8tXyQsUb->S~#)G(=< zuexI5GjM^y@u$ITnf@tUBHaFcQ_~BiCTK__=%0tqOX#fRtfZ{=(*RllnJkgiAbyCh zhlpOQ`x`M2%}X`=z(eb{4Mgg5oBjON#O3n504Pr;X# zHOnq=9;lhMBZS*+#acA3R{Ow92j`v4Di5cbD? zIM+h<)@2T3B29waNg#@2qBOiq1qSYILg=N9oT~0zLLJly8({HI!3?^{v#XNU8hib@ z>2U;#Xt@f}OV4@sXFx?XC`|by9z!00r2~mtdupc7%(Oe^x}mz4k zDCBJ$Gc_vkzc9sH-VNg>gwfe@f0Mdjzv8+7mD;hPL-huUw|wavl5vm^yehR8V`A5I z&$O5;Wni|P59qZE=Z=%2B-_29Bqc3I`ynz_sTy16LM6^eh8GP?Tp|U`BGqu&%!VQ+ z3_uZpT58Oin$|lNJ&=5a)pfH`BrjHFZhYsDZMgDAq(MiHfj(Kz*yXH}SBNm&HAmm< zP=I-{&aUPy@Edv6(4RonJ^gOs$CfRvKb-3w4bx|D9|77&m{gLHSdlyrB8q;w-7-LdF~Jr{ak z*Y(`@^Nx4FW4vGX9*^G`!@*c{G3PnY^EiIT@2~I7HmnJg`uR2gkuGma#v(pPABmjH zh_Pm|^1*7`c!G_iivN?uPkqHh03cu6)I%+gxtkuMouoO>5?><0NrxV&GBe9+DD1~v z*>9rq-R{M$tz<5nceREuxaUjD|D~^)cUP9CZ3!uRF^j6u0%fR9|)n-4kLpRCD{vf zc-<&IZ?NK27-tgrU);R4MN2F)ktH#$O=Me^j<@g}z0Xj6sl4Co zVch#oviahh_d2$T@7g}eEL)Ef{xo&t!t7UzhE)&@DAFmHE_+1!lW=@|i-#51g1y~}K}cn8`3zPB8wCa6`J|UGhLG;c zpFdd~k%8kx!ffU~k`@Pn6>%(kG+*bI_?HhhWcHKXr>4C z!6HlkkJaJNGhwcbN!F;x1^Zn5xu(q|i}qKYW7;q# zUKEBK=RA}CdC<7fiY}uIr;+bS-$>!>UmT*imH7LaF`ktyD$HI;asa|PNEyWK3IjR# z`KR(0sy3cLR69LwPGR-b15@%hM8|F4j_4HrfW2??t8}fu<_tGSE4+ zjxbz{&qT#YAmjd?auG_dJsMAhvQ6&Uo6~x?it{{QWuk?>hs){n9ih>W5a+<&l1PDX zU7>9qyW#~+qeUw*;!0;x494fcU=F1?i#QAiHcm9Trp;WcpS}%Ox_YLvyBHEm8Dm~_ zDzeJ$pu*iiB&#q`4m5Y#7690K_{K z)IBA>k|G2#VVG>9a#mV6J@~0cjWrdr;OnLS^;zeznCrL$UZM*{llhM1 zF*VsIp6?HtsIA`+Rn%F4Zgh4yH`XwtZ@;&DR5d`zaP9X#Ec=DTRYqGh8c-FypP`sJ zvBHh6`j&TF`f33Qq-hzi33|I?8s#CzREaZ(&aA`|cgRJ2DQ^3xOFsDG28+2hPe6rS zGq43}kl4`8fBY7C1|Pu2Md4*#QM;=cj;VRcy9YDEUy2%1z^Jq#jobA``Jb1|O`NM> zx9gddK9poG(&_PYILX0SnUja#biCVrXvh(z`(_x7PD%0;an(zAthPrr2_`en?!E z2h(4Fe?3FVyBtyj2&uXLE^(<(&c62HQeU97l*deuHsTjODM$ z3DgzuUlN$_K6h%(#4ZWpNv9cLVg&4{C09E!q^H7;2*hjT2h;{dt{YDcyQx@v@$|F> zOcVIB1rG_*z6mEsX62zoot5VPdgmsTbjf@96L|bHGfE=58RMyTvu1QNOntd=;0LR)`u!sBc!lEEwhg%JZ7pfG|I z*zItObqI1Te4YN29HAZu-S=IALbXvaMUk0Zi!26?pXLkZf^Q3_(Bg>6nd!$~?N8hc z{2Nl&%BWsL!Fiwik_twZWCq^Af0PuAHLGfDTh2H}fDoX`wHZqT@c=Xj8soKZskDh~ zS|39!@GHo+(PyPEJ)Atu52z6b65v6TvsQgy8MNNRI_vqwcei9yxn2e3D;MBeo~ad> z)+RNCU8ipb+zVqefk1)_P zUolfHykaL^4oYe-87NId)UjnCld4i*U@4i)%{a-SlJ$vLP0d|U!(!%-iXE#wOF=@J z(mZ0mFy8{Q2wOi2p{G9n2fa-HKridSU3#2&H~{sH-;Mjfy@N3SVYc{(>0%E3zpbJG zp2EL=8&n|iAKLg{@qZiEPN@E=?v{B6a}1P{WVjzRiy!Rnk1Oql0#-3kgg*Aj4C0AFYarZP zgPPUuUT++R#|&lXgIO+R-oOpCTyGs?%vM`YYRlbMyiQAyIwh*UlXr(pyY`y$wcuB# z8UFr5{q~?isyYV`3S(cCP)L0?AgB;>YvMj)7oebzG`8U4#to%9U=$p$U>y#%PCf!` zD?KY7#w_A6q-P`~iwVS!U&b!%pEJ&AH4EaBFIV34Ujyt<;e7dl-Exh3LT?%)zK({U zP99WzIKY{=uI>MQ86KSyNA5!`071V&T6=w>q5-yTR%H6C-EG^7rO|eQ6J6z7<3Era4eV)Ov z|G4qi#r1oI%OQh1q~?fXRj~gEeF?T%aox7zg3GQW|2nzG*Fvgb#okw?uf_Xx^OuNP zpiVVxo4Z_pewA*o%(E_wFde{lrixoIT6g&V(3;`I(N0(A6sMVXN%eSPR=9~6uE=L4 z`QeWW2O^eHc*Lr={Yf1G+)2htt6ia)fW0g&OG063LRSOWRiGX4RGxh4rrLhaCWoQP&CH9L=_Ai>NdP@8g1#Sh_0{624O|CakO6huGO8LLX16 zEf__z-7|lhRmSJ}OP3?*am#xh)oXklP5C+8UwD8 z`VaaQ1nI84co6#!XI&pqP7xVCAdr_ zJ8m<)3B&_jhYc^q>~tywsRTCN?g`6y`!-hZqsDQYO}^5GiF`=^;Y`=sWMM?Z9Btqp|yzd(Ur6v8dOq6cI(I~vAzU(%3C{bBdQGR| z7mF{xS=bqG|GKD#(Q*5=_?moi=|azQD6Lk`Byb4Cq?;RheUf~ch(4;JHIMjPoyhPk zq)V^&q>aveWU8sX!el0BUG4Q&XX)CHND{&>2C1-u{h0nyYrMesndKEX?-bh0)|<9~ zod?16t3TI9@8QRPE>4nF=|JN*DtQa@u47Dsl56YeXWq2Rc9mI~Wr7`F)ZM_RWl6pm zQgbu0UVt{2+1FaPqc7fCEdQY7<5U3eb7y%7@+Te?PFt_ynH^s_mS zG`x7M)=Vw&Hy*irggY3+DM3Z)SlT>e0{(mh4q|KhFMi#QC-5F~5*e7-t1<&J#n;u6 zgQ$CXE?)}!t)*-9dqdIm&$79h@Fpccj$)xzX50gljhy)t4)Ax%>~ePz2o{oHNCUQ6Oo2)Mm)3NgpraVVs-Ig+rEU3Tjm;LdOYIUkj#}5c zr;7e26JnwKQc>M?yo=)epP`mSsc0SD$57J1TJo1S{772V7BCUvVQgdI%oRr@ai8BoGeuAl@&j4LOu|&4gLOWX%9#jaO%tiZ z-TEcMJ-5hZ;62ZJBljWnV>9}!#Q*u&;8W!jlTW`4U2$Sr7b8l->F;LwjB9pdUC*)d z7{p)XX@|ZJ19BWK#WxrOT(wb%Ot^78-e{{a7c%q20v?fDo4OM{7d*3BG6R=JP zM^~B_+#d_rrRiGxis|DKKtSVki+Lp7x8{=35}itQt@xP71ubUpXa&Zwrd1Cnm2+WI z0qyJQyWDzw-Bi-dkku)%$$Wg;oWs)ZT>8DKFd*ttXJ#+qk@n#(izSOX4z4G6?xiVW zm^NLe9M|ov>rDaB`^$tjnHr1)^xte+$99g<7Igt8+ZcPaF!ptwnoM?h%BeY#3=4CR zp8n@`H872$H9q@K;-!p|^i@lj=KT}G!9#Q=Skl``x?lO%g=k<|0$5T&RG8!8C%)^S zd(~*3V*bXtA-0KwTe!Mxp{Pg}5tO){XlnPQlU$22mPL^K{6>Ad=)Fy${7c**zwG&L zsn6@OkKIR-*`?0l7g-MzUrRhj?YNh1ByymayPeJ$)^~oxsxkv;g}@rQPB~B zYnC;DyZI`H?Y8WgXbuka=|`QYepb zi(6~53>QNm9ZW1_*WCHae2L}vdPU*k$ABqs2JUGm#e^Z%ua9>VcWy@;%9z;Tiu#d1 zKz-ErWuM_S?=zFYXh;S$7C@A@J)-X>U9q1?69GgWefMjY-4?#~3yO37FAHqQ^G1Wu zn(P#0_Nwo#hA6uB&kHWjxwK2sLH5r-bLC?Yw1<%xYR+6@Vhn>JEoP%U zpyv%p-W70kZ;C9hZ?;~h;MiiDf{@Q0tQ@II!nM;g62q&MO!dfajd;O z-#s!1!Z*9jd30XEBiKSHRJmaZxMyt(aAsZ?r~t0(D0C|nW^#YOW0$Yo{}l0)B7){3 zHgz&io97W+UgBu+dSog*K^@Bgwth9I!;U0y13qJD(4or4N8nCdu$$Qt37KuHuz}zP z3gl%2vRz4&M1pfVpy3xO0NU3P*`jH_@BSMP|0=9x4)-@?<1MSKsPo8mm0Qc4DgW8KG#w^UqD8!*soSG=4B%23Ph~o1D$P`Kn3`iT z3y~R~JF7mOQO?=;Lcw;lDLxK3jA!53m$*~Qs>fbn%gIvfN`PM>fFOQ?Duf2${FbR$ z?y>G7*f5jHlEWbUZ*J;Mdx8Sp%|<}kOe4krs1KYMo^;33mI`rpg9Lzc z8ws=i;rH9u{U7)K|G4-6$G!hQ?*0F9@Bg>%{rg`F4eq=)^Os-C?|m-Uia9Ix3pqEW zCsF3N$=ITzDxj%A73)7%J;WzhtAb~ffmon;-U_Dnuv#A*wjwV0Dw|QWsHb5BRp@#a zsMH)?%KXoFpAIkUay~~}et`(z<4KMy5jVe;BN){=q_(0zjMB^+9U)J6F*YDEfyVRDSZwgmiLhXT1{+D-w1xXy&_HF+BMNv!oI( zN_GasGfYOx5O;xyhV>>u<7dZot7S8%60${X-yF{DkHC07EZJ$hUC4$aBfcwrNyU0( z^*k-$m}XX~XJ(~eB@x&8iXtC%8 zb^w7Pm>TJ)5+Tc{9DO4$VB2x?7z}PCSHnlC#8u(#vNwKPMCdTZeeHNqqeYr<&aVk*Xvm#&lCm{7Ns~L4(1{=7~(xRv12OonJoWD|1Clhla0I3v$TR+j{Dh@x( z&)WN7GuZ95vXyW490B<iO0dyo*5H>Z` zx|TjTj~@H39I-$;s~MZ6*w}VBpuZ7TyJfh!y8K2re(eeVm=eF!6A7iy%cb9nM}#jm z_OYyl;5(+$V-tO3v=rJ!e)%%b?K3AZzSozjCMg3&PlxMl(8WeFj&7}DnI5ZLvi=u z5hHyzP=mk3f_T@|6mtv4-Q|!%hB5eUu6)y?6@0s|#Z!NNWfSRRBw)<34ap4XiHqLS zu+w;P&z^ahNU2G*Yr+HhLJ<(LN^37_Sm31H6|>qY`+PV`K;QAnW0jvI7IjU_8KdKc zZ$Fq4Xu0^aH5V8Av=XJEzc<)5t;9MYN;s!qI|Op?x~Ob}9B@OA-4jSIO^O|K;7GM` zvvie>Xuqw9Sf>nrlWe4pT4DpigR{ zx+Z~N31Ks}M2vex+^KGWCmKJ<5b*zh^o3*QX=l@nY)&6?6Zh~FzP1~_Bv4YV&)O!^p}@ez=+FV z{{O={sQ>@#GrF(v|Ka~<_%Hr{n#IEv!2d61Vs#{{H=odfWMa3=&aWe-_Tc}o5<9sf zRjPZupf(fL!dR_k3M@&CC1}&rx_gXbqciwc<)Ub*hS}kUZasASuWd~{6nWVfZw%&{ z0YIMq(aLGzN7qBVg(j9FpViXn?8kEZ0O)#$X*z^Gal2{aT>qXg>z*Ma)~C9Fy6 zke;N_c?~U<)wlUThh}VRK5=}O`U^Gxj`?ZqqaF;HGFU+IlHxy6b3yo!%-^Va_z);p z(ksF`4)X7)xw065n$M+OSQ+d;lT*E@)7XaV#1Kn6=%&9L(p<`+1-!t$2V*I`fd7B> zi}cci|DT0-5c#+NA3w}L3-JG6S)Y_-RmBVm{LB9z8}`Tle`F;XDy2=6{g?lL%^6Gy zNvTM7`cYosKxPciI&IiLVMT0!Db8*)e-FH`KGXl}eN|ko;pUzNDY&%%m;WDcF=EAW z(^TTQX43_Vdb>tAK@vSQx5ebj!#D`v!}#jgXe1{4RJbOG|GL_?79yj$;a296`YUH1 z;z;G&0EzSQI|4P|Ch<#yU?;B*3!Bc6uKPE|(vSUSSMO0@SFMfu0=)ZvXdgmKiU_9X z8e@L|*>C?p-Oop`fdBty@$hr_qRO2R=0E)ZEk8$NywTp<8Dt#&jhci0M$ONUigKX- ze}l;U2mk-gU;clc2me2oZc8SBNxp=8zoDruL_^J_lmD>3j5xOKVCWP3 zw8&4-=UBQlu-p~RFdj&oOYorQwtuFGJ%PF3f7AW{w@GmS1uXx6=eIqX|BkN%2AP30 z0B8dh5LJ1$LFHBnaDZe#oD_lq{aH;N;X(L6Yypj|18U09e=uNRRcwoV`j6)ALrlS6 zKf{0)d4T`rLGh1qXnN>4^uJVD0JQ$UgTz}P|D96+9hU|;^?%KT!+`%G-fG64?e>uY z%3(a?)qKuwlVonr4!asa+A$CZ#{kFLk)veo7xfF%C-#tTM>Yi*ovx!flWPQ7nka0G zWPRA|wNbb2sJer+%kwbIf5?As+mMov`m z99dTBCn#D;@3JN=Xnl0~y0fKix;g>xWYQ>(gHz{ zy;!C>cJGqjUbCo7%#DV6n?c3pkyWDYk0}G*7IrM*{LOwmW*ZD8S{$X>!JsvUy^ZGw zs)EX9Rn59iUF$SkWe$OLBwzCim$V|e@g}p7u46wyY4bRpAn%T*Iw);^tH^a~^@gSq z<-K#kc$$&rZgqw$zKpci=y&0kRu5zH)AP*{DFtJJt?;}oNbh*Y-qQ|rTZ07f3WeuE zFx+C9IbM{;o6(tH89Kv>Y3;Divy^;Trl&oOF%F6~kuBBo;Q{jt#AxQ2bncXpU_!G* z@w4nn%k)&_} zrK}^qZu0SWx5{d*bIB2I!k_t+HjC*dene6&=R4ths!%Xu^7kYZ)DN;t-;@Z|X|ZK$kYyK5Z#{J(yH!CxMT7`v@-8cI#jecM;jD z=GD$FG7N|bW~h`Ht>c+^-i-k=*q0NFvoUISyB6Ndu=O|tr`4;=AvKofTsc3+WnFFV z-A%eK&1pL`P5|X=udQ+0T8Ui}xBT`=-)xh*Jo)12qms`{E&L0XE}=%94HOsetYnWTT)OVgmsH zdi3gC8LLC3`Yj86Z(R*|D3tEIXE*?uEAvj%5H7vCbhslfCxH^iTqlAg`o~cx#itTR zLeWCnMZw0{_x>N987R=JFc{lJp%D6+2>S91jqfRyZ@KXuFQ4jkr@-sv7&+}$ubhS^ zsn%u%`3qzT2p2?lQU`|zbv9Aaz;6~{Q(KpX18aWmnqx}CK^E762GOdNifuusn{rB3oYiG5 zggkK~@G>FqwyXvBl8PMLHY*4%HKfLCIgKbHEYrfv7?0jSZzKrLaUH*|>FP4|aQyJ$%U`Da^8R9`BtAnV;epEQ<1jjwJV$zOW4871q)d4 zbl1q;=2QS8N!fTw5x&aI7`>P0^TWaqEIs_RWUE7l%8(RDOW`0fqhZ?XmX9E(V&;>z zGkN~{++MAf`_-gMzo`w>lE}K@g*n5V!@FmCct-E+j`3Qq?ih@~pYsh_IMG{iz~m0- z8Y!TVPe@>hq+xeM^lL7wZy>{7PL*FF^{xfJnir&!4niumGJin!ORAAYuDQ|dCn@Wg zO>3Lh%LO+A^9kp^nRKjQblNvQ1CV9+4^hCR51%u{((&DYF zU#&qN5=h#98fawaBCPAmetyQG@dK0lNI~(#UC(ts732CUo0v{X*xfcNrXvFk=0WwE z?b`b~%DaMSOo=*40B!dgOE>ehAio{hf+3BLTcoj3QFP?d)G?sY`?YID6Qb#o{iCAo z!$$FTuG7;exfZv3F&PL;)9x(w+zEn}IO3jDb($$ZhyM)va7H=k6R#(CusOkPK&)2yo#BSYc8FW0*A z2D&0oURTa{GmmymWT>|ury`e@86wBpydu}c8rQfHQ2CkvY@YHR_cXuHuKb(QMG-!J zb>pUx(XMw>zEk|wFX`j#4u|VtLEurkP;=q$Qm3;s0;98Y6rOnaJobjBn_JRMN&YSp z&CeCxS;Y+C%Q^1UvjND3kj;s`E6uiS3$FSCK8kO-PXl*dy}1Lh=7C*h`fOI3IBt(!8M7%ri_k?WCqk~)w1 z0XEOk@g{u{k#)&kPC=EaAmB&r4DZ7H;1^ zV(f73+0KDMeCA+^>}vyq|2pGH=v}IMtA0GJwYj$}tejMdgT*^#rmf`+TX-<;gx$%y zto#=^&3+VnkEVce=bPkr#XZ=+PtQ%oZV?S%pUZ_QW6GsNirL2 z_g>FAlZ;X;dG%{I2IrYNI-1+$B^xGyxpOnhJ2$NhDGM%JyX+Xn7ofmVXO+kNu5)lQK`QmQl+sP_tN6 z+7lgS2m?8^kLW2ls;jFfb^lQ-#S2|+{!v|Ctq4dQXJ3lA>s#|Ts+i9}?WOz5V>W zu_9L`kgAYvX1v)vh|Qr_Vgoa!;_F%v#f}#>6(0wyQG)R)%{fKaKokrh(yu+sqU}k* zSTqeHSuKRY#3bsD0m>A@8^{}l$S>nW<-_q`Q_-uG*8rg)6Lh|$pD1TV zuo(_ya`qZcHwZ}-15@1$kX}h#U-qZHW)2V|sX{M4 znb{JPr;+OZLLQ@+roE^A(&^+=!?nndZw53!N^MY^$CPP0=|{)61o_&C4MI*<@iZj? zr`TgZdjqLcxz$tJ7p$aibWuc%Dh1BNgMvF~a$?kJWLPh`*&>JVk3e{mDvaFTQ5%p= z*s$Qrlt-jm2?8*rUZ&~mfP{}?hoZeL3Hxp4NGGg}ud(U&qq<=UCX+rIG@eJG8#`K) z;nmMAYvPQ1|3K?wxL&bou2|Cc*rBa5+br|~qv222&Pnut7@K$%<&1BCER!SLo#tQD zD=QRuG9du{x~5wdwdbN8I-hvt#?Wn`FWNAr(b89y$2vJ22)e<8RKqucNczub@8UjA zrQ%4H`orM>HGvbF&vXgsrS52 zQ&XvyYTh`N2a}4(3h6B=LUTlo%r)2(dIo+i=^%sQt8NHhea52nB~dT|ApFWyt=6;P zT7?y#5u}~Lc^JH=&L+C3DP=Kx*BoEsL5Ygeys%`ifg@#r5!FlD@FfG_J5~Y1oXP*+n+IOVUdn z14Rr5pWRiC!$(+hRc2D$=4e|9RcVj{`r>*(j;pROWSlH49pq2MJ~a^X;fN|tFLq)x ztiWj9hQV(+_EPfwpd@f&i`XRW(}@Z@|MiXvYigi5c4Jf;ZkLxG6aUZa9v-rIF2X(; zF?K52B%XETOPAJ%dZlN$lH>9sE%;6)d%f{0udyYbtn_otUDVg&u$<;!P7+dsT|vs_ zbWuXdLwA~@YRbrFoQqib9+M)O%&CU3kP8xsb%?;~@|H*Zy&W<*i;Z_-9`Y62me49b zQjqCY3?ju6)6y8Pcib`pPt```4i9S7O1oN2VPJTNWOM1o6CrZzZ4I7}v%tfR#rt_b z^s!zv_akdgmsc`1909e7I=Q<^dDkC{RiA^A+Qeyp3og05E4D5H%qrYko6X^A~Ci#5m|JvrQ{yhnKt`py)dwM67iH3 zorqHNjQaf9{DhDi22=qDuC7G@t=H%rLV!uZ9WI{hhnm-yT>@3~xNN1>6L%|9R zFM2s`M)VT zz4SXe;xR*vJx=s}Qtxw?q7j`fr7koM2=C^!3jP7xQ}U+~dY)gN`)4zjIEhvDe=<<7L~NeY)Q6&snuf4jb5OX*T3TWH47 z--mi9h0M)T7I=$MMVOb4m2CIPQ#y2nyUR+kZL%LjS`N01tTZ z{^`^E|5*{Rn)iQ#y8zJ2uU08pi@m?+$5nrd@_GN8%dEx10?D=VOJcxhC)odzdm^x; zn_TL0=O(2g|Hg7abPIhTCZSs6--|tWc8S9inB_CcScbNjV}*7^O1$y1XPsY1R4pvo znsP@kEC5R1yqhgg`_A43SH3$$T)A)w&?tMK;%h^eI>7$olrg0OJf&PH<4li5+)b%Z10O zR(Or6ePAN^Evnh9M)sY7j&H+?oHqrtwtR)v&qx`@Zkm-iRJdx~L1}Qvy?%PO^==Y9 zphR+f1g5U>hBz+5t^MKz+QFUoLf99BweaBLb>)a|UrePtaLWbA(J=kw8o={KZK9xf z{>*W4k~HQ0kCP84i_9j6sViFtTkdnJwE`-{DgAdr%@T6^<#&S(-)sZ05{g3`(+_kV zuY%*SaxU0@y*fU4eb(qzZJAUxRdL^)J~T(QBFpv*$Lit?uFFBVnxtT53n=^moIV}E z>2I*z7ar<}#abBg3KF)=5n7us{Rp4B5JFT(>CUMGH2R5R9>zS<0QKpO0huF3>s4OB zLStA^YAWM@L*NGad2Qw%57nvLE!C(;(5Du}{!$Cl$y=H4+SpGVM{SX&jD$zeQ5e#V z)jP0uL7LD7=zKfdviFSmpFbl!$mpPSe#ZfhzXe@1efCX(7OV_TsG&)|O?LP#@*P#9 z7Ty$*6;j!tvLPxC&?6IBmD+4?zS9=$hEoaUVBK>cjpC>_;yqR zizhBi-qKx^FFJ@PjI5plaBzOzRY_-1(uoYI0f+5`l!y?pD~na`K5jr7p#Ew_CxsXy zV3Pc-VsUd+UE+AP)X=h5Id%nStBz~&X?p^1NrDRNun5oOItoCdPkH2OgAEDmo=1}I zQ@~<66#Xv02wkrX+-Vy5a1nUFY5NfV;{YCxL^vj)Xz4Xp1EXM$WNS{#Pd&QrN@SqI zvarFJT$D)6;cv?QF1@42TA8=r@5o{(FYblB5Kt=};XjbOd5()AMvm1{N2f5;rQ^&| z>e=&FzqY|?HI^HT`cw$MbmZ7`dpY)iXw}l6Sij=jZvZm7ezXP<`OYuJPSPPnw_c=Z z-{SC`?i>8Sh$f9(!h-FTX@>gv&o~vim4p0HvV)3(A~9&1`)YOv8@Y*r83g`V3tir3 zSP&EXv?dSxCg<@>#6;BYK22zcl>jo=Q-T^FrP^T|sX3Y`?n?E+i)+vVeQ5P5uJ)&? zlQ97tV~5#QqZWeuxR*OenoS^WhFG)8auaeTWd_nrOx1F=g$&v{o;w~H%?-v7d5_J`|j??n{V^q{1k$%Y+bue-pw?O4ANFxCG!-KlH z15SmKytCxN+AyR|6SQ2z9}aNKg#*B#RPn5eO#6aIyVu!q!{zw%295>KeHo2oElhX? zBT~)bxbO$joCbgy3N9ag6X+d!g9@$J^Kok`QgPtV+g%?Z*H(Tgf}3zu+_$s3ch z7%;4;+Z~F-QYlZ^1@|{eY4bKvhj|Nd*DhUECe0BzVsDs+#AfquD?+&eAL;o7cH6cH zSXWI|d=@pm4y~=H)YP5zB8RjoOY%fl2komo8xc8AFig!BkYH1*PbW#z`SI0WQ#4wO zf*wy{AS6`{Wlur)7g;O$3VA4Ibt6?MkKb4Y>{_uBR`05oC#(TwvX5xfsn($L#7itV zOVnKZaCiU^074hsRuUa?8JC>k?c&mG@H?Kfl(9PkZQJbPsGO}XuK z26Sbr#kkg_Hu7T*+cw?XZaXnQ4RY9vO3zl(-aiTx`aqDpG@^=t2nv(Khj4^0-62#S zCw_8WB|Lo-Uzx?}w*ev8nV;P@XszIIlqR&?cE(!Y;+z$C(_b|`CI5~~TCK_*yNlYY zPcDFuxGTa#>I{8jxh_pVjs)(db)>~D)C)uiix}TT#Y-FI{`9%RocBG0S5+a@@o~U; zod1}iQHicGD#0=oGOQAb!|(Y@?krfXkrQP;szXo7$oWL2^XG0No$ zXSY_lZFefyY{T>L69?!j&q;e?DCUh8g)VTS&A)^ZRJmzN%!KW?=MZjA4DsDg>%pIW zQ#=n+(qwLrSDAZ6iecG;efJiL%!I&Lc58@|@(#gRSGT`!^0q9?@TI^8q6ICn5n@x<0qbzH^^XBOz|3a_i>XHXdat_K zu04C4NbRSb_EWmNk1GjqOV6u)dCxJ7OS>eTD?BD(IF2C3^Ik2bXqL{-5AAI9>qj#5 zMr)sA@^*v!xU(O`q{Zp&si`^*@Sw-c2_#cLv_GD8CN&{1|H7&Dr~@=MGkmD18nP6n zc@qIRH-?D(9v{yVin7b&#@a=he1MFRVGq0q_Q2dhje2KhQ5}>KYH5-;hF| z-x%m-0XPYa?2gXH&!-K2+_b2Z>ZbwH$o68-VvADWm{j=QYg}M)BYQKCug8(n@Y`eI$<*6d^vn^7n(ln5m5waD7pvFOa7h85>*1O3V*hRp-$MH@EwLkwZLA<6; zvv6r?eQ-)WvTg#|*H5{G6d6Q8xIn4>3JYW7QqyYN>Fkmed@s;nS7ty4N2-CiEC2Ai z0H!ujadA&>k4^zKE`bWKC*=@(bZW zMJk2C14A1PmFj9KkHr>ZLyA&ZK%_f~@%2nN*vhxtJ&_^64s*0Zw^i1M-Bz1jP7l~& zGW_^+v&c={^h2q7J?7ptU&8mWq`U;nw&REBbgg5D%6pgx1xvxNi4CY>B$wvNqi!$+$KJVDPx zp>ryynO4pzCe0w9)!Ebdz3|5(?gAUERnB8d=q_{i;eGrR3et0KgWjDOySWPE=n)2D z?_8*UL`*W_Prt-~g7ogz9G1(&!U(Z<9JYyO?`sm#^Lc|@256+JUw@rPRzE_iovATM zlN!o{9SWFoiO@?gfzo>EmnL{RpoZJ8PUQa>dM<{Crd7G1|7+;klisrePUr84sDJZ@ z13mkH@C4S}|Hc!v{=2pOp-ulE)^Z5#Lt553@}KOhM~@OU{-vFRo)<^;UX^AcutELh z&jl7qcpiB{t#p6=41>vo@&8534h$JSM#J0%;+&rJAY~yn0`WhOpn7zTM}H~ueqZ); zvghHXov)re1AcorF9hKT7D()Z8uErY09|_WjoZsg24b_nd;S^L@%N_oXDuyYy>qGK^J;+&CCu!7{fYLTQx&qL) zpZ!=q<8sMO>i88d)Ic}(m>-Arq|dc(nMww={xd^VB=0Pg2-x#zQtG)SXF4gRPTd^B z6Vz)8V>wn*U_UTF53JMbnlrLp^KHjf5Q>qxO=`8WlOeCFk-Y6a)3-VZ6~YQ_1bf;8 zzVylzE4SFQohQ8ufB@T{sg(NZ!G@NHz0+^SvctzUz?V*BT)q`jrdk8}_&^po$b7^U zBik7u?6l1P#FDZbfQ+rt-(Zk^NC>^3V4%mjtcn)lmUK=bpF?I~f2$#e#>{7`Tf>di zG3(Vwh77WeW!*O*zcdDngkT%fKWzL94(yM^N9$bPWnF?$#%=Sp)IF>)eVV@uhIv)$D9xv?u92PMI( z<6+wb_ooPVDK=1Hx|=ggmJ^{4ENSuGj-it%`OlX>xofSVnAEniZ1+C&RJl}?8+(>C z_tpWC^F@;*=vDv@j%f~RvvhA|X9$yD+6(TLi}mOZl9k?j>SObdhQ9uP)6f^ha7}hc zxvhFxU8I;7i_)U$>$i?)yjDl(TC30)IfxzI8ypSlfrf74uk1gr&(zo7H>tYPrX?1%VzV-pc^LkxNdcvpF_>*JY7+$u)ha-G>FNpG@2iNk|2 z-At3#z+LabnEuxx6}l+`jOmWB;5VsosY$NOxE7{I@h)3tAMrkwRRG3xGJI{3JVe%s zFr7RZ;`iCOd%7HvckY)OU_NaLVBkJU2uhTxqSD{+VJ%eE}8v#_Z{{C zJuP|K@LN&mbxJ*JqzHPR$QupT^gV-he`Xz1GbVD#fSXONS_qDff-^Z!N4j`H8B&Ot z{!_{NN@a;WERSyA1)50r%!H!rCy>&wv5vfrO4rFBM0)N7o`IL@Lx_?eE_V-ryZ0M> zHX`b~O{jj>Av)jU#mSsFirb5)iQhKyl#$nFF6@XnsziY(0Ypg$+E+))rd1&XDChXb z7q$k3i5~L#jwpfb!fUksf^}CPK>@`9x*-Bh*kbldKPduA0z-o-et!Rfa#uq0X{s@< z&Ng%~yM;dVI-fNqa}fUsp)7rkR6PJJo1!F|fgF%R+d?UNhrY^gb0^Y(!t3mEDXCCF z>PZz(*TD>?bXpI{6)v9%`TPK&~) zd9Oa@sWQY^y&N(a%-r@t2(XcR5RJ!DK<4$x)Yar$k^A0x*ZgUG%iEHtkQ8Z9b??V% zzX@Wni&~2T>e_xz-D5apk4TeMhnEx14ZMvUy-;h)$Nd3r+F-XUwMrfRbj`siXWkn) zlNQ^a9`Ov>gec!g<=d!(M283;)Z@gE_(+`AmHH^edZm~P_vDvQCpHku;%FJU?+>=4k%eh{WFLrvW6Mad?eL^Ypa!5kQ&zjz^0K?r*7S7 z@{@)#A*pn|dsm5k<(VgB=9XTG|p$jywNlT_& z3mB3O#qwW#ib+&OpOUC8EYAJ8E(}*t6OrA_xa76>J z>V2Tlc*Sht=%rBeDGN((t}ou9ES^z3ycWBUfKKWSGdFyD1eO;kMruT;Da3>F9heCZU&ZrLDhx|lw|mwp)9Zgcm?mu}wL5%e|smKD|j z`j#OLzTy1Kmkv~%Ic2Kh?97I$)$KhEhp(d7hbe*CaIPd(Skkx8Yi|||^q)Ok66yS$ zrmfN9M8ql9l8H>f*AbItn3YnTT&td;+%K@Mv3Ef8)t}mO*yP>6eCZz^eCeAd-a>ym ztRCY7){6*Ys=iXA_$M=%$PjCjGz>nnOi6R8&m+jZ{hR{Qnc}BGxp`_qt)tb3D~E66 zO$s*9#48Z@De&x*!b`1YGZtJiz?2&42pUg(PTt|y6%Fk}?bYuoQX68B4;~J=i;DzC zCTMVY9Z9=bwv(MO5Pt;yE6pcw0*q{*00inCJje~?=Xd=W@TH6Y_ND*snif!At(4}R z`D_2meDI|^AJu%Xrbq94m$eoH3;5ET*2MX)mt_E7dPN~_`43FB?*b+m=;3t6h{1h=3rSk|G__ zohky-B9am+DIg`%p)8OTq(eYhbhGH@+-reuw|k%Keg4mRKb&)2&-$Q?x#k>mjC#j+@BCil*Iw292R(cmnnku8+C~#}~I9s&*skdfD`5 zBdFJ1i&$w+@c64gzZQM*iL%A%E7e?s2?`{Zy3@!L!EJ}C)u{q^LUZ#L3TYO}|ov+oFwNnX8dIbJt1V_XIKe`YF9WJvD+uJXF2tO#-tuu!I%OCrt zW9-$}cDwqypi^$_`TSlPk3^xZg=cWdLh=w z*`yPh#HE||YDF)e3;G7qE0nc;;V%B1q1N5A zRPyDgT1Ov8yu1T$2RbU?j!k#boQqe7biQCNA+%3!gtJKDJL74h;mi})p3F^h_#$uW zuAHIB+u^^5ONU=a9d+5O7BNBfF7}Mm!uvY&(goqMbLi9~UH5Cg5=v<}#QFYwjHKRt z%gXViZq8TTYrp@sT{;77m##o04BMsKF6l~Vy+52{%h{K?vK(l_>oqFc%tH0BBduJ* z#L|N`KPUNwd0*Xnm#cHo(lX<_RCnvIPxSn*9Ns#ey0BEGZ?pU<>f6EgVCwAmicXl5 z)zJRr`yVoEDH`#DvboB1B=pvzR}Z9j8hs#0I42?hQsz=kR@uO_R|%D;Gk%B;KGVM` zU$)GC?