From cb7421a67a21c7b4c9725f3f995963ca11bd02f4 Mon Sep 17 00:00:00 2001 From: "C. Titus Brown" Date: Sun, 16 Jan 2022 19:09:25 -0800 Subject: [PATCH] [MRG] support local genome collections (including private genomes) (#130) * rename rule to sourmash_prefetch_wc * start using {outdir}/genomes/ * swizzle up config to allowprivate_databases and genbank_databases, etc. * more progress: copying private genomes around * combine listing private and genbank genomes - seems to work\! * simplify the ListGenomes stuff * it's aliiiiiiiive * remove genbank accession requirement * remove genbank from most filenames, rules * rename minimap to mapping; add clean_gather * updated to properly (?) use checkpoints throughout * tests pass locally * fix typo * add the beginnings of testing for private databases * getting started * update all the things * [MRG] Change column names in intermediate CSVs. (#133) * change column names * remove old notebooks * fix mistake * comments etc. * remove glob pattern, configure genbank_cache * remove 'process' command * check for old config file params * add important comment * actually remove 'process' * check for 'database_taxonomy' instead of 'taxonomies' * add trailing / in Makefile * add default taxonomies file to system.conf * fix test files * fix conf-private.yml * start of doc/ subdirectory * initial commit * add badge * compleat first draft * minor corrections * spell check * add picklists into the config (#136) * fix 'taxonomies' in test config; check that it's a list * add comment * swipe from #97 * swipe getting started from #97 * update! * Apply suggestions from Taylor's docs review Co-authored-by: Taylor Reiter * more update in re taylor's suggestions * more more update * even more update * more update * more update * fix help output for CLI * configure mkdocs * clean it out * update gitignore * add some figures * upd * more figure adjustment * add badges * simplify to single sourmash_dtabases; use 'local' instead of 'private' * update to 'local' instead of 'private' * fix extra backquote * more fix? * fix formatting * add tax test * add test for picklist * switch SRR5950647_subset over to use local_databses_info :tada: * cleanup & commenting * add missing file Co-authored-by: HackMD Co-authored-by: Taylor Reiter --- .gitignore | 5 + Makefile | 44 +- README.md | 163 +--- conf-private.yml | 13 + doc/configuring.md | 394 +++++++++ doc/gather-vs-mapping.pdf | Bin 0 -> 21660 bytes doc/gather-vs-mapping.png | Bin 0 -> 226780 bytes doc/index.md | 103 +++ doc/quickstart.md | 90 ++ gather-p8808mo11.ipynb | 806 ------------------ gather-p8808mo9.ipynb | 805 ----------------- gather-podar.ipynb | 806 ------------------ gathergram.ipynb | 253 ------ genome_grist/__main__.py | 28 +- genome_grist/combine_csvs.py | 11 +- genome_grist/conf/Snakefile | 371 +++++--- genome_grist/conf/defaults.conf | 3 + genome_grist/conf/system.conf | 15 +- genome_grist/copy_local_genomes.py | 64 ++ genome_grist/genbank_genomes.py | 20 +- genome_grist/make_info_file.py | 49 ++ genome_grist/notebooks/report-gather.ipynb | 48 +- genome_grist/notebooks/report-mapping.ipynb | 94 +- genome_grist/notebooks/report-taxonomy.ipynb | 20 +- genome_grist/subtract_gather.py | 9 +- mkdocs.yml | 7 + tests/pytest_utils.py | 8 + tests/test-data/SRR5950647-genomes.info.csv | 3 + .../GCF_003697165.2.info.csv | 2 + .../GCF_003697165.2_genomic.fna.gz} | Bin .../GCF_902167755.1.info.csv | 2 + .../GCF_902167755.1_genomic.fna.gz} | Bin tests/test-data/SRR5950647.conf | 8 +- tests/test-data/SRR5950647_picklist.conf | 9 + .../SRR5950647_picklist.picklist.csv | 2 + tests/test-data/SRR5950647_subset.conf | 10 +- tests/test-data/SRR5950647_subset.tax.csv | 3 + tests/test-data/bad-1.conf | 5 + tests/test-data/bad-2.conf | 6 + tests/test-data/bad-3.conf | 8 + tests/test-data/bad-4.conf | 8 + tests/test_snakemake.py | 130 ++- 42 files changed, 1347 insertions(+), 3078 deletions(-) create mode 100644 conf-private.yml create mode 100644 doc/configuring.md create mode 100644 doc/gather-vs-mapping.pdf create mode 100644 doc/gather-vs-mapping.png create mode 100644 doc/index.md create mode 100644 doc/quickstart.md delete mode 100644 gather-p8808mo11.ipynb delete mode 100644 gather-p8808mo9.ipynb delete mode 100644 gather-podar.ipynb delete mode 100644 gathergram.ipynb create mode 100644 genome_grist/copy_local_genomes.py create mode 100644 genome_grist/make_info_file.py create mode 100644 mkdocs.yml create mode 100644 tests/test-data/SRR5950647-genomes.info.csv create mode 100644 tests/test-data/SRR5950647-genomes/GCF_003697165.2.info.csv rename tests/test-data/{SRR5950647-GCF_003697165.2_genomic.fna.gz => SRR5950647-genomes/GCF_003697165.2_genomic.fna.gz} (100%) create mode 100644 tests/test-data/SRR5950647-genomes/GCF_902167755.1.info.csv rename tests/test-data/{SRR5950647-GCF_902167755.1_genomic.fna.gz => SRR5950647-genomes/GCF_902167755.1_genomic.fna.gz} (100%) create mode 100644 tests/test-data/SRR5950647_picklist.conf create mode 100644 tests/test-data/SRR5950647_picklist.picklist.csv create mode 100644 tests/test-data/SRR5950647_subset.tax.csv create mode 100644 tests/test-data/bad-1.conf create mode 100644 tests/test-data/bad-2.conf create mode 100644 tests/test-data/bad-3.conf create mode 100644 tests/test-data/bad-4.conf diff --git a/.gitignore b/.gitignore index fccfa416..5fcba175 100644 --- a/.gitignore +++ b/.gitignore @@ -11,3 +11,8 @@ dist/ genome_grist.egg-info/ genome_grist/version.py outputs.* +genbank_cache +*.yml +site +.DS_Store +bak diff --git a/Makefile b/Makefile index 0ab790c2..e5e381b3 100644 --- a/Makefile +++ b/Makefile @@ -1,5 +1,11 @@ all: clean-test test +flakes: + flake8 --ignore=E501 genome_grist/ tests/ + +black: + black . + clean-test: rm -fr outputs.test/ @@ -8,15 +14,41 @@ test: genome-grist run tests/test-data/SRR5950647.conf summarize_mapping summarize_tax make_sgc_conf -j 8 -p # try various targets to make sure they work - genome-grist run tests/test-data/SRR5950647.conf download_matching_genomes -j 8 -p - genome-grist run tests/test-data/SRR5950647.conf download_matching_genomes_info -j 8 -p + genome-grist run tests/test-data/SRR5950647.conf download_genbank_genomes -j 8 -p + genome-grist run tests/test-data/SRR5950647.conf combine_genome_info -j 8 -p + genome-grist run tests/test-data/SRR5950647.conf retrieve_genomes -j 8 -p genome-grist run tests/test-data/SRR5950647.conf estimate_distinct_kmers -j 8 -p genome-grist run tests/test-data/SRR5950647.conf count_trimmed_reads -j 8 -p genome-grist run tests/test-data/SRR5950647.conf summarize_sample_info -j 8 -p +### private/local genomes test stuff -flakes: - flake8 --ignore=E501 genome_grist/ tests/ +test-private: outputs.private/abundtrim/podar.abundtrim.fq.gz \ + databases/podar-ref.zip databases/podar-ref.info.csv \ + databases/podar-ref.tax.csv + genome-grist run conf-private.yml summarize_gather summarize_mapping summarize_tax -j 4 -p -black: - black . +# download the (subsampled) reads for SRR606249 +outputs.private/abundtrim/podar.abundtrim.fq.gz: + mkdir -p outputs.private/abundtrim + curl -L https://osf.io/ckbq3/download -o outputs.private/abundtrim/podar.abundtrim.fq.gz + +# download the ref genomes +databases/podar-ref/: + mkdir -p databases/podar-ref + curl -L https://osf.io/vbhy5/download -o databases/podar-ref.tar.gz + cd databases/podar-ref/ && tar xzf ../podar-ref.tar.gz + +# sketch the ref genomes +databases/podar-ref.zip: databases/podar-ref/ + sourmash sketch dna -p k=31,scaled=1000 --name-from-first \ + databases/podar-ref/*.fa -o databases/podar-ref.zip + +# download taxonomy +databases/podar-ref.tax.csv: + curl -L https://osf.io/4yhjw/download -o databases/podar-ref.tax.csv + +# create info file and genomes directory: +databases/podar-ref.info.csv: + python -m genome_grist.copy_local_genomes databases/podar-ref/*.fa -o databases/podar-ref.info.csv -d databases/podar-ref.d + python -m genome_grist.make_info_file databases/podar-ref.info.csv diff --git a/README.md b/README.md index 477e8725..8be0352c 100644 --- a/README.md +++ b/README.md @@ -1,156 +1,27 @@ -# genome-grist: a quickstart tutorial. +# genome-grist README -This quickstart tutorial will take about 30 minutes to run, and -requires 5 GB of disk space and 4 GB of RAM, as well as a fairly -good Internet connection. + -## What is genome-grist? +PyPI +License: 3-Clause BSD -genome-grist is software that automates a number of tedious metagenome tasks related to reference-based analyses on Illumina metagenomes. Specifically, genome-grist will download public metagenomes from the SRA, preprocess them, and use `sourmash gather` to identify reference genomes for the metagenome. It will then download the reference genomes, map reads to them, and summarize the mapping. +genome-grist analyzes the strain composition of microbial metagenomes +using +[minimum metagenome covers](https://dib-lab.github.io/2020-paper-sourmash-gather/) +and produces a variety of compositional and taxonomic summaries. -## Installing genome-grist +Check out the +[quick start!](https://dib-lab.github.io/genome-grist/quickstart/) And +please also see +[the rest of the docs](https://dib-lab.github.io/genome-grist/) for +more information! -We suggest installing in an isolated conda environment. The following will create a new environment, activate it, and install the latest version of genome-grist from PyPI (which is PyPI). +## Example: the strain composition of a gut microbiome (iHMP) -``` -conda create -y -n grist python=3.8 pip -conda activate grist -python -m pip install genome-grist -``` -## Running genome-grist +This figure was autogenerated by genome-grist. -We currently recommend running genome-grist in its own directory, for several reasons that include software installation (genome-grist uses snakemake and conda to install software under this directory). - -Within the current working directory, genome-grist will create an `inputs` subdir, a `genbank_genomes` subdir, and any `outputs.NAME` subdirectories required by the configuration; it should be straightforward to keep projects separate by configuring the output directories appropriately. - -So, create a subdirectory and change into it: -```shell -mkdir grist/ -cd grist/ -``` -Note, genome-grist does not rely on the directory name or location in any way; it works entirely within the current working directory. - -### Download a small example database - -Download the GTDB release 95 set of ~32k guide genomes, in a pre-prepared sourmash database format: -``` -curl -L https://osf.io/4n3m5/download -o gtdb-r95.nucleotide-k31-scaled1000.sbt.zip -``` -(Any sourmash database will do as long as the sequences are named so that the full GenBank accession is the first field in the name.) - -### Make a configuration file - -Put the following in a config file named `conf-tutorial.yml`: -``` -sample: -- SRR5950647 -outdir: outputs.tutorial/ -metagenome_trim_memory: 1e9 -sourmash_database_glob_pattern: gtdb-r95.nucleotide-k31-scaled1000.sbt.zip -``` - -Notes: -* you can put multiple samples IDs here, in a [YAML array format](https://www.cloudbees.com/blog/yaml-tutorial-everything-you-need-get-started/) - put them on a new line after a dash (`-`). -* if you have multiple databases you can specify them here with an appropriate wild card pattern, e.g. `db/*` will work. -* if you are running this on the farm HPC at UC Davis, you can search all of genbank by *omitting* the database configuration line. Currently these files are not yet publicly available, which is why this tutorial uses GTDB instead. - -### Do your first real run! - -Execute: -``` -genome-grist run conf-tutorial.yml summarize_mapping -``` - -This will perform the following steps: -* download the [HSMA33MX metagenome](https://www.ncbi.nlm.nih.gov/sra/?term=HSMA33MX) from the Sequence Read Archive (target `download_reads`). -* preprocess it to remove adapters and low-abundance k-mers (target `trim_reads`). -* build a sourmash signature from the preprocess reads. (target `smash_reads`). -* perform a `sourmash gather` against the specified database (target `gather_genbank`). -* download the matching genomes from GenBank into `genbank_genomes/` (target `download_matching_genomes`). -* map the metagenome reads to the various genomes (target `map_reads`). -* produce a summary notebook (target `summarize_mapping`). - -## Output files - -The key output files under the outputs directory are: - -* `genbank/{sample}.x.genbank.gather.out` - human-readable output from [sourmash gather](https://sourmash.readthedocs.io/en/latest/classifying-signatures.html). -* `genbank/{sample}.x.genbank.gather.csv` - [sourmash gather CSV output](https://sourmash.readthedocs.io/en/latest/classifying-signatures.html). -* `genbank/{sample}.genomes.info.csv` - information about the matching genomes from genbank. -* `reports/report-{sample}.html` - a summary report. -* `abundtrim/{sample}.abundtrim.fq.gz` - trimmed and preprocessed reads. -* `sigs/HSMA33MX.abundtrim.sig` - sourmash signature for the preprocessed reads. - -Note that `genome-grist run zip` will create a file named `transfer.zip` with the above files in it. - -## Where to insert your own files - -genome-grist is built on top of [the snakemake workflow](https://snakemake.readthedocs.io/en/stable/), which lets you substitute your own files in many places. - -For example, -* you can put your own `SAMPLE_1.fastq.gz`, `SAMPLE_2.fastq.gz`, and `SAMPLE_unpaired.fastq.gz` files in `raw/` to have genome-grist process reads for you. -* you can put your own interleaved reads file in `abundtrim/SAMPLE.abundtrim.fq.gz` to run genome-grist on a private or preprocessed set of reads; -* you can put your own sourmash signature (k=31, scaled=1000) in `sigs/SAMPLE.abundtrim.sig` if you want to have it do the database search for you; - -Please see [the genome-grist Snakefile](https://github.com/dib-lab/genome-grist/blob/latest/genome_grist/conf/Snakefile) for all the gory details. - -## Additional targets - -Recommended targets: - - * summarize_gather - produce summary reports on metagenome composition - * summarize_tax - produce summary reports on taxonomic composition - * summarize_mapping - produce summary reports on k-mer and read mapping - -Note, 'summarize_mapping' includes 'summarize_gather'; reports will be -in {{outdir}}/reports, where 'outdir' is specified in the config file. - -Additional intermediate targets: - - * download_reads - download SRA metagenomes specified in conf file - * trim_reads - do basic read trimming/adapter removal for metagenome reads - * smash_reads - create sourmash signatures from metagenome reads - * summarize_sample_info - build a info.yaml summary file for each metagenome - * gather_genbank - run 'sourmash gather' on metagenomes against Genbank - * download_matching_genomes - download all matching Genbank genomes - * map_reads - map all metagenome reads to Genbank genomes - * make_sgc_conf - make a spacegraphcats config file - -## Other information - -### Resource requirements - -**Disk space:** genome-grist makes about 4-5 copies of each SRA metagenome. - -**Memory:** the genbank search step on all of genbank takes ~120 GB of RAM. On GTDB, it's much, much less. Other than that, the other steps are all under 10 GB of RAM (unless you adjust `metagenome_trim_memory` upwards, which may be needed for complex metagenomes). - -**Time:** This is largely dependent on the size of the metagenome; 100m reads takes less than a day or two, typically. The processing of multiple data sets can be done in parallel with `-j`, as well, although you probably want to specify resource limits. For example, here is the command that Titus uses on farm: -``` -genome-grist run -k --resources mem_mb=145000 -j 16 -``` -to run in 150GB of RAM, which will run at most one genbank search at a time. - -### Installing unreleased versions. - -You can run genome-grist from a git checkout directory by using pip to install it in editable mode: -``` -pip install -e . -``` - -### Support - -We like to support our software! - -That having been said, genome-grist is early-stage beta-level software. Please be patient and kind :). - -Please ask questions and add comments [on the github issue tracker for genome-grist](https://github.com/dib-lab/genome-grist/issues). - -## Why the name `grist`? - -'grist' is in the sourmash family of names (sourmash, wort, distillerycats, etc.) See [Grist in Wikipedia](https://en.wikipedia.org/wiki/Grist). - -(It is not the [computing grist](https://en.wikipedia.org/wiki/Grist_(computing))!) +![an example image made with genome-grist](doc/gather-vs-mapping.png) --- -[CTB](https://twitter.com/ctitusbrown/) Jan 27, 2021 +[CTB](https://twitter.com/ctitusbrown/) 01/22 diff --git a/conf-private.yml b/conf-private.yml new file mode 100644 index 00000000..73cbb376 --- /dev/null +++ b/conf-private.yml @@ -0,0 +1,13 @@ +samples: +- podar + +outdir: outputs.private/ + +sourmash_databases: +- databases/podar-ref.zip + +local_databases_info: +- databases/podar-ref.info.csv + +taxonomies: +- databases/podar-ref.tax.csv diff --git a/doc/configuring.md b/doc/configuring.md new file mode 100644 index 00000000..ca18f178 --- /dev/null +++ b/doc/configuring.md @@ -0,0 +1,394 @@ +# Configuring a genome-grist project + + + +[![hackmd-github-sync-badge](https://hackmd.io/p7QfD_SsQg6sElDbrzpcsA/badge)](https://hackmd.io/p7QfD_SsQg6sElDbrzpcsA) + +[toc] + +Note: using local genome collections currently requires [genome-grist#130](https://github.com/dib-lab/genome-grist/pull/130). + +## Overview + +genome-grist does the following: + +* downloads metagenome data from the SRA, if requested; +* pre-processes and trims each metagenome; +* runs `sourmash gather` on each metagenome, using one or more sourmash databases, to find a [minimum metagenome cover](https://www.biorxiv.org/content/10.1101/2022.01.11.475838v1); +* retrieves the full genomes for any matches and executes a variety of mapping-based analyses; +* incorporates taxonomy information for the genomes into the taxonomy summary report (if taxonomy reporting is requested). + +Much of the configuration for genome-grist is about where to find more information about matching genomes - specifically, the genomes, their display names, and their taxonomy. + +For Genbank genomes, this is easy and genome-grist does it automatically! But if you're providing your own genomes and taxonomy information, it's a bit trickier. + +## Using Genbank genomes + +For Genbank genomes, all the necessary information is available already, or automatically determined by genome-grist. + +sourmash already provides pre-built databases containing [all GTDB genomes (R06 rs202)](https://sourmash.readthedocs.io/en/latest/databases.html) as well as [all 700,000 Genbank microbial genomes from July 2020](https://github.com/sourmash-bio/sourmash/issues/1749#issuecomment-947920226). + +For genomes available through Genbank (aka with Genbank accessions), genome-grist does the genome retrieval automatically, so you don't need to have them downloaded already. + +Taxonomy spreadsheets are available for GTDB (at the databases page) and for Genbank 700k/July 2020 (link upon request). + +## Preparing information on local genomes + +You can provide your own sourmash databases, your own set of genome files and genome information and your own taxonomy spreadsheet to genome-grist, +too! This can be useful if you have unpublished or private genomes that you want to use with genome-grist, or if you have large subsets of Genbank already downloaded. Luckily this is all reasonably straightforward and we provide tools to help you! Read on! + +Note that you can absolutely combine Genbank with your own databases here, or just use your own databases. (If there are overlapping identifiers, the local genomes are chosen first; you might want to do this if you already have a bunch of the Genbank genomes downloaded already, for example.) + +### Choosing identifiers for your genomes + +You'll need to choose unique identifiers for your genomes. genome-grist requires that your identifier does not have a space, colon (:), or forward slash (/) in it; everything else should be fine. + +### Preparing your genome files + +You'll need one FASTA file per genome (gzip or bz2 compressed is fine). The filename doesn't matter. It's probably easiest if they're all in one directory, although this isn't necessary. + +For now, we suggest naming the first sequence in each FASTA file with the genome identifier at the start, space delimited - for example `MY_ID_1.1 first_sequence_name is very special`. This will allow sourmash to name the resulting signature with the right identifier using `--name-from-first` (see below). + +### Creating one or more sourmash databases + +You can mix local databases with genbank databases without fear! You'll need to provide one or more sourmash databases for any local collections, and you do this as usual via the config paramter `sourmash_databases`, which takes a list of paths to sourmash database locations. + +To build your own sourmash databases, you'll need sourmash sketches for each genome. Sketch all your genomes with the following command: +``` +sourmash sketch dna -p k=31,scaled=1000 +``` + +If you've named your genomes so that the first sequence contains the identifier, you can add `--name-from-first` and then the signatures will be named the right thing for the next step. + +If not, you'll need to manually rename of the signatures produced by `sourmash sketch`. (You can do this with `sourmash sig rename`, but there's no simple way to do this in bulk.) + +Once you have all your genome signatures, you can create a sourmash database with +``` +sourmash index output.sbt.zip *.sig +``` +and then you can cherish and treasure your sourmash database forever! + +If you have lots of genomes (1000 or more?) we suggest using a workflow system to sketch and rename your genomes appropriately; please ask us for some examples over on [the sourmash issue tracker](https://github.com/dib-lab/sourmash/issues). + +We chose k=31 above (in the `sourmash sketch` command) because that matches our default parameters, and we have provided Genbank and GTDB databases for k=31 (as well as k=21 and k=51). But the only real requirement here is that all your databases support the same requested k-mer and scaled sizes. + +### Providing your local genomes to genome-grist + +You'll also need to provide your local genome files to genome-grist, along with their "display name", which will be used in reporting. The information will be provided via the config parameter `local_databases_info`, which takes a list of paths to info file CSVs. + +**First**, genome-grist needs the genome sequences in their own individual files, in one or more directories. The files need to be named by their identifiers in the format `{ident}_genomic.fna.gz`, and must come with an "info file" that contains their identifier, a display name, and the location of the genome file (which _must_ be named as above). + +genome-grist has a utility to help set this all up! The script `genome_grist.copy_local_genomes` will take in a list of FASTA files containing genome(s), read the header of the first sequence to find the identifier for that genome, and then copy it into a directory for you. (see "Step 3", below, for execution instructions for this script). It will also output a provisional info file, which you can edit. + +Here's an example of the output of the info file produced by `copy_local_genomes`: +``` +ident,display_name,genome_filename +CP001472.1,"Acidobacterium capsulatum ATCC 51196, complete genome",databases/podar-ref.d/CP001472.1_genomic.fna.gz +CP001941.1,"Aciduliprofundum boonei T469, complete genome",databases/podar-ref.d/CP001941.1_genomic.fna.gz +CP001097.1,"Chlorobium limicola DSM 245, complete genome",databases/podar-ref.d/CP001097.1_genomic.fna.gz +``` + +**Second**, for each genome, genome-grist also needs a separate `{ident}.info.csv` file, containing just the identifier and the display name. This needs to be in the same directory as the genome itself. + +The utility script `genome_grist.make_info_file` will produce this for you, based on the whole-database info CSV file created above. (See "Step 4", below, for execution instructions for this script.) + +Here's an example of the output of `make_info_file:`; this is the file `CP001097.1.info.csv`: +``` +ident,display_name +CP001097.1,"Chlorobium limicola DSM 245, complete genome" +``` + +and the final contents of the `databases/podar-ref.d/` directory include: + +``` +CP001097.1.info.csv CP001472.1_genomic.fna.gz +CP001097.1_genomic.fna.gz CP001941.1.info.csv +CP001472.1.info.csv CP001941.1_genomic.fna.gz +``` + + +### Providing taxonomy information + +If you want to enable taxonomic summarization for your local genomes, you'll need a taxonomy file that can be read by the `sourmash tax` subcommands - see [the sourmash command-line docs](https://sourmash.readthedocs.io/en/latest/command-line.html) for details. This file contains at least 8 columns, with the headers `ident` and `superkingdom`, `phylum`,`class`,`order`,`family`,`genus`,`species`. You provide this file to genome-grist via the config parameter `taxonomies`, which takes a list of paths to sourmash taxonomy files. + +### Testing it all out + +We recommend trying this all out with a fake metagenome that's just two of your local genomes concatenated; you can set this up by making the FASTA file and then putting it in your output directory in the subdirectory `abundtrim/{sample}.abundtrim.fq.gz`, and configuring genome-grist to run `summarize_gather` on just that sample. + +So, for example, + +* create a file `abundtrim/testme.abundtrim.fq.gz` containing a bunch of sequences (FASTA or FASTQ format, despite the filename :) +* set `samples` in your config file `conf-test.yml` to `- testme` +* run `genome-grist run conf-test.yml summarize_gather` + +and if it all works, then your local database configuration is good! (The output report will be in the `reports/report-gather-testme.html` subdirectory in your output directory.) + +You will need to run `summarize_tax` to test the taxonomy file; the associated output will be in `reports/report-taxonomy-testme.html`. + +If you run into any problems, please [file an issue!](https://github.com/dib-lab/genome-grist/issues) + +## An example for you to try: the `podar-ref` database + +[Comparative metagenomic and rRNA microbial diversity characterization using archaeal and bacterial synthetic communities, Shakya et al., 2014](https://pubmed.ncbi.nlm.nih.gov/23387867/) made a lovely mock metagenome containing approximately 65 different strains of microbes. + +[Evaluating Metagenome Assembly on a Simple Defined Community with Many Strain Variants, Awad et al., 2017](https://www.biorxiv.org/content/10.1101/155358v3) used sourmash to analyze this community, and produced an updated list of reference genomes that is available for download. + +While this list of reference genomes is in fact in Genbank, they use non-Genbank identifiers, and so it's a good example data set for "private" genomes. + +So! Let's run through setting up these reference genomes as a local, non-Genbank database for genome-grist to use, and then test it out by applying genome-grist to the mock metagenome! + +It should take under 10 minutes total to run all the commands. + +Note: If you have a developer installation of `genome-grist`, you can run everything below with `make test-private` in the root `genome-grist/` directory. + +### Step 0: Install genome-grist and set up your directory + + + +For now, do this in the genome-grist development directory. Clone the genome-grist repo, create the grist environment with conda, and then: + +Switch to the appropriate branch: + +``` +git switch allow/private +git pull +``` + +and make sure you've installed things appropriately: +``` +pip install -e . +``` +you may also need sourmash... +``` +pip install sourmash +``` + +Now you should be good to go! + +### Step 1: Download and unpack the `podar` reference genomes + +First, we need to get our hands on the genome sequences themselves. + +The genomes from Awad et al., 2017, are available for download [from a project on the Open Science Framework](https://osf.io/vbhy5/). The following commands will download them and unpack them into the directory `databases/podar-ref/` + +``` +mkdir -p databases/podar-ref +curl -L https://osf.io/vbhy5/download -o databases/podar-ref.tar.gz +cd databases/podar-ref/ && tar xzf ../podar-ref.tar.gz +cd ../../ +``` + +### Step 2: Build sketches and construct a sourmash database + +genome-grist uses sourmash to generate a *minimum metagenome cover* containing the best matches to the metagenome, so we need to turn the downloaded genomes into a sourmash database. + +The following command will sketch all of the `.fa` files and save the resulting sourmash signatures into `databases/podar-ref.zip`: +```shell +sourmash sketch dna -p k=31,scaled=1000 --name-from-first \ + databases/podar-ref/*.fa -o databases/podar-ref.zip +``` +note the use of `--name-from-first`, which names the sketches after the first FASTA header in each file. + +If you look at the zip file with `sourmash sig describe databases/podar-ref.zip`, you'll see that all of the signature names start with their accessions, which is what we want. + +### Step 3: Copy the genomes in to a new location with new names + +Copy the local genomes to a new home that matches genome-grist requirements like so: + +``` +python -m genome_grist.copy_local_genomes databases/podar-ref/*.fa -o databases/podar-ref.info.csv -d databases/podar-ref.d +``` +The subdirectory `databases/podar-ref.d/` should now contain 64 genome files, named by their identifiers. + +There will also be an "information file", `databases/podar-ref.info.csv`, that contains three columns. These were auto-generated by the script from the FASTA files you gave it. You can edit the `display_name` column and change it to whatever you want; the other columns need to match with other information so please don't change those! + +Note that `display_name` is just for display purposes; this allows grist to translate identifiers to (for example) a species and strain name to put on generated graphs. + +### Step 4: Build genome "info files" for genome-grist + +Next, you'll need to create `{ident}.info.csv` files for each genome. Run: +``` +python -m genome_grist.make_info_file databases/podar-ref.info.csv +``` +to use the combined info CSV from the previous step to create the necessary info files. + +The subdirectory `databases/podar-ref.d/` should now contain 128 files - 64 genome files, and 64 '.info.csv' files, one for each genome. + +### Step 5: Download the taxonomy file + +Last but not least, you'll want a taxonomy file for these genomes, in a format that `sourmash taxonomy` can use. For this data set, you can get it [from a project on the Open Science Framework](https://osf.io/4yhjw/). + +To download it, run: +``` +curl -L https://osf.io/4yhjw/download -o databases/podar-ref.tax.csv +``` + +This will create a local CSV file with superkingdom, phylum, etc. entries for each of the reference genomes you've downloaded. + +### Step 6: Try it out on a (small) mock metagenome! + +While you can certainly run this on the entire metagenome from Shakya et al., 2014, that will take a while. So we've prepared a 1m read subset of the data for you to try out! Exciting! + +You can download this subsetted metagenome like so: +```shell +mkdir -p outputs.private/abundtrim +curl -L https://osf.io/ckbq3/download -o outputs.private/abundtrim/podar.abundtrim.fq.gz +``` +and then confirm that the config file `conf-private.yml` has the following content: + +```yaml +sample: +- podar + +outdir: outputs.private/ + +private_databases: +- databases/podar-ref.zip + +private_databases_info: +- databases/podar-ref.info.csv + +taxonomies: +- databases/podar-ref.tax.csv +``` + +Now run: + +``` +genome-grist run conf-private.yml summarize_gather summarize_mapping -j 4 -p +``` + +and (hopefully) it will all work!! + +Assuming there are no errors and everything is green, look at the HTML files in `outputs.private/reports/*.html`. + +## Reference: The complete set of config file options + +The options below can be set and/or overridden in a project specific config file that is passed into `genome-grist`. + +Config files can be either [YAML](https://en.wikipedia.org/wiki/YAML) or JSON. We suggest YAML since it's nicer to edit. + +Every genome-grist installation comes with two config files in the `conf/` subdirectory of the `genome_grist/` Python package, `defaults.conf` and `system.conf`. They are read in the order `defaults.conf`, `system.conf`, and project-specific config. So, you can ignore the first two and just override options in the project-specific config file. But you can also change the install-wide default parameters in `system.conf` if you like. + +You can use `showconf` to show the current aggregate config like so: `genome-grist run conf.yml showconf`. + +### An annotated config file + +```yaml +# NOTE: all paths are relative to the working directory. + +### PROJECT-SPECIFIC PARAMETERS YOU MUST SET FOR EACH PROJECT + +# samples: a list of metagenome names. REQUIRED. +# - the sample names cannot contain periods +# - you can use SRA accessions for automatic download, or provide the reads yourself +samples: +- metagenome_one +- metagenome_two + +# outdir: a directory where all the output will be placed, e.g. outputs.myproject. REQUIRED. +# this will be created if it doesn't exist. +outdir: some_directory + +# metagenome_trim_memory: how much memory (RAM) to use when trimming reads with khmer's trim-low-abund. +# set to 1e9 for very low diversity samples, +# 10e9 for medium-diversity samples, +# and 50e9 if you're foolishly working with soil :) +# The default is set to 1e9, which is too low for your data. +# WARNING: this much memory _will_ be allocated when running genome-grist! +metagenome_trim_memory: 10e9 + +### INSTALLATION INFORMATION YOU NEED TO SET AT LEAST ONCE +# +# These must be set after you install genome-grist and download the various databases. + +# sourmash_databases: a list of sourmash databases +# you'll need to point this at a local download of +# databases from e.g. https://sourmash.readthedocs.io/en/latest/databases.html +# cannot be empty! +sourmash_databases: +- /path/to/sourmash-db/database1 +- /path/to/sourmash-db/database2 + +# taxonomies: a list of files to use for taxonomy information. See documentation for `sourmash taxonomy`. +# can be empty list, []. +taxonomies: +- /path/to/taxonomy/files + +### INTERMEDIATE CONFIGURATION OPTIONS +# +# These are ways you can fine-tune genome-grist. +# We suggest changing these only once you've successfully run genome-grist a few times! + +# local_databases_info: a list of database info files for genomes that are local and/or cannot be downloaded from Genbank. +# can be empty list, []. +# see documentation for more details. +local_databases_info: +- /path/to/local-sourmash-db/database3.info.csv + +# picklist: a --picklist argument to use when searching the sourmash database, to limit which signatures to search. +# see sourmash command line documentation for more details. +# EXAMPLE: +# picklist: some_sig_list.csv:ident:ident +picklist: "" + +# sourmash_database_ksize: k-mer size to use when searching sourmash databases. +# DEFAULT: 31 +sourmash_database_ksize: 31 + +# sourmash_compute_ksizes: a list of k-mer sizes +# to use when creating sketches for samples. should include the database ksize. +# DEFAULTS: 21, 31, 15 +sourmash_compute_ksizes: +- 21 +- 31 +- 51 + +# sourmash_compute_scaled: a scaled parameter to use when creating sketches for samples. See sourmash docs for details. +# DEFAULT: 1000 +sourmash_compute_scaled: 1000 + +# sourmash_sigtype: 'DNA' or 'protein' - the type of signature to compute for samples. +# DEFAULT: DNA +sourmash_sigtype: DNA + +### SYSTEM SPECIFIC PARAMETERS +# +# These are good defaults for small projects, but you may +# want to change them if you're doing big things on a cluster, or something. + +# tempdir: a directory where SRA download temporary files will go, e.g. /tmp +# new subdirs will be created, used, and then removed. +tempdir: some_other_directory + +# genbank_cache: where genomes downloaded from genbank will be cached. +# this needs to be writable by people executing genome-grist; if it's system-wide, suggest making a a+rwxt directory. +# DEFAULT ./genbank_cache +genbank_cache: ./genbank_cache + +### ADVANCED TECHNICAL PARAMETERS +# +# These probably don't need to be changed unless +# you actually run into problems running genome-grist. + +# prefetch_memory: how much memory to allow for +# sourmash prefetch when running genome-grist. +# this memory may not actually be used, depending on sourmash databases used. +# the default is set for the all-Genbank database. +# DEFAULT: 100e9 +prefetch_memory: 100e9 +``` + +## More advanced genome-grist usage + +### Where to insert your own files + +genome-grist is built on top of [the snakemake workflow](https://snakemake.readthedocs.io/en/stable/), which lets you substitute your own files in many places. + +For example, + +* you can put your own `{sample}_1.fastq.gz`, `{sample}_2.fastq.gz`, and `{sample}_unpaired.fastq.gz` files in `raw/` to have genome-grist process reads for you. +* you can put your own interleaved reads file in `abundtrim/{sample}.abundtrim.fq.gz` to run genome-grist on an unpublished or already-preprocessed set of reads; +* you can put your own sourmash signature (k=31, scaled=1000) in `sigs/{sample}.abundtrim.sig` if you want to have it do the database search for you; + +Please see [the genome-grist Snakefile](https://github.com/dib-lab/genome-grist/blob/latest/genome_grist/conf/Snakefile) for all the gory details. diff --git a/doc/gather-vs-mapping.pdf b/doc/gather-vs-mapping.pdf new file mode 100644 index 0000000000000000000000000000000000000000..6800261760ca14e6d4bf944a9cd77e18b3238165 GIT binary patch literal 21660 zcmb`v1yohf_Xi5n-Hm!