@{daq2PYk^QG6Ck4!Fqan0u}u%yEaaG=rT3`4N2ZQsLqy2meFoW3-m-$4qN zfiL>^?Bm`E&A(?9|J4=z&BgV?fdiohpC0(R@z;Ha`}qK4_k2t62@6i%;F&-2*U4F* z4q-~eZ#uzEdnNO~xx7$9FOi0YIk7oP6793@pYnwTTS1&xX*u|}a`)fM-yh+egHsKN ze%~E^Z(sMnb|ky+@UJ_P9sS)m_h5LOdEoKVdF&_O9({t{(;qWECps>+w-)^O{m^QZ zg*FSauAQ33_wG?LXlmL(fG_AucZv|_mUNsRB_q|~*}3=l47lE;48CQbZ+yUoAm!$p zZ!DU6eeXghK)73dhb?W%B9m>w_#hu!f85tN{gNeN z(sL)0DBUlfb3`3XE2`sY)NLi#$(}U?zm-cpy{|Ln-3xb#dV7vnOuI>3)h?1+@)0R5 zcAE4CMp`(IdkM_PYMPSoN);!iCx1|=#AvK%VT#$GcFwyloYXgHVAfZ1I_=+8@VPhH zD?Vs>bm?(ppoQ?EFSNv_u}J+&EBxBJspRg;8*MV79uvCKcP+X;)-J`04}I_^p1+&0 zL&@i4G?`9A!4i6kKaxAQ??HifAU(0U3#`RKdE?JBkA&-9Yi>+`U?l-2fM*F$by5Dt zed$-iG#B4f7A7uaPAV;Qp2lU#{{G5Cdq!|1=y0sj5tHtqj=U*C&Y&_MRZKn;Yw7i+ z!|2V`wK_HK^PxbhPuMUnHaT7A@P*hBY_8rr66!@ygD!9%6_OXWpgc8Wp);{sc7&JI zT6*eUx8i#4MBU_cjd$9vQ{+x(4TrHlzRqZZLG3g4a!l3>XdZ@{rHR=4mm1^0e zQ-A%ENoJfTF+#=~TwYfqa=d&hp-B?9KhXX-;DuzcLyhcvYrW>X0 z)wmBdE54&#qPx~;s zSne0NGkCqGnB(9N$8JT$APFYu1tS~8YCqsNsT=xIS;8q`#-SdrFHR7?bRU!cgiy+! z?Lm9Mk9;%jwJjD{M(QR_YsOULbQx}~54G1hTtNkmuU4~+8B{Rq-*pP}?;21DFV#L1 zwddHPw+KQ|NNs7Q7};By7s?G5;~Gy}kA5-Z(G&={;`K&E2QgC7m~sA#1L+M&mI~Ig z-EPK5L>UQ}2o_XLV=FPA+QE*}zW3^pw>$l1yE^XdLmiDWjoB{c6~$H&_~vhIr40YRN9q!~=&J4}s~OqeoUEI#U40(-bhrN6%L%O5=k||iveurnyf1ned4TIMZ^3%Y z@b&eU_Fg!D%%EH8`F-VOqJ^q$*}=Le38;kSp$fmNq>qzZ0`g_sdae={J8&@ca8O-s z%xPT`t_J@3trA{OzX)4&lkO6&nf1{w{g+HcY?pPpc0_bs+~7oW@SoiikH%-?5OC`F zb1EeV2b~h&=}*0e=nfthm=C9ffVnF+zK$1~n<%7~{SFESOpGIwLoF=Mx1>=CFk+1YVSU}dT9{&_K8Ix_r);E?dG z!Uo(j;+^pJ$oRx*)*Fd-OX^zV^)qkmY@|bqzwFj>8WCkSk!oI+kAWpCcZaswD`^`b zuuHds^g+eT;>PfoUtVF5V}^+BkM}!L+TP_C%PCiq9tu9ryy?7TD_$h(FjkYaRl~&X zlMzNkcvba2QyS$d)$p%dHGcR_QXlb?lHh1K>ER6Rv=D6e@JBeA3U(zDXLJ|6>g4r} zzT`#FideR-3zf+v;&((rEMTcO-`HJ-;RH74enCCopjZ;ZCllAYw!s-8>v6U1G!<)v zt5`^f-;)ViClr50gJ;syYNb^Xp*OIA7rBT}6svAOZIa@Ux>ps?lrF^-=ht0LQ1K+< z<8#ZTe6Q=bT0ZDj5+-ka`Y3=p)NgY!_}M+LYVjL4miQnkgZ&D1bqaT^yX&EtT}i(! zafl2nS69ZR`|PX~tmUuBKT#jx;$!$c{_>VX*Q5Ct-1axt^Y!Vz@Ce%^|Ffo^r)=v~ zd+zMtYU=9|{a3@dz<@Ywkzh*8?dX9_X?8Bg4=9qcDD9fphcw9j4>9itf&O zhJrU%sQhOolZYImt)EV~9V2*#uDc%#_7_T-F}79t(&0(+Ip9nAm5n}FMSqe~!CR>Q zL2V~(k8gMPaQz`k_JH$60tbT91F@ZxpHqk*?Y+{{-ON1|+J2@6r>XiQ^8nw$Gft*t zte5yCL`*Gutei9`m@AHjRSd3F%M56^hn;4!k~^ceCfSjeU94yIF0r%N^Z})DfsmaLZk0}MP+0EEqK=!@GAOxHJG-FVo3LD`>WGxay|Yf-A@x@-YRQSrw9Kua ziT1x4_C+hL%{a7zDU=Qwk#dN)^I2|}uY#Sls%B_MXx?NJ9j9nc_s+BEAC9~X=`pio zLmn35`-P9DqshWe54ctD z@oqPIbAQrVYn0GoN+jOR#BLby!LK`iJGN;w#{{8yfKuKncraLhBY*RfMbN3G~~v!M&`u>_F=+ciB* zt$y6^wfeCpxb>eqA5~lA8E#Y%rZ>v)uSy)tO<22-cB@fEhLZdX{+*^5C&;7oqBW^! z42O~l2EWmayk?j_5q2d@r(g22s+uzt?6)TnIjaVW`1#*l4y8E7}Zp9PEv05b!A{yf)teovFfQn;fi3=5%S@|hU4?+sVn`~ zqG|6KW}Nz{phqS`U+_FdM|LZK8)0>>o`vQsR@2FnK_~H1*%d$Ox@+~h9%lxEsa$t^ zP3oK?)zkYOibK?YSRQp4zCGyI?H*iZ>t}OQk7T(&Y~B=$GO$oyS>9vkZfosATluP| zZU(ueaXJ0G5Q>BpHp8c0HN1aFZ>a~5;CaLX%a+I99szfe#E9`6lBWS&Yv`)me}j{DD^=e*OZH6#=F`< zsGr&|*r$&@ee6iw^iq1`U4A(Yne#aWi7&=`9_#65hje;fm!~@w=C9H}aB#lsIH4#7 z``!Av)U8I=e#wQ%4$ZlwJ5w^Z@+Orti7AG*4m+r9x5&+ZN1^M%!Ykc+Tu7ahugH9q za(%+|t+T$$p7mV-O2t0e>~0%Y?6C*VjTb4e9cv@8d7*H<*Zq>fZN-2j!BdAFx-J}0 zbtJuW{^AIEcdJGQ7SX!l$YsT;xn9HRU8RIU{CRr*OOloXX{Pd(wySL{EMr%sb$wl9 z>5Wi5!G!e_zE8{3WoLya>8{Wj{&P+BHSjF1MBsfRm-OJ(%Dl7Vi8u0u=#7e%X{X6+sSKj9 z7qybFHikzf++1N7(aZj95mvR!N5(dLH0#(S5o_m}zzE^48ft zeVqB{L19{Qtfi$_3AUvU1WoYSOWU3~6dOVFy+w_bA+A+%NG$$UOYMs#5<+ucS*9Cd zNyEA^)So=$Es9v5Txw!}kAE+vf7CFh&;%R?DfZIl+5v=_{E z`!iowOC-vjfz9^!D+SP-?Kj356-H%>4;I}#TGrB5a*#Jl4yS}fqw!H;PEp6gi2>ph z>!f=zB3lW;LQelk@^VvVWJc^+DzXoC%WV@o zx{CL@FDYE%RLxLYJumg1m6syY#ZCBiZ;cqgR?Q-Wz(3OK&@>G;ABw#^fhVc_Nc5Vx zC7wf#=qr5(q`Ni<>$7U9L-WrWT{=VXF{k-C%um*AJhRA65^gp;HAg|snWeS2|31Tq zmHy{(2XP3ZdS^KaYSum~<~3J3(mw2!j!f(v+Hvd{6aCN{?{C$?< z`NI`^J1_*N&YpPU&c{LwXdaD; zxKZ@nY-JdUDfr?XQ#XF+Wgl&hoL9+_T6q>HN4EJVFRLTY;eV`~cTra{cyxF?#7Bjm z(r;N`iW`f!@<|TLNZxZ*0A2M}Ri`MvrU=}Y7ltZvi zND>5*{#-)9ahJF1iRBT8s9sSzTkjAtwLYGeGnWGrLoO;5UrLBBw>t0dQk8O4DfJ^^ z#;Z|#T;73auqgw_(pB`P3}%5}Hj$|J$|{bnjQ4Clzxn8(xfcCtTHNCx`2<$L0lf2r z29jR^gHRnQzxDClu^9?$-D>8=jzyc zc{Pjk%XLjiQR!qowQN6LC*WX4#(J5LP9)vja6-xJQMKv~xkMYa=>Y86#eTyDoCAk+ zr}zf4mz?;}VK;nsxfBSybu%k7l|6Zyb^dzC62X8G3r+D|BJ=elw=*gyj()!Vl{A>` zslRv-&bQh)Czf}qE$eB`1`%604r}XG{jYs=otPWPM0Ao`5Ypi}H+A{7ii7;+?KYfU z2!jacO+j?U4quh#z4K{kTun8-R#wU?hDQ9<@jhBVpRM^5gdb0g3AkrC8XztX9$U_5 z_OA;|A}Ncu*3BYI*ir0$oYEgLzrb+$m84QK6HCpV#sgZd?Jozy_JP+LHzU>y|Rocs>^sTle!J4OS&c!KFeW{{O(8^q9(W_zobItCp4mTRP zrXyd=j_6R$kC!Ks92@`GeRjU)o_h4~r3DAw#8zAH#>Q7N;Tu@S9m+&1Z8J(s9z`?yJR=y+WZK|3NyuhV9p zi1f$yYPjC7Y97jvlGrcl2Igq01s=QSP~Y1#wr}l+OoZ?hu3pUhDDGSpTrEUg z9xl>8W$Vka>DzXy&+u7wx=gyPbCmJ3uQ9G~LfmQji#^wgQH-$AK4es0D?07Sk>tvc z4%CC5>2ZzMbFcEquixh)tLr$HEhm7_c`IW$UR&sN40`p09oOiUYuQJ>W@#M{O#k}i zGyN;qI>~u0;|-Q|q>-`I62D)sl+Vdg>Mz@8*!?5JfeSh~3&_YIP~tdJZ}v7fvD3K) zw$S)wk;Y`UacF+++0qZQRx^Rf8BW-p;9eT1c(ie&LDbyu0ZBH2-6VoMdX3`?-6jRf=e5xKD~$0%5TvgU&@^ z^TLi9YrON17v`cGg7uKQRL5Kl)DQB)&ImO+2uS&qXt~6eu*hs|`+t9k(kpvB`om+| z5$EA|4wFoS-5|lZLWwUix@9!|^D{X9oafjfk|>&!X;#~e-cjS#(lF!HT!|ky(asYk zt#a;#CuQCv6Rbq9lD3XN{%X^f5M(zIddg|t$!{=p8_IDq?kq{(!>Vrm(Q03qZSma= zJp#PU!l)^hjSazSGM#+sdPmW|Qv8WOISAO5(KH~%kL`qIaHI(WPiL-7J_u5U^*?t*d zcX3^p__|OyI-b@-?Z5HTd<7TUEy{{k9`+qe9kK6tZ~=~zW1U{EP%}>+JL)jglGF8lDmc2$LE?oAMaXQU?N5;r__F`6OV3hm|YX(X( zF1hz^5t3WSx3^VRaw730B)K_817Aow`K=y~QOF)aZ-YVCZl!IYe7w6q6)*Zd<<>>M zF-=4(gvySl@Mp7!D_#xh)-sq`F>3ZOcg#0_@Q|#L3cZ}b{gHRPkuQyiMb|ZwffH_( zmz=+{oLL{b8~7xcqo{7?M&9=dJcpwpG>Be3-mgs&cNZh$d!j#Gv?7Z!&e)+tA+NZG z;GFroHFB~!i1X2y*`VW7+Ulc$9j`4JtgBM0+5lR=jpR=(nGa^{9p>F&O_9V)!In>Y zA(TCJYh?0cncbA-3?xsv{5~mh8?(>^7yC@rFFfDQzsS~8n=4#VoLX0+TPw;)_E4Gd;1dzST58jlI`3(&{br+@PrletQU|6)Dn{%f5S76d!*yWI=;+I&kGx@_his1U=a_DswC+cBK#-pByV6jSO=T8cGs7^`()AJoN%)J_XR#ULC zTkq}rbQGalLfmhk`B9CQ&G0h>U6CWP%CJ7K#=^15@~pKeZYDlFgU?j{eaCaz^zUm&$YMRT)RJcoo;8nud7HPJ`1BQ%n8BJTiX(-T-;1Qv_5|1jVR69%1la8WZ01Ji z<69iNG;2D^#V{ay`eFIvh1P^LD&3P>@~LW7iqq;VWA)GIy6@V-!R-FrJZJl&qIgf9 z75UzwX8&kbU6*|TIYNdMEVy{NE8Uf`)GPdvXvi5v@TG#mBEAD|u!iC&*;2d>NegzO zPlJHOyTV3`6oPGgZL4VK8nzMdqozsJ-5NAj0)Dr{ak2z5HlCY7gc$pjt48aSc&S7r z>Y2g|*vN4x7e@e#QdHA}Mc>KTuN2WU)tZX)V`28SPo#Fi@f(ndi^GbAxK6j)2<~H8 zH=>F~8GI^&4Yqw-AmS1dSJrPcORgmGz4>8H&Es=(V}U-Oztz|24|00b};MDx{V91Z7x`#v7bGZ4?3*m ze@2?_R6&JWThQ0mCTwRI~hC^htT4cAhV4 zfw`B=P4_xZ%^wX-^u1;Q8lR7aciOwb+*XPR981a zf!g|%T%})0ZC$R#xVIO0Ul9>j`KgIvZB1W%-@M<0sL8Qdg z9dFfsDMotKpenk9a9pTmU|YYijaSn+jL4_`L(JC-)F{g5ia|&`b{ z{AQbz<+)OeJ5tk!5At=hMte+u9?nvs`A)e_Vj0XsZ&o-W`NS!LjeQ7x@BTKRp@lEKrV;5GOb z2W^=T@g~HmCt!Eu=PstY=D@1#zi zb*{6_Au4M9sA-D5$tP4Wd8q^5>$i?|W z(_%fuuCR=FVEIJJLsKc3*Q7gHk*I8>FZGynOC7Tc=|S{n^RO}1q4XjzZ~AG}fr0C9 zrgvLnD=Ubeq^Kv1buxO(vf;j>IQaWI2>LwqItb$e^#^hBkbL;)J;}zE`=DPxr|9XB ze|vZ8do1ai`#9W_E6tzqlncDY9+AsHZce*`$7~ zXfPM6s;^+?4NG*q8T=?!%Eg)rJJr=pY+R5h*es7B z%CC&?1G=}@r@b1(igULPIvDRVGN?s=QWkOdPo7_xtVMnOYEij{CytG{%HNk5$$Mp? z29`NoQi-assyoi~=z#KfhKJ8?_-qu@#*m$-dH!?3#nr$Y=oJ<5zB-DP-DmF>B2WUN z&QkWF^N}1jGgwMy1&Ztyq|)+`X^`Lj8E@ zDax%nfJ`QctVIlDI>KAQ#VdVgPJkfl5T(&YX3&@YJMrtCBDyEP1>1W$Th|q7=Pq+U zyDm>T+hSbDbKb@mmghT-26mo0%0Nc-I^jxmL2JX!iFk3E$~+s&ZKo9@AIG=X1cdMF zP_Wb3ixSu-xGdb&BSYR`Kf8-Jkx?Z~jQ@O?>F7~uJa5=RB$H@nd4PO^Yw7IZ@rk|# zjhPCX7kYvZiS|B$SM2+nLDR{MmIXWwOUEZBbAC9!}L>ZR~VG|zEs z`GAWD?z~OO$RwR=#`H>_1tk+#*KHg{>a*O9%2#9B+28Ma=NX3akLr_Yn6;Fv1+Iu` z(N`2bGs`$}?oAY(`n3215(2L^P^u8C-t5m}1J5$wDJ2Q#hZwAR7%*+m)EQ(7kt_nouTQbF%q20TZ{*H?&Od?R zFu~{S^M=Jg8_2`jS>L@|h%Zz;a=GdBsaX2PLHk2cEpqO_{$_|!HKKkDe7l4DOB^s| zC?yvx4*z!i-5}=pyWh^MLzk_5>ioH7;eT)%9w@N=kF~_U6NqsG5B$IJS&!RsFG3<* zarMk}t!=FIv>&3snLjYbWo13jd>+1>=jFv^QgF1;JI|yd{lHjH#|D>4-u8hF=E|Li z+6H>KOv*;OHiqXpIaqO-#Po~|3~kPHUgyMR5;C%}meI4iW&Y5@+)U5R=KKv@rd#Hw z=2r3++B(plu%4Zfj-IHMwj(anT|F}cXyZEb4R(xMeIA!d#K_b}&+0srh^e-Xp0J*d zxvm~AKR@n%HywIrK3_P1g@twS{BB$a>6O<<;QRl4{)Ym8QJ?_#ukZi!?SCi$6!_GM z#q4?U^FP%c3;Tbn?yj@4as1ME*O@t4{;LX4PE-g~sHC>F$$3^bc&pqm?Z?K>&d!Qa zfB)awZ@O>YUO^8zu)BM|achN-)w;1^i&;|c!lk3yiszplxb#|tL+$3hQ_ZJUk0|sS z9=rI8q2;Y<-lLq9&q@~BCxma_%N5im={9}#Nbo%Ug_~mTaYKA@+}AJMz61+BO5JJ- zm)qXIY72Rlx+(Q=cZc&|nMb`VTc?__pmDf1B+dcpQ|i2`*<-FDBXgW%vyLuPeSz+y z<SHwlX9F&axY~B;2t(22Ew$b#!$6`iirBz?jczDMc}@!~Tb>y;1pQET40Q z{#?OOpoClLX?m68dA*4e;i+1~@ALa{N!MHBc62l0@qxOR8)yatF1Lu&K+`*B&ir~gT`oB zno-@vZ9RIopsmPus%|@4+XCT5pofDXBF46#=}`=Qx3)eOhp4+&?rUD2l5&;aJ1(K1 z;Koynh^OPI)ra5nJW<3nQo`YVxkmE2Zfn<-(p63*nS706AH0aVL&(bNy0Nr8)#*)D z=1WrUy18Oeg|Oe+*_^A-_y7}N*jTTzGCznomSIXl$FE+zw6v6^zdGBuxUitW3lb4J z1l0AVG!MWFRnCjQ)x-I)CwCe*|A(7%O8puxycgf&0>@Aq!CAJe!X_#X<8QpZ@Xwqi z0KybMu*GI7-?F;F+4ca&6VD#!JX`3#yK%*Qdt*6mSq-Kf_wl(#1_p*w)EDxQ7cVM| zQIe&*JDbgj>NoL29`3uFKM(`CMy;tVgcN7l43E2&Y%EVz=UXg(<(&Ib?mpXFI5=62^Bu^dpzyK)iRjRD81&2$xVtth z8hFm9!*QkC03lYj`py|uMT%JCnJbZx@g?faS4>mVW@(Dy$+sF2Cn3VZvha-Hves`) zy&&89UTw8ml&a6RQ$st!eRroB*N>EmkY=hqjr4&F5M0}n-*w~ZUBWj}adBFCNQ8(` zmB3;HYhSVb?m|6Nyf2Z5_DGrQrdI}$LCmVbGg|(1$5u&B&l>~+H`ne63G`c5Q#4Dn zxbJLz3;m$~wP-BXxk7A>(V!`ofE1q`pGIJ79VcSM-}4@- zT%e<)Me5edcXJ|YZ7XpJ2?Y04 zXC@JiTE3aa$`g0GI{fu_Ui`?w!5eh2x zkH(5*B{O;7>-b9r5=H_z`^mn&-#*3N%7BrI)oz0GwnX9G2gDN6+q;+P)nnINqyxBi2z9K+WiRc zZ`0Zq6D^6&VoOX)WDk=myjg8^-SdoiO8Yrlw2TuD>L73HHE1aDrahH zkBpCuRaI3@OiW0=;s~IO?Ju%5S(5hPww)Xv9)2k~inl}ahL(h?Ou3Nr@D1}ScVJPy zP9M$pGAl;AgHE2oYtkzBsyL0?t~%8TsxQ4UzvYGRBPA8dayj}Ozl(#5=eIfSOHNgf zF$(R=U6{?oJ)nl^)U+ESu4{XacMpv`JxXBUy1m?q@^zm`45w9c0oi0)(-9`w?J>zz z49f+M-ueDxXXV>1qK~HCEE`RqIDfbh$B<(qY8lk>D%0%X{=Onx2`MQ;ftzIKcpWTU zJdKrHHdkiq-`n;3?t=2GdzflB)1xP9H`h<0RJ_>8L#*sl?zUYQAR07nKizemdwsD< zp!z}f70D>!U9}s)BdV&Zi=$uZ%DCQOdXD{+m+0}z##E+qp3st#(VIZJSdvoVZBWj> z$}WX7!X$B#k@u>6^j3Q?eASSFETPEJlB3kd9brLEpVYea2r2#xm$Sd5NLErClj z@aS1=QU=viPIwjMjtQiAQ8Bw^R6%D?xDMNiz$ZiOb! z<>Y&dP7V7|wZWQT>W?O!f$p!>Bo$ni?yjAn7I~>w*sFsQTtih5eXyBmVczLbGvD6q zt3}*4F-}QC60?$L#;`Yctg?x+cqx44Uwz_k0tZfs<(-(37oGYAcbIZG6!ib+V|wVo^=a8E#b zGzskT@;j_dcZ1F4+G%vNM0gVsc?1dUI25ktDx-BwXY4oEH_c}`&3KL5Qosbdt_^xO zk5v(!yTPnFxV`!#$o=(}7Xdl{=Jbc-HQ6fke0+TA?k7mfL1~k_*}^;>CJ``dNnm!U zXUKQim`JV;q(Iw=HO9eLBIfIq#%yJyV8PzPslrLGkRIA5%>%^Jyp|_gPi|9DtB-)P z+exP7=i(~VEOi>hIjYRO6_xYh17d(Wh*!>RWX-#~{hd6`M$IEUC6|yZlCgYoMEq+v zs}5mdsSoNmM4S-+pmc`Md4-;q);IHccsS`o;WRFTYVOs|6N}|(NO$OuAvF%+IWZX& z=!#~ExgnuMsR-r^8@V5~5niDhTpQ8Xa@q;Q~t7Rvc80G?yaI06ij%7$?RKQb1 z0-D9e#rpSW^0FKkN4cy=OLjJEOPYH z%S|xiyQpfaI8XtA61C-jxNSZxw5?EhiW;g85~V>%lSsvK+oq}?3E#w8l|gFj0&)m- zoig-%ua@tnCA^koUV{2E-TeVkTh~FfOd;gFzA!>sBBxELtY8KTiG;~&xF*=5V{SWz zAFE*0Qzsc9ABR!PaFF}f(2w1n)x&X1XDL|yDfx=P=7U&9F>6=sY;Q`Q$5M~;_46ZV zGyL}Uwx6HFx&W4iC1@)^8*PANugNF%I?t7Ab8&L!=Y)oF{KN*p4}yLayRl>2-ucX$2JeS85lMMl8_ zFqKd_z^f%7ShJY6wsyQoz{b*q&Xoh_AFnTt{ZKxFN6J`2n;~`Q&Yc@>VxWJI{YX_z z8>imIdQ?9!lmCNpRW%P_vv)ASIz@HI<;nKJbRc9n#kuPbgy~QF+4Et^G*?r(_h#ZU z&i2jkP($mjAoxI(+3pY3bEH^|uRx=)usIawN52Oa0)0xCu?2v~(|30`M7oYpger;n z;1At{SXeg$CY$3$yPNU@dhNbHq~NwmDOiYNH=*UfOI6A`<4xse$O6%q*CMuHA&~|X zqr=0xdU}fL>o8f`BOsVxel(hmHO4d>tc{M0MBW97PLaLPrIu%U&uqStXU?>*XxXt- ztH46ra3wc47u5L5cym0U6Ax?xTxu{C#RIF{_Ot38nSl6KFTvyLFY_LL_sWfCH|eld zLA|MDWnrl!@ai6KNtDnd?FP{G^cXRqYYu>pfVa`;&NtH!Fn}oo`rWYtTZ2S{Q>;zA z))Y!xcuXb7Gd6({hNx+zqMubgkmg_4CCO*Do9@c;q!tZSxA^+v#S6m<9>7U}53v}< zpLIMB)A{0GNJz)OF<+3=bZZUhRZ#;>qHHc05#YjF1#&nUwzE?JM4o#XA zq`>AhYo;DFGJx#0KoDGD*hK}ot9y5r=H@QteK#`!&D!(P1W^lc0nBj@$RoHT{z@u2 zy0yS3_F!RSrU73@fVQ%`eN4b%et_9lBAihXtt3;{>hITwF}y(nxX#JRc@Yv~(wR{T zR%fjcKH64cOj?vNpdhG#SP!yQ023mFZkW`)yr#G%f>sY$BwDV3l-I!??ylsQGpHBL zhikcAbMEMPuSQA_UXRRiDlQ-jVA1Q^6;DC(s|2j1&}!~AGV}6Y3zNsY_GaSx5`!6F2^2H(1k_3|7%Qb8+upAm~ zigW+mSso4U13)JEq`Qto0i0#qE8hWvr$X;A54bzRyj}(ab=vQvQR@|#uQfF)?dnY(09)WKirgRis+@oqPfU0{m7B!?h~(9ERUsFJ`#^a9vGIOpLi< zd6D}bI9IW;{b|ZfFsrYTvZ&Wc6IDzCX7KXjJyOeBihU8zRkZj;Gsf)df7ovPEN0>6is_tN)jU4otC=V z+IK1_ZDu;UsgkLti0jlZodFSny9i!&4@iT|5=0ST?r&DbBL%BEa~orLI88dzd+&Q| zDXJH~etrJ(e_85tM?L@I>x&HCiz<%uY`6Mj)Rz-g&jR42RZoqRHq`a%OZd7YVB z<-T-G>IGTI@15>od$lb-KRNQ(J5ucX9ck28N$8X+ML8b!oD$J=U2ca5?&VyHW`}S@ z4lF7`+&}8_7o8M9%>!qEttX>8!(pl-C)Wb~9HJW@8zUtp6|L9K=*c&ya-S{(B`BXP z1uO{6CHs>IWl55N3e>k@v{F%Q??i(rFAP@upCK0DgimxacrxR|80$DaJ*}+is5jk} zeed4A!D0V1tf>nD;NGJ}(8D*g4Emi6^ych$7}5#i%e(*i$@A~15B!+5+WuVke_IfSk0^x4b*%7prt){~8urpkbDRFarJ>smKemWX=KdkLKJG zcmh2qvKXC!{u3i-d;Er$Rm^koKd0g6?SdF_Mz??#ntk@%zx}Tk(7*4`I9mGu<%JlL zLkqSHN*zJs4kqwH1`){bAz-KYvK2+X1V@w%h5!Gh1-$ z?_IeGe?qHh)&vnl>j(5xpKM`+;nJlR3HK3hX0TM4Q58?YT^5R)z;~*^adA^OA##Bk z(_DrYJkzd;0yS={>%dnql~MfH59oPH1Mx+({vKtOQ7LOvsYo1rG7Hkq$DohrdJ9|Q z@X`g*cdOwkLv9RNJ>8r$4l^y}cwQ}`Z2>jG#j6G_Jn4r;`89du~r zQsskefCpQEQ^qt{pDK!6h9DbSp#OSh)XGw;w6_D*4T}LVtls!%L0UkT1N&o^MTH9j^;L5XWzCprXlQtNcu+@_A!v5xAxMbg zt|pqy=y3zv2KiE5s5+rELzO6bEQc{|XH9%Na_k{*=Buesmx0hOd^5-jwr7!hYd}!i- z<$wqHrf5KlXI>~4f@PIzX!uTSenGvpQjLs7R}9JUv|Fmg(;(LI3hFdA5oNRk-YsuJ z2K!*p^R6glmENi^L}V(RJHb0xBo@!ox*d3q>xBbebr6+wi6;c>;5|po;~S&7LLBfE z9S_ulv-i@08Ujp`C7#gI<$fVODv>il=j=+g8%|4xNQP)`TUyjo2 z?aB1@^*w3+CM)Zkn_}p;aqWxC6g+l!T@d86SNn)GYgau;G_sIP1zIuuuG}a$+qL<@ z)E}BL`N$dN&M$6?O0PH`GLE^~_WR~*X*h2xt}&uQZ`qplm#iaK(g31q=9ByYL~OBK zPoS@_Z#UJ!@HtV_aU_&kN6USCxk}MRTwFY+?!9Iyw`CQ;?X6vj6zICoYBXq0ntmbh z#fi-aAqoM60>iz#dc=NUce#8=85zL4P($sLFO#WRTB%kr@PV|V)B?$n3qcOlX{Y7M zPzSuh&KURyJGuAv&ZhhBockJrs&1BKu!{%P-wqIx``G(?AAs@|uEI!$yRp1nsMGz9 zV=3|1QFHzzNQD2RDA_i(|YLp0gNjJw5F!qh{ zc%OVgn4G`^efB@l1I2=Yo0YAPR;rD6e=tBYv}I`UpiT>UY`K%3WVvKnl@D-HWHs&n zWZOF*x}7JRir|r)l)haMpT6U^EU;6(Td=SS{=e$w{)*Do{>`|a%sSkuOZ{|=5r+nu zGbcCO9qD#hrj>VBcXxhF&M61+t#q+xX(c8l!I)@!rK^;8%y(zX6-^Pev&z~$oe!(Z zLFWz@&Gmdtn?_s)HwWfba_guYV3J#*TIyBKB7Cv3L<47*9nfFq&Mag8A=RGhct2QF z4jv~e7{=ipd<5^bf?aS3jr0{78m;+eDw3vl6%@2Zzb*&OYWuR|E3|dO=+vFF z-vEw*M1$Kz0kKJdIocc*RHj=W#)R5dXTIA*SOm4qY1(x>$)w`xFoHI6s^P2coWn`ISa|DQ%|`GS)adrd8(}6W%29oMrS#4Y;<(g>+?u`c(o`x zb0NaGc2ERk5iSMNF14mEa zfAgXEJyP!5Xf&mu`)DYz-xJL5dx+@QSImzvF7yz7yNIFm-!J~{_dR0#7a!W|0`x?* zO3Mo10IPljT34}w(`Gx>p~3t`V0}1bEY7_Q;$o0-zztX2>-av3pd@j3qzB-B+K(OL z62P2F<9{|{3(-=X!6G!`Mg@n`DTmE0 zS%Ix5WhtMo0epLF8H|+p9`4zrG5XB`xbmbK&fTK@fCSWljlrE)R(FJ$gZ2pc;H;V> znougc-ETT#%JM+A)w;5v6q09jOadY;gRY zT`=>U8OW$nq^qwVMvi|h4iJsy$V6+hw-2aKd58j5plTt8p$2JOT z`+{WnTEE2o*UKOPlA!JZhLhVLB5vd)%8azMscQMNp!U`5EP4wpwYO)!=l}DS$#*C>EW{K^0O!aLUSR0pe_LLjVmMLt_xSOIs-2AM#(K zP!332x4@kC<}f)6I4zAs7>v@ds>ptBXG~zX&~1AINPMWlnvJyfl;d~~86`o8b^A%_pj2c+RX>%qY?V1sKz&LhVr3DmG z#Td2pJBx3%3+=HU`XWX zXAk{l3($T4FTUwtAKJh8i_ibm;BH6uZQM^2_8T?-HU^9$*jL)W2=h}r{O_oRq2|9m zw3d36fnghBYvGVJgFr9@3@ho-I&Z*S(QzUy#@JQ0`0z|AMitgNgi z+e&tJd4IPL5Y&4OnZ$SR-a#a?7my3&8r8vA&*PB$ZkEtd@j0hX10|#+po9RtkQ@)lXpDEf|L)jH1xZ41Y`{z9gn&E*bERT= z9YM(V8T%I>GI@Nfij0gL!M3)tst8zg?1Z`r*9f#vumTw+bq=V1iG~z7(LaRQOW--g zjg->Y)XWMKk#!K6LRXB4O+a@Ib)gM(b;-Bap8-ex`Do`7RgEK+pE)FTN%H3*1M1nm zIUXOhuX`~3fo9N7n-2*|Nnsf067(6El(Yg*Ky%*Rc-4u24#T7kJZOaNj{-{_7u~u3 zQf*zx4Uj1JXX}WXna$RP($y1|K?p#58xmS7|1et+@X-Q&2tGNIda#D0;R{6eXfvYY z;^F{M1`^bHIZ8o9?^8vE(7yfo)mQe1-(CxXLqN%*TLX0fh`ULNiG46{C~GZnpBfq( zAT};c1KDcIQQC7@Od3T?puVTRy}5N`ee{*N(g-=)rT)qAd*+ZG@_l@eERxkqPDtPd zte{7wLIn!j*m%;Hgzjw!c#bjGbwt1kc)JYQ5(sqk(z;RackC~0SAHpwN}vp+KxRqt zUSV!7+ph9R|7qzz#=iAY@P9NZ21xuT>i1uj;=VTg-|FmtedzyMO{xOnVqnt`IXM*< zs?j+WC>IEofL!^mG31E=?)(ygeZZnc3DJ3_f(7CCp}?+ zXk7cF(0XhUTPh+Avc?R%?GXE;8htqM>9KYpZOA@FF}~WKzu11=v@6S^4~_KJ#AIb< z=}(h`EvO1bC;HM(#<}kl{yB=XA0fvK`3Z=atmno|kJ3QGn%pdmoYU-F<^p&P5F)?kuUwMe`RDNT@*pJ! zc|=fgP=o_|{>y`GbWw>L5W_4Y8r1x6c5V+PY=zzjF0meMaD>t^bXnFR9Kx4;CXk+n zq{9d{HRR~<4IcKF-23xgA6KVc|Dhg#xrrcwdo=uwq5tOk?ostG7ZB62pBMj6AHu-M zUrGSOFc{qVtNouab6?8#c@^WrV(`(=-+@LLr24mu|NV#dq4GYJ_8Yage~0n1-@Hdl z%)jB%|CWx!sNa1E2^83a#6O$ggXH_nfN6feYZzhu6UFae{OzGVLhd*E`i z=@C!|26dwla1L`AVKr!cS`h^Wh2VlNEH3^-fH`>VXQ4pnD60h|6}>VcLEM+4C!vQ% zfVm(o&2`%S06HNBrT8aM2p5Fdnw_29)m5l=rHxk4eo!UJ+1Ccr28DZz8M{#ZR`nno zQ_c$bl7Dw=QG1eqdrAJ!cGw?6;T%NX06w6CA-w4sJpU0{2a<_*OyK^fM{DRJ2FPd) zeD?UW^PRa+Jpif`^4B?;!9?$NAO;?7zYV$&0-V*-04=@!ymd(ad|~*TdjM>d&E~_@ z%#Pt;k(NwDZ5`C{MM8dC8-e}j?d%M_&EO^GAhm!v4^Ngym4Rok-2!>=rp;dG{kwld zDZ^G)R!|T}Rx%Q%c2YexC1o6nq?|@Vl|h?6$nF9~^v`jiD<+{>xcB~=$3sAxij0~t z;y1UvAwEIHZ6o%F{JR8fK;a|Q3QEQCYuGVUQ^!wMQ$k&_ene@NAL(yu2E!ehvcLoQ zovu*HfeMBx^$dnA9^hM0Y54B-plS4Qpgw`DV;AYi^qcTwq^0z?O3z9&`~;$X~TSyI3m)+^Vp zy#uEMy5lnN7zb#9u3E#S8SgeOjMT@60G|-jAS71-`NI6aii|uXrG$Doxlga({Tv~6 z@Ax{Hw&bKFK=qpdLH#HlgV3dlTPGmg&B&hvoJ6YW@CGuukga5b92z9HQ+FU=2`2UT zc-hVZ9n=m#b0^(*ApR2gt@ef2<$IRpw+I-JcTYn>cQ9H6-QZs66yw3|HUH;Dj4u1_ z;%{Hk&HTp??J1SN`|%isv)_}SN@ssizx>+&1QY(Z9{P)XXe#aVVsWto#>#$Eg8%kR z(Jym=ro`{_@rzQwF8=bLewl-PY5RR5Fs-2P{MkG@Zh>LFU(N4#?e~lO*5KEjzdeK@ zUS8394ly@jm)=sGrJ9n`eqF7iS#QjQ0@5M&B`XpKK#9&q-C z#eH${Iw(1-BjkVzO3=fKy+RN*Fz(ENAf3^^Zv3TG*i)TXXQ8%?iIeOKD-TaGEh)O7 z9kAuelEA;)Nc3M!p`aD@&~ea)+S)=;rm0rZ=&T!hJ;bR~e=>Ha(H;`D%mOX#!?Xr< z+MZ9#q3#kY3>B;95;11}CvTwPQF}AgucFg~=Ki{c(m@!4Z;SGvGef5=2X%I7%-5?rQ1jsm1 zZK|C>3qDVqIeURPQcw2;DHs2AIe9`q*xHU_Yl31WsSyHR5@<@TH9K|~0{&D)^8_Ln z#=G6D1&u|0M#EOq7ME``e{vGv@(l@TKsMPt6Zi1D&MFauf#*yzxn(b3zFc^**iV3| z7>s_Tsw-H|pNBPj0m{4&fowA}GI|C%aQY*XTHTm)~L{1K!rh z6RimrB^fdL?a(1Ol%&d$!L7cJPtzI=(yJoY!gdxuZPfbXt>mFSq-1qjsZd7{|Y*%MKBETa>_ zv*Xzu_65A8iUSzISea8(PaqJL0^|4d=gn*41f>t%)DRTgruBo*Z=ri95Itg$@uyB_ zY%!*Ybf;R9LeMwRIvXYaRaE2BbVnfQf^o{i)Sp*uG1nyKtUC&t4u$C$)0uI<-2Ly* zg3-WW0`1zqZ=so<;KQ2YALTa@Su?$|b4>a>#5oxQscwBlFajb0m9@{j4HXp??2eRU z-v*WO^0Pxr0>$Dr)tt}`bxaRM?Qes@z%5R)8v*<(Bg+wfj)0K3KG5ADgR&mPep^S- zH^gi1@B_`jNb9uxmjS}uniF6xP&t%_dWH|GJ}Jj@1Lyk?lD-?fNt{LDeMSVLP^O|f z2I(1B-I$+U(Zr3lJ5r1qw0jR?tKA22?o_V9+af_n$L<%v$C&n0uwXK7eUByRAmV4# zfd`-5RcFumHw*0RACi%t3VdIG`11`;g+ux)GNLk2CH+M(kjm7Aoy-uE5Qlv6)bHs_ zbP6xgzv+MHLyVZpxcC3?O8@jjQ_=bBt^Wj(yVZ%Xk1@1UBRn}pC*#NWXpI4IryiXC z#8c67YBZ*PPan;H`l0wxkowp$ammPJLn3{Fmox$O#{+Qu8i+RX@hy;JO{VTcc?1>J zn@1;*3!(IpVDJbL#77tbU6JU5*r zJ=Y(nHu`LtFJyLj1~5w-idA6^q{V@$>>RYIHYtDO+_eD%v&k~&MxU9LC!1c z(0W(JOJ#DR>>xb=sT-73q|vNdeJoF|TS;dqv)vIhWOHB6d;t~B5%4pK8lO?l6Bwpi zqs9VS##}X6N#>I}RCPg6yia3kb>$A8dpZrO+s=fhVFXN9JAk_IRVa zh~7%Z9mW(`Tv&K0!@3vZZQFNeAA_j@`t#pK9$^8>EYgH|>6{OVX;xDAQvblfBVBh# z{^%|rn?4)(dLj4AwfIX-g;}#^tr9hiq)5{+-H{9Vhli}tY=r#w4s|N=>Pljs@o)a= zv0Ecyst1^fF|Z$0$BnO&Fm1sSdH2}JsjXyX|BgZC<;$V*))C&4EuqpsdAs z4{33P%CUUSDGA(k+nl)2v8&gvT|4}-0>U+?Qk4czPPw<}GKyJ(rwezvS^+LCVZO67 z2=1!rpfDYNS12jeQarA&5X>1r;1J?4bO@C;o8d&1ByX`tcRxKp6a2Z)`GuS#(&@1Z@d4VwS9Q>uYj~xDG z%S-XSk){~cHaCNLc1o%7q^$*YGe@X8XJ%WV6H5;23yF5pL+9AH*;5im z8ogEzL7ED-27=w}iTgA9XR3Pw)HI-;S8nRTCPnS@%idWGSxHAtV%W&t(b1tVcG#B$ z&iT+W2zejqoHNj6hF@SksG_p0uLF-E%v>1+#8Z!wLfiDX>8Opk%P{w#vz*E4eR&_S zSI*+A`7DuH2tH`Gc`j*OxCte~W}cdKtN66gTX<6|x|T}GUcY6AI`x5GY+8b&?z9nP z1o060M(l__K}Ydu9M!~nC=JVngP7Q*SG#MVDi$W97eIuH16!0BHM{Getf&d&tD;WK$vZke{XbrL81j>D9bl9&8S% zMmtgaLmFMIu{tYCf~_ET{vS zX(v9tx{Jk&aU8z6QJHjxBF-60)<7fdut~vwfi}j|>sEhzw9?G&$ z+ZcL_=xpoUZ9HuGU6E_jk{n9xD$UA6=d?%X*i}BSx{qSkI$~px(+6__==9R9x~0+M z0Jh-PYW`6dE1Rm+;ya^#eSIBo9@y1C#O1dd)@;V4>)wD4IXq~%OUIFP%d;oOYOr=+ zGOe zL>Q%^p$`|C)K-TG>nl7soE$pm)7@Lx0c1hWdCCSAaFDu8cJC39R=tp4R5c9p5Ve*% zY?4pt%pkS0d^S72I`^}+NqNgm_5>lJV-5s5p&N$OrkszYFrmbP`5-ExxrDqOyliB2 z)`om&Pm_%sb5;tU^k2{gzsN5awKYt$CX3$6paWeXDz#Y@UrIQRTcT5STBPS%+3#w~_O_ z4J2GY8&0)GDNKG@)i9Rzm9eYXQ=sjTkgw%&s)rA6g@Q?g&vM|Cl5+0)-j`wxl1NBc zsK}B9g@wegpt)??d4sKJTSNRoGro*o!Hqd=)^{*c@#x{iJU*A&cp3bW^C~eCTVPax z`A*tILu@;uP~A%Kkb>x3?7g`%#zHDOXFX}$f~*13h%4_N5n!_;2_!kFF-deQWAqoE zHgfw=^cd=0bl-x*8Jc*535SWff3aUK0w$nL*C`uFyc_v-L3$mN_- zN^-tbjgRy{??cc7X^e|J@54mHmL;1;wL?g7j-EGGg+4agL}$#U9BK;goKA~?DRMyf z4W?%&BFeb)BXHAh+18?~{cWbRYHFci$NFCW&xP&P@eSz9UA*b>>58@&tBkJsdaRaM z(k0}}uVvtts-h4ij$ptv?n~Qq(4oBFCDiHwAKICVf#uvwSvMbj3O%0u;;I2CXf90{ zv3dUx$Z?$3_c+X>4WTm0@+ z403VnNDSCU<2y^JL71SOFY_a_&_fHxXQ+WTc=QdVV{5JxsiQYmsHm(;gV*|f5ZF4@ zv&?apdO3bT9?dt`Wjr?QR#f!JepiDDx@>tBi_~%wo<8ZJd>w4l7I13BTT%LSeFg%< zD761|c(Dly7%1bw%gy<|k!oOgZC?9o;Xrw!-ovwC8dP~IgZmcmxK>z@Q zZS&DT`Ic|%mQ$Oq4guduXPJ-C>?~rF6z8i$QbT_Ty2wvc%(PRD?_%j`pgTkS)52j^ zq*OF$@v|&aTEs4GXd0QdexL89!1$gjl>=ts`vaC(K7?E^zk4g0h_LVw=A$gz%82=(U1KPZte(>r}LNdx$J`E@-h>w131|o|$BD-1fy#AV`g}WO$0DZ>(p#_GYW`xGc4_+#=P)9@x;4*0;q+EMQL4#FUoPZItV>7-CUyCTz;n{!S&4_4xzR z@6(W-)o6TShmg^gS?Zp6WsnK+jVg9y;ey~rjb@c^7>nN7y43PzCX31YGXC%s9nhCr z5iJ(P2DOEbVjo|R*@*CB9K)P-a$Id(Dx`7Pw#8Ep)w*F2mY^D|V(Rt@Wa`DGiWAZm z-Ffp`u_aSU@sOo4U%8q9df7M?7miIJYE5qOb^XgUQ{66|R8&+ns!3>+0r-8TELLZ{ z17S<<+KO^u>dhLOnuczF^VT6OkE(XT;Q1b@Bgi09;&0*I`twiQ5RsZ{jTeL{JS?fte-}vvRjpytv#WL9!*=?CUMrRBZXZJj zAzdRJ39z3?x+!|~Mb$NfFv=Ej7XY0Cd84~gGjkd#)(IV6Ee$J-)RE}Hm;?_SL+5=> zc&2%FDtyb)vY_fWZ#;W$oH6<|KPih)gU<85naL!116#M{S@6sWD%x}?DOc0PLbj8G;^hNJNCyTYM3AqqsAQmMzAy|*`KoP?Pn9>hZ|g$laiPjvf&8;ISUBxZd6e8BGkX@P6c*~;XdMd}P<~7U zvNlvo4G=7`7RNGXri#KBgg619>0;AZ;(Khpib_g?HXpkHq*{--8u!r*t`&pb4Yd1y z+C|01SEW1u_+Wt6i#^_dia3uwJDhAl&?4WJ9Z8?gQz-9GA=)5P4;OHHn0LN;Dfv|7 z9|Lv+H!Dq-Z#sN4C}=fn!!jj#VqgI8S>I2;vmqZJb3&NcHcvuoM4&r1f>tvrAnUXy zs{r^DI*vh6WCFC}rB-NP zF5A865!rgCCgB*i3dm1m02)A7W9XChpO^X;&93X=3eZF$cv@=r!1V9~Yh-BSW|4zX z|J?jCK#JYU8=kItmgCu(p)s-oZ>t)78emTY!mLUy!z{z;jPFva*X9sHE-?R3GO@9MV$S zC0?{pjtk9wRJVq{Adcv6Y<+&WQx`9KSyo1n9vTL68oO{$IlGbh%Yr0yF#*60Y=M)| zX!k49d0K!(mt!if@Gjdao9t=4svZPAetscl_kib8m?>!MynZUH#P{28 zdHft5GY&HQFfUWO7r7yC#$M(d$+1WOa!d+6`qxgCSE_Ca8}977w?|<6hP%$zPW)x9 znh$^9&#`uK%b@L3k$!NR!VMC7ZMP-N!nv?~mK~`?%|?C}_j`362j(NyWZO0}xNUKh z`8xX`Y2Y-p^P@1NqMW-Y5hXV3V<~`5EuWFn!WBcbM;w00MnMTZQYV)&TbzoA7O7>sk5f}F}k|nAS#87pDMVqwvfgC z`JTs4G)FtzX~vS6O8p4gk^pVo!PXq1j-Y$mE_t7T4x_h&7*~;UIhYetbwZK=H2lZ5 zZFZPsiBAC#%At2(A*dc{tw0AH56)ogURaBVUBE6aDItX$1Z2C#q2Pw}oC)lnJ#L$j zZhaVYkTeZke~^(;*J6Co5Ib|w$=K1b^~PZRWAjSLEkAABD4CVhZ*-wk-L-lx^U(0A zhO7xZr8}F{Ek8eX6%{}QnSc!{k`b|(`HewlrO00DO#=uA)d(lhKad6w1R8Bz;3boY z7&@jY>)&8!BQ6DKAP#j)vG}S@#HJ{K-2g$#f?U~tMNQ2Mgp1ZsmeW)ckkqglknGJ} z+G{GNeLWU2#3sq*1~HOI(viZ0AHr@N;(|tzYEADTg)BkgMEeob{v9t#e+!8aP+kYY zm%$7#PW(MGJleSZ*$ukjf$;#IIWUH}Vc%MZ5IRoWq*jT=-MMoV+w3;dkUU<9pto7# zsTPqdqV-b*O*Z1kPDZAoic482idsmEIRs@ub6)JE#}7jn?s5w&?LAPLXHXY_K*y>D z(8P@(2?elEdrg|rsN*9b_HL`VUff`s1IG({*;|-I+&c9Rc~1MZnRm$F^zk7`xo}k& za|ZGNtTBXTD_>#P47H>*glXbZ*rig=EKe_+wq9gG;ko`H6$b^UhfmA!j5~yx*7T=_hH^e ze+yR-8HwUTRGc9#R)ifzR#Udb&3VQ}VBSKys8w24?|oKVe(u`RYnzI_mte5{``MMR zu#XJ9ef#z}0>D_;RZn6TBp@Kb%Ui7PE3pwR?AL2vz=IC)bIB@I!_&y%(omh_g)m2~ z(O;opf`_9<+G183Jc+yuYVf1iK7K)_r|la?Gker~mps06=gww%aCKMR+@6@XCs}l= zEzR50OWyYi!6u}+y^BTnewwwUiOB1ldrZy7msg}f~9V<6|@aiK2we5A#kSgt)c`usi*DCef=NHh#yW+eYO(~uzsbM3<|vBXH7pWdkiSV z6rFF^TUiH~3@Zw7V}?9`SE$(7j9~l0#3p%)CsK-F?xyA*OUY>m{D!(48UV1#F1(|v z6L&b;lwI2}bJ}(UX!plPdYC^YOx(p-K3obx)&y6Aasr4664rOWxa`^KyN@23%MRZ3 z^9$rRAR5q>(#ef02A^*1M9wqRUP#AEmBjF7c-JksYB8-8x`#9dvw*PSCW(zr&J!++ zIlWkpqH6as$V|a>G(7O!+cdL?k@LzyWqHbe#P6a#U!O_!!_BJ4Mh#bE8Uyr$1=TCP zFj|mKNe;g6J+KtYqHBJ`z*pL6LF!Y(;_ieYTmv?=C>r^*i|3(We)ixXMN@LxQ}$0$ z5y1v;A4S>RY3qU;Byv|&9|eR?XqWen`soqrFkrw^-+$;(Es)>7efxy@9)guc92e;q znr3|24(mlA^}~$*KVQn`c&ro-@1sCr6x!s+cj&m=hXD(uAZ!^PV%t9y`SB7c2A-4< zz)C3*A>dQAkwwt7PJy(LW?`D<3WZ%r1=f`=?idS|KqIW?W0?1de57j`ehpEZ*#v6v zA^{Ke-9DH zRc?|a_?$RSI0+#fI)<`hfi1+J-T|uwfcGBS2Bj`fCB%Rcz$WZ?Q^+`%ZVg?7>nbe9 z?#debfRdR{SMrZ!Q6TUm4nq^(YAC%hO|yu)cTaENQ#slBff~gtBn{KlFj9r#<&D9B za=Ce*L;o$N`*oxF7b@}y^%og2pFi~uk}iQJAR|aAWm<=ZqJ+S`8IZV=+ z$W1ccwfZ4aVAHLWtdXcxB)Jot;CLWJ6N4MkHBay%;v%mR(3qK?27E>!^N7d+{sNbR z{q!kxv6&2^rfrQcG&3{9TcLNxSbc2#4V`-2Bg?)Z7khcaJ}i%zoRLx!#?2zgUA}bZ zvv!VP0g}Ek_4V}ixpht~p~Y!uzAZ662%`hocId|-azs5TF0b9t686U2RAbQST$a;?;?@ijS?-5`L`+nutzM)}%aCHVPz`oZ!v3UyL zg*D60Nth8WT=s5$c3~~Hd%3kxiHkb~ zkPRS`#}#q>X>=?Fk7_7ifh4w%KTWUG$t;pXp#}xD`Sa%!h7Iadxd=otX&%S&P}!(i zp`F;*TfxLLfESKNJiJ+38$P~<#=$J_cSueT8_HtGjY5J+6H?W_7h#>GR~iM(ND8)# zw>ID-CFDih#Q@O#-sW~oBjM;XygQPj0CVmyvh(?DNZLGs`U5#|f8su1=8zWJz+8pH zhU@>xKa?;-IK5bm4p!@AL%ap*UH7noU9<;jdlIA#P#9&>uSs{aZ$#Q=&BW*s?sPFAqMK*fJUm}s|i1;D% zXG6f%#L?@NZ@CB)BO06yZ^w?j>ho~G+rX7lm%gg-o7~ zFtAgCNk}fbYU9}P)l;jGxL#L}BXjQe-`waa#|F2PChUZoXWw(Q1rFD6gkw-^Yb$|y z$Qp9jSqCv#_XUWFRA|^OP&nA zp&@;e^W2|&tF3rKyHR_HTE#9#!B@$jv#;~4TzK`!60vr$CW@oc$4?&Y_l8}V7ro+X z!FJpK65-pqhES$actAsW>3RiN1(&5T0~x?BVR3|a)YU*g&COjWlki=sFH&D(d9-d&_QTH#h`4UDCfscKatzoG3iH>_A_e?h_>E`>dNs zjI983yRc}*Jp%(*iSa3DnwQHGUZ}%2cZMJZ)};BHt}R7JePJ|6NH51~Y4~d(e5s{A zNqx9DdnH#3rad?_lVztmI2L;evUzHZynwmimbBi*5hf{^NbNC1OkisDdQN;=+bzgE zQzNQu%(q&8_II>kk{UQb_qA2X*Ht-i;KnsMA$5x8I5GD%gpsP3qIQHiFg4pJ4EcSg z7lyRBvs|@O9{`Ko(nDe!0l?gP=Qe_t+{%_b;FB-Em)5+iu5!h-b@2!CqkPsK3$CMV zXc|xjJqoL*SyB7)ESZb%2^gc7g_~1V&0ca#?@?8Mi0Zxc0^oPVxr;jNL>u;JlI#2E zyflsi`lJrqgTh@Dyyz&{EPWVu6TNoRC0F5k9gyXow>$e(3d*pn2XnXfcV7fgIZfCT zJ=~rrH^zOt22fQcM{a)pZas@!rJLPI+D*CmI=`%RYp+nHuJVY)oXF_8Pu`tN-{d+` z8M4gF%_A=~gLu_7V-F7iYkQ1cf4-(32&u;1p(?(~OlluDkvA8JG>4XoYKG zRNIcF#rZd1$cFOjMmO6kGqWq34_2vjKi=%sBH2TW&3;j0-n@@u`RzOZG@-L+(uV%=wd@5t^- z!J!zPUL**?#>8;~Iw8Th7pr@5j}}kB73AgoLF{uyxT1l#3oVbF$h(5cY6UA_!TX8F zG#y7;1z#gk=>?zUE5f2u*a37dAggyT!~NxVPgG31WHTw5d` zPXSVqa0tK-JNE;yjen2>+?1O?!!^-6YyWT73!o(4Ul%Y3Xun9>jTh{a zz!_4CD>D#y+mrqG>+U=yv|^aI6j+Wno>>^=Xy;{neT5>;{HY*sR!+mQ(6hSh5Z5Q{ zI^hmKK>uO}V^EuTqMK|gG`qEn>sQRQQAE1<7ZDmWC8cnY}v`vR6FZXTcI zotAO9d28iY2&{O#$t;Min@bCuj`oWJh?{~QtSk?gWrhR>21+hRP$j52CmL9BO><$$ zA}{&SoCxL|pp6)1;vx88Gx_p-3Xp~OLu?+dKg5jPzsWd{Sslc_p7 zU0WVL*;5*;l`guMdz5!1!PqM#>M@sxdM~jcs+YZfS*nd$wnEl{xSxC4VX4?8Z5x(l z(YhHNic(UveN@YiPwmVhpS6SeM^=vl`TDTdf?P$KGz`949pBWfpn9m+#E&P?#^+}>jw%fr_X z;fz{D6YmwXBo>E`Kc=G*QEOC(r)h7qA>Nws{;Om?b(CaN2jf+W$b8sS-lFxEOuxdi z%CWwcJkqtE(ubvAi)4m7jaUe@Vjgn02HGE%G;lzX)Q6WEm);d^+#l-f?NCs`D}7GY zInPT*WSvnM+P2_Ldbg0f!ux#z5C?IyfUov%cFwCvGgZq`+d{b<zG_V~ z`3|Xp4)yVcVs$rQ4Z3FqI%J(s5J=OZVsFsxaRGRQfvMx2=~r>J-I|$(JRk9v&;spu*D$ZX=%;B~2>7k7sTs6- zkU#4EJiE&LmyyQ(#5lBBUDHGsH{~cmB_-QlVwc#yE|E-nv^TW^kH}~3{{l$Et=3zp zUk_C--aqhDw-P%M{NIcB9@#TAqIho4&f`g5Eo~DcJXFAXse0R{UimKto-M}C&$GGZ zC^RkR5PP|I@H1397GRLY!Y&q;V{NMG4916Bqz~N-+^!DTdIExEVWktm`i-~V6TD9^`aIbhfC(Vy+VC~0xc&M z@clwjcV51anstcOh>Bz1V`r7TY~+mg;?HlBd11?F@h8QsR3aj$esJv!NgEximFhUu zLS91#dRPPA#Zpx@!~^MG0JKgyLAJHk{5QJyLXW9{bAO6M}b(+~Rv~|D8RaBJkHJ_Y7jj9=I1xyI!4p zhhm9Q|I>{eBX@dF_-XmpClIXbbri2{&uC8JDnBO49>iklr~(Ar4YizPqTsE%m3ckitCWw)dIE#E83xY#0^$eG&r zRX*#7x8}0PI4ophB@ZzcE_|?8=D1DlUF`7-6DhCbLlJ_Y+LFJuWzYKzY{6fsFsowDcMV8&rD*X@$Ks z;Mj`F8QAjgcP}|`TemVIOZ*?XoU5K`13OjTUA&a+-<`c_vlu?PPop>o-|I!KsaAfe zI&#WF=}*BGRZ97LF&#CVaeVC`ietJimLXY zb(akzc!lzNclRkYR7pfpTHZZJQI-@lN#Is{jnWJHXSj>k<#%4a=?G0WxQj7>4p|9c z5pEsc5VvHqsn2A0k|<>xEVTM4dzV{`iY=IjXUmKHt=_9bh;qdHov1yfr}F6Qu|`5d zXL{^2^-oR>1>FmO?{^V~d3aCndi6sbEFp_M9#CWLRVJSMV6VgYT7`9XC+a}83kH~E zns7Fszgjr1g>wqxL-Z8cUSXce7DGBgL{kbww<438bQ4L0L#dWBoK2emIm@LZtUj`8 zns@h_xkUbHdf3Y?yC-LUI@`Vu-nqo^(>Q6}^gybkNzyj+QL$idVm!FFy~UvlV|dmM zTla7^Vi^v)A=rm2lyAu(3Z?rp%YyHn;#+RxgMSVuInk)?4N`uZgHUc+KbysJ&)2oo z&0K!dLsZAs(Ue0!0g~Hd0p_<8|MfUGk5vuW3J)a9md6vG-%oU6TdjBeJtm^-bI#fZ z0_3$__AOF=_`LnbliL`bE7)AEmkpwBh@d|5@&_@!%-rC-wSUtam{3pDyD6%vVulP{ z5g$oc_FvSq!~7Wv$eot=|B&TmrOJe04(&0d1uef`)? z=WLtui|wtBk7)d(ZL>{m^YjVK zs-}baN2u7BKt<(FV^vkyC*+-PRuZ_3rqd*s$UM?I^Ut$ax$Cfz=O6j3hg$;C<~0)e zpm%`OBB0*_XF`G@jd{(qgRgm|FRJ7P3K~>lLj-1xcrYtZf7;HUBn3$aI3^1Xh$v>098pR7u-H6=4ht%;THGG#Bxjv z3dadHftZ%|oW{oixS6FRe7m68BC?t#@e4J3Y+Bd@`Lo79)*oYcS-q&2&5 zLrp-;ah%e!YWcJekKSOk2smcv72kr+4g|P-O=$@Ola6!?*bW{TS#=eR(cf=hfvdnG zOU?N}$~+)9*~~@|a~G`?S|=kzLvwXIxQU<@PUii-v2|_>vND&BZ2-s=pA-q&&^xUDM{55W57ZKZ+gAKM)7i7x&*NmNmzSl(5 zEo-aJ7WU$x{usc7EKYnP=mvtj>|vNyH!g^!Kt~`3r|F!d7#%9S$5pkh!MEw(wor3! zUWRwYKf75@Rl6FgvlN&6`xf*Q)Fm|H7Oj6Y52{nit}zUZGAG8Pw5Z4y#}e@fkfult z3aQ|*lO?tQ+s4eIP99#~vEq2lp%ghto4XOB}>ii(Qh zN(~=KYBFM3RCn;z)9t8mLjdU)lsWk32sp&yj+po^LYGk|fZdNfIy!>Pk1>-4wM~53 zcc6PJ1L|Yl*`fK(4H&5jAg-toBFCBi5w2)K@3FQ4P<7E5#0{9C0AJD5Scr^|i$Ob; zfoOt+lb6k$H7>U63eUeW5kCy6Kq zJsv+;x&sgYcRv$9=BH(O=t$`_$Pm3BtfBXeOnchi1x)62N%$#Bv$|*Ky&qrg#Q&L} zG!w(Tnqj+4I#I}v)ZsqP`17x>&h!?IuU^+*{~V1Flixskh!~#YlP1u_zx;;_lJ2po zKfj18(0!gKFGyU1zx#7BW-{LNo{5mJt(_Mlmji{NOirh>I%7<=NcM0$#IRplg zN0&bh9tHg#x~P5N;|#y@6s$a)nlR8&#k)5H{Z)(mtm;hi1^qO!AToWHEnf~pQGT5) zO}r=i4N_18uZm9XCdYml=s_ecn1pZb(6k3xk=O$v(c#<9cr0R9499O*5^1}}pkYngTHIzYW9nxkG>qYHS&wlZu5j4d8?zsEfMcgjTgrGzEl-*;udY$ZgVSSQ}i9 z@FN`Gi0x27^#Q2LZ5AR#7G_-T7zp@Roj7L@z&^g`}-H<1)6p zC$yiVkgVByS*cY8rBHqCJ(~O4L~7y`nk>n2F*5e)h$ntuiY!m0Cu!BjQ6s-}_%qX> zFdix->W6^9UNE6u%04{L9~Oz^ChKYM$jHSvr$z)+ze0_-@H^_<*3OQP4l2P`EBNLY(gdz=m}dn&QJ16hGmI3r8z)mM5twyf zAeI{+XJ$`w??x0a$OtAn58f~|5b0?@M-fdZ{%+BZAqQ+>aB)a0c(@^L-`u~KP$4!8 zA&@S~xXkmo1F!R>_72He_zDmo$6nI{nh3}*n@u7t?*oW{>1>=#FUt=@8Y^L`b$~QsiO$s`0{ZK7EqOO zIcdtY^VfOo3F>h2`=fCB_9eufNvmSPH1$Zu;{al9<-gY1bJhbrXHWAW?Uz~B-`VgiL7+O4^ zH9sy1ZWgbPMU)o7Lx|ZnpYaCTn3J#(Gg_r$8!ZQ6uFi?4M8UD-%qOs&Z6bU+S(5#% zIGsqdwL1prrG)no{Lb4%9-(m5&x+t<^VvP>^J%m%5nq`&hh6mIK3-{eD`LaCwe%QgVBE{IIFG@_)j7O8? zGNn2inXI_FmB=Y(som{PnnYcGjqq;y>ARs|R!}G<{7r+M*0&}0YSZJogE+wuy-MgK zqk)r?1mcK)(h*&0RW{L0qZ*M4bgYKwVMnBHL9Ik$$v5)iCN#& zozV_Wg`i2peiG>LTasOu3EQR2Y)YBM#l08wP^ z*O^T}5dp)e*y%>YA#W#@WtP@~Qz5No)Ef`XQG^6&8C-c^CeymeABSJ+6i<5p%jJnOf!@oAOhNt|8H3))OqvuK-uU)Skh$Udkd8iR>qG4r z`*Y<>lg?knlb^Kpc9vid%MK5Jy(M5tQ8Ug&eSbkQiae0^bG7$^uJwS0U~KGudc!oi zE7H?zaR;#%Ng*BONN7F8K$L;8Kn`LvY6MDrVGe`rzKlhlR= zRLa{S97K}uzz%nP13joZ1WBb#mtO|q8QVT^FyS?lX#z4daspiK}=F$e9kzMd?aP4yVdYsvV=OUfO)zQ!=0Enoqz&U1+$ZEAZ z6IGIbBr3t-Ohok~C=Mn0PoIG@Mb(GxsEd2cZ?#^T%AuWzbvLZ;vDeK3( zsX_o`876&SQJyV-SdvPGpkH=JbPPYF4+FYyv7?rPBmm|7ws3aX=6L==1YyJeY6^+5z`-sYt{fzanKd3g)-GLjLw z2Va^X$3XeJqa#A;lOXAltt=ok3Gt5e&Bhc2%8sQs`+uEXPn5K^iNw{V6V6%#nXS(; zHPLoP$m#)t{m{!`k7hs|8x}{fH(5xGw@x*`OaG?Gv%RLLaLwluGxrCIPTI%>k78Po zHh=L42 z{weYWBy!RJoFHXJue5gFyGr_q{CEX&cnv*_eErCGSD5@F##c{1AkHl!VT=An4EKQV zt}uDW^m}9c`Q#llZk6#u{*zJs(f;G>J&`L<23z{DlA)lDpw(|V3k#%BNAQNEe*11> zM3`nX!51zZ8kV#w4aC)T2etIZ4Pl~**t2 zW(zelN)4Mgy!>kNF!kOjZ&OTLi?C;r8qzRmK_{w*r}KOka1kJ!^A&M`mCcOm$*%ry zSIUKQXw|R-?jy<*ghDPP(mUMK#=(ZJmeG26@;d#EF$M|7Kl#W~!9ZY0Dg)1uM65o& zYV(}d0O&Va&sAf@K&5;H5s7rQ1J^v z`TySJL*rm#@IO))?$AO5v&Z_Yz~QYbL%6+dVZuY;dpmgk0e54 z$#y{|6N;VGoVYXeUy#)AeFj7$gt$65Y0R1Py)4?8vL?WZwqL|{60B<@niraO4#xlL z@2<$g_!35>r7vrS4H09xP6p1ezb7m5+sd8{Z}=TO2+)Ty;|jythr}sH44V2q{bJw$ zkP)e;{_?vIP2wWPb?I;U>pN6R_baIaiQ(fffjqRpO>va~Ndv~S-=Y7+H6L0QfNL@`c)IEvm8 z(x!zD4~@7!vP{oZMtc7IfvpIU4Y>|Z5PT?e5+@Sf7D7E3MZ z%e3_&1fZF#5n;FK(a#V4WZ5&vlHsOiKeJY6ax@VbZgRq(#ALjre>Ht_W%0kqA*j&5 zL)h1TkwweATu_F^sY+EnPjewf9-^V+^~c+q2ZkG*eq3L`_G(g4NSHJbyMW39+{AG- zbg%VcaaW%u|5_75w!{`_`qo4UI|<*OygLTSqG#PYA_&WZ8N^l*A)M8_f*jNtlMyS` z@#7-Ra<>3P2D1hpi|7Xt;?T6no)|QWQeL$PJ-v}XBN#EDZlr^5VjX*-&taU zMTP8opZ@`Fv{OKhz6!9qsLK-ZLQ(x+ud~*#3vn3%bRz`Z_MVs?lycO_zxxP%#n1{F zd4sWJ>EZGF5I4EFryhh6hJK7|^dC-P8n*xM?(`M4(*qtOJbpJ}7=w&C%lP3W&Yes^ z1QL@qLjP>{TE+<^^hn2mxQw{?_04=gSEfSiw;xVj?AO31Mx(#S|L#Nd$w6*G+jk0b z(5J`0O@p8Y($O( z<{Sj27#^r^_O@-^RI@!|8AwjwG zbBub6*8bGgZhZgl>mdBs?>fGhR{$Zf5o|U>Z)-dI4QSpv&~^CBC*L3kfGzpdIq-~> zwLz;_rBT2|=ynhh>@RmH%L3d=2g9o4rg1`+pf`hV-vd_L8@Y>@NK9AHv3-ScHHaEU~ZY)aF_5=*B*iXeZ4+f@RpfbK-VCE^HQKqC+ff; z2-f$11;vvnVRGws<`nj7$dkhW!eCg4v3{i@IEx_an{hZ!;8=qOOi?|O&xrd?R10Hq zPr(YEIcQ5)3sYxwZTGh&%m5`$wq&v*Y||seWH7*3 zeIGXd+n9iz=GV+mM?v%}{acXyZTC9$A^IX>+!rH#{6FUkx`R;Ocx#M6$iNu?4kUjM ziy2XV3QjXp2l>+f*@^F8e26he;+r!07*mHa|EAD5WBPoTfF@sVX9)_0I5s;QA?VZ> z9u^P?#4H6Z?T_@!e%a<&oWxq`HFtVrgiSXow>EFG2emd?I$bwE-*tDei|xV!O z?C^&&Xu(o;^#p(Ts4oYQ3H-q0_m)STJ6vzjz-j#Q$!PGSFC1u)ksag&+P>lcOPS0k=YjnNZ4|Mzutw`VV3Dr5d+&n;3Zd8=$h6 z-}ytxF3p2-d6}{pthPdaKILgEh3Pf=Fp8KPfbVz&wt`{?)mW7FSoJj!i0Z! zo{mW#bASNaTXNw9TF`-rt=9j95d|5k9nYS1`K4D#h)$#O7x3|2HHpo={OBk11W}%M zZSYfhGpe;!+5C)4eA`OK6RWlt4mfwu#(?O71p9z(*##P#tBm+IqkCvxe(o>Ff5Z^O zKHPOguq}^BAF9szhW3b$P{4$5b!7eG^p#Bd3UbIo5vc^R08?0$j&ZKHF}5feU$h#_ zXO>ALP+}J5c{B|`9l2^LbH(7P_5W-W@(zto?A9O7-;2k&RU93tV;z)PgL=Y((hwOL zh5W1aLCr4JXv4%q(qkrLrti85Vx|`tKGV(f%dmZ=f4{$1#uEPux+hn|_se){1N{9D zr97ucAni&=yH-6Vazc4yC-)znI-6Ny!wz14XbN$H2^V$T2&d9h-F*Qnf>#^rvvF; znSt1b+;*&HHJd1uFk<4KbihJpialh21|2bgBb-@u0F`C*dqOjMZOt~(lbn5$Zrh&U z2SG>m`86Od7!bd9wxxo!EQL9?jbMF;pj<_Jm8G!&V*eQT^ACL5FP8fb%Vs zIiZm+C@ONhAyMBooM?|DC5dxk_S0YDZ~% zeX0JiFK8Ne+G6MY4DJlcK-ydX$yc^I-5_d}I0|Z!^qKJeycmyC>&>?ppt|wKeK%N> zE0CgG1lx=N^zf>w`AQQ5Fw}B?{f3R}wUIhJ^v5d;KqKqwp)T}ok~7wc)81MfJO@k) zTY&&pv>zTX+12sqz^{MTfsi!^3_>*;ve5r1m)-L5V}9qmN=2w<@D=E)IxoWy`uxr4G`!