_P~i5ZyE`QWm6q;CP!K8U6eOg>qD0Cf1nCe21r()A2?Yaq z=YW2Hf~@~zz4g@b%-v^V?>&2Fe`e0iaB0gc3cv+X#9a5rAb0DD;Sd&U;6Im&K|Dj?$*whet#t2PY+ZC)v&g*GnaMo1Thw|2z zE>?ib)vcW`d)h+aV9V%&89hARt<9Z?eKWI+ja}X;QwP0yIM+61E*f|mXX$!Y^L2$2 z>a3Qt=14{u$_W`SA45*C{(18*H(w2{E;lC1yh?xk>p8D1$5&6G6Q(NPYAr(o+j=Ru zN67-#ANW7$T=+JVk zeexZWPP?>%Z5l>0nP08S(p|1dRLtMdaH%oz;pn)}w;ksMc>$DBplAPSx^`X$d0Vc! zq>Ff;Q^<rsp}V zUsqp)u?|n0*GW0v4e)-#PyVystbyz_-3lFp%%}H|D-aFhH)hd-(zPVw9m?UdB+6S? z&)B}ZcXztd?6$?vD@OGBiPxuJe6S>Vg=44ceoZ(@lZ$sHB-qFPBhQP|3(IAK6hH0T zp3+S}eLEaZ7ZBjJei!LXD-%sfvRutVNm`&Xo6X@X@p@jE0vufr4)AUgVPH?ZG=O9+CRymb-|50aXLNnwC&)>$?at}<>fjd zgAy}aJnStOo1aol#(93WHFxb5%m8$;^RVcfY&ntb*^) 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m>m} z{~pb!j3=_JtP;viiHeTBW68}bG7pRfj^!#EnW_KgJ^>T#!Cez2BZALoeuRZTo-s#> zqLgz_QF-u{BSyaUD_6JXa|mN;uI!hw_bAOLdQPV{f9xg=3Yo!lfWCnO)GQX#Kxn3z zVXKSA`)0@=-aEQ=(XjJr!tfvF;QLP(vRN%D6uxI49$0^>q$DF|DG7a4VOYJV zpCj!oE9SZ7(it}sc)%PPrKm9Wr%)>9wk(7tC1s2TlR15!eGZ`%qLz$$*y5#s*l2hb^#620HIDnbz0c}TW4jE_B|a9O7(p6Cjzejx>()M4&QZwxPF%l!JqpExJ|i#aTVct-z+m32)Aomh z>Y{~;flD+cPXE)B{_+So-ys4M&WUqq(SN!G|ME}hynyek5vTaK@4E#tCfAIM+TT6w zr_ZFk!L1Q^`3Uu|Tj1wsyO?9(USw#z*@6Az&Hn!XfQ5IFPXU9~|EEX%DFXTSPpMN7 zo=m?)w{!W`oBH$b@?C;e!Pb0(_b-oaz67V_{01NMU)KM}j{f#KG`C?|F122B{g=mb z!7PVqlg^?2#Ss7cVjjq}xQ7e<+he_8md#s_mH#}ae=~t`xG*gqSGqC&<+0PaFv|h9 zacBNz7Z8xcwBSBC_vfhN*Gb`vI}fwmauw$@%HNFXr{Demo9}P8;s3qOw?}sIs^3%p Tnujh&;6EaQlD9JjG+h4=!4zjf literal 0 HcmV?d00001 diff --git a/doc/index.md b/doc/index.md new file mode 100644 index 00000000..33658525 --- /dev/null +++ b/doc/index.md @@ -0,0 +1,103 @@ +# Welcome to genome-grist! + + + +genome-grist is software that automates a number of tedious metagenome tasks related to reference-based analyses of Illumina metagenomes. Specifically, genome-grist will download public metagenomes from the SRA, preprocess them, and use [sourmash `gather`](https://sourmash.bio) to identify reference genomes for the metagenome. It will then download the reference genomes, map reads to them, and summarize the mapping in a variety of ways. + +## Quickstart + +Please see [a genome-grist quickstart](quickstart.md). + +## Example figures and output + +Here is the strain composition of a gut microbiome (iHMP). This +figure was autogenerated by genome-grist; the metagenome and all +relevant genomes were downloaded and processed automatically. + +![an example image made with genome-grist](gather-vs-mapping.png) + +## Configuring genome-grist + +Please see [Configuring a genome-grist project](configuring.md). + +## Running genome-grist + +You can run genome-grist on a config file like so: + +``` +genome-grist run [ ... ] +``` + +The main three top-level targets are: +* `summarize_gather` - summarize metagenome contents using sourmash & k-mers +* `summarize_mapping` - summarize metagenome contents using mapping +* `summarize_tax` - summarize metagenome contents using k-mer-based taxonomy + +These all produce reports in the `reports/` subdir of the configured output dir. + +You can print out a list of documented targets by omitting the target altogether: +``` +genome-grist run +``` + +genome-grist has many undocumented intermediate targets. You can print them all out by using `run` with the target `print_rules` +``` +genome-grist run print_rules +``` + +## Additional information + +### Preprints and publications + +genome-grist was used extensively in the preprint [Lightweight compositional analysis of metagenomes with FracMinHash and minimum metagenome covers](https://dib-lab.github.io/2020-paper-sourmash-gather/), Irber et al., 2022. + +For now, Irber et al., 2022 is the primary citation for genome-grist. Any use of genome-grist should be cited as follows: + +> **Lightweight compositional analysis of metagenomes with FracMinHash and minimum metagenome covers.** +> +> Luiz Carlos Irber, Phillip T Brooks, Taylor E Reiter, N Tessa Pierce-Ward, Mahmudur Rahman Hera, David Koslicki, C. Titus Brown. +> +> bioRxiv 2022.01.11.475838; doi: https://doi.org/10.1101/2022.01.11.475838 + +### Resource requirements + +**Disk space:** genome-grist makes about 4-5 copies of each SRA metagenome. + +**Memory:** the genbank search step on all of genbank takes ~120 GB of RAM. On GTDB, it's much, much less. Other than that, the other steps are all under 10 GB of RAM (unless you adjust `metagenome_trim_memory` upwards, which may be needed for complex metagenomes). + +**Time:** This is largely dependent on the size of the metagenome; 100m reads takes a few hours. The processing of multiple data sets can be done in parallel with `-j`, as well, although you probably want to specify resource limits. For example, here is the command that we use on our HPC: +``` +genome-grist run -k --resources mem_mb=145000 -j 16 +``` +to run in 150GB of RAM, which will run at most one Genbank search at a time. + +### Support and help + +We like to support our software! + +That having been said, genome-grist is still in beta. Please be patient and kind :). + +Please ask questions and add comments [on the github issue tracker for genome-grist](https://github.com/dib-lab/genome-grist/issues). + +### Why the name `grist`? + +'grist' is in the sourmash family of names (sourmash, wort, distillerycats, etc.) See [Grist in Wikipedia](https://en.wikipedia.org/wiki/Grist). + +(It is not named for the [computing grist](https://en.wikipedia.org/wiki/Grist_(computing))!) + +### Installing in developer mode + +You can run genome-grist from a working directory (e.g. a clone of the git repository) by using pip to install it in editable mode: +``` +pip install -e . +``` +in which case your genome-grist installation will track changes and updates in the working directory. + +Or you can pip install the latest version from Github like so: +``` +pip install git+https://github.com/dib-lab/genome-grist.git +``` + +--- + +[CTB](https://twitter.com/ctitusbrown/) Jan 15, 2022 diff --git a/doc/quickstart.md b/doc/quickstart.md new file mode 100644 index 00000000..53e32845 --- /dev/null +++ b/doc/quickstart.md @@ -0,0 +1,90 @@ +# A genome-grist quickstart + + + +## Installation + +We suggest installing in an isolated conda environment. The following will create a new environment, activate it, and install the latest version of genome-grist from PyPI (which is PyPI). + + +Run: +```shell +conda create -y -n grist python=3.9 pip +conda activate grist +python -m pip install genome-grist +``` + +Note: genome-grist should run in Python 3.7 onwards; we haven't tested it extensively in Python 3.10 yet (as of Jan 2022). + +## Running genome-grist + +We currently recommend running genome-grist in its own directory, for several reasons; in particular, genome-grist uses snakemake and conda to install software under the working directory, and it's nice to have all the outputs be isolated. + +Within the current working directory, genome-grist will create a `genbank_cache/` subdir, and any `outputs.NAME` subdirectories requested by the configuration. We recommend always running genome-grist in this directory and naming the output directories after the different projects using genome-grist. + +So, create a subdirectory and change into it: +```shell +mkdir grist/ +cd grist/ +``` +Note, genome-grist works entirely within the current working directory and temp directories. + +### Download a small example database + +Download the GTDB r06 rs202 set of ~48,000 guide genomes, in a pre-prepared sourmash database format: +``` +curl -L https://osf.io/w4bcm/download -o gtdb-rs202.genomic-reps.k31.sbt.zip +``` +(You can use any sourmash database that uses Genbank identifiers here; see [available databases](https://sourmash.readthedocs.io/en/latest/databases.html) for more info.) + +### Make a configuration file + +Put the following in a config file named `conf-tutorial.yml`: +``` +samples: +- SRR5950647 +outdir: outputs.tutorial/ +metagenome_trim_memory: 1e9 + +genbank_databases: +- gtdb-rs202.genomic-reps.k31.sbt.zip +``` + +:information_source: Notes: +* you can put multiple sample IDs here, in a [YAML array format](https://www.cloudbees.com/blog/yaml-tutorial-everything-you-need-get-started/) - put them on a new line after a dash (`-`). +* if you have multiple databases you can specify them here in a list format. + +### Do your first real run! + +Execute: +``` +genome-grist run conf-tutorial.yml summarize_gather +``` + + +This will perform the following steps: +* download the [SRR5950647 metagenome](https://www.ncbi.nlm.nih.gov/sra/?term=SRR5950647) from the Sequence Read Archive (target `download_reads`). +* preprocess it to remove adapters and low-abundance k-mers (target `trim_reads`). +* build a sourmash signature from the preprocess reads. (target `smash_reads`). +* perform a `sourmash gather` against the specified database (target `gather_reads`). +* download the matching genomes from GenBank into `genbank_cache/` (target `download_matching_genomes`). +* map the metagenome reads to the various genomes (target `map_reads`). +* produce a summary notebook (target `summarize_gather`). + +You can put one or more targets on the command line as above with `summarize_gather`. + + + +## Output files + +The key output files under the outputs directory are: + +* `gather/{sample}.x.genbank.gather.out` - human-readable output from [sourmash gather](https://sourmash.readthedocs.io/en/latest/classifying-signatures.html). +* `gather/{sample}.x.genbank.gather.csv` - [sourmash gather CSV output](https://sourmash.readthedocs.io/en/latest/classifying-signatures.html). +* `gather/{sample}.genomes.info.csv` - information about the matching genomes from genbank. +* `reports/report-{sample}.html` - a summary report. +* `abundtrim/{sample}.abundtrim.fq.gz` - trimmed and preprocessed reads. +* `sigs/{sample}.abundtrim.sig` - sourmash signature for the preprocessed reads. + +Note that `genome-grist run zip` will create a file named `transfer.zip` with the above files in it. + diff --git a/gather-p8808mo11.ipynb b/gather-p8808mo11.ipynb deleted file mode 100644 index 83a76625..00000000 --- a/gather-p8808mo11.ipynb +++ /dev/null @@ -1,806 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "import pylab\n", - "import pandas as pd" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## load mapping summary CSVs and gather CSV" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "#sample_id='SRR606249'\n", - "#sample_id = 'p8808mo9'\n", - "sample_id = 'p8808mo11'\n", - "\n", - "\n", - "# load mapping CSVs\n", - "all_df = pd.read_csv(f'outputs/minimap/depth/{sample_id}.summary.csv')\n", - "left_df = pd.read_csv(f'outputs/leftover/depth/{sample_id}.summary.csv')\n", - "\n", - "# load gather CSV\n", - "gather_df = pd.read_csv(f'outputs/{sample_id}.gather.csv')\n", - "\n", - "# names!\n", - "names_df = pd.read_csv(f'{sample_id}.acc.urls.csv')\n", - "\n", - "# connect gather_df to all_df and left_df using 'genome_id'\n", - "def fix_name(x):\n", - " return \"_\".join(x.split('_')[:2]).split('.')[0]\n", - "\n", - "gather_df['genome_id'] = gather_df['name'].apply(fix_name)\n", - "names_df['genome_id'] = names_df['acc'].apply(fix_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "# CTB bug FIXME\n", - "# this ensures that only rows that share genome_id are in all the dataframes\n", - "in_gather = set(gather_df.genome_id)\n", - "in_left = set(left_df.genome_id)\n", - "\n", - "in_both = in_left.intersection(in_gather)\n", - "\n", - "all_df = all_df[all_df.genome_id.isin(in_both)]\n", - "left_df = left_df[left_df.genome_id.isin(in_both)]\n", - "gather_df = gather_df[gather_df.genome_id.isin(in_both)]\n", - "names_df = names_df[names_df.genome_id.isin(in_both)]\n", - "\n", - "# reassign index now that we've maybe dropped rows\n", - "all_df.index = range(len(all_df))\n", - "left_df.index = range(len(left_df))\n", - "gather_df.index = range(len(gather_df))\n", - "names_df.index = range(len(names_df))\n", - "\n", - "assert len(all_df) == len(gather_df)\n", - "assert len(left_df) == len(gather_df)\n", - "assert len(names_df) == len(gather_df)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "

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accgenome_urlassembly_report_urlncbi_tax_namegenome_id
0GCA_010669205.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Blautia producta ATCC 27340 = DSM 2950GCA_010669205
1GCA_000433395.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Clostridium hathewayi CAG:224GCA_000433395
2GCA_012980095.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Escherichia coliGCA_012980095
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" - ], - "text/plain": [ - " acc genome_url \\\n", - "0 GCA_010669205.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "1 GCA_000433395.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "2 GCA_012980095.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "\n", - " assembly_report_url \\\n", - "0 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "2 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "\n", - " ncbi_tax_name genome_id \n", - "0 Blautia producta ATCC 27340 = DSM 2950 GCA_010669205 \n", - "1 Clostridium hathewayi CAG:224 GCA_000433395 \n", - "2 Escherichia coli GCA_012980095 " - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-sort left_df and all_df to match gather_df order, using matching genome_id column\n", - "all_df.set_index(\"genome_id\")\n", - "all_df.reindex(index=gather_df[\"genome_id\"])\n", - "all_df.reset_index()\n", - "\n", - "left_df.set_index(\"genome_id\")\n", - "left_df.reindex(index=gather_df[\"genome_id\"])\n", - "left_df.reset_index()\n", - "\n", - "left_df[\"mapped_bp\"] = (1 - left_df[\"percent missed\"]/100) * left_df[\"genome bp\"]\n", - "\n", - "names_df.set_index(\"genome_id\")\n", - "names_df.reindex(index=gather_df[\"genome_id\"])\n", - "names_df.reset_index()\n", - "\n", - "names_df[:3]" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Unnamed: 0genome bpmissedpercent missedcoveragegenome_idsample_idmapped_bp
0GCA_01066920561971164853287.83151425.055397GCA_010669205p8808mo115711788.0
1GCA_0004333955587080132740.23758415.577709GCA_000433395p8808mo115573806.0
2GCA_01298009551792841015181.96007848.870363GCA_012980095p8808mo115077766.0
3GCA_001405335551422256598810.26415037.890901GCA_001405335p8808mo114948234.0
4GCA_00018961549169643611747.34546818.913976GCA_000189615p8808mo114555790.0
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" - ], - "text/plain": [ - " Unnamed: 0 genome bp missed percent missed coverage genome_id \\\n", - "0 GCA_010669205 6197116 485328 7.831514 25.055397 GCA_010669205 \n", - "1 GCA_000433395 5587080 13274 0.237584 15.577709 GCA_000433395 \n", - "2 GCA_012980095 5179284 101518 1.960078 48.870363 GCA_012980095 \n", - "3 GCA_001405335 5514222 565988 10.264150 37.890901 GCA_001405335 \n", - "4 GCA_000189615 4916964 361174 7.345468 18.913976 GCA_000189615 \n", - "\n", - " sample_id mapped_bp \n", - "0 p8808mo11 5711788.0 \n", - "1 p8808mo11 5573806.0 \n", - "2 p8808mo11 5077766.0 \n", - "3 p8808mo11 4948234.0 \n", - "4 p8808mo11 4555790.0 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "left_df[:5]" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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intersect_bpf_orig_queryf_matchf_unique_to_queryf_unique_weightedaverage_abundmedian_abundstd_abundnamefilenamemd5f_match_origunique_intersect_bpgather_result_rankremaining_bpgenome_id
056340000.0198270.9172910.0198270.03334317.33510815.061.941587GCA_010669205.1_ASM1066920v1_genomic.fna.gzall-gather-genomes.sbt.zip698994c96972a3ff39d5abbef995fbd90.91729156340000278527000GCA_010669205
155100000.0193900.9960230.0193900.0187639.9744109.05.981056GCA_000433395.1_MGS224_genomic.fna.gzall-gather-genomes.sbt.zipe1681d164e1343664cc157db62bef9ea0.99602355100001273017000GCA_000433395
250150000.0176480.9816010.0176480.05957834.79780730.045.273493GCA_012980095.1_PDT000632230.1_genomic.fna.gzall-gather-genomes.sbt.zipbb4ad2a307756042bba9542f947e65930.98160150150002268002000GCA_012980095
345860000.0161390.8364940.0159870.04438028.61457224.037.731637GCA_001405335.1_13470_2_84_genomic.fna.gzall-gather-genomes.sbt.zipfc9e495736d6619bad52fa69cede71dc0.84441245430003263459000GCA_001405335
441680000.0146680.6833470.0145130.0071885.1052384.023.697292GCA_003434055.1_ASM343405v1_genomic.fna.gzall-gather-genomes.sbt.zip420d475a10a0d7f2dd3f44da9d2fe4980.69063841240004259335000GCA_003434055
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" - ], - "text/plain": [ - " intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n", - "0 5634000 0.019827 0.917291 0.019827 0.033343 \n", - "1 5510000 0.019390 0.996023 0.019390 0.018763 \n", - "2 5015000 0.017648 0.981601 0.017648 0.059578 \n", - "3 4586000 0.016139 0.836494 0.015987 0.044380 \n", - "4 4168000 0.014668 0.683347 0.014513 0.007188 \n", - "\n", - " average_abund median_abund std_abund \\\n", - "0 17.335108 15.0 61.941587 \n", - "1 9.974410 9.0 5.981056 \n", - "2 34.797807 30.0 45.273493 \n", - "3 28.614572 24.0 37.731637 \n", - "4 5.105238 4.0 23.697292 \n", - "\n", - " name filename \\\n", - "0 GCA_010669205.1_ASM1066920v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", - "1 GCA_000433395.1_MGS224_genomic.fna.gz all-gather-genomes.sbt.zip \n", - "2 GCA_012980095.1_PDT000632230.1_genomic.fna.gz all-gather-genomes.sbt.zip \n", - "3 GCA_001405335.1_13470_2_84_genomic.fna.gz all-gather-genomes.sbt.zip \n", - "4 GCA_003434055.1_ASM343405v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", - "\n", - " md5 f_match_orig unique_intersect_bp \\\n", - "0 698994c96972a3ff39d5abbef995fbd9 0.917291 5634000 \n", - "1 e1681d164e1343664cc157db62bef9ea 0.996023 5510000 \n", - "2 bb4ad2a307756042bba9542f947e6593 0.981601 5015000 \n", - "3 fc9e495736d6619bad52fa69cede71dc 0.844412 4543000 \n", - "4 420d475a10a0d7f2dd3f44da9d2fe498 0.690638 4124000 \n", - "\n", - " gather_result_rank remaining_bp genome_id \n", - "0 0 278527000 GCA_010669205 \n", - "1 1 273017000 GCA_000433395 \n", - "2 2 268002000 GCA_012980095 \n", - "3 3 263459000 GCA_001405335 \n", - "4 4 259335000 GCA_003434055 " - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gather_df[:5]" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "# subsample? take top 60...\n", - "\n", - "NUM=60\n", - "\n", - "left_df = left_df[:NUM]\n", - "all_df = all_df[:NUM]\n", - "gather_df = gather_df[:NUM]\n", - "names_df = names_df[:NUM]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 1: examining leftover reads, in order of gather" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(gather_df[\"f_match\"]* 100, 100 - left_df[\"percent missed\"], '.')\n", - "\n", - "pylab.xlim(0, 100)\n", - "pylab.ylim(0, 100)\n", - "pylab.xlabel('f_match')\n", - "pylab.ylabel('mapping bp covered')\n", - "pylab.title('gather f_match vs leftover mapping bp covered')\n", - "pylab.plot([0, 100], [0, 100], '--')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 2: fraction of hashes unique to query, in order of gather results" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'f_unique_to_query, as %')" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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HNqxbbXKXJM0Zm+slSWopk7wkSS1lkpckqaVM8pIktZRJXpKkljLJS5LUUiZ5SZJayiQvSVJLDTTJJ7kgya1Jrp+i/KQkdyS5tnm9savslCRfS7IlyesGGackSW006Jr8hcApB9jm81V1bPN6K0CS5cA5wKnA44DnJ3ncQCOVJKllBprkq+pzwO0z2PV4YEtVba2qPcAlwGmzGpwkSS23EO7JPynJl5L8fZLHN+sOB27u2mZ7s06SJPVpvieouQZYV1XfSfJM4KPAMUAm2bYmO0CSs4CzAI466qgBhSlJ0uIzrzX5qrqzqr7TvP8ksDLJYXRq7kd2bXoEsGOKY5xXVUNVNbR27dqBxyxJ0mIxr0k+ySOTpHl/fBPPLuBq4Jgkj06yCjgduGz+IpUkafEZaHN9kouBk4DDkmwH3gSsBKiqc4HnAa9IMgp8Dzi9qgoYTXI2cDmwHLigqm4YZKySJLVNOjm1HYaGhmrz5s3zHYYkSXMmyUhVDU1WthB61wsY2babc67cwsi23fMdiiSpJea7d73oJPgzzt/EntExVq1YxsYzh9mwbvV8hyVJWuSsyS8Am7buYs/oGGMFe0fH2LR11z7l1vIlSTNhTX4BGF6/hlUrlrF3dIyVK5YxvH7NvWXW8iVJM2WSXwA2rFvNxjOH2bR1F8Pr1+yTxCer5ZvkJUn9MMkvEBvWrZ40efeq5UuS1ItJfoHrVcuXJKkXk/wiMFUtX5KkXqaV5JMcApwBPAC4qKp2HWAXSZI0T6b7CN076Pww+D6dGeMkSdIC1TPJJ7koyWO6Vj0M2AhcDNh+LEnSAnag5vo3AL+fZAfwe8Cf0JkN7hDgzYMNTZIkHYyeSb6qtgK/nORE4K+BTwBPr6p75iI4SZI0cwdqrl+d5JXA44BfAu4ALk/yrLkITpIkzdyBOt59FPgBneb5D1TV+4FnAxuSXDbg2CRJ0kE40D35NcBFwP2BXwGoqu8Bb0nyqAHHJkmSDsKBkvwbgU8D9wCv6y6oqlsGFZQkSTp4B+p49xHgI3MUiyRJmkXOJy9JUkuZ5CVJaimTvCRJLdVXkk/yf5I8OMnKJP+Y5LYkLxh0cJIkaeb6rck/o6ruBJ4FbAd+BHjtwKKSJEkHrd8kv7L5+0zg4qq6fUDxSJKkWdLvfPIfT/JV4HvArydZS2e6WUmStED1VZOvqtcBTwKGqmovcDdw2iADkyRJB6ffmjzA4cDTkxzSte79sxyPJEmaJX0l+SRvAk6iMxvdJ4FTgS9gkpckacHqt+Pd84CnAf9VVS8Gngjcb2BRSZKkg9Zvkv9eVY0Bo0keDNwKrB9cWJIk6WD1m+Q3J3ko8F5gBLgGuOpAOyW5IMmtSa6fovyMJNc1ry8meWJX2U1Jvpzk2iSb+4xTkiQ1+ronX1W/3rw9N8mngAdX1XV97Hoh8E6mvnf/DeCpVbU7yanAecAJXeUnV9Vt/cQoSZL2NZ3e9QBU1U3T2PZzSY7uUf7FrsVNwBHTjUeSJE1uIU1Q8xLg77uWC7giyUiSs6baKclZSTYn2bxz586BB7nQjGzbzTlXbmFk2+75DkWStMBMuyY/CElOppPkT+xa/eSq2pHk4cCnk3y1qj43cd+qOo9OMz9DQ0M1JwEvECPbdnPG+ZvYMzrGqhXL2HjmMBvWrZ7vsCRJC8S81+STPAE4HzitqnaNr6+qHc3fW4FLgePnJ8KFa9PWXewZHWOsYO/oGJu27jrwTpKkJWNGST7Jjc3r7IM5eZKjgI8AL6yqf+9a/8Akh46/B54BTNpDfykbXr+GVSuWsTywcsUyhtevme+QJEkLyIya66vqsUnWAMO9tktyMZ2R8g5Lsh14E82MdlV1LvBGYA3wriQAo1U1BDwCuLRZtwK4qKo+NZNY22zDutVsPHOYTVt3Mbx+jU31kqR9pOrAt7GbGvvGqlrQvbuGhoZq82YfqZckLR1JRpoK8n76ba5/JHB1kr9JckqaKrYkSVq4+p1q9g3AMcBfAi8Cvp7kfyd5zABjkyRJB6HvjnfVadf/r+Y1CqwGPpTk/wwoNkmSdBD6nWr2N4BfBW6j87jba6tqb5JlwNeB3x5ciJIkaSb67V2/BnhuVW3rXllVY0meNfthSZKkg3XA5vqmtv4LExP8uKq6cdajkiRJB+2ASb6ZR/5LzcA1kiRpkei3uf5RwA1JrgLuHl9ZVT83kKgkSdJB6zfJv2WgUUiSpFnXV5Kvqs8mWQccU1X/kOQBwPLBhiZJkg5GX8/JJ3kp8CHgPc2qw4GPDigmSZI0C/odDOeVwJOBOwGq6uvAwwcVlCRJOnj9JvkfVNWe8YUkK4ADz2yjeTWybTfnXLmFkW0Lel4hSdKA9Nvx7rNJfhe4f5KnA78OfHxwYelgjWzbzRnnb2LP6BirVixj45nDTkUrSUtMvzX51wE7gS8DLwM+CbxhUEHp4G3auos9o2OMFewdHWPT1l3zHZIkaY7127t+DHhv89IiMLx+DatWLGPv6BgrVyxjeP2a+Q5JkjTH+p2g5htMcg++qtbPekSaFRvWrWbjmcNs2rqL4fVrbKqXpCWo33vyQ13vDwF+EXjY7Iej2bRh3WqTuyQtYX3dk6+qXV2vb1bV24GfHmxokiTpYPTbXH9c1+IyOjX7QwcSkSRJmhX9Ntf/adf7UeAm4JdmPRpJkjRr+u1df/KgA9HcGtm22055ktRy/TbX/1av8qr6s9kJR3PBgXIkaWnodzCcIeAVdCamORx4OfA4OvflvTe/yDhQjiQtDf3ekz8MOK6q7gJI8mbgb6vqzEEFpsFxoBxJWhr6TfJHAXu6lvcAR896NJoTDpQjSUtDv0n+A8BVSS6lM/LdzwPvG1hUGjgHypGk9uu3d/0fJPl74KeaVS+uqn8bL0+yuqqcz1SSpAWk35o8VXUNcM0Uxf8IHDdFmSRJmgf99q4/kMzScSRJ0iyZrSS/3wx1AEkuSHJrkuunKE+SP0+yJcl13cPnJjklydeastfNUpzqw8i23Zxz5RZGtnkHRpIWs76b62foQuCdwPunKD8VOKZ5nQC8GzghyXLgHODpwHbg6iSXVdVXBhzvkudAOZLUHgNtrq+qzwG399jvNOD91bEJeGiSRwHHA1uqamtV7QEuabbVgDlQjiS1R981+SRP5L7e9Z+vqi91FT9thuc/HLi5a3k7942qN3H9CVPEdRZwFsBRRx01wzA0zoFyJKk9+h27/lXAS4GPNKs+mOS8qvoLgKrqVVvveehJ1lWP9fuvrDoPOA9gaGho0m3UPwfKkaT26Lcm/xLghKq6GyDJHwP/AvzFQZ5/O3Bk1/IRwA5g1RTrNQccKEeS2qHfe/IB7ulavofZeWzuMuBXml72w8AdVXULcDVwTJJHJ1kFnN5sK0mS+tRvTf6vgH9thrUFeA5wwYF2SnIxcBJwWJLtwJuAlQBVdS7wSeCZwBbgu8CLm7LRJGcDlwPLgQuq6oY+Y5UkSUCq+ruN3TzDfiKdGvznuoe1XSiGhoZq8+bN8x2GJElzJslIVQ1NVtZvx7sPVNUL6RrWtmudJElagPq9J//47oVmsJoNsx+OJEmaLT2TfJLXJ7kLeEKSO5vXXcCtwMfmJEJJkjQjPZN8Vf1hVR0KvK2qHty8Dq2qNVX1+vHtkjy+x2EkSdI86Ku5vjuhT+EDsxCLJEmaRU41K0lSSw10qllJkjR/ZivJS5KkBWa2kvyeWTqOFriRbbs558otjGzbPd+hSJIOoN/BcAKcAayvqrcmOQp4ZFVdBVBVwwOMUQvEyLbdnHH+JvaMjrFqxTI2njnsRDaStID1W5N/F/Ak4PnN8l3AOQOJSAvWpq272DM6xljB3tExNm3dNd8hSZJ66DfJn1BVrwS+D1BVu+lMB6slZHj9GlatWMbywMoVyxhev+beMpvxJWnh6XcWur3NULYFkGQtMDawqLQgbVi3mo1nDrNp6y6G16+5t6n+QM34I9t277ePJGnw+k3yfw5cCjw8yR8AzwPeMLCotGBtWLd6v0Q9WTN+vz8AJEmD01eSr6qNSUaAp9EZ+OY5VXXjQCPTojHejL93dGy/ZvxePwAkSYPVb+/6o4DvAh/vXldV/zmowLR4TNWMD71/AEiSBitVBx6sLsmX6dyPD3AI8Gjga1W1oCamGRoaqs2bN893GJrAe/KSNDhJRqpqaLKyfpvrf3zCAY8DXjYLsWkJmOw+/jh/AEjS4PTb8W4fVXVNkp+c7WC0tNgpT5IGq9978r/VtbgMOA7YOZCItGQcqFNer1q+LQCSdGD91uQP7Xo/CnwC+PDsh6OlpFenvF61fFsAJKk//d6Tf8ugA9HS06tXfq9avo/lSVJ/+m2uv6xXeVX93OyEo6Vmqk55vWr5B3osz6Z8Serot7n+G8AjgQ82y88HbgIuH0BMUs9afq8yh9iVpPv0m+R/oqqe0rX88SSfq6rfHURQEvR+9G6qMofYlaT79DsL3dok68cXkjwaWDuYkKSZ6zVTnlPlSlpq+q3J/ybwmSRbm+WjcTAcLUAOsStJ9+lrWFuAJPcD/luz+NWq+sHAopohh7XVgXhPXlLbzHhY2yQ/XVX/lOS5E4oek4Sq+sisRSnNgV73+SWpbQ7UXP9U4J+AZ09SVoBJXpKkBapnkq+qNzV/XzzTEyQ5BXgHsBw4v6r+aEL5a4EzuuJ5LLC2qm5PchNwF3APMDpVc4QkSdpfv4Ph3A/4BTod7u7dp6reeoD9lgPnAE8HtgNXJ7msqr7SdYy3AW9rtn828JtVdXvXYU6uqtv6+jSSJOle/fau/xhwBzACTKfD3fHAlqraCpDkEuA04CtTbP984OJpHF+SJE2h3yR/RFWdMoPjHw7c3LW8HThhsg2TPAA4BTi7a3UBVyQp4D1Vdd4k+50FnAVw1FFHzSBESZLaqd/BcL6Y5MdncPxMsm6qZ/aeDfzzhKb6J1fVccCpwCuTPGXiTlV1XlUNVdXQ2rWOzyNJ0rh+k/yJwEiSryW5LsmXk1zXx37bgSO7lo8Adkyx7elMaKqvqh3N31uBS+k0/0uSpD7021x/6gyPfzVwTDMM7jfpJPJfnrhRkofQeVzvBV3rHggsq6q7mvfPAHp29JMkSffpN8n3NyzexJ2qRpOcTWe2uuXABVV1Q5KXN+XnNpv+PHBFVd3dtfsjgEuTjMd5UVV9aiZxSJK0FPU1rG2SL9NJ9AEOAR4NfK2qHj/Y8KbHYW0lSUvNjIe1HVdV+3S6S3IcTlAjSdKC1m/Hu31U1TXAT85yLJIkaRb1O+Ldb3UtLgOOA3YOJCJJkjQr+u14d2jX+1HgE8CHZz8cSZI0W/q9J/+WXuVJ/qKq/sfshCRJkmbDjO7JT+LJs3Qcad6MbNvNOVduYWTb7vkORZJmRb/N9VKrjWzbzRnnb2LP6BirVixj45nDbFi3er7DkqSDMls1eWlR27R1F3tGxxgr2Ds6xqatu+Y7JEk6aLOV5CebiEZaNIbXr2HVimUsD6xcsYzh9WvuLbMZX9Ji1bO5PskHquqFSV5VVe/osWmvMmnB27BuNRvPHGbT1l0Mr19zb1O9zfiSFrMD3ZPfkGQd8GtJ3s+EGvv4tLBVdeFgwpPmzoZ1q/dL4JM145vkJS0WB0ry5wKfAtYDI+yb5KtZL7XWeDP+3tGx/ZrxJWmh63eCmndX1SvmIJ6D4gQ1GoSRbbv3a8bvp0yS5sJsTFCz4BO8NCiTNeOD9+slLXw+QifNkI/dSVroTPLSDPV67E6SFgJHvJNmaKrH7iRpoTDJSwdhqvv1krQQ2FwvSVJLmeQlSWopk7wkSS1lkpckqaVM8pIktZRJXhoQp6iVNN98hE4agAMNeeuY95LmgkleGoBeU9Q65r2kuWJzvTQAvYa8dcx7SXPFmrw0AL2GvHWOeklzpa/55BcL55PXYuE9eUmz5aDnk5c0uxzzXtJcGPg9+SSnJPlaki1JXjdJ+UlJ7khybfN6Y7/7SpKkqQ20Jp9kOXAO8HRgO3B1ksuq6isTNv18VT1rhvtKkqRJDLomfzywpaq2VtUe4BLgtDnYV5KkJW/QSf5w4Oau5e3NuomelORLSf4+yeOns2+Ss5JsTrJ5586dsxW3JEmL3qCTfCZZN7E7/zXAuqp6IvAXwEensS9VdV5VDVXV0Nq1aw8mVkmSWmXQSX47cGTX8hHAju4NqurOqvpO8/6TwMokh/WzryRJmtqgk/zVwDFJHp1kFXA6cFn3BkkemSTN++ObmHb1s68kSZraQHvXV9VokrOBy4HlwAVVdUOSlzfl5wLPA16RZBT4HnB6dUbomXTfQcYrSVKbOOKdJEmLWK8R75ygRlpgnIde0mxxWFtpAXEaWkmzyZq8tIA4Da2k2WSSlxaQXvPQS9J02VwvLSC95qGXpOkyyUsLTK9paJ2HXtJ0mOSlRcJOeZKmy3vy0iJhpzxJ02WSlxYJO+VJmi6b66VFwk55kqbLJC8tIr065UnSRDbXS5LUUiZ5SZJayiQvSVJLmeQlSWopk7wkSS1lkpckqaVM8pIktZRJXpKkljLJSy0xsm0351y5hZFtu+c7FEkLhCPeSS3gDHWSJmNNXmqBA81QZy1fWpqsyUstMD5D3d7Rsf1mqLOWLy1dJnmpBXrNUDdZLd8kLy0NJnmpJaaaoa5XLV9Su5nkpZbrVcsf2bbb+emlFjPJS0vAZLV879VL7WfvemmJske+1H7W5KUlyh75UvuZ5KUlyh75UvsNPMknOQV4B7AcOL+q/mhC+RnA7zSL3wFeUVVfaspuAu4C7gFGq2po0PFKS4k98qV2G2iST7IcOAd4OrAduDrJZVX1la7NvgE8tap2JzkVOA84oav85Kq6bZBxStpXr1q+pMVj0DX544EtVbUVIMklwGnAvUm+qr7Ytf0m4IgBxySpD1PV8iUtHoPuXX84cHPX8vZm3VReAvx913IBVyQZSXLWZDskOSvJ5iSbd+7cedABS5LUFoOuyWeSdTXphsnJdJL8iV2rn1xVO5I8HPh0kq9W1ef2OVjVeXSa+BkaGpr02JIkLUWDrslvB47sWj4C2DFxoyRPAM4HTquqex/Wraodzd9bgUvpNP9LkqQ+DDrJXw0ck+TRSVYBpwOXdW+Q5CjgI8ALq+rfu9Y/MMmh4++BZwDXDzheSZJaY6DN9VU1muRs4HI6j9BdUFU3JHl5U34u8EZgDfCuJHDfo3KPAC5t1q0ALqqqTw0yXkmS2iRV7bmNPTQ0VJs3b57vMKTW6zWxzUzLJM1MkpGpxpFxxDtJ09JryNuZlkkaDCeokTQtvSa2mWkZOCGONAjW5CVNS68hb2dadqBavs380syY5CVNS68hb2da1mtCHH8ASDNnkpc0bb2GvJ1JWa9a/sH8AJCWOpO8pHnXq5Y/0x8AMHUt39q/lgqTvKQFYapa/kx/AExVy7f2r6XEJC9pwZvJD4CpavkHqv1LbWKSl7SoTfc+f6/aPzjQj9rFEe8ktdZ078kPaqAffzhokBzxTtKS1KuZf7L1vZryZ1rmCIGaT454J0mN8ab85WHKwXymWzbXIwQ6cqC6WZOXpMYgBvqZyxECvW2giUzyktRltgf6mcsRAr1toIlM8pI0YHM1QuBMBw6aaZkWPpO8JC0yU9Xy5/q2AdjMv9D5CJ0kLRGzfU9+Ph4r1P58hE6SNOu3DebjsUJ/GEyPSV6SNCMzbeafyY+DQbUatJ1JXpI0I3P5WOEgWg3Gy2f7scKF1OJgkpckzdhcPVY4iFaDQTxWuNAeRzTJS5Lm3HR/HAyi1WAQjxUutMcRTfKSpEVhtlsNBvFY4cE8jjgIPkInSVqy2nBPvtcjdCZ5SZIWsV5J3lnoJElqKZO8JEktZZKXJKmlTPKSJLXUwJN8klOSfC3JliSvm6Q8Sf68Kb8uyXH97itJkqY20CSfZDlwDnAq8Djg+UkeN2GzU4FjmtdZwLunsa8kSZrCoGvyxwNbqmprVe0BLgFOm7DNacD7q2MT8NAkj+pzX0mSNIVBJ/nDgZu7lrc36/rZpp99JUnSFAad5DPJuomj70y1TT/7kuSsJJuTbN65c+cMQpQkqZ0GneS3A0d2LR8B7Ohzm372parOq6qhqhpau3btrAQtSVIbDDrJXw0ck+TRSVYBpwOXTdjmMuBXml72w8AdVXVLn/tKkqQpDHQWuqoaTXI2cDmwHLigqm5I8vKm/Fzgk8AzgS3Ad4EX99q31/lGRkZuS7Jtlj/GYcBts3zMxc5rsi+vx/68JvvzmuzPa7KvmV6PdVMVtGqCmkFIsnmqgf+XKq/Jvrwe+/Oa7M9rsj+vyb4GcT0c8U6SpJYyyUuS1FIm+QM7b74DWIC8JvvyeuzPa7I/r8n+vCb7mvXr4T15SZJaypq8JEktZZKfgjPgQZILktya5PqudQ9L8ukkX2/+rp7PGOdakiOTXJnkxiQ3JHlVs35JXpckhyS5KsmXmuvxlmb9krwe3ZIsT/JvSf6uWV7S1yTJTUm+nOTaJJubdUv9mjw0yYeSfLX5N+VJs31NTPKTcAa8e10InDJh3euAf6yqY4B/bJaXklHgNVX1WGAYeGXz38ZSvS4/AH66qp4IHAuc0gxqtVSvR7dXATd2LXtN4OSqOrbrMbGlfk3eAXyqqv4b8EQ6/73M6jUxyU/OGfCAqvoccPuE1acB72vevw94zlzGNN+q6paquqZ5fxed/ykPZ4lel2b2yO80iyubV7FEr8e4JEcAPwuc37V6SV+TKSzZa5LkwcBTgL8EqKo9VfVtZvmamOQn5wx4U3tEM+wwzd+Hz3M88ybJ0cBPAP/KEr4uTbP0tcCtwKeraklfj8bbgd8GxrrWLfVrUsAVSUaSnNWsW8rXZD2wE/ir5rbO+UkeyCxfE5P85PqaAU9LV5IHAR8GXl1Vd853PPOpqu6pqmPpTCJ1fJIfm+eQ5lWSZwG3VtXIfMeywDy5qo6jcxv0lUmeMt8BzbMVwHHAu6vqJ4C7GcDtCpP85PqaAW+J+laSRwE0f2+d53jmXJKVdBL8xqr6SLN6yV+XpqnxM3T6cSzl6/Fk4OeS3ETnVt9PJ/kgS/uaUFU7mr+3ApfSuS26lK/JdmB70/IF8CE6SX9Wr4lJfnLOgDe1y4Bfbd7/KvCxeYxlziUJnXtoN1bVn3UVLcnrkmRtkoc27+8P/AzwVZbo9QCoqtdX1RFVdTSdfzv+qapewBK+JkkemOTQ8ffAM4DrWcLXpKr+C7g5yY82q54GfIVZviYOhjOFJM+kc19tfAa8P5jfiOZekouBk+jMjPQt4E3AR4G/AY4C/hP4xaqa2DmvtZKcCHwe+DL33W/9XTr35ZfcdUnyBDqdg5bTqTT8TVW9NckaluD1mCjJScD/rKpnLeVrkmQ9ndo7dJqpL6qqP1jK1wQgybF0OmeuArbSmYV1GbN4TUzykiS1lM31kiS1lElekqSWMslLktRSJnlJklrKJC9JUkuZ5KUWSfKc7smUknwmyVCvfeZSkhcleeeAjn1TksMGcWxpsTLJS+3yHDozJx60ZjbGGZcPUpIVs3CMeYtfmismeWkBS/K/mrmmP53k4iT/s1n/0iRXN/O4fzjJA5L8f8DPAW9r5ux+THOYX2zmfP/3JD/V7L88yduaY1yX5GXN+pOSXJnkIjoD/kyM5ztJ3prkX4EnJXljc4zrk5zXjAg43oLwxxPPO+FYP5vkXybWvpv5tD/axLWpGXCHJG9uznEF8P4ka5Jc0Uzu8R665pxI8oLm3Ncmec94Qp8Y/8F9O9LCZ5KXFqimmf0X6Mx091ygu9n9I1X1k8087jcCL6mqL9IZEvO1zZzd/9Fsu6KqjgdeTWfUQoCXAHdU1U8CPwm8NMmjm7Ljgf+/qiZrEXggcH1VnVBVXwDe2cTxY8D9gWd1bTvZecc/28/TmYzjmVV124RzvAX4t6p6Ap3RBN/fVbYBOK2qfrk55heayT0uozNCGEkeC/x3OhOiHAvcA5wxRfxSqx10k5ekgTkR+FhVfQ8gyce7yn4sye8DDwUeBFze4zjjk+iMAEc3758BPCHJ85rlhwDHAHuAq6rqG1Mc6x46k/OMOznJbwMPAB4G3ACMxznZeQFOpvOD5RlTzOB3Ip0fN1TVPzU19oc0ZZeNXw86c3E/t9nuE0l2N+ufRufHwNVNw8L9uW+Sj4nxS61mkpcWrsmmPB53IfCcqvpSkhfRmWNgKj9o/t7Dff/PB/gfVbXPj4NmrPW7exzr+1V1T7PtIcC7gKGqujnJm4FDDnBe6IzRvR74EWDzJOfoNdXzxNgmG5c7wPuq6vW94peWApvrpYXrC8CzkxySzvz1P9tVdihwSzrT3p7Rtf6upuxALgde0exPkh9pZgebjvGEflsT3/N6bdxlG50a+PuTPH6S8s/RfKbmR8dtU9T4u7c7FVjdrP9H4HlJHt6UPSzJuj5jk1rFmry0QFXV1UkuA75EJzFuBu5oiv8XnZnvttHpIDee2C8B3pvkN+iddM+n04R+TdNZbiednvnTie/bSd7bnP8mOlM097vv15KcAfxtkmd39R8AeDPwV0muA77LfdNuTvQW4OIk1wCfpTNjF1X1lSRvAK5IsgzYC7ySzrWSlhRnoZMWsCQPqqrvJHkAnZrrWVV1zXzHJWlxsCYvLWznNYPbHELnPrMJXlLfrMlLktRSdryTJKmlTPKSJLWUSV6SpJYyyUuS1FImeUmSWsokL0lSS/0/3pSL49KzNrQAAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(gather_df.index, gather_df[\"f_unique_to_query\"]*100, '.')\n", - "\n", - "pylab.title('fraction of hashes unique to query')\n", - "pylab.xlabel('gather rank order')\n", - "pylab.ylabel('f_unique_to_query, as %')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 4: sum mapped bp and sum identified hashes, in order of gather\n", - "\n", - "conclusion: across the gather run, total hashes identified correlate well with total bp mapped" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(left_df.index, left_df[\"mapped_bp\"].cumsum(), '-', label='total mapped bp')\n", - "pylab.plot(gather_df.index, gather_df[\"unique_intersect_bp\"].cumsum(), '.', label='total classified hashes')\n", - "\n", - "pylab.xlabel('genome in rank order of gather')\n", - "pylab.legend(loc='upper right')\n", - "pylab.title(f'{sample_id}: gather remaining hashes vs remaining bp')\n", - "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 5: mapped bp and identified hashes compared by sample, in order of gather\n", - "\n", - "conclusion: for most samples, bp mapped to that genome matches # of hashes classified to that genome\n", - "\n", - "note: hashes classified to this genome is monotonically decreasing, b/c gather is a greedy algorithm." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(10, 10))\n", - "\n", - "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", - "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", - "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", - "\n", - "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", - "pylab.yticks(positions, labels, fontsize='small')\n", - "\n", - "pylab.xlabel('number (millions)')\n", - "pylab.legend(loc='lower right')\n", - "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", - "pylab.tight_layout()\n", - "\n", - "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 6: difference between hashes ident and bp mapped" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'difference: hashcount - mapped bp')" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(gather_df.index, gather_df.unique_intersect_bp.cumsum() - left_df.mapped_bp.cumsum(), '.-')\n", - "\n", - "pylab.xlabel('genome (ordered by gather results)')\n", - "pylab.ylabel('difference: hashcount - mapped bp')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 7: difference between hashes and bp, per sample" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(10, 10))\n", - "\n", - "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", - "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", - "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", - "\n", - "pylab.plot((gather_df.unique_intersect_bp - left_df.mapped_bp) / 1e6, gather_df.iloc[::-1].index, \n", - " '.-', label='difference b/t hashes and mapping')\n", - "\n", - "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", - "pylab.yticks(positions, labels, fontsize='small')\n", - "\n", - "#pylab.ylabel('genome (ordered by gather results)')\n", - "pylab.xlabel('number per genome (million)')\n", - "pylab.legend(loc='lower right')\n", - "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", - "pylab.tight_layout()\n", - "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.pdf')\n", - "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.svg')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python (myenv)", - "language": "python", - "name": "myenv" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/gather-p8808mo9.ipynb b/gather-p8808mo9.ipynb deleted file mode 100644 index a8daf37e..00000000 --- a/gather-p8808mo9.ipynb +++ /dev/null @@ -1,805 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "import pylab\n", - "import pandas as pd" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## load mapping summary CSVs and gather CSV" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "#sample_id='SRR606249'\n", - "sample_id = 'p8808mo9'\n", - "#sample_id = 'p8808mo11'\n", - "\n", - "# load mapping CSVs\n", - "all_df = pd.read_csv(f'outputs/minimap/depth/{sample_id}.summary.csv')\n", - "left_df = pd.read_csv(f'outputs/leftover/depth/{sample_id}.summary.csv')\n", - "\n", - "# load gather CSV\n", - "gather_df = pd.read_csv(f'outputs/{sample_id}.gather.csv')\n", - "\n", - "# names!\n", - "names_df = pd.read_csv(f'{sample_id}.acc.urls.csv')\n", - "\n", - "# connect gather_df to all_df and left_df using 'genome_id'\n", - "def fix_name(x):\n", - " return \"_\".join(x.split('_')[:2]).split('.')[0]\n", - "\n", - "gather_df['genome_id'] = gather_df['name'].apply(fix_name)\n", - "names_df['genome_id'] = names_df['acc'].apply(fix_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "# CTB bug FIXME\n", - "# this ensures that only rows that share genome_id are in all the dataframes\n", - "in_gather = set(gather_df.genome_id)\n", - "in_left = set(left_df.genome_id)\n", - "\n", - "in_both = in_left.intersection(in_gather)\n", - "\n", - "all_df = all_df[all_df.genome_id.isin(in_both)]\n", - "left_df = left_df[left_df.genome_id.isin(in_both)]\n", - "gather_df = gather_df[gather_df.genome_id.isin(in_both)]\n", - "names_df = names_df[names_df.genome_id.isin(in_both)]\n", - "\n", - "# reassign index now that we've maybe dropped rows\n", - "all_df.index = range(len(all_df))\n", - "left_df.index = range(len(left_df))\n", - "gather_df.index = range(len(gather_df))\n", - "names_df.index = range(len(names_df))\n", - "\n", - "assert len(all_df) == len(gather_df)\n", - "assert len(left_df) == len(gather_df)\n", - "assert len(names_df) == len(gather_df)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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accgenome_urlassembly_report_urlncbi_tax_namegenome_id