$ z2|Mif(F;P{7rw3YNtkiw9rn;oS>$|Akv@o7^-r82$Nu)^0Qa~%^NvSCTbMXbBqcv* zg=lz4u`tT}Tif1sLZaa2N<<13a|n*SNIV&S<`fPyXVb!Jc^9NWiwOOI4-4_&JRW)y z$3#ktLw>u0$PRwF($IHdQ(fB{YA6T~K(j=SG6Q;dvrDe+O=?*Sy(qjVa-8QgQ5QF< zS|LzN{pMub`==rl!%Vd=sJ$Ler2UjsdSFGHJ9FZSp)Ty!U>|Y)$_G@yB`I@G*CyQ` zky)wzZXvn#Thf1i4fJ41L4OcyABBUFsm&cLb0uCX(CBbvq zMV&aOWB0*c;@C!)9xwIU*?N&l+WMp;zcgeBIm0B9+n}-~QU9@tvx*Nr;2SOM&_n1AK0e9%;bQfgFvq(1lchl; z8}Z?w8$?m}I%%uiAzD95p!*Q!(ct9Ex)MIbD&vrIdZgKdAPB4F{OJ7`C2wUnQY4B{2ros9@QZ)-PtbC7ksM!wKlyNzi01Ksrr6$1I8`BK z5nmxtOsF%0#1oaNtV4B|_#ysvarS%VLi`qXmh1d zW#=a)QJw6Dsp`5hW#U*(kFzpM_g zIW{kB<@$%pk2rToh#Xgv;M?L^nrtuQ(Uq_5vHjt@_g9V1v<;3wYd&1vS21Q{p;P@) zd)PtC{cTs)NZYEu^R_U4dvn4+JpI+H1AXV^eJ7wmDzYePT_fo{zs3`zQWSC)<#|l* z@QQZyqn;EBcwJGUrKN?|*@8J8D;LZ@bROp+9!!{-puBM5Len+)d30=S3sqG52JFt- z2S)(_+uBaPetM+`Y9{e*+w}GH3X(#$OiN$Bdi82%=KGI!?AXy7f8_MOwcTI7$V(qE z0=z?u1oxb2L;L3O&Y3gk+_~oGQStFs=H_+q6c99sLgz!3_Ip0YoMy~L8GOMNW2 zZ{L3O=$+S&eJ!rB8U|<1xX$HyfV0RqY;ak9)C~T28#50mDgC8(pdCUVA#NPg`^PNl z8&Edr>wiQged#ReAn0GCtv`6I-MV$FxVXk?aw0KiQjxnQRAs)*`%a(UxcIO8sEQO9 zT}u2da21Zw+aZ9H+`X791JNp=skvI>!}C4+_dlZg&#<4%!moMbJ{3A$ml+9G&~kaH zcA@{Fbu^9_y?QYJfRmFG{sS-*4cl3R+fM81a+=&V zVuPc3x6G0yOU$?4)=X`=H3XwjwB6skcMl{%oJQh>hoX11?d+_)?bM?ue0XP#0rj=&T3e?M&fz=l%{1DEfWIj7xv$lM_@tzRF;!?L?Rr4% z=rBOFUM>4Td}3m+Rh%yR1pdJhDR#2NKlp{l?%i`o?iitQ=5_JjN}Dxy(-p+t{3WM5fT*q@`dn58t#29UO_hE6g*d_Q(Vb z!_2L$8eq!1nDlNiHOItf*>-#PV@fPqw5V>(S$>PC=*bf&HV#`C7Z-DKaw4uB-@+Pr z>(*Q#->Ry#Cr@V2o=rvUOR@Cz^(_q$mW!#%I`V#|Lq9w_z}JEqfaM5jj7BpbPEfAP zw0m6Qe`#jmsZ*y?&D#%ZYuDE*AQ*uw&@eEFrvJ)%utOEM_?lEck*#LVm;uklcW>X$ zo%4wXH`VlTZx0U-?RcFEEknc4NX}bWUt;1F&f}@7uEwk84P2j+l45IPQ}~Ki#xWx- ztQi=+aE_>FNJw{66UXxsbRfM5REY3S@%HwvJcN4@2ch!!^qKWzLhYb^v2OQF#A&A2 zufM;1_!}!YdGEOHSKIFBh3{qox=|5@2ly6)5kpi7ZH-}JW{%zKv z-aqyT5(BKEp&{U*!fDFE#?m-=c3EGB;=Ch*0sC?E!aiTV0O&dN^jh#R5*yi4Uf0!q z?&#o&X@IgEEy+a{75(tkf$}$|S+GK0--0RP1JIPAy@ zQgjnsAy6#7&nGPW5DyEt-K2HI0)L=*HxkygZO5lu-VLh&HI3J?^$F+dnj0#rP(~}i z#bo!{*bLd|Ye(vM+9S|6f9{+%nuelpnl@0^p7hkzn(}g`+9fGZo*XWU<5iFQW3h_C z>C>Jj$#%o%PLnPNp?bZ0neF!LU%q=6_*nGlQarL&iebQOcQ?1!r?v>y)SI&na_oqU zjlJeF&93)TIp_U*Go)|y^z?lCbn5Q2yc4<5Zd`Ebx>$Df(u;o-2whET@Wa=0mP ze$M&582d-T*AA(xbAP#TVMc2V>?}=Ruda-F@W97JRYN1v9w((E>V>>k*t5s8>8i^e zZDZpeZ0zor*Vo5Yw9l9^*jj_@P<>49wLcKy2QTLiSeo*u06$6&vpT(U4XZ)s~Q5|Q^E-AjWC zIr;Dx9P{HkH-SZ7UVic7#qRFz-C7fUY|ATSVq?ugY2gi6Solb6w^5bYvPC7VJVA@e zunAdLC@%}dk>J;V>%TSyQziHDZp`LqxXr!60ADL#k zZvA@MXp2La@b5w)aZyoGX=z7j2yiA7P*Kawzzv%=UGLCym@Tq-^JWQ&fE|AvT?*dT zbWOVbh!B#HlI4ZI!9gEva#J2bs>*xy*y#fGmYIXF++fky*FW_4o?}D|b;xHSyR_!z zplgYU{9a6kp^=drI5>`@?DobY>+$1Zkb4s2EC~W|`$>C+sFVp?oUS2{l(!h}bCm!qPoR|0C&(&GpgS&$tgG%Xw zt?>Hf?KiAS^j!+=_F=W*62sYMMdaSc>DIP%Up+l4Bo6YRAZZEKQWq|reCt= zKsQ$E!93nE3G{Epym|8m5sRlg0~B+|>9T@(37iL0@^f=Hd;tS;eYM2F(_*5c$dYiu zyyEiearE97WjN`Jk*7pI`psqX~DRDlV80j}=h8fcJR`?8GA?j?AZs;j#6-n2*AHIYAFyS z75T`=9o>4{y}#*haNco9GCeP7y~WnWcTYb6Tao&~(&F8m9Fg2-9$*TQBPJ2h?oF=| zIdnZ^SZo+kuy_HmA2Y{=yF;dvSJH{yU3_p6b<@7$!^?#7%Kg=8b@W zJ!%I85PdIKK#hZDYK|&j?RfUhNBf_haOw0dq@BG+!_SIa4SU zWQxpp0_!srB9y}ygq3f&x*WIDg7oa8MS^fq3$T#Sdy_R6ZPA47Sq|&@)DbG4L6gnJ4b;sSWn_=9I$r@}WI(hxwTHlnZdGwvv^iyMdRt z;?x%81()mBrQn=?>{uhF3729p-@{$ox6eR|c=hTPnvAmF#q%iuod=c%J{MY4IL`pb zA{V;YQhL@ZJ#B;72XLZfVA3kMq; z*bxOg8Nqf(u*scN8yoEQ?e_Nc3OL&{R)))%7I|j2t7Fo@LPa* zf|Di&*zdu(LJgaJG~0mH3Z((Z6eJ69)AU4itdeQ>UYodYP$vD5Zt=IzfUw4>g-uxR<@P%3uvK# zL1C<|ucrWpM;T8&+Q6iE%`aEPBW+#X47FcC<2}Caib<1;$hl7wXw8sw7{gGlD|dZi=z^>j~*D=_hGKAdh_?bQz7ZMc&MWtb%WE};k?1zL~MDE3Sjp2s({JR z3yroeV~#Sp_Y?YhZb#Kn|!}Bd<}m(;6EagK4Ic55P_f zH;|2i^lUXTHumLFC7@{GFfft822>hxl%xqT32SG!<1p7toEi>uqzFbwunGV~`ZvI? zlU~mYU*94RARH2I0JD`i+M+F>5tWp_)|~~}NzT5yda;W2FioTvag!m|OI%!B07$8T zrR-bnH|6Z=?v~9s4G!=dvgM^%&x(mbUkZ{1gW<{kJ{6cQpa-mN<@5RZ`RdQWF!l#U z4^U|az*eHKub}8B+Wc%;MMdbYD|;s(YCH#ru&6l3quD;~hT4c&wLSsIS;`4XN=RtG ziGIy{4s)#s`lQ&dqa)3jZlh}nvuiJG!1d-vgg4B)C!iHqmX-O8eq8Q>+EoGe2SHck z=HZD)`+BSSaJ8j#bVz9z(8|ou@a^-p;QU^?rQkkrAn&ihf&3M~UVI@z1xf&5s!D=a&+4ACSr`) zI5@;cM8uD$0P8{Ez&e1205|~U90D}NN=q3JU@!RRU-k5;fu1_c)lC@S*Z-V-U_BHJ zAk`gVOilS?)756E$|5aMQE01^Ie@cc62yN6I{k2Grx>f*%Dp2OH#axoWArw#-5cgg zc)HcM36MB`kru$buxY*fF?RzPTv<0mef?+R0WAO-U@RlaKLXD8D>&OvN9W>F5xSob zXknG)<_0#vz^uyv^H2s=bcn?Sq@>M&EA+SoGbj0xZQztFEZCENTV7x_&;?Af3n<45 zHGwVYQEvchHp4)a5PSNxah_nh#sXs(Ad>^8Ro1-~lz^fhm`{(Ad<*gqltzFg448c| zNdS7pM?=Nzq87oTB0|7;^3HX-OwP1BuqVrs)`rioGc7!$7cr zE(8E3?+Zn_LJ{=PDDKH`=umWyC+NqOH2DM)IkMXS{4r^QBhIBBg|Oa*|h*g4Paf+3_juha{~MM<_%yA zZhQL*C?)UAHJt)JRBb;8YzO|atf?X-B*aMq<}ISho@fwzw;1pT9|Nlxm6eqv%V1#< z>$#Fl>G7XsRt5?nGuPMGA4@JM3cncuQ}Jx7Mo*sx9YAMUi(beBGv6{YPOh#%00rAYJalzQ zL`9>aE%}OpNI`ZOG^7Fxp!4}1PsiGtQ54pF1<(cPqB0n#%IlZG`QHpHMv08Ae8s@H zg})9kWK*HGrC-zmv`_#yYEwH6hMhF|2qZ=xZtjN0M$n?ZkB!j_;^E;{!$9}x94IGW z-`w1glarUDRiK!^FE2*mZ?xw#e_ zMPP;7c}x>J1dFr)`beYfFU<7?6j2a8ONZ15DHR`FSu= z0^M76$cPWDfAy3v0jqjaobQsrlz?ogy>F%g{yFCgV7r=bD9nPlfEd37HRTd;TO0X? z-3YF?T>~&5`A>nR`qu}_UhP7l(QMsngC3z#W@l?l!wQvb&aN5f$H$MY383pEN8Z=t zzb1d8`+~CK28!*V<3be;fX>$8>1hh%4Vbb2e(MMhid=1Gtp1afPS@#Aft0v7%<89a zR@c^^@bhbjC4PFYbOGk?z>3+UN6k%5Pdp-_N&RSJq^F-8Lj|MnBc@^_&NMK&mJt_6 ziPr*-#MC%d=>RiA@3s^Vp|CJH6xQHpX-NsSR`UPPZ+-X%qvMMp42qe(sf(+#nUNjT z_Jlx$jx#@1#gt|)A(ZpN;^ePry6EX+{YG_6csEh#y; zxOq|7q|K}>EL|x%*!eh7*q&Osx+s}Bi#gaiI@p`pyHY|>*u)%c9h_AijZ8p{;%4qv zCT3F3MqVgv@@DoHAQnytCkN&49}1hKm949pGbNj(t&yvlxS5HAsTqop5XxVOdQR_r zf<*>(0he?0rjjgh8rlN>^ZQQ;{HFx|Qv&}ff&W(}@B&JL|MUA#3H+x7{!;?~DS`i2 zCD5J*yX=;q_g@)zPX2!|?vf6G=@t+GEHs3Zk{5hXfjW68A-|n~m%d}_e*?+baZ_?~ z{ehCPQb^PiAz$lshN4YLVtd8>A{KppeoC<%j8a&PXl zI%#p5_UG@VZjR4OOF!X_(S+%Rn6s@*vKacRSM>K#+#CrpvA#xmMe~gyR*@jB^~;EW z+O(d)5Zevb)l#+|m$KK7(li^o+ZWB}qnCPyxJL1tukpnRRFgvQZ+YG<(8^%HekFrF zIc{3&Le{+VxQVgAu8f~Y-chykYR_!pLl#q+BWJWK&N{uU@1fnoxXlcI+vnN}-`sn8 z#q`X1aFTr{{=ADQPR=KRWtY(weaq9gLm#C_~o6CoR9re3uf5gF8lio7T#wDo#E)#7~7 z$|1{+k>4KMt0ZT?&Tc=+M$_$K&`*LiTgY^5HO&o=EOoH(X7q*n)|hzig60Oh0vC6r z5=m7S$;>+l7oJ{Yq4B5DSJlj(B(lOG`M5DOZNIE1Ai`oX5kna&FWnq#UB`pQ5M~bv{}8a zno3gce=nA%AdfsDj;}%I`m&`o@OY+oiUwKkaes4hE%K-qne0V16^nwKa*p;8fxVr~ zh@_}xo$h18vc$!n2$`U6dt3DjWNJ%rAbVm2^{)J)HeUet^U2X>_D||9^OJ?PHtUQU z47$vM!bdj!`UY>uJS;5agfNeV+LLG>qlmkHD;X$s!tdYOYo@KYU63!-PC(r4qjSa; zdD)IIe0D%R{6>!_jHw$7nTJE!agL?TS;L(z(bX~K?c7;Fq0(7u>n3qF#2Uv6_vglU zzIl7zvXS!wkD)qWE)JM`C(OT?nY;{!FNv73If*$!Ajoc+znDc|KX{?icjofbU>i9t z%=j>%r2X+y1qHee_3~a0<2oYhbRGpwLK@@@{l>O%e|X*AF9PQjZqKz$?svGfNUyjdRg96D>Do>KJE?VIyELd5-}wSDO=g%E zG1v@$sI6e5belJ|Ivu?I?A3HIK|f+pu|D3OK*YSW(9-!Ug7;I8HLfNn8NQRy`X#v` z+Q1urJ_?b~iV%0C$&cTbu#UFrEtNX+abKeGhAerz8y!_<;UKN>Bnbpw9hZ~FM8(jZ zQ92NZN>cFid$}*{oBEY-ekBrlXWQf~8K%sUnR3|`_*IGM4Z=eTCiu_RT7uLIWsP~M zis<*~UQ$!@7sU+hf9L+tb{vjVAX6MQ9j2Q3lW9?|Wpm=@*cvI>iu7j>d&_&&AnXUI zL5J}!R*~FDB3-$&miK$3rD7B#IWk>wM_(?-dXgi?ve@~cykllri)QC>f6;39$(Yeir6s!b2r zJletM!g{x>rN~9VK7H<+_hWuW)Pf&04{mi@j)}8I92z_SokX zDgl&=5#dPrl+90mN#wd)V}kQ4>=Y@iMFb~JiVx>`EIaef?Y*sZ`4-^5zE4}a!iq1` zSVAIV()NH;Jd#G7MHGp zD!Nd6PxV`t3_= zI`5u>>hRC$Jyn=HJ&&Ry)69uqpsXV2q|W%o+E_QJjY5p|Ia@#22vZWq4Egj#Q1b|@ z9yn&3w$Uk-YR-8msL43R?>}=`UX^#&pzRrpI(2SxqOy=k{iz$5Fr_VT_3}|kKHgGvcn=6Bo9b&dR~{-(^!5^4f8+Mc&g82B6RdZ8@9N6K)1{2HC<;i zd{0R?bzX7%B!+u!UQ{e*iB9>fBWZc$^4T6F>dI|r3tp4yjYaLegKqTEu51EKi9qE~29AZbV z1OEJ%HPicPX&EWD&0{-LK1^-QBf7Q%DTan}Ob=GxyFdG-?N|SHMUs+3a(;LPc4jZ$ ze`X91c_ty#>SEqQ1%e`}BM9r4t!gV)i5#s1MZ65tVcHR~j0U%G zxIxm8?=+M;G2xJ@4t&mMmF-?6PnfPVPak-S?nwRWv#&GdE}$Bc(AUnY52}2BP0&Xc z7DWTA-eNJf(KvD|E>3k&?)oXsn9;5lqlCK(XVBfE6vw4Lm-Ai*!4DYGs?9RHmm){b z88#yjO^&?~XZ??RTpA~O*)ZPHYRt&fl_}4-IT<}+um_Y!>GRkbk02kD`JAY**hG~g z8a{t1kV88Y7s?iHaOA6i&bcfqmPisg!_o41 z=T3{rFvTm^&weHkx~pQSn*!Zv=O2&e3cARc zyd&&F_Z4S6*oRJaKG{S?&eZR8(vFx?Z+;NV7_W1niFPlTRkUq}*Ar25d{D|3hLtA> zmVk9G*26T*g)fLbWs`m>y5xzN~(~n z8BM72TBWx&r9mtPhqx}KF<@68Z1AoU?lva8OM9hHd{lw}`bIY&lM6$E;IT?wzUDxG z_h6w(dGNg0O{l<4Ny)@W^}(5o`bB@@)7DPK%qAXus`Zg2r`1A!7&@V2PQ%cLrRC_t zXU$t_NHvKj3$NyBGI1LE zh+p;lM$a1b1mE%(DkoC0`&^`q@m^H{!c@{@>g$6!;|#5%YSRYj+-q)nI%BMI@-YIw* zkLJf;${q5mFRzI@Hc!xY&eSv5#DGN1w`R z;6T||)+`i;o^-e@T$iMOKjTa-NUal|l z9g-CLZBysS+!t`gZtAOSBwR4|^erj<-V#b>c`tMm z#YxKNC$81}R^GIQbDTv#m(=-?y+KGRRezotmArD!-7P5|Os6@(?X46r`<*NC;j6ha zd6h9w&n`#j6|=4l!M8G!zlfr%27e%<9?mQy#PfFq*NjVJHd4#RGMlySS;7+<7hFFV z-0EO)`J(P@$xAUC>A)CiYr~dg7F>M!(U+E1$|O&X+b>XV?*$E^V7v{Sc>%VBLUxFS z=!y4m8j%^bzgJHDvaP$Dx&Ox_n&E3X(W}>tHKsn*2d55&4>}B=sKvxP&|3Vuh%>N| zx#%m9qEa%+TO4_dr1tp{#5{g-?ME0SJa?TIyF0REAVhRSGvLOT!h3 zqBriYR|Ds`kFO9kP&8RIg`Ryr6B760Qh58836EDQjYlI!_WAjglR}-xa&AF*#WDF_ ze%cBC3i7X_q@D9@Nd*5Q-EsYRJpSz`6O^y~lNT{o;pD51#hSv!Oh}!IeHvuQUp>5p zWjTdqVT*wyUX&-tNGc=DUCe>k-PUJWD<8$`FWIz~CCIycokpnBR8lsiQCY~Aj4pdr zpnpN~P2rblG5@4fQ;LJ??QxnjT*B;rX`n&}WQsEqaXRVt(-+O#&Ev+ZzM356&$&Xd z(c&F)pNr$y$~T%Z32qiI_QP&rg7Qby|Eqw_1(l=kq}o3#V@ki5!Nh>D4HmgvD7m0= zuL=sAikXXpo3n`-@cAu0qp&?QGqo~$>flMK%ML(z_<2}4`FJTI+#IYBeti@+B_n6( zDj8IQSNW$L4Gn#l;@=`YA3x<^0{TCtdk!85CD-5b{eLU0|5HfkhGGIDN73cu10lJ% z{&fM}W=dW@Fb%-N{@V}w!4D{lH@c+gc`s4=jLgArt-{B8U z1L}r8|Cu+a8+zUOL*u^-bN7VCc^Cg(98esgVZfz-x0K4waaY3JygYyVa^Cs!g7p7$ z{g2Dw?~;U0S^d?5`B)*8;P{gN>zxDW?fJ^;P{fq*6t+A-_z z9tOStqn!Sv$;S_21$~u=7nC0lCogdG@o}(%9>V#%L^&WJ9UgveXgb{7;44sOfx`cZ zhnEBR^FsIm3hu($^EZv{xi$}oBJPy209-=`oG@q%Af0ZQT@4d{zm@p%b#L^zWwnB zFIizM+v13c4RRU9V6A@poC>!Q9~pg}w9pjUNbe7dJPwyrJoUC(m!H4y~EH zl%T2q?v;1Jp&$NuKnEi50?qe7>k=9QdU1g|ga-Nz3tU1E1> zK%Y>Qpik&GK3-_k1^piC2de7M5BlW3^Mk_vf&aU){>5UT=>D^E?keN|tQ_b&6b|}? z!u+3=!^8JCMt7M0x0M45=D)2R;19z6jon`?7mDuxwAn)Q4ZVJ21jXtv%=o$flqfU@ zcg^iCH_+zsyZe9~La~Rsq2K=19HH;fW(tM-s|o)zp5N8@&q$#N+_hUC2w+bB6#kz| z0$KfCG=DvRBMZJm`^CS){N;xB>)*8GukTRz@Ad-_{T&Xx|3(;!6ch$r;QQaj_+Qs! zzz73q+MV_l;KSH?+3()KuzKgD-Fvj8d&wV&6~9&XqzY%(A}-D=Dnfw0_vyK^5xW+Ad#6dz=O*f#x_h1j zm|CRR(Fr#gAt?B;T{w27N&;BLVUn=5yG?LZc_QH<+$(k5glM?1!38(>^WKk$s23xS zkQdXTjY+=6guuk25HCkdJbt_w;dWyHcmCr_B>eT*j&56LpsYO-Gd8*e>~W4KT?om0 zYSK*GKqR&XoOMlD90#tN+#l3N!jk zoHokaHHI^?gIk>2D(2g=o7+qA%~O4S|I70mxGQ15Vv>>ZON=1;^-Iqs$MxKZhd~z( z#r#WE5#PloAMQ3?*K49;JVKAa?u(~)r3z1F*V<-#f?X7I^mKATbZJq+KVoCo9@D0Q zS~>iQCF#LLa2O%N{o9mSh>s(|QYV7c_LLzjeGDZ0Y+>iRRti&U=gpdu*r#tNZRRTC zdT>Zx#<}w_c{JfqoN_QiAk8O8RSW5eK_SYP0vzztE8B>!A||kH#1F8rV1tm_Yy(Nerq-{9Pk&T#BwX~8>Hh#F%{#4wu`0GoQ zg$iEdCvTo-X7S`6s$HuRh|hI@)Hj^ErnLCkSvPFVqM21cnT?rp5&4jS+5XCQcUCKJ zSg7aNsgX9J=O;s-W`W$hIT{bh+w~{Kc-v%6(O&B>9KO5y$setlv8uOKkd2fsd{v6SRSOEO6?8V3Vn^uOGtV1cv zfz#v|DZC%W_R*|4eMw7=*O&$i57=%7SoXDspC1KUu`^W8cnD{#D)JY9TX5Ey)v0go zP8oBW>1FMuB0flR{L&kcW~`ym`4f*>YFhDUh*LbzNgv&><$=ee@#$6OeZnq{mSLgm zo{CX!=)>2|Rf(l$=XG?cyU7MYvsP0}nr+_M1RUh(x%n)7Wh#XDaqGVj6iAl!hj zkX_I@Gs~+e6|_UDFPCx-#|iika5plqLQ-kZjoAcDdACt@o_XTVm2%gQW|DLX>kJB= zMAy}-vBt@2ZT6;=ACoCdoiNR4I}?0lp0WKn^xVR7MlPd|)I79CN)Q8ah|f07aP6X7 zvT-sl>)aZ>u{N@`D26M14MTx(W$GQll=Vr}cYgz+Qiis&&H5%8o;0!rU%qqWt@=jm z@WYl!%AS!|uXixDbX}59REw+hGgRe~w_$JPhMPo59OVq&xr~@cBlOzs-jjk+O~=V_ zGLaTy>$)c_IZ*QTOL}L+159rLd(?Gv54?w|74}s*QFUw6{B|aokx8|1`S1&`&rDtN z9p8>o`rA5q7djU^Z8Iwz?Yxy@^{ThcGeRcH2njT2q#qOsPp#lw?I6ZMSRQj4{)%NP z=I9w@bVNF*d3Zq_?}zqS?ijMA4X>S%@}jL1ad7&f9IFjZZA;1!k)&_@4do}3^e%~H zp68Op*B{DOs6QDq!m8FJW~5bk4chuMer;XU5etZF(eewF!J4CU+R#OnA|K%U@i-Q~ zu-gnC*?}#qKD^SDM$Zw}fR&px>v%gktnsv+CYh2$M`}>)@li7sO1Q`F>GEpF1Zg^n zDPNYGUw4di6ZgkogL{*|8k}@Ti{x04+z?h-^xXqD(FGbf-BQgDPS8KE=~Is4nX4Iy zZ(ougBU7aIzWStr*!OjK;h@i#+EwbiSLc(*FxU7~DyY|8E>f2ZTNbN$aA~yoTk;1& zC%J7TUgl9la`!qa&8gG*U~*VC!;|q8Vp7VP=X(~?SuYUQLKjo$m=A(=Di_cvoqG_6 z`AN^+*jX{?_BBIg6G%v+b!dDH&0i08j7LD|NG3lFA=Z99bp0yCIcSfZb{J3b3U)O~ zT}atUY?w7L%(L%`+=P~G#(&?*7%MT>G)ll>xkRVAB%FQrecPl&-F=Da1+uy{Rog1f zoQ|*55@rx0J8HpRsQKYVXG(zkkoVo3{o$G z`!5;;jq+9$_{f$5@Da!0O<$2j&f+AQ589jVCbpDuY~SOD1ZP;iSC5z3n=(GGq!9lh zwtWvSsPN5ZRam4}XZ+W5!S_2{A0G_yO&+b0&nG4+@WQe2xCyCW>g>E|CRyxN^OtaF z5jjd0@zu-^Yk0FaN?o$lul{l3QBH*$8UdDvCfC){7n!8n)*(VtV{MmM1*qY4r|z zRho;1#-=*s<23&9T?x}nsJZeRJH_%BuT{3$eJ$$THwUz3C`X5!Xa@GI+#c{4?h~X1 zwlj937V3RsB%JIckw^K7fQm5K*w4oKB)Z(r=e5C##)1uey`}5$uqHv#;Tbwl>U1dN^riknRi(2P(_P6 z9gPz~JwmD<{6<{DM?c57J?A(5%lRkw$2>38g~!I=$5Hl3pLHbYV>9{BSDZ-twAeUS zo@H;UE16tTM-TKhWmC9m=RWGOUCnjBH#06KD_SY!PGBjW{Rq{_`YTn%;{cB1;Nax; z4+Zx!NK42czFMajR@{oE!#j%jrN~5#c1Ay45%Np_m3dQoP30W&*Oj$);$L0kF2s?$ zcmnK3p&J*0D`B7Y3EQfF^%HsjB*~mN$GRo*3)X*p-dXWNRTqEm3CjL)%XP}JI%9J5 z@yYx{zInscIK|d4Uk}}dUqrZXgcY|Vu95uAnkuzPU{apdecP(bKS4bH(BcyDVTM9g zxxzYa-=q-CBuSyAjT7I8eAoG%<;yR9OXe%B9UlyH?0VCG?6NB;(z-FNrit&Y_1DF{ z4N~@3q#QgvrX%gHr^ls?#SJR9tm{eYZnS98KPP8h&$jV<<)7UnQD;Qlb9TLj;)XcG z#n*)eo4gFcF)wM5sWl&=cDW~&8}WKS<(sQ|dReO3_g6~K`pPCs%8^3ps@6pxzSRsK z&m5$GQB8$46ZeTSanqD*E)mPg!G+B5Y5SLxr<;Yl;`eS|Y`#7N_@Y(r-w6G4zu>ao97p#x8;^;( z)fM|yp?0o9j-Gd5P1{{V8?VZtxPUGk z(XGFJHAakcbS_Q!L`+@6-A#A!AOcf+N@jUt?iG`0L0||0gIw%8JX}{Bmxr?weTr7D zGNSQLhWQzT)czgPBqGwGQ0*WoM{UUSO6!*`^1^1J^I!yK zu-w++&&+Jxl)Uq-<+aC}OtX1~cow#(N%pM%>kSi})1Rc>Ud~~Vg>J0 zOqNeZ<>Y=yl~sEj@2X1uV){Bk!hWHU&Bd2v?oE<2B=^Guu9?OZ?~;gT5^v9pMe=T% zW=kh4wGD}KhR%1fkH}GRRiU z3{TlH)NRBWjHYs7#aLh0KHmNuhD0rA5r-E#t=QvC>>mSbn2PTPths3Xsxy5OcD8!2 z++dMM{rix^5rx4sL|C=8lz`#O65qJ+N`z_GYR;*iq-{GJ2gMhL$d~yYWgU7L?e7s5 zUp!*Q!B8t6fp2SDv|KuKt=hote6VsYioudwwyfcko>NJ*EZHIK<5j5iIuA|Q=0nJU z>+1bO&yRXflx0%T<8-c#pU@o54tE)PXzlmcS8Ed7=U!>F&F1&jTlOd!u$5Gi>yTW= zz;)tH!D!|l3RxB_S^uv6;6#k;mxQlJrJj-nZ<@8Q$09zT>%;ZPZ>Hl|LsTV|IeTxD zbYW%@f-3R#{6z408wBLY_f+gy(CV<<SOFh`SKc34+0j(1L2 zyors*w0sg9a*khqZ5GurQE!5mq>a9-{*qN$Lzu{cw`j66B*v~u=_lfYV}@0yZ->6s z-*rtd+eM_F4L9@QS>R}aji!_zr`;}go;dKwWT}t@HR!lfk_28JEy7&Qpn0};L9h?k zLq}*!RFUzea1N+vW1e0JG8Su5}yuvOkUkngfu)?ve#xYcwhZU##8LGIl8VcO;&$T34`HFt+WO% zi2f5=)sMIDPdk^N3-cY8tLIW2dmqY*!Do`8|0GDkx!%afnaKZQn-Ok<5MTI{xj3vI zag>OrxWzkp^Fq+NyH~ao-Q6C;TfLh7ZG47p7j!*!HmK5|-;^h}7`k~5mlL0W+xnZi>G^i>W7Vee6~y1iOymEbTcIIgh^ z@0KFv-LNCe1FX#zJib}T^DOCuo(e6Z}hhTIir!|>qdRq5DUJ{mJi3W533Co|pg zEJvZB?H4A>L4dR(tbqn17U-7(5e z;mM0Z)@L5Y%yeBXJ~vXkkC{9QMc#^E{Zf8|lWc#ggULgXCvR@{!?-=%tKPAs<+in( zL5s!CFFZZpQ4*_qQVDlCv^hgQ#Zq@@9{a)3Xsx~6W~o~HCH&bn&aS!YTagt0YRD3a zjITfZWes28PVT4H3Ve_5g8>8A!wPKkmlLxu1PngAZ!RM^Bl?@RZ^)>PmLXQre4Xt3 zq2FyD!dWx%8R8`?OH4l|hru^8Wr$bDq>?q(%-SIr zPa6`E|7~ioDl&j&JKP|#sjAMdA^o*%SA8WTlj@e<`1pb+_oa-@h7x?wK-vPkPr2F} zVQKuCo%P=B(O+Jdq!0v^I3E=uQ|5H@|VWu;;yhzx=dLI zrP^Za>WWoAxYPKKt!qQx8cTw2tRcL1@c1%Ki8V(@{9aq~6IrGGU*-k-eF+Xm+eSUM zw3nHW3Ga=@AS2EAsSK!p%pF6}wb@}Qeq!Ltvh4I|JAfIh~Y4kRop<#x{M~<{Aq6MSMpg@Dx)1+oB_9QLXRZo%^bQ27PN$7h2WJ{UdFlS z=ZN~m?saNfHd`jtdmtcc!`t)OTDH~-vcH})3ibSf2A3WzKQyk;*i4{UTi;GrVA-vK zIMtMDV$b%`ha~#Ti9yzBUi=JJ-vJWcZOMM}RMn>ap$D9RuWivm1*UMqQCP;*8M9%U zy<}g|N0YHcm!e53ekC6LCv4(#pA`o$q{`Npr?5@P(G6N?cTo-gSl+E)j}a zKN^;Mj1X{5AQE$M#=Hr~6Ct6X>0+D8Trjy2XwbHUXOp<+dYfTIo|M^x@^T(#?PHt= zf9RnMhQUbwIg0uxw~gLlk4^b6M9ytESC@o@(ltYqZn2di^W;p76PV2t9C2l&`hp}= zt+W&3kJ_IQS~_2*<=+OsYap?D=pwjN*;_^Pk(I}B+_lZpc|^#b*)Odpet3=4<-RWV z^Z3IqshWkLSehWBrcag8Bpo?>-4`PXv8Y=1j}xl!hgH%T2lm)vh(39~ zjHUbfEgIH}=^!4P03VpCIUg;4fDJR8eWc?V*#@gmk$UPT!?r5+&M8>S;=`L-tFPRH zj|_I^eA7B%zt2c4ICh|Alpna-v1H+J_AMu}VG};iBWJjtrlThRHP%@DZK>=Lv)^q& z)?!xB^?uluyKr_sG4Tm+`N6e78(T8{P`aLtDmFLHRh+g%9X8pJ%%e)G=S6$n()v|L z9eNh+8<(Ozp_4rFVV$3u86vk|=Ra#kd}?8+F-dy+tjH$on+m~?xfKQdqSY(DKxM=M?SsQf3&jFjPl9}4{6 z%PX4`YhuTr6cuC`ej~xHbY570mETy%s4t7%C4$}2spy?e)YlkSvXMj=eE*-bhuvzT=r|7zJseeJ(zmS40>X4G=pqnx5v zDbmm7wLrNg95oi=l{s;`uf3LrSsi8Y1xprZz|I_3lF3=#biG>x{k-g@OO$cz;(3y@ zYTeL+L-Ft+u`&%FiNtPoid#}82gbnKs1mH4eO(Ol*2q@mUYs4yFXag%jMAe6-35_h zxw2A3f+U!o9$%|d$LoB;4 zvgO3`KihC3mERysk;|Ug@hnRynTi}8KPd8Oi5}U+<9k4C`EzP9*{(1ntczH{9t$oy z;Uq+5b^qd%OV(1L{vCHEhQ zr@!^oShzSTS)i+~9PA)wpa}ug)I?oOplWKo`~XtS$nh_e54;dA6kyTe&o>qh=tmh> zBU>vIQF{wpGfEZ?;GybjW~TubO~Jmizd~_yaezoHjhvx7%IMj=8U7>=Oh1@Wa{tkz z`+Gwf_doZx{n=0kUBKi63IBNm3z$4S{C98v+X5zZvGm_v!1P2=8=LzsM9soLH5lMJ z6c7Nc1h2uPp>cgddq7P#q8~*007Y8*ZT<)qoXUu_3^L(5-^Ine&%)(x)v>S5_w@6u zmNzY@UPFE-Y1*A#_LkK7@S^-;v$gMO-~~-LjnsE0V{$%LMdZKiAjk9FMIt!+)L)3 zTGopnm;u@BA|#<9c`^-ZO4&CCjs%)$pxed57_d{o0MmI4XHQ6TR$z~Vg0tda1nHuf z#_s82ZHK_5=CnJ~ci&Plc$(>R5Gq<>VHp}48qr~VVDIaf$X3Msf!fmm7nN&SoPvQ1 zcP2rUv%3O&E%q!m1oinQiq!2YyXYtORs{nknC}4r!MW1hyq`&s1HED2jl(h(QcvcufQdk7S;w==DEA}85 zI+_)NugHOtM$1_*GJhb^Sup=N{hkH0DJuy>$J{A=_4PSh1KoX=sFx4@oN&*R?)wZ_ zONXQMb>55ooFn76qlotl0l{Q=&TvK1WiFoH(DcUw6Co*b;B_AC{s}IJSjVoHSgqRa z^LMlf{xf`iPLD!OZhiYiHm+(K6`nT>PbmKd2b?EP82q!$*+i7Unxk(Px+f(aDCh5`16MD~Oa zueRWC%x`C`*Wqt#nr^=ohlb?BsQAaXXU{K)zqp|fJ{_LigT2ufr3fA8!fn5FIG=&* z3VgmzvVJQ7-zIkBKYg3D>YsG$zbidQ5_q<=c8$7sdzK~e1L;;6sXV)dV{+=Nm=PWP z`GOMay5YSF#L)H@!JC<~P^XTeaO@F;G8d|^WJW)-+O{1(Jf6is;RrEluk^Rt*foD{ zL-|9xm8?Sg)V6?)7>@K%na~yqrk{flM$9Yz%9d?^EYzGe7=i?=gO2K@X=&LhRl9Mx9`Q?)u#}+hx^MRH(j?)v^k*B zk71zDrum1#^@}$M#;!M%s~R8RO_M&-(%y-DR<{|8)#ErUgzh^2Xka|Gv1l8~OIA43 z45CTIbIuwbal7X{Fnpr!x9(hMPIX_Z!e9Sfx_EssWmJ<@NdqbJo0%RblY7>tY9tnF z=-UU`4;0h8ns(z81dV5g>trh%zs`JD@qxh*nc{!sLyJQzT9RXfahi+wWR21MOJ6eQ zeqqY9y84pjsWZG^VxCK(&Qb!M1h;M(pEGj{3MS6)U27ZDbvOrkxj#EQY*RVPxR{}qwtYBV4O4SotR{soEa!W-b+(UckZ<@$0MvngZQ%$gs zZWJnWEY3rwj2;djy+R`Lm9s7{d#;aP#Hq;wzxIOuQni9G?;SyG44%l>ueE!s4#esP zPDTZC>qs}sxsgXE~CoEM@UV7)nDrJT-e^AZsP0sr0AvG{%)ERI4d$oPkVTeAXC=m&GV# z=q;JUVA9TRsfs7`VkY=bo#J!~yLZ#^`5TY=+iRM>i(?W=LBqYB#H^MWaq)<4HCtvh7|G&?`JOw@bEhg~vr@RZt=`VUDOQF@zAA~bdvi$k+)52q{k{6g zfb{!<-0ApVN$ZWlmRr$96-o4iQ6ku1S=t!xr}H%l%#qEbiSE!>_a9c_U)VBtf3)79 zGehLBkQr^TSZElXsKK(`6yC5Eb1iX<))yVt8b{5H?az)uL=}JdMU8a_#;gEUuvr{y zKOKO ztHX`8g}M!464h(Rc6r?|E3UDm78u@42lJI3d$F%o6~SanCI#V#oAVmwcZrjQ-Uv(H zk`o*H!p+3A9SIEbrG=p?62qfBY4=Y~fA-@De^Hx$Y1uKT{6HI3$PVGM1V!+{hArpD z`LT27tAik{dt0mH`gNq^hUr|+4$p`weq0iknGPf^t&)^9Ca}jTGCfAZM;m#trs~?b zkT2)>lBzE01M7nwr!r#a7i%sh{ggTm-1la^J`or%`Yj}AFVBbk%0NpavgT=rbL(c5 z`W6+RANE$GmP`VX`ckMWq1!G}r)}_k-MTXoF2k=?%a>9GbFcMzS7gTgIGZt-5;-42 z+NZuOT5D7mIevdv^e+8p?=9=ok+2sh$+JOJNMy~GqVa`Vd2bl){b`c1Y#OH=3BKba zJU`-Ne1-17^W&8zO&P4Lg2OYXcqwct%edqh&v?*1pZa>E02x=%NU>nE(UZ1GnKU)A zrZAJE`I7Z)t3U7@?gM?4)asbOSH+Og-qaD7#1rlPUn3%rXHtwiJ)F`CQ02~!%oW|4YlDe-1(83Wy#wSF_cxow{x;_i`6IxZ05Z|`IYrmZ@ZX%asq z?$6DT_s}GZ%Usb&J=Kn}&YeX37-!O`aKuel;@2Gf(D@)QVOk;Nxf(qUgx%cvN3`*x zYhk&KqidYmFNJUNA#UocEk_?`o zyL{dEJDai?U3P}tan0dnoG=tJIV8eA*lNl~ynb_^Lr4&P6~3E7ia0;v8O+JV1B}UN z0k&|%M_l?Jyk+!Un-du9-VM!ekWcQVnIt*W9T&;w+lIJ359Uh^EN;PI+u{Nj<`TDHr{~15$7BLH2h0MgM6bm-5cZtO7$w zQK3gohD>p7+EFci43esFz!ro9;@z6T;Ag*&U((}fT5;^r-D<3V(6r1p{1d0Wv*_6} zeY)3ddV_%e;7GmQ<5w0%g9tCC-XQPdAq}twR9tagNX^Kh9#+OHJz05jz zkdC9rv7fmbJE54VX)Mn;|5`}|H+hrAYQNa4v!dhSCF|@lOM1BhdGT=XFM32iQ$JS+ zt^dW@JI2@&hV7bd+s1C&wr%cq_io#^ZQHhO+qP|U`aAs2%sH9K{Hd%rD=Vo~)vBcG zzMktoCDCHw-Sy&QvZmu45rG_3dG~I*L7a<5<`ca`L_9={PWSH8bqnb;ZHRg{6OQ{K zI?rt^eBrfZhA~YAeE1suR2V*I|CBfaO%XaI%XQ7vcp1Uff%F5#Yg~^>8)4G z8}Qp?gN^3TF6SChNOt#S+_rw-j(jhbg8}>#0Xy{osMOxIj3`i5SH7YSehs1E`4_Yt z*OhgIK_kP{ibDlUE2^3>+|0FWoPH(0F>d?4968{$9Dm_g7TCuC`y>=|hT0&EHGI#; z8!SkbFs^5$&E9=|Q*ic|jzz#TUKmxvHaakDTTVZdKe-J*FKVgl80z*qgY6%%Y|9PY zBe+w_xR7`ITgEYI;4^EQ2aL5*72_rqzMTT5fjEcE8}my&%}cs6fcHnSS>(8Vs5t(y zx2B|zGm1Ayc+d}l6s32sg{SC+KH_-Q@+JRC=K4%ksZ6SRtlpzyFQ)R#^&5j(jVhj? z%CA-W$*FEO!dQrq_`LF>E)gc`L=Cwo3p9+ER)EA9Y`si* z%;CGWS{7%wpBHi92V^OjDe4C8MOFMq^R&{MxSY^%^4SC=TI2xP|7JC=vVE%mme zHC5~%kH=GC`*GdNjLy%e_nClbfGrkL!$JNU`Z2kKv~`W6tMMbyG){l(-rIdAUz}5D zEJ9W|)is?ZX0~INoB1Q=&K;UVo!K0q>>3A1p_2Ngjy4a{Ni&L~w)9{i2-s%%yz6lN zxHH|e$b7a^QP7-NwQs1I`_)O6Lo!L^5RU-{jgOx03bKCZ*+$(Lt67VbdcTTIMHj5p z(_^K|Nlo>uR!`>D!`Or#7GrRt@HTl~dOKVK)JcuedQ0N>W)ltHY8=%RUwh>Q&;YJX z?p2cHk+Y;z0-_#dp%u6&@`FsLnxxZN)xzEmY}4XdpEkYCF=T2BFRp@t+l*KwH#dII z9R0ubIN7C)gw9;9X2I&Nm$SoyF3QgR@#0HyESe9~I+4bZuTURryJlSI_f4co+ zM2}jDhSn{Q;JiNcof7{;@8J^zpP9!{Y!J+6q|01~qUedg$N_Au3$GIDAX?l>co55w z-SN=&6=if+iHX)kWU%uhz;>q9yW?=LmZNe;ML3h#~(IqphTy~lGo+&9>B>uV|9lZKA7LL5wBNmF%tiB60C8W=HWLwyw?5XxI(X{R<{A937KiY%v_R>Aw>F58%+DX2z&xPcXOlC^nA-nC4Wc9jnhZl-qc+n7L+<_v$&E>Dx>T-x}OXLHIuU=Ei=PgeDI z-b_VA`orCuwXl`7a6PRA&hYgyW3}LcT8=eP;p%|7pej?H z`(z19194`-LZ&1pO=jWRsZ4Hr$l;ZtKsaeVYO{dVUFx-ARfvosmWyB1xwylZVDZ3k z3yhY7QFf&@<>xRpBy3LA(aJ|JCF!{RGaS*fCn5ox`%ujjOmmeMjXcxA(`~}~I2rcjp$9rJ?lDLKS*9*W z&cqzOH$=vi+G-GaxZfN3)nGXW)0m4%s)=pu>ytlAng^x>Z!+3wDSvjQ@j=hs{iR_k z@La1lYPk}FqVtF^(HwPZBrt4t1PkiMB&!^6XNl(t2;V*Ks(o4b+qsFWX3udF>(=ao z1(BI~C_x9??!cB7mt$UiJw*YgU zdkBTuZFnfXck<4>c8zvT&6S+xD zRBkzlFR}&=GnkaN#iR8BcQEk80?6r;nFwabV;F7h>kGE^#$7X5j>}L=vK@+Ez4{BkPzCZN3Htv6=^;s$M6mJHvBN{;iU|^HrHSLLwSi6tXVY~ww zH7V^Z+en<^Yxl~NBLxXN%p_p=Ux%TYx4xeom^z|N_R8!NlI{4cwTi;ox+6VypZMX4 zZs^pohkEeNEA6{3x_SPR73WBdRdhr2EqJc!Cf|KMreCcMY3*SfZ^>_V-ToP1ww8bi z271}lB;pqxIhy`h7z0sFL*Mqq!N)f2rcF0Ae13I=!}t2BwC@qf)8y*ZCRWK3>X&YX zBkz&%^&qYN9sR}yG~C5Vug*@~faVeP(c*=85i;ATnpUlgdG$`AS4V>LR=)*kV8i(% z>!fVi&8oFVATOlyo_~BcaYG$%2WxyPm3I5r_7Vm3z|A)_>s)t%TRz4Mf0&M<>3L_!YASBE^KMJ;AHU!yNK?>*(2fURpAwI?2)`Vb_(*7rrn@}_P0e{9PILJ_ zkdM!hqF|yV_bQHs%7?e2$5ss;)J~IsCO$$zbRyw+)7XG}I&<(=-I(9B2xO7?BIc0| zBGjJX&IS16N_L+|13yfdX%mCJnA$W)rjRCx{+*t?u|Mih?Kt;O-*Lo!A@4`(Kz6~h z$*Z`cHlPUK_KC4LVUzQHBGFBfRJ#3U!E4>O+rYpe6Q+?z0dc@Ma~<8*=Q!ISR)1IA z)e47hr73Le%{R3pJ%R7Ht*2Cf^3yC$%2?#dwr54A zK{P(Z1BonCZwP^6Q>%>4;p{bX&)KJG6$@~HLq5@vtrow}f#PEWi~&@-0OVw}AL%oL z^m9{7d>i4L<@w|80qo=0Ez@ubJ8>v*-F10c%TW$AgEEcn5*xj2AxJ5XCE9Os&KXpJ z@=Qx;Vzt9I)Tc1o5zk!YOVqI{D|s3_q1glYJhn7FbLKP*0{CGEgst3X=6?+Jy_mv2 z-&0w6W+K`n2;0J=M0CHV#9(DZDbLh@f!sUPfhdR_osckf7CoGf>3a3cLHdxd<3scm z557X*C;BEp9ZWg6Hhdxa+e+K)4zPDUQ6pD6N1o`_-HE&GgDJv%`=Axi!x{Z`qAvH{?LiY)KJYKdnujo+N zCg!)f(p+OqG4610#T*;06w4b687sKn8;DEZAOX7rcINs?j4dS9a>zfQ2hsGr-c0k` z2n8sdHWohM=_kbq(T(L~(?A4dIR#N(12!OOf-2u3g2C zNyXZ^TK^AU3k~lQVZ+j$5+q3|j&b%4$7LHZXP{?U#`yq;r+H-!3(Q#= z&ONhl?w&swj^la<_}Wie>YI2 zO3J}B>0)_1>(ZQ0{~9VIi+t8Il$5Ib>qU_rco!Tq*Q!R5GVI>FDu&3H?-A!W4cgk# zZ8A&9#amO$$5nFAx*uCu?$`YoxE3@qgwGCULsVw!bzY>`s^{a7n4Shu@p+}OMEG^d z)vINh+*zZp1#X~}rvbHB{ajN-C(ea8dn?$|kKY24#rV6Kjk z5!BDP?ZRP(x``NmJhYPsWSLncUijNOF4Y6#F&{_0b&4_q64nt>4nEG^4j~nFg zJw-(nP0)5;lO8Fb9Up!ml4;|ii$;F~KtFvSV@0@M=vmcS02*YY_CHdsZU|*#?v|}; zCi9)_7R7kYGfN4e<{Hgz65heqxPdfdy*ge%31*bbDAr84M0CLhEl8r|J7+iT+8J$1 zoA(8d(mR^t^i-Hlh(^$DYZCPftyrt5<|ZPXLnjO8&o1TZkB>QS106RMf} zK71VkW2jmP=;qF{G8Dj&t}L{XR1K|UB8l}xMX8lR8n!L8+7R-WDM2SWhbz0uV|)}2 z#l=6s|9-%aN0qXnb*BC9GO4?;&NX~k4a>F}rLiWJeHYC=;F{0srVSuD!Bde5kOEnK zAL&k(*r+uojg63!##c`I<|KuM8QO#G3!ala%jN$WYyT$D|KDS6H7Rj11@+%pTj}rr zDc1hgq|$Kw4ofpIF#Haxv;BHG{(G$bn{ogDi?x}5fA@cgwGHfl`wlFPj2-Fz%P0H) z=t!WmwRCc@GP8DapmX@GRWP%${$H~1|GNZ+<-b`({!1al|H!_7l?nen?PmOs`EkbI zefY0m{^#(Uf&SOm@c%LVu5vL_*4nD4NeAfD7Akv05}w2 z9gc>xcW$nS8RvHp>&=M64GWhX#4`l}Tw4pr67b~)fX$`gM==G`GXkx(b#Ne302IFL zt$rqOfQHy@NUsNj#l`*Nqwxs>h}8aBcxYY#G_;1!_4cp@(%A5`@@CqT}v0*(dKGd6**{T>0* zGcd7$daqyxA7-N_1ouVk1%zP+?6LxGPX*}nX*&hf%k6?4?c2M;1h5B4-N0TG+;#`3 z1NOC)sl=7}`EzT`*6@*mu)2Ls(|ICk0G``~NrVJ_ zp(%?zs%h;IOM|qa8}P@-!Wdjn|2t%B5%DvJmn`>d2loAQWpcJNj-Iipp~)FE6=*6p z_3($AyyV`$PDfP5jda@pb3V%}-A2Px+h=*Wgdj$(wH85N=h~QIzF2*e*Ug z%4p2Z7{GooMsRQ`8w(HY4D#my3h4#NVFX7q0j_G**wm2M;WKs1h7} z%W*FH@)U{v8S+fkM-B4H^38&O=c@r99dcblz+YatDYx2O!j6~nAd3~Q$BjeV@JyLVg zQmZLe8=P^|ZSv7HKQSm>{yZHiQ-|@S++@*Hh|8GUSyHn}5Yxl^6uhBsD?^onYAf}> z^<1JKvswJrK*=5X3SsB%PBGDurs332n(l)Hpt&L7A8h!tTkypI1k=%8 zKiq^}c$WCA;ERLh;`WN2DvJFU7E%E&YF%x8V){R(mY7&@H5B6oFu+BK-*jgQuleT5(2*=F@n#mT(wH)LMCW&NgNxj8(`bm730r@w?=%9`q5YEeaakFCf z0eH>?y1%_Eoe?IwHbxOhZ$UblzFL*Zv{)%fGK9mnR5rb*ENTL4 zMS%)-@=47-cp50sN5Vmt@6D{C1y+#5Zdeh-1VdBDIk;>XL6LBuFJ`M}Gd^zukdr$2gGW8juxV+n-OZBt{+Z!#!ENJQaouZ&~r zS0Ykm4nd@rlt^x{N7L)JLJ%m*k^7$ zXOx)YUR4;+il43}%G9GYI<^@_G1Ri-N6!6?kmMv+r(d3Y8HpsTcPR6^Px$~MZT7qI zCVf1((-74KHjbxyQz+D@8m33J?SRCe+S8&J#=d2u@d(j3}9YBh7HZ( zrax*0E3L%3O_0VN=)w3JF5Dg6_AG8571{LWn~!F%s&Pn(l!F`ond8~UipYyjDg#$J z=?9}J-R!GJb$g{+@BlOzJk5aSMnX@B4QQOFQQlZ^?9B@^dlKGZ1P>H>2Q({b01Ha| zJS!2dSqd|a9}d6t+Jp<+a|Oh_iG;KCN?m%6^<3!MWdra4`;>#BnFX)Bl~EG_h@RFl z3Fe`-hS>Dt@ms1C0TYl9z#Z3HiOKqlBi&FCogx$_8!*DbTw8#~ zXslLdeQ^cBLZoHVC;MBe>a_K*Z9!tG-vGBV_CDWcp75*LbZ5UVC!r`0Au za!{^Esln5oI|Io1-!JFPxvc1;0J?$F*XzTIgRhdbu;Vegx&rIYp8cVMZnJgJM}^d z+cKnZET|L0Mf|RgfKtibwAP5`CV3*gR}`xIE*gM>7d$Be@0RW{5N0ktb;tkoz!D_! zbCJDf7#>y=)v`LU(bp!u7?%==c7u>4jj2_R73N?Lu_y3Bm2mj*EkMF70?&8x6dhTu-o^! z^2YRrVuu_PYWIMHB#8uq;s;#OMI-t0a-Y%nvY49nM+Obg+*KrK;|?A@FX&C`8FSI6 zJXSWt4zKiKi#>|X?~%udT-Kv}O^i)|z7Ty;O2Mf2#}njEWn)_)YJKeIj;8IhPL)DS zX;~x>86qdJh_XI65j~I69B2I3BIP#%x!J9D6RqrQe>nfi zHn54%?gVPT@aE-uXsb(iU9Ap}uaQPP?ukMKO6rLah!?vn(MAbXhmK^)UaxdFQkb

;0+hb_jjDkb_CdGoj5hHrF@Gktco`8*!8v5lni{jutith7WG1S8WaS zbAx=tIg$kO{!%{X!$7y+rHPnGE59Zsv;iMYKgk8yQfny5(|%klpr(j6*=yj6$OU&* zEg%T%0{VT>g+FVCSMB(j9$nAgNY1)q0&>WjsBBft3v)gR+ z=0OuWURUlj6Fp1~)?1$A`^hs9W5%b@mI};Pdib-4qzN6HJ5A`b%C~9GpNac}C)$dc z!!s-$NK$Yf@$A}q19!jC_EWeh9U|Z)?I3M%uF=d zX+1Sg#>vWL%(Y z&;vv`NBWxEz=M>6tvK%P09;?DaP<`S7TLGbmPJZH9lAMFPL39CyFZwn%RE8Vtn?^& zpnuGmt{8p=c0y_JT=pv@Xz*G+UCp*#3tCg`gjZeg^5XN#0Tr1p3N^8V^nvH|V<+ce zK6+99oE5G&`5DyAh^}sRd!bZ~BwflfAw^kIKi-zypD5;DB*Xm$Jz{&O9@Yp`P9))9 z;8Ysh!)kvWUBKUSWKTUJP%MtmM>2;CtcF2aZuby3+Tg{kl1yibc|@C|;z;#T!ly5E zlZc^nkCxWswL-jxo_tc}=Szz7BLe)*rq}oLh$cwp8PW;|*iqiN+@I}0rdc}}Gg@$m z(fTw@VVki!i+B`w&W+u}smWR_3#MK%v(xn*L!uPyl3+TYIs5@LC`*0cKek*4LJu=y zL3HaA?R=3-`AyqGhABq!TngIzVPCsD3FZ8;)l&@0J4H!yjsA9}`ch6X z1jqCB*(q}?OZqqIlYZWOPg=G#U-n?8(-Y0+Ebu3-XWw4w6^}Z?^GF^$h4be)FV(*D zd+%Zjszd)mYACFQraM_mVTeTRSCARdvnC@M+nrI;#>!lGH)@I}$(#0a@q#Ch+H;Z^ zwK0m}AZex#nP3_Z!Klkf1w_a$zD3%iZVhAHcTy(g_prrQ1}dbL)H@AkBN&eWsJyui znaJ8y&H4H?Z8O*6=3Ea+li*G$0y0^&l5tPtb@G1yX-_+}VjL<`jXWEW6R4tSDVPjG zsY0-Q!MZx^RIW7A3X_+cdogH~&+alYQuuJ)8rJr+iZs>Zgi@_%RcqnjV}Ja?Tjn)B zmy;?VP_b%5{m~=TQ(zk0+zU5#?6Wu0mra|)k;e;Xf96~5S86ctpWY1Kfbp>TUgVS$ zX>sKapQK96C*=fdCf>hJm*-ojKk&sw@p+~0D0D(at5Fab;=CAY1zgE#P+C3_-0!30 zt9l&teewBkboNyDB4JgX-cQv_}*yQmCO5 z-l`P7Yn@5h^xJP4)PN%%*h%8C1GIqi%RAdhylZy5T!>L`619B437aF7wj{wByxexq?q@w2@d)K>G3*ZLe=8u$R zT`tBocc&8law#h)rzE?{nh}y0P_rg2Y;{Nt|C9rnWh+e?%$56k)b5kRTHoA^#uo`Q z$}o!dw;ZtI&s3y_DucQ%keUza+Y{Ozv;3~{AP?z|dG{H(+at=4^aA5O5tmIWVOJrR zX$ZPpwV>}-Xf**fd~|dSg&z2vY$9`bYv(BUC1DP_u)|Cf4QPP9Mc$Q2_X1cS3Z}lq zu3>+=@%ZLFR~dxse6FKdg;8qB;N`lwG4-g@1CSO6?XoIYofS9G#(fpOo9h{K7D~ zo#6``65IEKn;IW?C2$wLY(_uTy&0KoCqatXH6|#?CXNeI9()JHF$b4W!DtSVI~O0B zh0`r3lXOJ*ENVk}+BOIzI*1r|s!EwykLFC`P8!9Ul5)n8aZ02)Sb9~Hh?e0s<_crg zzTd1(u-%*lSq-14u#<1ICi@a|nxLWEI}~4){}z{LWt`NN%a9mAV!#%1xGJFF1`-ez z#-jyVXCu!xaN5~DYeH8pqhMaxbwU}(a8N=&6!F_}Flyzm6BO&uJm>|wN=`ety>ZzSMUk)YLHci(3Ed@Y`H19!OFBnn?gW5n}}zyL`);2H99xE}b=tvm^4( z1JnH&^a-g5Wkx`HBrS~A-0Lu2FVZ|)BPz+xV0ab;6V9fcBgsCQD~X@@8TokYbeVSe zG5lK}@x}my2c1E5^b||rbY4n<^)Tx+~dTZs3yRYIFi}iCZ*8&VG z<{8-PcgD7O*o8vFh*bIW)B!^mYr2d~f$bRP`B#;nA?l^2{mZvb&7N(5ZDojbTdoFm zO=^H)j8gLNSSEKud%a-W#e|c&wxzxq557newU5~ z3ZPa|ZwSBb`wV_vvDFsx%b!IUcQd~#ON94a8=w?Wk=I%T?&giZ@gM8rxxjjx4rbW6 zO?dN_6jdjyOmb%u)^SuMDA1aUyzzJd9D&gxN^pn;@XkI|l1J#WH-5kS&>fC%Me=)Q zLKNp}JG9-{oWl{WQrskgu7E(C1Q6QX{c2XK0<|Nwl=|9Kzq4=ny_sjkt>U;>KB`DK z{d-9yr>Ix1j)z*Z@u7~owG@q4hfQ8SdT-2kg8e2QOuR>yL!TqDtr1hhYVSA*za{b4 z47(EVmle0-yUs=Y!pyeD9$s9x#>Bg+l~WbobGLF!U#)mAA*(IjflrM1`q zk1_-cr+lb5l)dMbd=0K@{D$#)VIcCto)rsH!JKJnA`*HcH+pMnjOGM~w#z zHS@Tl-x#y|xryx##L;J@A4`XeA~C#*zF7suA?}n*;Bt@zU2CXvkcrzbTEI#mL9#=8 zyQ$_zye_pl;>G4pGMJ~#G`!?{k-y;&(~=aNh{B9i@9w^zXm|86@fB)spok)g+_bXe z^_17wKRrL_9h8%IlEY&a;!|rD3AI|n-GwhQm@By{bX=#sDCawO5x@YQPkIZ$8uzA< zL{jF!MK-BxE2S`Jo}~tIUqLw6BOxyOAk!G{*uUs^l4|{51&3TBJwi$wPj1)YRtGy@ z6H!BP6R;a4r$ptm?(T>B{W#wb3#96Hh+qvcw^JQ`eVb(8wI0LXcd_$b&I-zll`56wj}HP$OgE#ab^GlRQI9k$ZFGwMFqlJI?L>+`G}lk~mhk zbel*|74wZ4w|X>gx)~+IERGMwdF9s=&D+ptqCp0@Qh9n6zesn2_ef1;VP(!g=K;hNwD*F%Z;IO*ZVDWBI~iAfb;zkAy&GthO5M;M9h1T6Q;khdJ=7Y)bu| zH)y73)Ia`HAX>K}TK2GK;cMeH9@^Tb{BQLxE5T6q0_sI+yKeHYIuok@X{px(#0E6> z2F?;+L#0VCTLnl=C*UgRNu{&`>gyZBDB z^R%&}k;VB0=z%)|``>P5>klt6ZEu;Z*)55VToyZwhxQLsuM2xKR~&BpZi}`3EvH3c zPsYuDFEQ1yUV~$UFNF`y94zJmki0m{y^=pdj@E|l0fCUj&Q?fJ&nTm(CmjOBRgl0{wICG%)KywH6neBI%T z&4@e*>QXw7?gQQ~tx1<>5cus7v$0^*4C8G^ohZ?1Z>||s`aJEaS@}!Zv_B{v1lwY> zfTI@8JU_IFUkrFw6Z#nCaN~~EV3`P~VU_d39Q_r@fdk@1;&!E{Zc5^yDmvs^w{eTI zIyBpax>uE_DxzUNs{htmNKg^b5z0(wr`TYJPK|^b2Ty6Av^kEO#~;RbSkJtUYOgUC zgw_6}_~cZCR@Z5No`16#DLh8<_{RWqYpXz~(>Vq6obSD_gNm_?9fOL(QdrB|y(Zjd z=MK(O8;tgv96uPxA>NzyXhkhZ&x+yyQ+T*BfSX#9cwY>M=iy^?wnk@vE=2Tt7kuhfg*wHqk;_-JD|)-(UN0J~;%5%@l-DSY`(a#!z{xaD&r^UsYYi{B2tK{E zlh!bd2y*XZe?T+5@M^GH>bxUvw35L_@kk@bYO>vUZ!_?qfF^AvZ`dZ1=kY+!g$kQ$ zS{M!wY5jpeW+zGRxd-xK8uSEz!eNO8iEXlO^hReS2s`q?+Y+fKf+$)1WT)=3R(jg} zPIV!xOCe4+f;WjBoY*E;(Z9#*o3c;G&4!NS&vx{mC}lSa*J6N58NyY8+7ENW^&{+< znsXPNTo3S8+lM-BH{-Q<*tq5m(C_(rWE%dv`Fu;FD+y5UeAANrm%B)p75tLB#*Jw` zIde8&e)HOfa-sfBT^l^42LI5-3EAle)$D!R9ua&$UZ_y~6VAI2*$?&~OPe!+rtsub z=v9k)D8Krfm`&I<|&MYjT?@-!`Rb4=iUSpIgAIN?W(%&S8F;rwBjYj=KRJ z$0A2TVFM$mf(?@0`mm(Qbi=yump4#IKr!xRQjNUgbVeuU7Z`bSKs-yD0+uD=&avi2 zbq+pGBl_Sz1-hF-^Z6o_=aPRW^n`ARzSs@03}1--Ud;(f$-npNQ#sDE${qALxcj%i z!%z4;=OxTV4RxwMM&iTB-tS|2&JhP(kJ>HdCt@`rA(k4-fL9;npjtl`bigmAaQ1J= zL%X~5UW|;G;w(m6&|($Ybmm;a-~b!Dk`m}5!O!M(;L}nzK}N)v(#HE`X{W7s4IFo| z)k<*;9@bORP{h5!RA|_H5!fa=KA@k>`1KNwo3WzGrp~uR*$0&p@uR}Z7Du9x955nu z>$GMbnF?VY<&CalG%SaA>C&c|ygvtrF#=ESO2@l@%pdKNsRUU(xl-=f!7i&{be)v1 zgBE?II6gDK&3dA98bL_cdHSz5!YRxVkW20zEv>&Wg9n0N&SR*@+P}q?&^$c>UMum0 z5f743?f^UE7N1Y?>ar{MOe1Pe$`Vw!FlCExjF-6Ci&~LfZgx)vP~Dfaqmjq7;=07x zyGAodql7vk-gX5-AY53S63;1!peDSU{-TMNREWczyp9=5Hq)Cdk>y+CEW)LOJVhII zn(Sgd&NF2^fEvZy+d61ICsb(dipCC2f+{Fa4InSZ@SQ@p_!%u=WK2=&6we!K!VmPd zK&zHdW$~0Blx7JNUdbgKV|Oq4KYZw3O-C>-!#90_UctoOCc!v*XqeiwdUvU=BurfF zKVB-c*>;Q=D$(qHsJ<6so+r^9B^Q`Qr~;K7Yf($fMCQxxq1lB!a9WiGOlak*vV5cw z8@c)OJKwo%H@{Goithaa0ETvA(^n2SS(`BA>xbm_yNd)6{>+B3S>KU=tw=%7> z@Vryv6W2CG$;EZePFU#==C{s0arYJX^vpck8`=dtsXJ;A4p_Mf`oOm-q>!O z4D*o;HFARz0RZF*l3ydn8d|{)#UcS}KQ+Y@d=~57rI+{k@05tENij&p=%@vyVzc1} z<9=hl6$!5G50Yoj3NqyIN2z7GB!^NuN)7I;Hv+Kwr!GVWS7(&U#Bw<%4=+JgR|DXZ zLA^yU7ETwCFh+Nj0@y{g)jRZ?t5Ue8)D;^!5}Tc|E8e<_MBI@_7k7rbyOfz(9hQPK z`#de3A*GNud$aX2Zvxq{dP=p2lJefFx8(3=>-a0*IZDK54IL(x4AiN(kyW*Qv(rBKbQupn3(6segy_U=Rh}R}nT#GnR4yQH z)4>lA1X16NC9+Q6T+V09Bu$l28q-(H=;)f3dCqG$P1qv?uS*47V^B8(&4M*#z)Q=-UgWV88T z6#6ZC#LSoEx!A>~A946?FyYQrV$m{0;KUt!LX+3^G)d zPU7p1jM$x`{1N85AYF0LDkeyZK zWLxFR48(dO;srKX&-;>|S%kF*i@7RePufHbOG*swz+0$OE0EG65ruk1?YUC>>27++ zR9AG7BWlUc2W^hQJOw!8W?q3vE4>cydFvjQ-wd~C>9>gPPI5)uN<2~Fv`pga^=ji3 z`;)aB=TS>nCwA7)5?4qTOVIdy6m*R2xw)W%aD%KVqu=IVTa|1X^{wx{SzD%E7wFst zfZt0Ndpw)9G4zibIACRpq`>`#bHeLMy7ahuL3(7Yac$#gT9;o8hBV3_1@=awf(h%Su%%Pf%$6wO4ln$!Es)gUo}ljY!hXSx zi)F7=1ZEBg8X^_y1-MUrBC|--RlkN-vc>l_;nu2KFh9!o5ipqpb>?Ewj>f`9t`p)4 zylf?;tQveK&01smt{vBLe;v3u`{3AS!+rd*MVofY?$WKMET{(%a(BKwm9E4d4~I86 z9XvF7UjO&cw+YDfTCpPIhJ%l2a9$b zWGw+5Cl`5Vq_A{uut6{5`~0Gym`0?$o{kD$YPL7yyWkwcfmcKp(1@%L$Z$z^-o4q3 z7s8=3+&5THGpop9C$Tl*hnUIkKl)a@z(n-h)k;Y$lK6Gq&iMK;)@Zw$O2t>-!NEp~ zzV&c$hsvQ6Z;#qXYY{&R{7l*=Fl(aU9^7QUjpl3Fw&aJt6Ot|CGGfY(uGu>ERx$(7 z-7kW9-vK7?j~3k^H=?G_$?q<9SSsH;9D+F18as%rj-)%g0ccr8`-d(q}mideyGTqNfWc#jnTaW3JJi5kk}TK}w*M z-tv%R05&e|4!idOOQ2~iPrvVWhADDm@Ahj66Cz$Tme{}b3$acdf#am*?zi8b#D;tQ z_y_m|5^evi&yR~IEyH@<>3`9=z4WV9G%ctEZ5y?2OR=V}8^al5DK=ncKI&FZdrC<+ zAFV9`!L~28nh6mAl*dKO?8)DIJY#P~vJQEnC*D-;xYrhiap4MD?io&ojKDLGv3`E^&g+HF^%D!r0evB5$ zV$wkrYo&u4n~#e;pR4`c^98anK7&0lVpHS`J+*a-I*kT-$`=7j6^t}R6`xO+K*Wwd ze#9V%d3lhr)Og2{K(4huS@#3zHIfMEv9CrOGh%- zcHXvY`9d@T9OW~Ye3Qxf1zGsTr|fU*)yhbyKdqoa@3>x`wHqNgC9JV^R;MC{{wW)2 zD?1M>K%)_nk|2_+2h@;8Sd4AFXWpD8xlcoXnB;mnmH)k!tvXau<0^{5MjwM6wZ+px zO-bu=2Z9@H4)04d4`QKzTjJ=_Jtiu`)uP2Z?>%s6Hc1+LNuaxyK2A#-6YE^0`nzq0 zW9zDmGue8m{#($%vHO-5%tmCudboZ5p)aDweML0hv5{;gMeebUsgVUf_yO3k8H)Sg zK)wI11Mj~ut^aSXDs^RH6;&lFSu-mGCkGiDYiSxqBNM0py|jwqKcrQ^HH@sk*f2W- z!~cYPe~ZTcGu+FN3W z)Bk0A>Hg9Ev$3?X{@q$x>C+j~8PS>0nbMiM*_s+z)0xp(&{@)1(OJ{k(AiiU(b>}3 z8rhrK7}D9({UX4Y`VOXaj&x3R&U7wxZvPnt{x9V3f9`{1`DJ_mhvMshqQL*LU;lOW zivlySF#HcI*8hS6GcvLK*CwCeBWGsmXk<_DAKEWRBVnU|HikyOt&>m=j`l|SR#2|% zRc=P|T35-mcv=BcSg^ks@HJ8=wy72t{56^uFbEQNE2xW$3t1}{NQdW68k5QSW}DCP zbWHX7&AdsKNteY+bup>hk{%K;XR2Qz?j@nL8@v_%tknz1`C@nC3=*0Mn*Lr&A0J zj31J>2@t*GH@T^d66n==JpPC0U9fs5+eY9up>4s>7+jWLL(?D>NG-sIKL8SCxx4*1 zBY*~`5sfd*DBhu^IkdbJO9N;IFiPJsfd@JQZf}1drrt*kaPMXx9>jMAGx~9hx&bYK zl5YgjD9-0G*gZWs$9Itd2)lpgRWB{A%?v;-bnpDyBHsNna40aq?^(Zq`h@Py*zDi4 z;g6n%vq5vVX>ZXhhoeP6cQC0X0=Z3AQBi!yXD3uGj_tAU@ZDJi0FPjk$_;3{&?Wh* z@_>FQ4odaE(gr|?1wX9OG9~~(xZF3jIDbq2ph+!YdbPo*rq%P9@FCO#VGp2|$?