0GCA_013301655.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Blautia wexleraeGCA_013301655
1GCA_013301105.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Fusicatenibacter saccharivoransGCA_013301105
2GCA_005845175.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Blautia obeumGCA_005845175
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" - ], - "text/plain": [ - " acc genome_url \\\n", - "0 GCA_013301655.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "1 GCA_013301105.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "2 GCA_005845175.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "\n", - " assembly_report_url \\\n", - "0 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "2 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "\n", - " ncbi_tax_name genome_id \n", - "0 Blautia wexlerae GCA_013301655 \n", - "1 Fusicatenibacter saccharivorans GCA_013301105 \n", - "2 Blautia obeum GCA_005845175 " - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-sort left_df and all_df to match gather_df order, using matching genome_id column\n", - "all_df.set_index(\"genome_id\")\n", - "all_df.reindex(index=gather_df[\"genome_id\"])\n", - "all_df.reset_index()\n", - "\n", - "left_df.set_index(\"genome_id\")\n", - "left_df.reindex(index=gather_df[\"genome_id\"])\n", - "left_df.reset_index()\n", - "\n", - "left_df[\"mapped_bp\"] = (1 - left_df[\"percent missed\"]/100) * left_df[\"genome bp\"]\n", - "\n", - "names_df.set_index(\"genome_id\")\n", - "names_df.reindex(index=gather_df[\"genome_id\"])\n", - "names_df.reset_index()\n", - "\n", - "names_df[:3]" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Unnamed: 0genome bpmissedpercent missedcoveragegenome_idsample_idmapped_bp
0GCA_0133020854418806375803485.0463680.682209GCA_013302085p8808mo9660772.0
1GCA_013301105389553055228814.1774808.278217GCA_013301105p8808mo93343242.0
2GCA_005845175366165365232717.81509614.457032GCA_005845175p8808mo93009326.0
3GCA_0014054357426760425362757.2743302.079477GCA_001405435p8808mo93173133.0
4GCA_9005379954493348144945432.2577732.608285GCA_900537995p8808mo93043894.0
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" - ], - "text/plain": [ - " Unnamed: 0 genome bp missed percent missed coverage \\\n", - "0 GCA_013302085 4418806 3758034 85.046368 0.682209 \n", - "1 GCA_013301105 3895530 552288 14.177480 8.278217 \n", - "2 GCA_005845175 3661653 652327 17.815096 14.457032 \n", - "3 GCA_001405435 7426760 4253627 57.274330 2.079477 \n", - "4 GCA_900537995 4493348 1449454 32.257773 2.608285 \n", - "\n", - " genome_id sample_id mapped_bp \n", - "0 GCA_013302085 p8808mo9 660772.0 \n", - "1 GCA_013301105 p8808mo9 3343242.0 \n", - "2 GCA_005845175 p8808mo9 3009326.0 \n", - "3 GCA_001405435 p8808mo9 3173133.0 \n", - "4 GCA_900537995 p8808mo9 3043894.0 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "left_df[:5]" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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intersect_bpf_orig_queryf_matchf_unique_to_queryf_unique_weightedaverage_abundmedian_abundstd_abundnamefilenamemd5f_match_origunique_intersect_bpgather_result_rankremaining_bpgenome_id
029500000.0266350.6609900.0266350.0505516.1261024.015.356742GCA_013301655.1_ASM1330165v1_genomic.fna.gzall-gather-genomes.sbt.zip65bf24f31c7e62d1f0186eaceba3b1280.66099029500000107807000GCA_013301655
127810000.0251090.7007010.0243510.0495056.5621065.05.922433GCA_013301105.1_ASM1330110v1_genomic.fna.gzall-gather-genomes.sbt.zip1c4af8c8f8f62405239e7c3a05612dde0.72252526970001105110000GCA_013301105
226190000.0236460.6681220.0221020.08587712.54125812.08.324207GCA_005845175.1_ASM584517v1_genomic.fna.gzall-gather-genomes.sbt.zip5405438db1e4039410646235963d75180.71479324480002102662000GCA_005845175
322740000.0205310.3081230.0203780.0224643.5582633.02.828317GCA_001405435.1_14207_7_29_genomic.fna.gzall-gather-genomes.sbt.zip150b0499eae7a65c367b6798805814be0.31044422570003100405000GCA_001405435
422470000.0202880.5056930.0192490.0180923.0337712.02.857593GCA_900537995.1_Roseburia_intestinalis_strain_...all-gather-genomes.sbt.zipe869cf0b15c41500b90acfad5f73aa6d0.5329702132000498273000GCA_900537995
\n", - "
" - ], - "text/plain": [ - " intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n", - "0 2950000 0.026635 0.660990 0.026635 0.050551 \n", - "1 2781000 0.025109 0.700701 0.024351 0.049505 \n", - "2 2619000 0.023646 0.668122 0.022102 0.085877 \n", - "3 2274000 0.020531 0.308123 0.020378 0.022464 \n", - "4 2247000 0.020288 0.505693 0.019249 0.018092 \n", - "\n", - " average_abund median_abund std_abund \\\n", - "0 6.126102 4.0 15.356742 \n", - "1 6.562106 5.0 5.922433 \n", - "2 12.541258 12.0 8.324207 \n", - "3 3.558263 3.0 2.828317 \n", - "4 3.033771 2.0 2.857593 \n", - "\n", - " name \\\n", - "0 GCA_013301655.1_ASM1330165v1_genomic.fna.gz \n", - "1 GCA_013301105.1_ASM1330110v1_genomic.fna.gz \n", - "2 GCA_005845175.1_ASM584517v1_genomic.fna.gz \n", - "3 GCA_001405435.1_14207_7_29_genomic.fna.gz \n", - "4 GCA_900537995.1_Roseburia_intestinalis_strain_... \n", - "\n", - " filename md5 f_match_orig \\\n", - "0 all-gather-genomes.sbt.zip 65bf24f31c7e62d1f0186eaceba3b128 0.660990 \n", - "1 all-gather-genomes.sbt.zip 1c4af8c8f8f62405239e7c3a05612dde 0.722525 \n", - "2 all-gather-genomes.sbt.zip 5405438db1e4039410646235963d7518 0.714793 \n", - "3 all-gather-genomes.sbt.zip 150b0499eae7a65c367b6798805814be 0.310444 \n", - "4 all-gather-genomes.sbt.zip e869cf0b15c41500b90acfad5f73aa6d 0.532970 \n", - "\n", - " unique_intersect_bp gather_result_rank remaining_bp genome_id \n", - "0 2950000 0 107807000 GCA_013301655 \n", - "1 2697000 1 105110000 GCA_013301105 \n", - "2 2448000 2 102662000 GCA_005845175 \n", - "3 2257000 3 100405000 GCA_001405435 \n", - "4 2132000 4 98273000 GCA_900537995 " - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gather_df[:5]" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "# subsample? take top 60...\n", - "\n", - "NUM=60\n", - "\n", - "left_df = left_df[:NUM]\n", - "all_df = all_df[:NUM]\n", - "gather_df = gather_df[:NUM]\n", - "names_df = names_df[:NUM]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 1: examining leftover reads, in order of gather" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(gather_df[\"f_match\"]* 100, 100 - left_df[\"percent missed\"], '.')\n", - "\n", - "pylab.xlim(0, 100)\n", - "pylab.ylim(0, 100)\n", - "pylab.xlabel('f_match')\n", - "pylab.ylabel('mapping bp covered')\n", - "pylab.title('gather f_match vs leftover mapping bp covered')\n", - "pylab.plot([0, 100], [0, 100], '--')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 2: fraction of hashes unique to query, in order of gather results" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'f_unique_to_query, as %')" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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W7wpcOX2jqjqtqrZV1bYjjjhiMMFKktQxgx61HuDtwCVV9YZZNjsL+L129PoYcE2X+8clSVpOgx61/iDgacBXk1zUrns5cDRAVb0FOBs4EbgU+DHwjAHHJEnSqjHoUevnM3MfeO82BTxvkHFIkrRa+WQ3SZI6zEQuSVKHmciXmTOjSZKW0oL6yJMcCpwE3Ap4f1U5I8gCODOaJGmpLbRG/tc0yf+nwJlLHs0q58xokqSlNmciT/L+JHfvWXUHYDtwBmBVcoHmmxnNZndJ0kLN17T+CuB1Sa4E/hT4S5oHuBwKvHqwoa0+c82MZrO7JGkx5kzkVbUL+N0kxwN/D3wceHhV3bAcwa1Gs82MNlOzu4lckjSf+ZrWNyR5HnBP4HeAa4BPJHnMcgQ3SuZrdpckaSbzDXY7E/gZTVP6e6vqPcBjga1JzhpwbCNlqtn9RY/4ZZvVJUl9m6+PfCPwfuCWwO8BVNVPgNckufOAYxs5szW7S5I0m/kS+SuBc4AbgJf2FjhDmSRJwzffYLePADPNIS5JklYAH9EqSVKHmcglSeowE7kkSR3WVyJP8r+S3DbJ+iSfSvL9JE8ddHD6OR/fKkmaSb+znz2iql6S5LeAK4AnAecC7xtYZLqRj2+VJM2m36b19e3fE4EzquoHA4pHM3DWNEnSbPpN5B9L8g1gG/CpJEfQTGWqZeDjWyVJs0lV9bdhsgG4tqpuSHIr4LZV9d2BRjeLbdu21c6dO4dx6KEZ371vxlnTJEmjIcl4VW2bvr7fPnKAI4GHJzm0Z917Djoy9cXHt0qSZtJXIk/yKuAEmlnQzgYeBZyPiVySpKHqt4/8icDDgO9W1TOA+wC3GFhUWhBvTZOk0dVv0/pPqmoyyUSS2wJXA1sGGJf65K1pkjTa+q2R70xye+BtwDhwIXDBoIJS/7w1TZJGW1818qr6z+3btyT5Z5oR618ZXFjq19StaQcmJr01TZJG0EJGrQNQVZcNIA4t0tZNG9h+8pi3pknSiFpwItfK461pkjS6nP1MkqQOM5FLktRhi0rkSS5pX3+41AFp6Xh/uSStfovqI6+qeyTZCIwtcTxaIt5fLkmjoa8aeZI/bCdNuVFV7a2qjw8mLB0s7y+XpNHQb9P6nYAvJvlgkkcmySCD0sFz6lNJGg0LmcY0wCOAZ9DMS/5B4O1V9W+DC29moziN6WI49akkrR4HPY1pVVWS7wLfBSaADcCHkpxTVS9ZulC1VOa6v9wkL0mrQ7/TmD4f+H3g+8DpwJ9U1YEka4BvASbyDnEgnCStHv3WyDcCT6iq3b0r2xnRHrP0YWmQZhoIZyKXpG6ad7BbW+v+7elJfEpVXbLkUWmgHAgnSavHvDXyttb95SRHV9W/L0dQGiwnWpGk1aPfpvU7AxcnuQD40dTKqvrNgUSlgXOiFUlaHfpN5K8ZaBSSJGlR+krkVfWZJJuAY6rqX5LcClg72NAkSdJ8+n1E67OADwFvbVcdCZw5oJgkSVKf+n1E6/OABwHXAlTVt4A7DiooSZLUn34T+c+qav/UQpJ1QH/PdpUkSQPTbyL/TJKXA7dM8nDgH4CPDS4sSZLUj34T+UuBPcBXgWcDZwOvGFRQkiSpP/2OWp8E3ta+JEnSCtHvpCnfZoY+8arasuQRSZKkvvX7QJje+U8PBZ4E3GHpw5EkSQvRVx95Ve3teX2nqt4IPHS+zyV5R5Krk3xtlvITklyT5KL29cqFhS9J0mjrt2n92J7FNTQ19MP6+Oi7gDcD75ljm89VlVOhSpK0CP02rf9Vz/sJ4DLgd+b7UFV9NsnmhYclSZL60e+o9YcMMIYHJvkycCXwx1V18UwbJTkFOAXg6KOPHmA4Gt+9zylOJakj+m1af9Fc5VX1hkUe/0JgU1Vdn+REmue3HzPLMU4DTgPYtm2bT5UbkPHd+zjp9B3sn5jkkHVr2H7ymMlcklawfh8Isw14Ls1kKUcCzwHuSdNP3k9f+Yyq6tqqur59fzawPsnhi92fDt6OXXvZPzHJZMGBiUl27Np7k/Lx3fs49dxLGd+9b0gRSpJ69dtHfjhwbFVdB5Dk1cA/VNXJB3PwJHcCvldVleQ4mguLvfN8TAM0tmUjh6xbw4GJSdavW8PYlo03lllbl6SVp99EfjSwv2d5P7B5vg8lOQM4ATg8yRXAq4D1AFX1FuCJwHOTTAA/AZ5cVTabD9HWTRvYfvLYjH3kM9XWTeSSNFz9JvL3Ahck+SjNE95+C3j3fB+qqqfMU/5mmtvTtIJs3bRhxgQ9V20dHCQnScOQfivA7b3kv9YufraqvtRTtqGqlq3TdNu2bbVz587lOpx6zJasbXaXpMFKMl5V26av77dGTlVdSDPKfCafAo6dpUyryGy1dZvdJWk4+h21Pp8s0X7UUVPN7mvDjM3ukqTB6LtGPg8HqI24uQbJSZIGZ6kSuTRrs7skaXBsWtey8EEykjQYfdfIk9yHn49a/1xVfbmn+GFLGpVWFUe0S9Lg9FUjT/ICYDtwx/b1viR/NFVeVT8YTHhaDeZ77KskafH6rZE/E3hAVf0IIMmfA/8K/M2gAtPq4YNkJGlw+k3kAW7oWb4B+8XVp7lGtNvsLkkHp99E/k7gC+0jWgEeD7xjIBFpVfJBMpI0GH0l8qp6Q5LzgONpauLP6H1Eq7RYNrtL0sHpK5EneW9VPY2eR7T2rJMWzWZ3STo4/Tat36t3IclaYOvSh6NRtJhmd2vqktSYM5EneRnwcuCWSa6dWk0zH/lpA45NI262Zndr6pL0c3Mm8qp6PfD6JK+vqpfNtl2Se1XVxUsenUbabM3uDpCTpJ/rd7DbrEm89V6cxlQDMFOz+3wD5CRplCzVpCneU65l40xrkvRzTmOqTpprpjUHwkkaJU5jqlXFgXCSRs1STWO6f4n2Ix0UJ2iRNGr6nf0sSZ6a5JXt8tFJjpsqr6qxQQUoLcTUQLi1wYFwkkZCv03rfwtMAg8FXgtcB3wYuP+A4pIWxYFwkkZNv4n8AVV1bJIvAVTVviSHDDAuadHmGggnSatNv33kB9rHshZAkiNoauiSJGmI+k3kbwI+CtwxyZ8B5wP/Y2BRSZKkvvT7ZLftScaBh9E8/OXxVXXJQCOTJEnz6nca06OBHwMf611XVf8+qMAkSdL8+h3s9nGa/vEAhwJ3A77JtOlNJUnS8uq3af1Xe5eTHAs8eyARSZKkvi3qyW5VdSHeQy5J0tD120f+op7FNTRTlu4ZSESSJKlv/faRH9bzfoKmz/zDSx+OJElaiH77yF8z6ECk5eAUp5JWm36b1s+aq7yqfnNpwpEGxylOJa1G/Tatfxu4E/C+dvkpwGXAJwYQkzQQM01xaiKX1HX9JvL7VdWDe5Y/luSzVfXyQQQlDcLUFKcHJiad4lTSqtFvIj8iyZaq2gWQ5G7AEYMLS1p6TnEqaTXqN5H/F+C8JLva5c34QBh1kFOcSlpt+h21/s9JjgH+Q7vqG1X1s8GFJUmS+jFnIk/y0Kr6dJInTCu6exKq6iMDjE2SJM1jvhr5rwOfBh47Q1kBJnJJkoZozkReVa9q/z5jecKRJEkL0e8DYW4B/DbNILcbP1NVrx1MWJIkqR/9jlr/R+AaYBxwkJskSStEv4n8rlX1yIFGIkmSFqzf+cg/n+RXBxqJJElasH5r5McDT0/ybZqm9QBVVfceWGSSJGle/SbyRw00CkmStCj9JvIaaBSSJGlR+k3kH6dJ5gEOBe4GfBO414DikiRJfehrsFtV/WpV3bv9ewxwHHD+fJ9L8o4kVyf52izlSfKmJJcm+UqSYxcWviRJo63fUes3UVUXAvfvY9N3AXPdtvYo4Jj2dQrwd4uJR5KkUdXvk91e1LO4BjgW2DPf56rqs0k2z7HJ44D3VFUBO5LcPsmdq+qqfuKSJGnU9VsjP6zndQuaPvPHLcHxjwQu71m+ol13M0lOSbIzyc49e+a9hpAkaST0Ox/5a+YqT/I3VfVHizh+ZjrcLDGcBpwGsG3bNkfRS5LEIvvIZ/CgRX7uCuConuW7AlcefDiSJI2GpUrki3UW8Hvt6PUx4Br7xyVJ6l+/95EvSpIzgBOAw5NcAbwKWA9QVW8BzgZOBC4Ffgw477kkSQuwVIl8pr5uquopc32oHa3+vCWKQZKkkTNn03qS97Z/XzDPfv56ySKSJEl9m6+PfGuSTcAfJNmQ5A69r6mNqupdA41SkiTNaL6m9bcA/wxsAca5aRN6teslSdKQzFkjr6o3VdU9gHdU1ZaqulvPyyQuSdKQ9TtpynMHHYg0bOO793HquZcyvnvfsEORpL4N9PYzqSvGd+/jpNN3sH9ikkPWrWH7yWNs3bRh2GFJ0ryG/UAYaUXYsWsv+ycmmSw4MDHJjl17hx2SJPXFRC4BY1s2csi6NawNrF+3hrEtG4cdkiT1xaZ1Cdi6aQPbTx5jx669jG3ZaLO6pM4wkUutrZs2mMAldY5N65IkdZiJXJKkDjORS5LUYSZySZI6zEQuSVKHmcglSeowE7kkSR1mIpckqcNM5JIkdZiJXJKkDjORS5LUYSZySZI6zEQuSVKHmcilPozv3sep517K+O59CyqTpEFzGlNpHuO793HS6TvYPzHJIevWsP3ksRunO52rTJKWgzVyaR47du1l/8QkkwUHJibZsWtvX2WStBxM5NI8xrZs5JB1a1gbWL9uDWNbNvZVJknLIVU17BgWbNu2bbVz585hh6ERMr57Hzt27WVsy8abNZ0vtkySFiLJeFVtm77ePnKpD1s3bZg1Ec9WZv+5pOVg07o0IPP1nzvaXdJSsEYuDchU//mBicmb9Z9bW5e0VEzk0oBs3bSB7SePzdhHPlNt3UQuaTFM5NIAzdZ/PldtXZIWwkQuDcFctXVJWggTuTQkc42El6R+OWpdkqQOM5FLktRhJnJphfH+ckkLYR+5tIJ4f7mkhbJGLq0gzqYmaaFM5NIKMt9sanM1u9skL40mm9alFWSu+8vnanafr0neWdik1ctELq0ws91fPtdjXecqs99dWt1sWpc6Yq5m97nKnIVNWt2skUsdMVez+1xlzsImrW4mcqlD5nqs62xlzsImrW4mcmkEOAubtHqZyKUR5ixsUveZyKUR5yxsUrc5al2SpA4zkUualbemSSvfwBN5kkcm+WaSS5O8dIbyE5Jck+Si9vXKQcckaX5Tt6b91Se/yUmn7zCZSyvUQPvIk6wFTgUeDlwBfDHJWVX19Wmbfq6qHjPIWCQtjLemSd0w6Br5ccClVbWrqvYDHwAeN+BjSloC803gImllGPSo9SOBy3uWrwAeMMN2D0zyZeBK4I+r6uIBxyVpHvPdmuZELNLKMOhEnhnW1bTlC4FNVXV9khOBM4Fjbraj5BTgFICjjz56icOUNJPZbk3z0a7SyjHopvUrgKN6lu9KU+u+UVVdW1XXt+/PBtYnOXz6jqrqtKraVlXbjjjiiEHGLGke803EImn5DDqRfxE4JsndkhwCPBk4q3eDJHdKkvb9cW1M/qsgrWD2n0srx0Cb1qtqIskfAp8A1gLvqKqLkzynLX8L8ETguUkmgJ8AT66q6c3vklYQH+0qrRzpYs7ctm1b7dy5c9hhSJK0bJKMV9W26et9spskSR1mIpckqcNM5JIkdZiJXNKSc7IVafk4H7mkJeXDYqTlZY1c0pKa72Ex1talpWWNXNKSmnpYzIGJyZs9LGau2rrPbpcWx0QuaUnN9bCY2aZGna853iQvzc5ELmnJzTbZymy19bnmPj+YJO8FgEaBiVzSspmttj5Xc/xik7y1fI0KE7mkZTVTbX2u5vjFJvmDqeVLXWIil7QizNYcv9gkv9gLAKlrTOSSVrzFJPnFXgBIXePsZ5JGkoPk1DWzzX5mjVzSSJqtlm//ubrGJ7tJUo+DeTLdbGU+zU6DZI1cknoczJPpZirzNjgNmolcknos5sl0c5V5G5wGzUQuSdMs9Ml0c5UdzG1w1tbVDxO5JPVpMbe7LfY2OB9Nq36ZyCVpAWarrc9Vtpj74IfxaFovALrJRC5JQ7SYZvxBPJp2sRcAJv/hM5FL0gq03I+mXcwFgIP1VgYTuSStUMv5aNrFXAAczGA9a/JLx0QuSR202L76pbwAWOp77ns/u5gLgFG9ODCRS9IIWcoLgKW+5x4WfwEwyg/eMZFLkua10BH5y92PfzAP3un6QD4TuSRpyS13P/5iLw5Ww0A+E7kkaSCWsx9/sRcHq2Egn4lckrSiLOYCYK6ylTSQbxBM5JKkVW8lDOQbFBO5JGmkLddAvkFJVQ38IEtt27ZttXPnzmGHIUkaUcPoI08yXlXbpq+3Ri5J0gItth9/ENYs25EkSdKSM5FLktRhJnJJkjrMRC5JUoeZyCVJ6jATuSRJHWYilySpw0zkkiR1mIlckqQOM5FLktRhJnJJkjqsk5OmJNkD7F7CXR4OfH8J97caeE5uznNyc56Tm/Oc3JTn4+YWe042VdUR01d2MpEvtSQ7Z5pRZpR5Tm7Oc3JznpOb85zclOfj5pb6nNi0LklSh5nIJUnqMBN547RhB7ACeU5uznNyc56Tm/Oc3JTn4+aW9JzYRy5JUodZI5ckqcNGPpEneWSSbya5NMlLhx3PMCR5R5Krk3ytZ90dkpyT5Fvt3w3DjHE5JTkqyblJLklycZIXtOtH+ZwcmuSCJF9uz8lr2vUje06mJFmb5EtJ/qldHulzkuSyJF9NclGSne26kT0nSW6f5ENJvtH+m/LApT4fI53Ik6wFTgUeBdwTeEqSew43qqF4F/DIaeteCnyqqo4BPtUuj4oJ4MVVdQ9gDHhe+9/FKJ+TnwEPrar7APcFHplkjNE+J1NeAFzSs+w5gYdU1X17brEa5XPy18A/V9V/AO5D89/Kkp6PkU7kwHHApVW1q6r2Ax8AHjfkmJZdVX0W+MG01Y8D3t2+fzfw+OWMaZiq6qqqurB9fx3N/3hHMtrnpKrq+nZxffsqRvicACS5K/Bo4PSe1SN9TmYxkuckyW2BBwNvB6iq/VX1Q5b4fIx6Ij8SuLxn+Yp2neAXquoqaBIbcMchxzMUSTYD9wO+wIifk7YJ+SLgauCcqhr5cwK8EXgJMNmzbtTPSQGfTDKe5JR23aieky3AHuCdbffL6UluzRKfj1FP5JlhncP4BUCS2wAfBl5YVdcOO55hq6obquq+wF2B45L8ypBDGqokjwGurqrxYceywjyoqo6l6bJ8XpIHDzugIVoHHAv8XVXdD/gRA+hWGPVEfgVwVM/yXYErhxTLSvO9JHcGaP9ePeR4llWS9TRJfHtVfaRdPdLnZErbNHgezbiKUT4nDwJ+M8llNN1yD03yPkb7nFBVV7Z/rwY+StOFOarn5Argirb1CuBDNIl9Sc/HqCfyLwLHJLlbkkOAJwNnDTmmleIs4Pfb978P/OMQY1lWSULTp3VJVb2hp2iUz8kRSW7fvr8l8BvANxjhc1JVL6uqu1bVZpp/Oz5dVU9lhM9JklsnOWzqPfAI4GuM6Dmpqu8Clyf55XbVw4Cvs8TnY+QfCJPkRJp+rrXAO6rqz4Yb0fJLcgZwAs2MPN8DXgWcCXwQOBr4d+BJVTV9QNyqlOR44HPAV/l53+fLafrJR/Wc3JtmUM5amgrAB6vqtUk2MqLnpFeSE4A/rqrHjPI5SbKFphYOTbPy+6vqz0b8nNyXZjDkIcAu4Bm0/w+xROdj5BO5JEldNupN65IkdZqJXJKkDjORS5LUYSZySZI6zEQuSVKHmciljkny+N7JfZKcl2TbXJ9ZTkmenuTNA9r3ZUkOH8S+pa4ykUvd83ia2foOWjsD4KLLBynJuiXYx9Dil5aLiVwasiT/vZ2r+JwkZyT543b9s5J8sZ0D/MNJbpXkPwK/CfxFO9/z3dvdPKmdL/z/Jfm19vNrk/xFu4+vJHl2u/6ENPOtv5/moTfT47k+yWuTfAF4YJJXtvv4WpLT2iffTbUE/Pn0407b16OT/Ov0WnQ7H/OZbVw72gfOkOTV7TE+CbwnycYkn2wnnHgrPfMjJHlqe+yLkrx1KmlPj//gfh1p5TORS0PUNon/Ns0Ma08AepvIP1JV92/nAL8EeGZVfZ7m8Y5/0s73/G/ttuuq6jjghTRP5gN4JnBNVd0fuD/wrCR3a8uOA/5bVc1Us7818LWqekBVnQ+8uY3jV4BbAo/p2Xam4059t9+imSDixKr6/rRjvAb4UlXdm+apee/pKdsKPK6qfrfd5/nthBNn0TwJiyT3AP4TzQQd9wVuAE6aJX5pVTvopitJB+V44B+r6icAST7WU/YrSV4H3B64DfCJOfYzNbHLOLC5ff8I4N5Jntgu3w44BtgPXFBV355lXzfQTBgz5SFJXgLcCrgDcDEwFedMxwV4CM1FySNmmTnueJoLGKrq023N+3Zt2VlT54NmLucntNt9PMm+dv3DaBL+F9sGglvy84knpscvrWomcmm4ZppKd8q7gMdX1ZeTPJ3mefiz+Vn79wZ+/v91gD+qqptcALTPBf/RHPv6aVXd0G57KPC3wLaqujzJq4FD5zkuNM+U3gL8ErBzhmPMNYXw9Nhmeo50gHdX1cvmil8aBTatS8N1PvDYJIemmf/80T1lhwFXpZlS9aSe9de1ZfP5BPDc9vMk+aV2RqqFmEra32/je+JcG/fYTVOTfk+Se81Q/lna79ReWHx/lpp773aPAja06z8FPDHJHduyOyTZ1Gds0qpijVwaoqr6YpKzgC/TJL+dwDVt8X+nmXFtN82gtKnk/QHgbUmez9yJ9XSa5u4L2wFqe2hGvC8kvh8meVt7/Mtopv7t97PfTHIS8A9JHtvTnw/wauCdSb4C/JifT+k43WuAM5JcCHyGZqYoqurrSV4BfDLJGuAA8DyacyWNFGc/k4YsyW2q6vokt6KpgZ5SVRcOOy5J3WCNXBq+09oHvBxK0+9rEpfUN2vkkiR1mIPdJEnqMBO5JEkdZiKXJKnDTOSSJHWYiVySpA4zkUuS1GH/H8XZA8zUjtF2AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(gather_df.index, gather_df[\"f_unique_to_query\"]*100, '.')\n", - "\n", - "pylab.title('fraction of hashes unique to query')\n", - "pylab.xlabel('gather rank order')\n", - "pylab.ylabel('f_unique_to_query, as %')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 4: sum mapped bp and sum identified hashes, in order of gather\n", - "\n", - "conclusion: across the gather run, total hashes identified correlate well with total bp mapped" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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zd+9ehgwZwoQJEwCYM2cOS5cupWvXrpx88sm89NJLjB07ljvuuIP333+fRo0a8de//pW///3v/PKXv+THP/4xH374Ib169eK8886rMN45c+awePFi0tPTGTFiBBMmTKBVq1asWLGCxx57jNGjR3P55Zfz8MMPc/PNN9fkbYkJqtGKiETBrFmzmDhxIoFAgLZt23Lssccyd+7cA/YrLi7mxz/+MQMGDODcc89l6dKlVZY9YsQI2rdvT0pKCj179uTEE08EYMCAAWRlZQHe6U4nnXQSAwYM4G9/+xtLlizZ9/gzzzyTtLQ0WrVqxbhx45gzZw4AmZmZ9OjRg0AgwMSJE5k1axazZ89m6dKljB49msGDBzN16lTWrVvH8uXL6d69O4cddhhmxkUXXVRhvCeccAItW7YkLS2NH/7wh8yaNQuAzp07M3r0aAAuuuiiffcfrJBzFBYHySkopqgkeEhl1YRqtCISdyqredYV51y19rv33ntp27YtCxcuJBQKkZqaWuVjUlJS9l1PSEjYdzshIYGSkhIAbrzxRm666SbOOOMMZsyYweTJk/c9puzI2tLb5d3vnOOEE07g2Wef3W/bggULqj1CtybPVx1FJUH2FgYpLAlSFHQUlYQoDnqXUu2bpdG6SaBa5R0q1WhFROpAkyZNyMnJ2Xf7mGOO4fnnnycYDLJ9+3Y++eQTMjMzD9gvOzub9u3bk5CQwH//+1+CwdqpiWVnZ9OxY0cApk6dut+2V199lYKCAnbu3MmMGTMYMWIE4DXxrl27llAoxPPPP8+YMWMYOXIkn376KatWrQK8pu6VK1fSp08f1q5du69PuGwiDvfee++xa9cu8vPzeeWVV/bVYtevX8/nn3++7/Fjxowp9/FFJUF27S1iw648lm/Zw/Jvc9jwXR7bc4rIKyohwaBxSiJtm6bSuXk6PVo3pnl69Wd2OlSq0YqI1IGWLVsyevRo+vfvzymnnMJdd93F559/zqBBgzAz7rrrLtq1a0fLli1JTExk0KBBTJo0ieuuu46zzz6bF154gXHjxtGoUaNaiWfy5Mmce+65dOzYkZEjR7J27dp92zIzM5kwYQLr16/nd7/7HR06dGDlypWMGjWKW2+9lUWLFu0bGJWQkMCTTz7JxIkTKSwsBOCOO+7g8MMPZ8qUKfv6W8eMGcPixYvLjWXMmDFcfPHFrFq1igsuuIDhw4eTlZXFEUccwdSpU7n66qs57LDDuPbaa3HOUVAcIq+ohLyiIHsLSyjya6qJCQk0SgnQKiWFRimJpCYmxMS501bd5ouaGD58uNN6tCISS5YtW8YRRxwR7TBi3uTJk2ncuPEBg45mzJix3yCtSMvKyuK0005j4ddfs7coSF5hcF9yDfl5qzSxNkpJpHFKIil1lFjL+yyZ2Xzn3PDy9leNVkREYkYo5NhbVMK2PQUUlYRYunkPDjAgNSlA80bJpCcHaJQcICkQGzXWqqhGKyJxQTXa2BNy3kClopIQ+cVBcgu9GqtzDsO8hJqSSOOUAGnJiQQSYiOpqkYrIiIxxTlHfnGQvKIghX5iLSwJUlwSIryql5YUoFXjZBqnJJIeQ4n1UCnRiohIrSsOhsgtKCGnsITcghJK/FmkAmYkJyaQnhQgOS2ZlMQEkhMTSElKIDGhYZ4Io0QrIiKHrDgYIr8oyN4iL7HmF3unISUmJNA4NZEm/oClxIDVi37V2qREKyIiNVKaVPOLg/v+lk4GYRjpKQHaNU2lSWoiqUmBuEusZTXMerqISIyJ9jJ5kyZNYtq0adXeP5xzjvyiErbuKeCbrTl8/NUKzj7nHLbuKaCwJMStN1zBxJOP5u1nH+X5R+5m7cLZtGmaSlpyYpVJtqLXUdGyejU1efJk7r777kMu51BUq0ZrZhnAo0B/wAGXO+c+j2BcIiINSmmive666yrdrzTRXnDBBXUUWflCIUduUQk5+cXsKSjZV2NNT05k4OHdefmlF0lLCrB921YWzJvDunXrohpvLKtujfZ+4B3nXB9gELAsciGJiMSIDXNg5j3e30NUV8vkAdx1110MGDCAQYMGceuttx6w/Q9/+AMjRoygf//+XHXVVfvmXf77vffRu88R9OnXnwlnnUPWjr1M/+Ajzj5xDBeeeiyXnD6OtmmOvF3fMnLYYAIJxoknnsi2bdsYPHgwM2fO3K/mPH/+fI499liGDRvGSSedxJYtW/bdP2jQIEaNGsVDDz1U4evIzc3lnHPOoU+fPlx44YX74qwo/gceeIC+ffsycOBAzj///H3lLF26lLFjx9KjRw8eeOCBffc/9dRTZGZmMnjwYK6++mqCwSDBYJBJkybte1/uvffeKo93lZxzlV6ApsBa/HNuq3MZNmyYExGJJUuXLq3ZA9Z/4dwf2zo3ubn3d/0Xh/T8a9eudf369dt3e9q0aW78+PGupKTEffvtt65z585u8+bN7qOPPnITJkzYt9/evXtdfn6+c865lStXutLv17LllXrrrbfcqFGj3N69e51zzu3cudM559yll17qXnjhhf3uC4ZC7vyJF7gnn33Brfh2j2vdpp2bu+pbt2xztluydpPLzityEyac5mbNmuWccy4nJ8cVFxfv99xl4yh9nqKiIjdq1Ci3bds255xzzz33nLvsssucc84NGDDAzZgxwznn3M0331zu6/joo49c06ZN3YYNG1wwGHQjR450M2fO3C9+55y76KKL3Guvveacc659+/auoKDAOefcd99955xz7ve//70bNWqUKygocNu3b3ctWrRwRUVFbunSpe60005zRUVFzjnnrr32Wjd16lQ3b948N378+H3ll5YTrrzPEjDPVZATq1Oj7QFsB54ws6/M7FEzq53JNkVEYlXWTAgWgQt6f7Nm1mrxkVom7/333+eyyy4jPT0dgBYtWuy33TnH29PfZ8iwEfTp258PPvyIrxYuJjHB6D9gAH+65Trmvv8qXVo1pWlaEmPGjOamm27igQceYPfu3SQmVm8M7YoVK1i8eDEnnHACgwcP5o477mDjxo1kZ2eze/dujj32WAAuvvjiCsvIzMykU6dOJCQkMHjw4H1L/H300UcceeSRDBgwgA8//HDfEn8DBw7kwgsv5KmnntovzgkTJpCSkkKrVq1o06YNW7du5YMPPmD+/PmMGDGCwYMH88EHH7BmzRp69OjBmjVruPHGG3nnnXdo2rRptV5vZaqTaBOBocA/nXNDgL3AAW0RZnaVmc0zs3nbt28/5MBERKKq29EQSAYLeH+7HV2rxbuDWCZv3rx5FBUVVVlueQOQgiHH7rwivs7azk9uvIG//etJPvh0LpdfcQVNkx09WjfmvXff5ic33sCXX37JsGHDKCkp4dZbb+XRRx8lPz+fkSNHsnz58mq/vn79+rFgwQIWLFjAokWLmD59eoXxlSd8ub9AIEBJSQkFBQVcd911TJs2jUWLFvHjH/+YgoICAN58802uv/565s+fvy/+ispxznHppZfui2/FihVMnjyZ5s2bs3DhQsaOHctDDz3ElVdeWa1YK1OdRLsR2Oic+8K/PQ0v8e7HOTfFOTfcOTe8devWhxyYiEhUdc6ES1+D437j/e2ceUjF1dUyeSeeeCKPP/44eXl5FAdDfLNuC99sy2FPfjHZ+cUQKiZgxsi+3WmeHOKNV18mwYxQKMSGDRsYN24cd911F7t37yY3N5fVq1czYMAAfvWrXzF8+PBqJ9revXuzffv2fcvcFRcXs2TJEjIyMmjWrNm+RdyffvrpGh3H0qTaqlUrcnNz9/UHVxR/RY4//nimTZvGtm3bANi1axfr1q1jx44dhEIhzj77bP74xz/y5Zdf1ii+8lTZBuCc+9bMNphZb+fcCuB4oPK2CxGRhqBz5iEn2FJ1tUze+BNO5LM58xg0ZCiBxCTGjDuBX/3udtKSA3Rsnsagnh256qofM3jQQLp167ZvrdlgMMhFF11EdnY2zjl+/vOfk5GRwe9+9zs++ugjAoEAffv25ZRTTtk3qKkyycnJTJs2jZ/85CdkZ2dTUlLCz372M/r168cTTzzB5ZdfTnp6OieddFKNjmNGRsa+pvTqxF+Rvn37cscdd3DiiScSCoVISkrioYceIi0tjcsuu4yQP5PVX/7ylxrFV55qLSpgZoPxTu9JBtYAlznnvqtofy0qICKxpqEuKuCcIxhy5BaWsDuvmJxCr1k0JTGBZunJZKQlkZoUiHaYDUpEFhVwzi0Ayi1AREQiqzjoLXReUByiJBiiOOgoCTmKgyFKQvvOECEpkEDLRslkpCeRphmZYoamYBQRiSHOOQqKg95i50XeYudFJaF92wMJRlIggcQE2zd3cFIggdQkb41WJdfYo0QrIhJlxcEQe/KLySkoIbewhFBYDTU9OUDLRimkJwdISwqQ0ECWjosnSrQiEjdqcmpJpOMoKA6yp6CEPQXF5Bd5I4mTAwk0T0+mUUqA9OQASYGEmIhXvlfd07LCKdGKSFxITU1l586dtGzZsk6TV8g5CktCFBYHKSgOUVC8/2o36cmJtGuaStO0JFISlVhjmXOOnTt3kpqaWqPHKdGKSFzo1KkTGzduJNIT6ni11dC+ZFoSdJTWgQz29ammJHr9qsUJxk5gZ0SjktqSmppKp06davQYJVoRiQtJSUl07949ImU751i0KZsX5m3ktYWbyc4vpk2TFAZ1zqB32yYc1rYxh7dtQo/WjUhJ1Kk28UaJVkTkIG3LKeCVrzYxbf5GVm7NJSUxgZP6teOcYZ0Y3asVAQ1cEpRoRURqJKegmOlLtvLKgk18umoHIQdDu2Tw57MGMGFge5qlJUU7RIkxSrQiIlUoLAkyY8V2XluwmfeXbaWwJETnFmlcO7YnZw3pRK82jaMdosQwJVoRiWt5RSUs25LD9pxC9hZ657HmFpaQU1DC3sISduUVMXPldvYUlNCyUTLnj+jMGYM7MrRLhkYIS7Uo0YpI3Ni1t4glm7NZsnmPf8lm7Y69lHdqZFLAaJKaROOURI4/oi1nDu7AmF6tSAxUZ9Ezke8p0YpIg/Hd3iJWbs1hS3YBm7Pz2bK7gC3ZBWzJzmdLdgG79n6/lmvHjDT6dmjKGYM60Ld9Uzo2T6NJShKNUgI0Tk3U6GCpNUq0IlJvbd1TwBdrdzF37S7mrN3Fiq05+21vlpZE+2aptG+WyqDOGXRrmU6/Ds3o274pzRslRylqiTdKtCJSbwRDjk9WbuetRVuYk7WLdTvzAGiUHGBYtxacMbgDAzo2o0NGGu2bpdIoRV9xEn36FIpIzNuWU8AL8zbyzBfr2bQ7n2ZpSWR2b8HFI7uS2b0Ffds3Vd+pxCwlWhGJSc45Pl+zk6e/WM+7i7+lJOQ4qmdLfn3qEZzQty3JiUqsUj8o0YpITCksCfLi/E08OmsNa7bvpVlaEpOO6sbEI7vQs7XOV5X6R4lWRGJCQXGQ5+du4F8fr2ZLdgEDOzXjnnMHMWFge1KTNAJY6i8lWhGJqryiEp6evZ4pM9ewPaeQ4V2bc+fZAznmsFaaEEIaBCVaEYmK7Pxinpq9jsdmrWXX3iKO6tmSB84fwsgeLZRgpUFRohWROrVu516e+DSL/83bQF5RkLG9W3Pjcb0Y1rVFtEMTiQglWhGJOOccc9bu4rFZa3lv2VYSE4zTB3Xg8tHd6d+xWbTDk3izYQ5kzYRuR0PnzIg/nRKtiERMcTDEm19v4dFZa1i8aQ/N05O4YVwvLh7ZlTZNU6MdnjRkFSXTDXNg6hkQLIJAMlz6WsSTrRKtiNS6wpIg0+Zv5J8zVrPxu3x6tWnMn88awA+HdtQIYom8ypJp1kzvfhf0/mbNVKIVkfojr6iEZ75Yz79nrmHrnkIGd85g8un9OK5PGxISNMBJallFtdbKkmm3o73kW5qEux0d8TCVaEXkkGXnF/Pfz7N4/NMsdu0tYlSPlvz9R4M5qmdLjSCWQ3MwTcCVJdPOmd6+6qMVkfpibtYurvrPPL7LK2Zc79bcoBHEUlMHk0wrq7VWlUw7Z9ZJgi2lRCsiB+2Nrzdz0/8W0jEjjf9ecaRGEEvFajuZVtUEXMfJtDJKtCJSY845pnyyhr+8vZzhXZvz70uGa31XqdtkGoUm4IOlRCsiNVISDHH760v57+x1TBjYnnvOHaSRxBKdZBpDtdbKKNGKSLXlFZVw4zNf8cHybVx9TA9+dXIfjSaOR+XVXOM8mVZGiVZEqmVbTgFXPDmPJZuz+eOZ/bh4VLdohySRVNNm4DhPppVRohWRCjnnWLgxm5e+3MhrCzdTWBxiysXDGd+3bbRDk9pQm32qcZ5MK6NEKyIH2LQ7n1e+2sSLX25kzfa9pCQmcGK/dlxzbA/6ddDI4gYhUn2qcZpMK6NEKyIABEOON77ezLNz1jN7zS4AMru34OpjenDKgPY0TU2KcoRyUGp79qR6NNo3VijRisS5UMjx5qIt3P/BN6zalku3lun84oTD+cGQjnRukR7t8KQ66nr2JNVca0SJViROhUKOd5d8y33vf8OKrTkc3rYx/7xwKCf1a6eRxLGogc+e1JAp0YrEGecc7y3dyr3vf8OyLXvo2boRD04cwoQB7ZVgY1UczJ7UkCnRisSRxZuyue3VxXy5fjfdWzXivvMGc/qgDgSUYGOD+lMbpGolWjPLAnKAIFDinBseyaBEpHZl5xVzz3sreGr2OpqnJ/PXswdw9tBOJAYSoh1a/FF/atypSY12nHNuR8QiEZFaFwo5XvxyI3e+vZzv8oq4ZFQ3fn7C4TRL0wjiqFB/alxS07FIA7Vkcza3vbqE+eu+Y1jX5vznzEydA1uXanOaQlAyrceqm2gdMN3MHPCIc25K2R3M7CrgKoAuXbrUXoQiUiO784r4+3sr9zUT/+2cgZw9tJMGOkVCXU5TKPVWdRPtaOfcZjNrA7xnZsudc5+E7+An3ykAw4cPd7Ucp4hUIRhyPDtnPXdPX8Ge/GIuGtmVX5zQm2bpaiaOCE1TKNVUrUTrnNvs/91mZi8DmcAnlT9KROrKF2t2Mvn1pSzbsoeRPVow+Yx+9GnXNNphNQyRGAmsZBpXqky0ZtYISHDO5fjXTwT+EPHIRKRKm3fn85e3l/P6ws10zEjj4QuHckr/dpipmbhG6noksMSV6tRo2wIv+/+4icAzzrl3IhqViFSqOBjisVlruf/9bwg5x0+PP4xrju1JWrIWYK8xjQSWCKsy0Trn1gCD6iAWEamGhRt2c+tLi1i2ZQ8n9G3Lbaf11ZzE1VHbTcCgZCrVotN7ROqJ3MIS7n53BVM/z6JNkxT+ddEwTu7fLtph1Q9qApYoUqIVqQfeW7qV215dzLd7Crh4ZFduPqm3lq0rz8HUWtUELBGmRCsSg5xzbPwun683ZvPawk28u2Qrvds24aELhzK0S/NohxddtT1wCZRMJaKUaEWixDlHYUmIvKIge/KLWbZlD19vymbxpmwWbcpmd14xAGlJAW45qTdXHdODpHifmzhSA5dEIkiJVqQOrPg2hz+8sYSN3+WTVxQkr7CE/OIgoTJTuyQmGL3bNeGU/u0Y0DGDAR2bcXi7xqQkxtloYg1ckgZEiVYkgpxz/OfzdfzprWU0TU1kdK9WpCcHSEtKJD05QHpKgPSkAI1SEjm8bRN6t2tCalKcJdWyNHBJGhglWpEI2ZFbyK+mfc0Hy7cxrndr7jpnEK2bpEQ7rNihgUsSJ5RoRSLg45Xb+cX/FrKnoJjJp/fl0qO6abamcBq4JHFEiVakFhWWBPnr2yt4/NO1HN62MU9dmak5h2u6XJyagKWBUaIVqSVzs3bx25cXs2JrDpeO6sr/nXqE+lsPZrk4UK1VGhQlWpFDtD2nkDvfXs6LX26kQ7NUHp80nOP6tI12WHWrpv2tqrVKHFGiFTlIJcEQT3/hrf9aUBzkurE9ueG4XqQnx9m/1aGMElaClTgQZ98IIrVj/rrv+N0ri1m6ZQ9jerVi8hn96NWmcbTDiqxIjBIWiQNKtCIVKAmG2JpTyObd+Wzenc/G77y/63bmMWvVDto2TeEfFwxhwoD2DX9EsUYJixw0JVqRMkIhx60vfc20+RsPmLkpIz2JjhlpXDu2J9eP60XjlAb2L6Raq0ita2DfEiKH7q/vLud/8zbyo+GdGNKlOR0y0uiYkUr7Zmk0amiJNZxqrSIR0YC/NURq7qnZ63jk4zVcNLILfzyzf8NsElatVaROKdGK+D5avo3bXl3McX3aMPn0fg03yarWKlKnlGhFgMWbsrn+mS/p26EpD04cQmJDXY5OtVaROqdEK3Fv0+58LntyLhlpSTx+6YiG0Q9bUfOwaq0ida4BfKOIHLw9BcVc9sQcCoqCPHXtUbRpmhrtkA5dZc3DqrWK1DklWolbRSUhrn1qPmu272Xq5Zn0btck2iHVzMEMagLVWkXqmBKtxCXnvHNlP121k7vPHcToXq2iHVLNHMqgJhGpU0q0EpfufGc5L325iZtOOJxzhnWKdjg1p0FNIvWGEq3EncdmreWRj9dw8ciu3Hhcr2iHUzkNahKp95RoJa68umATf3xjKaf0b8fkM2L8XFkNahJpEJRoJW7M/GY7N7+wkCO7t+De8wYTSIjhJAsa1CTSQDTQs/JF9rdoYzbX/Hc+PVs3Zsolw0lNCkQ7pP1tmAMz7/H+liptHraABjWJ1GOq0UqDl7VjL5OemENGejJTL8+kWVpStEPaX0VNxGoeFmkQlGilQdu6p4BLHp9DyDn+c0UmbWNxQoqqRhArwYrUa0q00mB9sWYnNzz7FbkFJTzz4yPp2bpxdAM62BHEIlKvKdFKg+OcY8ona7jr3RV0aZHOf6/IpE+7ptENSiOIReKWEq00KNn5xdzywkKmL93KqQPa8dezB9IkNQb6ZDWCWCRuKdFKg7FkczbXPf0lm77L57bT+nLZ6G51f56smodFpAwlWmkQnp+7nt+9uoQW6ck8f/VIhnVtUfdBqHlYRMqhRCv1mnOOu95dwT9nrGZMr1bcf/5gWjZOiU4wah4WkXIo0Uq95ZzjjjeX8distVxwZBf+eGb/upntSc3DIlIDSrRSL4VCjsmvL+E/n69j0lHd+P3pfeumP1bNwyJSQ9VOtGYWAOYBm5xzp0UuJJHKhUKO37yyiGfnbODHR3fn16ceUXeDntQ8LCI1VJMa7U+BZUCUT0iUeBYMOX714tdMm7+R68f15OYTe9ftyGI1D4tIDVUr0ZpZJ2AC8CfgpohGJFKBkmCIX7ywkFcXbOZn4w/jp8cfFrkkW1E/rJqHRaSGqlujvQ/4JdAkcqGIVKwkGOKnzy/gza+3cMtJvbl+XAQXbK+sHxbUPCwiNVLlMnlmdhqwzTk3v4r9rjKzeWY2b/v27bUWoAjAPe+t5M2vt/DrU/tENslC+f2wIiIHqTrr0Y4GzjCzLOA54Dgze6rsTs65Kc654c654a1bt67lMCWevb90K/+csZqJmZ256pietVdweWvAgtaBFZFaZc656u9sNha4uapRx8OHD3fz5s07tMhEgA278pjwwEw6t0jnxWuPqr0F26tqHq6oj1ZEpBxmNt85N7y8bTqPVmJWYUmQ657+Egc8fOHQ2kuyoNN0RKTO1CjROudmADMiEolIGX98YymLNmXzyMXD6NqyUe0WrtN0RKSOqEYrMenVBZt4avZ6rjqmByf1a3fwBek0HRGJMiVaiTmrtuXwfy8tYkS35txyUu+DL0in6YhIDKjOqGOROrO3sIRrnvqStKQAD04cSlLgED6iOk1HRGKAEq3EDOccv3l5Eau353L/+UNo1yz10ArUaToiEgPUdCwx44V5G3llwWZ+Pv5wxhzWqvoPVD+siMQwJVqJCau25fL715YwqkdLbjiuBjM/qR9WRGKcmo4l6gqKg9z47FekJiVw3/mDa7Z4u/phRSTGKdFK1N359nKWbdnD3ecOom3TGvbLqh9WRGKcmo4lqt5fupUnP8vistHdOP6ItpXvXF5frPphRSTGKdFK1HybXcAt0xbSt31Tbj2lT+U7V9YXq35YEYlhajqWqAiGHD97/isKS0I8eMEQUhKrmMdYfbEiUk8p0UpUPPzRKmav2cXtZ/SjZ+vGVT9AfbEiUk+p6Vjq3LysXdz3wTecMagD5wzrVL0HqS9WROopJVqpU7v2FvHT5xbQMSONP53VH7Myp/JUtg6s+mJFpB5SopU6Eww5fvLsV2zPLWTaNaNokpq0/w5VTT4hIlIPqY9W6sw901cwa9UO/nhmPwZ2yjhwBw14EpEGSIlW6sQ7i7/l4RmrmZjZhfNGdCl/Jw14EpEGSE3HEnGrtuVy8wsLGdQ5g8ln9K14Rw14EpEGSIlWIiq3sISr/zuPlMQE/nnh0KrPl9WAJxFpYNR0LBHjnOOWFxaydsdeHrxgCB0y0rwNG+bAzHu8vyIiDZxqtBIxj3yyhrcXf8tvTj2Co3r668tqZLGIxBnVaCUiPl21g7veWc6Ege258uju32/QyGIRiTNKtFLr1u/M44ZnvqRn68bcdfbA/Sel0MhiEYkzajqWWrWnoJgrps7FAf++ZDiNUsp8xDSyWETijBKt1JrSmZ/W7tjLf67IpFurRuXvqJHFIhJHlGil1vz5rWXMWLGdP53V//vBTyIicU59tFIrnpuznsdmrWXSUd248MiuOoVHRMSnGq0cstlrdvLbVxZzzOGt+e2EI3QKj4hIGNVo5ZCs35nHtU/Np0vLdB6cOITEQIJO4RERCaNEKwetdIRxyMHjl46gWZq/7J1O4RER2UdNx1Kp2Wt28vQX68ktKGZvYZCcwhL2+pecghJCzh04wlin8IiI7KNEKxX6ZmsOVzw5l9SkAB0y0miUEqBjRhqNUwI0SkmkcUoiYw5rVf4IY53CIyICKNFKBfYUFHPVf+eTlhzg9RvH0L5ZWrRDEhGpl9RHKwcIhRw/f24BG3bl8dAFQytOsjqFR0SkSqrRygHu++AbPli+jdvP6MeRPVqWv5NO4RERqRbVaGU/05d8ywMffMM5wzpxyaiuFe+oU3hERKpFiVb2WbUtl5v+t5CBnZpxxw/677/qTlk6hUdEpFrUdCxA6eCneaQkJvCvi4aRmhSo/AE6hUdEpFqUaIVQyHHT8wtZvzOPp648kg4Z1RxhrFN4RESqVGXTsZmlmtkcM1toZkvM7Pa6CEzqzj8/Xs37y7by2wlHMLKiwU8iInJQqlOjLQSOc87lmlkSMMvM3nbOzY5wbFIHFm7Yzb3vrWTCwPZcelS3A3fYMEfNwyIih6DKROucc0CufzPJv7hIBiV1Y29hCT997ivaNEnhzz8YcODgJ53CIyJyyKo16tjMAma2ANgGvOec+6Kcfa4ys3lmNm/79u21HKZEwh9eX8q6XXn8/bzBNEtPOnAHncIjInLIqpVonXNB59xgoBOQaWb9y9lninNuuHNueOvWrWs5TKltby/awvPzNnDd2J4V98vqFB4RkUNWo1HHzrndZjYDOBlYHJGIJOK2ZOdz60uLGNipGT8bf3jFO+oUHhGRQ1ZlojWz1kCxn2TTgPHAXyMemURE6ak8RSUh7j9/CEmBKho1dAqPiMghqU6Ntj0w1cwCeE3N/3POvRHZsCRS/j1zDZ+v2clfzx5A9/A1ZEVEJCKqM+r4a2BIHcQiEbZ4UzZ3T1/Byf3a8aPhnb/foFN4REQiRjNDxYn8oiA/ee4rWjZK4c6zw07l0Sk8IiIRpUUF4sTf3l3Bmu17uedHg8hIT/5+g07hERGJKCXaOPDl+u944rO1XDyyK6N7tdp/o07hERGJKDUdN3CFJUF+Ne1r2jVN5Zcn9z5wB53CIyISUUq0DdzDH63mm225PD5pOE1Sy5n9CXQKj4hIBKnpuAFb8W0OD89YxQ8Gd+C4Pm2jHY6ISFxSom2ggiHHL1/8miapSdx2ej9vdPHMe7y/IiJSZ9R03EA98elaFm7Yzf3nD6bFrgU6hUdEJEpUo22A1u/M4+7pKzi+TxvOGNRBp/CIiESREm0D45zj1pe+JjEhgTvO6u9NTKFTeEREokZNxw3MC/M28tnqndzxg/60b5bm3alTeEREokaJtgHZllPAH99cSmb3FlyQ2WX/jTqFR0QkKtR03ID85a3lFBaHuPOHA0hIsGiHIyIiKNE2GF+s2cnLX23i6mN70KN142iHIyIiPiXaBqA4GOK2V5fQMSONG3rt0vmyIiIxRH20DcB/Pl/Hiq05PHdqAinPXKDzZUVEYohqtPXctj0F3PveSsb2bs2RLNX5siIiMUY12nruz28to6gkxOTT+2H5wCfJ39dodb6siEjUKdHWY7PX7OSVBZu58bhedGvVCND5siIisUaJtp4qDob4vT8A6rqxvb7foPNlRURiivpo66mpn2WxYmsOt53el7TkQLTDERGRCijR1kNb9xRw3/vfMLZ3a07sq3VmRURimRJtPfTMi9O4LPQSfxme7y0aICIiMUt9tPXM0i/e55qsn5MSKCHh1VchQ+fKiojEMtVo65FQyDH341dJshISCOlcWRGRekCJth6Z9uVGXv2uByRobVkRkfpCTcf1RG5hCX97dwWdOmcSOO01WDdL58qKiNQDSrT1xEMfrWJ7TiFTLh6GdWkOXY6MdkgiIlINajquBzbsyuOxmWs5a0hHhnRpHu1wRESkBlSjjVUb5uybSvHPHwcIJBi/OrlPtKMSEZEaUqKNRRvmwNQzIFhEMCGJrXm3cu3402jXLDXakYmISA0p0cairJn7lrtzQccJ6d8w6ege0Y5KREQOgvpoY1G3oyGQTIgAxS6R/qMnaD5jEZF6SjXaWNQ5k70TX+KJp//L5mbD+dO4U6MdkYiIHCQl2hhQWBIkrzDI3qIS8oqC7C0s4X8Lm/Bs3mm8dvlozWcsIlKPKdFG2NY9BXy8YjvbcwvZkVvIztwidvjXd+QWkVNQTHHQlfvYHw3vxMBOGXUbsIiI1Col2ggqKgnxo0c+Z93OPAAaJQdo1SSFVo1T6N6qESO6taBZWhKNUhJJTw7QKDnRu54SoElKos6ZFRFpAJRoI+i5uetZtzOPf1wwhOP7tNWAJhGROKREGyF7C0t44INvOLJ7CyYMaF9+P2vYpBSas1hEpGGqMtGaWWfgP0A7IARMcc7dH+nA6rtHZ65lR24RUy7pU3GS9SelIJAMl2pdWRGRhqg659GWAL9wzh0BjASuN7O+kQ2rftuZW8iUT1ZzUr+2DK2onzVsUgqtKysi0nBVmWidc1ucc1/613OAZUDHSAdWn/3jo1XkFwe55aTeFe/kT0qhdWVFRBq2GvXRmlk3YAjwRTnbrgKuAujSpUttxFYvbdiVx9Oz13PusM70atOk4h07Z3rNxeqjFRFp0KqdaM2sMfAi8DPn3J6y251zU4ApAMOHDy//xNA4cO97KzGDn51wWNU7d85UghURaeCqNdexmSXhJdmnnXMvRTak+mvZlj28vGATk47qRvtmadEOR0REYkCVida8IbOPAcucc3+PfEj119/eXUGTlESuHdsz2qGIiEiMqE6NdjRwMXCcmS3wL5rlvow5a3fx4fJtXDu2FxnpydEOR0REYkSVfbTOuVmAZrWvhHOOO99eRtumKUw6qtv+GzUphYhIXNPMULXgvaVb+XL9bv7ywwH7T7OoSSlEROKeFn4/REUlIe58ezk9Wjfi3GGd9t+oSSlEROKeEu0h+s/nWazZsZffndaXxECZw6lJKURE4p6ajg/BjtxC7n//G8b1bs243m0O3EGTUoiIxD0l2kNw97sryC8O8tvTKpn6WZNSiIjENTUdH6TFm7J5ft4GJh3VjZ6tG0c7HBERiVFKtAfBOcftry+hRXoyNx5fjakWRUQkbinRHoQ3vt7C3KzvuPmk3jRLS4p2OCIiEsOUaGsovyjIX95aRr8OTfnR8M7enRvmwMx7vL8iIiJhNBiqhh75ZDWbswu47/whBBJMk1KIiEilVKOtgU278/nXx6s5bWB7Mru38O7UpBQiIlIJJdoa+Mtby3AO/u/UI76/U5NSiIhIJdR0XE1z1u7ija+38NPjD6NjRthas5qUQkREKqFEWw3OOf7y9jLaNU3lmmPLWWtWk1KIiEgF1HRcDe8v28ZX63fz0/GH7b86j4iISBWUaKsQDDn+9u5yerQqZ3UeERGRKijRVuHVBZtYuTWXm048/MDVeURERKqgzFGJopIQf39vJf06NOXU/u2jHY6IiNRDSrSVeHbOejZ+l88vT+5Dwqa5mv1JRERqTKOOK7C3sIQHP1zFkd1bcEzqGph6pmZ/EhGRGlONtgJPfLqWHbmF/PLkPti6WZr9SUREDopqtOXYnVfEI5+sYfwRbRnWtTkk+LM/ldZoNfuTiIhUkxJtOf758WpyC0u45aTe3h2a/UlERA6SEm0Z32YX8OSnWfxgcEd6t2vy/QbN/iQiIgdBfbRlPPDhN4Sc4+fjD492KCIi0gAo0YbJ2rGX/83dwMTMLnRpmR7tcEREpAFQog3z8IxVBBKMG47rFe1QRESkgVCi9W3enc9LX27i/BGdadMkNdrhiIhIA6FE6/v3zDUMsZXclPaGZn8SEZFao0QL7MwtZNmc93k6+c80+/wumHqGkq2IiNQKJVrgiU+zGOqWkESJZn8SEZFaFfeJNqegmKmfZ+G6jsECyWABzf4kIiK1Ju4nrHhq9npyCko45ZQzwPXR7E8iIlKr4jrRFhQHeWzWWo4+rBUDO2UAmv1JRERqV1w3Hb8wbwM7cgu5bqzOmxURkciI20RbHAzxyCdrGNolg5E9WkQ7HBERaaDiNtG+vnAzG7/L57qxvTCzaIcjIiINVFwm2lDI8c8Zq+nTrgnH9WkT7XBERKQBqzLRmtnjZrbNzBbXRUB1Yc6sdzhh59P8emAOCQmqzYqISORUp0b7JHByhOOoM279Fwz58BJuSnqBoz+7QjNAiYhIRFWZaJ1znwC76iCWOrH+y+kEXAmJhDDNACUiIhEWd320U7d0psQScZoBSkRE6kCtTVhhZlcBVwF06dKltoqtVcu/3cPj61rTd+S/OKdllmaAEhGRiKu1ROucmwJMARg+fLirrXJr078/WUtaUoDxJ54O6cnRDkdEROJA3DQdf5tdwGsLN3HeiM5kKMmKiEgdqc7pPc8CnwO9zWyjmV0R+bBq3xOfriUYclwxpnu0QxERkThSZdOxc25iXQQSSTkFxTzzxXpOHdCezi3Sox2OiIjEkbhoOn5uzgZyCku46pge0Q5FRETiTINPtMXBEI9/upaRPVr4S+GJiIjUnYa7Hu2GOZA1k8+KerMl2/jTWf2jHZGIiMShhploN8yBqWfggkUc6QKc0eIOxh5+arSjEhGRONQwE23WTAgWYS5IonNc2WWTFg8QEZGoaJh9tN2OhkAyQRIosUT6jDwl2hGJiEicapiJtnMmayY8wz3F5/LmkEdI7jYq2hGJiEicaphNx8CDK1swPfBDPjvx+GiHIiIicaxB1mg37c7n9YWbOW9EF5qlJUU7HBERiWMNMtE+8vFqAK44WtMtiohIdDW4RLstp4Dn5m7gh0M70jEjLdrhiIhInGtwifaxWWspCYa4dmyvaIciIiLSsBLt7rwinvp8HRMGdqB7q0bRDkdERKSeJ9oNc2DmPd5f4MnPsthbFOT6cT2jHJiIiIin/p7e40+zSLAIAsnkTXyZJz7NYfwRbenTrmm0oxMREQHqc43Wn2YRF4RgEYs+fYPs/GJuOE59syIiEjvqb6L1p1nEArhAMv9a14ExvVoxuHNGtCMTERHZp/42HXfOhEtfg6yZvJ3bi48+TuTZcarNiohIbKm/NVqAzpkUH/Vz/rSwCcO6NmdkjxbRjkhERGQ/9TvRAi9/tYlNu/O5YVwvzLQUnoiIxJZ6nWiDIcc/Z6ymX4emjO3dOtrhiIiIHKBeJ9q3Fm1h7Y69XK/arIiIxKh6m2idczz00Sp6tm7Eyf3aRTscERGRctXbRPvZ6p0s/zaHq4/tSUKCarMiIhKb6m2ifeLTtbRslMwZgzpEOxQREZEK1ctEu27nXj5Yvo0Lj+xCalIg2uGIiIhUKPYTbZmFA8BbPCBgxkUju0YxMBERkarF9sxQZRYO4NLXyG0zlBfmbWTCwPa0aZoa7QhFREQqFduJtszCAWTNZNr61uQWlnDZ6O7Rjk5ERKRKsd10HLZwAIFkQl3GMPXzdQzpkqHFA0REpF6I7Rpt2MIBdDuaj/d2Y+2Oudx//uBoRyYiIlItsZ1owUu2nTMBePyxL2jbNIVTB7SPclAiIiLVE9tNx2FWbcth5jc7uHhkV5IC9SZsERGJc/UmYz35WRbJiQlMzOwS7VBERESqrV4k2uy8Yl6cv4kzB3WgZeOUaIcjIiJSbfUi0T4/bz35xUEmje4W7VBERERqJOYTbTDkmPrZOjK7t6Bfh2bRDkdERKRGYj7Rvrd0K5t253O5arMiIlIPxXyifeLTtXTMSGP8EW2jHYqIiEiNVSvRmtnJZrbCzFaZ2a2RDqpUUUmIjhlpXDGmO4k6pUdEROqhKiesMLMA8BBwArARmGtmrznnlkY6uOTEBP5+3uBIP42IiEjEVKeamAmscs6tcc4VAc8BZ0Y2LBERkYahOom2I7Ah7PZG/779mNlVZjbPzOZt3769tuITERGp16qTaK2c+9wBdzg3xTk33Dk3vHXr1ocemYiISANQnUS7EegcdrsTsDky4YiIiDQs1Um0c4HDzKy7mSUD5wOvRTYsERGRhqHKUcfOuRIzuwF4FwgAjzvnlkQ8MhERkQagWuvROufeAt6KcCwiIiINjmaBEBERiSAlWhERkQhSohUREYkgJVoREZEIUqIVERGJICVaERGRCDLnDphN8dALNdsOrKvFIlsBO2qxvIZAx2R/Oh4H0jE5kI7JgXRMDnQwx6Src67c+Ycjkmhrm5nNc84Nj3YcsUTHZH86HgfSMTmQjsmBdEwOVNvHRE3HIiIiEaREKyIiEkH1JdFOiXYAMUjHZH86HgfSMTmQjsmBdEwOVKvHpF700YqIiNRX9aVGKyIiUi/FdKI1s5PNbIWZrTKzW6MdTzSY2eNmts3MFofd18LM3jOzb/y/zaMZY10zs85m9pGZLTOzJWb2U//+uD0uZpZqZnPMbKF/TG7374/bYwJgZgEz+8rM3vBvx/vxyDKzRWa2wMzm+ffF+zHJMLNpZrbc/04ZVdvHJGYTrZkFgIeAU4C+wEQz6xvdqKLiSeDkMvfdCnzgnDsM+MC/HU9KgF84544ARgLX+5+NeD4uhcBxzrlBwGDgZDMbSXwfE4CfAsvCbsf78QAY55wbHHb6Srwfk/uBd5xzfYBBeJ+XWj0mMZtogUxglXNujXOuCHgOODPKMdU559wnwK4yd58JTPWvTwV+UJcxRZtzbotz7kv/eg7eP0ZH4vi4OE+ufzPJvzji+JiYWSdgAvBo2N1xezwqEbfHxMyaAscAjwE454qcc7up5WMSy4m2I7Ah7PZG/z6Bts65LeAlHaBNlOOJGjPrBgwBviDOj4vfTLoA2Aa855yL92NyH/BLIBR2XzwfD/B+fE03s/lmdpV/Xzwfkx7AduAJv4vhUTNrRC0fk1hOtFbOfRoiLfuYWWPgReBnzrk90Y4n2pxzQefcYKATkGlm/aMcUtSY2WnANufc/GjHEmNGO+eG4nXJXW9mx0Q7oChLBIYC/3TODQH2EoGm81hOtBuBzmG3OwGboxRLrNlqZu0B/L/bohxPnTOzJLwk+7Rz7iX/7rg/LgB+09cMvL79eD0mo4EzzCwLr9vpODN7ivg9HgA45zb7f7cBL+N10cXzMdkIbPRbfwCm4SXeWj0msZxo5wKHmVl3M0sGzgdei3JMseI14FL/+qXAq1GMpc6ZmeH1qSxzzv09bFPcHhcza21mGf71NGA8sJw4PSbOuf9zznVyznXD++740Dl3EXF6PADMrJGZNSm9DpwILCaOj4lz7ltgg5n19u86HlhKLR+TmJ6wwsxOxetnCQCPO+f+FN2I6p6ZPQuMxVtNYivwe+AV4H9AF2A9cK5zruyAqQbLzMYAM4FFfN//9mu8ftq4PC5mNhBv0EYA7wf0/5xzfzCzlsTpMSllZmOBm51zp8Xz8TCzHni1WPCaTJ9xzv0pno8JgJkNxhswlwysAS7D/x+ilo5JTCdaERGR+i6Wm45FRETqPSVaERGRCFKiFRERiSAlWhERkQhSohUREYkgJVqRQ2Rmw83sgTp+zklm9o8IlZ1lZq0iUG4ff9WYr8ys5yGWNdbMjgq7/aSZnXPoUYrUPiVakUPknJvnnPvJwT7eX6kqKswssRbKqG78PwBedc4Ncc6tPsSnHQscVdVO1WEefRdKxOjDJTHJzH7nrw/5npk9a2Y3+/f3NLN3/EnRZ5pZH//+J83sATP7zMzWlNZu/C/Rv5nZYn8dzvP8+8ea2cdm9j8zW2lmd5rZheat6bqotMblz7j0opnN9S+jy4l1rH2/3ulk89YQnuHHUW4CNrNcM/uDmX0BjDKz2/zyF5vZFH/2K/xy/urHtdLMji6nrAlm9nnZWqh5a2q+YmZfm9lsf1KL0hinmNl04D9m1tLMpvs1zUcIm2fczC7yn3uBmT1SmlTLxl/meQf7z/e1mb1sZs39yWd+BlxpZh+V8xqu8F/fDDP7d2lt3cxON7Mv/NjeN7O25i0kcQ3wcz+u0mNyTNn33y/jFv/Yfm3fr9Pbzby1Rx8GvmT/6V5FapdzThddYuoCDAcWAGlAE+AbvJl9wFsb8jD/+pF4U+uBt27vC3g/HvviLbEIcDbwHt6MSW3xZnlpj1cj2u1fTwE2Abf7j/kpcJ9//RlgjH+9C960j2XjHQu84V+fDHzml9kK2AkklfMYB/wo7HaLsOv/BU73r88A7vGvnwq871+fBPwDOAtvlqzm5TzHg8Dv/evHAQvCYpwPpPm3HwBu869P8GNrBRwBvF4aP/AwcEl58Zd53q+BY/3rfwg7lpNL38cy+3cAsoAWeMv7zQT+4W9rzvcT61wZdiz2K6uS9/9EYArej4cE4A28ZdG64c0qNjLan3ddGv7lkJuNRCJgDF4TYz6Amb3u/22M11z4gl/hAy+hlXrFORcClppZ27CynnXOBfEmCv8YGAHsAeY6fyksM1sNTPcfswgY518fD/QNe76mZtbEeevgVuRN51whUGhm2/AS/MYy+wTxFkUoNc7Mfgmk4yWcJXhJDqB00YT5eAli32PwfpSc6MpfvWgM3g8NnHMf+jXXZv6210qPL17i+aG/35tm9p1///HAMGCu//rT+H5y9bLxA+CXn+Gc+9i/aypeAqxMJvCx86e4M7MXgMP9bZ2A582b2D0ZWFtJOeW9/yf6l6/8242Bw/B+cK1zzs2uIjaRQ6ZEK7GovCUSwauR7HbeUnDlKSynjIrKKrt/KOx2iO//NxKAUWFJqTrCyw1S/v9ZgZ/8MbNUvNricOfcBjObDKSWU17Zstbgrad5ODCvnOeobKnJvRXcX/bxU51z/1dZ/LWgsvfoQeDvzrnXzJuzeHIl+1b0/v/FOffIfk/oNT+XPQYiEaE+WolFs4DTzSzVr8VOAPBrbWvN7FzY1/86qIqyPgHOM29R9NZ4tbc5NYhlOnBD6Q3zJiCvbaVJdYf/eqs7enYdXk30P2bWr5ztnwAXwr6J9XdUUPMN3+8UvOZa8JrpzzGzNv62FmbWtbKAnHPZwHdh/aYXAx9X8hDw3o9j/b7cRPxauK8ZXrM+fL+aCkAOXrdCVd4FLvePK2bWsfT1iNQVJVqJOc65uXjLVC3EazadB2T7my8ErjCzhXjNq2dWUdzLeH2GC4EPgV86b2ms6voJMNwfSLMUbxBOrXLe+rH/xmuyfgVvicjqPnYF3jF5wQ48ZWYyfuzAneyfqMLdjjeQ6Eu8Ztb1ftlLgd8C0/0y3sPr067KpcDf/McMxuunrew1bAL+jLf60vt4y5SVvt+T/dc2E9gR9rDXgbPKDIYqr+zpeP3sn5vZIrz1RquToEVqjVbvkZhkZo2dc7lmlo5X47rKOfdltOOSyAh7vxPxfhw97px7uarHidQH6qOVWDXFzPriNatOVZJt8Cab2Xi893s6Xs1epEFQjVZERCSC1EcrIiISQUq0IiIiEaREKyIiEkFKtCIiIhGkRCsiIhJBSrQiIiIR9P/OtYCs8xyLWgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(left_df.index, left_df[\"mapped_bp\"].cumsum(), '-', label='total mapped bp')\n", - "pylab.plot(gather_df.index, gather_df[\"unique_intersect_bp\"].cumsum(), '.', label='total classified hashes')\n", - "\n", - "pylab.xlabel('genome in rank order of gather')\n", - "pylab.legend(loc='upper right')\n", - "pylab.title(f'{sample_id}: gather remaining hashes vs remaining bp')\n", - "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 5: mapped bp and identified hashes compared by sample, in order of gather\n", - "\n", - "conclusion: for most samples, bp mapped to that genome matches # of hashes classified to that genome\n", - "\n", - "note: hashes classified to this genome is monotonically decreasing, b/c gather is a greedy algorithm." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(10, 10))\n", - "\n", - "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", - "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", - "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", - "\n", - "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", - "pylab.yticks(positions, labels, fontsize='small')\n", - "\n", - "pylab.xlabel('number (millions)')\n", - "pylab.legend(loc='lower right')\n", - "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", - "pylab.tight_layout()\n", - "\n", - "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 6: difference between hashes ident and bp mapped" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'difference: hashcount - mapped bp')" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(gather_df.index, gather_df.unique_intersect_bp.cumsum() - left_df.mapped_bp.cumsum(), '.-')\n", - "\n", - "pylab.xlabel('genome (ordered by gather results)')\n", - "pylab.ylabel('difference: hashcount - mapped bp')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 7: difference between hashes and bp, per sample" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(10, 10))\n", - "\n", - "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", - "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", - "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", - "\n", - "pylab.plot((gather_df.unique_intersect_bp - left_df.mapped_bp) / 1e6, gather_df.iloc[::-1].index, \n", - " '.-', label='difference b/t hashes and mapping')\n", - "\n", - "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", - "pylab.yticks(positions, labels, fontsize='small')\n", - "\n", - "#pylab.ylabel('genome (ordered by gather results)')\n", - "pylab.xlabel('number per genome (million)')\n", - "pylab.legend(loc='lower right')\n", - "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", - "pylab.tight_layout()\n", - "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.pdf')\n", - "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.svg')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python (myenv)", - "language": "python", - "name": "myenv" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/gather-podar.ipynb b/gather-podar.ipynb deleted file mode 100644 index 8e2fa730..00000000 --- a/gather-podar.ipynb +++ /dev/null @@ -1,806 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "import pylab\n", - "import pandas as pd" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## load mapping summary CSVs and gather CSV" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "sample_id='SRR606249'\n", - "#sample_id = 'p8808mo9'\n", - "#sample_id = 'p8808mo11'\n", - "\n", - "\n", - "# load mapping CSVs\n", - "all_df = pd.read_csv(f'outputs/minimap/depth/{sample_id}.summary.csv')\n", - "left_df = pd.read_csv(f'outputs/leftover/depth/{sample_id}.summary.csv')\n", - "\n", - "# load gather CSV\n", - "gather_df = pd.read_csv(f'outputs/{sample_id}.gather.csv')\n", - "\n", - "# names!\n", - "names_df = pd.read_csv(f'{sample_id}.acc.urls.csv')\n", - "\n", - "# connect gather_df to all_df and left_df using 'genome_id'\n", - "def fix_name(x):\n", - " return \"_\".join(x.split('_')[:2]).split('.')[0]\n", - "\n", - "gather_df['genome_id'] = gather_df['name'].apply(fix_name)\n", - "names_df['genome_id'] = names_df['acc'].apply(fix_name)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "# CTB bug FIXME\n", - "# this ensures that only rows that share genome_id are in all the dataframes\n", - "in_gather = set(gather_df.genome_id)\n", - "in_left = set(left_df.genome_id)\n", - "\n", - "in_both = in_left.intersection(in_gather)\n", - "\n", - "all_df = all_df[all_df.genome_id.isin(in_both)]\n", - "left_df = left_df[left_df.genome_id.isin(in_both)]\n", - "gather_df = gather_df[gather_df.genome_id.isin(in_both)]\n", - "names_df = names_df[names_df.genome_id.isin(in_both)]\n", - "\n", - "# reassign index now that we've maybe dropped rows\n", - "all_df.index = range(len(all_df))\n", - "left_df.index = range(len(left_df))\n", - "gather_df.index = range(len(gather_df))\n", - "names_df.index = range(len(names_df))\n", - "\n", - "assert len(all_df) == len(gather_df)\n", - "assert len(left_df) == len(gather_df)\n", - "assert len(names_df) == len(gather_df)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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accgenome_urlassembly_report_urlncbi_tax_namegenome_id
0GCA_000013645.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Paraburkholderia xenovorans LB400GCA_000013645
1GCA_000009705.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Nostoc sp. PCC 7120 = FACHB-418GCA_000009705
2GCA_000196115.1https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0...Rhodopirellula baltica SH 1GCA_000196115
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" - ], - "text/plain": [ - " acc genome_url \\\n", - "0 GCA_000013645.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "1 GCA_000009705.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "2 GCA_000196115.1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "\n", - " assembly_report_url \\\n", - "0 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "1 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "2 https://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/0... \n", - "\n", - " ncbi_tax_name genome_id \n", - "0 Paraburkholderia xenovorans LB400 GCA_000013645 \n", - "1 Nostoc sp. PCC 7120 = FACHB-418 GCA_000009705 \n", - "2 Rhodopirellula baltica SH 1 GCA_000196115 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# re-sort left_df and all_df to match gather_df order, using matching genome_id column\n", - "all_df.set_index(\"genome_id\")\n", - "all_df.reindex(index=gather_df[\"genome_id\"])\n", - "all_df.reset_index()\n", - "\n", - "left_df.set_index(\"genome_id\")\n", - "left_df.reindex(index=gather_df[\"genome_id\"])\n", - "left_df.reset_index()\n", - "\n", - "left_df[\"mapped_bp\"] = (1 - left_df[\"percent missed\"]/100) * left_df[\"genome bp\"]\n", - "\n", - "names_df.set_index(\"genome_id\")\n", - "names_df.reindex(index=gather_df[\"genome_id\"])\n", - "names_df.reset_index()\n", - "\n", - "names_df[:3]" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Unnamed: 0genome bpmissedpercent missedcoveragegenome_idsample_idmapped_bp
0GCA_0000136459731138703300.72273210.224036GCA_000013645SRR6062499660808.0
1GCA_00000970572117891740.00241333.737305GCA_000009705SRR6062497211615.0
2GCA_00019611571455761040.001455134.405926GCA_000196115SRR6062497145472.0
3GCA_00001856567854306310.00929923.436817GCA_000018565SRR6062496784799.0
4GCA_0029596956481410138400.21353424.524634GCA_002959695SRR6062496467570.0
\n", - "
" - ], - "text/plain": [ - " Unnamed: 0 genome bp missed percent missed coverage \\\n", - "0 GCA_000013645 9731138 70330 0.722732 10.224036 \n", - "1 GCA_000009705 7211789 174 0.002413 33.737305 \n", - "2 GCA_000196115 7145576 104 0.001455 134.405926 \n", - "3 GCA_000018565 6785430 631 0.009299 23.436817 \n", - "4 GCA_002959695 6481410 13840 0.213534 24.524634 \n", - "\n", - " genome_id sample_id mapped_bp \n", - "0 GCA_000013645 SRR606249 9660808.0 \n", - "1 GCA_000009705 SRR606249 7211615.0 \n", - "2 GCA_000196115 SRR606249 7145472.0 \n", - "3 GCA_000018565 SRR606249 6784799.0 \n", - "4 GCA_002959695 SRR606249 6467570.0 " - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "left_df[:5]" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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intersect_bpf_orig_queryf_matchf_unique_to_queryf_unique_weightedaverage_abundmedian_abundstd_abundnamefilenamemd5f_match_origunique_intersect_bpgather_result_rankremaining_bpgenome_id
093230000.0248850.9772540.0248850.0086496.8318146.05.847358GCA_000013645.1_ASM1364v1_genomic.fna.gzall-gather-genomes.sbt.zipee9cb05018009af43429e83e7d502a0a0.97725493230000365320000GCA_000013645
172880000.0194530.9990400.0194530.02351723.76303518.029.637611GCA_000009705.1_ASM970v1_genomic.fna.gzall-gather-genomes.sbt.zip264cfdad44548ad96c4a24b6a514a8770.99904072880001358032000GCA_000009705
270390000.0187890.9998580.0187890.08956293.70024292.027.877040GCA_000196115.1_ASM19611v1_genomic.fna.gzall-gather-genomes.sbt.zip7141c3fbf206734950d13cadba0bf46c0.99985870390002350993000GCA_000196115
366040000.0176270.9996970.0176270.01462116.30405816.06.636986GCA_000018565.1_ASM1856v1_genomic.fna.gzall-gather-genomes.sbt.zip5165e0f27ae96c8a78da00c2d30a8e360.99969766040003344389000GCA_000018565
463230000.0168770.9979480.0168770.01489717.34967617.08.548490GCA_002959695.1_ASM295969v1_genomic.fna.gzall-gather-genomes.sbt.zipcefca2cf1f2ffaacdd22d23b45bfb6cb0.99794863230004338066000GCA_002959695
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" - ], - "text/plain": [ - " intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n", - "0 9323000 0.024885 0.977254 0.024885 0.008649 \n", - "1 7288000 0.019453 0.999040 0.019453 0.023517 \n", - "2 7039000 0.018789 0.999858 0.018789 0.089562 \n", - "3 6604000 0.017627 0.999697 0.017627 0.014621 \n", - "4 6323000 0.016877 0.997948 0.016877 0.014897 \n", - "\n", - " average_abund median_abund std_abund \\\n", - "0 6.831814 6.0 5.847358 \n", - "1 23.763035 18.0 29.637611 \n", - "2 93.700242 92.0 27.877040 \n", - "3 16.304058 16.0 6.636986 \n", - "4 17.349676 17.0 8.548490 \n", - "\n", - " name filename \\\n", - "0 GCA_000013645.1_ASM1364v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", - "1 GCA_000009705.1_ASM970v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", - "2 GCA_000196115.1_ASM19611v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", - "3 GCA_000018565.1_ASM1856v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", - "4 GCA_002959695.1_ASM295969v1_genomic.fna.gz all-gather-genomes.sbt.zip \n", - "\n", - " md5 f_match_orig unique_intersect_bp \\\n", - "0 ee9cb05018009af43429e83e7d502a0a 0.977254 9323000 \n", - "1 264cfdad44548ad96c4a24b6a514a877 0.999040 7288000 \n", - "2 7141c3fbf206734950d13cadba0bf46c 0.999858 7039000 \n", - "3 5165e0f27ae96c8a78da00c2d30a8e36 0.999697 6604000 \n", - "4 cefca2cf1f2ffaacdd22d23b45bfb6cb 0.997948 6323000 \n", - "\n", - " gather_result_rank remaining_bp genome_id \n", - "0 0 365320000 GCA_000013645 \n", - "1 1 358032000 GCA_000009705 \n", - "2 2 350993000 GCA_000196115 \n", - "3 3 344389000 GCA_000018565 \n", - "4 4 338066000 GCA_002959695 " - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gather_df[:5]" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "# subsample? take top 60...\n", - "\n", - "NUM=60\n", - "\n", - "left_df = left_df[:NUM]\n", - "all_df = all_df[:NUM]\n", - "gather_df = gather_df[:NUM]\n", - "names_df = names_df[:NUM]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 1: examining leftover reads, in order of gather" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(gather_df[\"f_match\"]* 100, 100 - left_df[\"percent missed\"], '.')\n", - "\n", - "pylab.xlim(0, 100)\n", - "pylab.ylim(0, 100)\n", - "pylab.xlabel('f_match')\n", - "pylab.ylabel('mapping bp covered')\n", - "pylab.title('gather f_match vs leftover mapping bp covered')\n", - "pylab.plot([0, 100], [0, 100], '--')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 2: fraction of hashes unique to query, in order of gather results" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'f_unique_to_query, as %')" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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N2Gw18tcAb0hyJfBnwF8B5wD7AicNNzRJkjSbvom8qrYBv5fkEcA/AJ8AHltVty1GcJIkqb/ZmtbXJDkRuD/wu8ANwCeTPGkxgpMkSf3NdvvZ2cDPaJrS31dV7wWeDByR5JwhxyZJkmYxWx/5WuADwO2B3weoqp8AJye5x5BjkyRJs5gtkb8WOA+4DXhlb0FVXTWsoCRJ0mBmG+z2UeCjixSLJEmaI6dolSSpw0zkkiR1mIlckqQOGyiRJ/lfSe6UZHWSTye5Nsmzhx1cV01s38Gp529lYvuOUYciSVrmBl005XFV9Yokvw1cATwDOB94/9Ai66iJ7Ts49ozN3LJzF/usWsGZx29ycRVJ0tAM2rS+uv3zGOCsqrp+SPF03uZt13HLzl3sKrh15y42bxvLlV4lSYtk0ET+8STfAjYCn05yIM1Spppi04a17LNqBSsDq1etYNOGtaMOSZK0jKWqBtsxWQPcWFW3JdkPuFNVfX+o0c1g48aNtWXLllGceiAT23ewedt1bNqw1mZ1SdKCSDJRVRunbh+0jxzgIOCxSfbt2fbevY5sGTpi3RoTuCRpUQyUyJO8DjiaZhW0c4EnAF/ERC5J0kgN2kf+dOAxwPer6jjgwcDthhaVJEkayKCJ/CdVtQvYmeROwNXAhuGFJUmSBjFoH/mWJHcB3g5MADcDFwwrKEmSNJiBEnlV/Zf26WlJ/oVmxPrXhhfW8uWIdknSQprLqHUAquqyIcQxFpz1TZK00Fw0ZRE565skaaGZyBeRs75JkhbanJvWNX9HrFvDmcdvso9ckrRg5pXIk1zaPj21qk5ZwHiWPWd9kyQtpHkl8qq6X5K1wKYFjkeSJM3BQH3kSf6oXTTl56rquqr6xHDCkiRJgxh0sNvdga8k+VCSxyfJMIOSJEmDGSiRV9VrgEOBdwDPBb6T5M+T3GeIsUmSpFkMfPtZNQuXf7997ATWAB9O8r+GFJskSZrFoMuYvhj4A+Ba4AzgT6vq1iQrgO8ArxheiJIkaSaDjlpfCzytqrb3bqyqXUmetPBhSZKkQczatN7Wun9nahKfVFWXTrddkiQN36yJvF2H/OIkhyxCPJIkaQ4GbVq/B3BJkguAH01urKrfGkpUkiRpIIMm8pOHGoUkSZqXgRJ5VX0uyTrg0Kr61yT7ASuHG5okSZrNoFO0Ph/4MPC2dtNBwNlDikmSJA1o0AlhTgQeDtwIUFXfAe42rKAkSdJgBk3kP6uqWyZfJFkF1HBCkiRJgxo0kX8uyauB2yd5LPCPwMeHF5YkSRrEoIn8lcA1wNeBFwDnAq8ZVlCSJGkwg45a3wW8vX1IkqQlYtBFU77LNH3iVbVhwSOSJEkDG3RCmI09z/cFngHcdeHDkSRJczFQH3lVXdfz+F5VvRl49GzvS/LOJFcn+cYM5UcnuSHJRe3jtXMLf3mZ2L6DU8/fysT2HaMORZLUEYM2rR/e83IFTQ19/wHe+m7gFOC9ffb5QlWN/VKoE9t3cOwZm7ll5y72WbWCM4/fxBHr1ow6LEnSEjdo0/pf9zzfCVwG/O5sb6qqzydZP/ewxs/mbddxy85d7Cq4decuNm+7zkQuSZrVoKPWHzXEGB6W5GLgSuBPquqS6XZKcgJwAsAhhyy/FVU3bVjLPqtWcOvOXaxetYJNG9aOOiRJUgekavYJ2pK8rF95Vf1Nn/euB/65qh44TdmdgF1VdXOSY4C3VNWhs8WzcePG2rJly6xxd83E9h1s3nYdmzastTYuSdpNkomq2jh1+1xGrT8UOKd9/WTg88DlexNUVd3Y8/zcJG9NckBVXbs3x+2qI9atMYFLkuZk0ER+AHB4Vd0EkOQk4B+r6vi9OXmSuwM/qKpKciTNQLrr9uaYkiSNk0ET+SHALT2vbwHWz/amJGcBRwMHJLkCeB2wGqCqTgOeDrwoyU7gJ8Aza5C2fkmSBAyeyN8HXJDkYzQzvP028J7Z3lRVz5ql/BSa29MkSdI8DDpq/Y1J/g/w6+2m46rqq5PlSdZUlbOYDJED4SRJ0xm0Rk5VXQhcOEPxp4HDZyjTXnKyGEnSTAZdxnQ2WaDjaBrTTRYjSRIsXCJ3gNoQTU4WszI4WYwkaTcDN61rdI5Yt4Yzj99kH7kkaQ8LlchtWh8yJ4uRJE1n4ESe5MH8YtT6F6rq4p7ixyxoVJIkaSAD9ZEneQlwJnC39vH+JH88WV5V1w8nPEmS1M+gNfLnAUdV1Y8AkvwF8G/A/x5WYBqc95hL0vgaNJEHuK3n9W3YL74k9LvH3AQvScvfoIn8XcCX2ylaAZ4KvHMoEWlOprvH/Ih1a5xERpLGxEB95O1648cB1wM7aKZo/dthBqbBzHSPuZPISNJ4GKhGnuR9VfUceqZo7dmmEZrpHvPJBH/rzl1OIiNJy9igTesP6H2RZCVwxMKHo/mY7h5zJ5GRpPHQN5EneRXwauD2SW6c3EyzHvnpQ45Ne6nfJDIOhJOk5aFvIq+qNwFvSvKmqnrVTPsleUBVXbLg0WkoHAgnScvHoIPdZkzirfctQCxaJA6Ek6Tlw2VMx5CrqUnS8rFQi6a4jGmHzDYQzv5zSeoOlzEdUzMNhLP/XJK6ZaGa1m9ZoONoxOw/l6RuGXT1syR5dpLXtq8PSXLkZHlVbRpWgFpc9p9LUrcM2rT+VmAX8Gjg9cBNwEeAhw4pLo2IE8lIUrcMmsiPqqrDk3wVoKp2JNlniHFphJxIRpK6Y9BEfms7LWsBJDmQpoauMeJAOElaegYd7PZ3wMeAuyV5I/BF4M+HFpWWpNkGwk1s38Gp529lYvuOEUUoSeNnoBp5VZ2ZZAJ4DM3kL0+tqkuHGpmWnH4rqllbl6TRGHQZ00OAHwMf791WVf8xrMC09PQbCDddbd1ELknDN2gf+Sdo+scD7AvcG/g2U5Y31fI300A41z+XpNEYtGn913pfJzkceMFQIlIneduaJI3GvKZoraoLk3gPuXbjbWuStPgG7SN/Wc/LFcDhwDVDiUjLjgPhJGl4Br39bP+ex+1o+syfMqygtLw4f7skDc+gfeQnDzsQLV+zDYSz2V2S5m/QpvVz+pVX1W8tTDhajvoNhLPZXZL2zqCD3b4L3B14f/v6WcBlwCeHEJOWoZkGwnn/uSTtnUET+UOq6pE9rz+e5PNV9ephBKXx4f3nkrR3Bk3kBybZUFXbAJLcGzhweGFpXHj/uSTtnUET+X8FPptkW/t6PU4IowXS7/5zSVJ/g45a/5ckhwK/2m76VlX9bHhhSZKkQfRN5EkeXVWfSfK0KUX3SUJVfXSIsUmSpFnMViP/DeAzwJOnKSvARC5J0gj1TeRV9br2z+MWJxxJkjQXg04Iczvgd2gGuf38PVX1+uGEJUmSBjHoqPV/Am4AJgAHuUmStEQMmsjvVVWPH2okkiRpzgZd/exLSX5tqJFIkqQ5G7RG/gjguUm+S9O0HqCq6kFDi0zCldEkaTaDJvInDDUKaRqujCZJsxu0ab1meEhDM93KaJKk3Q1aI/8ETeIOsC9wb+DbwAOGFJfkymiSNIBB51rfbaBbksNx0RQNmSujSdLsBq2R76aqLkzy0IUORprKldEkqb9BZ3Z7Wc/LFcDhwDVDiUiSJA1s0Br5/j3Pd9L0mX9k4cORJElzMWgf+cn9ypP876r644UJSZIkDWrQ289m8/AFOo40kIntOzj1/K1MbN8x6lAkaaTmNdhNGiUnipGkX1ioGrm0aJwoRpJ+YaESeRboONKsJieKWRmmnSjGZndJ46Rv03qS91XVc5K8pKre0mfXfmXSguo3UYzN7pLGzWx95EckWQf8YZL3MqXmXVXXt3++ezjhSdObaaKY6ZrdTeSSlrPZmtZPA/4F+FVgYspjy2wHT/LOJFcn+cYM5Unyd0m2JvlaO/WrNG82u0saN6mafRGzJH9fVS+a88GTRwI3A++tqgdOU34M8MfAMcBRwFuq6qjZjrtx48basmXW3xEaUzOtYW6zu6QuSzJRVRunbh90Qpg5J/H2fZ9Psr7PLk+hSfIFbE5ylyT3qKqr5nM+CWx2lzReRn372UHA5T2vr2i37SHJCUm2JNlyzTVO8665m63ZXZK6aNQTwkx329q0bf1VdTpwOjRN68MMSsuTy6JKWo5GncivAA7ueX0v4MoRxaIx0G9Z1Jn61iVpKRt1Ij8H+KMkH6QZ7HaD/eMaBQfCSeqqoSbyJGcBRwMHJLkCeB2wGqCqTgPOpRmxvhX4MXDcMOORZuJAOEldNdREXlXPmqW8gBOHGYM0iMmBcLfu3OVAOEmdMuqmdWlJcCCcpK4ykUutfgPhJGmpGvV95JIkaS+YyCVJ6jATuSRJHWYilySpw0zkkiR1mIlckqQOM5FLktRhJnJJkjrMRC5JUoeZyKUBTGzfwannb2Vi+45RhyJJu3GKVmkWLnEqaSmzRi7NYrolTntZW5c0StbIpVn0W+LU2rqkUTORS7Pot8TpdLV1E7mkxWQilwYw0xKn/WrrkrQYTOTSXuhXW5ekxWAil/bSTLV1SVoMjlqXJKnDTOSSJHWYiVySpA4zkUtD5GQxkobNwW7SkDhZjKTFYI1cGpLZpnaVpIVgIpeGZHKymJVh2slibHaXtBBsWpeGpN9kMf2a3Se275hxgpl+ZZLGk4lcGqKZJouZaY722RK8fe6SprJpXRqBmZrd+/Wr2+cuaTrWyKURmKnZvd8iLLMt0GKzuzSeUlWjjmHONm7cWFu2bBl1GNJQzKeP3GZ3aflLMlFVG6dut0YuLTH9FmGZa5/7JGvr0vJlIpeWgX7N7rPV1h0lL3WbiVxaBvrd6tavtr43o+T9ASAtDSZyaZmYqdm9X229X5IfxQ8ASXNnIpeWuX619fmOkh/GDwBJ82Mil8bATLX1fkl+sX8AWFOX5sfbzyTNy97cJjeZ5Cdr5NbUpdl5+5mkBTWf2+RmquXPdvucpJmZyCUtqumSvLPWSfNnIpc0cvNdKU6SiVzSEuGsddL8mMglLWl7M2udNA5M5JKWtPnOWieNCxO5pCVvPrPWSePCRC6ps/rV1qVxYSKX1Gn97meXxsGKUQcgSZLmz0QuSVKHmcglLVsT23dw6vlbmdi+Y9ShSENjH7mkZcl7zDUurJFLWpamu8e8l7V1LRfWyCUtS3szI5zTvqpLTOSSlqX5zgi3N0neHwAaBRO5pGVrPjPCzTfJz1Y2n+TvDwMNwkQuaez0q63PN8nPVLY3yd/BehqEiVzSWJqptj7fJD9T2XyS/2xlYG1dv2Ail6Qp5pPkZyqbT/KfrczBeuqVqhp1DHO2cePG2rJly6jDkKSBLHQf+annb+WvP/VtdhWsDLzscb/CiY+678/fY5P88pRkoqo2Tt1ujVyShqzfwi7zKZtvPz44uG45MpFLUsfMtx9/bwbXmeSXLhO5JHXQfPrx5zu4zub6pW3oU7QmeXySbyfZmuSV05QfneSGJBe1j9cOOyZJWs6OWLeGEx913z2S7WRtfWWYcXDddGWzTXer0RpqjTzJSuBU4LHAFcBXkpxTVd+csusXqupJw4xFksbdfEbdQ//meo3esJvWjwS2VtU2gCQfBJ4CTE3kkqRFMJ/Bdf2SvH3nozfsRH4QcHnP6yuAo6bZ72FJLgauBP6kqi6ZukOSE4ATAA455JAhhCpJmsl0Sd556ZeGYSfyTLNt6o3rFwLrqurmJMcAZwOH7vGmqtOB06G5j3yB45QkzdEw5qXX3A17sNsVwME9r+9FU+v+uaq6sapubp+fC6xOcsCQ45Ik7aX5DpDbm7XiXUd+T8OukX8FODTJvYHvAc8Efq93hyR3B35QVZXkSJofFw6JlKQlbqHnpQfvdZ+PoSbyqtqZ5I+ATwIrgXdW1SVJXtiWnwY8HXhRkp3AT4BnVhfnjZWkMbSQ89KD97rPx9AnhGmby8+dsu20nuenAKcMOw5J0uJa6Oln92Zq2uXMmd0kSUvGsO51X84j6F39TJK0LMyUkOfb777UEryrn0mSlrWZmuvn0+/epT73oc+1LknSKM1njvm9uUVusVkjlyQta/Ppd5/vLXKjYCKXJC17cx1BP99b5EbBRC5J0jTmc4scLP4gORO5JElzMNtqcIvd7G4ilyRpjuYzQn5YHLUuSdIC6TdCfliskUuStED6NbsPi4lckqQF1G+E/DDYtC5JUoeZyCVJ6jATuSRJHWYilySpw0zkkiR1mIlckqQOM5FLktRhJnJJkjrMRC5JUoeZyCVJ6jATuSRJHZaqGnUMc5bkGmD7Ah7yAODaBTzecuA12ZPXZE9ekz15TXbn9djTfK/Juqo6cOrGTibyhZZkS1VtHHUcS4nXZE9ekz15TfbkNdmd12NPC31NbFqXJKnDTOSSJHWYibxx+qgDWIK8JnvymuzJa7Inr8nuvB57WtBrYh+5JEkdZo1ckqQOG/tEnuTxSb6dZGuSV446nlFI8s4kVyf5Rs+2uyY5L8l32j/XjDLGxZTk4CTnJ7k0ySVJXtJuH+drsm+SC5Jc3F6Tk9vtY3tNJiVZmeSrSf65fT3W1yTJZUm+nuSiJFvabWN7TZLcJcmHk3yr/T/lYQt9PcY6kSdZCZwKPAG4P/CsJPcfbVQj8W7g8VO2vRL4dFUdCny6fT0udgIvr6r7AZuAE9u/F+N8TX4GPLqqHgwcBjw+ySbG+5pMeglwac9rrwk8qqoO67nFapyvyVuAf6mqXwUeTPN3ZUGvx1gncuBIYGtVbauqW4APAk8ZcUyLrqo+D1w/ZfNTgPe0z98DPHUxYxqlqrqqqi5sn99E8w/vIMb7mlRV3dy+XN0+ijG+JgBJ7gU8ETijZ/NYX5MZjOU1SXIn4JHAOwCq6paq+iELfD3GPZEfBFze8/qKdpvgl6rqKmgSG3C3EcczEknWAw8BvsyYX5O2Cfki4GrgvKoa+2sCvBl4BbCrZ9u4X5MCPpVkIskJ7bZxvSYbgGuAd7XdL2ckuQMLfD3GPZFnmm0O4xcASe4IfAR4aVXdOOp4Rq2qbquqw4B7AUcmeeCIQxqpJE8Crq6qiVHHssQ8vKoOp+myPDHJI0cd0AitAg4H/r6qHgL8iCF0K4x7Ir8COLjn9b2AK0cUy1LzgyT3AGj/vHrE8SyqJKtpkviZVfXRdvNYX5NJbdPgZ2nGVYzzNXk48FtJLqPplnt0kvcz3teEqrqy/fNq4GM0XZjjek2uAK5oW68APkyT2Bf0eox7Iv8KcGiSeyfZB3gmcM6IY1oqzgH+oH3+B8A/jTCWRZUkNH1al1bV3/QUjfM1OTDJXdrntwd+E/gWY3xNqupVVXWvqlpP83/HZ6rq2YzxNUlyhyT7Tz4HHgd8gzG9JlX1feDyJL/SbnoM8E0W+HqM/YQwSY6h6edaCbyzqt442ogWX5KzgKNpVuT5AfA64GzgQ8AhwH8Az6iqqQPilqUkjwC+AHydX/R9vpqmn3xcr8mDaAblrKSpAHyoql6fZC1jek16JTka+JOqetI4X5MkG2hq4dA0K3+gqt445tfkMJrBkPsA24DjaP8NsUDXY+wTuSRJXTbuTeuSJHWaiVySpA4zkUuS1GEmckmSOsxELklSh5nIpY5J8tTexX2SfDbJxn7vWUxJnpvklCEd+7IkBwzj2FJXmcil7nkqzWp9e61dAXDe5cOUZNUCHGNk8UuLxUQujViS/9GuVXxekrOS/Em7/flJvtKuAf6RJPsl+U/AbwF/2a73fJ/2MM9o1wv/f0l+vX3/yiR/2R7ja0le0G4/Os166x+gmfRmajw3J3l9ki8DD0vy2vYY30hyejvz3WRLwF9MPe+UYz0xyb9NrUW36zGf3ca1uZ1whiQntef4FPDeJGuTfKpdcOJt9KyPkOTZ7bkvSvK2yaQ9Nf69+3akpc9ELo1Q2yT+OzQrrD0N6G0i/2hVPbRdA/xS4HlV9SWa6R3/tF3v+d/bfVdV1ZHAS2lm5gN4HnBDVT0UeCjw/CT3bsuOBP57VU1Xs78D8I2qOqqqvgic0sbxQOD2wJN69p3uvJOf7bdpFog4pqqunXKOk4GvVtWDaGbNe29P2RHAU6rq99pjfrFdcOIcmpmwSHI/4D/TLNBxGHAbcOwM8UvL2l43XUnaK48A/qmqfgKQ5OM9ZQ9M8gbgLsAdgU/2Oc7kwi4TwPr2+eOAByV5evv6zsChwC3ABVX13RmOdRvNgjGTHpXkFcB+wF2BS4DJOKc7L8CjaH6UPG6GleMeQfMDhqr6TFvzvnNbds7k9aBZy/lp7X6fSLKj3f4YmoT/lbaB4Pb8YuGJqfFLy5qJXBqt6ZbSnfRu4KlVdXGS59LMhz+Tn7V/3sYv/l0H+OOq2u0HQDsv+I/6HOunVXVbu+++wFuBjVV1eZKTgH1nOS80c0pvAH4Z2DLNOfotITw1tunmkQ7wnqp6Vb/4pXFg07o0Wl8Enpxk3zTrnz+xp2x/4Ko0S6oe27P9prZsNp8EXtS+nyS/3K5INReTSfvaNr6n99u5x3aamvR7kzxgmvLP036m9ofFtTPU3Hv3ewKwpt3+aeDpSe7Wlt01yboBY5OWFWvk0ghV1VeSnANcTJP8tgA3tMX/g2bFte00g9Imk/cHgbcneTH9E+sZNM3dF7YD1K6hGfE+l/h+mOTt7fkvo1n6d9D3fjvJscA/JnlyT38+wEnAu5J8Dfgxv1jScaqTgbOSXAh8jmalKKrqm0leA3wqyQrgVuBEmmsljRVXP5NGLMkdq+rmJPvR1EBPqKoLRx2XpG6wRi6N3untBC/70vT7msQlDcwauSRJHeZgN0mSOsxELklSh5nIJUnqMBO5JEkdZiKXJKnDTOSSJHXY/weaNAIHRNXeiAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(gather_df.index, gather_df[\"f_unique_to_query\"]*100, '.')\n", - "\n", - "pylab.title('fraction of hashes unique to query')\n", - "pylab.xlabel('gather rank order')\n", - "pylab.ylabel('f_unique_to_query, as %')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 4: sum mapped bp and sum identified hashes, in order of gather\n", - "\n", - "conclusion: across the gather run, total hashes identified correlate well with total bp mapped" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(left_df.index, left_df[\"mapped_bp\"].cumsum(), '-', label='total mapped bp')\n", - "pylab.plot(gather_df.index, gather_df[\"unique_intersect_bp\"].cumsum(), '.', label='total classified hashes')\n", - "\n", - "pylab.xlabel('genome in rank order of gather')\n", - "pylab.legend(loc='upper right')\n", - "pylab.title(f'{sample_id}: gather remaining hashes vs remaining bp')\n", - "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 5: mapped bp and identified hashes compared by sample, in order of gather\n", - "\n", - "conclusion: for most samples, bp mapped to that genome matches # of hashes classified to that genome\n", - "\n", - "note: hashes classified to this genome is monotonically decreasing, b/c gather is a greedy algorithm." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(10, 10))\n", - "\n", - "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", - "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", - "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", - "\n", - "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", - "pylab.yticks(positions, labels, fontsize='small')\n", - "\n", - "pylab.xlabel('number (millions)')\n", - "pylab.legend(loc='lower right')\n", - "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", - "pylab.tight_layout()\n", - "\n", - "pylab.savefig(f'/tmp/gather-{sample_id}.pdf')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 6: difference between hashes ident and bp mapped" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'difference: hashcount - mapped bp')" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "pylab.plot(gather_df.index, gather_df.unique_intersect_bp.cumsum() - left_df.mapped_bp.cumsum(), '.-')\n", - "\n", - "pylab.xlabel('genome (ordered by gather results)')\n", - "pylab.ylabel('difference: hashcount - mapped bp')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## fig 7: difference between hashes and bp, per sample" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(10, 10))\n", - "\n", - "pylab.plot(left_df.mapped_bp / 1e6, left_df.iloc[::-1].index, 'b.', label='mapped bp to this genome')\n", - "pylab.plot(gather_df.intersect_bp / 1e6, gather_df.iloc[::-1].index, 'gx', label='hashes classified to this species')\n", - "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", - "\n", - "pylab.plot((gather_df.unique_intersect_bp - left_df.mapped_bp) / 1e6, gather_df.iloc[::-1].index, \n", - " '.-', label='difference b/t hashes and mapping')\n", - "\n", - "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", - "pylab.yticks(positions, labels, fontsize='small')\n", - "\n", - "#pylab.ylabel('genome (ordered by gather results)')\n", - "pylab.xlabel('number per genome (million)')\n", - "pylab.legend(loc='lower right')\n", - "pylab.title(f'{sample_id}: gather hashes vs mapped bp')\n", - "pylab.tight_layout()\n", - "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.pdf')\n", - "pylab.savefig(f'/tmp/gatherdiff-{sample_id}.svg')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python (myenv)", - "language": "python", - "name": "myenv" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/gathergram.ipynb b/gathergram.ipynb deleted file mode 100644 index 982124f9..00000000 --- a/gathergram.ipynb +++ /dev/null @@ -1,253 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# gathergrams - display gather results" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "import pylab\n", - "import numpy\n", - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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intersect_bpf_orig_queryf_matchf_unique_to_queryf_unique_weightedaverage_abundmedian_abundstd_abundnamefilenamemd5f_match_origunique_intersect_bpgather_result_rankremaining_bp
093230000.0248850.9772540.0248850.0086496.8318146.05.847358GCA_000013645all-gather-genomes.sbt.zipee9cb05018009af43429e83e7d502a0a0.97725493230000365320000
172880000.0194530.9990400.0194530.02351723.76303518.029.637611GCA_000009705all-gather-genomes.sbt.zip264cfdad44548ad96c4a24b6a514a8770.99904072880001358032000
270390000.0187890.9998580.0187890.08956293.70024292.027.877040GCA_000196115all-gather-genomes.sbt.zip7141c3fbf206734950d13cadba0bf46c0.99985870390002350993000
366040000.0176270.9996970.0176270.01462116.30405816.06.636986GCA_000018565all-gather-genomes.sbt.zip5165e0f27ae96c8a78da00c2d30a8e360.99969766040003344389000
\n", - "
" - ], - "text/plain": [ - " intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n", - "0 9323000 0.024885 0.977254 0.024885 0.008649 \n", - "1 7288000 0.019453 0.999040 0.019453 0.023517 \n", - "2 7039000 0.018789 0.999858 0.018789 0.089562 \n", - "3 6604000 0.017627 0.999697 0.017627 0.014621 \n", - "\n", - " average_abund median_abund std_abund name \\\n", - "0 6.831814 6.0 5.847358 GCA_000013645 \n", - "1 23.763035 18.0 29.637611 GCA_000009705 \n", - "2 93.700242 92.0 27.877040 GCA_000196115 \n", - "3 16.304058 16.0 6.636986 GCA_000018565 \n", - "\n", - " filename md5 f_match_orig \\\n", - "0 all-gather-genomes.sbt.zip ee9cb05018009af43429e83e7d502a0a 0.977254 \n", - "1 all-gather-genomes.sbt.zip 264cfdad44548ad96c4a24b6a514a877 0.999040 \n", - "2 all-gather-genomes.sbt.zip 7141c3fbf206734950d13cadba0bf46c 0.999858 \n", - "3 all-gather-genomes.sbt.zip 5165e0f27ae96c8a78da00c2d30a8e36 0.999697 \n", - "\n", - " unique_intersect_bp gather_result_rank remaining_bp \n", - "0 9323000 0 365320000 \n", - "1 7288000 1 358032000 \n", - "2 7039000 2 350993000 \n", - "3 6604000 3 344389000 " - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sample_id = 'SRR606249'\n", - "df = pd.read_csv(f'outputs/{sample_id}.gather.csv')\n", - "\n", - "def fix_name(x):\n", - " return \"_\".join(x.split('_')[:2]).split('.')[0]\n", - "\n", - "df['name'] = df['name'].apply(fix_name)\n", - "df[:4]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Figure 1: gathergram" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pylab.figure(num=None, figsize=(8, 6))\n", - "\n", - "pylab.plot(df.index, df.intersect_bp / 1e6, 'x', label='all hashes classified to this genome')\n", - "pylab.plot(df.index, df.unique_intersect_bp / 1e6, 'o', label='hashes specific to this genome')\n", - "#pylab.plot(df.index, df.remaining_bp / 1e6, '-', label='unclassified bp remaining')\n", - "\n", - "pylab.xlabel('genome gather rank')\n", - "pylab.ylabel('num hashes (millions)')\n", - "pylab.legend(loc='upper right')\n", - "pylab.title('hu-s1 gather x genbank')\n", - "\n", - "pylab.savefig(f'/tmp/gathergram-{sample_id}.pdf')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python (myenv)", - "language": "python", - "name": "myenv" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/genome_grist/__main__.py b/genome_grist/__main__.py index 2c37be59..ab671201 100644 --- a/genome_grist/__main__.py +++ b/genome_grist/__main__.py @@ -139,8 +139,8 @@ def run(configfile, snakemake_args, no_use_conda, verbose, outdir, help): * trim_reads - do basic read trimming/adapter removal for metagenome reads * smash_reads - create sourmash signatures from metagenome reads * summarize_sample_info - build a info.yaml summary file for each metagenome - * gather_genbank - run 'sourmash gather' on metagenomes against Genbank - * download_matching_genomes - download all matching Genbank genomes + * gather_reads - run 'sourmash gather' on metagenomes against Genbank + * download_genbank_genomes - download all matching Genbank genomes * map_reads - map all metagenome reads to Genbank genomes * make_sgc_conf - make a spacegraphcats config file @@ -161,29 +161,6 @@ def run(configfile, snakemake_args, no_use_conda, verbose, outdir, help): sys.exit(ret) -# create a do subcommand that passes most of its arguments -# on to snakemake (after setting Snakefile and config) -@click.command(context_settings={"ignore_unknown_options": True}) -@click.argument("sample") -@click.option("--no-use-conda", is_flag=True, default=False) -@click.option("--verbose", is_flag=True) -@click.option("--outdir", nargs=1) -@click.argument("snakemake_args", nargs=-1) -def process(sample, snakemake_args, no_use_conda, verbose, outdir): - "execute genome-grist workflow (using snakemake underneath)" - snakemake_args = list(snakemake_args) - snakemake_args += ["--config", f"sample={sample}"] - ret = run_snakemake( - None, - snakefile_name="Snakefile", - no_use_conda=no_use_conda, - verbose=verbose, - extra_args=snakemake_args, - outdir=outdir, - ) - sys.exit(ret) - - # 'check' command @click.command() @click.argument("configfile") @@ -217,7 +194,6 @@ def info(): cli.add_command(run) -cli.add_command(process) cli.add_command(check) cli.add_command(showconf) cli.add_command(info) diff --git a/genome_grist/combine_csvs.py b/genome_grist/combine_csvs.py index 9e892672..c685b71a 100644 --- a/genome_grist/combine_csvs.py +++ b/genome_grist/combine_csvs.py @@ -11,6 +11,7 @@ def main(): p = argparse.ArgumentParser() p.add_argument('--sort-by', default=None) p.add_argument('--reverse', action='store_true') + p.add_argument('--fields', type=str) p.add_argument('csvs', nargs='+') args = p.parse_args() @@ -23,6 +24,9 @@ def main(): rows.extend(list(r)) fieldnames = r.fieldnames + if args.fields: + fieldnames = args.fields.split(',') + if args.sort_by: sort_by = args.sort_by else: @@ -37,7 +41,7 @@ def main(): for csvfile in csvs: with open(csvfile, 'rt') as fp: r = csv.DictReader(fp) - if r.fieldnames != fieldnames: + if not set(fieldnames).issubset(r.fieldnames): diff = set(r.fieldnames) ^ set(fieldnames) print(f"error! disjoint fieldnames b/t {first_csv} and {csvfile}: {str(diff)}", file=sys.stderr) sys.exit(-1) @@ -52,7 +56,10 @@ def main(): o = csv.DictWriter(sys.stdout, fieldnames) o.writeheader() for row in rows: - o.writerow(row) + subrow = {} + for field in fieldnames: + subrow[field] = row[field] + o.writerow(subrow) return 0 diff --git a/genome_grist/conf/Snakefile b/genome_grist/conf/Snakefile index a1eb53c7..da714c3d 100755 --- a/genome_grist/conf/Snakefile +++ b/genome_grist/conf/Snakefile @@ -1,10 +1,15 @@ # see README or genome_grist/__main__.py for top-level targets. import snakemake -import glob, os, csv, tempfile, shutil, sys +import os, csv, tempfile, shutil, sys -SAMPLES=config['sample'] -print(f'sample: {SAMPLES}', file=sys.stderr) -assert isinstance(SAMPLES, list), "config 'sample' must be a list." +if config.get('sample'): + print(f"ERROR: this is an old config file. Please use 'samples' instead of 'sample'.", + file=sys.stderr) + sys.exit(-1) + +SAMPLES=config['samples'] +print(f'samples: {SAMPLES}', file=sys.stderr) +assert isinstance(SAMPLES, list), "config 'samples' must be a list." fail = False for sample in SAMPLES: @@ -35,11 +40,25 @@ if not base_tempdir: ABUNDTRIM_MEMORY = float(config.get('metagenome_trim_memory', '1e9')) -sourmash_db_pattern = config.get('sourmash_database_glob_pattern', "MUST SPECIFY 'sourmash_database_glob_pattern' IN CONFIG") -SOURMASH_DB_LIST = glob.glob(sourmash_db_pattern) +GENBANK_CACHE = config.get('genbank_cache', './genbank_cache/') +GENBANK_CACHE = os.path.normpath(GENBANK_CACHE) + +### collect databases + +if config.get('sourmash_database_glob_pattern'): + print(f"ERROR: this is an old config file. Please provide a list of 'genbank_databases' instead of a 'sourmash_database_glob_pattern'", + file=sys.stderr) + sys.exit(-1) + +sourmash_databases = config.get('sourmash_databases', []) +local_databases_info = config.get('local_databases_info', []) + +SOURMASH_DB_LIST = sourmash_databases if not SOURMASH_DB_LIST: - print(f"WARNING: no sourmash databases found!? glob pattern was '{sourmash_db_pattern}'", file=sys.stderr) - SOURMASH_DB_LIST = ["DB_DOES_NOT_EXIST_BUT_IS_USED"] + print(f"ERROR: no sourmash_databases specified in config file!", + file=sys.stderr) + sys.exit(-1) + SOURMASH_DB_KSIZE = config.get('sourmash_database_ksize', ['31']) SOURMASH_DATABASE_THRESHOLD_BP = config.get('sourmash_database_threshold_bp', 1e5) @@ -51,7 +70,17 @@ assert SOURMASH_COMPUTE_TYPE in ('DNA', 'protein') PREFETCH_MEMORY = float(config.get('prefetch_memory', '100e9')) -TAXONOMY_DB = config.get('database_taxonomy', "MUST SPECIFY 'database_taxonomy' IN CONFIG") +if config.get('database_taxonomy'): + print(f"ERROR: this is an old config file. Please use 'taxonomies' instead of 'database_taxonomy'.", + file=sys.stderr) + sys.exit(-1) + +TAXONOMY_DB = config.get('taxonomies', ["NO_TAXONOMIES_SPECIFIED_IN_CONFIG"]) +if not isinstance(TAXONOMY_DB, list): + print(f"ERROR: 'taxonomies' should be a list.", file=sys.stderr) + sys.exit(-1) + +PICKLIST = config.get('picklist', '') # make a `sourmash sketch` -p param string. def make_param_str(ksizes, scaled): @@ -59,10 +88,14 @@ def make_param_str(ksizes, scaled): ks = ",".join(ks) return f"{ks},scaled={scaled},abund" -try: - os.mkdir('genbank_genomes/') -except: - pass +### + +# utility function +def load_csv(filename): + with open(filename, "r", newline="") as fp: + r = csv.DictReader(fp) + for row in r: + yield row ### @@ -91,6 +124,15 @@ rule print_rules: print("\nPlease see documentation for details.