|I^ zKu>9*x2gMufqTwDK2y$RaB;18ex99QH_rJOdFs{N-r;w6j@hNV98R{_haK4bFAL+-ZT?gs+)FDSK>k=z#)x|0LmCp_XP;rlhabGL zA83@H8idat!J8lawx8)apSE8Z_~mU!NUCFfoiby+3$~Zf8D`gNEOi}t`x%BG@pdKO zuIZykOZuv}Is1pM#HVE$@C&%AHGt-J$H^XH;s0Xnoq|LO7DU^&ZQHhO+qTW!wr$(p zyKURHZQHv0PCU$sn1`>7{L9MvsHn_XYqh3^uWR?r4@^vbz!R>CVqF0ORR$8Cr~yDL zZ?^h=)2=pv2WH#$zvQ#){n}CbN5rH&@495F88~Bq_CoA^gh83Wf4RTet9--eifRdK zYbizU_iEPoVORFR0*Wjy-otMCB^Mq6e9aE(8x9TQ@&N3}*lcwHkip5dw06FNg~w$r zpY}?=yA!nd<)p|E&KSV^_iJzeweeH`#qagYf%&D4PVR08zN@XD_y6}yyJXk=pnet8 zx;Z(!5I>&}y{g}{kGst9Kpy^63FxOdQ=oy>i#?^nRQJ8lF%noVu66w{AslEc7AHQh z^zIg~($KqmpOz0Qhyyy@Bfkr0oL*;dU)s68=J~+0FUDR_XDn$$VTm=5+$&VF%{Tx_C*heLiv7qy=Nimm%m?eZIs7G??!T`pt+8i4Cl$-} zZM5ml3Tr9+aB&t$ueWymFEB5!&n^0W?muK^W3i%zXbi)zvV0`+fqybN^jFh+`+gk{ z9fKGCEp{nQKiMD_e1+ANLNmE~;nTBz;bSJx-qPM$2S!xB2B^s@@lQv$(xq2g=!bK3)8njUY$9jGjAzu5tg!QU{nF1c2l zDE!Yop;%>$$4-jDQ<1)g7F(|o+-@TJ_4|gurXQ9K99!U7vw%0ycK%IT11z)eSHPEc zB)+`$?pwwL`Agd01fGQZ(LQPC+eP;kC6`)S=?pdfkZ}FeAc%}G{Cr8X2Xa(QIle9l zV+nuX25_w1IzB1LgjA0F3QoAiM@>3sK$t&>^~f>VD87U;cgwB^?zIP|!uEldzE5SP z$JxcDxbf2r?gtYpi^6y*9IAcJYvY_=lbHdzfHgw;+LE5CM1(^ja>&Zo%~Uht#Tf~s zoorLIK!vb*?cX95wbs(rU%HN3zzCbn#4PgZk}l+<#dimoB4taW-Te(XV&oEHRgRV| z$hAqK4Y|FZR6!sIf6MGk0un`l7^nD~kE3PzWH~KKcL~1QuVJ*zPQHKOkkXEw)@%YI zmrQs0h`Kn8dw<(}p-tZke~-C(Zk)|@hC4vxU?P9-M&!}PyYvz+YQfPJ)t(4P=+Ul$ zX<{o%gxxSfS6SJuT+yq_u4J%8+=XRX;Nr4RO!Fejg2vNi5T>jcwlTNfU7R}Z$Q`nH z7!DfIJA`Ep&txQ&97fQ49~@-lBcY^6qUG!qwRiL{6bes`#ldv#S3Yixy-RqrO+x(pq8OV{+44W*O-h zyzU2rnQ~SZ;d?JM z6+?{z&Z;b=P6U zB=`Qvl~#6~rp;IQbfltRN#cjd?5(UNNGe^th`^*jiBNrWka<^4>({ak`c+FS8>#>}^6 z8j;B%bUqkJs&jzJDDi$as57ejLa>-JArYa(wFDn`Z=g7zXR0pOQx1=NG0yy`-3%BF zIOu(rC=3t7EB_iER)A1%%I&V6k&33S6X)baOtXn?M=NLbnU9l6GF zy+A_hemS0(-egH#FmZ_OJg#YV3r~Gl2aX%o13xjBU{k2yxf85%dr-P*)C@;KgQuk2 zKIh2l@u;~U8*>CE0k1_Avzv8oJukdfhSaNg4E1%Re!r*sk|l?qU|AY~C_^dwIOnW* zaC+a+bIThwFM5W23AJhkj^}s1>Ol1(kEdq+*!kzRbM%S*VSJT&aR~znMKX|lil)_t zLP$=t%)&AI4b3$9_;5EwzJpr#lw!o+y*8(9q}Z=+5_Tc%r@Sa9{kqe^-Gknd>Q>K8 z&{dhgH8_HOa)m4AgZL4IFdi~{tTl};({FNuF2&)})D+I1+7#2xOEUn0CW$PE{<9y+ z521Hg7YyNw;%GIkoFk0N5r=Bi$F2f+a7#g-Wd)HQKC6ddtk|B%C#)Q{M!w)MjOr21 z5ixxACoU_X{*_r)kq=Mtrq;}jbU2w@rW0sA`2qTjc<8 zE@EeRTSe#HbW1WrD4dFoZ{|VbN#KcuFJ~k^vfy5Iz_a>p1|7SHZ$DqMoE(wxdx?B$ z_e>tsUCfe3PMfdakDqP!zENuCHXwL#I~U3P8-A|jZlQjQ2?NGBHxWPZNnndRzCV&b9H{qe_4pV6meM`_;cj`-Pv4h07K7VY=rwJljjwRXo7r}B_jFsQQ*v4j z^DKS?6+)_~jD(xT)jy66LXT-X<{BlWQ!X^{)(8T?fRtXq##0-^z_q8hSr^-47;4(ww& zs~HBamKKkIr$5=eagbKJ8ncR2Uyox^=iT*DmCoI7UEV@=!)`{8%-iqgoddr{sXvz- zk06)m2Yo8uf}IA^(0m>Z>CFsd6?*%m7{nHmZV+&nD5PV`t(E8X&~Z>}vb90iMcxs= z5lno z=1g_jhVCS+j(k#K&1$5ZwEc4lb%12J0(jG>U%G44ubL$`G|W@$_&zrxcaK#qFAPt) zC!X$G(YeVhGGpg}ROQ{P*BZA2{QM*(VFF7wBhSOuVYOEaYFpy_4iDdZK7Jr!FI{px zHDMU;z-|>bc=dJJfcky&+;`016R5+E2l$Wf9KvMAH%ANAQvDn7hzBkOB$>giYL_1m z2f)~x1Xafp;L-O6b&f&i0Z@?8_BYA~N+hg1878M55WHy^)4-s>kv{k*uT2@3<{^+i zlMqsyIWb%W-Mbt1Etu{L|3pu@Fbiw2Tg@YE9szv*wRm!`2g63smX&_|K=UpZ0-V5m z^NG1KKj5`c99XoT@o18_7L)J$?x83!# z)$pC>)4r2=?hm+c**;QRdsE1m_gxc;j+}Ak3+x?uBtEfH=u}1%r3U{{4d;m0JwrcJ zL!Z0(pu)@1XorHa@@l);5ZQocl7do)ve6Md?1Po6&2R0d%dS2^x|lMpX6j?}!PR;9 z{>ED+I`WKmVdJNWD)om-R71*Oekd6S+xt+YIX+K%LR$7OPj~YSgXu3Cvm1qJg~ZZ| z9vn11y6moWjy*~@g#879fE~E3c5vey01;ptCS}GY4-qJ?8ux~7M&EDC$=Bfo<8F|Q z3Sobt!eNCk(&TdnbJrL04%(f#I5v?YnW0HFEIqW}arbXXTgUlwI_VV_<7ER6h7@vK zdafO!WHKcB&*;DRb(YFW$T95xgCR}}7$zqqtqml+xnY;x(x-&qjm4R`-L*Js7gieq zc#hEl*}16G{ALFIDxp?%L&$q#)|Y<7&V0Ltu5}S$^c*}ei?q;2=4>Qw9GABRw9^9w z70==ZsmB`d44+KA_KY$=cXvE8UtC8tMjHY~@9A}!vw*ssx31m&=AIDdXR>t2XE9OZ zfCaDM18i;ykmdK~yO7m&7*S1&f!;*PA)#_KXv7ShZCfl|(I|~sp&-%yngq0;rxNgL zGD{X)oZ*D2q7$RJdH5`Q!^P)jB~Va?)qWte#}!P9p8Hpe6+P=R2aJ5+6ob8Vc-lqH z`@_M6G<}P<3%9uYGFF|S{%g|D%Y6r4YPihVWX=;7mP~HnioLL7xenh8KzGJzAf?fYz{pR_cveHteek{{m74B_c_vG~3Dj?=&kTrJxSeXdArqX}`_Nc2^gx$IyxX-tRV17$ zRUSb1gQXPu8r}-p_HE_66>)YlU}7!)a*=u zMEcmYuCpN?zNwN&Rh7MET7nO=*_??zUK^mjgHf=1=@zI;VjGOvnST#jcZs%4n=eGk zrRLd%wqW6IsYo>L;7zb?r`+_^B~-lVd$40%$P#mq=z=vqIj@|mJH51Ycge(XJjB~Q z(nul9P}K6zjKUb>rqkGTnHN;VjrxTdsOE!=TZ{?J_#wGRMu10oszn z^}^<7hNC8~rfu6=F4@^ZMh~|sY&Ii31}l?KvY*1LNmRchKPYc5Ji=>+mZVpRZ0jt4QUM*=Q+3xe)U`!4OJ{h_xLy&w67^g_D>9=MYh@deD;_)>B`o453d zN~|vw)ZeHNQCl6%WU@Z^qhQ~9IBv&l(8fA1thrDQN{!7a-L@9YBJK5Z2!yU5G~SHP z+ik@B)D24m6$(B5`*i)g*d*ZJY>g_?pN5F6%vwq~F35CUnT|%ahhGe%xmX_E*}tyF z;VrGwuXpo}3A0r)VYNKh31wGt-fX{kbLIh_7INdI`|vBZOPse--4nMB9%OJI&=_y1 z{1d%-1oo$j!9M!A1@7&ZFY{;{q(EEg$Idu*`GOg80e&t7olaBv>UaUVFIh0Yj@H2d zu^DnywHjQ0%w!`kOhouVx~iBoc$m>~v4tv#242j^6KdrbvB!URa>Ao*5~$`CZl%y& zD&LEIAiA_udW&IPU4uuk19}uYZ?g^C+S%AoS=Q^#D4b%g>VJN6@;&-gB!6`6B`AIC z(%uK*TVSCsS39#fx;gZdUan7`s)e;*5)3+B-Je0L7G+&1^$o+qnLss2e(C4(AXdJ? zfDNu5`SM2i3V#!3N`u9{T#u+M*5ke&Sn>-eGgAt`_Iw=4$M{5$oYapqcO-SWC~c$O zA7WT}5%8lP-EU1#2s|PueyEG^8XwzXV`gX2Yc~zKhHLCGJE`YO8Dtn(18z|Yei8$12@>K)l=u8Ot2y=i-n4ydDD(8O&(0)krtyOoftFsksDaoJH z0{40-!UT$4{oyU2D9|rftWlb)FZ9p$h^;j7PA`+SqLa-9VIVA`4GFRJ+LS8Ck z0Bs`_sXRz;AbweI)ETcjX#;ev>;#Rhw3yCYXaUY)&2E{F>x&vjR`HIFS5OjJYsWrm z{K&+6kdUykwoDeVofe;@=sNOg$G4``*O#>Jx6oKvpm30y@Iuj}&7H#Jh&nHpuv z(1jNr1ft2fM0};nn-f7zVR}k|Bo;$K*E%)4q(MH1GEFz|Z2ek+zQL%&is+34_Ann8 zzim^^#47dN5_&r)jd#=Ovj(+XHnB6yYnhp!)qJwNNw7y9zc>FY*N~F&gIrHFi(JQx zhWX+u*DD7D$Zjj3vczad%ZU|ma^F)1HT@d$oK}bxDUZR~(&T~SGvc0p6bJr>-h;JF zHSq=e2#6j|SL&Fa-8Jx}5m!GO#FXb)l*ocH;x53*dDdj2?JdhgchK?eOV?+%>f|r| z&vt6KAocCzVBDqAIX9-7KyYi{GTakqEAPB8_9`W<6P7&Z3Tum@Fyciw70AXGjS;}5 za) zU^Zc&6Nuff=T&wPeRlO|qhb@0?@NjCcL!H>6nGE_oya&BJyWRVFzzf9(= z{5w(gpQ}Iz7~WuTTLiG>Q$lSM7V&V_e7T1vLpipgPT(1-0(J`-YVxOFGmY~gKOG|q zh$y4-YfN4ritkBFt!!f1O!y(-!#z_V?0nhSWTWe_nhXp%{%-MYhMr6HkW)i%`uNK{_)N7uG80dU*@+SFaU3c)qD zW*efFZP`+AK67n*VCX1!vw`m{b}F&H;L_(LE`MKh_(=BeR}|n5rqcGJ@C)%w-5xB! z2NQo$*s#G;?1vZbk#~7)yR#fPgY5Xwp~x;fm{){wb#ZdT`H*4}mLlV8My+9C`jvv# zSIummpQAQ3ylqE$i`Y4Q0hBs~i`HMq6H1R?5c-d5Nz-6a14^vR>v*s_<5~q>Fd_38 zvs0G?cktNZ5^DViqBG3*x^3-7dezFuiZnE+9tVeGFMAk6WbDuiM5+~DIKr5g#d>y_8WRPiOe5tgse z9j;y`@tS7mX&AVv0UC6 zE^7xNnp3$!7n&fqjI+>{o4Y7%BhFQ3ci~rSvS7AF(h3o!4rR5ZPv_I`tHK!LrV7i8 z&J_mQ9+U-Vy_=^tHSi88e)rPo9o=KY7*slgsbQoYNg*W-3AP&D+&cx}?oz^k3$ig< zx-oq{2KgRUbH9adK2}-Rkf`ZG(d*mT#OXygh;)0^bB#0fjyHKRvX_mP zVRqozUm!3*UX_7CWNm5@^Uv>(rklRRF~)Tk&%8%&ub4_sY436q+K4$BoVolqBrXi- zR_qhILu#e&xDvyuu!M}oV z1%Q;TBfTg=!vtYaqhyNC(SZ`1uL^bN*Nm9?=%F@FOU^SA^^i*mpkLqoqq1m$KN39o z`!LlB4*o%+j;pAHxs$oATN@=9#ZT_y&nOR}pIUd~wxkujRlmEqCyR3;1zQ|)PcJJV zPknPnU^yWgV$>Q4`|&+(lwze7doQhD8hMZOek7OXIcuVTxHaZTsmZ9{)&McY&c?%H zUF~{1$S7(65(}&f-7^$DTj^GTAiMQO*8kGNwOy!XXg+$)RtSLja>~FbK3@RWGsS2LOAdwOGlJl-Wa~b5?AV1t? z?Mc5S@LU@xG{jG4Nvt$>a*NdVG1o|pOim6*0^J}CP@xapPL0Fq=!#3|E38pj+ovC_ zMUkR_h1_a~9-RA)U^<;6HRMp^`QD*smgV+BPl2rjv~u=`qn@a?V~WN*T6R6t$v*{< zykg|$W`_|bGNYrpMkj7g%32<;BzXlY*)sq1AmAyj?HEsrTw@aEx)ZG&)Ogj+_yudZ z+VPz13By9bx;eaP;-Jx&KQMPk&kEX8PA+U>bu+LsylLHti)uscrf)B4zWW0tjL1t< z0T6H`5EH40a5>$dU*7Vn(m_xo-o?Z~_jr_E(XGmLLsPE?2 z`(U0Y3ujn@`GgUdzqxIP&|EZx_i&Y)aw?HY{CCZ8u)Q%nm*^lCl217}>roztUylg0 zlVw7&OWVvJpVH2DEtbEL7-t>XaQ}}FO`bnidf-vY%j-t9IC*pwAxwpsh(GKL2mv)P|O2Vwz(x?XvHdO)di}) zB6>lW8)~Hl`dt(pASacu5?2_SOt19{HtU#0HWD|Xi-VFZh`&d@zC(v9v4FOKGUp42 z+gdJ@Etk6Bh#;2-W?(Aa&6cxE$~lk|UuO?Q2GCR~1xDT*8{OKhAecuS+5yYTlB1q` zL{WzH69mgtHzgmGF{W$sir@g>(YwhlOnfgajxdf4gIt-IaGq!2o*~#1)FId=DHfELD$@wR`85`iZbjB?-;=lYkB7+d3}^NW%O7TWUo%(p{s*)T*trn5 z)+YR+Py22BF&2erXb%h5C)dpq+vECs;+Tc`UKyKkZ7o*?7a3{Y!#93=55Rkx4~;(% z)pKhDZjw++^}vLp>iU;OQRBeeYlr&ok{BZ;Lg0SJ%w6OZZ3LGxYw5O5r#s{+cqZSW zeN3r)O6oU)9^vl3c|5hj=OA&OSI@vFW_m%-9A4#Lxw1g+jr59V{Q6I|Kxk=f@m~Y3 zN7r|87Bzm;Ch2%%`Kv*eP@X}uk~bif5XTevLt=l;>B~Nge9ODh8*^2l_y{2h4k(^p zJmy!C*e)*}QrbIk$1^_dn}<~hkXsFX{!@2OVajCB`9pyq&S&aDj`@V5mFdh!YJgp7 zDJ63n3O#smzp~azl5a!#rn(*%bxf=EKm4SmbIAKeY5}|DvWFHkqK&~-0}HEeP(Y6@2Tk zrrWt`+#EeN*k3^}x}$SoO3WScXXeoZWbh4ZFssz6nC+KY+Ddco*W{bh$(eI>^8+wgzXdoHWvr+0|V0=^K6R_F7wz2BE1WFuOzWtGc{ zPJz(Zp9@PR;LdWax(ggeE|YNh*yTsXj2oyo870_Egr)~^U3m#;rz$qJHtzu}nX9y1`2iDnh@~al+WRe<^t2;{F%)uxxUz*#}zodMl6IVjzQ323WQUIMWdBp_<|60h4sgj)J$O1)~YkR(KxRYs$dioaP z2W&;c46Pjk@zJgtufjG=EYB5fm9-}pRtoXMN9H<*DQpS2kBRldQ^$Gmy|VfR^{P&n zF;3y>Of6`1G4a8Wu|rbc*cx|aAi7U*GwZ=A$O%=8Y@(X_-Wx#RIy}u}XxCf|939Na zM>+ERt8=eZG%W0g=gb#-dhA;fj?NdfRP3zftq^$d^q07#z!0(-ORMj=Q-w9lp<%i$ zOF0YVO|pBhGk6i5l?iXYV*I0Ga;t31xUr?dJn|J%7Lzw7?9t-*t^*};@rZequqYjs zF1hD)5A_e?#moV>5`bRG0>&7N^Txs;C5CXwB^>8dS_f=kGI zC1OFggk|A5X_5CeOz(77N}(_}^-efeSMdj1Y zQX*rGB-JQHzb=aO#e8u08os54_@Q|Cww=fERBhhh!tq)e^Vkcww18*li)^V7;v=UY zyK-vlztT0N@b0pwrSpNS6mK8JK##(ULoJz=^2!i3nNYinn#{Ya1IJpTK2ML^Ny_Z5 zzYgnV^;N6y0TAV@l|EI2>L6tOBztj>1zHnR#{Ja;H7~dt^A7HsLCEt+A7O6#Xc6RUR}Z z-w;J~MmQ`^jBbdF7Zv3{8V&-~(syME^FFL%OL3X>DsMlZ1 z_e-O1R`;}07BOehDPNxKbNq0gs!l52IA~koH}6eB;GHf=z{kBswtqT zamnjH;1bY zjbB#qbEj&ZDtwZIz{IqomA@aF#?KN|*)IHTZE4iS&^}-b$!%6uts~@OC{gF_YLJ`B#zDhWBHhhvLKJ63o@KP}8+;*6_#YYJqBBLjC) zITI<1@t}EDt!W>x#im;vk_m%YiRW0uu}5+j8d+99Sp5^k@E5uX{2hV41M#>f{)K9(f(*NCAf8pmEEOjqU@A|vI@`H({Kfx~_7C@##<9^HxCcF)vBh`wA z6WMFs4-rBZ5=F?^h39wDo?;bI1T)+QMj(~ua5|U86`6~UIPCX0py;ZDJ!l^0h4ri0 z9Gx!*CvH4ePhS~ZUh>$PLZLj6q>^YsZ?9UHvtwz;SFw2;uidQwZB$?C zR`C2IIW`+|o6%?^Qrq;X7y`-ks@YopP&_XJ(YB*o&>XFQ*(nrmE)|JKXyw}ARWG+7 z{WP<70X5WrNwS9~?3mocRr3&^B1!|Z=f3g|q4ZEA#}4RMG2k?bnixgK^?-koag4gk zx-dvnNtq+U)++kr&ZC|LTwg@SHM!9`@tRwDg-Y-Sl&tV}|BG+3-8$KNo-yo^y}uFu zCNDH}x8AlN^ACto*yeR?c#|lga0*=8F~9zTtg6AFZk0`Z1}U=^{=d(Qfiv1Xk%5%$ zGoLDMhFWb)cFJy)3q;vkHf3t}t%yD!Di`YkywRm~uZoL={tQ+=ez;kXrXma!r zlh)!7o86WaASaGRa*R^S)M;K26{KLVtY@}lv+5Krrw0ux15vR z?+c#6O(bmG0Xu=QZrD4fV;nibINDMVod|_KVi>zS_^UE;i@SiUgyxw;V-@k1kl70v z!hNGz!8a#PuH-qpSv6B}fd6?5mS53cudh~KIyFE^EAY*E zvct~rnU_f-asbsWCO>k5usvw53DVa+bWfgvS~{E!{I!90Rucu}F8X6^XUc}4lX$>2 z-0mA~(X=)JiT1wl;^kbMGMxVGuz?aa3S6qwtxd+JvEPAKVXh)N>X&%KpC7nPhRWIt z#DduLXBAt3-RR;HwN(;0^lo7ny>vB(|E2au_tp~SAUo``nrKdJrh?^u!z%1#HqjuO zG#_TqH*uqNxPlI+GPG}D11Cv@(nXT??40YfpMzyc0!l&Y=^^vSLM{d6rj9li83@Jt z)Up;IojOJOOEZTf8sEi;0?&{%kCu9>ED6+iBy`a=z-aV?y5j7 z3`0lMk)dip8>vj6h!u=o=eG+SX~$8-&N-47q%oCZe)tM(^m@XmuxN=z++2W7s^Aga z?@_(se%m#;?W5r96cyPdYHPPP%beAv5(L7NiYqVY3q?-Dn6z-W+ukv8UNPHx_(c}~ zMOX?x6{S9`l&mJoZSn;W1>bxYVk}F4e|+1=IM10Ydg(&$;lodQ3m*iJs2HXI1U_$v zgDhEWpsoqUa^Ad|LGyivan5 zML%5VT`ZhTP3c|S?f*~w<3Bs-|HXU!2LQtQ-!}6920&Q;n+u+Wk?ns}!Lx93F#iAT zpjWGT@Fe@J%1e-G3x%{@NsslIk1M_SppQ(64yI!=7ma0-n#5g6C)2Jsn6@(}=P0S9 zUNwkAj6cA2zxwd!?YzF9dff1v@vYu^&%Wn6`|djDVB*0EBO9u6Y#=U)6x|IN5fwi8 z^9@YT1Di*?Es9T`LtO?q1f$_af`q64vx$nsLJQqPut?!Xf*%7yBfymhF$n13AS5Lv z1>FHySwy3w?R!JR-(_KHL+JF-JhdK=fjT^WAQOrmAk0wsr@c8~ixe{25kScozr_K| z3Ly0D0s)ePAb~8wz*ILq)dGL5K2Q5!54O7= ziuEIkSMQ62>r`?8KOEbo_$@6VUJ|D{MLj^I!1fI+epm7XOL+D{ZadDlm%Fyp6A0Ae6$PJtE+ z;>bY+oA7z&_H%>$mUdHs0kd$)f#q}ctPTso11G{2Auu!)!D;x%$j%%D%IVlbuSr49 zLO|vz4fiJC9k~#p+Mz&}752W-7MFf|yINg%A+74V0ZPaWIU# zIj!J;5G9f?P}n!>E)9c(`VGt69pc|!7@Hjb0UAK@b_)H!2Ue&FGg&Qu+RwL{&RMAw=Ao7-Xh9ucppHOy2I! zf!Ff-&P&HRHm70ev6C4LX&lf~*KUz$EJ#-xuv;ULn?R43HdyDkE-S!7H^dLdy$v8T zl&Tg?O0Bt;o$%KIb<{6GuN*{F8z)MEUZ-_!fu)yoYZb&vRI57z`h=>7dK;G`*rQ2Z zXkJ4hy6pN!p6XVK4Pv2avselbk+f6U;Gydy^kNj{UlclGCHu{Z(+wNbMiZz%C*2Uh zEjJIh?$Zm)db3CQ?BV=ImL~l~7 zQfT_GF<_hz(<-^;mP4I6tq8t|;U=qFI`WW~lghGTn!2jv)17zKyyLcoZ(cbC4TM9J zT$X3`Y}!cGY~8Abcrv!M;MNBrEBY07h(5>ulu@3yM?Xx_hT7BW&6g_Pn4V96nQG@- zrFX2RLW!3zN3OEp1d6_XbYDOYA<_m($!*)MyIIsX;6F-R%9J`R?DEE8Aq`b9z0Rpo zimuIYeKym_TW)kE(KKjXrqh0jz4c07_=1IgEe(A(p?c-4CdZX4i(vIFciv}robmH` zzGXTi*~sT9&F`1ogM6G?brUC+2s}k&Y#UHVc$r?KX!U(9h9%Fm=!>ZnZg7~o7Z#}B zfIm9QbrG9v^|z~y$X)H{U7g`JKEG^UVWs<=6bjrgrl2cryf4SZPGMu%*$U*!iI`j# zmsG-YQtWE0ifP#-XyEx4_pnNv`59E4s-y~uQj&;6T9;bLoe!?zv|Y(qN(J@|^7*s9 zc9zEmVtL5kfk-?7it=kK6IA)KI}~9m`aO~e@k8}d*bJsqB-XrB67Kr3)icXJ?@UL= zYZM38l*wZ8tQf@eHOaY~Ol>1vJcqNQ!H{(Ut*E)Gw_=_OJ=3dC?=gOu^~r3*^#G1X zJmha>(%X_fgiT&Tj~1N#66u|`$9OtyA3`{|MLN2=Fae3r+n$Okqk1pn_?94~YoD?j zlFVmbUXR%S4(2YXlUp4hYdp%uVYB2oZ@zB+bvMRvAklb7$?`p5+QQ_yTdwid_B?Uj zwex}{X>P^QR$uSSFHyVy*;@*%uDXQH71&9F5QXy0ZEcra#W8v@tu~nc&B z3QUVTb^I&Ws>`=ulbu1pP2byKDJY2R=eLlJL-;RqnN?b0&b*C&g(J#!TpgXsRC|a1 zn;af96u~cVHKn7+(S4Klm-i=IN=Ho^ri}Zw) z`szAkoXog<;+ou-9(J=cmB*}p}$hiWP@YtPNxBP>iF>0I?-s0rC#*r9_%9$=sN2ix1zm5xbdNe zHh%Hl5MGXA5AFPXOx#5*2~T9oTS!wiCr&?yBB8pP2?FBli=nQ^K6=w|?OE|#BQ#re zvsHRehgEykA`q?WJJUoTPxDq#!KHT`kLWs1{qpwB3QARIgXUwiRBL46gtL1mooS%r zn*P~w#epnw6f%INf7`U<^X^rZp+dZD}Lx|51x?_m0?>u06a8;&rwM9UE8SgDxg z<4+fP(=1!*ijN4Xu_&eZExMV#qru)%tQ#cLR=B(J7NaU@%8OKl8!X;_?rl&N_Yyt1c#|y{rs~lxh-SS=BQ_KDGVNt}2C#h&M`UFEbV>nb|S2h)) zO}E~c;$*$ST}rhD;CmeDLwZ~12WGY9>7)&=|ZXo{GIWTCf8 zDMz=sNQu5Q%d1G8$N8MLUW3-k{3Go*mjw389ppbLQr13G__C2sDCR2pMW-0M!MEPJ z)1vS{^-j4hht42j*U8XZ7&$Ccs;I8xZ?UH?<+e6pziWclp%XHm=%4WEmFZ@>ZfvDl^x=zV0pJdE%DzM{SF-RnO}e|CZ22$4iO?J5 zW6iG;nXuusW@a!naZP`H2s*Iz8p>Gik?k7GQq=x|0(sFTcXn1#Yy^SuDs#%Y}ze0yXIrc8{2W;2p#&nB1C$An$L&|ZV zrC=)i)4Wsorb(eoewKUXbmk7*>Mqa64&x=#0q-_^Wi7j^EH^#dy=%ic3h6|^eWo#N z_b$nR@!w4|iO^0gjazb16-`=>nsSc!R)tsH3IK<<;-3%9EU*-O26O5qH)p%fSMe;L z0dERJU%~JrfE2wBLZaz^7ie_NW$-|)FZA6s{9gZlx*T&3b4k4G^PpsT?MUE@2opHY zIADty@5b}jxeWZ0d8WY|^3VGEn>^lb#pIqp~fqOC%&#h-kw)*BprxUta0780VyO$# zE}k6p)ecA7=Vk?ospH&qlE~2c6wOPs*)yu6DbTf@Wy)DN1M2TxY<;08B%3lCJ<@7K zwQ-?3Kyk;c5E5&_wAA|l%yf6)_0mn%Q>+S?y`R-%E29}-r#N*=B{WuKWl{-tn@{Pn zxjc&`aN*Eh^Uf_}Yzk{%k* z%}37036k=b#8>*m^VfL0=rtoW_yiqaQ^c=$dz3wWwI1)3*~@1Y)}Dh+{|3uelpWUzKjoJ)^2by z!MaXp=>v%Hgq=i6ZKrK$lB`VhmEhrAMzOj;lyh}uwCClxnvZluT5Z+2ZQ=nXRUft~ z0!QUaPuBv+9YS&DR#9{p*gQyf2&Ax{C9Fo zA|_E74PbE}N+Kmk&GU+}?7J1=v^j%EA7A1#$C{*enw=o&Q~Bd7{BzZF#oI;JPEJ#% zojN4N5j$aqiff(=@|LznH3^IT1X4ynj(v8acchgkrHuxQ-!Y1@kx?=5K77d6a5!U) z1KtY8l)X>FEjyKS%?z`u>9wvR;|)u?e47={n)lZnPI5=tbFzQW-J=8Sc_*S(IWpl& z+LyfpvUo8f&!Saf2x71&iIjd<+65?V zKongoN9#~uf;F_PDiajBM-($U8VU*(>l`GGtJ4B(1S-olYf$)kT${4yc7xADpYDv_k@ZX#i$QZ_ z4kxO(W6V?8fqp$@rJ9#xW|23#lR|5`%vV~rz^z+SB`yab!=r$LJ0Q^!=4xrDce4)% z#eO@I-!}CV z?G*41@P7E?(4P!^Sz1-7oy8f5%*}*2d9uXMt~DOMcR&Ph6+OW)HI1*i@*S zaRSsBZI~ToWR5Rf)J{80Wt@>k&Q!9dxqg^L*NE*p@DHyFY^wcZTN_k6zUU0v2uXQa zqxLL56CpqoI1gI8TlWlcv|qywOE4=I#T;Z)1|e!hbkL;+q{jHHY0iN@D1 zI+HA?R1=#PTQ>&JG;`0 zD?avH-DQnBH zbY*kyEPa(Rx18_fe$NWxe7 z`G0IVjQ>%g{7+pD+b@;;FI|r8|0Sg=zakvF|KYg#52E=$5GVV8d+q;1oXr0THGds9 z>@1xBsl53gjvEeU=KsIB%j#AmXA_%NG92!TRmrQ>7MqRL1{-ozZq$ty%?8ciYfN44 z%axN{+=I){*)_gbw2QnB@`{erPE@pnVu;+>(DswH zEU9#vwdFO`E45h=F)^|O6KIFV`bGqhu1q^1Rw)^PqOuVHGqZn0R1|b941wXz?wPTL z?H*9Rit=)PVL`zc{Ww1v0P*b4+~<>X3rj0-{Ev@4b8~}RJ!`Ym8}yyuWx1gxlzjsO zXu9TlI*9b%x~z(@hKfOcDlPw@ilmy7riUFf{}SfDO-S>T`&Mwe zX8>t#BW(2~KcrV`_NE_oAvn2bKU(Xb^Y1{)b?#0MY;H}iHh^z2RTR`8w_G|jfiyou zZtZVX;LGW6t;|*I&Tr-UUS~gpZ%bYOU%4{?x-$Il6POu5GBi23*8aJEMn9lV_KlzF zShX{$uE#$qfV6$%i#VsohDPU?pXkT*&-`0&bzFcy%1;8|;MlW%9veTC=lo9f&JJwN zj74EahTqr=t4DU$PSV^Qp?;>K6EjnIeM7Hy?GaUjey5u-zMOd6( zNk2TFz{E7xH-NXLMusOKbBs<*Up_zIWJAMK=fBpRH+q87AFfG2-E10O04~1^Q{#8_ zr=Notee&)fFk(|PYrFf|)ABZeE17S(4L_)FMeI&4&M(q8edt}gr5}gymCdY7&vdN8 z8k%+N2N3NNlhV$`UwS7WdH(pq6aXK_k<3h$1dyS*WyK& z&Eb4y--Zg3pTx&S@P=8&He}#T$R3ctjGCL9K#s@Hs{|7p0|WoG zDe!!C@b7S_Kk*Kr;WJS_B2kA2Hs=~UhM!P>izB-Vtx=2BQUPgcv-@@%O}96RZ^*WY zu|&TfA=3{s;F=MN4r_S4O+PebV3Y~{>#*#LkB+H`sz!gOnZl)Is>gG?Z#Ks?r+o_5 z3es;CrI{i@Olhd)Euv74l7f>XuL3vo4^hR;SVVShaS7fq`(VFT9JK)1NE`~O20DY< z@BXz0PSMWUzBI((3anC1CYwT@PpJg^lo_NP`k?bEp2yADBn3se396J2+84xErOpf% zb^T-%bZXAYBUEx2QOCiSGj6xPDs*c(v$~DG zR&g_R*DQ=J1VfyFgBeBNWEqLL7_%b=wBy&%@l2Q+-x_Z`{L98yP4LAYMe7BnWLi1p zMq5`>UDa@V$y2!!&s!vTfiisusMN=F?OFa>z7rgV<>JMx^E#IbxRs9>r$K;0oJG?S z&M{=x!2V^*+)&!1)q9-$N>gYwGv*$n`p-U=xLSv>GF$jG74ts4bz6jy*;5Aa%cIk@ zPK12)tyn?EH|To<;`LT`O>RsSsmpnWx?v;EVNaOs<<-r}?omX<7m5d1Krtu~3M@;M z-}+M1^X^A@?Y4N8%UN-ano`KmrH#f||9F`ASa_F^$VgH$g})PFha1-lm#kaHS^^48 zzzFf4X3odrZ1MPU<}&c0P&9)DPylIlUNXlDcdmo!B3W{)BK{E&YtjhHCO5zaI=QBR z6!gj5AF6*5tXtCK`BBXssrH6n>o=}9aA2=`Xc#tLi$Hs9kJMy5ylDRGyU(LW1x&!~ zbv^#LAHIC8BD@nAJ$!PMGZuEfxm|}7fgiMWn{-MOZaz8Ms1S)iX7XHkEOFsHW28R4 z1aoh@l$S}DSYiEQH#kY1makUtX5?!8T^@>mMPi zzP0c>*rgM1_^dT5GH8;NdC&%Q1TZy!K9>!Rf?C_VxpPu<9Z$Z%kv~GK02%`)Vh1-)@c7WEqm z2L4g-q!Wc}eK7pUvzG)zg!*QT&VU^qSE^|Cjb#_G7*o%TFD#WIkFTQPaK1cPx&#%O zIU1+@I^<0RyiEy_HKGu=J%*QW!sp%!w7L!ocb%&uMe07A^nIOe8MibwBBaFSI;X{! zYWe2*H1xtd2G1~uH8$gxc&BO&50`x*db$)Tw~W1Rd(Yp2gLg1OMk<&#q%>$tzC+39 z(W1S68x+UquowR_dBlw|M?iK;I85)Q&+I#kyIml1r$Zpt$UBXJD?AJjJDoto@KAS4 z58UoWe_viaWQP(QpoBFrJDkYlih++4G;1MlXGWRHNvbR1vTo%2LW$?9!LyfZnQx++ zPq$^?j!LTDheJG*J;u&ghnM^$&Gj}c)=U_(xwoz6Ljpaj*#Ib!_g zcIYrVF%3_IGR+<*;Ovc-upU2(fjxe4tK9@!=1}`G+|Zdvk9cOcqCKh%7oSzs4yQs$Pt7tv{>64w@mEXY))9 z*j5|0+WNb&;Oxfo5KDKp{dy!zRmstW{V=W9i=P-JSK*3hpwYHn7k2>`%Ev2g?E3nw zN7{kv(R6kX($cEE&mYfzX9wJvEyL}AlmrpT8ALM!Kfr`*_mr~mLxP3!IG$5-Ptzdc z$E3ZJSf#xb^tIZio;R$CmI!cE!zKEZbiT0s+nMVYx4QgnNQmAT{TVkE)0%lc5=TFO zpYnt|XnJ)?GLZ$;Rwtprcd|md(eu`k80lfV<)=N|`jI7Y=F#Ny<8a7Ch zCJK;}xvo3Yb0YpI3;I%SYW?ChXwU@w9k4=pr{I-k{6Po1DE)17j?=QZ_46MTY_k3X zTzh6W9$X9fIc$cV@Uq3KMxpgb%50!M4KXD-(3CV6Rdz>*2~%p0Gvv5ZVhog)^Y^WCq2p8&*d!+^K>T{`QT_ezl(VA znR#Cp+K0B~1_h9H?wwz5{v`b)HB zAPGbh(in+FU_kx5KG+agOx>}eN1-OBSCbDi4)JqphUucHQICnx04(|2lX7%5BUjW(I$>vJH4bG-@1q@!dAI}#1R{9$M zBL`2Mw?NGtL|_bw7ZQ~*$%`5g!w{?I{>`q9Lhdd5yZh>1y*6b`6QITcfv&FX zyoQDbPJGI=bSBWYkB^^C3o9t4bh7BKy)zj8xE?1+VGEg*(1m2#315+Lt}!bwlZF4u z@!&~5>Fq)`KUM&ka7sNRH^wEmdW*rC(o}s)_%;fz~9_-8_M;fC`^UjJWx8En}mC_&l}X87f;DTQzh7 z6k@m|@}gbh`>EqblDo|walv^FC$Wj?w=tS%IHN(Php`St?NqAI0La!d z?7rAUAc(ql-n0@9q=}yi$;sFQ;OB`ErmAx8se#>bmsh%yVWPHkJS|@Q_5H7P17B&d z{CMXNI1)~^2hCv8q(|=<%4@H**t2u59)-y#RzNsgpuUnO8$yfvODxh{H1GPx7KyW#$y^E5CCQK&bkBL zJrB}_IC&yA5FdyEwFw?cV&&%KvmSP#S?2g+KMiG}~c zMWNlW0LfPe^CskfwA5&>o9Zir@E*rE9btChegG1>Q9-`2@&HeSnzv4j1j8zq(~~!> zn{yo)BP#!@%}W^s4s4^4dKx9v11UvdGiC4NZQ31NwO)q$n+BhC`e8B`k6LIu9cO@A zb=2&7sW1Rgo=PWj8I!w$Fv3+8Nt?+4=^2Zm5u#X6g>;`8^Cg}I)ZN3O^)C@Cs=GTk z`Xg!^N(h9A{)&5BjRPa96l%kikJCnBOs=^o-zkt_F(;w^DAUyIv!dcCGHade9q zL04BJ(t`;cFxpWjPNOimSE}Lh`gQ;ryg{{|hTJ&#g80E`81G9Vx#`9-O56t zn_P5a(46e12G6W#R)jl!x1WkLe;AwOj{KsUtS97pQ37tv1VioPU}w}exG|C(^1gIP zou3XjzZahJ*~#)}__ej2pwIdNh32s1&A{mc+Z;lH4=FvLZ*FA5muTvx|IoBDs2c?} zCZ4CQb;jX=y3IV%6-(u4k)}vXNZFCbOado~oK*LMZV%q}#lMKP?H1PkYhLjIM+0sbw{D)M!jKvu$w5Q=@y3;1#(A5myBI zj>L~4cI@dn0G|>;R5e4?)~p;3N5n840{szKb_C?C_(J z<+OYM9w->=xO_gMeTZC(G&%Y{_e1=Bf$eM0$vG*N*1CFtM9@c^Nz2F+Gag&*MjQ|u);t(SbovtH1yNa^Ql51fy@3M3`*QGK$ z^y;I~ya63NPjIi!2L%=()2pZ_L-yV>(mwT-h6|M*4lQ5rgVEP=MNF*zlZcJeQ^WBV zP3Y79d#~)K6t*{f z@Ug0~7dWdSYX~FZ<bnpM`hG%blb>gD_MWVP8Y? z*?!K2aXzWQ6hvhmk-xbL)}blW>f5S&Pb&g46~pp(K@fvT$?}$#`gJA2$AxxN60Sa$ ztz1ImjkzWipBZr97+#lJ)m~g23S=b2I=;O%f4@?Jq#f9WgI+Hi8gK=^vjV*aizX8F z6ivK7i}%XqaYF@D1_u2*jDd>~Af|EUn7q%7hsM`6@}3m*s~bm>AcJWjfLFPfL&q*Q zpTM5lp8qXQq;#cMF|sIfV7WMHgP-uYzB2+h z=)AkBxPDsOiDmucwP+z`wc=DjBA{p46xmyli8ZcD0ZAN2J9w;uO;%xKjsK*sj?lu7 zG6(9KH`M$gVQR{IltkP|%+vwa4={l0l1TxpK-PI^fbQ4^6p46iAkH`$}> z_^*;xv-RJD4%DTDtF9sn#Srl;ddCO&?}4xATc(QB0v?8Srb+gooR$03LJv`OH_3ZT zd$o+u`jmROHx(Z?TrYOLJ34h#gLcBvA4$=q8xo!1GxJASYNYob88tgn!#PUtCIjZZ z^0x9;)8>>MDnDF{3iT!|U_rSP`%fR^W@+zOPFu6rGSgeoKO(2|3}BaLt$c5JNxpyg zt6Y%Q6M5e90B0Z0R1TRb9J@$#g5-p*RcHw&z2G34%YluB}I}VIM4?qPe`Ty>7 z!N4)Tyh2~A#yCG;{IsdKustUI8b(g>;PX~2%8-~5cQ6o;u21Yb35Z8VW|h#hO7Rpv zRLH}(QTs_2L*Ec#=Q!-IcD1=nnxly02jyO!(WbNLHIz`Pn?VWO*W5*bNV?@EDZK4W z$XCN+#JHXge(M$AGVqR5dD;+bQ*@eJ1fYc5jF0q8vj7YJ=ji0i?73)i9BC zK(?$m!G+5w-4Z%XXngT?8v3T5*-d9ONr%A$KXZw`#Y(XtIpEO(K4)8jv4c0Zli_QP z$+>k2Drdy&u+r#p=*B)O`1;p8NTguOheqI4Y?E^=-ZJ8i>sN>4OkM-}vS>s%D)NKl zPlm$SfDGKWQe~M3O8C z8=#PrwE5_xeE;E_ebA`M9h!(c%mN5PBV}*f-bV+5h{5DyrM@Su+LNp0?FT2N3v@nt z#u>U`RNHgJJTX`Kk;|1J5JagWm4ye|?W;(Bv&^^g!s;o=<*4k#?h_7V0OP?8=EUqUe+$7;;Z?Sy=hbmKaX7Ey_ zuISU9BGYQ%pjHWDpyAJfvkfm2F#AK<%mzO@sceg7hIE+P1-5sC_O)FplPX8>L&h0- z0af8XY7k7qtlEHpAhjsliG6a-WosQlwB^6(GNojnqa4T&8&s->KH1nVfSCQ_O~8}n zjK2dnWMzHx;lUVosL3D`O^e3Mg{s=0I&si20r47S-0uKzC&X)|AIXG(4EOvvXnI!b z1`~W$g0Q|APEuFyQEEvhKW$L%a8hW^GQlZnf0Yb+dBM=XQS1tvunMvQNHzC5Z1T`# zuV$}djWF&U07L1@)Z>SO$-|PdgsDDMX5?)=5KfDu1W@4@93*4qugD2%{_bS+uHpRc zS@aa==QpuE0mLWJl-!FD*Gg%CL0Ow$VSdBX9eD zfo1uVLlr#NcNVRnM^~vx58T}Z3toy?n--6Cb`=(vs+ZrDW- zkHd+qu1bQoEQMa&+M1BPanUVMTxE0AYv_gzVeC>Kp|%xf#ZYZ&aqGL6oS_j@?l0#S#H3@g=Q# z(y>x=r70zUg|@MyHIA^h_g55EL%##hDGe6I@(Zt8)whE9wx80U#$*#}wyT=&PRcU8 zp8(-Zcc7kjGsWFyQnv}7mr$}{sr&k5%H9NtWl_)u+K~=ho2!``yc@l8BW?5SZH&>@ zaReEvwJkNg)2aJ6CG@zHLKH}ly?up%>z`Pn{jN&I81zHfQG+Jhgw-ZZ_&WNjdHDr@!A++ z+~03r7{b%~II!5*Id*iZS`Dgk$shZ&UU@7@!+|RqZ;vLs8 zT(#X@+!NqxLsd{dltDWTB26WA=+y6cccRXB^>(TR1uGc~R5-U8-YgFkb{V3BBCR;Z z(mZ3i@^!l{2*o)V6Q!MHbboj?PNd5@-dxw+Dcr+!rKUa$X}1(V<@01^Y@e^KF40{T zkTMMxlFqlVT)D;-81hM1G(Op_cewNu;+i}Qp{*4*!p3LUC`_1{Dj9O{dE=eH%IB1j z({s*gl6a;x{v;@W(CXqZIFTsutMAx!Fyot&`5Eo`>h;q&D16DWqdY@w74pXN{3b~Q z_Pqa{^aw&6`Ws4(u=}fZ{yaMYVM|03kYm5+tc!OwU`K-nH0dc3YxFmj=3gY zSIs;>gAxJ?9Zd$`uIpFbrD4!W!P-(Y*mb8TBf7M^(E(vBj|u5cp|)zL=jsS$vs*1yiyo`B46;zXJRNeGbBLtoL|)Y`W!XJ_q1ibJ65NT-AX z+;vhrB@_PH)?7Sdz~Y5?LyIq2oKz#0i6qr@$fi~&grZ@QRxvx^Mlpd}asfDn;J{T&!76Fn+ zu^}i`K|p?Hb#${p=3NnSxS7>XbzJq&dW>~ccuD}^z$oC(uiI4T)Q7Cm&?~=1vc_N> z%6Y9t?NhyG_Ai*3ksh|@w9jmi_(_G*RrO-(;$iz!sV#dXB4hEYH6i4hR% z`nE9xwBaCeL5e8y`IPCa8cnrOx=R@NTmvOZt3rzSSP_``x%GEwGzxZ_c$)lyeauP< zUe}qVY=f#B;%+X(mlmGQ+2GX0#B1J@9WKBA)bXAby!t(}CSmv%Mkc>B9^`n+)OiU= zU+VLQK_7&i4W6oF5)!hSnh)*np+8Com4TCK1XO%<`me879Pm zK(I5Qvb|=2LQuFD3LQ4703~u=If&9$buRaIb7)yYq&q8MbI$w5#oLZF1o9AwU7u=; zYrj8b#uy$6NrCMEiF=&Q4_|4I<9ss~7oFybGPA{n*ix|ab{3a&wVybBwdizK?`pYW zjCw$G;2_%HjF-<0$LfKK9E~NE7^7hlR{M z2(iw0kx;T5C@WD?Q@^dJpo2HaW3Cj`Pz>C%X)<8R!f$;D}gX&U1KLRgy6 z>pM@Lwtzmh=mhgcG9)8i;&Q_h|9k|6u7j4`j=&X&o5qf+zpv#{&#Y*pc}taW)YFw< zgD*h>F{TOO1wI}V%sA%7OFQ;7a7kGglp{Dn9P;w*a%+Gg_?tO;3z?u$w=@t9-x*=za#&qzI*13NZ!c!CRm&A z&@tR<7VPAULBosvYD(-SO=O^dhjAg+{CEuNl_tG@#Yi9+w`spgV7dad1k~M4>JCIf zx-1XBO3zR}!jpinp`?^{F+CeI5BCo;OR5H^ceaK znjt#5YcHHZ#YD1fj3Y1DWt{Zy2FgIQSW#iT!GAWTaIE9&(F>lME3XAyh`1|rhZ?2{5_zPrzTv+!OZc#?6H9EG^0z&Ig1!< zJH)#{j5Bu;98NmyGfMVwg7c!!bdovSq`U0J6LZMFiO;S2Ipfqg)&1*rr4sRs-cHH5 zS(OvHe++CCL)SF_I=wtcP)0~IWp~I_jASBp3KZbZBsWLErSQXGtbDtEa(jFgi_dV{ z5yCqt|Iw%|eQkn@jlr{EDa0;!?_F-l3$%;Jn0?=e@k^0p({}X!`L<{vCvynSIlKz} z>b_MpLU>QaH-wX4{G)!0L$Y;PnK~5a!1TPk%?<-dIE-d7b0t2V8js%vt(jmb^)E3c z#btD;NCbM=4wRPRes4M%=Y1b4o0Sc0ku6Kh%)F1m_M8>Dx$=tsT=Mg2$Xbxgq!+&- zyp&t0w~ZR7l6vUQGCPX{1vtvK(0~lt>sZ-R_H|XU^N$i9A{JpfBQ!+Rn}018v@qY3 zoG}%7Mat+pji3-LsKpfnlP<&)c-HtmI65IOztesL^yWeVxa$z(V6oX(obnd86-nvs z;eFXUbD-1*SI{5m;y+zGH=vR)_SmfacOGYjsa9`K8=YNl`;XdDAYnP^;|vfJ_$cr> z_mdu4EQkdK&Erf=rR1T(rLK20sOZNY21sX?pq&hW+AH22ZUHhlRpV~CDruH3Q^R(7 zT9CM3mTKf@iqMQ+aaor~TRPG!8{nV^-Bor$43=MD`ld_VdX_aUyAC&G56VYP#LnBzwO;P{EwQ}-tF#C)Q?U#pGeOKabW(%^{!z=ZwTi9@ne;lK45iLfwL%wy z0)XA6V!ZWZjM~Yxroyi5daYTnFeH3X zIVIpBD#96eJ&?pNU4(mrVnLZons{`OteX+6a1`xL4QdgWOhskLZfO@KiLvfYDv8g9jm6#?O^+ch_;Wf9^ zC7ifU`D|&lI{ETJ_w@ubG~AgEJ>%4vnB?P=llU-MXhn_BSnscFy)v_MVv2!1InOk z?WnFudqju5&#?{8GSnRhy@w`G_QAoWbX*8`XX@-z?T2E3yMm!nR`$^U zNVX7xj1^{r*Auu%EiOX~UK15Ckc-ei5o$Ze9}o#rGUAYCXDr8?i&9<5@p4X(<|LaG z4-gXG^jrz(NPR<`5&r0L1FFq=C_M2MPKBN=0|CXt?Br1>mp?L+x98&YTY5sDYY!>K z(NvK>vl{P3#z0j@f`(QKWDGdzT{+jPMtc|uWINX~XkZQSggbe1BPV~yFqrjlyiojL zOuEk*eIev8eJ(cTP8}ZzBCNjk%(v`X8tZi>g3%F#* z9pAY!Gn{Lkr}$k)7xso@vti1~+N#MuRHjzNGD&7k;3YP1JEr#@Rn5?#5~`dpB-$#- z*y3s1=x>un_PxGCH83JKldIGjLNA5p{fV#nwy0i0)n07%u;Dj5jZi0`^M6#J46f&E{s7IM)6E}2gdzE=IY<(yC&!4$wD8O zBwXbKLc@}48NExhNQ=GauXo9asDI9*J9y~NU}@#0grXpeGOP3)UIR4`6p)~$b~!`g z8}RwC8X+2cBk;De|FQv)j9XZi@AAcOOQkJuvZgD=Vj?dpwI7qyOYr~*XNXJ#U0{{2 z%RX>*L*@f?`8VENm;)n%pEZ#gNS~X~xv~?Br~qPXEcWaLDVYbcUM;UBqQ6)GO<(XD zKRbqn{&Cd4FLbr=a8=Z8Cv3y_Y|t&r^hI(mH;NYe^2)uZf(!Sb=Wg-Xfx?{t;h^=a zls)M=kLy~HK+;_o)QOXi3F&SwU{4|*MbY4u=QD{MScQ6C;9;GrBi!a$jUzfJXe`GW zm0vUsCH%Z5aAY{4M(wI+xo&Yz>BmyW7k^{untjPS6B7o+`o{SyIAJzI=|K{dJZh_3 zzDZp#=RUh5>__7q!`a21o_?yDSZ6JO3J1ZmRcL4+(qUXAw9n*V0$Hv~(2RAjvK<3kXU4(t9%wt4;F{297c|UGeiBs|oyv(4Y2P+05NT&`mm^=`^pzW4 z2ks5yk!gEjU~qf%G3Q0_55*r`$VcuGa4mOBYR-UyF(l7rUIVRxJD2F%fsxlKda4@X$#zkolu<{cv_AEgi$X)+jZk%#Ubv*2~FI8 z`FMO|442jRgicQlM98?H_$giL$g)2E?tegy)FF^u&tO=T0vFY)DS_FJ7HllMS2>`U?cy0yhP5_>4x zilCUSPB)0X5@&DM8v*~zKQ+o=!?k>R`xiCb7j3!)&dXYk_(ue!9PL;_w_UOIJZ~YS z|84xf5*QI#`3z(3x)$YBYO>pr)nQ-;L0S&b=ugW8Q#*UVumOMKXi-X8a@P3?Y{#|e zI4VKnfdI<<4{1r^+EmvB#{j`6YwxtVT&+_yBYO-1M(eN7I3KqIA z%(pBCE2Sc9L>l0e{m9RP-KYi#L!UsFt2PT|J)R&h45JU=t7JC)W+VH;B2s;5#cnue z7-AOuB1RbQU4&L0))5P#{53j6O6BeLxB%C*O;jiGRfL9w5eI!aVO#O319z}h@%J9$ z&lPH7xzwcYE;xqYosysrT?*vb%E6z{#Uel-6Wc<2mQuK4y&w*mL3$x7q66=sB?3Qz z06w}Z=C7d1_E7tMz{MbwnfpmD3m6WcsG(HzBaWODj5?LlMkI}_e#3t+GyDh>Je-01 zuTJtc36pZGi)M4O<0$aYIviiACER;JtI`Osb^WMdbA%jEGcoVE3*E6yN26p5&PA^4fV967vF;o33t#;{^%GQ$*@(p7k;I7!jc-8o zgr!M8s!@^+);_zx#Al5R132oD;%Up1_msTg^JlyaYWfQeI*jb+qUZNJb6mYcEwAv4 zKBxj#_H~;Sk*@;zhG8~nuK$T>K!N8^d)`)`p>3-D9eQHcLT7MOTJY<&7PptT*u99T zWhQS>N}ouyow2N}C-;4EGD!Vx}-M~$Clo!0qA?Ek6 z-?kr#d}b_#EjG@j3by0jsmXt;!&i$Jny^TAKK4Wx7rrv9iI_pcOm~*?7F%I}GHqU4s9`DrxLQ3GKpZ#K>V1NvrOiHTxuL*UuK!j%CX^3ygi)x5G4sKP_9 zQFU~X$QJfjjY=x#`@XfV>aAmi8)SchRp+wAIUW+1cyU|#(!;#nuJgrkcyFvRF^Ldz zO71fc8JN^DRnS4J)kLHuetYaqXG$P-R1t-|T9HjwiwW4R z(9-e+zBmSu`zkq99v3(`usV?NAL2D z5fY3dwsL!a*ml1g%ZXwW$k|P;3`cxOiY? zDcs^g>G~KXRt0$(cSD+l1Nz>m10F6cES0qsl4uNR%u=)oqPBy)S%@c1Y?KF*r>K>3 z{cIa`7PC87Jxcp)^6V#7ZgUuHzcT1&PL*i>s?b z{J}xxvfEfoTdX3@NSoFP|F-c5uT0hh2kIG z<@*SXuZJqcjJr3z`-6pbIn@+#2;Rf1d~8ie!a&&rEu()yPh_!QNJ^A@$j~7%MCU>_ z&3eEtfCqeQasx90pRCo*c;w+p&PLj?4XS@Gr-Nd$#x>1)Dh)WZQUb3V&AD?(c?+rC z)JF920{+QolWN+YRNw5zfe>FYZXbZ;Qt%dtCqD8_x`KkZy;?W4rA`#?{pKaQs+fzW zw^^(cl#b>87b<>Wp|D=sD@tSri6^Z^Qg z@kvXltYM&Z*8(v*4$`3 z%eLjS$80m*87A#^qunPl#g0WcT}SnHJPN(imF^#7sj@X-Y|-r(Qs`bthqVeE=*(%q z-Pn#hKd7gdtc=7_-Ao=y%LXVzb3|vt?0*LJ--(AOQP;uOT!>SHMbC&7kdHu1HyFOe z`d}9z&cDB`H91zi-RGie0E$ZzDf|@cOH_#Ihhdgg#?z(xILl2(NG3WcI$|VoO8fXA ztahHPWW#bAQCCGO-K;TE&0ecj)eC&5=+KKp~SZd z=ldNbk*N%T4ORJHcblAvgS`ayr40XF`4y4WiOOA=5_16QA6sD)Oru=nSwi<40|p0r z4b%Bn8X|mC*l3szh1T=c*0qz7q%mpaA?e=`&YZ|+U8g_viis<)Pi`y+fZ~?)Ruqb1 zCSl<6y&#T{WG=lq>2wj?Kxh(mGz zqZEo8RUgK&4s`yIFI=3gGpaNjY99~Nw(y6Shj~Dr_wD-z@$V7v^c8WzH>;irB{mi)sZvpg=#kcFB!;a5sY0?>^?Hb#`N4wKihtHHs#L^G z^qMjqQSi(q)Cwso0W1B~j}g=sUj&MtsaTK-g-V%@U>)9grYw%wGVJk2$yW}ZM_tT@ zoC0u(gp52H8BlL8{VKKC?$L8Ce6Q9S+v{Fx0p)+@4g%AeUHeTj&Z4tjHGQ5*fX6Z0 z@}RPA)G61W?)3RMtB5t)swJT5l^8Sl^LX5%G2dJE0huPS-LHgDt>B%bhX95haG}no zf;UX~KUzHema6PNlnP6)SG9na@L2G$2BS->9Y5x|p>Cx!L4_}DiQ1INo|+hmmG1P3 z4s;g~I-?L|`9&sK*`%!|Ojzqh>i~{S`mZs~nM#{XKwL;6=z6rHEv#}vzT45kkD2{F z>Un%2JOxqx?tQ$%9s&W$$fgxRoMs#}ssmQf@)PLL=<3-&yWyLS;=i?Pbl7*Qyed!> zcHD+9m+;-&@Onq8!iy}l!oaZ!S~Qles&ckM2GpwJZLU>zXLN2ptQiqozUD_? z40Dhj>YQpj9TzuY!_#<9Z$Jq^KxNpXm#qH98|dEcQc{rG#Mfa$`p)OGafM%dcPHqi z|3OX<=gK8K?zb&8R-HDgURYcyQ?>cjo8q0)LbCm1p?hw+1y?bXE(Wk^vo5zL%-{B& z6ww_@Vpsr@gWdc=3Ou9yG3Xo`RHOD9!uk%c;9PTpvSV!z(XFEX(jDIT22ivBb%qMZ z#y;j4MSUl4l^WVGMfPJST%3_wKp*Qxz4|Dd)O5?HcfBakuuc`;I&kY_U z+_HtnD{ISJxfE{6x8=6IHy0T;b>-p~GPJ{>9t7r8u&G%JO#)BWl^<)M)Dv&l>%(j* zFhq%HbTS{S)2T<v(g}vY^10b-)E{`ZZ^4-k=@s9->@VL9Y^Y+JYTT08k2I zfGWbowB7K2KpvW=oJSOGf7iI~6zul59=E_yK~${~)z#1x{vSJ22LfgRQQ`^a?$)4! z7CkJzA?KQ3_`@5Wil7t2c3RKpdezIXIUQF@&8B5s4f%YO2aCG1`0VDr$vdf{bWYM* zF8N1Dw(FBu=8{h63Ip!qY4FsLj4$+V@ee3|q_!jw%i??d z(M|>|fDETbuB{MR!Er@Pv9ko(FMoNZs@aX3fB+xdQA%eqBp0SAfHA%P088Xde&4X0 z`mnTFr#DHM9Kq!kzZS?C42cc`eCIezAoEX6y8Cbh6GCBMVYlMtuB`;#J8Ho|W{@H{V1b%(PoDoP}SA?VEGrZ7sGrDSKNlDDn~<= zv?SU?>iRwwM&*Y1mRzw(BKGh;lIsPwnQPnBkCg}t5K({3w>oMj=XVOy+K?h?KG|vQ z1jTtz%9hU7x_rKVk4@o9R%qpktp4WeMgeC{xl7OtR1Z>9vq@g>K+hbj7!mx8fRK>~lbE^!3MDxPvt^(9dEN4LwN=xL8d8))75Mu zQXq6`*+vqcou$hJb)1QYQ|7gt;ap_I_b~X?w13dDvE->8#thnbKDQu!Yd!YzPX1Nu z7~xr&FCW?>TL1i!v6w2!j3piW*YTC#Q2{%eId9klyW&t@!z*y$ESBFg4d+Z-jv;U@XJ2# zW4MiaJ2`im;8#ca8m~Q_d)C4e7Bt&g(L?rerKL!~%1&}oFdgb;5WLVhIUmj~j^kH{ zC*%kbkKEJ~L$1yyWu?D~Wb_f2foK}W3?VP=))SE`X^K|JvJN7=VrevMj7+Vb@5=eK zAJT=599N8%K>vrZdk*d;2=oOX^Tf7|Uu-8Qwr$(CtrOd}ZQHh;oY>j(?!CMB-Q8EU z^G8>ARoBc^bIlr6 ze6ZaQIW1}gN}oQ1u~2*>glR(iA{ZZ?xV%h-k-H(j#J4?!0&|`pd}@22X9bSbwEgy1 zEbHLttv(2iFN!=6BE=fFvklkhJS;iC0W{1jS!$FB$VQ`P{NXoo5=kzbbPQ+(t&v4a z?)#q90SgRr=Si3xsA#vd4{Yc|Aw(B&TBwU=f z4UO|*1Ozy0;h2bQ&lQetNy6(Gt7N|6`K=4JZtF=0QiN1IEVOos)GUPaYP7{5@0K<5 z_2n~kna4i?T9iFN1)S{~m;uU#KXXdtRDLBwo&h7eB?!r*mQb)ZIhP6^b7+tak_*NnyjQ-4xm15=5C()_b2=1FM}$i zE&+T2eMri1xw9{1fjCrFBCVsgpbimj6M@RWZtlQT=u&EH{Z{|#nM^-;6nM&W<7x^Vz zI!@Non;sxZ=)c1D+`~hiWqUIvxnVYxb+vmB>4>BaAZ#O>UU8CQ1Nrp$w_CI%s>EkK zm^)kA$c(4wI=DRwzC^&1Hrtq*!QE20rtIG4s^X9qyIlX&ugV4K$dnLARQA<<{$>%Q zrEmFuHi|E)7{>jqX8R^0iv?2W{V}d(rdn|N1=(!(^ybkb-@&ZpG)<$o3?wA(lK?)vuJtJOq}{#7!*=lo zMmcO#{e+lLZlG>!H_^a+q`h-T6>X$c|5-}o^CF15%*J#enN8`)=kNUZ%#~0tdi#S> z%y7SHw*A?MTR@7jr`-x3h+wwyV%zV`0Vegbi;gp%-!gf7mdj_F$!^gmX1VBdI|P_t zU9BvLz-#1d4VE^rNNNW$i^SGXMhxf*4_Z=xSAr3KN#cHOJw)%x85kIhVk$07HkCvO z8;s?pC3ozQ8;CteubKio9cgKXyG-xzl)y0;_-W1!6Z8eOzR7lt>dQXZm@exe=QY_+B#GoqXOq6EjIu{^Yf z@A;9d4U~XBt_CXjMP(OyPbV!}&i0)$4z#F3kj*Mk zvZ;CPyND}CVh84_?WTYCCYUch`$xxol$e{mdg2P9x9kF=tjM0c=re_|c<1v+_Hj=j0B5Z31Ir zKPH^g45HyCUpB3*vSE#isE`8%1i??MR->$Orn5eA4u{CZ<=@g-9@f<;G;@7BtjdHw znbgp%I&(XhNsgE6DTzJwiy3QMcde>gctg|#%tZKN|X zm)>MjZ`|6Z3$Y&rAk38#$-BMsGQIPPdG{?KymK=vFU~1tt$J^&V<&2i-la-O)je~p z?$j29#vQbs5J>nSV|S-^{fWiMh!~)fm%mQXfQ-tD4BSJz;QF9NG3cj(;Kn! zD1rI%(Z0c{Lawq}z3^%Y)&Qgq=lk~^@5xn%EYQ=Lzt1ig!S=D1qn80jkUKEWd4>$( zHx-nhD9PBmrIJjH)s=VlLi|h{JDP^+Ha2v&FhN$61=@X$I$P_P3!2w-vbseZc-W&j z=$N$8);w=;EH=S!#&lD?HMeL)R~l|&xFB~K45+ND1@hkzps}u3C?hGXH#T>oR6x$E z(I#X!goOdLztNym*6K=bqCyuEOTK_|`+PnHIpD5XE_Cv6uT54*a~PZZy;1G8|lHpWXyciOZY6 z`OroH#Aro21>aWJ#~5ei;{TBS0ouhG#Mr=cgMcX7Ui8p({;0<8PX@V%M%jDf9-Y?hy1zkB7q56YB&h;nzwmt7Fnoi#n?`kmz zo7Eke6v=LfUrB2dQH?o<-uvvE`Ka8PC3xuzJ#QQr|ApwfC^`RTA$w0>h{aLJuL7^7 z3$zXWCvGTSb0bePjqLFMfFW`GZz|CLABLnMAtItF{Qts`6iv)r{?8B+5cI|EE?jSZa4|HGdDFMi(ozXf`84|{VHTYv??5@7WYU$Oz%0&Fd8O#pTPyMLuU zz}~>o#Maux)cHSaj{k8+dlN?sJ7a(Yz`@1N*~Hk;`ae4S-;Mw5^B=AMtU3am08S=0 z7XNvBPA0DZF6d<84*359_wE1>fG5Dy#PNS3Q2)z(`X2}s=l?d`|BXPgu)_fUv-J;w zVrFOhH#q;<{2vGu3o8fPe@OTLhTFp0*~F0$AZl&kY$9S}WM^yw!^a2Xumf9QTKRmL@M zWC*{<^PQO6C?r;tF-K-_re#QRu5~grFxB4yCskcZ>trwEUM1nWqhT&j(P^9LNLvFF zaLIy6N;*(Dp?YD>Hx81SZ*{u zKK}Yi{4@b!c={|o8C+bS7{C{J`nzvxd%0(BW_x=N{FmQVnVlW7O+5otK(*xr$iW0n zM}y1)DCXaEL||iUXY0HW3QbK(i-u63AI9AF)>;-8h?4`@`o{qX2=8jT>YI8x{Tx(k z2}>Wu-jxMX)2A)n3uqeeN0AW-cRKs3Dl4162Uv9m2$llHD>V+kjRUCaDxjst)Q{|r z2$J(NJHGJGU|7g@*bS)kaR2%+)|v6~8OUpR1u@Z69FGpIjP`frwe?dz1cyH#?KG}` zjbHL(>ka6M@TH-l$?Y$D#uxiHnv`sp^Qpb-9l z+Cw7#q*u2$K0r=EKI?72sb%~BD0W8_7FM6`?!fzLeVM_l($Ac<5R!wbw#20gq{gkG zt3E?b`AtVv@s0uaP23~2r&k{GyV#z{`mu+f)TZZui4P1-_3x~p=$pa|>8m>0zd=Fg zz2(+VJ@$&-|9}kt(188a&VBrd-Sj#=>e2uGx%K&WGpAD1(jr6Yj01ih%>nkN#YXY! z8?6DR1p3xwYay5Q??sPAyZdout#532`n=8h+1A|rB+&SQJn60cK@wWpIS3*WRh1>5 z@e8lcDz4(0npUpT_D=zdkGK|l_)f9f$V}&6*Idu^i~n@<Zs{q9|F@x!U~mJW#uEiL5S<0rPD;Y#~D-3L%IGD0Hw zvy;$Z0Q?hTGLH|Le6_`N+2D77#MXKP)PG!5SsWZ1?t#u48S3lmK=^ikyuV$TKG`uP zyz+w9^_+@s3=Qp`89jffUZvoiT^!%_KW}aB6yEq}{q#VboDiG{2PWho3H`!dJXJ%b zcx89Sl7heW`Du>C%ZxPsh&mVuR14?&c@B}=EuW@#$d{a0^t8gy4wHw4J*JrNvCdGsiX?b~&&kcU&G5IIle68b3BMWJNyDnGISP0-K8HVm({+lo24>MQS?ynhFtnJF zp-Gvh)jcI)PdNxY^0yzDOO>|G6)5+-SJz)#2H%(={Gp?UHJIS)&N4NP%arZ2S#+ds zh(l$D^E!#B8cmkyX^DUjGr{RyqK?@B6wr!1aWkqduYme_R}BSbk)@U=1QPh@NnBtb zLuN=`k(Hys=b#wCjI#5!6O1LjQ^s0)hZ%{r!sQR$Nsf7Ok#=%BAS+d>Kr+JOv3^n; zQ&l(UMzr61S~MM{{LNGyycnkK%X(nNPOOG_!Rj{du`{x%rb}YzzS+dkyX~(Y(>Z=e z(i{YLNJ*j*pt#Q}@ND#gD#rVGDrj+r#kWDykKd!y_&F5KXA&-Z41qos@6s7-s(^+p zwJ@b}mnHcno1ZurEz1Z8*kMvcTfco!rznsf1p!;{V&(Ati>c}y@k8;&rfnSy2c~m- zD-!3xPo^94x(5q=;qc+_TSD0&IZ6bw@ouHpCsW_z7!OW_ROo0mNisIGkixy|m9~ue z22pELt`y9^cwjN~u4rRTx79S(X% z2_y)2UHl|{cj^w3hXY~Sxh`pCY6KbB>{TMVg7D&r9}mn8TDqfdMC-a*Tvqk%P?F_F9dH9V4dMAqVS%{AZWt0PqF%F4&Hh(`_Illo{VKr`Li_VY!I!*37zfh4I^@@VZqkS8RGoqI(-#5Wot9RmtzJvGdttDJ<=!UE+och(3pfQD^aH-2D^o_ z;>)Q5s<>ciQYi^tSvTN$sR(%KE}a%6Y~}h3;9uBU@EmTC74lJk+o3ut&1!vj^L)z+ z7JasLsJiMC!)Sm{5H~3~g^n=Qrw#SJAmNi^)a&isTenp0@+uy`ZyHW-2VX4Y_ew6T z72mg6Bku&>LH12qH#IXEsL0U0b70 zb|(Oo(zaww{K1Sz?Ds`=N1Q5DvTusP44!w6DJn?ufhfjQ!_qlTu~O0h7aFZDZjfIw z9zi5sGMwza9WGILZ1)t({ zy=79_^E-A2H1z6j#5bN1_FUg)dwAXhaNbsrj4oIZyWCa3XfZDA=#@teK3SdJn_Y5%5 z8I_uPi_%tNkJCgOqRb9wDm+})B?}>le9Z!^BJoZ#Rn9+UM8p3&p0Q33`~9u}a!)lz z(3(Yo?bJ_fj{DwP!?tEfT=5Z^0=PqGL40h7rzpOM!;bvh;+BD8#0#=yF5C7KU^HPc*Uz{Ulr8vfzY5@U90axk6SjTnBI6W|y+W8XLt+QK3KA z`Fns2-V2UElWVt6NfTFc{zC4_9s$_tdM=7drkmn#f47Vr)$<{8VO#yswxWt+NV0qB zF5k=8+D*QKDDWTQc!^GUN1KnwyT(p%=@L_M3Y+V-U@{!kPw4la16Pg{v z?5}1DU6B%gzNTDhbBt3t@s?JDOVGFbG>*Jk0eqkE1MI_BRRu;^A?8GC`uG~Db*R=}+2=~Z5= zh43XJNH8;Y+BA1kK1VtF)Zj{cLJ$R$(7xxIZ}IT>4xL50zgL&!{4^y`k>?qx>D*;R z7b>0=;aiBc4MNegaNb&etqJX-uz%YmhNsMOvua@x85zL%UE#5L1@b3*Nu8t1icIv- z7td%Ip=ah{#OrrU)|=xB@Kw!EZ}bN9R&N2;2BJgK1SU|ZG_0ZGb-xMSQu$Q*UwdvV zf=h^78pOq5?3C)S0>p07zJ=w`+8EzF&jv&tX{qQ@y0<^y3?UyY@1YAPULct+Ki4KkUq7J{z+s<^aw<#h05_XT}0Su8CW-$hRWZF1<-f@Ro6=iv?B z(@rNoWq$3kRuDjss+_>u^&-+zeZIFyFy6K%6H0|u?t!x*eDXG?AgPQFk2Fs|AA4{=xM#wrkObZ2FCV9-qKr86ElvL{xhlXBqH>D?6@3?8|LhjfrR4Zb1Y>$Gm;m#AqQ&bg-dEUYe*gO(V-=?+ zLOc;{`E3a#DaY+^o5QQz&>35wxnvkr8nw+Wil`6x5z(P4g)^Ab>sg|T{l4r6qrvQbQy6)!>KWetBoFMSkO7zoyLGT`f0)9GvE|r6o4)FM!x;Pq%(?bU$XGu>D+nMX zlgz6kp_}H@*h24Ll`9RY%9Y-1U@)3XR_qUME)vT4Tek^rwCtN{BK(U0b~z^L?aASO zS`c78WErG8?ar1{q;<|1&fQTe68PH!hpp)oFYlCj({|%FXSsW@n;0+7k<6Ot!^Jk= zpLmSXxbaxzd6ShaYVHdOw#wpOQ*w*tk26EoCYsdyh_9%o7{S;wIJv=R{Ja%WZA~U# zr0{_GoG)lu-X^)#(wmI}*Bt>n0j68@cC_+0x^vUisSFHQIH@lMIDL%ovhm-JQBHoE zdM&>&PR_i+KyF$w!4%K${o0`xb`H{W#+0_T6y15*H`;amfk^o3NqmR8kMXHaZ=FdD zF$-K>MUnnFyp40Ah6vh*I&>B?1qQ;co#r|;Wt4iRXMxU&&cDPN%TXg zT9QKaO$d?mt^Rpk&Pw|OYdv2Ph{`ZqJ>-IC=hoakpI(bE#oxr^rFd#-Wi zBcx!Q^{u!zdo`o0&!Sic%ul}>2#Mb_E^z!RF%qJF-~>Ow0z`FkR`{KCtVHL872GCSlba8#l)39S(eunV%u7)2w)zyyYEop7mPu#oW4zn zKI%4SRISXv!`wGIV@A22_;F_gX7gAy=Yl*{KJfPC^1Q88!D|oNb@0DB<-%CbJUVTn z7aPCwZ9JhT6o7ug7nisCiBz~FsCb5D?$4*s=rnRz_Yc8)qOFXSmjsL}uf4S#sf`RT z{x*m;Ss2IBzCgt8#6=4glWj2GmLvU_Xy$)`T2L!eGRd!GL0_yS5qdd?N0y>Du}&}V zV27YpZ7EtRh++6b#-Z`g)a(Cxs-}oqqo{%*YHNdThBpozE)$yvJ03`uYv%Zix^o|Z zr#?a7f{7Z!>AqIRY|?tWaONwTK5H_w@ppo)BESL=Wp+(no+=XD(~#BYiszBt4wGpa zzFkDYnk4r7lkK4FD202UxOt5nuaJ~=b$Su$+ZIt9UB@J-SrWk+XEm8F%jOJz9=tPJ|495Jx)F& znFGtMybfFSrUBUxO-AI{s0#HSgiRdr;{h5bk6 zoYOk=S0hnaQO;kQHO?ZAYcthO?HD^Z)H5ZAnp=;b20+126&TIKJoPYJNf0#4n@SiU zIJGiLHsMQGUMO!5z!}&EZnZg2x(ti)0SU=+l~CGxbEg#ZiFO>DQd-(>uTNXHN=*f0 zQXzYY$^TrG!GgU&mS6};KTey{tC=1NfTElV(+A;2lOnJ zC4}vEz{1lS6;|S02w<|@^37@ofx|0cme5gRr}lb&ZObQ+c$fqpcvdz;K{c4q*G?Ws zFY(YEv*AMT*J$adEI$48LL`oKQkzKxbPDA4*hr1u=6k19HggeBKP6tB2`<^1klg8N zQ@I>m&9J+roFKB~!>>itZhfHTp3eGDjy<6jE!7`Xf}Wrl;#g@I!L_P_`nUq}Hr{Ma zk9;~ud*XLZ)^t%S_XnYa&04+a!k@+QLAT+)%u`O3lXoM9$*rGz0_BM4 z_o&%iIbYkI#y2)yU(1;oztDx(2jzSRY`w4Pa(ECR*!ES1F2wv%$d*N=-9#yl_SzPZ z?gxchuSvh2JhzshD+DKnj*|&Wz0VDwQr%*$Ek&B~82Bi4UV zO2VFd>VmKcUc#GrFRnJZqtvc=h5yYC?^+Tk1z@sQ`ILA#D=A7;= z6{F5#V<#Xj+3TlW=&$eG8~7Empi;kXJ~kn2&aePIg*h<#27!qc;ES2q2EkJrV}TXW z&t-i($uVODun`kRM^61b1BX9#8qXl38_?G|dO&S#&_4Fy|tYk9<7M>Rit9rZr)fbwoTz$tyEZ>UK zkb!=IVmT39Ha#|rbg51ZS)+CXhFqH7yQ#UQusd83NrSuup?V0(kU))>Ig*CMarJRB zA5B}(>?4BI*2l+4hJC~f-A-0Gn@7Xeqh}dMLspzL4ic!KlXRx5kW$Z1}5d z@42;7e4n&nC#c(mNYyO?N}A7!j0Ox8qh2{Mc(8FZ`Ef$t9z->@jp^2f@hE%T#~K1x z#ytF&#F@zxA*?jFkMunAfw^8+eVh2FTci?bP2lG2wieF%KJw##*;+i$}PNp znWDL>ek^*mgvSb>g8pXc5$opQD2F*d`Qe>~&Ly(*3%2-cD7}>jj~wzrSN5qfEiwuQ zGcuDBM^r-=YhNy4^JZ^5M8}8j1FLvqK2Ct0o_5P7!y^^R_XlptUPjRLsnki9?ZO~E z<9ynMQ6z;XmmS!%BZb*Y|8YrxL$`P>S%}?W&1@@F+_NOOh`aDaTNO*Fd2{5!~!A@0fRPFukhG0)dA4F{a`K1o7WQSI%UU$Oy;1O1n z!$P>RV>+0%!20(CwN$IW)D0aWB?%jm0uR*=6q!E`5c zpe9$ZM}Fjm(@L_*g_b!_=HP8A+7`=KHJ?s}_H3^G9Tz0AoPlJW-G}u_H8wE{5pHklqG!4oTahl47=9JI<)FN@wE*w=J& zi7&C_plO2!T-1DfV_S-3sSl7;-bmhT&&aX&lm%w8u>QHfnnBO}yVkQo2jk{?@-V5I$v;XNdhM1dh zqjL(5k4-@LK10?&>mj8MaG#Sz+7f2`?p+`f4{^k^vy1)wdM^wkH4~~HUohoWq-y%x zeHY+y!z+os#xYQ_Y{A=#?9Q%d^@qg7Sx27se%PPMa(#@RJrxqgC);8%OlDIW!V$Knj zn>Xs0bv}pimR?_i@G&+32ub;@ub02%DRa4>Qpt$hQ5-&6{ZdAxfwR}geAVBPlA;i7 zAyDAsD2zzQN_@zo>XYP^(9Up7snLKAs@aE*!AS2j)81w7>0RGP2QE)Tn6MgGt;*K9 zFhv+X8$xNNNYC8oZ!LR*A+8XZ&9<+1-@Z=T60K2niq! z3t<}p2Xui)_=g(GbuXQb46GS+6rC-?1{Ub7D zb{n4_-3nbkfUjSP0|PnGht_t+`;m_-qW-X2E1{@Wps5KngCIVFzCmeC{MP$@*l)$z ziSPOgTUBs?&!J*Wm+^rv1=X?b`dXx7CBz$3RSk`lwIBwiTbag_mWwXts%!(Pz zl$_%>BmyY=Hb80-g{XjNcTwN3FsztedogbWgO8UXQV|~-!wRG2dncmW%BWz>TH9#5 zmI2|8hItDlD?ga>>U1(gk8I`TRK?UJVF6Ryobvh>)ZE<%?D%c;3%WO(7uMoqtjSzN zhr$|_H;s=IWq+p5Z9Bo=3JV(SoFr4+uz}4_?OtVyi@GcPs<`Z(t)5~rgX%mV$cBqu z1<_9H{mrEW4V>4p+=+Zd^JNi09`>NdZFceqvA!8a0g+$@5m)X>EKi4`?h++e=2_ZRbVChxjq)vZ9Sa{#?VK_rSEFA7J(D}%2jwZ;Rp zrrHWb_E0&iW0(?7iOYR18WM|oI#yTwi~H36On_wvD&V3?Y*+59G3ldzy)VRiO6UUYzBtVa~6zSV`Vu_`w=`(jZK%VJ6q;p-5RpB#(;R5*%D&#@SCMm4 zQVl8f@91GuVcsPRX+^tsQ(ai#GE?!2gveOIgZB~i!H*aatGpCE38ey499RngaY8rdA&$2|^})}2|K*r7tj zupj^x!v~l4bYV3cRPxV<70BmlPB6nlVYysF*HB=QD>pLGfDW>t=^OiVyWvwt)aYk@ zOU9msbiVDB7|j|x-?tJ~4PU2s?`30|jttZvSi7H9Jc~!#mUn-3JDn&C!h~dYaDqQ{ z*ssffh-Apyc4Yt9Ury$1%QA5EFiqnA6=L_fKF@_i>i9UH?x1K`ncY7_|eR?REjX*V?as#(cYq*{g;pkN7Qa~ zNbJ94Eiwo-{--_kV1yY4CM(x#|3ifY6%uFtw4yRPz-4NFfy0MROqHG>GDiGb;E5Vu ze9WfECBFtQ9(!g4ynhBCo+@N?%NF6j7+AaS>L;s5v(ZKQjq)&8-uqiIsMe!87JG^@ z+*YIRC9ZdPX&8Hu%y2vd|58S z+cMrGV6!0`VQt)Wil{X&hHiw3*(7{$9}9+Br5V@%z%A^hC)4|B?bcPhq++|u-=9vu33;34#`!{im*J$M&65_7yq%p1}alNoOBHx zeSFbQIy>jQBTHz1yePY7wRxGT(ksp)h2`%a4MzAn*o9z}E+E+%?}>!43Y8Aq9tqg< ztN^LGU#6Q_X2dN1ag(in!r|QPI32~C{cbFkbxeoEJ0aXWgu{$WrB!ojge6HaU~Iir zUsq33cbZ{|DwV;bfHK8qyGAB^J?FNoUf%@E;@?z=CiLTk)ToNIS9NSIlUGUqBXV7i zcj9dEK{Omfw*9vrf{owq>$>XjL3(?0=s^_Hidr~TtJ_QUCYqUuaQiUiK(gXW)|KdS z(w=ClP0v=DD1@q%iED)h7eNo6I;Me~f2`Py%=tH1IIYKS$NFid9w!2aHUm1-^i~E( z2)TmXO|=Ce50uBr)cmGS$z8bIuC5Q_D(^5rdYlSw-K~lF>cEZP!Zk-{zqGPADr}NZ z(hO2x>-^{7GuBatz#K(=;NelnmDNY=GIXfGnuNiYjoDkHnq13sY*~FQfpXw)wVLJ! z?kBqB$(TPK@e+kgCTrAPhI%Snj9k7wJZ4O^RX-Eczgq6&D(ovqpUGy1+8w>z%e1(N*O-*&rxZh1#3y1J zl71_F`B&ytx4byHon4zetyC|nww?jpqYfu8+%Sr(;Exi#y@((d+H)*{G1ela9+_c) z%J#BtDtiMD>Top`<{-*&O8Y1mA{oyYum3*OrAm)K!=y8GgEqWzCqLW{Q9v6D5Jn#W zX2vL5!+tLUl|a|#V|#?2fq;H&0lg*HQNMKzg)&pe0!J-X&b?{8m08!8y`tY7jiY*=uNO=wCj?d(Y7w3? zc%-D~OeNgUg{59C+ym1^ndAv1M`J{o7uEpBnq(Pwl5sF8i8qb!2vd zp(Si~p%GAdGf@6P{i;yX!}2d?Lc5chu7-`ee3SUs9hj@HoiPo}p2;p$I@EkU_HfY* zAAP54K3E!Rq@T|yFPfYrl@&z(OD4;&j=$#|^UK~F`6MCStsO=UJ}Tq7YI<;*bO+f> zJ7A#gswBfsYr0goI~>Q1K>BT^i{}1q3$x4*N(dWy(yFNSJ=?RV*~v6(Qz~{6${Jl_ z(l)X|-lagIAu}}*>l!usyWrE0o^8F5^*Uy zC{TY!()oh&?}x)_<@;OB9{`fI4KF(N(VGk?8rVe^Qs~SeBo5!MH0P1S#b^rEW9Li8 zF4_oZvLi>t-ugclEVD&IDm0{Lbv~=&{C2wOz{7cRR6wyXDut}RGYi;+>q9!B6feWh zAWQ$ObScx;A^i2-EX7q-J|l0-A_oJdr~8i>Y6{XDy3i_yV}( zet5sTF67h;37y(6+)#1LB>~Y;^s=#9Ms6PJQ)F(a4#PuYuO{*>66dvG11-VC_j#%s z@V2{u-`V^Wsw8aqljiBa@dtuv@=@PohUZ*(ldTO{FRTBoUb5K4yrZOQ6zp8nrv4Fi z;~XgPg;__^j62ey1C3MFnRDHYif2mN_i!jt@GovUIet3MK! zqVK_1EJNy`stksL@9H7XoaN`(0^u!AbUWO(E;RI1ZCibx9&hiL?g#=N|Lm>z_a#V% zoJarE%}Wl!=k>XTtpWW%<|^67K|zq#T;bR8(cL_gN0btg{kmvB{|;}eZ`vE1HZ>PR=1{u$gswymlL^-H;U6Brw>=0 zl}>;Pgl0^5$p~5X_yDwKfqm5FK|0M?fvWDp;wo;=q*QVb+k-x(+Dw{Y!d&TSbYH5Q z#fP_ZQBa@a%p)j+pWR;Tu30A4mz#R!A~6bctz;H!bGg=tT0uVJEYl$Xi@8~vbeKm^ z`om=-?v0(zV4Rd_-Xip#TAs{S8A4)ilO&mI;|;@d2zvDwl^3Gry*k>FQi|zzi>-rNPU3_L_#;dP`^hsIRQpl{1eXotFXmI@ zAw{Mz262_CbB`!Vy0o!YWhLYeX*}pv7RKcbcj8HYB!V0^exVOemirO@dK_3nqA|o% zYKtSs$^~pXRqd5`I>_8mRl&ZE;b$g^kOQD$Q{_FS`s!(@{xVwvtOuNo$fSlE)Q)1v zB%}xKaH8g~?yJ$kKbAiE>^FOo0a<1x;>`!dreFdaU{67m~EPCntzxv#vwDsp@B zk~JF}M5qFzG*k7x+Q;14q}BMZD#cBQqe&jDGU8SVmz=lu z=QpefN<@qnd_C)y=zXno(+{2BIUKM*S3zpUB0Ck2E<<9k<6-PkOt09}^c-3V=vY?~ zeIFbn>Q@THM5d{)Wil%4Ry{nzY8}gK-tgaQgD6Iq}iQO0E!gZW_N|O^r&xOp685QLoD*$eRe!) zz*7taTeunz!5jS@sXS}Eyi1!xq1f*Z2+XCPbHGBj1Re>QN~LF7;I=wR^r|gZ#=uN; zPOOGH6K-O0T??ClsD`!ar6FzZo*~bR7Vjo`sy`4{yT!s#T(2m#4Oxpww*pOYbd`ry zzaLwEfRyt&yDeQAMa!oH*ldvdu7h?3p(m z)qxkcS5Ke^^=)5st+x8_az(Be(}q`diiDK)J>;vACUHt`|OF; zUg7_}m2YJ|JGzMHXdjL~MY`j2XeFar!6$A@hXqee-&tRE@L!<%fR~mt`PB&5?R4TF zr3I50X4iPgT3GG3N;V7=`^WgVoTG>}{Spz4Q$t!?!-xbRoW~g8HJm8Rhv+Fwu<5j&44U#qfmVdQ>l<=S5Y3+X+Qdz zfnRxfi9JcfUc(s_?)$I#&^n19-ahrExphXPzg7xf*~Nm&U*syc%>K7v@8+40JlLr z;4zDGX3>ZjE-49{?$&Fp#*3PNrIaQyU>tYwp{hIreC`z${}?}kMpqXB!> zGzyo&+pE729^MnfqE?}mt&5(#N2(tW>&}Z;a+m)4bHt$}DFSLvzOnyIQ&YD*?cfxa zGzQoZ7wAU1MA4TH*?lJ|HX%aHq47|>IawqgC+(xajFXArgVEdcuxA2{sU{@I%vn58 z%lQV#YJu^)3Ee~Ne@PJ1k4(RiZ0K*p!cMRaGk+U?>(EL;k?Rq<=NJg+*XXng|` zhh6XgV&%Ig89ZNdQkIV;$B0W35pgfeqka2h>$?r{;I}kLBY5+^OzM1W_q6=_xzjha)>moAPZ9( zu6tULTK|39yFrpzlXRzNZoBQPE~uwqbG9Si5igZ>+I9{^GPo|CdgC&E!2Y&Ml2B@4 z&Wz6<7AOY7k7SlD#jU|MQ8r;*CX&Mq2pG98K1X^FPXikHrHiO*r~B+^TX1dPZ+R~P z!e@U6UErZ^9Xleh1t!Iz@-B)TCHR?=E2+M93BS}f!mcC!X|A*08Y`}26WJ*Rp>4ap zcJGV~wLQ5Kasl4AmdOCzYi)0>;)$DkZ?*g*+Plu-=&EEFp_4?b9f6sKC;q?)A3c*{ zdW$*gO9L3Kc#O@AY8>U?Kfo(2SOs}Hvgo)tG*AVlPI zh7s0D3zE_y0a~-7=ume3{)|?iKU{enpmwo^QO3pnfs_Ty9 zNfWBsU}BJ;wI?<&QTPzj>@8vZt{ovSxnMfe7^a?9=Z) z5?kEXCC6lne5>VrTy^WI35W07Q`xX;Uu4yk z%m#DUiSJtfcYJI0{kN9y+EhAeZOzN5Voh6o)WoaD7wt~XJlj4y=b`r>_~?;mAMT#^ z#eL(qJlOEHFQH;}TZ{XqP`718EuK8(!)Nj{4sG)nRd%mzymLA@$U97N8S71W8Rdv3kk4h>hQ7HOdR^Ax+PY7hzP^~- zB^xe(p6VM@*xG|%h`(#i!5N0Xu1PbzvGSWeQ>Tr6Wm2hTne$Gwy6oQFmsjM>yteI> zVbPBtzvL;XojY;5Yu}oLR(H=z+o6B2KdqiiO*lWn-&SAzuZeG4>$K8{7k6wJcRqdX ztl97FDU2jqM562Ec6Hgg?j@sb=T=QSdt~GEZ?3prZECE~{pk~}Y2)z+7rv~?`-Qz= zUGt774=w$B?e4eCJHP+QFAwfN;l{0R7pf?-r%r!A z-#zD^?9qR@mD3hy+}y#Px$$|G@|!6QS8tRS9!uPsFk7*g3f8F1s~24A*{dHG%*nHEU*DOwtoHt0RmH2)-pl`_89k_EJ#@3>iBEQKwR|>ugWa39 z_(*T((f@cJZ65Pj^CerBd82Xf;a_iQia(LM^QA@iOx_oF!@AwoWG<=y>VY@w53KK+ zS5Y5XoYS2&%aZhb(Z*MF3zdiJo93HnEKBvoxS0Jt<39) z%aH)v?78V_*0ezYTS~(Y1=(r<*(y9hwgQi|5Xe^6fRMF$<_2h1B-6(M$X3vBC}bNW z09wfmTLNhA;Fzr*vCZNv9K~yMDOS4}Fjt?=RWc}A>)=YcGHyhAHUyN_ z)38G^u)x2v^ecs3_4F&&)31H8Fu8zTb-GHyGfs!Y4#;k?-G>T9;C(qqIl`)LH##tP zFt`^H5+sO&n+w9ezH$l?Q*i+@*kA4D{AFIdy$>aJIIHXdrniso?E{YkAaOtR8^nK+ zOgNjL8-a61s>o#rV=;g_BTa#@P|lgM&3ysTbIWePl`A+38~eFRu8OPX0yr@eh%yYQ zj0A}fBGO1u`97Mu5HMf_+_bysS%V-Cn);Asl|}v~9y{V_3?RLdY(9Ic+vP`GeqOF= zfq7Q4**s4Gyqg+n#(JF|zuSulh1IhueeCu5X-*7R0)CH^uWA_5b9ib8`b zWHcHA>jJzCvkxaGH+}BYKg$C#mW6|ek!WFuhyiL{Ck5p9O96^HBo7B??uV0-my@!< zY6&(5v)h#s6U6RA9VCgYCPG3)fwTKX1&8(*016a`zFNo~J1o^=O-(T|?aOR0afU@w zqLYU>kA!*;!rCvCW)Tb>TBvl#LanCsjEP*tUkbvw{@zzlnnZRXs6;kPtuW2uTZgpgArVH+pCyfJ22o?QRmfQsST|* zys>B5O6@*4x!je|S0K02oh7ud)9^rF3;c+IX^|MXBmv>RCmaa2zKzMWlZ1ATWE-5v zZa6dot04BAk?Au1Z)ADhC6&c+SwghgnVw_ML!J@`{KN>cgpU>QOwb6ICeZd44d(tw zr`weRS1X|ClsJ(WWL_4DfUznGF+7Rl`6w7?c9)DaB*$y>cTKmcJIKv3<;A8} zmX{aVTrMgpr_AX?@a>Zp(Zs={WH_S6O0Tu~c7q*6(aUzi= z9HtqPh4Crq6II54f{Z1B@t-J(gfN;#8HX0fd~5B@r^thA&8|ErWtJd9P)c@&T_lgU^F7m;#_K{{g2CbyWwzwjHGA&JeR|b0n3QZX@kE0(RRj^Iz`R0=tcY@I@>6K!A%!S#ua3>@5A Date: Mon, 27 Jun 2016 10:28:39 -0400 Subject: [PATCH 19/22] Update changelog --- doc/CHANGELOG.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/doc/CHANGELOG.md b/doc/CHANGELOG.md index 1d0094bd1..c940023c9 100644 --- a/doc/CHANGELOG.md +++ b/doc/CHANGELOG.md @@ -1,5 +1,9 @@ # Release Notes +## v5.0.2 (June 27, 2016) + +Added files needed for [Journal of Open Source Software](http://joss.theoj.org/) submission. + ## v5.0.1 (June 7, 2016) ### Bugfixes From 47a860a1205d8d4e0246b6ee250c26da4e42eb1f Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Mon, 27 Jun 2016 10:30:28 -0400 Subject: [PATCH 20/22] update paper files. --- paper.bib | 4 +--- paper.json | 10 +++++----- paper.md | 2 +- 3 files changed, 7 insertions(+), 9 deletions(-) diff --git a/paper.bib b/paper.bib index de6998f6b..9f64ff281 100644 --- a/paper.bib +++ b/paper.bib @@ -1,5 +1,3 @@ - - @article{Williamson2012, author = {Williamson, David M. and Xi, Xiaoming and Breyer, F. Jay}, journal = {Educational measurement: issues and practice}, @@ -41,4 +39,4 @@ @inproceedings{Loukina2015 pages = {12--19}, title = {{Feature selection for automated speech scoring}}, year = {2015} -} \ No newline at end of file +} diff --git a/paper.json b/paper.json index 813e50000..09bae4fa7 100644 --- a/paper.json +++ b/paper.json @@ -10,7 +10,7 @@ "affiliation": "Educational Testing Service" }, { - "@id": "", + "@id": "0000-0002-8213-3362", "@type": "Person", "email": "aloukina@ets.org", "name": "Anastassia Loukina", @@ -19,12 +19,12 @@ ], "identifier": "", "codeRepository": "https://github.com/EducationalTestingService/rsmtool", - "datePublished": "2016-06-24", - "dateModified": "2016-06-24", - "dateCreated": "2016-06-24", + "datePublished": "2016-06-27", + "dateModified": "2016-06-27", + "dateCreated": "2016-06-27", "description": "RSMTool is a collection of tools for researchers working on statistical models for automated scoring of written and spoken responses in an educational context.", "keywords": "educational applications, scoring models, statistics, visualization", "license": "Apache 2.0", "title": "RSMTool", - "version": "5.0.1" + "version": "5.0.2" } diff --git a/paper.md b/paper.md index a49ed7cb0..638e928bd 100644 --- a/paper.md +++ b/paper.md @@ -12,7 +12,7 @@ authors: - name: Anastassia Loukin orcid: 0000-0002-8213-3362 affiliation: Educational Testing Service -date: 23 June 2016 +date: 27 June 2016 bibliography: paper.bib --- From d77d3888f1cbd5e111e951b160f04f751af5e381 Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Mon, 27 Jun 2016 10:34:16 -0400 Subject: [PATCH 21/22] Fix typo in README. --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b243aeec7..2baf02b75 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ ## Introduction -RSMTool is a python package for facilitating research on building and evaluating scoring models (SMs) for automated scoring engines. It allows the integration of educational measurement practices with the automated scoring and model building process. See [rsmtool.pdf](doc/rsmtool.pef) for background information. +RSMTool is a python package for facilitating research on building and evaluating scoring models (SMs) for automated scoring engines. It allows the integration of educational measurement practices with the automated scoring and model building process. See [rsmtool.pdf](doc/rsmtool.pdf) for background information. Specifically, RSMTool takes a feature file with numeric, non-sparse features and a human score as input and lets you try several different regression models to try and predict the human score from the features. The primary output of RSMTool is a comprehensive, customizable HTML statistical report that contains feature descriptives, subgroup analyses, model statistics, as well as several different evaluation measures illustrating model efficacy. The various numbers and figures in the report are highlighted based on whether they exceed or fall short of the recommendations laid out by Williamson et al. (2012). However, these can be easily customized if the user wishes to use different set of recommendations. From f334073f5b722fc836cf089ae622455329833fe2 Mon Sep 17 00:00:00 2001 From: Nitin Madnani Date: Mon, 27 Jun 2016 11:02:19 -0400 Subject: [PATCH 22/22] update version numbers --- conda-recipe/unix/rsmtool/meta.yaml | 2 +- conda-recipe/windows/rsmtool/meta.yaml | 2 +- rsmtool/version.py | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/conda-recipe/unix/rsmtool/meta.yaml b/conda-recipe/unix/rsmtool/meta.yaml index 6135e1873..553f7190c 100644 --- a/conda-recipe/unix/rsmtool/meta.yaml +++ b/conda-recipe/unix/rsmtool/meta.yaml @@ -1,6 +1,6 @@ package: name: rsmtool - version: 5.0.1 + version: 5.0.2 source: path: ../../../../rsmtool diff --git a/conda-recipe/windows/rsmtool/meta.yaml b/conda-recipe/windows/rsmtool/meta.yaml index 635cf9c2f..bb78041aa 100644 --- a/conda-recipe/windows/rsmtool/meta.yaml +++ b/conda-recipe/windows/rsmtool/meta.yaml @@ -1,6 +1,6 @@ package: name: rsmtool - version: 5.0.1 + version: 5.0.2 source: path: ../../../../rsmtool diff --git a/rsmtool/version.py b/rsmtool/version.py index dc7714d4f..191cafd06 100644 --- a/rsmtool/version.py +++ b/rsmtool/version.py @@ -3,5 +3,5 @@ in one place. Based on the suggestion `here. `_ """ -__version__ = '5.0.1' +__version__ = '5.0.2' VERSION = tuple(int(x) for x in __version__.split('.'))