\n\n", file=sys.stderr) +@toplevel +rule clean_gather: + # the '|| true' here makes this command succeed even when dirs do not exist + # (adding -fr to rm seemed too dangerous!) + shell: """ + (rm -r {outdir}/{{gather,genomes,mapping,leftover,reports}}/ \ + {outdir}/.kernel.set || true) + """ + @toplevel rule download_reads: input: @@ -123,9 +165,9 @@ rule smash_reads: sample=SAMPLES) @toplevel -rule search_genbank: +rule prefetch_reads: input: - expand(outdir + "/genbank/{sample}.x.genbank.prefetch.csv", + expand(outdir + "/gather/{sample}.prefetch.csv", sample=SAMPLES) @toplevel @@ -134,20 +176,22 @@ rule summarize_sample_info: expand(outdir + '/{sample}.info.yaml', sample=SAMPLES) @toplevel -checkpoint gather_genbank: +checkpoint gather_reads: input: - expand(f'{outdir}/genbank/{{sample}}.x.genbank.gather.csv', + expand(f'{outdir}/gather/{{sample}}.gather.csv', sample=SAMPLES) -checkpoint gather_genbank_wc: +checkpoint gather_reads_wc: input: - gather_csv = f'{outdir}/genbank/{{sample}}.x.genbank.gather.csv' + gather_csv = f'{outdir}/gather/{{sample}}.gather.csv' output: - touch(f"{outdir}/.gather.{{sample}}") # checkpoints need an output ;) + touch(f"{outdir}/gather/.gather.{{sample}}") # checkpoints need an output ;) + +_gather_csv_cache = {} class Checkpoint_GatherResults: - """Given a pattern containing {acc} and {sample}, this class - will generate the list of {acc} for that {sample}'s gather results. + """Given a pattern containing {ident} and {sample}, this class + will generate the list of {ident} for that {sample}'s gather results. Alternatively, you can omit {sample} from the pattern and include the list of sample names in the second argument to the constructor. @@ -156,20 +200,20 @@ class Checkpoint_GatherResults: self.pattern = pattern self.samples = samples - def get_genome_accs(self, sample): - gather_csv = f'{outdir}/genbank/{sample}.x.genbank.gather.csv' + def get_genome_idents(self, sample): + gather_csv = f'{outdir}/gather/{sample}.gather.csv' assert os.path.exists(gather_csv), "gather output does not exist!?" - genome_accs = [] + genome_idents = [] with open(gather_csv, 'rt') as fp: r = csv.DictReader(fp) for row in r: - acc = row['name'].split(' ')[0] - genome_accs.append(acc) - print(f'loaded {len(genome_accs)} accessions from {gather_csv}.', + ident = row['name'].split(' ')[0] + genome_idents.append(ident) + print(f'loaded {len(genome_idents)} identifiers from {gather_csv}.', file=sys.stderr) - return genome_accs + return genome_idents def __call__(self, w): # get 'sample' from wildcards? @@ -189,16 +233,103 @@ class Checkpoint_GatherResults: return ret def do_sample(self, w): - # wait for the results of 'gather_genbank_wc'; this will trigger + # wait for the results of 'gather_reads_wc'; this will trigger + # exception until that rule has been run. + checkpoints.gather_reads_wc.get(**w) + + # parse hitlist_genomes, + genome_idents = self.get_genome_idents(w.sample) + + p = expand(self.pattern, ident=genome_idents, **w) + + return p + + +class ListGatherGenomes(Checkpoint_GatherResults): + """Provide list of the source genome files for either local or + genbank databases, depending on the source of the genome info. + + This is used to get the filenames for the various genome files; the + assumption is that snakemake already knows how to generate those :). + + Note: a key thing here is that the filenames themselves are correct, + so we are not renaming any files, merely copying them with their + existing names into the output subdirectory 'genomes/'. + """ + def __init__(self, samples=None): + self.samples = samples + + def _load_local_database_info(self): + # get list of local genomes first... + local_info = {} + for filename in local_databases_info: + for row in load_csv(filename): + ident = row['ident'] + + genome_dir = os.path.dirname(row['genome_filename']) + row['genome_filename'] = os.path.normpath(row['genome_filename']) + + genome_dir = os.path.dirname(row['genome_filename']) + info_filename = f'{ident}.info.csv' + info_filename = os.path.join(genome_dir, info_filename) + + row['info_filename'] = os.path.normpath(info_filename) + + local_info[ident] = row + + if local_info: + print(f"Loaded info on {len(local_info)} local genomes.") + return local_info + + def do_sample(self, w): + # wait for the results of 'gather_reads_wc'; this will trigger # exception until that rule has been run. - checkpoints.gather_genbank_wc.get(**w) + checkpoints.gather_reads_wc.get(**w) + + sample = w.sample + + local_info = self._load_local_database_info() + genome_filenames = [] + + gather_csv = f'{outdir}/gather/{sample}.gather.csv' + assert os.path.exists(gather_csv), f"gather output does not exist for {sample}!?" + + for row in load_csv(gather_csv): + ident = row['name'].split(' ')[0] + + # if in local information, use that as genome source. + if ident in local_info: + info = local_info[ident] + genome_filenames.append(info['genome_filename']) + genome_filenames.append(info['info_filename']) + + # genbank: point at genbank_genomes + else: + genome_filenames.append(f'{GENBANK_CACHE}/{ident}_genomic.fna.gz') + genome_filenames.append(f'{GENBANK_CACHE}/{ident}.info.csv') + + return genome_filenames + +class Checkpoint_GenomeFiles(Checkpoint_GatherResults): + def do_sample(self, w): + checkpoints.copy_sample_genomes_to_output_wc.get(**w) # parse hitlist_genomes, - genome_accs = self.get_genome_accs(w.sample) + genome_idents = self.get_genome_idents(w.sample) + + if 'ident' in dict(w): + p = expand(self.pattern, **w) + else: + p = expand(self.pattern, ident=genome_idents, **w) - p = expand(self.pattern, acc=genome_accs, **w) return p + +@toplevel +rule gather_to_tax: + input: + expand(f'{outdir}/gather/{{sample}}.gather.with-lineages.csv', + sample=SAMPLES) @toplevel rule summarize_gather: input: @@ -210,32 +341,37 @@ rule summarize_tax: input: expand(f'{outdir}/reports/report-taxonomy-{{sample}}.html', sample=SAMPLES), - expand(f'{outdir}/gathertax/{{sample}}.x.genbank.gather.with-lineages.csv', + expand(f'{outdir}/gather/{{sample}}.gather.with-lineages.csv', sample=SAMPLES) @toplevel -rule download_matching_genomes_info: +rule combine_genome_info: input: - expand(f"{outdir}/genbank/{{sample}}.genomes.info.csv", + expand(f"{outdir}/gather/{{sample}}.genomes.info.csv", sample=SAMPLES) @toplevel -rule download_matching_genomes: +rule download_genbank_genomes: input: - Checkpoint_GatherResults("genbank_genomes/{acc}_genomic.fna.gz", + Checkpoint_GatherResults(f"{GENBANK_CACHE}/{{ident}}_genomic.fna.gz", samples=SAMPLES) +@toplevel +rule retrieve_genomes: + input: + expand(f"{outdir}/genomes/.genomes.{{sample}}", sample=SAMPLES) + @toplevel rule map_reads: input: - expand(f"{outdir}/minimap/{{sample}}.summary.csv", sample=SAMPLES), + expand(f"{outdir}/mapping/{{sample}}.summary.csv", sample=SAMPLES), expand(f"{outdir}/leftover/{{sample}}.summary.csv", sample=SAMPLES) @toplevel rule build_consensus: input: - Checkpoint_GatherResults(outdir + f"/minimap/{{sample}}.x.{{acc}}.consensus.fa.gz"), - Checkpoint_GatherResults(outdir + f"/leftover/{{sample}}.x.{{acc}}.consensus.fa.gz"), + Checkpoint_GatherResults(outdir + f"/mapping/{{sample}}.x.{{ident}}.consensus.fa.gz"), + Checkpoint_GatherResults(outdir + f"/leftover/{{sample}}.x.{{ident}}.consensus.fa.gz"), @toplevel rule summarize_mapping: @@ -270,8 +406,8 @@ rule zip: shell: """ rm -f transfer.zip zip -r transfer.zip {outdir}/leftover/*.summary.csv \ - {outdir}/minimap/*.summary.csv {outdir}/*.yaml \ - {outdir}/genbank/*.csv {outdir}/gathertax/ {outdir}/reports/ + {outdir}/mapping/*.summary.csv {outdir}/*.yaml \ + {outdir}/gather/*.csv {outdir}/reports/ """ @@ -447,10 +583,10 @@ rule count_trimmed_reads_wc: # map abundtrim reads and produce a bam rule minimap_wc: input: - query = ancient("genbank_genomes/{acc}_genomic.fna.gz"), + query = Checkpoint_GenomeFiles(f"{outdir}/genomes/{{ident}}_genomic.fna.gz"), metagenome = outdir + "/abundtrim/{sample}.abundtrim.fq.gz", output: - bam = outdir + "/minimap/{sample}.x.{acc}.bam", + bam = outdir + "/mapping/{sample}.x.{ident}.bam", conda: "env/minimap2.yml" threads: 4 shell: """ @@ -461,9 +597,9 @@ rule minimap_wc: # extract FASTQ from BAM rule bam_to_fastq_wc: input: - bam = outdir + "/minimap/{bam}.bam", + bam = outdir + "/mapping/{bam}.bam", output: - mapped = outdir + "/minimap/{bam}.mapped.fq.gz", + mapped = outdir + "/mapping/{bam}.mapped.fq.gz", conda: "env/minimap2.yml" shell: """ samtools bam2fq {input.bam} | gzip > {output.mapped} @@ -495,12 +631,12 @@ rule bam_covered_regions_wc: # calculating SNPs/etc. rule mpileup_wc: input: - query = ancient("genbank_genomes/{acc}_genomic.fna.gz"), - bam = outdir + "/{dir}/{sample}.x.{acc}.bam", + query = Checkpoint_GenomeFiles(f"{outdir}/genomes/{{ident}}_genomic.fna.gz"), + bam = outdir + "/{dir}/{sample}.x.{ident}.bam", output: - bcf = outdir + "/{dir}/{sample}.x.{acc}.bcf", - vcf = outdir + "/{dir}/{sample}.x.{acc}.vcf.gz", - vcfi = outdir + "/{dir}/{sample}.x.{acc}.vcf.gz.csi", + bcf = outdir + "/{dir}/{sample}.x.{ident}.bcf", + vcf = outdir + "/{dir}/{sample}.x.{ident}.vcf.gz", + vcfi = outdir + "/{dir}/{sample}.x.{ident}.vcf.gz.csi", conda: "env/bcftools.yml" shell: """ genomefile=$(mktemp -t grist.genome.XXXXXXX) @@ -514,13 +650,13 @@ rule mpileup_wc: # build new consensus rule build_new_consensus_wc: input: - vcf = outdir + "/{dir}/{sample}.x.{acc}.vcf.gz", - query = ancient("genbank_genomes/{acc}_genomic.fna.gz"), - regions = outdir + "/{dir}/{sample}.x.{acc}.regions.bed", + vcf = outdir + "/{dir}/{sample}.x.{ident}.vcf.gz", + query = Checkpoint_GenomeFiles(f"{outdir}/genomes/{{ident}}_genomic.fna.gz"), + regions = outdir + "/{dir}/{sample}.x.{ident}.regions.bed", output: - mask = outdir + "/{dir}/{sample}.x.{acc}.mask.bed", - genomefile = outdir + "/{dir}/{sample}.x.{acc}.fna.gz.sizes", - consensus = outdir + "/{dir}/{sample}.x.{acc}.consensus.fa.gz", + mask = outdir + "/{dir}/{sample}.x.{ident}.mask.bed", + genomefile = outdir + "/{dir}/{sample}.x.{ident}.fna.gz.sizes", + consensus = outdir + "/{dir}/{sample}.x.{ident}.consensus.fa.gz", conda: "env/bcftools.yml" shell: """ genomefile=$(mktemp -t grist.genome.XXXXXXX) @@ -536,7 +672,7 @@ rule build_new_consensus_wc: # summarize depth into a CSV rule summarize_samtools_depth_wc: input: - Checkpoint_GatherResults(outdir + f"/{{dir}}/{{sample}}.x.{{acc}}.depth.txt") + Checkpoint_GatherResults(outdir + f"/{{dir}}/{{sample}}.x.{{ident}}.depth.txt") output: csv = f"{outdir}/{{dir}}/{{sample}}.summary.csv" shell: """ @@ -579,8 +715,8 @@ rule set_kernel: rule make_gather_notebook_wc: input: nb = srcdir('../notebooks/report-gather.ipynb'), - gather_csv = f'{outdir}/genbank/{{sample}}.x.genbank.gather.csv', - genomes_info_csv = ancient(f"{outdir}/genbank/{{sample}}.genomes.info.csv"), + gather_csv = f'{outdir}/gather/{{sample}}.gather.csv', + genomes_info_csv = ancient(f"{outdir}/gather/{{sample}}.genomes.info.csv"), kernel_set = rules.set_kernel.output, output: nb = outdir + f'/reports/report-gather-{{sample}}.ipynb', @@ -603,7 +739,7 @@ rule make_gather_notebook_wc: rule make_taxonomy_notebook_wc: input: nb = srcdir('../notebooks/report-taxonomy.ipynb'), - taxcsv = ancient(f'{outdir}/gathertax/{{sample}}.x.genbank.gather.with-lineages.csv'), + taxcsv = ancient(f'{outdir}/gather/{{sample}}.gather.with-lineages.csv'), kernel_set = rules.set_kernel.output, output: nb = outdir + f'/reports/report-taxonomy-{{sample}}.ipynb', @@ -626,10 +762,10 @@ rule make_taxonomy_notebook_wc: rule make_mapping_notebook_wc: input: nb = srcdir('../notebooks/report-mapping.ipynb'), - all_csv = ancient(f"{outdir}/minimap/{{sample}}.summary.csv"), + all_csv = ancient(f"{outdir}/mapping/{{sample}}.summary.csv"), depth_csv = ancient(f"{outdir}/leftover/{{sample}}.summary.csv"), - gather_csv = f'{outdir}/genbank/{{sample}}.x.genbank.gather.csv', - genomes_info_csv = ancient(f"{outdir}/genbank/{{sample}}.genomes.info.csv"), + gather_csv = f'{outdir}/gather/{{sample}}.gather.csv', + genomes_info_csv = ancient(f"{outdir}/gather/{{sample}}.genomes.info.csv"), kernel_set = rules.set_kernel.output, output: nb = outdir + f'/reports/report-mapping-{{sample}}.ipynb', @@ -647,13 +783,12 @@ rule make_mapping_notebook_wc: """ # convert mapped reads to leftover reads -# @CTB update for intersected/overlapping reads too rule extract_leftover_reads_wc: input: - csv = f'{outdir}/genbank/{{sample}}.x.genbank.gather.csv', - mapped = Checkpoint_GatherResults(f"{outdir}/minimap/{{sample}}.x.{{acc}}.mapped.fq.gz"), + csv = f'{outdir}/gather/{{sample}}.gather.csv', + mapped = Checkpoint_GatherResults(f"{outdir}/mapping/{{sample}}.x.{{ident}}.mapped.fq.gz"), output: - touch(f"{outdir}/.leftover-reads.{{sample}}") + touch(f"{outdir}/leftover/.leftover.{{sample}}") conda: "env/sourmash.yml" params: outdir = outdir, @@ -665,21 +800,21 @@ rule extract_leftover_reads_wc: # rule for mapping leftover reads to genomes -> BAM rule map_leftover_reads_wc: input: - all_csv = f"{outdir}/minimap/{{sample}}.summary.csv", - query = ancient(f"genbank_genomes/{{acc}}_genomic.fna.gz"), - leftover_reads_flag = f"{outdir}/.leftover-reads.{{sample}}", + all_csv = f"{outdir}/mapping/{{sample}}.summary.csv", + query = Checkpoint_GenomeFiles(f"{outdir}/genomes/{{ident}}_genomic.fna.gz"), + leftover_reads_flag = f"{outdir}/leftover/.leftover.{{sample}}", output: - bam=outdir + "/leftover/{sample}.x.{acc}.bam", + bam=outdir + "/leftover/{sample}.x.{ident}.bam", conda: "env/minimap2.yml" threads: 4 shell: """ minimap2 -ax sr -t {threads} {input.query} \ - {outdir}/minimap/{wildcards.sample}.x.{wildcards.acc}.leftover.fq.gz | \ + {outdir}/mapping/{wildcards.sample}.x.{wildcards.ident}.leftover.fq.gz | \ samtools view -b -F 4 - | samtools sort - > {output.bam} """ # run sourmash search x genbank and find anything matching. -rule sourmash_prefetch_gather_wc: +rule sourmash_prefetch_wc: message: """ Find all potentially relevant database matches for {wildcards.sample} """ @@ -687,9 +822,9 @@ rule sourmash_prefetch_gather_wc: sig = outdir + "/sigs/{sample}.abundtrim.sig", db = SOURMASH_DB_LIST, output: - csv = outdir + "/genbank/{sample}.x.genbank.prefetch.csv", - known = outdir + "/genbank/{sample}.x.genbank.known.sig", - unknown = outdir + "/genbank/{sample}.x.genbank.unknown.sig", + csv = outdir + "/gather/{sample}.prefetch.csv", + known = outdir + "/gather/{sample}.known.sig", + unknown = outdir + "/gather/{sample}.unknown.sig", resources: mem_mb=int(PREFETCH_MEMORY / 1e3) conda: "env/sourmash.yml" @@ -697,26 +832,27 @@ rule sourmash_prefetch_gather_wc: ksize = SOURMASH_DB_KSIZE, moltype = f"--{SOURMASH_COMPUTE_TYPE.lower()}", threshold_bp = SOURMASH_DATABASE_THRESHOLD_BP, + picklist = f"--picklist {PICKLIST}" if PICKLIST else "" shell: """ echo "DB is {input.db}" sourmash prefetch {input.sig} {input.db} -k {params.ksize} \ --threshold-bp={params.threshold_bp} {params.moltype} \ --save-matching-hashes={output.known} \ --save-unmatched-hashes={output.unknown} \ - -o {output.csv} + {params.picklist} -o {output.csv} """ -# run sourmash search x genbank and find anything matching. +# report on known and unknown hashes rule report_query_known_unknown_wc: message: """ Report on "known" and "unknown" hashes for {wildcards.sample} """ input: query = outdir + "/sigs/{sample}.abundtrim.sig", - known = outdir + "/genbank/{sample}.x.genbank.known.sig", - unknown = outdir + "/genbank/{sample}.x.genbank.unknown.sig", + known = outdir + "/gather/{sample}.known.sig", + unknown = outdir + "/gather/{sample}.unknown.sig", output: - report = outdir + "/genbank/{sample}.x.genbank.prefetch.report.txt", + report = outdir + "/gather/{sample}.prefetch.report.txt", conda: "env/sourmash.yml" params: ksize = SOURMASH_DB_KSIZE, @@ -733,13 +869,13 @@ rule sourmash_gather_wc: Run gather for {wildcards.sample} """ input: - known = outdir + "/genbank/{sample}.x.genbank.known.sig", - picklist = outdir + "/genbank/{sample}.x.genbank.prefetch.csv", + known = outdir + "/gather/{sample}.known.sig", + picklist = outdir + "/gather/{sample}.prefetch.csv", db = SOURMASH_DB_LIST, output: - csv = outdir + "/genbank/{sample}.x.genbank.gather.csv", - matches = outdir + "/genbank/{sample}.x.genbank.matches.sig", - out = outdir + "/genbank/{sample}.x.genbank.gather.out", + csv = outdir + "/gather/{sample}.gather.csv", + matches = outdir + "/gather/{sample}.matches.sig", + out = outdir + "/gather/{sample}.gather.out", conda: "env/sourmash.yml" params: threshold_bp = SOURMASH_DATABASE_THRESHOLD_BP, @@ -753,13 +889,13 @@ rule sourmash_gather_wc: # run sourmash tax annotate on the gather results rule summarize_tax_wc: input: - gather_csv = f"{outdir}/genbank/{{sample}}.x.genbank.gather.csv", + gather_csv = f"{outdir}/gather/{{sample}}.gather.csv", tax_csv = TAXONOMY_DB, output: - f"{outdir}/gathertax/{{sample}}.x.genbank.gather.with-lineages.csv", + f"{outdir}/gather/{{sample}}.gather.with-lineages.csv", conda: "env/sourmash.yml" params: - o_param = f"{outdir}/gathertax/" + o_param = f"{outdir}/gather/" shell: """ sourmash tax annotate -g {input.gather_csv} -t {input.tax_csv} \ -o {params.o_param} --fail-on-missing-taxonomy @@ -767,42 +903,58 @@ rule summarize_tax_wc: # download genbank genome details; make an info.csv file for entry. -rule make_genome_info_csv: +rule make_genbank_info_csv: output: - csvfile = 'genbank_genomes/{acc}.info.csv' + csvfile = f'{GENBANK_CACHE}/{{ident}}.info.csv' shell: """ - python -Werror -m genome_grist.genbank_genomes {wildcards.acc} \ + python -Werror -m genome_grist.genbank_genomes {wildcards.ident} \ --output {output.csvfile} """ -# combined info.csv -rule make_combined_info_csv: +# copy genbank + local genomes for this sample into output dir +checkpoint copy_sample_genomes_to_output_wc: + input: + # note: a key thing here is that the filenames themselves are correct, + # so we are simply copying from (multiple) directories into one. + # this is why the genome filenames need to be {acc}_genomic.fna.gz. + genomes = ListGatherGenomes(), + output: + touch(f"{outdir}/genomes/.genomes.{{sample}}") + shell: """ + mkdir -p {outdir}/genomes/ + cp {input} {outdir}/genomes/ + """ + +# combined info.csv per sample +rule make_combined_info_csv_wc: input: - Checkpoint_GatherResults('genbank_genomes/{acc}.info.csv') + csvs = Checkpoint_GenomeFiles(f'{outdir}/genomes/{{ident}}.info.csv'), output: - genomes_info_csv = f"{outdir}/genbank/{{sample}}.genomes.info.csv", + genomes_info_csv = f"{outdir}/gather/{{sample}}.genomes.info.csv", shell: """ - python -Werror -m genome_grist.combine_csvs {input} > {output} + python -Werror -m genome_grist.combine_csvs \ + --fields ident,display_name \ + {input.csvs} > {output} """ -# download actual genomes! +# download actual genomes from genbank! rule download_matching_genome_wc: input: - csvfile = ancient('genbank_genomes/{acc}.info.csv') + csvfile = ancient(f'{GENBANK_CACHE}/{{ident}}.info.csv') output: - genome = "genbank_genomes/{acc}_genomic.fna.gz" + genome = f"{GENBANK_CACHE}/{{ident}}_genomic.fna.gz" run: with open(input.csvfile, 'rt') as infp: r = csv.DictReader(infp) rows = list(r) assert len(rows) == 1 row = rows[0] - acc = row['acc'] - assert wildcards.acc.startswith(acc) + ident = row['ident'] + assert wildcards.ident.startswith(ident) url = row['genome_url'] - name = row['ncbi_tax_name'] + name = row['display_name'] - print(f"downloading genome for acc {acc}/{name} from NCBI...", + print(f"downloading genome for ident {ident}/{name} from NCBI...", file=sys.stderr) with open(output.genome, 'wb') as outfp: with urllib.request.urlopen(url) as response: @@ -811,13 +963,12 @@ rule download_matching_genome_wc: print(f"...wrote {len(content)} bytes to {output.genome}", file=sys.stderr) - # summarize_reads_info rule summarize_reads_info_wc: input: kmers = outdir + "/abundtrim/{sample}.abundtrim.fq.gz.kmer-report.txt", reads = outdir + "/abundtrim/{sample}.abundtrim.fq.gz.reads-report.txt", - gather_report = outdir + "/genbank/{sample}.x.genbank.prefetch.report.txt", + gather_report = outdir + "/gather/{sample}.prefetch.report.txt", output: outdir + '/{sample}.info.yaml', run: @@ -850,8 +1001,8 @@ rule summarize_reads_info_wc: # create a spacegraphcats config file rule create_sgc_conf_wc: input: - csv = outdir + "/genbank/{sample}.x.genbank.gather.csv", - queries = Checkpoint_GatherResults("genbank_genomes/{acc}_genomic.fna.gz") + csv = outdir + "/gather/{sample}.gather.csv", + queries = Checkpoint_GenomeFiles(f"{outdir}/genomes/{{ident}}_genomic.fna.gz") output: conf = outdir + "/sgc/{sample}.conf" run: diff --git a/genome_grist/conf/defaults.conf b/genome_grist/conf/defaults.conf index 2c330d65..395006a0 100644 --- a/genome_grist/conf/defaults.conf +++ b/genome_grist/conf/defaults.conf @@ -8,3 +8,6 @@ sourmash_scaled: 1000 # by default, leave stuff in /tmp tempdir: - /tmp + +# cache genbank genome info in ./genbank_cache/ by default +genbank_cache: ./genbank_cache/ diff --git a/genome_grist/conf/system.conf b/genome_grist/conf/system.conf index 6dce1fe3..aae25173 100644 --- a/genome_grist/conf/system.conf +++ b/genome_grist/conf/system.conf @@ -1,5 +1,16 @@ -sourmash_database_glob_pattern: /home/irber/sourmash_databases/outputs/sbt/genbank-*x1e5*k31* +# system config for UC Davis / dib-lab / farm set up :) + +genbank_databases: +- /group/ctbrowngrp/genbank/genbank-2020.07-archaea-k31.zip +- /group/ctbrowngrp/genbank/genbank-2020.07-bacteria-k31.zip +- /group/ctbrowngrp/genbank/genbank-2020.07-fungi-k31.zip +- /group/ctbrowngrp/genbank/genbank-2020.07-protozoa-k31.zip +- /group/ctbrowngrp/genbank/genbank-2020.07-viral-k31.zip +taxonomies: +- /group/ctbrowngrp/genbank/all_genbank_lineages.20200727.csv + sourmash_database_ksize: 31 + tempdir: - /scratch -- /tmp \ No newline at end of file +- /tmp diff --git a/genome_grist/copy_local_genomes.py b/genome_grist/copy_local_genomes.py new file mode 100644 index 00000000..cc1fa72c --- /dev/null +++ b/genome_grist/copy_local_genomes.py @@ -0,0 +1,64 @@ +#! /usr/bin/env python +""" +Copy private genomes into a new directory, properly named; create a summary +CSV for genome-grist. +""" +import sys +import argparse +import screed +import csv +import os +import shutil + + +def main(): + p = argparse.ArgumentParser() + p.add_argument('genome_files', nargs='+') + p.add_argument('-o', '--output-csv', required=True) + p.add_argument('-d', '--output-directory', required=True) + args = p.parse_args() + + output_fp = open(args.output_csv, 'wt') + w = csv.DictWriter(output_fp, fieldnames=['ident', + 'display_name', + 'genome_filename']) + w.writeheader() + + try: + os.mkdir(args.output_directory) + print(f"Created genome directory '{args.output_directory}'") + except FileExistsError: + print(f"Genome directory '{args.output_directory}' already exists.") + + print(f"Copying genomes into '{args.output_directory}'") + + n = 0 + for filename in args.genome_files: + print(f"---") + print(f"processing genome '{filename}'") + + for record in screed.open(filename): + record_name = record.name + break + + record_name = record_name.split(' ', 1) + ident, remainder = record_name + + print(f"read identifer '{ident}' and name '{remainder}'") + + destfile = os.path.join(args.output_directory, f"{ident}_genomic.fna.gz") + print(f"copying '{filename}' to '{destfile}'") + shutil.copyfile(filename, destfile) + + w.writerow(dict(ident=ident, display_name=remainder, + genome_filename=destfile)) + n += 1 + + output_fp.close() + print('---') + print(f"wrote {n} genome entries to '{args.output_csv}'") + + return 0 + +if __name__ == '__main__': + sys.exit(main()) diff --git a/genome_grist/genbank_genomes.py b/genome_grist/genbank_genomes.py index 29ee5f20..fcc71759 100755 --- a/genome_grist/genbank_genomes.py +++ b/genome_grist/genbank_genomes.py @@ -1,7 +1,6 @@ #! /usr/bin/env python """ -TODO: -* only get filenames for accs that are not already in output +Retrieve genome information for genbank genomes. """ import sys import argparse @@ -12,7 +11,10 @@ def url_for_accession(accession): - db, acc = accession.strip().split("_") + accsplit = accession.strip().split("_") + assert len(accsplit) == 2, f"ERROR: '{accession}' should have precisely one underscore!" + + db, acc = accsplit if '.' in acc: number, version = acc.split(".") else: @@ -94,7 +96,7 @@ def main(): p.add_argument("-o", "--output") args = p.parse_args() - fieldnames = ["acc", "genome_url", "assembly_report_url", "ncbi_tax_name"] + fieldnames = ["ident", "genome_url", "assembly_report_url", "display_name"] fp = None if args.output: fp = open(args.output, "wt") @@ -103,21 +105,21 @@ def main(): w = csv.DictWriter(sys.stdout, fieldnames=fieldnames) w.writeheader() - acc = args.accession + ident = args.accession - genome_url, assembly_report_url = url_for_accession(acc) + genome_url, assembly_report_url = url_for_accession(ident) taxid = get_taxid_from_assembly_report(assembly_report_url) tax_name = get_tax_name_for_taxid(taxid) d = dict( - acc=acc, + ident=ident, genome_url=genome_url, assembly_report_url=assembly_report_url, - ncbi_tax_name=tax_name, + display_name=tax_name, ) w.writerow(d) - print(f"retrieved for {acc} - {tax_name}", file=sys.stderr) + print(f"retrieved for {ident} - {tax_name}", file=sys.stderr) if fp: fp.close() diff --git a/genome_grist/make_info_file.py b/genome_grist/make_info_file.py new file mode 100644 index 00000000..0c0d7ea3 --- /dev/null +++ b/genome_grist/make_info_file.py @@ -0,0 +1,49 @@ +#! /usr/bin/env python +""" +Scan a list of genome files and create individual "info file" CSVs +for genome-grist to use for private genomes. +""" +import sys +import argparse +import screed +import csv +import os +import shutil + + +def main(): + p = argparse.ArgumentParser() + p.add_argument('info_csv') + args = p.parse_args() + + info_d = {} + with open(args.info_csv, 'r', newline="") as fp: + r = csv.DictReader(fp) + for row in r: + ident = row['ident'] + info_d[ident] = row + + print(f"loaded {len(info_d)} info files from '{args.info_csv}'") + + n = 0 + for ident, item_d in info_d.items(): + # write .info.csv. + dirname = os.path.dirname(item_d['genome_filename']) + info_filename = os.path.join(dirname, f"{ident}.info.csv") + name = item_d['display_name'] + + with open(info_filename, 'wt') as fp: + w2 = csv.DictWriter(fp, fieldnames=['ident', + 'display_name']) + w2.writeheader() + w2.writerow(dict(ident=ident, display_name=name)) + print(f"Created info CSV '{info_filename}'") + + n += 1 + + print(f"wrote {n} info files.") + + return 0 + +if __name__ == '__main__': + sys.exit(main()) diff --git a/genome_grist/notebooks/report-gather.ipynb b/genome_grist/notebooks/report-gather.ipynb index 43144ac6..877fae8c 100644 --- a/genome_grist/notebooks/report-gather.ipynb +++ b/genome_grist/notebooks/report-gather.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "metadata": { "tags": [ "parameters" @@ -23,25 +23,25 @@ }, "outputs": [], "source": [ - "sample_id='SRR5950647'\n", - "outdir = 'outputs.test.HSMA33MX'\n" + "sample_id='podar'\n", + "outdir = 'outputs.private'\n" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ - "# genome-grist gathergram for metagenome `SRR5950647`" + "# genome-grist gathergram for metagenome `podar`" ], "text/plain": [ "" ] }, - "execution_count": 11, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -61,50 +61,38 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "reading from ../../outputs.test.HSMA33MX/genbank/SRR5950647.genomes.info.csv\n" + "reading from ../../outputs.private/gather/podar.genomes.info.csv\n" ] } ], "source": [ "# load gather CSV\n", - "gather_df = pd.read_csv(f'../../{outdir}/genbank/{sample_id}.x.genbank.gather.csv')\n", + "gather_df = pd.read_csv(f'../../{outdir}/gather/{sample_id}.gather.csv')\n", "\n", "# names!\n", - "print(f'reading from ../../{outdir}/genbank/{sample_id}.genomes.info.csv')\n", - "names_df = pd.read_csv(f'../../{outdir}/genbank/{sample_id}.genomes.info.csv')\n", + "print(f'reading from ../../{outdir}/gather/{sample_id}.genomes.info.csv')\n", + "names_df = pd.read_csv(f'../../{outdir}/gather/{sample_id}.genomes.info.csv')\n", "\n", "# connect gather_df to all_df and left_df using 'genome_id'\n", "def fix_name(x):\n", " return \"_\".join(x.split('_')[:2]).split('.')[0]\n", "\n", "gather_df['genome_id'] = gather_df['name'].apply(fix_name)\n", - "names_df['genome_id'] = names_df['acc'].apply(fix_name)" + "names_df['genome_id'] = names_df['ident'].apply(fix_name)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": {}, - "outputs": [ - { - "ename": "AssertionError", - "evalue": "(Empty DataFrame\nColumns: [acc, genome_url, assembly_report_url, ncbi_tax_name, genome_id]\nIndex: [], intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n0 451000 0.558168 0.087302 0.558168 0.558168 \n1 357000 0.441832 0.095994 0.441832 0.441832 \n\n average_abund median_abund std_abund \\\n0 1.0 1.0 0.0 \n1 1.0 1.0 0.0 \n\n name \\\n0 GCA_001881345.1 Escherichia coli strain=SF-596... \n1 GCA_009494275.1 Prevotella copri strain=iAK121... \n\n filename \\\n0 outputs.test.HSMA33MX/genbank/SRR5950647.x.gen... \n1 outputs.test.HSMA33MX/genbank/SRR5950647.x.gen... \n\n md5 f_match_orig unique_intersect_bp \\\n0 683df1ec13872b4b98d59e98b355b52c 0.087302 451000 \n1 06cd82b5d11fdd59816052cc8bea4883 0.095994 357000 \n\n gather_result_rank remaining_bp query_filename query_name query_md5 \\\n0 0 357000 NaN NaN 46f15e8f \n1 1 0 NaN NaN 46f15e8f \n\n query_bp genome_id \n0 808000 GCA_001881345 \n1 808000 GCA_009494275 )", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAssertionError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mnames_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnames_df\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0;32massert\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnames_df\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgather_df\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnames_df\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgather_df\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mAssertionError\u001b[0m: (Empty DataFrame\nColumns: [acc, genome_url, assembly_report_url, ncbi_tax_name, genome_id]\nIndex: [], intersect_bp f_orig_query f_match f_unique_to_query f_unique_weighted \\\n0 451000 0.558168 0.087302 0.558168 0.558168 \n1 357000 0.441832 0.095994 0.441832 0.441832 \n\n average_abund median_abund std_abund \\\n0 1.0 1.0 0.0 \n1 1.0 1.0 0.0 \n\n name \\\n0 GCA_001881345.1 Escherichia coli strain=SF-596... \n1 GCA_009494275.1 Prevotella copri strain=iAK121... \n\n filename \\\n0 outputs.test.HSMA33MX/genbank/SRR5950647.x.gen... \n1 outputs.test.HSMA33MX/genbank/SRR5950647.x.gen... \n\n md5 f_match_orig unique_intersect_bp \\\n0 683df1ec13872b4b98d59e98b355b52c 0.087302 451000 \n1 06cd82b5d11fdd59816052cc8bea4883 0.095994 357000 \n\n gather_result_rank remaining_bp query_filename query_name query_md5 \\\n0 0 357000 NaN NaN 46f15e8f \n1 1 0 NaN NaN 46f15e8f \n\n query_bp genome_id \n0 808000 GCA_001881345 \n1 808000 GCA_009494275 )" - ] - } - ], + "outputs": [], "source": [ "# CTB bug FIXME - should this ever happen??\n", "# this ensures that only rows that share genome_id are in all the dataframes\n", @@ -147,7 +135,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -174,7 +162,7 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ "
" ] @@ -192,7 +180,7 @@ "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", "\n", "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", + "labels = list(reversed(names_df.display_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "pylab.xlabel('number (millions)')\n", diff --git a/genome_grist/notebooks/report-mapping.ipynb b/genome_grist/notebooks/report-mapping.ipynb index 81978d50..2818deff 100644 --- a/genome_grist/notebooks/report-mapping.ipynb +++ b/genome_grist/notebooks/report-mapping.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 19, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 2, "metadata": { "tags": [ "parameters" @@ -21,27 +21,27 @@ }, "outputs": [], "source": [ - "sample_id='SRR606249'\n", + "sample_id='podar'\n", "#sample_id = 'p8808mo9'\n", "#sample_id = 'p8808mo11'\n", - "outdir = 'outputs.paper'\n" + "outdir = 'outputs.private'\n" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ - "# genome-grist report for metagenome `SRR606249`" + "# genome-grist report for metagenome `podar`" ], "text/plain": [ "" ] }, - "execution_count": 21, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -61,32 +61,32 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "\n", "# load mapping CSVs\n", - "all_df = pd.read_csv(f'../../{outdir}/minimap/{sample_id}.summary.csv')\n", + "all_df = pd.read_csv(f'../../{outdir}/mapping/{sample_id}.summary.csv')\n", "left_df = pd.read_csv(f'../../{outdir}/leftover/{sample_id}.summary.csv')\n", "\n", "# load gather CSV\n", - "gather_df = pd.read_csv(f'../../{outdir}/genbank/{sample_id}.x.genbank.gather.csv')\n", + "gather_df = pd.read_csv(f'../../{outdir}/gather/{sample_id}.gather.csv')\n", "\n", "# names!\n", - "names_df = pd.read_csv(f'../../{outdir}/genbank/{sample_id}.genomes.info.csv')\n", + "names_df = pd.read_csv(f'../../{outdir}/gather/{sample_id}.genomes.info.csv')\n", "\n", "# connect gather_df to all_df and left_df using 'genome_id'\n", "def fix_name(x):\n", " return \"_\".join(x.split('_')[:2]).split('.')[0]\n", "\n", "gather_df['genome_id'] = gather_df['name'].apply(fix_name)\n", - "names_df['genome_id'] = names_df['acc'].apply(fix_name)" + "names_df['genome_id'] = names_df['ident'].apply(fix_name)" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -115,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -141,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -150,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -159,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -182,22 +182,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 28, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -229,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -238,13 +238,13 @@ "Text(0, 0.5, 'f_unique_to_query, as %')" ] }, - "execution_count": 29, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -275,22 +275,22 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'SRR606249: gather remaining hashes vs remaining bp')" + "Text(0.5, 1.0, 'podar: gather remaining hashes vs remaining bp')" ] }, - "execution_count": 30, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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506ZN9OvXj5YtW/L3v/8d8C5YWrVqxZAhQ2jfvj3XXHMN6enpJ/AJFJ9j6vVtZk2ATsCveTY1ADaFLCf56/Jb362AYw/FK43TuHHjY8mWiMgp9ff/LWHpln1Fesw2p1XlsSvOKnD7U089xeLFi5k/fz4An332GfPnz2fBggXs2rWLLl26cN555/HUU0/x3HPP8dVXXwGQnp7O999/T/ny5Vm1ahWDBg0qdIjmBQsWsGzZMmrWrEmzZs244447mDVrFi+99BKvvPIKL774Ir169WLmzJmYGW+99RbPPPMM//73vwFYuHAhM2fOJC0tjU6dOtG/f38AZs2axdKlSzn99NPp168fn3/+Ob179+bJJ5/khx9+oFKlSjz99NM8//zz/PnPf+bOO+/kp59+onnz5vz2t78tML+zZs1i8eLFVKxYkS5dutC/f3/i4+NZsWIFb7/9Nj179uS2227j9ddf58EHHzyWj6VECLszmZlVBj4D/s85l/cbml/ruDvK+iNXOjfCOZfgnEuoXTvfcclFRMQ3ffp0Bg0aRHR0NHXr1uX8889n9uzZR6TLzs7mzjvvpF27dlx77bUsXbq00GN36dKF+vXrU65cOc444wz69u0LQLt27Vi/fj3g3a52ySWX0K5dO5599lmWLFlycP8BAwZQoUIF4uPj6dOnD7NmzQKga9euNGvWjOjoaAYNGsT06dOZOXMmS5cupWfPnnTs2JHRo0ezYcMGli9fTtOmTWnRogVmxuDBgwvM78UXX0ytWrWoUKECv/nNb5g+fToAjRo1omfPngAMHjz44PoT4Zxjf0Y2WYHgCR8rXGGVqM0sFi9If+Ccy6/+IQloFLLcENgCxBWwXkSk1DpayfdUcS7fMs8RXnjhBerWrcuCBQsIBoOUL1++0H3KlSt38HlUVNTB5aioKAKBAAD33Xcff/rTn7jyyiuZPHkyw4cPP7hP3p7Nucv5rXfOcfHFF/PRRx8dtm3+/Plh95A+ltc7Hs450rJySEnPIuVAgEAwSN2q5albtfBzWRTC6fVtwNvAMufc8wUkGw/c7Pf+7g6kOOe2ArOBFmbW1MzigOv9tCIicgyqVKnC/v37Dy6fd955fPLJJ+Tk5LBz506mTp1K165dj0iXkpJC/fr1iYqK4r333iMnJ6dI8pOSkkKDBl53pdGjRx+27csvvyQjI4Pdu3czefJkunTpAnhV1OvWrSMYDPLJJ5/Qq1cvunfvzs8//8zq1asBr6p+5cqVtGrVinXr1h1sE88byEN9//337NmzhwMHDjBu3LiDpeiNGzfyyy+/HNy/V69eYb8/5xxpmQG2JB9g+bb9rN2Zyt70bCqVi6ZZNaO2JUNWWtjHOxHhVH33BG4CLjCz+f7jMjO7y8zu8tNMANYCq4H/AvcAOOcCwL3Ad3id0MY455Yc8QoiInJUtWrVomfPnrRt25aHHnqIgQMH0r59ezp06MAFF1zAM888Q7169Wjfvj0xMTF06NCBF154gXvuuYfRo0fTvXt3Vq5cSaVKlYokP8OHD+faa6/l3HPPJT4+/rBtXbt2pX///nTv3p1HHnmE0047DYAePXowbNgw2rZtS9OmTRk4cCC1a9dm1KhRDBo0iPbt29O9e3eWL19O+fLlGTFiBP3796dXr16cfvrpBealV69e3HTTTXTs2JGrr76ahIQEAFq3bs3o0aNp3749e/bs4e677y70fR3IzmFrygFWbNvPmp2p7E7LomJcNI1rVqR1/aqcXgUq719P1P6tsGv1KQnWFm71yamUkJDgNB+1iJQky5Yto3Xr1sWdjRJv+PDhVK5c+YhOW5MnTz6sk9vJtn79ei6//HIWL15caNqsQJDkA1kkp2eTkZ2DYVQuH0P1CrFUrRBDdFRImXb/Nti/9dBylfpQpd4x5S2/75KZzXHOJeSXXmN9i4hIxMkJOlIOZLE3PZu0TK/dvWJcDKdVr0C1CrHE5hyAzD0QqAJxIbUQ5arA/u1AEIjylk8ylahFRMKgEnXp55wjPSuHPWlZpBzIJugc5WKiqV4xluoVYykXE+0lzErzqrVzg3F888ODdVYaZO73gnTcsTclqEQtIiISIjsnyN70LPamZZMZyCHKjOoVY4mPC1AumIaVqwIxIT24M/fjBWm8v5n7Dw/IcZWOK0AfLwVqEREpc7z7nQPsSctif0YAh6NSXAy1a1SkWoVYogPpsGsdEPSqskNLzcVQvX00CtQiIlJmZAVy2JOWzd70LLJzgsRERRFfJY6aFeMoFxt9KOHRSs1xlbzAfQLV20VJgVpEREq1oHPsO5DNnrQsUv2OYVXKx3Ja9QpUjcrEslLAVQGOoVPYKa7ePhrNRy0iUgoU9zSXt9xyC2PHjg07/dFs2bKFa6655uBy7j3UL7zwAo8++ig//PBDWMfJzM5h1sLltGx9Fhv3pJMZ8EYMa1WvKhsWz+bGq6/Edq/xbqfKe89zbqm5Sv0jO4uFGD58OM8999wJvd8TpRK1iEgpkBuo77nnnqOmyw3UN9xwwynK2bE77bTTDgb9bdu2MWPGDDZs2BDWvsGgY19GNrvTskjL9Nqgo81xZqV0ylWsipUL6RQWDFCSOoUdL5WoRUROlk2zYNq/vb8n6FRNcwnwzDPP0K5dOzp06MCwYcOO2P7444/TpUsX2rZty9ChQw+OO/7yyy/Tpk0b2rdvz/XXXw/AlClT6NixIx07dqRTp07s37//sNJ837592bFjBx07dmTatGmHldznzJnD+eefz9lnn83Fffsyb/lalm3bx7eTZ9C/dw9u+80lfD/mbWJcNuUPbPdKzyGl5tQDGVxz559pdd5vuPHeh3FxlY85/wBLly6ld+/eNGvWjJdffvng+vfff5+uXbvSsWNHfve735GTk0NOTg633HLLwc/lhRdeCP9DLohzrsQ9zj77bCciUpIsXbr02HbY+KtzT9R1bngN7+/GX0/o9detW+fOOuusg8tjx451F110kQsEAm7btm2uUaNGbsuWLW7SpEmuf//+B9OlpaW5AwcOOOecW7lypcv9fc17vFwTJkxwPXr0cGlpac4553bv3u2cc27IkCHu008/PWydc84NHjzYjR8/3jnnXP369V1GRoZzzrm9e/c655y7/PLL3fTp051zzu3fv99lZ2cf9tp585H7OllZWa57jx5uxbokt2r7fvf0a2+7q357o1u/K9Wd1batmzRpknPOuQfvv9ud1fIM5zbP9R77tjrnnJs0aZKrWrWq27RmhctJ3uy6d+vqpk2bdsz5f+yxx1yPHj1cRkaG27lzp6tZs6bLyspyS5cudZdffrnLyspyzjl39913u9GjR7vExER30UUXHTx+7nFC5fddAhJdATFRJWoRkZNh/TTIyQKX4/1dP61ID3+yprn84YcfuPXWW6lYsSIANWvWPCLNpEmT6NatG+3ateOnn346OMVl+/btufHGG3n//feJifFaVnv27Mmf/vQnXn75ZZKTkw+uP5qsQA5TZ81n0aLFXNm/H1dccA6jXn2O1B2bqB5MYV9KCr179wbgppuHhOx5eKewrl270rDZmURVO42OnTofnKLzWPIP0L9/f8qVK0d8fDx16tRh+/bt/Pjjj8yZM4cuXbrQsWNHfvzxR9auXUuzZs1Yu3Yt9913H99++y1Vq1Yt9P0WRm3UIiInQ5NzITrOC9LRcd5yEXInaZpL59xRp4PMyMjgnnvuITExkUaNGjF8+HAyMjIA+Prrr5k6dSrjx4/niSeeYMmSJQwbNoz+/fszYcIEunfvzg8//JBvHnKCjuT0LPYdyGZrSgbl47Np2ao1U6f/TEUyvGptgiTvWsNh2Yut4J3fKvWPuJUqdLrO6OhoAoHAMee/oOM45xgyZAj/+te/jngvCxYs4LvvvuO1115jzJgxjBw58qjnvDAqUYuInAyNusKQ8XDBw97fRl1P6HCnaprLvn37MnLkSNLT0wHYs2fPYdtzg1p8fDypqakH25ODwSCbNm2iT58+PPPMMyQnJ5OamsqaNWto164df/nLX0hISGD58uWHHy8rh0BOkOVb97E5+QAANSrF0a9nZ1L27mbh3NlYVirZ2ZksWbGG6tUqU61KZaZPnw7ABx98ABblTYwRRsewY81/QS688ELGjh3Ljh07Dp6nDRs2sGvXLoLBIFdffTVPPPEEc+fOLTRPhVGJWkTkZGnU9YQDdK7QaS4vvfRSnnnmGX755Rc6dOiAmR2c5rJWrVoHp7m85ZZbuOeee7j66qv59NNP6dOnT6HTXPbr14/58+eTkJBAXFwcl112Gf/85z8Pbq9evfrBqvQmTZocnGs6JyeHwYMHk5KSgnOOP/7xj1SvXp1HHnmESZMmER0dTZs2bbj00kvZvHkLOUHH6h2prNudRsBB1QqxxJcLUDUmQNWYHCpWKM/YsWO5//77SUneSyAznf+74wbOatmCd94awW2/+z0VK1bkkksuOabzeKz5L0ibNm148skn6du3L8FgkNjYWF577TUqVKjArbfeSjDo9TbPr8R9rDQph4hIGDQpx4nLDHgTYuxJyyIn6E2IUbNSHDUqxhKTc+CkToRRkmhSDhERKTGcc+zPDLAnNYt9GdkYRtUKMdSqFEelcjGH2sPTS9ZEGCWJArWIiBS5QE6QvenZ7E7LJCvgjbldp0p5alaKIy54ADJ3Q1SVEjsRRkmiQC0iIkUmIzuHXamZJKd78z1XiouhXs3yVK0QS5TZ4XM9h85aVcImwihJFKhFRMJU2K1Lkcr5U0ruSs0kNTNAlBl1ygWoEZNFbMWqEBd3KHFhs1aV8QB9PP3CFKhFRMJQvnx5du/eTa1atRSsfTlBx970LHanZpEZyCE2Oop6VctTKy5A9J71kBWE9B0leq7nU8k5x+7duwu9lz0vBWoRkTA0bNiQpKQkdu7cWdxZKXbZOUHSMnNIzwoQdBAXE0XlcjHExEaxO9nYnbEPMlIABxhsz4DyISN0BRwEsiCmHKRsLK63USzKly9Pw4YNj2kfBWoRkTDExsbStGnT4s5GsckJOiYt38HoX9YzbdUuYqON3zffw3Xx6zmtY19o1PFQ4k2zYPTNh0ZlGzIeGunWtuOlQC0iIgXam5bFmMRNvDdzA0l7D1CvankeuPhMBjfcTo1Pb4ONWbDg1cNHX8sdlW39NG/o1CIa9CVSKVCLiMgRlm3dx+gZ6/li3mYyA0G6N6vJw5e15qI2dYmNjoJp44+cdCQ0IBfhqGyRToFaREQA797nH5btYNSMdcxcu4fysVH8X8tkrq61jjrtLoJG9Q8lPsmTjsghCtQiIhFud2omY+ck8e4vG9icfIAG1Svw10tbccNp26jyya2wNgvmvqzq7WKiQC0iEmECOUEWJCUzZcVOpqzcycLNKTgH3ZvV5JHL23BR6zrEREfBtHGq3i4BFKhFRCLA3rQsvl+2nSkrdzJ91S5SDmQTZdCpcQ2e7ppBn3Irqd3uQmhU79BOqt4uERSoRUTKsI2703l7+lrGJCZxIDuHOlXK0bdNXc5vWZtzm9em2u55MPr3XjCe+5Kqt0sgBWoRkTJowaZkRkxdyzeLtxIdZQzo2IAhPZrQtkHVw0dWmzNN1dslXKGB2sxGApcDO5xzbfPZ/hBwY8jxWgO1nXN7zGw9sB/IAQIFzbUpIiInLhh0TF65gzenrOXXdXuoUi6GO89rxq3nNKXevoWw7i1weUrGqt4u8aywAcLN7DwgFXg3v0CdJ+0VwB+dcxf4y+uBBOfcrmPJVEJCgktMTDyWXUREIlZGdg5fzt/MW9PWsWpHKvWrlee2nk25vmsjqpSP9UcKuzLPSGEhwXrTLFVvFzMzm1NQYbbQErVzbqqZNQnztQYBHx1D3kRE5DjtTcvi/ZkbGP3LBnalZtK6flWev64DV3Q4zRuUJNd6VW+XZkXWRm1mFYF+wL0hqx0w0cwc8KZzbsRR9h8KDAVo3LhxUWVLRKTM2bA7jbenr2NM4iYysoOcf2Zthp7XjHPi1mAbPoEtqt4uS4qyM9kVwM/OuT0h63o657aYWR3gezNb7pybmt/OfhAfAV7VdxHmS0SkTFixbT+v/LSKrxdtJSbKuKpjA+44txkt61Xxq7cH5F+9rd7bpVpRBurryVPt7Zzb4v/dYWZfAF2BfAO1iIjkb/HmFF79aTXfLtlGpbhohp7XjNt7NqVO1ZB5jVW9XWYVSaA2s2rA+cDgkHWVgCjn3H7/eV/g8aJ4PRGRSDB/UzKv/LiKH5fvoEr5GO6/oDl3NNlF1e0TIOVcqKrq7UgQzu1ZHwG9gXgzSwIeA2IBnHNv+MkGAhOdc2khu9YFvvDv14sBPnTOfVt0WRcRKXucc8xYs5s3pqxh2qpdVK8YywMXn8nN5zSh2q55MPpqVW9HmHB6fQ8KI80oYFSedWuBDsebMRGRSJIVCPK/BVt4a/o6lm3dR3zlOP7SrxU39TidyuX8n2pVb0ckjUwmIlKMktOz+ODXjYyesZ4d+zM5s25lnrm6PQPikyiXNA52hJSOVb0dkRSoRUSKwY59Gbw2afXBMbjPbRHPs9d24LwW8VjSbBg98MgqblVvRyQFahGRU2hfRjYjpqzl7enrCASDXNWxAbef25RW9aoeSnS0Km5Vb0ccBWoRkVMgM5DDBzM38spPq9ibns2VHU7jgb5ncnqtSkcmVhW3hFCgFhE5iYJBx/gFW3hu4gqS9h6gZ/NaDOvXmnYNq3mDlCzNpxpbVdwSQoFaROQkCAYdE5du46UfV7Ns6z7a1K/Ku7e147wza3sJCpsoQ1Xc4lOgFhEpQjlBx9eLtvLqT6tYuT2VJrUq8uJvO3Jlh9OIigqZB7qwW61EfArUIiJFIJAT5Mv5W3ht8mrW7kyjeZ3KvHR9R/rX2ETMxo9hsybKkOOjQC0icgKyc4J8PjeJ1yatYeOedFrVq8JrN3Tm0rb1iNo8G0ZfpZHE5IQoUIuIHIesQJDP5ibx6k+r2Zx8gHYNqjHiprO5qHXdQ1XcGklMioACtYjIMcgKBPl0ziZen7SGzckH6NCwGi/3yqZz8FesahxE1TuUWNXbUgQUqEVEwpAZyOHTxCRen7SaLSkZdGxUnScHtqV3hXXYu0O8YDxV1dtS9BSoRUSOIiM7h08TN/H65DVsTcmgc+Pq/Ovq9t5Qn2Yw7T1Vb8tJpUAtIpKPjOwcPp61kTemrGXbvgzOPr0GT1/dnnNzA3QuVW/LSaZALSISIiM7hw9/3cgbU9awY38mXZvU5N/XdeCcuDXYhnehgkYRk1NLgVpEBEjLDPDRrI28OXUtO/dn0q1pTV68viM9mtXyZ7MaoFHEpFgoUItIREs5kM3oGet55+d17E3PpkezWrx8fSd6nFHrUCKNIibFSIFaRCLSrtRM3p6+jvd+2UBqZoALWtXhz2el0CrjZ4iLAkICtdqhpRgpUItIRNmacoA3p6zl49kbyQwEuaxdfe7pfQZn5ayA0YM1ipiUOArUIhIRNu1J5z9T1jA2MYmgcwzs1IC7e59Bs9qVvQTTNIqYlEwK1CJSpq3flcZrk1bzxbzNRJnxQJtkrq+9gWqt4yE3SIOqt6XEUqAWkTJp9Y5UXpu0mi/nbyY2OorB3U/nvhZ7qPXZrbA6C2a9qOptKRUUqEWkTNm0J50Xvl/JF/M3Uz4mmjvObcYd5zalTpXyMO3fqt6WUkeBWkTKhD1pWbz602ren7kBMxh6bjOGnteMWpXLHUqk6m0phRSoRaRUS88K8Pa0dbw5dS3pWQGuS2jEg21SiN81AfaeC5U1ipiUbgrUIlIqZQWCfJK4iZd+WMWu1EwuOasuD13SkuaZy2D0tRpFTMoMBWoRKVWyc4J8PjeJV35aTdLeA3RtUpM3bzqbs0+v4SUo7DYrkVJGgVpESoVATpAv5m3mlZ9Ws3FPOtfV3cLvum6lWcIlWOMahxKqHVrKGAVqESnRcoKO8Qs289IPq1i/O522Daryaf9oEqY8gi3KgqWv6zYrKdMUqEWkRHLO8cOyHTz1zTLW7Eyjdf2qjLjpbC5uUxeb/rxus5KIUWigNrORwOXADudc23y29wa+BNb5qz53zj3ub+sHvAREA285554qmmyLSFm2eHMK//h6Gb+s3c0ZtSvxxuDO9G1Tj6go8xKoelsiSDgl6lHAq8C7R0kzzTl3eegKM4sGXgMuBpKA2WY23jm39DjzKiJl3PZ9GTz73Qo+m5tEjYpxPDHgLAadto2YjR/C5nNVvS0RqdBA7ZybamZNjuPYXYHVzrm1AGb2MTAAUKAWkcOkZwUYMXUtb05ZS07QMfTcZtzTpznVds2D0VcVPKOVArREgKJqo+5hZguALcCDzrklQANgU0iaJKBbEb2eiJQBwaBj3PzNPPPtCrbty6B/u/r8pV8rGteq6CVYr1utRIoiUM8FTnfOpZrZZcA4oAVg+aR1BR3EzIYCQwEaN25cBNkSkZJszoa9PP7VUhZsSqZ9w2q8ckMnujSpeXgitUWLnHigds7tC3k+wcxeN7N4vBJ0o5CkDfFK3AUdZwQwAiAhIaHAgC4ipduW5AM8/e1yvpy/hTpVyvHvazswMH4zURvfgehzj+y9rbZoiXAnHKjNrB6w3TnnzKwrEAXsBpKBFmbWFNgMXA/ccKKvJyKlU3pWgDemrGXE1DU4B/dd0Jy7zj+DSjvmwugBGvJTpADh3J71EdAbiDezJOAxIBbAOfcGcA1wt5kFgAPA9c45BwTM7F7gO7zbs0b6bdciEkGcc3y3ZDuP/28JW1IyuLx9fYZd2oqGNdQOLRKOcHp9Dypk+6t4t2/lt20CMOH4siYipd2mPekMH7+EH5fvoFW9Krw0SO3QIsdKI5OJSJHLzgny1rR1vPTjSqLMePiy1tx6+g5i1A4tcswUqEWkSM1at4e/jVvEyu2p9G1Tl8euPIsG+xcVfD80qB1a5CgUqEXkhG1OPsDUlTv5cdkOfli2nQbVK/DfmxO4uE1dL8EitUOLHC8FahE5ZhnZOfy6bg9TV+5kysqdrN6RCkC9quW5p/cZ3HtBcyrGhfy8qB1a5LgpUItI2HanZh68BzozECQuJopuTWtyfZdGnHdmbVpkLsU2fA3b1Q4tUlQUqEWkUMGg4+PZm3j62+WkZwX4bZdGXNS6Lt2a1qJCXLSXaNMseFf3Q4sUNQVqETmqpVv28bdxi5i7MZluTWvyj4FtaV6nypEJdT+0yEmhQC0i+UrNDPDC9ysZNWM91SvE8vx1HRjYqQFm+Q3jj9qhRU4SBWoROYxzjm8Wb+Px/y1l+/4MBnVtzF8uaUW1irFegk2z8m9rVju0yEmhQC0iB23YncajXy5hysqdtKlfldcHd6Zz4xqHEmyaBaOvVDu0yCmkQC0iZAZyeHPKWl6btJrY6CgevbwNN/c4nZjoqMMTqh1a5JRToBaJcD+v3sUj4xazdlca/dvX55H+bahXrXz+idUOLXLKKVCLRKgd+zN48qtljF+whdNrVWT0bV05/8za3ka1Q4uUGArUIhEmGHR8OGsjT3+7nMzsIPdf2IJ7ep9B+diQ+6HVDi1SYihQi0SQ5dv28f8+9+6J7tGsFk8ObMsZtSsfnkjt0CIligK1SARIzwrw0o+reGvaOqoVdk+02qFFShQFapEybtKKHTwybjFJew9wXUJD/nppa2pUilM7tEgpoUAtUkZtST7AE18t5ZvF2zijdiU+Gdqdbs1qeRvVDi1SaihQi5QxWYEgI39ex8s/riLoHA9d0pI7zm1KuZjoQ4nUDi1SaihQi5Qhv6zZzSNfLmb1jlQublOXRy9vQ6OaFY9MqHZokVJDgVqkDNixL4N/TFjGl/O30LBGBd4eksCFret6VdxL1A4tUpopUIuUYsGg44NZG3nmm+VkBoLcf0Fz7unT3LsnWu3QImWCArVIKbVq+37++vkiEjfspWfzWjx5VTuaxlc6lEDt0CJlggK1SCmTGcjhP5PX8Nqk1VQqF8Oz17TnmrMbHnlPtNqhRcoEBWqRUiRx/R6Gfb6I1TtSubLDaTx6RRviK5fLP7HaoUXKBAVqkVIgNTPA098s572ZG2hQvQLv3NqFPi3rHEpwtMFLFKBFSjUFapES7ufVu/jz2IVsSTnAbT2b8kDfM6lULuRft7BOYyJSqilQi5RQqZkB/jVhGR/8upFm8ZUYe1cPzj695pEJ1WlMpExToBYpgWas3sVDfin6jl5NefCSloemocxLncZEyjQFapESJC0zwL++Wcb7MzfSNL4Sn/6uBwlN/FK0JtEQiUiFBmozGwlcDuxwzrXNZ/uNwF/8xVTgbufcAn/bemA/kAMEnHMJRZRvkTJn6sqd/PXzRQdL0Q/0bUmFOL8UrcFLRCJWOCXqUcCrwLsFbF8HnO+c22tmlwIjgG4h2/s453adUC5FyrDk9Cye/HoZY+ck0ax2nlJ0LrVDi0SsQgO1c26qmTU5yvYZIYszgYZFkC+RiPDNoq088uUS9qZncW+f5tx7QfP826LVDi0SsYq6jfp24JuQZQdMNDMHvOmcG1HErydSKu3Yl8EjXy7muyXbadugKqNv68JZp1VTO7SIHKHIArWZ9cEL1L1CVvd0zm0xszrA92a23Dk3tYD9hwJDARo3blxU2RIpUZxzjEncxJNfLyMrEOSvl7bi9l5NiYmOUju0iOSrSAK1mbUH3gIudc7tzl3vnNvi/91hZl8AXYF8A7Vf2h4BkJCQ4IoiXyIlyYbdafz180XMWLObbk1r8tTV7TWJhogU6oQDtZk1Bj4HbnLOrQxZXwmIcs7t95/3BR4/0dcTKW0COUHenr6OF35YSWxUFP8c2I7ruzQiKkqTaIhI4cK5PesjoDcQb2ZJwGNALIBz7g3gUaAW8Lo/e0/ubVh1gS/8dTHAh865b0/CexApsZZsSeEvny1k8eZ9XNymLk8MaEu9auXzT6x2aBHJhzlX8mqZExISXGJiYnFnQ+S4ZWTn8NKPqxgxdS01Ksbx+ICzuLRtPW8qyoI6jIlIxDKzOQWNNaKRyUSK2OLNKfzh43ms2ZnGdQkN+X+XtaZ6xThvoybQEJFjpEAtUkRygo43pqzhhe9XEl+5HO/d3pVzW9Q+PJE6jInIMVKgFikCm/ak86cx85m9fi/929fnH1e1PVSKDqUOYyJyjBSoRU6Ac44v5m3m0S+XYMALv+3AVR0bYEmzYY4GLhGRE6dALXKcktOzeHjcYr5euJWuTWry7+s60KhmRQ1cIiJFSoFa5DhMXrGDP49dyN70LP7cryW/O+8MonPvi1Y7tIgUIQVqkWOQlhngnxOW8cGvGzmzbmVG3tKFtg2qHZ5I7dAiUoQUqEXClLh+Dw98uoCNe9IZel4z/nTxmfnPdKV2aBEpQgrUIoXIDOTw4g+reHPKGhrUqMDHd3anW7NaRx+4RO3QIlJEFKhFjmLl9v3c/9E8lm/bz6CujXi4fxsql4vRwCUicsooUIsUYOycJP42bhGVy8Uy8pYELmhV99BGdRgTkVNEgVokjwNZOTw2fjFjEpPo0awWLw3qSJ0qeSbSUIcxETlFFKhFQqzZmcrvP5jLiu37uf+C5vyhZTLR81/TwCUiUmwUqEV84xds4a+fLaRcbDSjbu3K+RXWwegBGrhERIpVVHFnQKS4ZWTn8Ldxi7j/o3m0Oa0qX9/fi/PPrJ1/O7SIyCmmErVEtDU7U7nvw3ks3bqP353fjAf7tiQ22r9+VTu0iJQACtQSsT6bk8QjXy6mXEzUkb26Qe3QIlIiKFBLxEnLDPDIl4v5fO5mujWtyevnBai1832opIFLRKTkUaCWiLJkSwr3fTiP9bvT+MOFLbj/zL1Ev3etBi4RkRJLnckkIjjnGD1jPQNfm0FaVoAP7ujOHy8+k+iN09VhTERKNJWopcwL5AR55MvFfDRrE31a1ua5aztQq3I5b6M6jIlICadALWVaamaA338wlykrd/L7PmfwwMUticqdNxrUYUxESjwFaimztu/L4LZRs1m+bT//+k07BtXfBj8/n/8oYwrQIlJCKVBLmbRy+35ufWc2e9OzeGtIAn0qrtdsVyJSKqkzmZQ5M9bs4ur/zCArJ8iY3/WgT8s6GmVMREotlailTBk3bzMPjV1Ak1qVeOfWLjSsUdHboE5jIlJKKVBLmeCc47VJq3lu4kq6N6vJmzclUK1C7KEE6jQmIqWUArWUetk5QR7+YhFjEpMY2KkBT13djnIx0UcmVKcxESmF1EYtpdq+jGxuGzWbMYlJ3H9hC57vkUm5X16ETbOKO2siIkVCJWoptbYkH+C2UbNZvSOVZ69pz7V1tx59/mgRkVJIJWoplRZvTuGq135m894DjL6tK9cmNFLPbhEpkwoN1GY20sx2mNniArabmb1sZqvNbKGZdQ7Z1s/MVvjbhhVlxiVyTVq+g+ve/IXY6CjG3n0OPZvHextye3ZbtHp2i0iZEU7V9yjgVeDdArZfCrTwH92A/wDdzCwaeA24GEgCZpvZeOfc0hPNtESuMYmb+Ovni2hdvwojh3ShTtXyhzaqZ7eIlEGFBmrn3FQza3KUJAOAd51zDphpZtXNrD7QBFjtnFsLYGYf+2kVqOWYOed4c+panvpmOee2iOc/g8+mcrl8vr7q2S0iZUxRtFE3ADaFLCf56wpany8zG2pmiWaWuHPnziLIlpQVwaDjH18v46lvlnNFh9MYeaGj8qyX1LNbRCJCUfT6tnzWuaOsz5dzbgQwAiAhIaHAdBJZsnOC/HnsQr6Yt5lbzmnCox1SiXrvKvXsFpGIURQl6iSgUchyQ2DLUdaLhCU9K8AdoxP5Yt5mHrqkJY9d0YaojdPVs1tEIkpRBOrxwM1+7+/uQIpzbiswG2hhZk3NLA643k8rUqi9aVnc8N9fmbZqJ0/9ph2/79McM1PPbhGJOIVWfZvZR0BvIN7MkoDHgFgA59wbwATgMmA1kA7c6m8LmNm9wHdANDDSObfkJLwHKWO2JB/g5pGz2Lgnnf8MPptLzqp3aKN6dotIhDGvs3bJkpCQ4BITE4s7G1IMVm3fz80jZ5GaEeC/QxLo3qxWcWdJROSkM7M5zrmE/LZpZDIpMeZu3Mu1b/5CIOgYf1Uc3TePUs9uEYl4GutbSoRJK3Zwz/tzqVu1HB9fGk29cdepZ7eICCpRSwkwbt5m7hydSLPalfj0rnOot3e2enaLiPhUopZi9fb0dTzx1VJ6NKvFiJvPpkr52EM9u3NL1OrZLSIRTIFaioVzjme/W8Hrk9dwadt6vPDbjpSPjfY2qme3iMhBCtRyygWDjkfHL+b9mRu5oVtjnhjQluioPAPZacxuERFAgVpOseycIA99uoBx87fweOc0bqo1Edt8QEFZRKQACtRyymRk53Dvh/P4Ydl2nuueyTWL74dlWTBVPbtFRAqiXt9ySqRmBrht1Gx+WLadJwacxTW11qlnt4hIGFSilpMuOT2LW96ZzaLNKbzw2w4M7NQQNqlnt4hIOBSo5aTasT+Dm9+exdqdabx+Y+dD43arZ7eISFgUqOWk2Z2ayQ3//ZXNew8w8pYu9GoRf3gC9ewWESmUArWcFCnp2Qx+exab9qQz+raumlxDROQ4qTOZFLnUzABD3pnF6h37+ejSKE2uISJyAlSiliJ1ICuH20d5Hcc+6Gd0njREk2uIiJwAlailyGQGcvjd+3OYtX4Pz1/Xge62VLdgiYicIAVqKRLZOUHu+3AeU1fu5KnftGNAxwaHJtewaN2CJSJynFT1LScsJ+h4YMwCJi7dzvAr2vDbLo29DboFS0TkhClQywlxzvHwF4sYv2ALf+7Xklt6Nj08gW7BEhE5Iar6luPmnOOJr5bx8exN/L7PGdzTu3lxZ0lEpMxRoJbj9uIPqxj58zr+1n4/D1b4WrdgiYicBKr6luPy36lreenHVTzYOpnb1z6ArdIsWCIiJ4NK1HLMPvx1I/+YsIz+7epzT9NtmG7BEhE5aVSilmPy5fzNPDxuEX1a1uaF33YkamvAK0lrFiwRkZNCgVrCNnHJNv40ZgHdmtbkP4PPJi4mSrdgiYicZArUEpYZa3Zx74fzaNugGm8N6UL52OhDG3ULlojISaM2ainUki0pDH13Dk3iKzL61i5ULqfrOxGRU0WBWo5q0550bnlnNufErWFs25lU3z2/uLMkIhJRFKilQLtTM7l55CxaZS/jDfd3qs54GkZfqfulRUROIQVqyVd6VoDbRieyJfkA/+qcQlROtm7BEhEpBmEFajPrZ2YrzGy1mQ3LZ/tDZjbffyw2sxwzq+lvW29mi/xtiUX9BqToZecEueeDuSxKSuaVQZ1o2KmvZsESESkmhfYKMrNo4DXgYiAJmG1m451zS3PTOOeeBZ71018B/NE5tyfkMH2cc7uKNOdyUjjnGPbZIiav2Mk/B7aj71n1gHq6BUtEpJiE0323K7DaObcWwMw+BgYASwtIPwj4qGiyJ6fas9+t4LO5SfzfRS24oVvjQxt0C5aISLEIp+q7AbApZDnJX3cEM6sI9AM+C1ntgIlmNsfMhhb0ImY21MwSzSxx586dYWRLitrb09fx+uQ1DOramD9c2KK4syMiIoQXqC2fda6AtFcAP+ep9u7pnOsMXAr83szOy29H59wI51yCcy6hdu3aYWRLitLYOUk88dVS+p1VjycGnIVZfh+7iIicauEE6iSgUchyQ2BLAWmvJ0+1t3Nui/93B/AFXlW6lCATl2zjL58tpFfzeF4+N4uYGS/oFiwRkRIinDbq2UALM2sKbMYLxjfkTWRm1YDzgcEh6yoBUc65/f7zvsDjRZFxKRoz1uzi3o/m0a5BNf7bJ0jc+wMPTbChKStFRIpdoSVq51wAuBf4DlgGjHHOLTGzu8zsrpCkA4GJzrm0kHV1gelmtgCYBXztnPu26LIvJ2JhUjJ3jk6kSa2KvHNLFypsmeEFad0vLSJSYoQ1aLNzbgIwIc+6N/IsjwJG5Vm3FuhwQjmUk2L1jv0MGTmLGpXieO/2btSo5N8fHa0pK0VEShLNrhCBNicf4Ka3ZxEdFcX7t3ejbtXy3gZNWSkiUuIoUEeYvWlZ3PTWr6RlBvjkdz1oEl/p8AS6X1pEpERRoI4guUODJu09wId3dqN1/arFnSURESmEJuWIIH//3xJ+WbubEX1ySNj0jm7BEhEpBVSijhDv/bKe92du5PHO6fSeeZ9uwRIRKSVUoo4AP6/exfD/LeXCVnUYXG+jbsESESlFVKIu49bvSuOeD+ZyRu1KvHh9R6J2OpiqW7BEREoLBeoybF9GNrePnk2UwVs3d6FK+VjdgiUiUsooUJdROUHHfR/OY8PudN6/oxuNa1U8tFG3YImIlBoK1GXUvyYsY8rKnfzrN+3o3qxWcWdHRESOkzqTlUGfzN7IW9PXccs5TRjUtXFxZ0dERE6AAnUZM3Ptbv42bjG3Nt7BI9W+0b3SIiKlnAJ1GbJxdzp3vz+HS6pt5NE9w4ie/E8YfaWCtYhIKaZAXUbk9vAOOniifTKWk617pUVEygAF6jIgkBPkvg/nsW5XGv8Z3JkaZ13g3SNt0bpXWkSklFOv7zLgnxOWM2XlTv4xsC3nnBEPxOteaRGRMkKBupT7aNZGRv68jlt7NuHGbqcf2qB7pUVEygRVfZdiv6zZzSPjFnPembV5+LLWxZ0dERE5CRSoS6n1u9K4+4M5NImvxKs3dCImWh+liEhZpF/3Uii3h3d7t4JPz/qFqjvnFXeWRETkJFGgLmUCOUHu/XAeNffM552oJ6kx8xndKy0iUoYpUJcyT369jKkrd/JI2z1EB3WvtIhIWadAXYq8P3MDo2as545eTWnf63LdKy0iEgF0e1YpMWP1Lh4bv4Q+LWvz18taQ5TpXmkRkQigQF0KrN2Zyt0fzOWM2pV4eVAnoqPM26B7pUVEyjxVfZdwKenZ3DE6kego4+0hXahSPra4syQiIqeQAnUJFsgJcu9Hc9m0N503bzqbRjUrFneWRETkFFPVdwn2jwnLSFs9g8/a76V9dDygam4RkUijQF1CjZm9iQUzJvJJ+X8RuzIAa0Z4ncfUJi0iElFU9V0CJa7fw8PjFnF9nQ3EENC90iIiESysQG1m/cxshZmtNrNh+WzvbWYpZjbffzwa7r5yuM3JB7jr/Tk0qF6Byy6/DtO90iIiEa3Qqm8ziwZeAy4GkoDZZjbeObc0T9JpzrnLj3NfAQ5k5TD03UQys4N8PDSBynWq6F5pEZEIF04bdVdgtXNuLYCZfQwMAMIJtieyb0RxzvHg2AUs3bqPkUO60LxOFW+D7pUWEYlo4VR9NwA2hSwn+evy6mFmC8zsGzM76xj3xcyGmlmimSXu3LkzjGyVLa9NWs3XC7fyl36t6NOqTnFnR0RESohwArXls87lWZ4LnO6c6wC8Aow7hn29lc6NcM4lOOcSateuHUa2yo6JS7bx3MSVXNXxNH53XrPizo6IiJQg4QTqJKBRyHJDYEtoAufcPudcqv98AhBrZvHh7Bvp1u9K490xn/J4ze94ulsGZvld24iISKQKJ1DPBlqYWVMziwOuB8aHJjCzeuZHGDPr6h93dzj7RrKM7BxeHv0B/7XHuenA+5T7YKDmlRYRkcMU2pnMORcws3uB74BoYKRzbomZ3eVvfwO4BrjbzALAAeB655wD8t33JL2XUmf4+CXU25NIudgA5oKH7pVW5zEREfGFNTKZX509Ic+6N0Kevwq8Gu6+Ap/NSeLj2Zt48uyLiVox3gvSuldaRETy0BCixWD5tn08PG4R3ZrW5PrfXApbTte90iIiki8F6lMsNTPAPR/MpUr5WF65oRMx0VG6V1pERAqksb5PIeccf/lsIet3pfHy9Z2oU6V8cWdJRERKOAXqU+jdXzbw9cKtPNC3JT3OqFXc2RERkVJAgfoUWZn4Izu/+Sd3NtnF3eefUdzZERGRUkJt1KfA/lU/0/ir6/m/6ADRu77ENrdWm7SIiIRFJeqTLBh0fPf1WGJcgBiCWE625pUWEZGwKVCfZG9MXcOH2xtDdKzmlRYRkWOmqu+TaOba3Tz33QoubXc+0b3OgQ3Tda+0iIgcEwXqk2Tn/kzu/2geTWpV4umr22PlYqBxt+LOloiIlDIK1CdBTtDxh4/nkXIgm9G3daVyOZ1mERE5PoogJ8GLP6xkxprdPHNNe1rXr1rc2RERkVJMncmK2OQVO3jlp9Vce3ZDrktoVPgOIiIiR6FAXYR2LZvGoo8fY2D8Zh4f0La4syMiImWAqr6LiNv4K1XGXM3dwWyiMj4nantH9e4WEZETphJ1EZk/7Suig9nEWJAoDWoiIiJFRIG6CGzYncYzy2uTExWL06AmIiJShFT1fYJygo4HP13A8uiW7L/uM+J3zdKgJiIiUmQUqE/QyOnrmL1+L/++tgPxrRsCKkmLiEjRUdX3CVi1fT/PTlzBxW3q8pvODYo7OyIiUgYpUB+nQE6QBz5dQKW4aP45sB1mVtxZEhGRMkhV38fpP5PXsDAphddv7EztKuWKOzsiIlJGqUR9HJZsSeGlH1dxZYfTuKxd/eLOjoiIlGEK1McoM5DDWx9+wh/Lf8U/EtKLOzsiIlLGqer7GH3+5Rf8c//DlLMAUZ98DkPG61YsERE5aVSiPgbLt+1j87yJxFmAKIKQk6URyERE5KRSoA5TTtDxl7ELWRzXnqiYONAIZCIicgqo6jtM7/y8jgVJKbw86DdYza5eSVojkImIyEmmQB2GDbvTeG7iCi5qXYcr2tcHO00BWkRETglVfRfCOcdfP19EbFQUT1zVVgObiIjIKRVWoDazfma2wsxWm9mwfLbfaGYL/ccMM+sQsm29mS0ys/lmlliUmT8VxiRuYsaa3Qy7rBX1q1Uo7uyIiEiEKbTq28yigdeAi4EkYLaZjXfOLQ1Jtg443zm318wuBUYA3UK293HO7SrCfJ8S2/dl8OTXy+jWtCaDujQu7uyIiEgECqdE3RVY7Zxb65zLAj4GBoQmcM7NcM7t9RdnAg2LNpunnnOOR8YtJisQ5Kmr2xMVpSpvERE59cIJ1A2ATSHLSf66gtwOfBOy7ICJZjbHzIYWtJOZDTWzRDNL3LlzZxjZOrm+WbyNiUu388eLz6RpfKXizo6IiESocHp951eUdPkmNOuDF6h7hazu6ZzbYmZ1gO/NbLlzbuoRB3RuBF6VOQkJCfke/1RJSc/m03Gf8feaK7ixSS3gjOLMjoiIRLBwStRJQKOQ5YbAlryJzKw98BYwwDm3O3e9c26L/3cH8AVeVXqJ9uHnY3k98HduPvABMe9dBZtmFXeWREQkQoUTqGcDLcysqZnFAdcD40MTmFlj4HPgJufcypD1lcysSu5zoC+wuKgyfzLM3biX/csnUc4CmMvRMKEiIlKsCq36ds4FzOxe4DsgGhjpnFtiZnf5298AHgVqAa/79xkHnHMJQF3gC39dDPChc+7bk/JOikAgJ8jDXyymQfmOGOO9IK1hQkVEpBiFNTKZc24CMCHPujdCnt8B3JHPfmuBDnnXl1Sjf9nAsq37uO/GgVj1BA0TKiIixU5DiPq2pWTw/MQV9G5Zm0vb1gOrrwAtIiLFTkOI+h7/agmBoOPxKzVMqIiIlBwK1MDkFTuYsGgb913QnMa1KhZ3dkRERA6K+ECdkZ3Do18uoVntStx5XrPizo6IiMhhIr6N+rVJq9m4J50P7+hGuZjo4s6OiIjIYSK6RL1mZypvTFnDwE4NOKd5fHFnR0RE5AgRG6idc7z7yRjujR3Pox1Tizs7IiIi+YrYqu9pkyYwbOdfKGcBoj4dB0PG63YsEREpcSKyRL0vI5tF078mzgJEEdQwoSIiUmJFZKB+fuJKfsxogUXHgUVrmFARESmxIq7qe/HmFN79ZT03druYqLN7aphQEREp0SIqUAeDjr+NW0zNSnE82LclVIxVgBYRkRItoqq+P0ncxPxNyfy/y1pTrWJscWdHRESkUBETqHenZvLUN8vp2rQmAzs1KO7siIiIhCViAvXT3y4nLTPAk1dp0g0RESk9IiJQz9mwhzGJSdx+blPOrFuluLMjIiIStjIfqAM5QR7+YjH1q5Xn/gtaFHd2REREjkmZD9TffDOeC3a+zwvnZFKpXER1chcRkTKgTEeuzHW/cHHinVwWGyBq2nhopmFCRUSkdCnTJepySTMoZzlEE8Q0TKiIiJRCZTpQ0+RcDRMqIiKlWpmu+qZRV29WLA0TKiIipVTZDtTgBWcFaBERKaXKdtW3iIhIKadALSIiUoIpUIuIiJRgCtQiIiIlmAK1iIhICaZALSIiUoIpUIuIiJRgYQVqM+tnZivMbLWZDctnu5nZy/72hWbWOdx9RUREpGCFBmoziwZeAy4F2gCDzKxNnmSXAi38x1DgP8ewr4iIiBQgnBJ1V2C1c26tcy4L+BgYkCfNAOBd55kJVDez+mHuKyIiIgUIJ1A3ADaFLCf568JJE86+IiIiUoBwxvq2fNa5MNOEs693ALOheNXmAKlmtiKMvIUrHthVhMcrC3RODqfzcSSdkyPpnBxJ5+RIx3NOTi9oQziBOgloFLLcENgSZpq4MPYFwDk3AhgRRn6OmZklOucSTsaxSyudk8PpfBxJ5+RIOidH0jk5UlGfk3CqvmcDLcysqZnFAdcD4/OkGQ/c7Pf+7g6kOOe2hrmviIiIFKDQErVzLmBm9wLfAdHASOfcEjO7y9/+BjABuAxYDaQDtx5t35PyTkRERMqgsOajds5NwAvGoeveCHnugN+Hu28xOClV6qWczsnhdD6OpHNyJJ2TI+mcHKlIz4l5MVZERERKIg0hKiIiUoKV6UCt4UvBzEaa2Q4zWxyyrqaZfW9mq/y/NYozj6eamTUys0lmtszMlpjZH/z1EXtezKy8mc0yswX+Ofm7vz5izwl4oyua2Twz+8pfjvTzsd7MFpnZfDNL9NdF+jmpbmZjzWy5/5vSo6jPSZkN1Bq+9KBRQL8864YBPzrnWgA/+suRJAA84JxrDXQHfu9/NyL5vGQCFzjnOgAdgX7+HRyRfE4A/gAsC1mO9PMB0Mc51zHk9qNIPycvAd8651oBHfC+L0V6TspsoEbDlwLgnJsK7MmzegAw2n8+GrjqVOapuDnntjrn5vrP9+P9YzUggs+LP/xvqr8Y6z8cEXxOzKwh0B94K2R1xJ6Po4jYc2JmVYHzgLcBnHNZzrlkiviclOVAreFLC1bXv88d/2+dYs5PsTGzJkAn4Fci/Lz41bzzgR3A9865SD8nLwJ/BoIh6yL5fIB38TbRzOb4o0lCZJ+TZsBO4B2/ieQtM6tEEZ+Tshyowx6+VCKTmVUGPgP+zzm3r7jzU9yccznOuY54Iwh2NbO2xZylYmNmlwM7nHNzijsvJUxP51xnvCbF35vZecWdoWIWA3QG/uOc6wSkcRKq/styoA5n6NNItd2f3Qz/745izs8pZ2axeEH6A+fc5/7qiD8vAH7V3WS8vg2Rek56Alea2Xq8ZrMLzOx9Ivd8AOCc2+L/3QF8gdfEGMnnJAlI8mufAMbiBe4iPSdlOVBr+NKCjQeG+M+HAF8WY15OOTMzvDalZc6550M2Rex5MbPaZlbdf14BuAhYToSeE+fcX51zDZ1zTfB+O35yzg0mQs8HgJlVMrMquc+BvsBiIvicOOe2AZvMrKW/6kJgKUV8Tsr0gCdmdhleO1Pu8KX/KN4cnXpm9hHQG282l+3AY8A4YAzQGNgIXOucy9vhrMwys17ANGARh9of/x9eO3VEnhcza4/X6SUa7wJ+jHPucTOrRYSek1xm1ht40Dl3eSSfDzNrhleKBq/K90Pn3D8i+ZwAmFlHvA6HccBavCG0oyjCc1KmA7WIiEhpV5arvkVEREo9BWoREZESTIFaRESkBFOgFhERKcEUqEVEREowBWqRYmZmCWb28il+zVvM7NWTdOz1ZhZ/Eo7byp+1aZ6ZnXGCx+ptZueELI8ys2tOPJciRU+BWqSYOecSnXP3H+/+/kxxxcLMYorgGOHm/yrgS+dcJ+fcmhN82d7AOYUlCod59FsqJ42+XFImmdkj/vyw35vZR2b2oL/+DDP71p9UYJqZtfLXjzKzl81shpmtzS1d+T/Cz5rZYn8e3t/663ub2RQzG2NmK83sKTO70bw5nRfllvj8Eb8+M7PZ/qNnPnntbYfmOx5u3hzik/185BvAzSzVzB43s1+BHmb2qH/8xWY2wh99Df84T/v5Wmlm5+ZzrP5m9kveUrB5c+qOM7OFZjbTHxQlN48jzGwi8K6Z1TKziX5J901Cxtk3s8H+a883szdzg3Le/Od53Y7+6y00sy/MrIY/eNH/AXeY2aR83sPt/vubbGb/za0tMLMrzOxXP28/mFld8yZiuQv4o5+v3HNyXt7P3z/GQ/65XWiH5uluYt7cw68Dczl8uGKRouWc00OPMvUAEoD5QAWgCrAKb2Qp8OaGbeE/74Y3NCR483Z/infx2gZvilSAq4Hv8Ubsqos3ylB9vBJZsv+8HLAZ+Lu/zx+AF/3nHwK9/OeN8YYtzZvf3sBX/vPhwAz/mPHAbiA2n30ccF3Ics2Q5+8BV/jPJwP/9p9fBvzgP78FeBUYiDdKW418XuMV4DH/+QXA/JA8zgEq+MsvA4/6z/v7eYsHWgP/y80/8Dpwc375z/O6C4Hz/eePh5zL4bmfY570pwHrgZp403NOA171t9Xg0MBOd4Sci8OOdZTPvy8wAu/iIwr4Cm9awyZ4o9p1L+7vux5l/3HC1VYiJVAvvCrSAwBm9j//b2W86s5P/QIneAEx1zjnXBBYamZ1Q471kXMuB2+g/SlAF2AfMNv5U9mZ2Rpgor/PIqCP//wioE3I61U1syrOmwe7IF875zKBTDPbgXeBkJQnTQ7epCK5+pjZn4GKeAFrCV6QBMiddGQOXoA5uA/eRU1fl//sYb3wLlRwzv3kl5yr+dvG555fvMD1Gz/d12a2119/IXA2MNt//xU4NDlB3vwD4B+/unNuir9qNF4APZquwBTnD9FoZp8CZ/rbGgKfmDcxQhyw7ijHye/z7+s/5vnLlYEWeBdsG5xzMwvJm8gJU6CWsii/KU7BKxElO28qx/xk5nOMgo6VN30wZDnIof+tKKBHSFALR+hxc8j//zTDv3jAzMrjlVYTnHObzGw4UD6f4+U91lq8+XTPBBLzeY2jTRWbVsD6vPuPds799Wj5LwJH+4xeAZ53zo03b8zu4UdJW9Dn/y/n3JuHvaBXfZ73HIicFGqjlrJoOnCFmZX3S9H9AfxS4zozuxYOtj93KORYU4Hfmlm0mdXGKz3OOoa8TATuzV0wbwD/opYblHf57zfc3ssb8ErC75rZWflsnwrcCAcnpthVQMk7NN2leNXN4DUzXGNmdfxtNc3s9KNlyDmXAuwNaTe+CZhylF3A+zzO99uyY/BrAXzV8Jol4NBsRgD78ZpFCvMdcJt/XjGzBrnvR+RUUaCWMsc5NxtvmrkFeNW+iUCKv/lG4HYzW4BXPTygkMN9gddmugD4Cfiz86a2C9f9QILfEWkpXiemIuW8+aP/i1flPg5vitdw912Bd04+tSNveRqOn3fgKQ4PdKH+jtcRay5eNfFG/9hLgb8BE/1jfI/Xpl+YIcCz/j4d8dqpj/YeNgP/xJv97Ae8aQZzP+/h/nubBuwK2e1/wMA8ncnyO/ZEvH4Gv5jZIrz5hsMJ8CJFRrNnSZlkZpWdc6lmVhGvxDfUOTe3uPMlJ0fI5x2Dd3E10jn3RWH7iZQGaqOWsmqEmbXBqxYerSBd5g03s4vwPu+JeDULImWCStQiIiIlmNqoRURESjAFahERkRJMgVpERKQEU6AWEREpwRSoRURESjAFahERkRLs/wOYfATd+xhTdwAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -324,12 +324,12 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -348,7 +348,7 @@ "pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", "\n", "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", + "labels = list(reversed(names_df.display_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "pylab.xlabel('number (millions)')\n", @@ -367,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -376,13 +376,13 @@ "Text(0, 0.5, 'difference: hashcount - mapped bp')" ] }, - "execution_count": 32, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -410,12 +410,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -437,7 +437,7 @@ " '.-', label='difference b/t hashes and covered bp')\n", "\n", "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", + "labels = list(reversed(names_df.display_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "#pylab.ylabel('genome (ordered by gather results)')\n", @@ -456,22 +456,22 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 34, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -503,12 +503,12 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -528,7 +528,7 @@ "#pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", "\n", "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", + "labels = list(reversed(names_df.display_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "pylab.xlabel('percentage')\n", @@ -548,12 +548,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -572,7 +572,7 @@ "#pylab.plot(gather_df.unique_intersect_bp / 1e6, gather_df.iloc[::-1].index, 'ro', label='hashes classified for this genome')\n", "\n", "positions = list(gather_df.index)\n", - "labels = list(reversed(names_df.ncbi_tax_name))\n", + "labels = list(reversed(names_df.display_name))\n", "pylab.yticks(positions, labels, fontsize='small')\n", "\n", "pylab.xlabel('mapping coverage')\n", diff --git a/genome_grist/notebooks/report-taxonomy.ipynb b/genome_grist/notebooks/report-taxonomy.ipynb index ff5a99e0..198cc5ef 100644 --- a/genome_grist/notebooks/report-taxonomy.ipynb +++ b/genome_grist/notebooks/report-taxonomy.ipynb @@ -28,8 +28,8 @@ "source": [ "#sample_id='SRR5950647'\n", "#outdir = 'outputs.test'\n", - "sample_id='SRR606249'\n", - "outdir = 'outputs.paper'" + "sample_id='podar'\n", + "outdir = 'outputs.private'" ] }, { @@ -40,7 +40,7 @@ { "data": { "text/markdown": [ - "# genome-grist taxonomic summary for metagenome `SRR606249`" + "# genome-grist taxonomic summary for metagenome `podar`" ], "text/plain": [ "" @@ -71,7 +71,7 @@ "outputs": [], "source": [ "# load gather CSV\n", - "tax_df = pd.read_csv(f'../../{outdir}/gathertax/{sample_id}.x.genbank.gather.with-lineages.csv')" + "tax_df = pd.read_csv(f'../../{outdir}/gather/{sample_id}.gather.with-lineages.csv')" ] }, { @@ -182,7 +182,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -268,7 +268,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -311,7 +311,7 @@ "outputs": [ { "data": { - "image/png": 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IgiAIggztykCW1FdSXQXlRkp6StIUSVMlbd6KPrpK+nYrym8m6YJKy7cWSQMkLfRxPCypW4X1hrWhr6GSTm69lCCpn6Q9W1F+kKTD2tJXhe3vK2lyZg0cvqL6Wp74fG/fhnoNy9Bnq9aKpGva2lcFbddIetvnrUHSka2oWydpp6K8KZK6VFB3gKQxOfmPtKL/yyV1bk37QRAEQRupr4eaGqiqSsf6+uXafLsykFvJ2WY2APg98N1W1OsKVGQgSxLwlpmd32rpWsctZtYf+BNwQpEMpeaw1QbyMtIPqMhAllRlZg+Y2Z0rQhBJnwN+Cxzla+Bg4PUV0VdbKTNvA4BWG8jLSMVrxefuhJZLLhNTfd72B86spEIZfa4UXC+nmtmHq1KOIAiCtYL6ehg2DBYsALN0HDZsuRrJq72BLKmDpPGSJgI/aEMTGwDve1tj3KP0qKR+nrenpBnuZTwdOAno7+X6uKdzuqRZkr7jdeokXQ1MBPpJGu/5Z0iaJGmupIGet9RTKulxSVd5/20Zy1+ALd1DfoOk+4EvSLrMxzBF0taSTgL6+Of+kmrdmzpd0nCXZSuXdbqk32b66C/pAa/bXVKVpAf980OSNvT635P0iKRpkg50vZ3iMiHpHNfpNEk7Z8Z/JXBD1lstaZy3P0NST887S9LWnj7X9T9V0o4V6Ok/gTvN7A0AM/vEzGaXmaM6Sde6DFdLOs/7+o2fHynpZkl/lnSPpB94+g4/v7O3OcvHV/AY3ud/j0razvP/JulG4JeSdpE00+uNUPI+DgVGS7peiSt87h6StKW3MVzSbK+3u4+5qnhtSTpa6anD45KO9rzukib4+Mb52iyslSMkbeNjmyLpMq8zVNItku4DDpZ7qyUN9HE/Kuksz1v6RKV4fBXMWzHVwOLMHAz29IkuU42v39uA4YVKkr7oY9zIsy70dfhbP7+RpHtdB7dK6pjtVNKxSt7rG4H1Pa+bpLt8vOMkreNzPEHSPcDRrrMueeuhqP28/ykX+pxOk/SlNugqCIJg7WHECFi8uGne4sUpf3lhZqv1H/BN4CJPHw/UVVBnJPAUMBNYCPTw/Go/7gLUe3omsIWnq4AaYHzm8yygo6enAusAdcBxXiZbvtB+N2Byjlwvk7yDHYCGQvkWxjIAGOPpC4FTfXw/97w9gD96uj9wvacbMm08DGzs6TuBTYGrgEGed73XHQrc7HlHASM93dmPP/I56O56Wzejp6HAyf55Z+AGT29GMlYL49/W09nyBb19DRhVNP5dXWYV+qpAZz8BTvD0gcAU4J5Sc+TzOcTT04CvF3QIrOf6HuF5NwGnZHS5PdA5I98dwHY+bzMAAfvg6xZ4LzMXE4AdvMxE0loaCQz284OBn3l6d+BK1+c01/k2wMRSaysz1k7AY56+DDgsq0uarpXbgN6evgKo9bm6KVOmoUiXAh7B10mmXLPxVTB3NcDbPmev03idZfVyostUA7wIdMzM43HA3cAGnjcF2N/TM4CNgDOAEz3vfOBYn68xpOv7CdfZJsB7Xm4McKCnTyf9Xxrgc6FMX10ovR7GUPp/ymNAh3JrnOTpbwAaevbsaUEQBGstklnyHTf9k1rdVPY7MPvXgdWfbYG5nn4U2LfCemeb2QSluNgLSV+cp0s6BFgCfOblOprZawBmtkRSto1upC+3BzOfu3v6sZw+h0g6xtvfLOf8B2b2HICk54EepC/4ljhC0h7AAmA06Qu+0H/vTHqOj7WYnYE7fWwbA1vl1NuWpJOCrucCX5G0PnCNkme3K3A7yTCbZ2afQK7edgD2kTTFPxd0vcjMXsgWlLQOcImSR78T8Nci2fsCM30RY2ZLcsZXzOukecPMJgGT1BijW2qOnszULaTfJBlU2fOvFaU3Jhk4l0qqBrYGCjHv89J1rLkkfQO8YGaLPL2pmT3temjIlCmwI3CYpP1JRuZCklE43/XwUsZLmre2dpJ0mp8vhG30BUa5bvJ02Qe4zudzA9LNFeSv993cW7wuaU18nrRGC+SN75WcdoqZambfdM/uw5JuBixzPrvY5pvZx5nPFwCHmtn7mbx5fvw7aQ33Bq71vDmk/ykFubsDC83sI+AjSYXrc0dgL0nnkQzgm4B3SP9Ys7JBmqO89QCl/6ecS7rOPiUZ7W8WK8XMxgJjAWpra4v7DIIgWHvo2TOFVeTlLydW+xAL4AVgN0/XtqH+ImATpbjUwcB+wMk0fsl+JKkHLI1j/IRk8ED6AnwaGGgpJrKfmRW+uPKMi+HAASTvEt7mBhkjpouk7dwo7A28UeEYbjGz/mZ2jJn9u6j/F0heZIC9gOc9nf0CnU/yig4AvkgyfkvV2y1zfBEYBLxuZvuT4rkFvEQKLengYyzW2zN4HKn3OahI5iz9SIbUfiTjXt7m591AeobkgSXTV0v8iWRYbu511smcazZHjpVIq4Lz3weusBQn3pCp00/J0izoEprq4C1JO3iZWi9TrMdbXY/9SbH0r3i7VZK2Ad71snlr63ySV/4Q4AMv9zR+k5nRZXY8zwLH+rzVkrzAxXIXOIv0VOEA4NXUpDpIKtx45I2vYtzwFcnbuoh0YwfJm16gWK5jgV+4bpY2lUmL0msfkvd6S0kdJW1M403LM8A5Phd7AYUfKubppdR6gNL/U6aZ2XEkj/LK/v1AEARB+2LUKKiubppXXZ3ylxPtwYN8F3CkpIdJX1KVMlopprgjKSxhEfAWMJn0iLPAacB4SR8D9wKXA52V4orPJHnbJkpaQvryLPcDvsnAdJJX6j3PO4L0BX2dy3A6yUi9wcwW5zXSGsysQdIbkmYAn9L4g8RnJd0O/JJkyNzhBtHHwKHAJaRY4HOBJ81smhsV60n6M8mb+y2S/kYoxZ++AfzdzN6WdD0wU9K/SYbtbOBGSbVmdrSk5yVNJRkQDwEXlRjCM0APSQ8Bf8vkXwqcb2bzJc2TNBv4kHRz87ecdrI6+V9JJwI3SzLXy+V+Om+OlpV7gcskHUejcQsp9v0+kpdwSE69EaSbjipggpm9ImkSyaPen7RWDpQ02cuPM7PrJN1NCnEx4Id+rtna8vmfTPKgFrzWo4E69yy/QjIoJ3sc7bWk8JTfSepEmrvvlRn37cAtpHCmwo1bDckwPzpvfGXaytLfnz508nr/8uvxbqU45HI/hHvLx3SjpP8qUeZaoF7SUSRP7Wj8JszMPpN0Oel/xDM0epZHAdeq8Y015X48WGo9FJ625P1PuUspBr0T8N9l2g6CIAiG+FfqiBHw6qvJczxqVGP+cqAQJxesICT9AhhtZoskNZhZW7zgax2SrjWz41e1HG1F0gBSzOzwFoquUSi9InGRmT20qmVZk6mtrbWGhja/2S8IgiBwJM3Ns83agwe5CZJGA3tnsiaTHvEWeMLMTl2pQpXBzEp6miQdQXr7w9LiNH0ciz+GXesoZRy7ZzX73uk+pLCALEdmQmGClYiZ3VrqXMxdEARB0F4ID3IQBEE7IzzIQRAEy4dSHuT28CO9IAiCIAiCIFhphIEcBEEQBEEQBBnCQA6CIAiCIAiCDGEgB0EQBEEQBEGGMJCDIAiCIAiCIEMYyO0ISX0l1VVQbqSkpyRNkTS1sKNchX109XfZVlp+s8zmCcsdSQMkLfSxPCbpgJZrNam/zLuSSbomJ+9ESUNXZL8tyPS862S2pF+1su4ASdu3XLJsG0Ml7V2Ut55v8IGky33jixWCpPcza+K0lms0qXuopM8vY/9nSdq6KK/s9enydlmWfoMgKKK+HmpqoKoqHevrV7VEwRpCGMhrLmf7O5R/T+PuepXQlfK7BS7FtxB+y8zOb7V0reMWH8s3gHNaWbdiQ1UltrE2sxNa2Wer+m0j//Jtj/cmbT29RSvqDgAqMpDL6KTOzGaXqmdmp5pZuR3vlpVnfU3sBXxXTbcTb4lDgYoM5DLjv9jMXm5Fn0EQLG/q62HYMFiwAMzScdiwMJKD5UIYyKs5kjpIGi9pIvCDNjSxAWnLYySNcS/Wo5L6ed6ekma4p/l00sYl/b1cH0mDJE2XNEvSd7xOnaSrgYkk42y8558haZKkuZIGet4gSYd5+nFJV3n/yzqWoyU97G0e7XndJU3wsYzzfvv4WI6QtI2kP/vny7zOUEm3KG2lfbCk4e6VnSVpdy/T4Meerqs/AfsXhJJ0medPkbS1pJMy/favQC9f9T6nKm1/XDFuGK4L/J+kTSVNlDTN18w6XuZcH89USV8AhpK2Yr9eiSskTZb0kKQtvc7fJN0I/FLSLpJmehsj/PxIpW2f8TmdSmYTkIK3VNLOPvZZkq7MnL/Gj1v5+emSftuasTsdgU+AJXl9+fiu8van+pwOAq6XNFrJ6z3O690jaUNJNV7+NmC4pIMkPSJpjvypgV8DO6nE9amcay1zLq/PbX0NTJE0tg16CIK1jxEjYPHipnmLF6f8IFhWzCz+VuM/4JvARZ4+HqiroM5I4ClgJrAQ6OH51X7cBaj39ExgC09XATXA+MznWSQjpAqYCqwD1AHHeZls+UL73YDJOXK9TPJcdgAaCuVbGMsAH8MU4B/AIUV9dQIe8/RlwGEF2f3YkGnrNqC3p68AaknG4k2etxkwzce6DTAx2wZwJfBlT9d73T2AP3pef+D6nH5L6sX7mg90ycpdgV6ed508nZG/I9DB05cCA4FdgTtp3BSoytfHYP88GPiZp3cHrvT0e8DGnp4A7EDa5XGiz/lIr1sL3OzlBgJTPD0F6AJ0zvR9B7Bd0TiuAgZ5+nqgf4Xjf9/7eBn4uec16wv4OvDrIn3XATv555OB73n6cGC4j+9FoKPnz/G56wg87v3UATtR4vok/1or6CSvz+OAk8utAdJTiQagoWfPnhYEaz2SWfIdN/2TVrVkQTuCzPd19i88yKs/2wJzPf1oK+qdbWb7kr6AL/S80yXNIBl6hbjkjmb2GoCZLSlqoxvJyHgQmOSfu/u5x3L6HCJpOnB7pv0sH5jZc2b2KcnA61HhWAohFtsC53neQPdaPkhjuEBfYHqJsUDa2vg6pTjZfYAti8ZSA8w3syVm9hKwUVH9vLnonak/x8sUU04v3YGFZvZBGbnzKIRY7AC8J2k/YBNgvOtlsPfVF5jp/wTy2t8ROMx1cikpxAbgBTNb5OlNzezpwj8SH3OBltZnDfAnl6k2Z/yV6C+PQohFb2AXSb1K9LV0TUDJ8Z/k4z+NtMYhrYOPPV1lZu/45+eKxlBq/HnXWrk+bwW2dK/9f+UN2MzGmlmtmdV27949r0gQrF307Nm6/CBoBWEgr/68AOzm6WZbIVbAImATSZ8jGU37kTxY8vMfSeoBS+MtPyF5iQHeIXkoB7ox0s/M3vRzeYbccOAAklcNb3MDSQVDs4uk7fzRf2/gjVaOZTGwvqfPB74GHAJ84HlPA/tmxgKQ3Uv9WeBYH0styTOaHcsrpJCRKknbAO8W9Z83Fy+QvMiQ4mGfz+m3nF7eJhlG6xfJ3RreJRnHQ4AHzay/j03AM6SbgUK/xXP8DHCrG9v9aYxXz87vW5J2kCQf94uZcy2tz+8DV3jbDS4ThVAOSuuvItzg/YBk2Of1tXRNeL+i+fh/4+PfF/ip52fHv0RSN0kdSTdjr2fONRt/mWutQF6fn5rZWWZ2DHBWG9dBEKxdjBoF1dVN86qrU34QLCMdVrUAQYvcBRwp6WHSF2uljFaKKe4InEoylN8CJpPCJgqcRvI6fgzcC1wOdFaKKz4TGAVMlLSEZMyV+wHfZJK3bg7pET3AESRj8TqX4XTgi8ANZrY4r5EcjpBUC6wH/Mbzbvf+5nm7AKOBOqW3GrwCHAtMlnQPcC3wE+B3kjqRDKDvZTsxszcl3U0KOzHgh0Vy/AK4WdJw3Hg2swZJb7i38FMaDcxnJd0O/LKcXszsOo/rnSRpsct5cwU62cg9kJDm5QKSZ/ImSYcA/waeNLP5kuZJmg18SDLYJgGXSOpPmo8DJU32tsaR5irLCNKPPauACWb2SrIzl47/PUnTfHzF3AtcJuk43CiV1AH4A8mAvAS4QdK5Lu+0CsYOHuPtbT7l42zWl/f/FZ+fj4FvAfcDl0v6M2m9j5VUmLdfAX8t6usc4D5P/8bMPiyMn/zrs9S1VmBsTp9dJJ1MChl6oBVPEoJg7WXIkHQcMQJefTV5jkeNaswPgmWgEK8XBCsESb8ARpvZIkkNZtYWL/gaR1Yvq1qWlY2kPYFdzezaVS1Le6W2ttYaGhpWtRhBEATtHklz82yT8CC3MySNBrLvn51Menxf4AkzO3WlClUGMzuz1DlJR5DemrG0OEWPoz0cYo2jlF487OLuouwPST8MK3CxmT2womRb0ZjZo5SIp5fUB8i+d3oj0tjfzOSdamZPrDABgyAIgrWe8CAHQRC0M8KDHARBsHwo5UGOH4IEQRAEQRAEQYYwkIMgCIIgCIIgQxjIQRAEQRAEQZAhDOQgCIIgCIIgyBAGchAEQRAEQRBkCAM5CIIgCILVj/p6qKmBqqp0rK9f1RIFaxFhIK/hSOorqa6CciMlPSVpiqSpkjZvRR9dJZXbYa+4/GaSLqi0fGuRNEDSQh/LY5IOaLlWk/rDloMM1+TknShp6IrstwWZtpR0l6RpkmZL+qakGt81sbjsFEldlqGvZvUlDZW0d6k6y4qvw5t8fI9I+oHnN3sfmqQ6STstQ1/N6ksaJOmwMnXivWxBUCn19TBsGCxYAGbpOGxYGMnBSiMM5CDL2b4xx+9p3DK5ErpSfgvqpSjt0fuWmZ3faulaxy0+lm+QtgpuDRUbqpJyryEzO6GVfbaq3zZyM/ArM9uftM3zmy2Ub5FS48/DzOrMbPay9lmGq4D7zWx/M/sSzbeMbjWtHN8DZnbnsvYZBAFp++jFi5vmLV6c8oNgJRAG8hqIpA6SxkuaCPygDU1sALzvbY1xb+Cjkvp53p6SZrin+XTSbnj9vVwf96RNlzRL0ne8Tp2kq4GJQL+C11LSGZImSZoraaDnLfXESXpc0lXe/7KO5WhJD3ubR3ted0kTfCzjvN8+PpYjJG0j6c/++TKvM1TSLZLuAw6WNNw9srMk7e5lGvzY03X1J2D/glCSLvP8KZK2lnRSpt/+Fejlq97nVElHtaQEST0BM7PppMSnZjbDT2/u6+VJSQcX1dtI0r3ez62SOrqHfoKke4CjJR0laY7/DcpU/5mkmZIu8rZGShosqUrSgz7WhyRt6Ocvl9TZ1+/N3uefJG1SwfjWAfY0s5sLeWY2xZPrS6qXNK8w75l6zfpS8qpPl3QbMFzSQUoe6Tlq+gTgZJ+jG7ytoZJO9vQ4H98M1322z25KnvxJXm4dSXv7Gp8q6WclxjhMUoOkhrfffrsllQRB++bVV1uXHwTLGzOLvzXsD/gmcJGnjwfqKqgzEngKmAksBHp4frUfdwHqPT0T2MLTVUANMD7zeRbQ0dNTgXWAOuA4L5MtX2i/GzA5R66Xge1J26I3FMq3MJYBPoYpwD+AQ4r66gQ85unLgMMKsvuxIdPWbUBvT18B1AJDgZs8bzNgmo91G2Bitg3gSuDLnq73unsAf/S8/sD1Of2W1Iv3NR/okpW7BZ3sBfwhJ78GeNb1ux1wh+dPAboAZwAnet75wLGu32mkbcHXAZ50nXYFHs/UL4z7AWBr0hob7Hmd/fgj4Pgimb5F2k4b7+/8Csa3KTC7xLlFwIY+ntmeVwfslNeX6+RFoKPnz/F56Ag8Ttr6ug4Y5ufHuk6GAicXzd/XgFFFa2IMcKCnTyddrz/P6KbF+dx9990tCNZoevUyS8EVTf969VrVkgVrGNnv3uxfeJDXTLYF5nr60VbUO9vM9gUOBy70vNMlzSAZeoW45I5m9hqAmS0paqMbydB6EJjkn7v7ucdy+hwiaTpwe6b9LB+Y2XNm9inwPNCjwrEUQiy2Bc7zvIGSprps23teX6DgVS0eC0Af4DpJU4B9gC2LxlIDzDezJWb2ErBRUf28ueidqT/HyxRTTi/dgYVm9kEZuYt5HdiixLm/uH4XAhsXnSsla4P/Y+kOLDCzj8zsXeAjSR28TGHc80g3DwBIWh+4VtI04L9zxleJfop5h8Z1VsxLZvae60sV9jXfzD72dJWZveOfn8vIOzdz7J0Z3zrAJT5/5+aMb0fgAl9T3ybdZF1FWp83AoMIgrWdUaOgurppXnV1yg+ClUAYyGsmLwC7ebrZ/uIVsAjYRNLngMGkeNWTaTQuPpLUA5bGaH5C8iRCMlSeBga6gdrPzAqxrnmG3HDgAJIXDW9zA0kFQ7OLpO3c6OgNvNHKsSwG1vf0+SSP3iHAB573NLBvZiwAlqn/LHCsj6UWmFA0lldIISNVkrYB3i3qP28uXiB5kSF5dp/P6becXt4GtnRDs6I4WTNbCJik/bzOOpL2zem32IAsJWth/G8DvSR1ktSVdPP0qZ8rjLsf8FKmzUHA65ZioX9f6FPSFpJUps9y4/sMeCQbbiKpENJi+bUqGh/AEg+L6Ei6sXq9aHy7kTzOBfoBm5rZfqQbzWKdPgOcY2YDzGwv4BrgX2Z2CumG4ZJyYw2CtYIhQ2DsWOjVC6R0HDs25QfBSiAM5DWTu4C+kh4GvtiKeqMlTSY9Pr6IZCi/BUwGjsyUOw0Y72VPJRmtnZXiimuAUcBEP9/ST44nkzy4I4D3PO8IGg3DRaTH0LOBG8xscbMW8jnCPXQzgN943u3e31XeLsBoYJh7lq8vyCTpHkn/D/gJ8DtJk4CHKPIGuvF/NynsZBxwVpEcvwBGSnoAWNfrNABvuGf+AtLjdYBnJd0u6Uvl9OIe4xHAJNdxdm7KMYT0RGAqKfRl0wrqXAsMdm/vF4A/Fo3/M+BiUsjFn12uAoMlzQTmmdnLmfxHSLHb95FCdwqMI4Ux3AX09D6PJD29qIQfAl9VeovFTJe3JSrp6xzgPtJ8/MbMPvT8PV3/na0x3hmSAdxD0kPAQTntjQJ+7DHIk4BdgRNchtmk6y8IgiFD4JVXYMmSdAzjOFiJKD0lDYLVB0m/AEab2SJJDWbWFi/4GkdWL6taluWNPyG4ysxOXNWytAdqa2utoSHeGhcEQbCsSJqbZ2d0yCscrFlIGg1k3z87mfT4vsATZnbqShWqDGZ2Zqlzko4gvTVjaXGKHmF7OMQaRym9eNjF3UXZH5J+TFbgYjN7YEXJtqy4J7qkcSzpfpqOpxewIPO5zszqVox0QRAEwdpGeJCDIAjaGeFBDoIgWD6U8iBHDHIQBEEQBEEQZAgDOQiCIAiCIAgyhIEcBEEQBEEQBBnCQA6CIAiCIAiCDGEgB0EQBEEQBEGGMJBXMyT1lVRXQbmRkp6SNEXSVEl52zSXqttV0rdbUX4zSRdUWr4tSDpM0gzf5OE+31VtpKTBReVqfEOSZelrrKSZknZc1ra8vWHL2kYL7XeVdJPr5hFJP/D8Zq8xkFQnaadl6KufpHmSftHatrzuSS2XbLNsVZLO93UyU9J1nj9FUpeiskMlnbwMfVVLmi7poWVtK9NmvHYiWLuor4eaGqiqSsf6lvaNCoLVhzCQ2zdn+zt/fw98txX1ugIVGci+9e9bZnZ+q6WrEEl9STvQfcW3H/4BaUe1ZWlTLnseu5nZvqRtqJcHK9RAJu38d7+Z7W9mXwL+uqwNltme+ivAz8q9i7oUZvaEmV29bJKV5TjSTob7+fyNW9YGy+hhV+BxMxu4rH0EwVpJfT0MGwYLFoBZOg4bFkZy0G4IA3k1QFIHSeMlTSQZh61lA+B9b2uMe9QeldTP8/Z0r9tUSaeTNtro7+X6SBrk3rJZkr7jdeokXQ1MBPoVPK2SzvAtcudKGuh5gyQd5unHJV3l/Vc6lm8DvzOz9wHM7JXM1sTfkXS/e0+ri/R2kHtU50gamiN3N0k3+7j/JGkT342ur9I21Otk2qqVNNn1MNzzbpLU3z3o0yR1kjRc0mzX1e4+7j6uyyMkHS3pYdfD0d7OUs9qzlyURWmHuT3N7OZCXmZb4/Ul1bvH9+iieh1yxl7j47sNGF6sP0k7AicAP5N0XKYtSbrC9fOQpC0l7aTk6Zek0ZL+S9IASWO8Tt46HCppb0830WNLenC+Q9rwxFwPkzPnLvQ5+m2ODpv15fNzJXCDpK18TU/P1P818A1JVxS1NTRzrRyo5GmeIambpEMkXevlxvn4Z0jqWdRGN0l3eZ/jJK0jaW/X1VRJP6tQH0Gw+jJiBCwu8kEsXpzyg6A9YGbxt4r/gG8CF3n6eNKuYC3VGQk8BcwEFgI9PL/aj7sA9Z6eCWzh6SqgBhif+TyL5LGtAqaSDMc64Dgvky1faL8bMDlHrpeB7Um7NDYUyrcwlquBQ0qM8TxPjwK+ViTLHJejI/A4aae1rNzfIhlUAMcC53u6IWdcDwMbe/pOYFNgY2AGcC+wO7AZMM31tA0wMdtekX46AY/ljKnJXFSgm02B2SXOLQI2BLoUyvj4d8obu4/3RaBjGf2NBAYXtTWY5FXG9XClp38CXAPc5p8HAGNKrcOM3Ll6rEAXTwOdcvKnAPt7egawETAUOLnMnL0MbOvpq4BBnr4e6F80lkJb3YA/k3ZurAYe9vN7+5qZAWxYNP6vAaOK1t0Y4EBPn066/n+e0XvuuiA9qWgAGnr27GlBsFojmSXfcdM/aVVLFgRNIPMdnv2LraZXD7YF5nr6UWDfCuudbWYTJO0JXEh6BH26pEOAJcBnXq6jmb0GYGZL1DTyoBuwHfBg5nN3Tz+W0+cQScd4+5vlnP/AzJ4DkPQ80INklJXjdWCLEufm+XEhyWDNUmVm73hfz5Eev2fl7p1JzwEOLiPDzsCdrpuNga3MrEHSTGAXM5sr6UvAfDNbAryktMVzMQMlnebp7XPON5mLMvIUeIfG+SjmJTN7D5aGwmQpNfb5Zvaxp0vpr5gdgcMk7U8yDhd6/ljgDZJBWUzeOixQQ8t6zKOwTl7KOVdYJ38nhRC11NciM3vB08W62pb8NbsNSRcFz3V3ADObrfQbgDvM7D33+l/invNONA+J2RHYS9J5pJuSm0hG+tlKvw34I/Cn4s7NbCxJ59TW1sYWqMHqTc+eKawiLz8I2gERYrF68AKwm6ebbXdYAYuATSR9juTt24/k8SoYTR9J6gFLYy4/oTG84B2SZ26gpXjmfmb2pp/LM+CGAweQvF54mxtkDI8ukrZzI6E3yYBqiVuBEyRt4O31lFTj57KGQLERuMQfV3ckGaOvF8n9ArCHp/cCni8jw3zg666DLwJzJfUheUD/Lulg4BVSuEmVpG2Ad3NkPJ/kNTwE+MDH09nnBprPRVnM7DPgEUlHFfLcUC3ut5hSY8/OaSn9FfMMcKuZDTCz/jTGu48BfgyMzBropdahh3lUU1qPLfEH4CeFviRlDfNS66RUX1k9VLpOXgKeBA4oXCsuxzEkL/ZXJG3q+Zua2X6kG9fidfsMcI7rcy+SF/5fZnYK8N/AJSX6D4L2w6hRUF3dNK+6OuUHQTsgPMirB3cBR0p6mPTlWSmjleJYOwKnkgzlt0gerlmZcqcB4yV9TAoXuBzorBRXfCYpfGGipCXA25T/Ad9kYDrJ0/ae5x1BMlCucxlOJxmZN5hZiz+EM7NnJV0CPCDpM+BfpFjYljgHuM/TvzGzD4scqXeR4kinAf8GhpRp6yzgDjdaPwa+AfyWFPLytvczGLibFCZhwA+97mRJ9wDXAreTdDSPpAtITwT6Az+l+VxcWsE4fwhcIelE0o3NOFLYQDnyxr5hUZmW9FfgXuBASQXP6ThJbwH/Z2ZXS1qXtP4KXtxy63CymT0sKU+PLfE/JA/yDF+rz5JCgkpiZm9W0NclpFjkc4EnzWyapAE5bb0j6Y/AVF+nTynFtH8PGEi6mbqSFJLRQ9JDwN9y+hsFXKvGN8OcCfyHpG8A65NCW4KgfTPE/92OGAGvvpo8x6NGNeYHwWqOUvhFELQdNxJGm9kiSQ1m1hYv+BqL0o/+7jWzZ1e1LKsSpR9P/tDMPl3VsrR3amtrraEh3hoXBEGwrEiam2e3hAd5NUTSaNIPfwpMJoU1FHjCzE5dqUKVwcq8EkzSEaS3ZiwtTtEjZ39cvcZiZmNKnZN0PykOtUAvIBu4V2dmdStItJWKmZV8R3J7W/NBEATBmk14kIMgCNoZ4UEOgiBYPpTyIMeP9IIgCIIgCIIgQxjIQRAEQRAEQZAhDOQgCIIgCIIgyBAGchAEQRAEQRBkCAM5CIIgCIIgCDKEgVyEpL6S6iooN1LSU5KmSJrqW81W2kdX31K20vKbZTYVWCEo8XdJ3ylTponckq5pQz9t/um9pGGtLF9SPkkDJOVtBb3ckLShpA8l7V2mTI2kL2c+t1qnK4qVKZvPxxJJW/vnzSR9KmnwMrY7sq1ttHaNSBrawlzHayeC9kF9PdTUQFVVOtbXr2qJgmClEwbysnG2v8P39zRuv1sJXSm/W91SfFvdt8zs/FZL1zr2Bf4EHFamTFcycptZJbvdLU8qNpAlVbUg3wDS9sorkq8B1wPfKlOmBlhqhK4CnZajhpUr21zgcE9/A3h8BffXEgOocI34eqszs9krVqQgWMHU18OwYbBgAZil47BhYSQHax1hIAOSOkgaL2ki8IM2NLEB8L63Nca9yo9K6ud5e0qa4Z7m00kbZ/T3cn0kDZI0XdKsggdXUp3vPDYR6OfbQiPpDEmTJM2VNNDzBkk6zNOPS7rK+2/NWL4F/BroJKlLhXI3eLmRkuol3S9pmqRqz7/M608peAaBakk3SZon6dAyY9pW0sPe9y8lnQT08bb6S6qVNNn1Njwjxw2++cYXMvLtImmm63eEpM6k7YBHS7pe0qaSJrrs4yWt4/Wu8WNnSX9wWSa2QqdfB0YAu/iNDpK+Kmm2t3WU6/QIH9dGGZnrJF3rct2tRAdJN3vdP0naRMnLO9vl/pukb0i6Q9KTknaQdJiks73NrpIe9PS5ro+pknaU1E3SXT4P41wHpWQ72ufmcUlHe14/nyMkHSTpEUlzJA1thb6mA//h6YNJax9JP1bjdbGD60ZK63y6j2GT4nnOtPttSQ9KmiBpvTLzndXJF2i6RiTpCl9zD0na0uv8TdKNwC99/Q2WVOX9TfGyTbb4lrSNpD/7+cs871BJj3leyQ1VgmCFM2IELF7cNG/x4pQfBGsTZrbW/wHfBC7y9PGk3ctaqjMSeAqYCSwEenh+tR93Aeo9PRPYwtNVJM/c+MznWUBHT08F1gHqgOO8TLZ8of1uwOQcuV4meb06AA2F8i2MRcADnv4ucERLcnteQ0YX53l6FMlzugfwR8/rD1zv6Q+ATUg3FXNLjQm4E9it0He2P08/DGycKbupy/HzHPkmADv4OCf6OEYCg/18R6CDpy8FBhbp5xTgx1lZKtDpBpk5uwDYy3U4H+iS0ekAYEyOzHXAMZ6uJ62nbwEXe96xwPk+lmd8zRxE8sJWkYzzi3xsUzNr+7+BXV1nysgxBjjQP59OuiZKyVaYr07AYzljn+Nz2ZHkBe5cgb4GuAxXA7v5+EcCg31u78qsr4N9fL/O1K8qM8+Fa/scktHbbL5L6CS7RgYDP/P07sCVnn6PxnWYLd/Zjz8Cji/S321Ab09fAdQCNwE7lVtjpCcoDUBDz549LQhWCJJZ8h03/ZNWtWRBsEIgY1tk/2Kr6cS2JMMC4FFSuEElnG1mEyTtCVwIHAecLukQYAnwmZfraGavAZjZEncmFugGbAc8mPnc3dOP5fQ5RNIx3v5mOec/MLPnACQ9D/QAXmxhHPsAvSU9QDIe3gJuaUHuYub5cSGwMVCdkX8OST8AL5vZP12+jyR1KDGmLc1sXqHvnP52Bu50mTYGtvL8PJ1tamZPe58NQO+i85sAv5O0MUlf84vO9wWuKyNLHl8Dtnedrk/SxyvAQjP7oNBWK3Xam6Y6PdjTfzWzzyS9BvzF232NZLh9LOkvSk8zvgkcARwCzPR/DAU5dgT2knQeaevrm4B3Ssg1UNJpns4LQagys3cAJD0HbE7La7DAHcD/kG4q+rl8b0lC0udJhvRPgTNIHmcyYyg1z3Mzx/8gf743ydFJVq4dgcMk7U8ywBd6/gtmtihbUNL6wDWSepLCkm4vGmMf4DpvfwPSzd7PgR973d8CjxQrxszGAmMh7aSXq70gWFZ69kxhFXn5QbAWESEWiRdIXitI3pzWsgjYRNLnSJ6m/YCTSV+kAB9J6gEpVhH4hOTxg2SEPE3yWg4A+pnZm34uzxgbDhxAMnbwNjeQtJF/7CJpO39s3Bt4owL5vwV828wGmdmB3sb6LchdTPYLWySd7uGf9wKe93SNP+pfH+hkZp/mjQlYKGnXTN/FfcwHvu46+yKNRlCezt7yR/Mize+LRWMZAjxoZv1JXshCOMSWfv5p/KYpI0tLHA4c4Drdz2V8G9jSx748dWpl6gDcCJwNvGtm75I8zvssLZTkeAY4x8wGmNlewDVlZDufdANwCOmJQCEM5XN+folSyEZHkgH9eonx5TEZeBJ4oCj/D6QQoFl+k7J0Trx/kT/P0Hht7+Z5efOdp5Ps+J8BbnX99KfxNwd5620Q8LqZ7U/6fULxXdCzwLG+dmtdhoVmdhJpni4qqZ0gWNGMGgXV1U3zqqtTfhCsRYSBnLgL6CvpYZIhUymjJU0mPQ6+iGQov0X6kj8yU+40YLyXPZVktHZWiiuuIT02nujnW/olxGSS52wE6fEuJK9gwbhcRHpEPhu4wcwWN2shgxsTB9LUazob+Go5uSVtU65dM2sA3pA0g+QN/LmfWkjykE3P5OWN6UzgcklTgNGe96yk2yV9CTgLuMNl+xOwXhlxRpAMlVmkEI5XgEkkb/+lJA/eSZLupqlX/jY/XgvsI2kacH+5cUO6YQE2N7P/zWS/SHo0PwKY5HIfSQrT2d11ukELTd8F9HQ5jgSubEkWADObQwohuNk/zwfmKcUuTyJ5yEeRPJiTPG/XMrLdTpqzq0jrDZKxeqqnzwHuI83pb8zsw0rkdNk+NbNjzez/ik7dDXwFGOef7wXWU4pxn0TyAOfNM6SbsodI3uM/kjPfJXSSXSP3Ap/zGOTJwDFlhvEIcLCk+0ihMcX8hOTBngQ8RPKwj/R5vdfHEASrhiFDYOxY6NULpHQcOzblB8FaRCHeLmjHSPoFMNrMFklqMLO2eMGDDP44/0dmdu6qlmV54MbXQWb2yQpqfzhwr5k9u4LaX48UJz9gRbTf3qitrbWGhnhrXBAEwbIiaW6e3RQxyDlIGg1k32c6mRQCUOAJMzt1pQpVBjM7s9Q5SUeQ3kawtDhFj3zD6GiOmf0DyDWOJZ1C09fhbUp6clDgTTM7ktUASV1JHt/xK8o4BjCzMWVkWKY1KGk7UlzyZcsmZRAEQRBURniQgyAI2hnhQQ6CIFg+lPIgRwxyEARBEARBEGQIAzkIgiAIgiAIMoSBHARBEARBEAQZwkAOgiAIgiAIggxhIAdBEARBEARBhnZvIEvqK6mugnIjJT0laYqkqZI2b0UfXSV9uxXlN5N0QaXlW4ukAZIW+jgeltStwnrD2tDXUEknt15KkNRPaRvuSssPknRYyyXbjqRZks7OfB4paXCZ8iv0VQGSDvV3Lre2Xpvlau06kHRNW/uqoO3CWp4iabqkGs+vk7RTK9tazzeWKXW+1W1m6rZpnoraKLvWgmCVU18PNTVQVZWO9S3tWxUEay7t3kBuJWf7+1Z/T+NWsZXQFajIQC5seWtm57dautZxi295+yfghCIZSs1rqw3kZaQfUJGBLKnKzB4wsztXlDCStgIWAAetqD7K9F1qTg4FlsnwagMVrwOflxNaLrlM3OLX5dXAD1ZwX23lUCqcp1ZsRx4Eqw/19TBsGCxYAGbpOGxYGMnBWku7/EcuqYNvfzuRtn2hbgC8722Nce/Vo5L6ed6evoXtVEmnkzY56O/l+rinc7p7I7/jdeokXQ1MBPopbSONpDN8+965kgZ63lJPqaTHJV3l/bdlLH8BtnTv1A2S7ge+IOkyH8MUSVtLOgno45/7S6r1bXOn+y5oSNrKZZ0u6beZPvpLesDrdpdUJelB//yQpA29/vckPSJpmqQDXW+nuExIOsd1Ok3SzpnxXwnckPVWSxrn7c+Q1NPzzpK0tafPdf1PlbRjhbr6Jmmr4pck9c6ekFTj475d0jxJhY1iqiRdLWlOwfMsaaDr6VFJZ3neUEm3Femp0OZtwHBJB7l+5nj5rYFBwPWSRrsHdJy3fU9Gr03m0uWqlnSTy3qol8tba9sqPWWYKumXFa6D4rXU4PlHe1uPSzra8/p5mxSPr8I5ydKVphuInCJpoqS7legg6WYfy58kbeL9XiVpKmlL88J8lpLlZNfRDV5uZ/88y9ch3tdVrpOpknZvaZ5y5rqZrrKo6FqQ1FHShExeua3Tg2D5M2IELF7cNG/x4pQfBGsjZtbu/kiGzkWePh6oq6DOSOApYCawEOjh+dV+3AWo9/RMYAtPVwE1pJ3ICp9nAR09PRVYB6gDjvMy2fKF9rsBk3PkehnYnrSrYUOhfAtjGQCM8fSFwKk+vp973h7AHz3dH7je0w2ZNh4GNvb0naTd4K4CBnne9V53KHCz5x0FjPR0Zz/+yOegu+tt3YyehgIn++edgRs8vRlwZ2b823o6W76gt68Bo4rGv6vLXNjopqrCdTMBWJe0K+JPMutisM/Zyz6vPYGJfv4loJePZ36RbAIeATrn6cnbfBHo6PlzfB10BB73enXATn7+ZOB7nj4cGF5mLj8ANiHd7M0ttdZcT7tl9VTBOhiJr6Vs+Uz7nYDHcvTbbHwVruWFwDzX/1aeXwcc4+l60vX5LeBizzsWOB+ozeh9IDClBV0P8/Njve/ONK6jO4DtgK8Dv87IWFXBPBXPdTNd0bjWml0LQG8a/2eohK6Gkf5HNPTs2dOCYLkimSXfcdM/aVVLFgQrlOx3YvavvW41vS0w19OPAvtWWO9sM5ugFBd7IXAccLqkQ4AlwGderqOZvQZgZkukJrvidiN9iT6Y+dzd04/l9DlE0jHe/mY55z8ws+cAJD0P9CB90bbEEZL2IIUMjAbOyPTfO5Oe42MtZmfgTh/bxsBWOfW2JemkoOu5wFckrQ9co+TZ7UrayngbYJ75dsY5etsB2EeNMaIFXS8ysxeyBSWtA1yi5NHvBPy1SPa+wExf2JjZkpzxNUHSliQj616SwdMZuKSo2F/M7GPgVUkbZeRb4G186Hm7KcWYr+vjLjx6b6InT8/3NiEZqO94W88BxXHwOwJ7+HpZF5hO6bl82cz+6W19JKkD+WttSzObByX1lLcOIH8tD5R0mqe3zzmfN75K1vItpPU7hrROFnr+PD8udNmKdXEwzf8XlJMFms5Rb9IW4ZdKqga29nJ9SboHctdy3jxB07kup6tm14KZveje4zrgNUnnmdln2UpmNpZk2FNbWxtboAbLl549U1hFXn4QrIW0yxAL4AVgN0832x6wAhYBm0j6HMmjsx/JK1T4FvxIUg9YGk/4CclLDPAO8DQw0FLcZD8ze9PP5Rkgw0key28WMiRtkDHAukjazo3C3sAbFY7hFjPrb2bHmNm/i/p/geR5BNgLeN7T2S/V+cDXfQxfJBkMpertljm+SHrc/LqZ7U+K5xbJ09rPDbU8vT0DTDWzAd7noCKZs/QDNjWz/UgGobzNz0vq6G3tUyisymI+vwmcYmaDzOzLwLNqDFco8AVJ67ox/S/PyzNEziJ5zg8AXqVx3RTrqXh8SyR18zFsD7xOcx39xnW0L/BTSs9JjdKPR9cHOpnZp+SsNWChpF2hiZ5aWgfFchc4n+TRP4TkwUZSZ7+OSo2vIvxm52LgnGx2Ji3ydVHqf0EpWYrn6PvAFZbi+Ru8n6fJ3HQrWcctzRM01VkzXWVodi1I6gRcZWZDSTfcld70B8HyYdQoqK5umlddnfKDYC2kvXqQ7wKOlPQw6cumUkYrxRR3JIUlLCJ5kCaTwiYKnAaMl/QxyeN4OdBZKa74TGAUMFHSEuBtyv+AbzLJwzQHeM/zjiB9+V/nMpxOMk5uMLPFeY20BjNrkPSGpBnApzT+IPFZSbcDvyQZeXe40fQx6UdIl5Bigc8FnjSzaZK2AdaT9GeSN/dbJP2NkHQfyaD/u5m9Lel6YKakf5MM29nAjZJqzexoSc97rOgS4CHgohJDeAboIekh4G+Z/EuB881svlLs7WzgQ9LNzd9y2slyOOnReYFJNDUkAV4DbiOFVHy/TFu3k7yeTwH/zuQX62n9onrnAPd5+jdm9qFSnO/lXu9yYKykwnz9yszuKzGXC4HfkrydP/O8vLV2JnCtG3lzgJ/Q8jooN+7JJM/uIs/blxT68dO88ZVpqxm+ht6QtFeJIncB35A0jaT3IWb2T0nved6cTNk8XQPsKWkI8KqZTXED+jJJx9FoAN9LelIyg6STbwFl54nmTznydFUY55M518J44Dqfh/dIYSFBsPIYMiQdR4yAV19NnuNRoxrzg2AtoxB7F6xEJP0CGG1miyQ1mFlbvOBrHZKuNbPjV1DbNaS47mKjudL6Q4EuZnbl8pRrdUfph333mtmzq1qWtYna2lpraFihbyAMgiBYK5A0N88Oa68e5CZIGg3sncmaTHrUXOAJMzt1pQpVBjM7s9Q5SUeQ3v6wtDhNf9mPP5Zd6yhlHEvqT+YNBkAfoNhgOzITChMsJ8xsTKlzsZaDIAiC9kp4kIMgCNoZ4UEOgiBYPpTyILfXH+kFQRAEQRAEwQohDOQgCIIgCIIgyBAGchAEQRAEQRBkCAM5CIIgCIIgCDKEgRwEQRAEQRAEGVZbA1lSX992taVyIyU9JWmKb9VavH1vubpdJZXb5KO4/Ga+xfAKQdIASQt9HA9L6lZhvWFt6GuopJNbLyVI6qe0XXel5QdJOqwtfVXY/r6SJmfWwOErqq/lic933pbNLdVr8+sLWrtWJF3T1r4qaLtG0ts+b1Mk5W2JXih7qKTPlzpfYX91knZqY93l0f9ISYOXpY1gDaS+HmpqoKoqHevrV7VEQRCwGhvIreRsf5/q72ncaawSulJ+F7yl+E5kb5nZ+a2WrnXc4tve/gk4oUiGUvPVagN5GekHVGQgS6oyswfM7M4VIYhvc/xb4ChfAwfTii2OVwZl5m0AaRvklUnFa8Xn7oSWSy4TS7dcNrNzy5Q7FKjIQC2j72VhVfcfrInU18OwYbBgAZil47BhYSQHwWrAavWPXFIHSeMlTQR+0IYmNgDe97bGuFfqUUn9PG9PSTPcy3g6aROD/l6uj3s6p0uaJek7XqdO0tXARKCf0nbTSDpD0iRJcyUN9LylnlJJj0u6yvtvy1j+AmzpXqcbfEviL0i6zMcwRdLWkk4C+vjn/pJq3Zs63Xc5Q9JWLut0Sb/N9NFf0gNet7ukKkkP+ueHJG3o9b8n6RFJ0yQd6Ho7xWVC0jmu02mSds6M/0rS1tVLvdWSxnn7MyT19LyzJG3t6XNd/1Ml7ViBnv4TuNPM3gAws0/MbHaZOaqTdK3LcLWk87yv3/j5kZJulvRnSfdI+oGn7/DzO3ubs3x8BU/wff73qKTtPP9vkm4EfilpF0kzvd4ISZ2BoaTtz69X4gqfu4ckbeltDJc02+vt7mOuKl5bko5WeurwuKSjPa+7pAk+vnG+Ngtr5QhJ2/jYpki6zOsMlXSL0jbiB8u91ZIG+rgflXSW5y19olI8vgrmrSSSnpZUr7Sd+NG+NgYB10saLWk9H88kn6MNlbzR0yXdBgyXdJCv2TlKuxwWONnr3VBmPuX6ne66270N/Tebj6IxNrlmJHXMzNU0Sestiw6DdsKIEbB4cdO8xYtTfhAEqxYzW23+gG8CF3n6eKCugjojgaeAmcBCoIfnV/txF6De0zOBLTxdBdQA4zOfZwEdPT0VWAeoA47zMtnyhfa7AZNz5HqZ5B3sADQUyrcwlgGk7Y4BLgRO9fH93PP2AP7o6f7A9Z5uyLTxMLCxp+8ENgWuAgZ53vVedyhws+cdBYz0dGc//sjnoLvrbd2MnoYCJ/vnnYEbPL0ZyVgtjH9bT2fLF/T2NWBU0fh3dZkLG9hUVaCznwAnePpAYApwT6k58vkc4ulpwNcLOgTWc32P8LybgFMyutwe6JyR7w5gO5+3GaRd4vbB1y3wXmYuJgA7eJmJpLU0Ehjs5wcDP/P07sCVrs9prvNtgIml1lZmrJ2Axzx9GXBYVpc0XSu3Ab09fQVQ63N1U6ZMQ5EuBTyCr5NMuWbjq2DuaoC3fc6mZNbIImBDoAswOzNvO3n6ZOB7nj4cGO5tvQh09Pw5Pu8dgcd93uqAYX5+rM9b3nx+Hfh1Rs6qNvSfNx8jfZ6bXTNAbxr/t6iEvob5fDf07NnTgjUAySz5jpv+SatasiBYa8h+L2b/VretprcF5nr6UWDfCuudbWYTlOJiLwSOA06XdAiwBPjMy3U0s9cAzGyJ1GTX226kL8cHM5+7e/qxnD6HSDrG298s5/wHZvYcgKTngR6kL9CWOELSHsACYDRwRqb/3pn0HB9rMTsDd/rYNga2yqm3LUknBV3PBb4iaX3gGiXPblfgdpJhNs/MPoFcve0A7CNpin8u6HqRmb2QLShpHeASJY9+J+CvRbL3BWb6gsXMluSMr5jXSfOGmU0CJqkxRrfUHD2ZqVtIvwlsVHT+taL0xqSbpkslVQNbA4WY93lmZpLmkvQN8IKZLfL0pmb2tOuhIVOmwI7AYZL2JxmZC0lG13zXw0uSCvLlra2dJJ3m5wthG32BUa6bPF32Aa7z+dyAdHMF+et9N/cWr0taE58nrdECeeN7JaedYqaa2TeL8l4ys/e8LeXU2RHYw+d2XWC65883s489XWVm73gbz9E4T9k13xt4i+bz2TfTZt6ar6T/gTnzUaDZNWNmL7r3uA54TdJ5ZvZZtpKZjSUZ9tTW1sYWqGsCPXumsIq8/CAIVimrVYgF8AKwm6ebbftXAYuATZTiUgcD+5G8PYVvt48k9YClcYKfkAwegHeAp4GBlmJZ+5nZm34uz7gYDhxA8nrjbW6QMWK6SNrOjcLewBsVjuEWM+tvZseY2b+L+n+B5EUG2At43tPZL8v5JK/oAOCLJEOgVL3dMscXSY+RXzez/Unx3AJeIoWWdPAxFuvtGTJxpN5GVuYs/UiG1H4k417e5ucldfS29ikUVmWxnH8iGZabe511MueazZFjJdKq4Pz3gSssxYk3ZOr0c2OuoEtoqoO3JO3gZWq9TLEeb3U99ifF0r/i7VZJ2gZ418vmra3zSV75Q4APvNzT+E1mRpfZ8TwLHOvzVkvyAhfLXeAs0lOFA4BXU5PqIKlw45E3vraSZ/wV6+o3rqt9gZ/myL1EUjdfV9vTGJdevObz5nOp3mCpkd7a/vPmg0z9JteMpE7AVWY2lHRjXqlzIGjPjBoF1dVN86qrU34QBKuU1c2DfBdwpKSHSV8ilTJaKaa4IyksYRHJMzSZFDZR4DRgvKSPgXuBy4HOSnHFZ5K8bRMlLSE9+i33A77JJM/RHNKjdIAjSF/u17kMp5OM1BvMbHFeI63BzBokvSFpBvApjT9IfFbS7cAvSYbMHW4QfUz6cdElpFjgc4EnzWyaG1zrSfozyZv7LZL+RijFn74B/N3M3pZ0PTBT0r9Jhu1s4EZJtWZ2tKTnJU0lGQgPAReVGMIzQA9JDwF/y+RfCpxvZvOV4k5nAx+Sbm7+ltNOVif/K+lE4GZJ5nq53E/nzdGyci9wmaTjaDSYIMW+30d68jAkp94I0k1HFTDBzF6RNInkUe9PWisHSprs5ceZ2XWS7iaFuBjwQz/XbG35/E8G5vl5SE8g6tyT+QpwLDBZ0j3AtaTwlN+5cbYE+F6Zcd8O3EIKZyrcuNWQDMGj88ZXpq0s/TOe1CfM7NQS5e4HLvf1ejkwVlJh/f+K5k8jziHNByRj9kP3Au8paQjwqplNcQO6eD7vJT1RmUG6hr7Vhv7z5gMAM3sy55oZT/LmV5HW6uMl9BCsSQzxfxUjRsCrrybP8ahRjflBEKwyCrF3wXJA0i+A0Wa2SFKDmbXFC77WIelaMzt+VcvRViQNIMUSD1/FoqxUlF6RuMjMHlrVsqxt1NbWWkNDm9/2FwRBEDiS5ubZa6ubB7kJkkYDe2eyJpMe8RYo53Fa6ZjZmaXOSTqC9PaHpcVpfDxfqD9gxUi2elPKOHbPava9031IYQFZjsyEwgQrETO7tdS5mLsgCIKgPRMe5CAIgnZGeJCDIAiWD6U8yKvbj/SCIAiCIAiCYJUSBnIQBEEQBEEQZAgDOQiCIAiCIAgyhIEcBEEQBEEQBBnCQA6CIAiCIAiCDGEgB0EQBMGKpL4eamqgqiod6+tXtURBELRAGMg5SOorqa6CciMlPSVpiqSphe2OK+yjq2+0UGn5zSRd0HLJtiPpMEkzJE2TdJ+kLVZQP21+P5WkYa0sf01b+6qg7a6SbnJ9PSLpByuon5GSBrex7gBJ27ei/FBJe6+k9XaSpJmSpku6TVKXFdBHje+U2Za6y/UalVQnaae2yBK0Y+rrYdgwWLAAzNJx2LAwkoNgNScM5GXnbN/g4/c0bv1cCV0pv5X1UpT2yH3LzM5vtXQVIqkvaZvqr5jZ/sAPSFtPr25UbCBLqjKzE1agLFcB95vZ/mb2JZpvN7w6MACoyEB2fdWZ2Wwze3MFr7eBwH8CB5jZfqQtzFe39daV1egaDdopI0bA4sVN8xYvTvlBEKy2hIHsSOogabykiSTjsLVsALzvbY1xr/Kjkvp53p7unZ0q6XTSrnr9vVwfSYPckzZL0ne8Tp2kq4GJQL+CJ0zSGZImSZrrhgZe/zBPPy7pKu+/0rF8G/idmb0PYGavmNnLLu963u4vJB0g6WhJD3s/R/u5kZLqJd3vHtVqz7/Mxz1F0tbeV7V7XudJOrTMmLb1fqZK+qWkk4A+3lZ/SbWSJrvehmfkuEHS/cAXCt7qEjL38zbz5qcsktYB9jSzmwt5ZjZFyQt/tpfpKulBSVV+nCLpIUkb+vmnXWfzMjLt4l7VWZKy36Df9jYmSFpP0qaSJrqux7s8SDrX606V9AVgKDBa0vVKXOE6e0jSll7nb5JuBH7p+husjOe1gvV2lKQ5/jeogrUG8B3gV2b2setuPvC+pBkZHd8iaZsS/ddJutZ1cLePrYOkm33sf5K0iTe1qaTbXc97e/2Vfo1mxtVsHiRt4v1MkXRPnsIkDZPUIKnh7bffrlDNwSrn1Vdblx8EweqBmcVf2k3wm8BFnj4eqKugzkjgKWAmsBDo4fnVftwFqPf0TGALT1cBNcD4zOdZJA9aFTAVWAeoA47zMtnyhfa7AZNz5HqZ5DXsADQUyrcwlquBQ3LyT3fdyGWsyvTfCXgso4vzPD0K+BqwB/BHz+sPXO/pD4BNSDcVc0uNCbgT2K2gIz82ZGR7GNg4U3ZTl+PnmTINRe0vlblonE3mpwJ9bQrMzsnvCEzNrKP/9nRnP/4ION7Ti4ANgS6FtoAJwA6u74k+7yNpXJvnkIzejkAHz7sUGAjs6noo7JBZ5XUH++fBwM88vTtwpaffy+hxpJeroYL1RlqnT7peuwKPV3i93Q/0ycm/Aqh1vTxUZm3UAcd4up50rX0LuNjzjgXO93G87PrqCUxcVdeol90pbx6Ag4Axla6/3Xff3YJ2Qq9eZim4oulfr16rWrIgCMyMjF2R/etAUGBbYK6nHwX2rbDe2WY2QdKepMfExwGnSzoEWAJ85uU6mtlrAGa2RFK2jW7AdsCDmc/dPf1YTp9DJB3j7W+Wc/4DM3sOQNLzQA/gxRbG8TqQF3NcT/oC/19gmss+UNJpfj77+H6eHxcCGwPVGfnnkPQD8LKZ/dPl+0hShxJj2tLM5kHSWY5sOwN3ui43Brby/DydlZK5QJP5yTlfzDs0ztFSzOxjSX9xr+Q3gSMkrQ9cI6knyYi83Yu/ZGbvwdJH9ACbmtnTntcA9Pb8uZnjf5BuMH4naWPS/M73vJl+weetsx2BwyTtTzLAF3r+C2a2qMxYy6237sACM/sI+Kgwn2b2aZn2oHG9PVuUfyPwXz6egp5K9V+83nrTdL0d7Om/WPJUvyppI89blddo3jxMBfaRdAPppntMTptBe2TUqBRznA2zqK5O+UEQrLZEiEUjLwC7ebrZntwVsAjYRNLnSB6i/YCTSV+AkIyHHpBiPYFPSB4oSMbW08BAS/HM/czsTT+XZ6wNBw4gGWB4mxtkvvy7SNpO6bF7b+CNCuS/FThB0gbeXk9JNS5HB+CHwE1e9nySh/gQkje4gGXSIul0D/+8F/C8p2uUwg/WBzq5MdVsTMBCSbu6PIW1mu1jPvB119kXaTQi83TWTGZJnX2+oPn8lMXMPgMekXTU0gEngweSkXc28K6ZvQsMAl63FNv9exrXRHYsBd6StIMbzLU03tjsljm+CAwBHjSz/iSvs4BngH0y8hSvs2eAW81sgNcrxMy3dENQbr29DfSS1ElSV5KR2ZJxDPAH4DRJ63p7O0va2MweI3l1jyStydz+nUrX2xckrasUUvKvVXWNZsibh3XN7OdmdizwZb+ZCtYEhgyBsWOhVy+Q0nHs2JQfBMFqS3iQG7kLOFLSw6QvsEoZ7fGKHYFTSYbyW8Bk0iPZAqcB4yV9DNwLXA509pjFM0lhCRMlLSEZHeV+HDQZmE7ykr3neUeQDIbrXIbTSUbjDWa2OK+RLGb2rKRLgAckfQb8Cyj8wO0W4EwzK/wI7XaXYZ73VarNBklvKMWVfkqjQbYQ+C3QF/hZmTGdCVzrxuIc4CfAs5JuB35J+lHhHW7MfAwcWmaIeTLvSwr9+CnN5+fSMm0V+CFwhaQTSYbUOJKXfY4b9j/xco8AIyTdR7pZ+XuZNkeQjOgqYIKZveKezBpJDwEfkYyuvsBN7gX9N/Ckmc1XirOdDXxIMv4mAZdI6k9aEwdKmux9jSOtl5Youd7M7DpJFwPTMvK3iJlNlLQdMFXSpySP8n/76YdI8d3/LNN/HncB35A0jaSTIaRQjdeA24BewPdZdddogXtpPg/PS7qItI5epvwaCdobQ4aEQRwE7YxCrGLQzpH0C2C0mS2S1GBmbfGCl2r7CGBzM7tsebW5OqD0w757zaz4Mf/yaHsacJCZfbK8214dyK63FdD2T4DnzOzO5d32mkJtba01NLT5bYlBEASBI2luns0UHuQSSBoN7J3Jmkx6ZFrgCTM7daUKVQYzO7PUOTdwT8oWp/GxcqH+gBJ1TwCOJr2Sa43CzErGeSq9BaNzJqsXsCDzuc7M6nLqdSV5q8evqcYxtLjeTgEOy2RtSvLYFnjTzI4sUfc8kmf/V8tDziAIgiBoC+FBDoIgaGeEBzkIgmD5UMqDHD/SC4IgCIIgCIIMYSAHQRAEQRAEQYYwkIMgCIIgCIIgQxjIQRAEQRAEQZAhDOQgCIIgWB7U10NNDVRVpWN9/aqWKAiCNhIG8nJEUl9JdRWUGynpKUlTJE2VtHkr+ugqqdwGBcXlN5N0QaXlW4ukAZIW+jgeltRN0lBJJy+HtoctDxnb2Pehkj5f5nyNpC+vwP5rJL3ta2SmpG1d18u8BbHPT8flIWcb+h4gKW+r7xXZ51BJz0uaJulu3/XvLElbV1i/TtJOLenfr+vBZc7HayfWZOrr05bSCxaAWToOGxZGchC0U8JAXnWc7e8e/j2NO8xVQlfK7+C1FN+B7i0zO7/V0rWOW3zL3D/RuPve8mCVGcikXflKGshADbDCDGRnqq+RS2nclW95MJS08+OqYACwUg1k59e+1ferwDfN7GIzezlboJItxoOgJCNGwOKiTUsXL075QRC0O+ILYRmR1EHSeEkTgR+0oYkNgPe9rTHuMXxUUj/P21PSDPfQnk7a8KO/l+sjaZCk6ZJmSfqO16mTdDUwEejnW+Ui6QxJkyTNlTTQ8wZJOszTj0u6yvtvy1j+AmxZpJ9xLusMST0z/VwtaY6ksz2vu6QJPs5xLlMfr3uEpF3ckzpL0givM1LSzZL+LOkeST/w9B1+/k5JW3j6+5K+W9xPRgdLdeiexUHA9ZJGS9pI0r1e51b3vp4EHOHybVRinEu9lJLO9fanStpxOeg1b61MkXS5e0p/63mdJf3B+50oaW+gH3C/pFMkbeVrYnqmzlBJd0m6z3V+tKenKnlff+3tIOmrki4o7sfP1Uqa7G0Pl9SZZJyPlnS9Eld4mYckbSlpEx/HFEn3ZOansEaP8nUzR9KgVupxqS7V1Cs8wfs6ungtlGpEGW+wpEeKzlVJetDH8JCkDYvOb+PrdIqkyzzvUEmPeV52U59svWGSGiQ1vP32220YerBCefXV1uUHQbB6Y2bxtwx/wDeBizx9PGmHtZbqjASeAmYCC4Eenl/tx12Aek/PBLbwdBXJczk+83kWyRtYBUwF1gHqgOO8TLZ8of1uwOQcuV4mefc6AA2F8i2MZQAwxtMXAqeSjKCTi/r8GjDK0y+RdqarAuZ73mXAYYVx+bEh088EYAfSDoATfVwjgRF+/ibgFE/f6eM4HBjueROBDYv7aUGHO3m5M4ATPX0+cGx23KXGmTm3q8uk7Pha0Gt23v4buLxI13lrZQqwv6dnABsBpwA/LtLrFKCLp68CBnn6eqC/z9+1nvdz4LLMHH0Z2B240vPqge1K9PMwsHFmTjb1ORvseYOBn3l6d+BK4KDMGKuKdLIO8CTQifQk5fEKr9GhNK7HcaSnA3XATq7TaaR1VXYtFOk/uzYfyVzXhbF19uOPgOOzdYDbgN6evgKoJa3fnfLGnfe3++67W7Ca0auXWQquaPrXq9eqliwIgjJk/59n/8KDvOxsC8z19KOtqHe2me1LMuIu9LzTJc0gGQqFuOSOZvYagJktKWqjG8k4eRCY5J+7+7nHcvocImk6aSvkvLjnD8zsOTP7FHge6FHhWI6QNBXoCVxbyJS0DnCJ93lups9FZrbAx/Oh5/UFppcYJ8CmZvZ0YTEDvT3/ST++VpTeGLgX+Kp7cd82s/dy+imnwwK9adTnHNKcL6XMOAv0BWa67KXGl0d/SVOArwKji87lrRWAeX78O8mIbEmvpcZWUq9mNhfYSWlb7U3N7PkS/ewM3Olj2AbYqqjvHYHD/PylLu9U4F+SbgBOKyrfHVhgZh+Z2bvAR5I65Iwpj1MkTQP+CdxTdK7B56aStZBHk23bJa0PXOv9/TfN10Mf4Dof9z6kpwM/B34g6UZgzwrHFKxOjBoF1dVN86qrU34QBO2OMJCXnReA3TzdbKvCClgEbCLpcySP2n7AyTR+6X4kqQcsjZH8hOTVAngHeBoYaClWtZ+Zvenn8oyh4cABJK833uYGkjbyj10kbecGX2/gjQrHcIuZ9TezY8zs35n8fiQDaj/STUBhTHn7mz8N7JsZZ3G5tyTtIEkkPb+YUyablpl9DDwDXETyHOb1U0qHWT2/AOzh6b1INw/Z87njlPR5pXCMZ0iGEEXja4mpZjbAzL5hZm9l6pdaK810kDNeKhhbcTvFbQLcD1xN8gxTop/5wNddr18k3Uhm+34GuNXH2J8Ui7+umf3czI4FviypZ2aNvg308jCPrqSbx0+bqy2XX5vZ/mb2o5wbhcLnctdTMZ9J2tDDJ7YrOjcIeN1SzPPvKTKggWeBY72PWtLTkYVmdhJwNmm9Bu2NIUNg7Fjo1QukdBw7NuUHQdDuCAN52bkL6CvpYZIRUCmjJU0mPb69iGQovwVMBo7MlDsNGO9lTyUZrZ2V4oprgFHARD/f0s+lJ5O8fCOA9zzvCBoN5kXA6cBs4AYzW9yshdbxDNBD0kOkR+flGA0Mc0/09QV5lWKL/5/L/HvSI/DJZvZKhTLc5H3/Oa8fN5bydHg/cLmks0he8cHuEfwC8EdSiMzuPg8vlBjnpcBWZjYfmCdptqRJJG/rslBqreRxLbCPy36/590D3CrpOOAS4Ez3Rn9oZtMqlGEccBhwS5l+zgLucL3+CViP5Jk9XdKlJA//5zwGeTJwDLCHUhz3bJLB+nd8jZrZZ8DFpJCIP5PWxHKjzFrI40qX42rg9aJzjwAHS7qPFAJTzE+A3/laeIjkYR7puruXtM6D9siQIfDKK7BkSTqGcRwE7ZZCTGSwliLpF8BoM1skqcHM2uIFX22RtBdwlJmdsgr6vtbMjl/Z/a4MlF5NeIWZHb4S+lq6Rld0X+2F2tpaa2iIt8YFQRAsK5Lm5tk+lcbvBRUiaTSwdyZrMimsocATZnbqShWqDGZ2Zqlzko4gva1haXGKHhf7Y+LVEkmHkh5Zt+RlXSGUMo4l9Qey76buQ3rsnuXIMo/3VymS9gXGAD9eGf21sEZPIXmyC2xK8q4XeNPMVsn8B0EQBO2X8CAHQRC0M8KDHARBsHwo5UGOGOQgCIIgCIIgyBAGchAEQRAEQRBkCAM5CIIgCIIgCDKEgRwEQRAEQRAEGcJADoIgCIIgCIIM7dpAltRXUl0F5UZKekrSFElT/R2ulfbRVdK3W1F+M0kXtFyybUgaIGmhpId9PD9cTu02+LGfpHn+7tm8ciMlDW5jHwMkbb+Mci5zGy20P1TS8xn9HrEc2qzxDUWQdIjrt3gb5XL1L5fU2WU7uYWyZyltrd0a+S6X1Lk1dVrZ/vuSJrlOr5C0wXJoc4qkLpKqJU33TVoqrTtI0mGeLvsqCL8eTipXpsI+B0gas6ztBKuQ+nqoqYGqqnSsb2lfpiAI2jPt2kBuJWf7O3t/T9rStlK6AhUZyL4N8ltmdn6rpWsdt5jZQcDBwBclfWs5tv0V4Gfl3j27DAwAKjJuy2zHXHEby8CvXb9fBb7rm40sL74BfM/MLq20gpmdamYftlROUpWZXWxmL7dGoErbXwaeNbMDXafzSbvhLS92BR43s4GVVjCzB8zszpbKuT6fMLOrl0nCoP1TXw/DhsGCBWCWjsOGhZEcBGsw7c5AltRB0nhJE4EftKGJDYD3va0x7ol6VFI/z9vTt7qdKul00kYZ/b1cH/c+TZc0S9J3vE6dpKuBiUC/jLfwDPeczZU00POy3qvHJV3l/bd6LGb2KfBzfKto9zAWZDswI9t0SdPck7nUC+myjCy0J2lH4ATgZ5KOk7SLpJneXnZb329LelDSBEnrSdpU0kTvY7ykdby9c73uVElfAIaStti+XokrlLYZfkjSll7nb5JuBH5Z3L97ObNtlOr3Gj92lvQH739iG/S7GPgFyahF0jne1jRJO0vq6Doo5K2njIdd0omShmb0eyDwdWCspP+UdJCkRyTN8XnpKGlmpvwfJPX2tdfFs/tLesDzuvucTpd0GzDc53snv05udtn+JGkTLzvLdfWkpIO9n4I3dmdfr7MkXZmRo6DPrfz8dEm/ba0+Xae/B/b09mp9/qdLGu55J0l6zOU+TE297+tJmlLU5K+Bb/ha2kjSvV73VtfnVZIK/Q2S9HM19cRXS7pJyat/aEYfvwLuV8bzK+kon6s5kgZlyl7u8/9bz8vVY0afef9DLlTainyapC+1RbfBCmTECFi8uGne4sUpPwiCNRMza1d/JGPwIk8fD9RVUGck8BQwE1gI9PD8aj/uAtR7eiawhaergBpgfObzLKCjp6cC6wB1wHFeJlu+0H43YHKOXC+TvKEdgIZC+RbGMgAYk/m8HjDd+/gzaae7auBhYF1gDo0bwlSRDMyT/fMgYKSnGzK6GuzpCcAO3uZEH9vIjP7P8fY6Ah0871JgIMmzd2dR39m2B5M81QC7A1d6+j1g4xb6L7TRrN8iXZ0C/LjQf4Xra6l+/HNf4CZgZ+AGz9vMx9Y7M9fK0d+J3l52TdQBO3l6js9bR+BxoDNwnffVGV8zwBSgi7d1s+cd5X3VAC8CHbPtA98CLva8Y4HzveyzpPW2HXBHUfudM+O4A9iuSDdXAYM8fT3Qv0KdNhR9nu0yPJyZ6ztJu+BNATYqcf2tB0wpknkAfj0AZwAnevp8H/d+wK8873+Awo1a4Rr4ANiEdOM8N9P2QdnrjXSdPwl0Ij1VejxTdn9PzwA2ytNjpp1S/0Meo3Et565VYBjp/0RDz549LViJSGbJd9z0T1rVkgVBsIwUf0cV/trjVtPbAnM9/Siwb4X1zjazCe5NuhA4Djhd0iHAEuAzL9fRzF4DMLMlUpOdlbuRvuwezHzu7unHcvocIukYb3+znPMfmNlzAJKeB3qQjJ3WsDnwBrANsCNpa2uA7mb2iaRfA/8j6V/AuaTtogs0GVwOm5rZ0y5fA8kghEb9zwX+g2Rg/E7Sxj6G+Z430xdfni53BA6TtL/LsdDzXzCzRS30XyCv3yx9SQYnZrakhbGWoqDfHYB9Mh7Mz8zsRfdW1gGvSTqP1um3yszeAZD0nPd1C3CEj2VCTp2s7r/i6flm9nFRud40rsk5pHAcgL+Y2aeSFgIbF9WpAS6VVA1s7fI8X6bNbUkGXmtZ12XYGbjT18XGwFbAmcAYSR1IoRj/l6nXkj57A9dm5NsXuBH4haROQG8z+6ukPTJ1XjazfwJI+sj7hebXc3dggZl9BHxUVHaeH/9OMp6raa7HAqX+h5wLXCPpU5Jx32ybcTMbC4yFtJNeC7oIlic9e6awirz8IAjWSNpdiAXwArCbp5ttDVgBi4BNJH2O5MXcDziZxi/fjyT1gKVxsJ+QPDwA7wBPkzyVA4B+Zlb4IsszwIYDB+AhEN7mBpI28o9dJG2nFBrQm2SIVYx/QY8AxgMvkTxcBxRk83ZvM7PvAv8ghQosIhkikDy35XhL0g5KFkwtjcb7bpnji8AQ4EEz608y6gQ8A+yTkbVYl88At5rZAK9XiAvP6jGv/2wbef0iD9cgzdW+mf5bhVJIx3CSF/AZYKrLOwAY5EbXVWY2lGTk7Evr9LtEUjdJHUlPEl4HJpHWzLeAW3PqFOse8tfeC0DBENyLRkO3nAH/feAK12cDzfVZqs2KkfRd0o0tpJuAr7s+v0gy+p8ys+NJhu5PgHeBQv8t6bOZfH6D9gjJ6Hwwp06N0g9x1wc6WQpbguY6fRvoJamTpK6kG+lC2WKd5urRKfU/ZJqZHUe64RjWwjiDlc2oUVBd3TSvujrlB0GwRtIePch3AUdKephktFTKaKWY4o7AqSRD5i2Sx3VWptxpwHhJHwP3ApcDnT0O8kxgFDBR0hLSl2a5H/BNJoU/zCGFDkDyDhrJs7kIOJ1kHNxgKea1Eo6Q9EWSoXinmd0KIOmPwFRJn5FCSs4D7nHjcAlwJMngGC7pAZe/nMd6BOlHjVXABDN7xb19NUpvDfiIZPz3BW5yb/y/gSfNbL7Hdc4GPiTdhEwCLpHU38d9oKSCx3uc66Sl/rNt3Fjcr9e7DdibZGTVSTrcZTikEuUCpyjFia8DXGtmj0Dy8kua6rp8iHRjcp3r9z1SmMQLwN1Kccgt/fDtHOA+T//G/Idykp4C+pjZwpw660n6M+lR/7eA9Uu0fRcpNncaSTdDgA1bkOde4DJJx/nYCzdhfyDdSF4C3CDpXNIcT2uhvQJ9fN4gGYdnefos4A7X38fAoaQnAjWk8IkzzOxfSrH608l/SpPlWqBe0lEkD+xoz7+FFP7QJ6fOQuC3pDX8s1INm9lnki4GCmMuF3zaTI+ZdpZIyvsfcpffkHUC/rvsKIOVz5Ah6ThiBLz6avIcjxrVmB8EwRpHIU4uWEkovT5ttJktktRgZm3xggclkPR54Edmdu6qlmVNwEOSdjWza1ssHKw0amtrraGh7BvqgiAIggqQNDfPFmuPHuQmSBpN8hYWmEx6RF3gCTM7daUKVQYr8/o0pXfuZt+5ahQ9BvfHskEJzOwfpHjOZkg6BTgsk7Up6SlCgTfN7MgVKF67w8wepTEkogmS+gDXZLIKP1DLxs+eamZPrDABgyAIgmAFEB7kIAiCdkZ4kIMgCJYPpTzI7fFHekEQBEEQBEGwwggDOQiCIAiCIAgyhIEcBEEQBEEQBBnCQA6CIAiCIAiCDGEgB0EQBEEQBEGGMJABSX19u+BKym4v6TNJW7Si/dXq5+aShkmaIukZ3/xiiqST/dhlVctXDklDfee51tTpKqnchi7LKtMdrrt3JU339La+ucxqSyV6kXSWpK1XUP+/dV29KekxT//H6na95CGp1bvd+do9eUXIE6xg6uuhpgaqqtKxvn5VSxQEwQomDOTW823Su18PLz7Rlu2MVwVmNtbfp3wx8GvfPvnKtrS1osZcpt2hpN0QW0NXyu94uEyY2Tdcn08AX/H0p+XqlGJF6FNOzqmutKAXM7vYzF5e3jJ52993XT0AfNfX4Yy2tLUK1mFsB722UF8Pw4bBggVglo7DhoWRHARrOO3CoFsRSOogabykicAPWlF1f+AM4MuZth6XdCVpG97ukiZImippnBepknS1pDmSzvY6AyVNkvSopLM8bz1J4zz/HkkbSqqS9KB71x6StKGXvVxSZ0kDJN3nf49K2m4ZVXOhpGmSfltGphr3lN5G2rZ6iqRf+/hGSPqNpEckneFt7CJppqRZkkZ43khJN/rYJng/Azx9D3C0pKO8zTmSBknaG+gH3C/pFEndJN3lso2TtI7P682u/z9J2oS0+Up/l7OPpDGeflRSP5dnqLePpO+5/NMkHbgMutzc19iTkg72tmslTXb9Dc/o4gZJ9wNfkDTb6/1N0jeUPNRPStrByw/3MrMk7e55j0u6ysf0A8+rk3Q1MBHoVoFeBrlcsyR9J9PGTpI2lTTRdTJeUmEr6mv8uJGke739W9VKL38R60uqV9qq/GhvfxtJf3ZZL/O8oZJukXQfcLCkp30d/EXSdyT90fXW38s3WU+eN0XSpb4+LyoxH5dJmuFlt5Z0Emn77CmS+peY02bXdxaXvaDrAzO6nu46rlkG/QXLkxEjYPHipnmLF6f8IAjWXMxsrfwDvglc5OnjgboK6mwPXOHp64Eenn4Z2NbTlwGHebrKjy8BvUg3JPM9r9qPAh4h7UB2MvA9zz8cGO7pzn78EXB8kUwDgBnezj6VjCNTdyhwcubzFGB/T88g7YzWTCagBngR6Jipt6/L8ArJiF0nM9YJwA5+fqLXH5nR/zkuywBgmpdbB3gS6ETydD6e6auLp8cAB3r6dJ/TbwEXe96xwPne3/jMOAu63wWoL9JJd2AmsG52DivUZ1a2GuBZ0m6V2wF3eP7DwMaevpO0m99I4OeZes/4+A8C5pLWzdeBi4DNXEdVwDbAxMwa3N77awCqgTrgOD9fVi/e3iySd74KmOoy1AE7eX4HL3spMLBo7GcAJ3r6fODYVuitDtgp83kRsCHQBZjtebcBvT19BVBLWjM3FdXrAvQGXgfWA3YFbqb8evqypx8Ati6ajz2AP3q6P3C9pxsy/ebNad71PZR0PXUD/uznqr3+usAcGjdvarbuSF7rBqChZ8+eFqwkJLPkO276J61qyYIgWA5k/59n/9r9VtPLwLYk4wPSVrr7VlDnW8Cekh4gfckdDlwJLDKzF7xMX2AUgJkt8bxFZrYAQNKHnrebpAtIX4zbAJ8HdgT2kHSM50+XtD5wjaSepC/223PkmmdmJmkuyThYFub58e/eXzOZ/Px8M/s4U+9Jl+FNP2eSPvFzm5rZ0z7+hoyMczPH/yAZ1w1etzuwwMw+Aj6S9JGk4vW6I7CXpPNIBshNJAPpMT8/Bzg4Z4ynSzoEWAJ8VnRuG5I+P4Emc9gW/mJmn0paCGzseTsDdypFPGwMbOX5j2Xq/dXMPpP0mrexxNMbk4za+S7XS5I28jofmNlzAJKeB3oUtdub8nrpRjLkH8x87p45vwnwO0kbe9vzi+r3Bq7NtF/J9VSKl8zsPUjhIZ7XB7jOP25AMiqhqd5eMrMPJH0KPG9m/5fRW7n1VFiH80jzn223WG8X5sibN6edcq7vAtuQ1u5k/9zdzD6R9GvgfyT9i7Rd+gfZTsxsLDAW0k56OXIEK4KePVNYRV5+EARrLGttiAXwArCbp5ttMViCg4G9zWwQyQD4qudnjain/Vw2fjHvy+wskkf4AOBVkjfpGeA3lmIx9wV+CgwCXjez/YHfezkkbZExHvp5ejeSZ3dZyMpaSiZoOuYm9fyOLMtbknZwGWszMu6WORbyCu2+DfSS1ElSV5K3+lPgE5I3EJftHJdtL1Js+Askrx/AXsDz2TqSPgcMBvYjefMK+txEUjXJ29+vYDxp2WJbi3UJybD8uqXY2y/SaJwtKVGvuI1XXL4qSdsA7/q5LpK289CH3sAbRe2W1QvwDmntDnTZ+pnZm5m+hwAPmll/0hOBgt62LNN+W8m7Xp4leaUHkNbQBM+vVG+l1hM0rsN+pPnPtltqXNn28+Y07/ou8BLJm31AQdc+b7eZ2XeBfwDfyNFBsCoYNQqqq5vmVVen/CAI1ljWZg/yXcCRkh4mGVplUYrt/VfBo2hmHymxWVHR0UCdpNNIxsyxJZq8HbgFeAr4t+eNBcZK+q5//hXp8ewIj7N8g+TZBRhHMp4B3gfuI3n9hrQ0llaSJ9NfW9nGCJJxXwVMMLNX3LavkfQQ8BEpPOJLhQruQb2YFE5QaAPgHuBWSbeSPPXXuqcO4EzSvH5D0jSSXoeQjMjOSm+VOBN4i+S9m5WR8TRgspk9LOl6YKakf5M8hpNaOd5ynAXc4Yb3x8ChralsZm9KupsUBmLAD/3UIlKYyReBG8xssZr+Lu8uWtbLKGCipCUkgzL7A76HgZvc8/5vkoEHKfRhb5L3uF7SUcCbpOtgefITkge7E8l4/V5rKpdZTwCDfQ1NNbOXs3ozswZJb0iaQfrhZeE6eFbS7cAvyZ/TvOu70OY7kv4ITJX0mZc5D7jH21gCHNma8QUrkCH+L3XECHj11eQ5HjWqMT8IgjUSNXf2Bas77m26ysxOlDQAGGxmw1etVK1D0khSOMWElsquDJR+zPbDjFexXSGpwcwqfRKyvPr8PPAjMzt3Zfa7PJE0hXT9fNBS2dWJ2tpaa2hY7d+GFwRBsNojaW7e9+fa7EFugqTRJE9Ygcmkx6MFnjCzU1eqUCUws8+AE0uddw9o9t21fUiPqAs8YGYXryDx2iVmdlJevqQ+pNCNAhuR4p2z4QenmtkTK0661RMz+wcpVrYZHht9d1H2hyTdFbjYzB5YQeIFQRAEQZsJD3IQBEE7IzzIQRAEy4dSHuS1+Ud6QRAEQRAEQdCMMJCDIAiCIAiCIEMYyEEQBEEQBEGQIQzkIAiCIAiCIMgQBnIQBEEQBEEQZFjjDWRJfSXVVVh2e0mfSdqiFe2vdj8ll1QnaafM50fKlB0gaUyZ81MkdWmjHEMldWxF+csldS5xrkbSl9siR4V910gySQf4546SFkk6uUydpeOTNFLS4BUl37Ig6Zoy5/pJyn3F3XLqe6SklzOfv+16zl1TkrpK+nbm82p3fQFIGiTpsFbWWW3XyFpDfT3U1EBVVTrW169qiYIgWE1Z4w3kVvJt0jtvDy8+sYxbDq+tDAUqMpAlVZnZqWb2YYkiNcAKM5CdBhq3+D2YlrdLHkqF41sZlFqjZnZCqTpm9oSZXb3ipALgHUmFV+h8jbQ1cym60nQHv1VOnl7N7AEzu3NVyBO0kfp6GDYMFiwAs3QcNiyM5CAIclkjjT5JHSSNlzQR+EErqu4PnEHGEJP0uKQrgRskdZc0QdJUSeO8SJWkqyXNkXS21xkoaZKkRyWd5XnrSRrn+fdI2lBSlaQH3Uv7kKQNvezlkjq7d/c+/3tUabvrZdHLzt7/LB9T8fmjfBxzJA3KnPqZpJmSLiozvs6S/uC6mShpb6AfcL+kUyR1k3SX1xsnaR0f3wRJ9wBHF7zVkjaSdK+3dat7aU8CjvAyG3kbUyTNkNTTZThL0taePtfHOVXSjhWqaAHQU5KAw4ClBpB7i6d7mwcWj8+LfUfS/ZKmSaouM79PS6qXNE/S0Z63i+t4lqQRnneSpMd8DIeVae9vkm4EfilpW0kPe51f+vkGP9ZJutbn524llj5BkDTG235UUr/MuPf29HBJs13G3SvUKcB44HClpwMdSVtc514TPs/9XY4+VH59DZV0h9K18pikzfNkVnoyULiGp7kMpdq7RWmL94MlfU/SI17nQD9/cpn5PNrn4fFCXhZJ52Rk2DlPrlboN6iEESNg8eKmeYsXp/wgCIJizGyN+wO+CVzk6eOBugrqbA9c4enrgR6efhnY1tOXAYd5usqPLwG9SDcb8z2v2o8CHiHtHnYy8D3PPxwY7unOfvwRcHyRTAOAGd7OPpWMw+vVAY8BU/zvvUJfNG4OcwewnfcxBlgHeBLoRPLiPe7lpgBf9vQDpB368sZ3CvDjIt1MAbp4egxwoKdP9zkaAEzLyDQF6EK6STnR884Hji3ImRljQYavAaOKxr8rybhVVp4WdFZDMuTOAvoDd5E8xCcD3YA/+3irgYdzxjcSOM/To4CvlZpfYBGwoY91tudNAHbwPia6PFOAjYp0mtfee8DGnr4T2K2oTkNmXRzj6Xpgl6xeMzrdBagv0s9mPldVwDbAxArX4khgMHAPyTt/XGaem10ThXnI1K/0+hoK/E/mmv9RnsxA70L7NK6PUu3d5PndgZnAugW9+vmTy8xnoc1OwGNFutgZuCGj1zvz5MrR5TDSU46Gnj17WtBKJLPkO276J61qyYIgWIUUviOL/9bUraa3BeZ6+lFg3wrqfAvYU9IDJIPocOBKYJGZveBl+pKMH8xsiectMrMFAJIK4QG7SboAWJf0xfx5YEdgD0nHeP50SesD1yh5QLsCt+fINc/MTNJc0pdopXzXzP7ichVikGuASyVVkwzdzTPluwMLzOwj4CNJH0kqrI+CLuf5eDbPGV9f4Loi3WTZEdhL0nkkA+Qm4B3SwizezrE3cK2n55Dmb0HhpKR1gEvcy9kJ+GtR/b7AzEK7JeQpxe3ALcCNmbxtXP7J/rl7ibrz/LgQ2LjM/L5kZu/5WOR5m5rZ057XQNLBmcAYn4eLJf29RHsvmNkiT29pZvPKjLuJjEXnTpd0CLAE+KzoXA3JQF0CvKS0lXRreAo4G/gKUPCoNrsmcupVen0Vj22vPJnN7EX30tYBr/l6LNXeY37chnQdfgJJr43TBuTP50BJp3l6+6Ix7QDsI2mKf/4sTy5LW8ovxczGAmMh7aSXo6ugHD17prCKvPwgCIIi1sgQC+AFYDdPN9s+sAQHA3ub2SCSQfZVz88aGU/7uWxcYt4X1VkkD9YBwKskz9QzwG/MbICZ7Qv8FBgEvG5m+wO/93JI2iLzRdvP07sBL1Y4llJ8n+Ql70/yRGW/5d8GeknqJKkr0NHMPvVzBV32I3n08saXp5tPSJ5pfPzn+Pj3IsV6Q1P9FngB2MPTe5FigbNt9SMZlPsBF9Kot88rhWM8Q/K4UyRPi5jZ8ySv/fhM9ksk7/oBZjbA+y8eHzRdC6LE/JK/Zt6StIPPdS1prp8ys+NJNws/KdNeVocLJe0KJcddLCNe9nMk7+Z+JM9uQaeb+A3VK6S1WCVpGzxMohWMAx40s3cyeXnXRDmdFshbf3ljayazpE7AVWY2lHSjs2+Z9gp6fcnb6QC5es2T8XzS041DgA+Kzj0DTPVxDwAGlZArWJ6MGgXV1U3zqqtTfhAEQRFrqoF8F9BX0sPAF1sqrBTb+6+Cx829qJK0WVHR0cAwSVNJYRilKHghxwH/9ryxJK/SJEmTSHHOj5DiG+8jPdYuMI7GH3+9D9wH/Ab3Xi8D95LiVG+nqRGCe6suJj2S/jOQDcwbLGkmyYv2conxXUvyik0D7ve8e4BbJR3nsv84M/5dy8h5rfc5DfgC8EeSB3J3SeNJBnQPSQ8BB2XqXQpsZWbzgXlKsaeTSB7lijGzH5nZ3zOf33EZpkqaDPwqZ3x5lJrfPEaQjN5ZwGQzewX4na+1K0i6rqS9M4HL3Ts5uoU+sywC3iJ5yY/M5J9GunF8E7ibFGowjmRUVoyZPW1mxcGeedfEG0Bnpd8QbFOiubz1l9dnnsy9SPM4E9gKeLyl9szsbdL1PtPlHFDBkG8n6fIqkm6z7T0JPO8e48mkkKI8uYLlyZAhMHYs9OoFUjqOHZvygyAIiijE4AWrCR4+cJWZnShpADDYzIavWqnaB5KudY9rsJyQdDXww8zThGA1oLa21hoaVss34AVBELQrJM01s2bRBmtqDHITJI0G9s5kTSY9Ti3whJmdulKFKoF7ck8sdV7S9aT44QJ9gGcznx8ws4tXkHirNaWMY0n9gQsyWcU6AzjSPY5BBjMr+Y7k9nRdBUEQBEFrCA9yEARBOyM8yEEQBMuHUh7kNTUGOQiCIAiCIAjaRBjIQRAEQRAEQZAhDOQgCIIgCIIgyBAGchAEQRAEQRBkCAM5CIIgCIIgCDKEgRwEQRCs+dTXQ00NVFWlY339qpYoCILVmOVmIEvqK6mugnIjJT0laYrvJLV5K/roKunbrSi/maQLWi7ZNiQNkLTQxzJFUv+29Cepn6SS75stUWdYa/sp0c4Jkp5ZTm3t6Xp4RNLbnv69z/ng5dHH6oqkNr9zq7VzKemalku1HUn7+dxNk/SwpJ1KlBsgacz/Z+/d47yq6v3/52tEkAlTCERSYRIvaGqYqEf9JuOFpI4nNTVNfibpkbRMTdFUPEklYkVqqZlQR0ynvOAd05TLDAiKDip6SswrkqnpiTLFgxfevz/WezN7PuzPzGcGhuHyfj4en8dee13f673W/nze+73XZ6+C+Ef8OFLSPiuXLNvuivpa0qekGt9RsdJ623x9FdQx0rcxX5U66iX1WJU6gnZSVwejRsGiRWCWjqNGhZEcBEFZOsuDfL6Z1ZK21v16G8ptDlRkIEsS8IaZXdRm6drGzWZW65+G0vYktapjM3vSzK5pY7urxUAGDgUekdTaVsitYmaP+rgeCzS4Tv6zPXVVorfOoIPkqngsJVWZ2Tc6QIas/k8AvyBtnLI/6XpTe+oys8lm9vDqlK+dcqx0fbVjHEfStP17i6ytc3eDZswYWLq0edzSpSk+CIKggFX6IpfURdIUSdOAb7Wjik2Bf3ldE9zD8qikwR63l6SH3NN8NnAqMNTz7ShpuKTZkuZK+qqXmezb404DBmeeJknnSJohab6kYR43XNIRHn5c0tXefnv60syz5TL+FLjPvU93SrpX0hxJx3u4QVK3Es/ZFyU97GnHlaQN8v4dAezobRwjaVtJf/Dzyz3v4ZIe87hC75mk3sA7wETg6Fz8tX7sLul3Lsu09ugkx1cl3edeyWqv/wKve5akXT3ucUlXAde75/m33re7JX3Lw7d73s0k3eN13CKpq6S+kqZ5nVMkbeTjMtfPn5J0sJcvmhNFuhwp6WZJ9wIHSxrtYzRX0h7ev6rS+ePjPN37dLzH9ZE01WW+scKxLG2/0eOHufyPSjrP41Y8NZG0m8+3uZIqtQT+Hbg921XQzP7XzJ6WtKu3NdfHpxmSTpDUKOk3wMc8bsWTA0kXetkGSTtL6q10TcxwPWxUJExJHadIGlmSfpDSE4t5WZqki318Zkn6NzW/hvLza6Sk0zx+uKSxHv6TpBskPaF0He0DDCZdy2dI2sblni3pF2XGaKXvs5zMm3ifZ/i8/rik7VzmekkTy+hilOu48c0332xlGINmvPJK2+KDIAjMrN0f4CjgEg+fDEyuoMxY4GlgDrAY6Ofx1X7cDajz8BxgKw9XATXAlNz5XJJXpwpoADYCJgMneZ58/qz+3sDMArleAnYgbb/dmOVvpS+13od64L6S9uqBgzw8Epjk4R8Cl3v4cuDzXs8E78cCoEeuj7XABD8flOkYaMzJcSsw0MNXAkOAG4BdsnrKyD/Kx1DAfQXpZwDfaamOMvWu0ENuzL/n4XHAl4Bdges9bkvgjtw4bJcrN8bDNwBnePgOH6tzgFM87iLgBJ8PXTzuMmCYy/Osj+32JAOwcE6U0eVI4IacrLN8bLYFppWbP7n6uwGP5cb8iLxOKxjLFe3n8+fqF/AI0L1kHKYCO3n6NKCmgrH7LvCNgvjuNO28ebvrsZY0bzcCnvR+9gLezo3focBnfMyy8lVe7kA/P5s0D2tpmuuN+To8fIrrooam62yej19X4HGX87HcHCi9hvLzayRwmoeHA2M9/I73Y1Ngfu56zq7Lq4HhHr4OGFowRkXfZ/VAD+A04ESPOxIYDZyUk6XVa22PPfawoA0MGGCWFlc0/wwY0NmSBUHQyZD7Dc5/urBqbAfM9/CjwH4VljvfzKZK2gu42H8czpZ0CLAc+MjzdTWzVwHMbLnU7Elvb9KP9AO58z4efqygzRGSvub1b1mQ/o6Z/RlA0nNAP+CFCvpys5mN9nI1JWl5OZ7y46vAsly4J/CGn/cBFpvZO7Ciz/m9wMs96t4R+LXrZ1NgOskQ/46kj5EemT9SUO4wklHzn8AOknYxs//JpQ8Cfp3JUqbtSnnCj4tJfd4E2FdSvcdnY77EzJ7PlcvrLR/uCQwEJnncPNL86wX8UlJP0hguAJ4D/sfMPpSUtQ/Fc6JIl9A0ljXAAtfHi5I28/ii+bOLpLM8fQc/DiLdJJTTaWvt59ndvcUbk4z1LYBFufS+ZvaMy9To+nq5oJ48fyVdV6XUAJcpef8/BeT/O5DN22XAMkml180gYI5/EWXzemdgb0nfIxm1NwBvFbTb2vyvMrO3ACT92eW6ELhW0oekG6c8+flVru6XzOzvXucySaXfkwNpGo95pO/Bj2g+RkXfZxk7A3v63NsYmA1cC4xxD/w04DcFfQ3ay7hxac1xfplFdXWKD4IgKGBV18o9D+zu4ZX2sa6AJUAvpXWPhwKfI3lXsh+rZZL6wYp1fR+QvFWQfkyfAYZZWvc62PyxMOlHqZTRwAEkTxVe56Y5A6eHpO39Ue9A4LV29KeUvBxWJpz/YX4T2NqN2qzPS4BtPH2PXN58Hc8CJ7gehpA8h4vN7FTgfOCSUsGUllf8n5kdbGbDSd7Xozxta8/2DH7To1VfV1na54U0rVOuJXnwYOWxa0lvzwN7+vneJEN4BPCAmQ0l6UFlykLBnKBYl3m5XiYt3amStC3wD48vmj8Xkbzlh5C8klCs09bGMt9+nvOA070Pr6Qq1UVSZuy/IWknJWt7CJXd8N0LHJHVIamX0p/0vglc6XptpHjedvUbk4EldS4E9s1OvN8LgQt8/PcmGYhFlJv/Gct9uUZX0k3IX4FZZnYS6alS6fruvB7L1V2j9IfgjwHdzOxDmn/3FM27FXW38H2WsRD4ufd9P+C/gA/N7Dwz+xpw3mq43oI8I0bAxIkwYABI6ThxYooPgiAoYFU9yHcCx0qaTvrSr5TxSmuKuwJnkn6o3gBmkpZNZJwFTJH0PnAPcAXQXWmd77kkT9w0SctJP9It/YFvJslTMw942+OOIRknv3YZzgY+S3r0v7Soko7EPWtjgBmSlpK8o78DNlFaA5z3rM6UdLfn+S7Ja9qN9CN9IvAtXzvZg/Q4u5QjSPrIeMTzjSU95t/H654s6UjgPZKht7r6+pSk5yQ1uMwPUmDIt8IkoE7SccDrwHiSd+4G9969S5PXuYiiOVGky7zcr0u6i7T8x4Bve9JK80fSbd7GE56OyzjZPcsvk25MWhvLctwG3ExasvSux9WQDPPjgTGkP8JWAVPN7OUW6sr693dJ3wRudi/2+6SlNvcAl0s6iSZDMSvzkaQrSNfuQpp7sTGzBb6e92HSPDqNdO1OUtNbX84tI9IU4C6ldcjvFaRfQDLqIRmd7ymt4e5O09ORT5SpexowWtL9pO+P7AZiMempyyDgBx53N3CLpFuAH5HWMF8IPGVms/xmKaPc91nGRGCipOwPyj8l3WCd5jLfvxqe2ASljBgRBnEQBBWTrQncIJH0Y2C8mS2R1Ghm7fGCr1dI2gI43cwu7GxZgraj9BrEJWb2YGfLsq6yLnwXDBkyxBob2/1mwSAIgsCRNL/oO39VPciljYwneR4zZpIe/2Y8aWZnrs42VwUzK+e1QtIxpLdmrMhOyaNSfwy+TiDpOtLa0YzJZja5NJ+Z/Y20hrOojjNInueMvjStnwZ43cyOXXVpg/ZiZreUS5M0FMi/p3tH0pKOPMfmlioFQRAEwQbJBu1BDoIgWBcJD3IQBMHqoZwHOf4IEgRBEARBEAQ5wkAOgiAIgiAIghxhIAdBEARBEARBjjCQgyAIgiAIgiBHGMhBEATB+k9dHdTUQFVVOtbVdbZEQRCsxYSBvJYiaZCkyRXkGyvpaUn1khokfbK1Mrmym/t7cyvNv2VuY4fVjqRaSYslTff+fLuV/Ff4hhBrDZJG+q5uHVX/ZEmPSZom6feSPttC3g4dr9aQNFjSqa3nrKiudabfRUiq8Q2Ogs6gri5tNb1oEZil46hRYSQHQVCWMJDXD873dzL/Cvh6K3nzbE7Luw+uwLcrfsPMLmqzdG3jZjM7CDgY+Kyko8tlNLMzzaxod7XOZCRph8iO5OtmdjDpPd2TJG1alMnMXl8D41UWM3vSzK5ZjVWuE/0O1kLGjIGlJZujLl2a4oMgCAoIA3ktQlIXSVN8W+lvtaOKTYF/eV0T3Av7qKTBHreXpIfc03w2ydAY6vl2lDRc0mxJcyV91ctMlnQNaVvewZkXTNI5kmZImi9pmMcNl3SEhx+XdLW33+a+mNmHwA+Bo7y+kTnZDvS4ekk9PO12Sfe6l/GTnj5a0sNeZg+P+6LHNUg6znX+Wz//vaRenu9CL9cgaWdJfSRN9fMbPc9xkub5Z7jS1t6DgfsknSFpmOvoUUnneZkV3k1J27m3vEHST9qho0WkbZb/n6RNJN3o7d0t6eN5r6Xr6gpJsyT9wuM2k3SPt3+LpK5KXO26bpDUS9Jukua4PsZ42SJ9lOq2VtIETztP0qc8fLnPw/osbj3rd18lT/cspeu52dbckoZImultjfa4U5XmboP8GipF0ihJjZIa33zzzbaqbcPmlVfaFh8EQWBm8VlLPiRj8BIPn0za7a61MmOBp4E5wGKgn8dX+3E3oM7Dc4CtPFwF1ABTcudzSd7PKqAB2AiYDJzkefL5s/p7AzML5HoJ2IG0W2Njlr+VvtQCE3LnmwCzvY0/kHYyrAame3o90IPktf3vnN5OB7YEZnlftiUZ+FXAAqBHrs9HA5f6+QnARcBngDto2kinCrgcOCJ3vhHwFNCN5Il/PC9TiY4EPAJ0L+nvHcDuWZ0VzpHJwC6581OAk4DTgBM97khgdMl41QP7e/ghYDPgHOAUj7vI+38Y8LNc/VXAVGAn78c0r7dUH0W6bTaeHr8ncJOHhwLXrYf97gp08fPLgGElMk0HeubmQF+Xc7NK58Iee+xhQRsYMMAsLa5o/hkwoLMlC4KgkwEareB7NjzIaxfbAfM9/Ggbyp1vZvuRDISLPe5sSQ8BVwHZuuSuZvYqgJktL6mjN7A98AAww8/7eNpjBW2OkDQbuC1Xf553zOzPljzBzwH92tCfjE8Cr5EM3J1JW5f/nmT8lvKEHxcDPUkGyQIzW25mL5IMoz7AYjN7B1boYGCuf/NIYzAImOMXTpZvEMlYz877AIvMbJmZ/QNYJql06/bdlZ4G1HsftihJ39rMnsjV2R4yHe0MnCqpHjiLNH6lZDr6C8moL9f32VkBl6uvmT2TfZF4uSJ9lOq2iKI228Pa3O9ewBRJDcChrHx97Arc4TJvC2wDnAtMUNoSfvs2ayNomXHjoLq6eVx1dYoPgiAoIAzktYvngd09vNK2hxWwBOgl6ROkH+bPkTxs8vRlkvoBSKoCPiB5QgHeAp4BhllazzzYzF73tCJjZzRwAL4EwuvcVNJmftpD0vb+eHkgyZipGDc2xwBTgBdJ3toDMtkKiuT3TBfwMmlJSJWkbYF/AG8CW0v6mLdRRdL5nl5ub5IxvxDYNydLFUk3++XO3wQGSOomaXPSzceHNNfpeSRv9gHAK6moukjKDPzFkj6Tq7NNSNoG+HeSwbYQ+LmZ1frN0n9VoKOivq/op7ch4A1JO3l4CPBCGX2U6jYv6xZKf14sanN96/cI4AEzG0ryQmfXX8YC4DCfy58l3RQ/bWYnA5OA77ZVJ0ErjBgBEyfCgAEgpePEiSk+CIKggFKPV9C53AkcK2k66Ye/UsYrrSnuCpxJMpTfIHlc5+bynUXybL0P3ANcAXT39ZrnAuOAaZKWk374W/oD30ySgTIPeNvjjiEZI792Gc4mGQDXm9nSokoKOEbpDQUbAXeY2S0Akm4CGiR9RFpScnpLlZjZ65LuIi0rMeDbZrbc15LOkLSUZIzcAnxZ0izgXWCEmf1d0hOSHgbeI91kjAcmSzoLeNnMTpB0KWkZByRjHuBu4BZJt5C86ze7vO96eg3psf7xJJ1PcgNsHpUbRtdJ+ifJGD/FzP4laSIwUVL2J82fAn9spZ5JQJ2k44DXvY8fAF/wpw/vk5agjCH9AbQKmGpmL0sq0kepbv+aa+sy4CIza5T0mtf/IW37U+m60u/pwA2SDiGN+1Ml7Z8H3O7G9PvA4cAvJdWQlgyd0wadBJUyYkQYxEEQVEy2xjIIVhlJPwbGm9kSSY1m1h4v+HqN0mv1lpjZg50ty5pE0iT3kAargSFDhlhjY2NnixEEQbDOI2l+kb0SHuS1GPdW7ZOLmkl6XJ/xpJmduUaFagEzO7dcmqRjSG/NWJGdkkfP/sh5vSbziBfh60/zb3XYEXg2d36/mV3aUbJ1JC0Zx+tzv4MgCIJ1k/AgB0EQrGOEBzkIgmD1UM6DHH/SC4IgCIIgCIIcYSAHQRAEQRAEQY4wkIMgCIIgCIIgRxjIQRAEQRAEQZAjDOQgCIIgCIIgyLHeG8iSBkmaXGHeHSR9JGmrNtS/1v2VXNJk38Y2Oz9X0pst5K+R9Pnc+Wrv06rUKWlUG/Nf20JaraQd2itLBW2PlPRubme1vSSZpF1aKDMqF66X1KOj5FtVJF0hqftqqKfG9XKAn3eVtETSaS2UGem78SFprKRDV1WONYnLX7Z/wWqirg5qaqCqKh3r6jpboiAI1kHWewO5jXwFuBY4sjShPVsBdzKbSOrr4f2AxS3krQE+30J6Z1OxgSypysy+0UKWWqDDDGTnT8AXPHwU8Fgr+dt0A9CZmNmZZvbeaqquEfiyhw+m9W2nR5J2iwyCYurqYNQoWLQIzNJx1KgwkoMgaDPrmtFXEZK6SJoiaRrwrTYU3Z+0zWvem/q4pKuA6yX1kTRVUoOkGz1LlaRrJM2TdL6XGSZphqRHJZ3ncZtIutHj75b0cUlVkh5wr+GDkj7uea+Q1N29nff651FJ27ehL3cAh0vqD/wFWO5195Z0p8txo6SNSBt4HONybAZ8TFKdb7d8vJc7XtJ010cWN9bz3SdplqRqj79c0kNeX7YBRLWkG7zOwz3fOS7HfEnDPG47b6dB0k8knQrs6HUNlTRE0kxJsyWNzslxvaT7gE9n3mpJu0maI2mupDHu+RxJ2pr7Okl9JU1z2ae4LlZ4oH0MfueyTGuD7u8CvuThnUkGM0pc6fI/KGnr0v55mYtdpl94uV1dT3N9Lmae8Psl3SVpgaRdPf44n4vzJA33uL18PBqUtiQvHCNJJ0p6xNs+sKj/nr+HpC0lfb9Iz23Q0yKgvyQBR5DmLF7nSB/juS7LPsBg4D5JZ3i2r+bnnspfT88UzOeVZFbB9d0GfV7odTVI2lkF3wF5SvvncZM9bpbSttNBWxkzBpaW7Gq/dGmKD4IgaAtmtt59SF67Szx8MjC5gjI7AFd6+Dqgn4dfArbz8OXAER6u8uOLwADSzcYCj6v2o4BHgO7AacCJHn8kMNrD3f14OnByiUy1wENez76V9MPLTQY+C9wKnAUcBDR62gTgQA+f7bqqBSbkyi8BPg70AB4u6VM34DEPjwW+5+FxJKNwT+AmjxsKXOfhd4BewKbA/JI6ewMzPXwHsHuJjhtzsk0Heuby9nU5fpjLk/V1KrCT628ayVM+FjjU07sCXTx8GTCsRI9nAN/Jy1KB7kf6WN9K2gXxhz4euwCHAj/wfHsAVxX0rx7Y38MPAZuR5k+2qc/twPY+ZtM9bpjLvxHwlI/R5sDjnj4H2CrrR9EYAX0838a5fCv13+XrUdLnlfRcgZ5qgCnAeS7DnTnd9Qb+4PVV5/q5om0K5l6564ni+Vw0N5pd323Q52dIc1G5uKLvgLL9AzYG5uXrKNDZKJLXvbF///4WFCCZJd9x84/U2ZIFQbCWQu43OP9ZLz3IwHbAfA8/WmGZo4G9JN0P7ErTMoslZva8hwcBswHMbHkufZGfZ4+ed3ePWz2wLbAFyZN4qtLa4LOA3krrVCdJmgX8J/DJArme8AGcDwyssC8A7wPvAv8BNOTidwa+73J8BdiyoOyLZva2mb1D03bQwyQ1AA/QfInCE35cDPR0GbMlBfNIYwHwkpn93cz+BSyT1AUYIWk2cBtNfd/azJ6AZjrOsytwh8u/LbCNxxctY+hrZs9kFwAr668XMMX7dSgr679ovCvlAeAXpL5l7Awc4bJfRjK6ish0+hfPUwP83uUckpPzST9muu8DLDKzZWb2D5r03NXMXs31o2iMtiXNtQ9y+Srtf2t6bonbSIZpfS5uW5KuZgK/p3iOQsnca+F6KprPRTKX9rdSfQ4C5nhdWVzRd0DZ/rnefwb8t6QrSIZzM8xsopkNMbMhffr0KaOSDZz+/dsWHwRBUIb11UB+HtjdwyttH1iGg4F9zGw4ac3uFz0+bxg842n5NclFe3WfR/JgHQC8QvpRXgj83MxqzWw/4L+A4cBfzWx/4FeeD0lb+WNngMEe3h14ocK+ZPw3cJeZfZiLWwhc4HLsTVpz/QHJW5ZR1KeLSB7iQ0je4KK8Iul+Tz/fm6Z1pTWSNncjppvLNJqko6NydSyW9Bkoq+MFwGFmVkvykmc3QkUG3BuSdnL9DSHpL9/XEcADZjaU5FHM9L+1pxeNd6XcQfK0P5mLWwjc4rofCny9oH+l5wK+SXq6MZRkzKlMvjeBAZK6SdqcZMh9SDLs+uX6UTRGL5LmWpdcvrL9V1rGlBmuRXquCDN7juQpn5KLfpHkuT3Ax3mwx7c0T0WZ64ni+Vwkc2l/K9XnQtITHnJxRd8BZfuntLznVjP7OvA3mtZmB21h3DioLrm3qK5O8UEQBG2gS2cL0EHcCRwraTrpx6tFlNb2/jPzkpnZMiVKPVfjgcmSzgJeBk4oU+VtwM3A0yQvLsBEYKKkzCj6KenR6xhJ9wKvkTyGADeSfuwB/gXcS3osO6K1vuQxs1nArJLocSQv2/f9/FyXc7ykKTQZbUV9mkny2i1poc1GSa9Jegj4MFffYpJHdRDwA4+bSfLYzQPezskzyQ2XecB3gWcl3Qb8hGR43O5GyPvA4S2oYAzJUKoCpprZy5JmAD9SWu/7G+AGSYeQxukpL5ctj5hEGu8jSU8HDmmhrVI9vMXKf767BzhQ0kw/vxH4dUn/irgHuFzSSTQ3EEvb/EjSpTSNebbw8iySp/x94B4zu6x0jMzsTUnXAXMkvQtc3Er/a0g3TcdToOdyMpaR+3SA7J7QzN6SdBPQIOkj0vw8HbgbuEXSLWWqKnc9FVE0N5pd32Z2Qhv0+YSkh0l6Oo3i74CW+vc94G6f18uBY1tRW1DECP+KHDMGXnkleY7HjWuKD4IgqJBsvVuwluCepKvN7BRJtaT1sqM7V6oNB0lbAKeb2YWdLcvajKSvkJYXPdjZsmyIDBkyxBob17o3TAZBEKxzSJpvZiutNlhfPcjNcM/QPrmomaRHnxlPmtmZa1SoMpjZR8Ap5dLdy/epXNSOwLO58/vN7NIOEm+9x8z+BhQax0pvTzgiF9UXeCN3/rqZbRCePzMr58XFvfPfz0WVzlGAY83s9Y6QLQiCIAhWlfAgB0EQrGOEBzkIgmD1UM6DvL7+SS8IgiAIgiAI2kUYyEEQBEEQBEGQIwzkIAiCIAiCIMgRBnIQBEEQBEEQ5AgDOQiCIAiCIAhyhIHcyUgaJGlyBfnGSnpaUr2kBklF21KXK7u5v7e20vxb5jYS6RB8I5a/SPpqO8tf68fBvknDjyWdJ+lTrZXN1VEraYfWc7YfSR+X9J6kfVrPvVLZFeMg6RDv51mSrpDUffVL2ybZanxjmex8uKSxFZZ9pMMEq6z9UblwvaQea6jdsZIOXRNtbbDU1UFNDVRVpWNdXWdLFATBOkoYyOsW5/vWtL+i/I53RWwOVGQg+w52b5jZRW2Wrm3sB/ye5u8Vrhgz+4YHvwD8wMzONbNLzeylNlRTC3SogUzanvs64Oi2FjSz13Pj8GXgRDO7zMzONLP3VqeQnYnfLKn1nKuN0h0O20TpttvBWkJdHYwaBYsWgVk6jhoVRnIQBO0ivug7AUldJE2RNA34Vjuq2JS0BTWSJrgX7FFJgz1uL0kPuaf5bOBUYKjn29G9fbMlzc08uJImS7oGmAYMzryDks6RNEPSfEnDPG64pCM8/Likq739tvTlaOBnQLfMgyfp8+4lnSJppnspR0o6LdfuWA83StoZ+AbwA0kneR92cXvrau9jg6ReknaTNMf7PMY9sCNJW2xfJ6mvpGmSZnn7G3k7mae6u6TfeX3T2tDPw0hbFO+WGYGSTnD5fyPpaY9b4V2UdIr3u8ZlOdDrmSjp3zOvZ5FMZcZrW0l/8HKXe1zeO91MN23o20pI2j2ns40kPezjcYGHr8K3yy6Zc70l/db78ntJvTzPLzzuR5LqPW6Iz4/Zkkbn9Fcn6T4fw2qPv1zpWqiX9ClJpwI7+vlQF/tiL/MLL7OJpBtdj3crPQWo8fZuBUZ7+Z9Jmufz6eeSHpF0jtdxvKTpStfH8QV6usD7NUvSrpK6Spqai9tkVcZhg2TMGFi6tHnc0qUpPgiCoK2YWXzW8Ac4CrjEwycDkysoMxZ4GpgDLAb6eXy1H3cD6jw8B9jKw1VADTAldz4X6OrhBpLBMhk4yfPk82f19wZmFsj1EskL2wVozPK30heRdvyD5Ak/xsOPAL2AbsCLLsdI4DRPHw6M9XBjTi+HengysAvJmPxZrr0qYCqwk7c9zevOl+0KdPHwZcCwEpnPAL6T1VfhOG+a0+P3gb1d1096H3sBbxf04xTvd34cJgO7eLge6FEkU9F4AbcCAz18JTCkRM6VdFNB32qAN12WeuCp3Ng0uD6HARcDW3qcfK68mOtTNueOBi718AnARcCewG897mCg3sPTgZ4evoO0o+FY4HseN47kud8TuMnjhgLX5edOTpf7e/ghYDPgNJK3HuBIYLT39wWga67cft6nl4HBPrYLSsahG/BYfoyBXYHrPW5L78PA3FirjM5Hka6xxv79+1tQgmSWfMfNP1JnSxYEwVpM/jch/9kgtppeC9kOmO/hR0k/tJVwvplNlbQXyfA4CThb0iHAcuAjz9fVzF4FMLPlav70ujewPfBA7ryPhx8raHOEpK95/VsWpL9jZn8GkPQc0I9kSLTEvsBASfeTDKk3gJuBjczs717XAs+b3+qx0sfwg4DZ2YnroK+ZPeN1N5IMkjy9gF9K6ul9WFCSPgj4dVZfhXJ8CdjB+/kxoBpYBCw2s2XAMkmZrtrbz1KZisZrR+DXPg82JRmY+W3YinTzcgXtN5jZUV5uOPBvHj8V+CJwOHApybh8yr+I/izpn7k6sjk3MBeeRzKIB9J0neTn5q7AHd6fnsA2Hv+EHxd7fHVJnReX6UdW7i+k5Ug7A3u6HjemaS4tMLP3c+WeMjOT9LqnmaQPPG2YpLM8XLqMZydg38wjDnxkZi+493gy8Kqk71nadn4FZjYRmAhpJ70yfdlw6d8/Lasoig+CIGgjscSic3ge2N3DK21vWAFLgF6SPkHySH2O5PXKDKtlkvrBivWSH+CPtYG3gGdIHtJaYLCZve5pRYbfaOAAktcbr3NTSZv5aQ9J2ystSRgIvFaB/EcDXzGz4WZ2oNfxMeAjST0ldSV5xLO+ZgbQHhXUjfdvxU2HkiX1hqSdPDyEZMTn9TICeMDMhpIMvGw5xNaldaryNahHAgd4Pz8HfJbkdd3aH6n3pMlQX6V+5mRaabyAZ4ETfLyHAFOVlvlkBnSRblaFG0lPBvqb2UKSsZ0tfdmO5KXNyObc8ySPLyRP+3MuR3ad5HWyADjM+/NZmozo0puMojpL8xWVWwj83MxqzWw/4L9KZF2pnBv/eS4i3SAdArxTkraQdHNR630YLqkbcLWZjSTdsFZ60xxkjBsH1dXN46qrU3wQBEEbCQ9y53AncKyk6aQfy0oZr7SmuCtwJsmoegOYSVo2kXEWMEXS+8A9wBVAd6V1xeeSHkFPk7ScZLC19Ae+mSQP2jzgbY87hmQc/NplOJtkqFxvZkuLKslwI+xAlzHjYZLH8Xsk7+bLJC8gpEf+o90L+yaVGW/3AF+Q9BDwPskgH0P6c2MVMNXMXpY0A/iRr0X9DXCDe+PfJS0ZgLQ8YR9gEjBZ0pHAeyTDp6V+bgp80sz+Nxf9AklPV5DGayHJowwwBbhLaR1ypX/AK5KpaLy+S/KOdyMZeSeS5tBFwPFFuqmw/ULM7DVfQ3uXn78u6UHSOD8O/G9BsTuBL0uaRdL/CDP7u6R3JTV4ucw7ex5wu98UvE/yVBfJ0SjpNZ8HH9L0x9ZnJd0G/KRMFyaS1ntn+X8K/LGy3q/gNtJYPEG6RvJyPSXpOe/XcuBB0vj/2vv0tvc3aAsjRqTjmDHwyivJczxuXFN8EARBG9DKjo8gaBlJPwbGm9kSSY1m1h4veGtt3ASct6rG2irKsAVwupld2IFtPGJm/9Z6ztXe7leAJWb2YAfVfzfwn2b2t1WsZ2Mz+0DSwcCRZnbq6pFw3WbIkCHW2NjYesYgCIKgRSTNL7JjwoO8FiBpPMlLmTGT9Jg840kzO3ONCtUCZnZuuTRJx5DemrEiOyVrav2x8lqPG3eFxrGkM2j+irq+JG9+xutmdmwHirdKmNkt5dLco55/D/aOpGUaeY7NLc0pLX8n8OyqGsfOtZIGkpbCfG011BcEQRAErRIe5CAIgnWM8CAHQRCsHsp5kONPekEQBEEQBEGQIwzkIAiCIAiCIMgRBnIQBEEQBEEQ5AgDOQiCIAiCIAhyhIEcBEEQBEEQBDnaZSBLGuRboraWb6ykpyXV+zaqn2xDG5v7u1orzb+lpO+3nrP9SDpM0mzvy3R/HdYaQ1KNpM/nzq9dk+17m4+0kDZYaRvsjmw/xqDlMWgm35pC0n6SZuau9SPXcPvNvi86aVxuklRTJq1W0oQ1LNL6T10d1NRAVVU61tV1tkRBEKwnrAkP8vn+3ttf0bSTVSVsTss7vK0g20rYzC5qs3QVImkQaQevf/ftiL/EylvIdjQ1wArjx8y+sYbbb43BQIcZyDEGFVFDTr41gdKW578AjvNr/WDgr2tSBkq+L9bCcQlWN3V1MGoULFoEZuk4alQYyUEQrBYq3ihEUhfgJtIP0TPtaGtT4F9e1wRgCFANjDKzJ93zeBnwEXA3sAUwVFI98A3gU6QtcTcCrjSz37kX+z1gB9J2xGPM7ChJ5wBfADYj7cb2oKThQHczu0PS46Rtb/ckbY98dQXyfwW41szeBjCzd4H53p/hZWT7ANje9fUacBCwwMxOlzTW5f4EsAz4A8nge9fMvixpV+BnwCbA42Z2GmkDjn0lDQEOA6ab2ZAK2toGuB7YGHjazL4paaS31811fZiZ/VXSjcDWpLlxnJm9IukE4NvAn4CPeZ9XqtPl6yXp34F/B+4nbWn8AWkXtLclXQGcD/wfcBWwG2m73SPM7O8xBm0ag96kG8+PkwzSEwrkOwI4yfVyoZnNcFkHkjZx+ZqPxalmdpGk3YBrSJu73Gtm41oZE0hjfYeZvebj8gHp+sLl+In35S4zm1CB3keSto/emPR980vgWKAHyfjfHKgjza2/kbY+P5Xm3xd1Pi6ttbUZcKPr8A3g/wP2Jd2ILSPdcPx/ZvZ0me+tzwM/Im0j/gnvc9G8WUGZuXoxab58AJxrZmWfEgTOmDGwtGRn+6VLU3xsLx0EwapiZhV9gKOASzx8MjC5gjJjgaeBOcBioJ/HV/txN9IPGZ5nKw9XkX6YpuTO55J+EKuABtKPy2TgJM+Tz5/V3xuYWSDXS6QfzS5AY5a/lb5cAxzi4eOAh0hes5ZkG+H5Z5GMH7y9TVw3YzzuBuAMD9/hsnWnaSOX20mGVy0wISdTox9ba+tqYLjHXQcMBUYC/50bz9NLdPclYJz35UmSEdcLeNvTy9V5Wk6+7n48HTi5RJ+HAT/LnVfFGLR5DCYAB3r4bNI1ukI+0vz/A8nYrQamk4zOebl+VZXoeCqwk5eZBtRUMC7fBb7h4QOBeuBuP58O9MzptW8Feh8JTPK4HwKXe/hykoHcFejicZcBw8hd/yXj0lpb5wCneNxFpJuMWtKND173ZS18bz3iY9INeNHlKDtvKD9XH8v1qfBaAEaR5lNj//79bYNHMku+4+YfqbMlC4JgHSL7vSj9tGWr6e1wbx3wKLBfheXON7Op7iG+mOTNOlvSISTP4Ueer6uZvQpgZsvTqokV9PYfmQdy5308/FhBmyMkfc3r37Ig/R0z+zOApOeAfiQPUEv8FdjK5futpLmkH7yWZHsqVzYLv07ybOfTXy0J9yT9aF4mqZrkPW9t/XZLbQ2kSU/zSGP5EfCExy0G9pa0EfAjSYNJP/h/9L4sNrNlwDJJmZ7K1QmApI+RtgnuT/L43VYi7yBgdnZiZstb6V/WtxiDpjHY2ct8j2SU3QC8lZNnW88z08/7mNkHkn4G/Lekf5K20s4vU+lrZs8ASGp0uV9upd9/JekfM5sBzPCyALsCd/j13BPYpkRXRXovTV9Wkt4L+KWknqRrdwHwXAvytdTWQGCSx80jfa8tIt2QQBqXTKai762NzJ98SFrgcTWUnzfl5uqFpOvlQ5KhvtI23mY2EZgIaSe9Fvq7YdC/f1pWURQfBEGwirRlDfLzwO4eXmlLvgpYQnr8/gngUOBzwGkkTxWkH/5+AJKqSI8aN/K0t0iPrYdZWuM42MyyH5Aiw2o0cADJo4bXuak/TgXoIWl7N0YGkh6Ht8YtwDdydWQ3Fy3Jlv8Ry4dVQfo3SY9fh5K8RqK5Tkppqa7nSctJAPamyZgozTeYZCB9jnQzI+BNYGtJXd0gGej5i+rMyzcc+KuZ7U9aBiAASVv5mvFnyN1kqeSOqAwxBs3HYCFwgZnVmtnewLUl8r1IMggPyPTic/5WM/s6aXnClyV1kZTdSL4haScfjyG0fuMI8HvgCPmfcL2NjAUkb3ot8FmabrJXZVxGAA/4uExlDYxLC99bH0nqKakrybMMxfMmo9xcnWVmJ5E8yqPK9CPIM24cVFc3j6uuTvFBEASrSFsM5DuBQZKmk37oKmW8pJmkR9CXkAzlN0herWNz+c4CpnjeM0lGa3dJU0gemXHANE9v7V8YM0neyTHA2x53DE0G8xLSI+mHSWuQl65UQwlm9qzLf6/r4CrSY+DlbZStUu4BfiLpNpp++J8G9pA0RdKmbajrR8C5kh4C3jOzWWXyLQT6SXqQtB4SM/sIuIL0WPhKknetXJ0PA0dLuoH06PlgSffSZDhAWu/Z1fu3iaSHJM0geQVbJMZgpTEYB3xH0gzX4Wfy8pE8rzcBDa6Xn5L+CzDd5RiOL6MgrROGdM38ytuaaWYvt9YxM/tf4BTgt97O/S4vpLW8t3v870nLTVaV6cCpku6i6QnRiu8LSdu2oa5JwKGSZgGfJumriHLfW99zeW4ieZuheN4AK56UFM3VO12GM0jLP4LWGDECJk6EAQNASseJE2P9cRAEq4Vsndx6j6QfA+PNbImkRjNrjxc8WAXcs3i1mZ3S2bIETSi9Hm2JmT3Y2bIElTFkyBBrbGxsPWMQBEHQIpLmF9mEbVmDXFrheGCfXNRM0rKGjCfN7Mz21r+6MbNzy6VJyv4FvyI7zR+L4o9Dg1XAPaGFxnGMQedhZreUS1N6z3T+/eI7As+WZDs2t6QlCIIgCNZ5NhgPchAEwfpCeJCDIAhWD+U8yLHVdBAEQRAEQRDkCAM5CIIgCIIgCHKEgRwEQRAEQRAEOcJADoIgCIIgCIIcYSAHQRAEQRAEQY4wkDsQSYMkTa4g31hJT0uql9SQ7UhWYRub+3tsK82/paTvt56z7Ujq732ol/QvP06VNFLSaR3RZoEMbdJHK3XVSPr86qiroO6uBbqql3SopAkd0WYZOdbaXdskjXKdLJT0nIdP82OPNSRDraQdVlNdkyXtsjrq2iCpq4OaGqiqSse61bUfUBAEwcqEgbz2cL6/5/dXwNfbUG5zoCKD0LcPfsPMLmqzdBVgZq/4tse1wLMePrQ9dfl24+1hcyrURwXUAB1iIJvZ+wW6qgXeaWtdctopylprIJvZRNfJpcDPXEdXtaeuVZhPtcBqMZCDVaCuDkaNgkWLwCwdR40KIzkIgg4jDOTVjKQuvt3tNOBb7ahiU+BfXtcE95Y9Kmmwx+3l2zM3SDqbtLnGUM+3o6ThkmZLmivpq15msqRrSNsKD/ZtiJF0jm9TPF/SMI8bLukIDz8u6Wpvvz19yXOgpHslPZZ5yN2znMl6oMfVS/opcJ+n3+nl5kg63sMNkrq5rn/r57+X1KtAH8dJmuef4d7G5yU9IelWSTPdU7yZpHu8rlskdfW6jvG6NpN0o4cfktTf6zpP0qc8fKH3pUHSzqugq10k3SVpgaRdve7WxvVwSQ/kyh0l6W7X9xae/3KXvV7SpySdCuzo50MlHSTpEdfVSC+zu6RGr+suJY9qX0nTJM3yub6R573A+z4rJ3deP83aXwX9AFzs7fzC697Ex2eGy/pxH9fZkm4FRnu7P/P+jZH0c+/vOV7Hbj7P5np6d2AkMF7SdWXmG5J+4XE/klTvcStdWxlKXOlz70FJW0vqpaanCHevom7WP8aMgaVLm8ctXZrigyAIOgIzi89q/ABHAZd4+GRgcgVlxgJPA3OAxUA/j6/2425AnYfnAFt5uIrk5ZySO58LdPVwA7ARMBk4yfPk82f19wZmFsj1Esl71gVozPJXqIfGXHgk8N85nZzubf6BtFteNTDd0+uBg3LlJnn4h8DlHr6c5Nk9GrjU404ALirp30bAU0A3kmf5cY+fB/Ty+Be8zDnAKZ5+kddXC0zI9SPT15eAcSX9/QxwB02b71S1U1e1OV0MAy6rcFxrgQc9fBJwh4fPIHmJ9wRu8rihwHUFbc/zcekKPA50B+71OSBglrfTFejiZS5zOXcFrve4LbP2c3UXtl+hfkYCp+XO64H9PfwQsBlwGnCixx0JjPZxfQHomiu3n/flZWCw63GBp08FdvL0aV5+LHCopxfNtz2B33rcwUB9uWvLx2sX4FDgBx63B3AVcBA+1ygzd3wcG4HG/v372waFZJZ8x80/UmdLFgTBOk7+dzD/afdW00FZtgPme/hR0g9yJZxvZlMl7QVcTDJyzpZ0CLAc+MjzdTWzVwHMbLmaP1nvDWwPPJA77+PhxwraHCHpa17/lgXp75jZnwEkPQf0Ixkc7eEJPy4G9ga2BXYmbVFOTs5SWZ/y46vAsly4J/CpXN55JAMlTx9gkZktA5ZJWiapC8kA+bv3K6t/IDApV9d+wKKsIveS/kjJk98N+GNJW4OAOX6xYWbLC7VQGU/6cTGpn5WOa15X+fBA/+R1dXFBu1Vm9haApD8DnwS2yM2BbF73An4pqSdpTixwOffNPKg0zdeMStpvC9l8+gvp5mdnYE+fzxsDsz19gZm9nyv3lJmZpNc9zSR94Gl9zewZAEmNLnNLfTjY4zK95MeipWtrZ+AISfuTjPHFpJuefSVdT7pZXmkduplNBCZC2kmvUCvrK/37p2UVRfFBEAQdQCyxWP08D+zu4ZW2LqyAJUAvSZ8geZo+R/KOZZbwMkn9YMW6yg9IXjCAt4BngGGW1m4ONrPXPa3IYBsNHEDyeuN1bippMz/tIWl7Nw4HAq+1oz8Z+R90AS+SjLgDMllz6XlZrUxYJF3v6ed7A8/RXB9vAgOUlmNsTrq5+BD4SFJPpWUUu3re1uoaTDKgPkcy7gQgaQuvZyGw7wrh2r/mtaiflY5rW3VVmm+5pN7enx2AvwJv+BwQ8FnPNwJ4wMyGkryuIvW/wZrWUmfLWTL9lGu/vZT2byHwc29/P+C/sj6VK5fdzOR4Q9JO3tchpJvB/Bwo6sMLNF3ve+TqWunayrEQuMVlHUr6z8HGZvZDMzsB+Lx8CU/gjBsH1dXN46qrU3wQBEEHEB7k1c+dwLGSppN+CCtlvNKa4q7AmSRD+Q2Sh3VuLt9ZwBRJ7wP3AFcA3ZXWFZ8LjAOmSVpOMhBb+sPaTJKnbR7wtscdQzIifu0ynE0yjK43s6VFlbQHM3tL0k1Ag6SPSF6z09tYzZ3AlyXNAt4lGW7/oLk+LiUtDQDIFiyOBWaQjPTXSUbQJKBO0nEeNx7YhDQuU0ge/X6SHgT+lJPhMuAiM1ugtK75YeA90k1NPl+78ScFbRnXojoaJb0m6SHgQ5r+CPqspNuAnwAXkJZUQDI235P0PeB3JJ28Q9LVdOAGf7rxLskr+5TSmyYaSEbpg8AlNOmnXPuri4nARElZvT9lZS9/a4wh/Um2CphqZi9LmkF6cjCUNJ+azTcz+7ukd73fj5P0A8XXVsY9pDX52dOTG4HnJF1CMsZfInnGg4wRI9JxzBh45ZXkOR43rik+CIJgNaOVnSjBhoykHwPjzWyJpEYza48XfK1G0sZm9oGkbiQDZg8zK10SUGldk8zs5NUr4dpDTldVpJuKr5pZxU8S1nf9QDMdHQwcaWandnSbQ4YMscbGxo5uJgiCYL1H0vwiWyc8yB2MpPHAPrmomaRHrxlPmtmZa1SoFjCzc8ulSTqG9GaHFdlpWvqRla/tGMlWK4crvZe5B8lT2i7jGKCc8ecex/z7pncEni3JdmxuqcTayt7uva4G7mqLcQzl9QMg6TrSOvKMUh3db2aXtqW9TuJaSQNJ3t+vdbYwQRAEwaoTHuQgCIJ1jPAgB0EQrB7KeZDjT3pBEARBEARBkCMM5CAIgiAIgiDIEQZyEARBEARBEOQIAzkIgiAIgiAIcoSBHARBEARBEAQ5wkAOgiAI1l7q6qCmBqqq0rGurrMlCoJgAyAM5BySBkmaXEG+sZKellQvqUHSJ9vQxuaSKt4FTdKWkr7fes72o8RfJH21rXJIuklSTZkytZImtFOmGkmfb0P+wZLKbtAgaaRvedxhSDpE0j99A5KW5NinJG4TSfUtlJksaZd2ynS4pC3akP88SZ9qPefqZX3Xnc/nKe2RY4Omrg5GjYJFi8AsHUeNCiM5CIIOJwzk9nO+b4rxK9q2be7mVLhNsCQBb5jZRW2Wrm3sB/weOKJcBjN7fQ3IkacGqMhAllRlZk+a2TUtZBtJ2sa7Izka+C1wSLkMZjbZzB7uYDnyHA5UZOS5Hi81s5c6VqRCQnfByowZA0tLdrhfujTFB0EQdCAbvIEsqYukKZKmAd9qRxWbAv/yuia4V/lRSYM9bi9JD7mn+WzSTnRDPd+OkoZLmi1pbubBda/XNcA0YHDmeZJ0jqQZkuZLGuZxwyUd4eHHJV3t7belL0cDPwO6SepRJHfeAybp85Ke8PO+HreZpHs8/y05b+1Oku51mbb3vDd6/x+S1N/jvijpYS9/nOvpGM+3mXsPMz0d6GXqJf0UuC/vrZZ0nKR5/hnuXsfBnu8MScNcj49KOs/LrPCQS9pO0nSX5SeVKFBSF2BrYBxwZC7+Qpe5QdLOSk8fDvW0qyU1kNtxT9JBkh5x2UfmmjjNZb7e8+3q53MlXeVx8jpne3t7AMOB6ySNV/K23ujl7pb0cR/X2ZJuBUb73NtFUl9J0yTNUro+NvI2LvC6Z0na1eNWeE4lXe7jWq8KPdEbiu5ycg6RNNPLjva4UyU95m0X3qhKGiWpUVLjm2++WYlq131eeaVt8UEQBKsLM9ugP8BRwCUePhmYXEGZscDTwBxgMdDP46v9uBtQ5+E5wFYeriJ5RqfkzueSPJtVQANpu9rJwEmeJ58/q783MLNArpeAHUhbiDdm+Vvpi0hb+kLyhB9TgdyPAL2AbsCLnnYOcIqnXwScANQCD3kb+2a6zfXjSySjqApYAPTItVcLTMj19w9eTzUw3ePrgYM8XAtMcP095bJtDjyey9ujpH15X7qX6OQOYPdMlgrn0eeB0R6+28f0M16Xcv0aCxwKDAF+6/HDgHoPz/P+dgUeB7r7fBjl6RO9r91z9d4ObA8cBvwsJ1OVl93Fz08DTvTwkcBoH7sXgK4ePxnYxdvv4nGXuYy7Atd73JbAHSU62BO4ycNDgetCdyt0V0PT9TMd6Jmba31J83OzSufcHnvsYRsEAwaYpcUVzT8DBnS2ZEEQrCcAjVbwPduFYDtgvocfJS03qITzzWyqpL2Ai4GTgLMlHQIsBz7yfF3N7FUAM1suKV9Hb9KP8wO58z4efqygzRGSvub1b1mQ/o6Z/RlA0nNAP9IPeEvsCwyUdD/ph/0N4OZW5N7IzP7u7SzwuIHAJA/PI+lxEfCEmZmk+d7ORsCPlDzs3YA/ep8Xm9k7ZdrbFtgZmOnnfXJppXrqAywys2XAMknL3EOZZ3clb/HGXvcWLmvG1mb2RCZLgc6KOArYUdLBwDYko+9jwBy/AEv7VTrvMqrM7C0ASX8GsvXt83PHgaRxukxSNfApzzcImJ1VVKDHnYE9fQ5tnMu7wMzeL+lPL+CXknqS5tECoCewr5rW/H5UUmYgTeMxj3RdVMKGoLvncum7And4/T29z+cCE3yuXgo8W05ZGxTjxqU1x/llFtXVKT4IgqAD2eCXWADPA7t7eKW9uCtgCdBL0idI3q3PkbxN2a/rMkn9IK1TBD4geTkB3gKeAYZZWs882Mxe97Qiw2w0cADJoMDr3FTSZn7aQ9L2boQOBF6rQP6jga+Y2XAzO9Dr+FiB3Hk+ktRTaRnFbh73PMmDCLA3TQbBYCVLYHeSsT4Y6GtmnyMZUALeBLb2dov09CLJK3xApqecLKV6ehMYIKmbpM1Jhv6HJfWdB5xO0uUrqUl1kZTddCyW9JkyfV8JN2oGmtlQMxtOejR/FLCQdAOS5cvXVW7eLZfU23W7A/BXj989d3wB+CZwpZkNJT0tEGkurbjBc73n+70Q+LmZ1ZrZfsB/ZW0WdGsE8IDXP9XrXwg0ePla7yeStnB5y82BsmxAusuzADjMdfhZkuH+tJmdTLrJ/G5BnRsmI0bAxIkwYABI6ThxYooPgiDoQMKDDHcCx0qaTvoRrJTxSmuKuwJnkgzlN0hezrm5fGcBUyS9D9wDXAF0V1q/ey5picE0SctJxl1Lf+CbSfJczQPe9rhjAAN+7TKcTfrRvd7MlhZVkuFGwIEuY8bDwBcL5L49l+d7pMfEL5OWmED6Ya9TWj/8OjCeZOD8C7iX5B0fQTJa+kl6EPgTrPDWjQFmSFrqdU0l6XgKaenHTUCDpI9Iy1tOL+qTmX0k6VJglkdl/+a5G7hF0i3AbSQv+dPAu55eQ1oacjxpXCa5fubRusFygNeVybBY0k4ko+sJSQ8D75FunLI8jZLeljTL28i4wPUFySB7zz2Ne0kaAbxiZvVuBF4u6SSajLh7gC9Iegh4n3Tzcx9whaQ/kObeREnZn0p/SvLgFzEduMGfiLwLPGVmT0l6Tmnt73LgQeAS0jKCi7xPr3n7H1LZn1c3CN2VpJ8H3O5G//ukPwP+UultMD1Iy5WCjBEjwiAOgmCNk63DC9ZRJP0YGG9mSyQ1mll7vOAbPEqv3ltiZg92tizrGpImufczWEMMGTLEGhsbO1uMIAiCdR5J84tsp/AglyBpPJB/1+pMkpcr40kzO3ONCtUCZnZuuTRJx5DeBrEiOyWPe/0x7waPmd1SLk3SdaS1qhk70nyN6P1mdmlHyba205JxHLoLgiAI1kXCgxwEQbCOER7kIAiC1UM5D3L8SS8IgiAIgiAIcoSBHARBEARBEAQ5wkAOgiAIgiAIghxhIAdBEARBEARBjjCQgyAIgiAIgiBHGMgdgKRBkiZXmHcHSR9J2qoN9a9Vf1+XNEpSvaSFvpFEvaTT/Nijs+VrCUkjfeOItpTZ3N+b3FEy3e66+4ek2R7ezjdNWWupRC+SzpP0qZbyrKIMEyTNkfSw0nbi5fKNlHSah78naZ6kA8vkLXu95eupQLa16rpdq6mrg5oaqKpKx7q6zpYoCIINjHgPcufzFeBa4Ejg5/kESVVmVrSV7VqFmU0k7TI2EuhhZlcBSDqqxYIFdFSfW6h3JDCFtKNZpWxOGrey705eFczsywCS6oFDzewd32WtzXSEPn2HQWzld0RuTit66ch3Hkv6NDDAt4JGUs8Kix5qZnt1lFxBG6mrg1GjYKlvBLpoUTqH2FEvCII1RniQVxOSukiaImka8K02FN2ftLXs53N1PS7pKuB6SX0kTZXUIOlGz1Il6Rr3ep3vZYZJmiHpUUnnedwmkm70+LslfVxSlaQH3Cv5oKSPe94rJHWXVCvpXv88Kmn7VVTNxZJmSfpFCzLVuKf0VmC0y/Yz798YST+X9Iikc7yO3dxLOFdpi2okjZX0G+/bVG+n1sN3A8dLOs7rnCdpuKR9gMHAfZLOkNRb0p0u242SNvJx/a3r//eSepE2Xxnqcu7oXst619dgl2ek14+kE13+WeW8lBXySZ9jT0k62OseImmm6290ThfXS7oP+LR7U6dI+pOkLyt5qJ9S2tIZSaM9z1xJe3jc45Ku9j59y+MmS7oGmAb0rkAvw12uuZK+mqtjF0l9JU1znUyRtJGnX+vHzSTd4/Xfosq8/P8HDJS0I4CZLfG6VjzJkHSTcjcbks4CdvI8WxXpIpd3G58bs7P57AyVdL/X0UdlrrFcPdtK+oOnX+5xh0t6zOPym/tseIwZ02QcZyxdmuKDIAjWFGYWn9XwAY4CLvHwycDkCsrsAFzp4euAfh5+CdjOw5cDR3i4yo8vAgNINzgLPK7ajwIeAboDpwEnevyRwGgPd/fj6cDJJTLVAg95PftW0o9c2ZHAabnzemB/Dz8EbFYkE1ADvAB0zZXbz2V4mWTEbpTr61RgJ0+f5uXH5vR/gctSC8zyfBsBTwHdSJ7Ox3Nt9fDwBOBAD5/tY3o0cKnHnQBc5O1NyfUz0/1uQF2JTvoAc4CN82NYoT7zstWQdqDrAmwP3O7x04GeHr4D6Ou6+GGu3ELv/0HAfNK8OQy4BNjSdVQFbAtMy83BHby9RqAamAyc5Okt6sXrmwt09XCDyzAZ2MXju3jey4BhJX0/BzjFwxcBJ1Sos6+Qdr98FviPAj3e5HKOxOcq0OjHcrrI0q8Ghueu16Fez2897jhgbLlrLFfPrcBAD18JDAFuAHZpaY4Ao3wsGvv372/rLZIZrPyROluyIAjWQ7Lv5tJPLLFYfWxHMj4AHiUZeK1xNLCXpPuB3iSD8SpgiZk973kGAeMArOlR+RIzWwQg6T2P211pzeXGpB/3LYCdgT0lfc3jZ0v6GHCtpP4kQ/G2ArmeMDOTNB8YWEnnW+AJP/7F21tJJk9fYGb5ZQ5PuQyve5pJ+sDT+prZM97/xpyM83PH/0cyrhu9bB9gkZktA5ZJWiapdP7vDOwt6XukG4wbgB7AY54+Dzi4oI9nSzoEWA58VJK2LUmfH0CzMWwP/2NmH0paDGTLB3YF7lBa9dAT2MbjH8uV+6OZfSTpVa9juYd7kozFBS7Xi5I28zLvmNmfASQ9B/QrqXcgLeulN8mQfyB33ieX3gv4pdIyiH7AgpLyA4FJuforuZ6wtGX4LZL6Ag8C95C2WM9QYcFEDcW6yMuU7/N2pPHOz7svVHCN7Qj82sdsU9JNzg+B73jZX5Buckv7NhGYCGknvRb6sW7Tv39aVlEUHwRBsIaIJRarj+eB3T280paFZTgY2MfMhpMMgC96fN6IesbTkJSNV9GP43kkb9UBwCskQ2Ah8HMzq7W0LvO/gOHAX81sf+BXng9/vJwZD4M9vDvJs7sqlBonRTJB8z43K+d3eHnekLSTyzgkJ+PuuWMWl9X7JjBAUjdJm5O81R8CH5A8m7hsF7hse5PWhj8P7OnpewPP5ctI+gRwKPA5knc802cvSdUkb//gzBjPjWF7KDL0FgCHmVkt8FmajLXlZcqV1vGyy1claVvgH57WQ9L2vvRhIPBaSb0t6gV4izR3h7lsg83s9VzbI4AHzGwo6YlApretW6i/RVznn/DTf7g8AEuAbXwMdmuhipcp1kVGOZlK513hNZbjWZJHvJY0f6cCi83sVOB8kmd/w2XcOKiubh5XXZ3igyAI1hDhQV593AkcK2k6ydBqEaW1vf/MPIpmtkyJLUuyjgcm+1rJl0mPs4u4DbgZeBp41+OyP8993c9/SvJMjZF0L8no+Yun3Uj6YQf4F3Avyeu3uv8VUyTTH9tYxxiS4VEFTDWzl922r5H0ILCMtDzi37IC7kG9lPQIPasD4G6Sx/EWkqd+kprefnAuaVy/LGkWSa8jSIZTd6W3SpwLvEF6rD83J+NZwEwzmy7pOmCOpHeBi4EZbexvS5wH3O6G9/vA4W0pbGavS7qLtAzEgG970hLSMpPPAteb2dKm+yegMr2MA6ZJWk66Qcm/4WI6cIN73t8lLX+BtPxgH5L3uE7SccDrpOugNTYjrdsX6bst+0PgL0h/HPwzyXBvqy4yfuT1X0h6wjHLDelNJP2BtHznaNLykaJrLOO7JO95N9INx4nAt5TWrPcgLfXZcMn+iDdmDLzySvIcjxsXf9ALgmCNopWdc8GGhnsJrzazUyTVkv7VP7pzpWobksaSllNM7WxZAJT+zPZt91Kvc0hqNLNKn4Ssrja3AE43swvXZLvrIkOGDLHGxnhrXBAEwaoiaX7R7114kDsISeNJnrCMmaTlDxlPmtmZa1SoMpjZR8Ap5dLdA5p/d+2OpMfEGfdbB76+a13EH5evhNIbFq7NRW1GWu+cX35wppk92XHSrZ2Y2d+AQuPY1wPfVRL9Hkl3GZea2f0dJF4QBEGwAREe5CAIgnWM8CAHQRCsHsp5kONPekEQBEEQBEGQIwzkIAiCIAiCIMgRBnIQBEEQBEEQ5AgDOQiCIAiCIAhyhIEcBEEQBEEQBDnCQO4AJA2SNLnCvDtI+kjSVm2of637+7qkyZJ2yZ2vtFVuLq1WUtnNECTVS+rRTjlGSurahvxXSOpeJq1G0ufbI0eFbdf4phrZ+XB/n3O5/GX10ppOK5Cj4n5KGiyp8DV2qwNJYyUdmju/SVJNmbzNdFiQ3mxetlGOw/3dzJXmP0/Sp8qktShnUEJdHdTUQFVVOtbVdbZEQRBsYISB3Pl8hfRe3CNLE1ZxW+INlZGkncxaRVKVmZ1pZu+VyVIDdJiBvBZRQ4X9dJ09aWbXdKxIawWHAxUZyK6XS83spY4VaQOgrg5GjYJFi8AsHUeNCiM5CII1ShhgqwlJXSRNkTQN+FYbiu4PnEPOQJH0uKSrSNva9pE0VVKDpBs9S5WkayTNk3S+lxkmaYakRyWd53GbSLrR4++W9HFJVZIecG/kg5I+7nmvkNTdPZH3+udRpS2xV0Uvu3r7c71PpenHeT/mSRqeS/qBpDmSLmmhf90l/c51M8236h0M3CfpDEm9Jd3p5W6UtJH3b6qku4HjM6+spM0k3eN13eJe6FOBYzzPZl5HvaSHJPV3GVZ4DSVd6P1skLTzKuptgrf1qKTBJWlFsgLsVDpuZWT+oqSHvfxxBf0cKWm29+VAL1Mv6aeu2xXe6iI5vfw+Hh7tbc2VtMcq6qSvj/MspWtto5L0gyQ94nNpZC7pNJ8D13u+leakEld7vxtc1uHAdZLGq/haqvH8twKj5d7qCuQcImmmlx3tcadKeszbPmJV9LTOM2YMLF3aPG7p0hQfBEGwpjCz+KyGD3AUcImHTwYmV1BmB+BKD18H9PPwS8B2Hr4cOMLDVX58ERhAusFZ4HHVfhTwCGmHsdOAEz3+SGC0h7v78XTg5BKZaoGHvJ59K+mHl5sMPAbU++ftrC2aNqS5Hdje25gAbAQ8BXQDNgce93z1wOc9fD9pF7+i/p0BfKdEN/VADw9PAA708Nk+RrXArJxM9UAP0k3KKR53EXBCJmeuj5kMXwLGlfT/M8AduXqrKtBZDfBmTmdPAWNL2toNqKtQ1pXGrVRmfM7kdFSV7yfQG/iD11MNTM+1fVBujkwoJ2euf1u6rquAbYFpFc6lscDTOb38zXXVFejieS4Dhnn8FI+b5/J3BR4nzZHJwChPn+iyF83Jw4Cf5WSo8rK7+PlK15K3/QLQNXcN7FKBnNOBnh6+A+jr/dyspbkDjAIagcb+/fvbeotklnzHzT9SZ0sWBMF6CNBoBd+5sdX06mM7YL6HHwX2q6DM0cBeku4n/bAfCVwFLDGz5z3PIJJhg5kt97glZrYIQFK2PGB3Sd8HNiYZI1sAOwN7Svqax8+W9DHgWvcmbg7cViDXE2ZmkuYDAyvpvPN1M/sflytbg1wDXCapmmTofjKXvw+wyMyWAcskLZOUzclMl094fz5Z0L9BwK9LdJNnZ2BvSd8jGUU3AG+RLobSLSQHApM8PI80fouyRPcC/si9pN2AP5aUHwTMyeotI08RDWZ2lLcxHPg3jz9b0iHAcuCjCmVtNm5lZO4DLDazdzI5JeXr3pakt5l+3ieX9liB/C3JWUO6gVsOvKi0XXSlnG9mUyGtQfa4XsAvJfUE+pEM/edyZarM7C0v82ea5tr83HEg8AYrz8lBwOysogK9rHQtefwCM3u/RPbW5NwVuMPr7wlsA5wLTPD5fynNt3LPZJpIMvIZMmTI+rsFav/+aVlFUXwQBMEaIpZYrD6eB3b38EpbFpbhYGAfMxtOMnK+6PF54+oZT8uvSS76cTyP5BE+AHiF5AFcCPzczGrNbD/gv0iPjf9qZvsDv/J8SNpKTRbBYA/vTvKQrQrfJHnJh5K8X3mr401ggKRukjYneeI+9LRMl4NJHvOi/hXp5gOSZxrv/wXe/71Ja72huX4zngf29PDeJIMmX9dgoK+ZfQ64mCa9beFLHBaSPLeUyNNmJH0COBT4HMlzqZIsRbLCyuNWJPObwNZ+o5TJme/niyRP9gFmVut1ZDTTWzk5JfVy4/Nll6lK0rbAP9qqixJGAA/4XJrKynpZrrSspivp6cxfPX733PEFiufkirnkfRArz6XSawmK51Jrci4ADnP9fpZkuD9tZieTbny+W4Eu1l/GjYPq6uZx1dUpPgiCYA0RBvLq405gkKTppB+9FlFaI/rPzNPoXlRJ2rIk63hglKQG0jKMctwG3AzcCLzrcROBbO3uDNI650eAgyXdS3osnnEjTX9u+xdwL/Bz3Hu9CtwD/ETSbTQZGwCY2Uckb9ks0mP9/CLDQyXNIXlFXyrTv0nAvpJmAfd53N3ALZJOctm/k+v/Z1qQc5K3OQv4NHAT6TH/HkpvH3ge6CfpQeCgXLnLgG3MbAHwhNJ62xkkj2R7WULycs4Ejq1QVlh53BaWyuzzbQwwQ1JWf76fy7y+Bk//aTvkPIt04/c6cBcwhzRu57VBB0VMB06VdBdp+UYpF5D6P5tkzGZPV/byvnQ3s3qK5+Q9wCZKa7VnkLzA9wFXKK15L7qW2ivnecDtLtPvgU1IHucG4EqSrjZcRoyAiRNhwACQ0nHixBQfBEGwhsjW4QUbMP4o/mozO0VSLXComY3uXKnWDSRNcs9f4Ei6Bvh27mlAsJoZMmSINTaudW97DIIgWOeQNN/MVnryH2uQOwhJ44F9clEzScsDMp40szPXqFBlcE/uKeXSJV1HWquZsSPN10jeb2aXdpB4azXljGNJQ4Hv56JKdQZwrHtZ1yvMrOw7ktel6yIIgiDYcAkPchAEwTpGeJCDIAhWD+U8yLEGOQiCIAiCIAhyhIEcBEEQBEEQBDnCQA6CIAiCIAiCHGEgB0EQBEEQBEGOMJCDIAiCIAiCIMc6ayBLGiRpcgX5xkp6WlK9pAZJn2ytTK7s5pK+0ob8W/p2yB2CpFpJiyVN9/58ezXV2+jHwZKekPTjMvnGSjq0nW3UStphFeVscx2SnnNd1Us6Y1Xa9/pGep3ZGByzGuqs8U06kHSIj8FZq1pvRyNpE0n1Hr5CUvcObGtnSff7NTxb0jfbWL5W0oR2tl0jqaWNQSqtY8qq1LFBUFcHNTVQVZWOdXWdLVEQBBso66yB3EbO921dfwV8vQ3lNgcqMpB9a9o3zOyiNkvXNm42s4NI21R/VtLRq7HuLwA/MLNzV2OdGbWk7X9bpYVtmiuuI8c/fXvgWjP7WRvLluNnPgZfBL4uae/VVC/Al4ETzeyy1jKuynbWqxszOzO3c91qxbeO/i1wum/fvD9p9781RQ0t75y3grVpTNY56upg1ChYtAjM0nHUqDCSgyDoFNapL3NJXSRNkTQN+FY7qtiUtB0vkia4B/BRSYM9bi/farZB0tnAqcBQz7ejpOHuvZor6ateZrLvHDYNGJzzBJ7j29LOlzTM44ZLOsLDj0u62ttvc198l7IfAkd5fSNzsh2Yk222pFnuwRop6bScLGOz+iTtDHwD+IGkkyTtJmmO15ffAvorkh6QNNU9iH0lTfM2pijtyoekC71sg6RPAyOB8ZKuU+JKSTMlPShpay/zJ0m/IW0D3Kx9907m6yhstxIkXevH7pJ+5zJOa8cYLAV+TDJqkXSB1zVL0q6SurqesrhNlPPCSzpF0sicXAcChwETJf27z7sennZTbgxvVtoq/GBJo5W2t54raQ/P+7ikX0p6UtIonwdP5ObsQZIekTQva9/zTHKd3uVjVG5sr1baFvn7OdnrJfXwfs9wea4q0Pk2nj5b0i8qVPW/kTYQ+bPr3cxstte3raQ/ePuXe9xmku5xvd+iZGAD7CTpXqVrbnvPe6OXfUhSf4/7ouu0QdJxpO+BYzzfZiq+1uol/RS4r7W5KWmIz/3ZkkZ73KmSHvM2j6hQL+sXY8bA0qXN45YuTfFBEARrGjNbZz4kY/ASD58MTK6gzFiSt2kOsBjo5/HVftwNqPPwHGArD1eRPEdTcudzga4ebgA2AiYDJ3mefP6s/t7AzAK5XiJ5Q7sAjVn+VvpSC0zInW8CzPY2/gAIqAamAxsD82jaDKaKZGCe5ufDgbEebszp6lAPTwV28jqned/G5vR/gdfXFejicZcBw4DPAHeUtJ2v+1CSpxpgD+AqD78N9Gyl/ayOldoto7PngHr/DC1JOwP4TiZjhXNwhQ79fBBwA7ArcL3Hben9H5ibD5ku8n04xeuryeWbDOzi4Xqgh4dv8nwjgRty7cxy/W4LTPP4F4FtSHPhn8AWpKchczx9HmnOdAUeB7p7u1/z9DrSdVE0tkOA33rcMKA+L6vXlfX1dmD7Ev1dDQz38HWlY1JG58cA4z28s7f1qJ/fCgz08JUu3znAKR53EXAC6dp5iDSf9sW/O2i6Tr8EjHNdLsjpvYrcdUfBtZbr/0Hl5mbJGE+naZ7fAfT18pu1NBeBUaTvisb+/fvbeodklnzHzT9SZ0sWBMF6DG4DlX7Wta2mtwPme/hRYL8Ky51vZlMl7QVcDJwEnC3pEGA58JHn62pmrwKY2XJJ+Tp6A9sDD+TO+3j4sYI2R0j6mte/ZUH6O+YeMUnPAf2AFyrsT8YngddIxtHOpG17AfqY2QeSfgb8t6R/AhcC+W0Tm3WugL5m9ozL10gy9qBJ//OB/wf0An4pqaf3YYHHzfGJV6TLnYEjJO3vciz2+OfNbEkr7WcUtVvEPy0tryliEPDrTMYyeVojG4OdgH3la3KBj8zsBfcITgZelfQ92jYG5fJm860GWOCyvyhpM49fYmaLASQtNLO/ebibp1eZ2Vse92fvA8ATflwM9KRYx5+g+TVYSg1wmaRq0vbknyTdpGQMzMk/j3RNN5RXAQB/Bf4dwMz+BNT6nIC0hfevfX5tSjI+BwKTcm3sBywCnjAzkzQfGOie3R8pPUHqBvyRdE0vNrN3vL3SubvStZZLy/pVpLe8DnYF7vB6e5JuZs4FJkjqAlzKytuSY2YTgYmQdtJrUWPrIv37p2UVRfFBEARrmHVqiQXwPLC7h1faFrAClgC9JH2C5MX8HHAaTcbHMkn9YMVawg9IXmKAt4BnSJ7KWmCwmb3uaUXG1WjgAHwJhNe5ac6I6SFpe/+RHkgysirGf0jHAFNIHsOngAMy2bzeW83s68DfSMsAlpB+jCF5blviDUk7Kf2KD6HJeN89d3wBGAE8YGlt6FSSLheSvHSZrKW6XAjcYmld8FCa1oXn9VjUfr6OonYrQr6kgzSe++VkbBNKyz5GkzylC4EG71MtMNwN0qvNbCTJkNqPto3BEmAbH+vdcvGZnl4mjXWVpG2Bf3h83ngqMqSWS+rtSw92IBmgpXlFsY5buwa/CVzpZRq9TF7nzwN7enhvmhuO5ZgHfEbSTl6XaJoHzwInuM6HuJzl2hjsZbO5O5h0I/Y50o2zgDeBrSV9zNsqnbsrXWs5ObNxaW1uLgAO8/KfJd1wPG1mJ5MM++9WoJP1j3HjoLq6eVx1dYoPgiBYw6xrHuQ7gWMlTScZJJUyXmlNcVfgTJLh8QbJCzQ3l+8sYIqk94F7gCuA7krris8lPYKdJmk56Ye0pT/wzSQtf5hHWjoA6VGxkbyWS4CzST+Q11taz1oJx0j6LOkH+w4zuwXSGlWgQdJHpCUl3wPu9h/45cCxJANqtKT7Xf6WPNZjSH9qrAKmmtnL7vGqkfQgsIxk/A8CbnBv/LvAU2a2QGnN68PAe6SbkBkkb91Q7/eBkjIv3I2uk9baz9fxm9J2K9QfpMfy+5CMkcmSjnQ5D6mw/Bm+TnQjYJKZPQIr3pjRQNL3g6Sbl1/7GLxNWs7wPHCX0jrk1v7U9gvgFuDPpBu0ZpjZ65LuIi0NMqDSt5pcANzr4Z+b2XslXtKM6aw8to2S3pY0izS3S7kHuFzSSbhR6Qb+70g3pD8Crpd0odc3qzVhzex9pfXTV/hNxwekZS2QjMlfevxy4ETSuNYprR9+HRhPumH7l/e7N8mI/SvQz+fzn7yt5Upr7mdIWup1TSV9h0wh3cyVXmunt6a3kvTzgNt9XrwPHO59qCEtUzmnNZ2sl4wYkY5jxsArryTP8bhxTfFBEARrkGytYLAGUHp92ngzWyKp0cza4wUPVgFJW5DehnBhZ8uyoeBLmz5jZpNazRxUxJAhQ6yxsbH1jEEQBEGLSJpfZI+tax7kZkgaT/IEZswkLWvIeNLMzlyjQrWAtfD6NKX36Z6az07Jo9kW1tIGgKT7SH8Sy7jUzO7P5/H1uIXGsdJ7kvNvEOhLetKQ8bqZHbuaxN1gMLNHKV6vjKQdgWtzUZuRxvD1XNyZZvZkhwkYBEEQBCWEBzkIgmAdIzzIQRAEq4dyHuR17U96QRAEQRAEQdChhIEcBEEQBEEQBDnCQA6CIAiCIAiCHGEgB0EQBEEQBEGOMJCDIAiCIAiCIEcYyOsIkgb5lsWt5Rsr6WlJ9b7N8SdbK5Mru7mkljY/Kc2/paTvV5q/rUiqlbTY+1IvaWh72pM0WNKpredsVmZUW9spU883JLVlU5tK6jxV0hxJsyXdKqmHpMmSdmlDHSN9J72itGsL4i718WizLtuKpB0kfSRpqzaWazZ/i/qRSztP0qe8TxNaqXekpH1aylOhfGN9g5iglLo6qKmBqqp0rKvrbImCINjACQN5/eR8f2fyr2jaxrkSNqfl3QFX4Fv2vmFmF7VZurZxc7Z9s5k1lLanCraINrMnzeyaNra7Wgxk0pbmj0jardWcFSBpGPDvpK2Osy2SCw3dVhhZVE5SlZl9o1yhduqyrXyF9G7kI9tYbnNy87eVflxqZi+1VqHrY7KZPdxGWYJKqauDUaNg0SIwS8dRo8JIDoKgUwkDeS1GUhdJUyRNA77Vjio2JW2vi6QJ7oV9VNJgj9tL0kPuaT6btFHJUM+3o6Th7qWc61v94p7Ka4BpwGDffhdJ50iaIWm+G3F4+SM8/Likq7399vQFSTW59uol/RS4zz18d0q61z2rx3u4QVK3vJdQ0hclPexpx5WkDfL+HQHs6G0cI2lbSX/w88s97+GSHvO4Qo+qpN7AO8BE4Ohc/LV+7C7pdy7LtArV8FXgp2b2PoCZLTCzv+fq7iLpt17n7yX1krSd97le0kT3hg523Z3hns3rlTZa+bSkRq9rsPfxHmAnj8vrq2hOrfC2Shrt7c6VtEeF/QPYn7Td8udz/TpR0iOSZkk6UNImkm70OXe3pI+z8vzN+vGQ3Fuu5Ak/SM097jv5fHlU0vae70+SfgP8RDnPr6TLvb56SZ/yuGck1Sltr368xx0vabrP++NLOyjpAh+jWZJ2ldRV0tRc3CZt0Ne6zZgxsHRp87ilS1N8EARBZ2Fm8VlLP8BRwCUePhmYXEGZscDTwBxgMdDP46v9uBtQ5+E5wFYergJqgCm587kkL2MV0ABsBEwGTvI8+fxZ/b2BmQVyvQTsQNq9sTHL30pfar0P9cB9Je3VAwd5eCQwycM/BC738OUkI6sWmOD9WAD0yPWxFpjg54MyHQONOTluBQZ6+EpgCHADsEtWTxn5R/kYCrivIP0M4Dst1VFQ5j5gx4L4ycAuJEP8Uo87AbgIOAk4Ld+O6y/Tw1jgh7m6Gv04FdjR5Z/tusrra6U5latjS2CW63hbYFqF/dsBuNLD1wH9gD6kubpxbtxOA0708yOB0fn5UdKP/wL+Izfns3m8i/fnIe/jvrnxfxvomdPPocCewE0eNxS4zsNLgI8DPYCHS3TTDXispJ5dgetzeroDGEjT3FYL86kRaOzfv7+tN0hmyXfc/CN1tmRBEGwAkPu9z3/Cg7x2sx0w38OFW/WW4Xwz249kOFzscWdLegi4CsjWJXc1s1cBzGx5SR29ge2BB4AZft7H0x4raHOEpNnAbbn687xjZn82sw+B50iGTyVkSyy+UJCWl+MpP75aEu6Zy9MHWGxm78CKPue3kmy2tXeOHYFfS6onGVFbkwzxb7mXca8y5Q4DTsGNWq28RngQyfAs0n85/gq0tDZ3IE16mUeaQ7cAW7us/1+ZckVj2tfMns2+QArSi+ZURg2wwMyWm9mLpC2kK+FoYC9J95MMySNJBvYTZvYBrNDVzsCpPiZnkeZnOW4GviJpT+BxM/uoJP0J7+N8kv4AnjezJSX5inQL8KKZve3zKptDwyQ1kK6fHUrq2QnY12W/Cfi4mb0ANCj9z+BiSRuVdsLMJprZEDMb0qdPn9LkdZf+/dsWHwRBsAbo0tkCBC3yPLA7yehcaRvEClgC9JL0CZLn6t9IRsfPPX2ZpH5m9prSWt4PSN41gLeAZ4BhZvaBpI39CFBkzI0GPk0ySB8CkLQpyWP5T6CHP75+kWRovNaO/pSSl8PKhPNG75skQ/FjZvau93kJsI2n55cB5Ot4FhhtZouUFLARyZt5qtIfyW4ADswL5ssr/s/M/t3PP0fyJv+PpK3N7C8k/e4HNCqtda3ESP4dcJak2T4euwJ/yaU/T/J03gbsTboZ+dDMznM5/iTpRpqPNRSP6Rs+Zs8DnwXuyvWvcE5J6gX8H/AyaQlO9mTiHxX0DeBgYB8zWy6pG8m7erPX1cXMPvQ6F5K8tTd4uxsDW5T0CQAz+7Ok/sDXSAZpKYN9XHcHXmhBH88Dh3s40y00nysZFwEHAMtydWYsBBrM7D8z2b2vV3u/J5LmxayCetc/xo1La47zyyyqq1N8EARBJxEG8trNncCxkqaTflQrZbzSmuKuwJkkI/ANYCZp2UTGWcAUSe8D9wBXAN2V1vmeC4wDpklaTjIuW/oD30ySN3Qe6fE0wDEk4+HXLsPZJEPrejNbWlRJR+LGxxhghqSlwCSSwbmJ0hrg53PZZ0q62/N8F/ilGzHLgRNJ3uN9SI/Vi96CcATuHXYe8XxjSUs29vG6J0s6EngPOKSCPkxzo7VB0ockj/J/5rLcCXxZ0izgXWAE8CVJp5Ee99/vergbuEXSLS0091/Ab4G/sbKB29Kcmmlm0yXdRVrSYMC3W+ub9+uf2Y2CmS3L3ZBcB8yR9C7pqchEYKKk7E+oPyV56vPzN899wDeA0wua/hdwL8kLPaKcfGbWKOk195p/SMt/gL2NpJsnSLrK1/OUpOfcw7wceBCYQnpKUUW6fh5voe71ixGu8jFj4JVXkud43Lim+CAIgk5A6cliEKx+JP0YGG9mSyQ1mll7vODrFZK2AE43sws7W5aOQOkPnN/2pTRBBzFkyBBrbCxa9RIEQRC0BUnzi+yT8CCvQ0gaT/I8ZswkPcbNeNLMzlyjQrWAmZV68VYg6RjSWwdWZKdkDbClV9WtE0i6DvhULmqymU0uzWdmfwMKjWNJZ5A8zxl9SV7ajNfN7NhVl7bjMLOy70he1+ZvEARBsOESHuQgCIJ1jPAgB0EQrB7KeZDjLRZBEARBEARBkCMM5CAIgiAIgiDIEQZyEARBEARBEOQIAzkIgiAIgiAIcoSBHARBEARBEAQ5wkAOgiAIOo+6OqipgaqqdKyr62yJgiAIwkAGkDRI0uQK8+4g6SPfYrjS+te69zFJmiypPnd+rqQ3W8hfI+nzufPV3qdVqVPSqDbmv7aFtFpJO7RXllba3UtSvaRHJL3p4V9JGivp0I5osyORNFhS2Xcft6GeUa6Lhb7LXL2k0/zYY3XI2tlIGuk7GgYZdXVpm+lFi8AsHUeNCiM5CIJOJwzktvMV4FrgyNIE3yZ2XWITSX09vB+wuIW8NcDnW0jvbCo2kCVVmdk3WshSC3SIgWxmj/oGKMcCDWZWa2b/2UqxQtaG+WZmT5rZNauhnomul0uBn7lermpPXWuDXoIKGTMGlpbsOr90aYoPgiDoRDbYHxJJXSRNkTQN+FYbiu4PnEPOWJT0uKSrgOsl9ZE0VVKDpBs9S5WkayTNk3S+lxkmaYakRyWd53GbSLrR4++W9HFJVZIecE/ag5I+7nmvkNTdvZ33+udRSdu3oS93AIdL6g/8BVjudfeWdKfLcaOkjUi73h3jcmwGfExSnaQnJB3v5Y6XNN31kcWN9Xz3SZolqdrjL5f0kNeX7UBXLekGr/Nwz3eOyzFf0jCP287baZD0E/dg7uh1DZU0RNJMSbMljc7Jcb2k+4BPZ95qSbtJmiNprqQxkroDI4Hxkq6T1FfSNJd9iutihQfax+B3Lsu0Nui+iK8W6OkCr3uWpF09Lj/fxkr6raQ/+Jz5lodv97ybSbrH67hFUlclrnb9NEjqVaoHL7vSXJb0RUkPe9xxPv8meNp52ViWGd/2crH3/xded9F1UuP9uRUY7e3+TOmaGyPp50pe+3O8jkr7e5zXMU/ScI/by/vWIOlsj7vQ62qQtLMKru88St7k2V7mQI+b7HGzJNUUlBklqVFS45tvln3Ys27xyittiw+CIFhTmNkG+QGOAi7x8MmkrYFbK7MDcKWHrwP6efglYDsPXw4c4eEqP74IDCDdkCzwuGo/CngE6A6cBpzo8UcCoz3c3Y+nAyeXyFQLPOT17FtJP7zcZOCzwK3AWcBBQKOnTQAO9PDZrqtaYEKu/BLg40AP4OGSPnUDHvPwWOB7Hh4HfAnYE7jJ44YC13n4HaAXsCkwv6TO3sBMD98B7F6i48acbNOBnrm8fV2OH+byZH2dCuzk+ptG8pSPBQ719K5AFw9fBgwr0eMZwHfyslSo/xpgSu68SE+7Atd73JbAHQXzbSwwxsM3AGfk+r0D6WbuFI+7CDgBOIzkpc3ariqjh2Zz2T8LgB65uGbzwuMLx7dCvYwETsud1wP7e/ghYDMKrhOX9wWga67cft6fl4HBwEY0XX+V9Hcj4CnSfN4ceNzT5gBb5fJ9xvWtXFzR9T3SZe8N/MHTqknzdWNgXr6OlvS0xx572HrBgAFmaXFF88+AAZ0tWRAEGwjk7If8Z4P1IAPbAfM9/GiFZY4G9pJ0P8l4yZZZLDGz5z08CJgNYGbLc+mL/Pw9j9vdPY71wLbAFsDOwKlKa4PPAnpL+hgwSdIs4D+BTxbI9YQP8nxgYIV9AXgfeBf4D6AhF78z8H2X4ysk46yUF83sbTN7h/RDDzBMUgPwAM2XKDzhx8VAT5fxMY+bRxoLgJfM7O9m9i9gmaQuwAhJs4HbaOr71mb2BDTTcZ5dgTtc/m2BbTz+sYK8fc3smewiYWX99QKmeL8OZWX9F413eynV007Avt6Pm0g3JNB8vkEy4gBeLQmX0/UKmXNyF+mhtG99gMU+5i31t9z4tpdML38hGaorXSeevsDM3s+Ve8r787qnfQR84GmV9neRmS0zs3/QNCe7mtmruXyDgDleVxZXdH1nbOt9mAn8HtjSzD4Afgb8t6QrSIbz+s+4cVBd0tXq6hQfBEHQiWzIBvLzwO4eXmkP7jIcDOxjZsNJ3qkvenzeUHjG0/JrIa2grvNIHuEDgFdIRuZC4OeW1l/uB/wXMBz4q5ntD/zK8yFpK0mZYTrYw7uTvGht4b+Bu8zsw1zcQuACl2Nv0prrD0getYyiPl1E8nweQvIGF+UVSfd7+vnewHMerpG0ud8UdHOZRpN0dFSujsWSPgNldbwAOMzSmtbP0nQjVGTQvSFpJ9ffEJL+8n0dATxgZkNJXsdM/1t7etF4t5dSPS2kaZ1yLWkuFPXDyoTL6XqFzC63KNZDad/eBLb28Vmpv5K2kNS1TJurQpFeSq8TaEEvmfGao9L+DpDUTdLmJMP4Q5Kh3C+XbyHp6Q25uKLrO+NF0o3MAT6ug5WW7txqZl8H/gZ8uULdrNuMGAETJ8KAASCl48SJKT4IgqAT6dLZAnQidwLHSppO+oFrEaW1vf/MvGZmtkyJUu/qeGCypLNIj3ZPKFPlbcDNwNMkLy7ARGCipK/7+U9Jj2fHSLoXeI3kRQO4kSaD6V/AvSRPWpt+WcxsFjCrJHocyWv9fT8/1+UcL2kK8HWKuY3kFXuCtASjXJuNkl6T9BDwYa6+xcAvSB65H3jcTJJXbx7wdk6eSW7czAO+Czwr6TbgJyTj5HY3VN4HDm9BBWNINx5VwFQze1nSDOBHkoYCvwFukHQIaZwyD+2twD7AJNJ4H0l6OnBIC221CTN7SumNDg0k4+9B4JI2VjMJqJN0HMmTOp50A/AF1//7pCcjRXpoNpfN7ARfrztD0lKv+6+5ti4DLmphfFcXRdfJH9tYR6X9vZSm6yP759hZpKcK7wP3mNllSuvmHybNgdMovr4BMLO3JN0ENEj6yPN8D7jb5+xy0p84NwxGjAiDOAiCtQ6t7FgJ1nbc23S1mZ0iqZa0XnZ050q14SBpC+B0M7uws2VZm5A0ycxO7mw5NgSGDBlijY1r3dsjgyAI1jkkzTezlVYSbMge5Ga492ifXNRM0uPRjCfN7Mw1KlQZfC3lKeXSJV0H5N8csCPwbO78fjO7tIPEW+8xs78BhcaxpDOAI3JRfYE3cuevm9l66R1syTiOORkEQRCsS4QHOQiCYB0jPMhBEASrh3Ie5A35T3pBEARBEARBsBJhIAdBEARBEARBjjCQgyAIgiAIgiBHGMhBEARBEARBkCMM5CAIgmDNU1cHNTVQVZWOdXWdLVEQBMEKwkAOyiJpkKTJFeQbK+lpSfWSGiQVbYddruzmkr7Shvxb5jYwWe1IqpW02PtSL2loe9qTNFjSqW0sM6qt7awKJX19TNIBrZdqVv5aP46VdKikGt9IBklXSOq+GmRcUWc7yraoz0zudtY9UtI+JX2ul9SjTP5aSRPa09Z6SV0djBoFixaBWTqOGhVGchAEaw1hIAeri/N929xf0bad0zYHKjKQsy2RzeyiNkvXNm7Otnc2s4bS9irZUtrMnjSza9rY7ho1kJ2bfdy+DFzQloJm9o0W0s40s/dWUbZVpcP0aWaTzezhjqp/vWfMGFi6tHnc0qUpPgiCYC0gDOSgGZK6SJoiaRrwrXZUsSlp62skTXCv2qOSBnvcXpIeck/z2cCpwFDPt6Ok4ZJmS5or6ateZrKka4BpwOCcx+4cSTMkzZc0zOOGSzrCw49Lutrbb09fmnkwXcafAve5B/FOSfdKmiPpeA83SOqW9xhK+qKkhz3tuJK0Qd6/I4AdvY1jJG0r6Q9+frnnPdw9vfWZdzrz1CpxteuuQVKvVRi34yVNd/0d73F9JE31um/0uLIv4s28qXmPv6TdXFdzlbasbheVyFegz3Jtf0XSA152E0l9JU2TNMuvg428/gu9bIOkndWC91nSrj4v50q6qiC9aI5f7HNklqR/K1PvKEmNkhrffPPN9qpv7eCVV9oWHwRBsKYxs/jEZ8UHOAq4xMMnA5MrKDMWeBqYAywG+nl8tR93A+o8PAfYysNVQA0wJXc+F+jq4QZgI2AycJLnyefP6u8NzCyQ6yVgB9KOkY1Z/lb6Uut9qAfuK2mvHjjIwyOBSR7+IXC5hy8HPu/1TPB+LAB65PpYC0zw80GZjoHGnBy3AgM9fCUwBLgB2CWrp0Tuw4Cf5c6r2tjXvwGHlOi1G/BYrl9H5OvO5PXxP7RAVz1K2psK7ASIdLNTU4GMK+rMxbVJvnJtu9zZXL/Ax7Qr0MXjLgOGAZ8B7qBpY6WqlvoMdM/lvR3YvmQ+FM3xx3Lttjp2e+yxh63TDBhglhZXNP8MGNDZkgVBsIGR/63If8KDHJSyHTDfw4+2odz5ZrYfcCRwscedLekh4CogW5fc1cxeBTCz5SV19CYZEw8AM/y8j6c9VtDmCEmzgdty9ed5x8z+bGYfAs8B/SrsS7bE4gsFaXk5nvLjqyXhnrk8fYDFZvYOrOhzfvtKlZFhR+DXkuqBfYGtSYb4tyT9BtirJP8gYHZ2UqDbcmRLLLYDvudxwyQ1kMZhh9L621B3KX3N7JnsCwkY2M562iNfubbn544DgV7AFK//UNK8GgTM8bKV9L8G+L3XMYTmc7PcHL8QuFZpXfcWrSlgnWfcOKiubh5XXZ3igyAI1gLCQA5KeR7Y3cMrbb1YAUuAXpI+QTIwPgecRpMhuExSP1ixlvcDkgcN4C3gGWCYG22Dzex1TysySkYDB5C83nidm0razE97SNreH5MPBF5rR39KycthZcJ5o/dNYGtJH3P5qkg62sbT9yhTx7PACa6HISQP6GIzOxU4H7jE69tKkkh622+FACmuLSwFPubhi4AvAYcA73jcivpVwRrsnBxdJG3pp29I2sllGwK80EYZMyqVL6/Pcm3vnju+AIwAHjCzoSSdC1hIuknJ+tRa/78JXOl1NNJ8PpSb47PM7CSSR7kz1qKvWUaMgIkTYcAAkNJx4sQUHwRBsBbQpbMFCNY67gSOlTSdZBhUynilNcVdgTNJRuAbwEzSI+WMs0geuveBe4ArgO5K63zPBcYB0yQtJxmXLf2BbybJazgPeNvjjiEZRr92Gc4GPgtcb2ZLiyrpSMxsua95nSFpKTAJ+B2widI67+dz2WdKutvzfBf4paRuJKP8RJL3eB/SY/zsjQg3AsNJuvyCe+zfB44G/rcCEY+RNATYBPi5x91G0u0TJB0CjAcmSzoLeBk4oUIV1JAM2uOBMaQ/cVYBU83s5Qrr+JzrCuAPbZAvr8+V2vZ7iBpJDwLLSDdag4AbJB0CvAs8ZWYLJD0h6WHgPdINX0vcA1wu6SSabv6AFfOhaI7fqfTWj27Af1aol3WbESPCIA6CYK0lWycXBOsFkn4MjDezJZIazaw9XvB1AveMX21mp3S2LOVQeoXfEjN7sLNlWZ8YMmSINTaW/Y9kEARBUCGS5hfZCuFBDlpE0nhgn1zUTNKyhownzezMNSpUC5jZueXSJB1DemvGiuyUrAH2x97rBGb2EVBoHK8tfTWzW8qlSRoK5N8xvSNpaUmeY3PLbIIgCIJgjRAe5CAIgnWM8CAHQRCsHsp5kONPekEQBEEQBEGQIwzkIAiCIAiCIMgRBnIQBEEQBEEQ5AgDOQiCIAiCIAhyhIEcBEEQBEEQBDnCQO5gJA2SNLmCfGMlPS2pXlKDpKKtk8uV3dzfN1tp/i0lfb/1nO1D0jaSpnk/HvWNKMrlvXYV2hkpqbVNG1oqf7ikstv6SqqR9Pn21l9B+x+XdI+P+aOS/qOFvFf4RhLtaadW0oTWc7ZYfgcPD5Z0amtl2tnOl1wXT0pa7OGLWy+5diCpxR3wJE2WtMuakqdTqauDmhqoqkrHurrOligIgqBNhIG8dnG+v5v2V8DX21Buc1recW4FvtXuG2Z2UZulq5zTgct9q919Wfndtisws2+UxrVlK+NV5HCgrIFM2gWuwwxk0u5y9/uY703aFbAQMzvTzN7Lx61BPdUCO7gcT5rZNR3RiJnd7bo4E7jZzGrN7EJYo31dFdb/LaIroa4ORo2CRYvALB1HjQojOQiCdYp14UdnnUNSF0lTfHvcb7Wjik2Bf3ldE3IexsEet5ekh9xDezZpQ4ihnm9HScMlzZY0V9JXvcxkSdcA04DBvrUzks6RNEPSfEnDPG64pCM8/Likq739SvuyFPh/kjY3sw/N7F/ujZ0t6Tbftncfr7/Rj2MlXS/pPuDTki73PtZL+pTnOVHSI5JmSTrQ2zpQ0r2SHsu87pJu9HIPSeqf69MKnXidw4HrJI2XtJl7cxsk3SKpq+v1GK9rszL1npeT70Kvv0HSzhXqaS9JfS3xD6/nT5JucD0d7nH1knq41/xmSfcCB0saLelhb3cPz/tFj2uQdJy3tYukuyQtkLRrC3NriKSZrqvRSl7rkaStxK9TzhtdpvzI3NiuJFtb8fl3FXC9pN6S7vT5eqOkjVyee/3zqKTty7XtdV0jaZ6k8z2uXJ0P5PR1lKS7fY5tIanK0+slPaj0JOBUYEePG6qC6yrXJ0m60vX8oKStJfXysvVK22Ovu4wZA0tLdnVfujTFB0EQrCuYWXxW8wc4CrjEwycDkysoMxZ4GpgDLAb6eXy1H3cD6jw8B9jKw1UkT+eU3PlcoKuHG4CNgMnASZ4nnz+rvzcws0Cul0jewy5AY5a/lb70AH4MPAPcT/LS1nhdXYH+wDTP25jr/w89vCdwk4eHAtcBfbzfG+f6ORL475yeTy/p05eAca3oZBfPew5wiocvAk4geU4n5PrVrN6SPn8GuIOmzXeqKtBTF+AC4EmXb3uPfwfoRbpRmu9x9a7XkcANHrclMMv7tC3p5qcKWAD0yOmpFpju58OAy1qYW9OBnh6+A+jrY3Oox63QSVH5XN9Wkq0N10++jZeA7Tw8ATjQw2eTrrNa4CHSLoH7+pgWtg28CAzIdNRKnQ963EnAHR4+Axjl4e5+PB04OT+Xy11XLtsuwKHADzxuD+Aq4KBcnwvnDslD3Qg09u/f39ZaJLPkO27+kTpbsiAIgpXIf3fnP7HVdMewHTDfw48C+1VY7nwzmyppL+Bi0o/z2ZIOAZYDH3m+rmb2KoCZLZea7SDcG9geeCB33sfDjxW0OULS17z+LQvS3zGzPwNIeg7oB7zQUifM7B3gXOBcSV8HvgNcC/yPmb0PvCJps4KimXwDc+F5JF1sCzxhZh+U9PsJz7cY2FvSRsCP3KPZDfgjLeskYyAwKdfmfsCiLLFMvXkGAXP8YsPMlpdRzwrM7EPgEuASSQcAPwC+CrxkZn/3dpdJKr1OM93UkAy95cCLrtM+wGIfg7yenvQyi4GeHi6aW7sCd3iZnsA2LXShqHxGkWztYYmZPe/hnUlj/D2gO3AD8BZpXpik+aRxLNf2EjNbBCDpvVbqfMrTXy0JD5T0MeBapacImwO3Fcjd0nW1M3CEpP1Jhv1i0k3bvpKuJ90or7Rm3MwmAhMh7aRXXmWdTP/+aVlFUXwQBME6Qiyx6BieB3b3cNk/qLXAEqCXpE+QvE2fA04j/ZgCLJPUD1aszfyA5BGF9OP+DDDM0nrOwWb2uqcVGW2jgQNInjO8zk1zRkUPSdu7gTgQeK014SUNVNOa0b/RNM8+LWljSVsD/ywomsn3PMmLDGlt7nMk79/gzFjM1Z83FAQMBvqa2edIhrUor5O83orazKcX1Ys/cu8KLCR5MDMdtHptSRrgZaG5nmqU/nj5MaCbG9J5Mj297DqpkrQt8A/gTWBrL1tWTy3MrQXAYa6nz5Ju9PJ6yCooLO9LBarLyNYe8nN2IXCBpbXJe5NuuvB2RLrmXmih7SKjslyd+bylc2w48Fcz25/0fwEV5Fvpuipp8xZvcyjp/wYbm9kPzewE4PNufK+bjBsH1dXN46qrU3wQBME6QniQO4Y7gWMlTSf9GFbKeKU1xV1Jf1RaArwBzCQ9gs84C5gi6X3gHuAKoLvSuuJzScsKpklaTjKYWvoD30zSn8PmAW973DGkH/tfuwxnk4yl681saVElJRwA/Na9dO+TlgV0JXngbiU95v5mucJm1ijpNUkPAR8CXzezNyVdB8yR9C7JSC1iIdBP0oPAn7y+5ZKKdHIfcIWkPwDXAHVKa3ZfB8YDm5DGZArJm9+sXucy4CIzW6C0Zvhh4D2S0ZjPV8SuwM2S/s/PszdyLAZ+QfJK/6AFPb0u6S7S0hMDvu19HQPMkLSU5BX/a0HxcnPrPOB2N6zfJ/2RcQbJez4UuLuV8meRlhRML5WtFV1UwjhgkprewHKuH/8F3Et6MjCiSC/tqLMlHgHGKK0Dfw34i8c/K+k24CcUX1cZ95DWzs/08xuB5yRdQroReSlX57rHiBHpOGYMvPJK8hyPG9cUHwRBsA6QrZcMghVI+jEw3syWSGo0s/Z4wUvrrCGtsSzyqK2zSJpkZiev5jpXi847A6U/gn67wOvdUe3VktZHj14T7a0tDBkyxBobGztbjCAIgnUeSfOLfnPDg7wGkDQe2CcXNZPkZc140szOXKNCtYCZlfWiSTqG9HaHFdlpesScla/tGMnWPsoZx+5tzb9rekdWft3dsbnlL+sFZlb2Hcnr2nUQBEEQbLiEBzkIgmAdIzzIQRAEq4dyHuT4k14QBEEQBEEQ5AgDOQiCIAiCIAhyhIEcBEEQBEEQBDnCQA6CIAiCIAiCHGEgB0EQBEEQBEGOtcZAljRI0uQK8o2V9LSkekkNkj7ZhjY2l9TSphml+bfMbSCwWlHiaUkb5+J+KOnojmivvUi6tvVcZcuOlHRaSVyLOpV0uKQt2ttmK/LsIGlqSVy9pL4d0V57WNU5J2mypF1K4oZLOmLVpatYhk0lNZbE3SBpz3JlOoNVnNtjJR1aEjdYUkuvuauX1KO9ba4T1NVBTQ1UVaVjXV1nSxQEQdAu1hoDuY2c7+/a/RVpm9ZK2ZyWd5VbgW9d+4aZXdRm6SrA0vv1pgMH56K/APy+FbmqcmG5nB2GmX2jtTyVbKucq+/1VnR6ONAhBrKZ/RnYQr6NtqQtgeVm9kZL5Up03qHXTAX6abMcZna/md2xapJVjpn9C/iLpJ0AlLbT3tXMHmup3JrUM3TI3H7SzK5ZNanWYerqYNQoWLQIzNJx1KgwkoMgWCfpVANZUhdJUyRNA77Vjio2JW0zi6QJ7qF5VNJgj9tL0kPuaT6btMHFUM+3o3vWZkuaK+mrXmay7wY2DRjs2wwj6RxJMyTNlzTM41Z45iQ9Lulqb7/SvtwKHOnlPw28DCyVdKWkmZIelLS1p/9J0m+An7Qg4yaS6sv0HUmXe1y9pE953DOSbpT0P5K+KukmSU8pbXRB5gmU1EfSVK/vxlyfrwKul7SN62e2pF/k+jhU0v3eZh9JNTl5D5L0iKR57m3+FDAcuE7SeEm7ep1zvR283LXlZKqAu4D/8PCRpG2Ve0u609u6UdJGkmq97ruB40v6usIz7nNgrIdP9P7MknSgpM0k3ePy3SKpq9f7gKS7JP3/7J15vFVV+f/fnwsy5ZykJOJ1xgEEvWpqCmoo9fVXmmORiVpXTUtTHKmkFLEiNYdMzK/X9FYqOOKQgkyCAhfnr/MA4hgWmYopwvP7Yz0H9j13n3vPvQz3As/79TqvvfYan/Wstc9+zrPX2espSYdLulvSTElfKtJPvTH0tCmSbgOGFOsv08dTvS83ej1ZeW/2sXhEUo9MH4qvg+zc/q63MV3SwDL1vGRuAwNI23x38vYf9j6vm9OniZJ+B9zvuhrpMix5wiTpG5Iedb18V+l75C9+fp+kDb3eR5W+X56T9G1JtyvN7YLhXpjbW0sa7+V/63HZ6623pKmun6GZPh7pYznW+5aVt8H3UYESetja5Z0oaVSZOm5bDB0KC4p2ol+wIMUHQRCsaphZq32Aw4GLPfxDoKaMMsOAZ4CpwFygm8d38WNvoNbDU4FNPVwBVAKjM+fTgA4engS0A2qAEzxPNn+h/o2ACTlyvQ5sS9qdsK6Qv4m+CHjSy1wAHAUcDPzK03cFrvLwf4ANPFxKxk7AxBJ93w34m5/3A27w8HxgbWAr4G2vY2fgL55e58fLgEML9WX6vLWHrwYGevgGb2Nwpp7v+thl5Z3u+uwAPA509r7t5OmdWbqZze3ANkX6ayBTGTrfFrjDw+OAbsBIYH+PO5M0L/sDkzPtZ/s6GDjVwwO9X11d52tldH4WcJKfXwAc6/U+5HEnZGQ5Dagu0k/e/H0V6NCE/qo9fZS3l5W3MI+/CQynxHWQ0Vc74GmgI+kJzONl6nld4LHMfNgDOBU43uMOUWve1QAAgX1JREFUA4bk9GkicICH+5O2Jwfo6X2rAJ4C1s7o5QjgEj8/1nVdCbzg8h8AzPK832Lpd05hbt8B9C2a29nrbSywPel6Hed1D8vUc77rOCtv3vfRRNK1lqeHEzJjlDuXSfOjDqjr0aOHtTkks+Q7rv+RWluyIAiCkhTuBcWf1l5isTXpxgUwoxnlzjOzvUk3l4s87kxJjwBXAYV1yR3M7C0AM1tcVMdGwDbAg8DDft7V0/IeBQ+SNAUYk6k/y0dm9pKZfQ68TDK8GsUHZhLJmPwf4F5gB+BQJU/wpSSjBOAVM5ufKV6QMbsVYna5RXHft8qUmU7SPcBrZvYR8Bbwspn918MbFInbE5iSqQ9gvpm94uFS9c/KHLcqqrPCzN43s8+Al2io10rgPkmTgKqc9DyZGsXSMotukrYkGYLvkHT+S9f5kcAmnr3Ox6i4r3k63xJ4wswWZuQppZOn/fhWUbhY53nz9ynXF5TWX67OJbUDfu3z+Geev7HrAA/PMbNPzezfwKeSmtyi3sz+A7wnqSfQl3R97wCc7Ho+w9sq7hM0Pre7AnN9zjal5/8zs0Uk3T7refP03N3MnsjUB/Wvt43N7PnCFylLddrY3M77PiqQp4dbge7utf4eOZjZKDOrMrOqrl275mVpXXr0aF58EARBG6a1DeRXSDdPSAZQc5kPbCjpiyTP6z4k70zhZvqppG6wZC3hQpJHCeB94HlggKX1zH3M7F1PyzO2hgD7kbyLeJ3ryNezAmtL2saNkK2Ad8rsw20kD9SbftN/AbjVzPqbWT+WrrEulqlw/m+gu4d3zaQX9/0VkhcZkjfvZQ9njZBSxjYkXe2dqa9YplL1980cXy3ug9Lyhg4kz+7b1B+jHwFXuh7qCjLJl52UkKkcxgLXkTyHkHR+vut8D6Dw561s/7Lh+cBmHi7o/DXScpf2GXmWVefFY9hAphz9QWmd9yEZe/uQfliKEtdBZm7PAzaX1FHS+iSj/XPK4zbSk4WH3bh8AbjC9bw38POcPmXP8/Q8j2RIfiGjl2XV81xJO2fqK5bpPUnbSxLpe6qg01w9N/J9VCBPD5+b2blm9n3g3GbO57bB8OHQpUv9uC5dUnwQBMEqRmt/Cd8J9JQ0HtilGeVGSJpAeuR6MelG+h4wATg6k+8MYLTnPZ1ktHZWWuNZSXrEPM7Tm/onyQSSt3Io6fErpCURBYN5Punx/KPAjWa2oEEN+UwFtgNG+/k9wBeV1iBPAL7fWGEz+wB43L2C384k1eu7mdUB77hX65fAhWXKV2AEUO3e3Bty0n8NnO31f2Jmkz2+k6S/AyeRjKUs55O85lNIBsMnwP3A5ZLOJenit5LG4EazG6B/LVOmUtxG+rEzxs+HAz/1NaEPk5aYNMY4YE9JD5DGDjOb5zJM9Tr6k4zwgyVNBnYE/tYMGaHh/C0mT38Au3uZzmY2MZP/BZL3/CHSsoOCxzTvOjgKONw9sJeQlpv8nTT/y+Vu0g+YwtweBQzI6PnAJso/Q5o/44CvZuQdCjzs8h5N+h7p4Xo+muS1bQ5nk+bcRNKcKmYo6Q/B00jLq2Z7fKXr8qvUH9tS30cF8vTwTaW12DOAB8p9ItKmGDQIRo2CzTcHKR1HjUrxQRAEqxiF9ZVBC5D0G2CEmc2XVGdmLfGCB81A0u7AzmZ2XWvLsjqTndutLUvQkKqqKqurq2s6YxAEQdAokmbl2W9NriVcmUgaAeyZiZpA8vQVeNLMTl+pQjWCmZ1dKk3SUaS3ZizJTtGjVn+kHTQDM5tBifXqq9r8acs0MbdPA7LvVd6Y5DEt8K6Z5XlOgyAIgmCVIDzIQRAEqxjhQQ6CIFg+lPIgt/Ya5CAIgiAIgiBoU4SBHARBEARBEAQZwkAOgiAIgiAIggxhIAdBEARBEARBhjCQgyAIgiAIgiBDGMhrAJJ6SqopI98wSc9ImihpkqS8LbVLlV1f0pHNyL+JpF+Wm7+5SOovaa73ZaKkfi1pT1IfSSc3nbNemermtlOinhMlvbA86srUebKkqb4pxW2S1pZUI2mnZtQx2Hfvy0u7NifuEh+PZuuyOUiqkHSBpEe8j9d7/ERJazejntzxKzVnJf1NUqWkgZIOzSvr+Vbv107U1kJlJVRUpGNtU3svBUEQtF3a1HuQgzbBeWY2VtIxpG2uy90ndn3gSODWpjL6lr3vmdkFLZayPG4xsyGZ80lFclQ0tWOZmT0JPNnMdqtJu6UtKwcDj0nqbWZPL2tlkgYA/wPsZ2af+fbKuYZuEwwm7Y73WVH9FWZ2YqlCLdRlczgB+DKwj5mZpP2aKlCCBuNXzpw1swda2N6qT20tVFfDAt9AdM6cdA6xk14QBKsk4UFeTZHUXtJo36b3lBZUsQ7wodc10r1wMyT18bjd3VM3SdKZpE1R+nm+7dybNkXSNEnf8TI1kq4hbdXcx7f8RtJZvu3uLDfiyHrjJD0u6WpvvyV9wT18hfYmSvodcL97Q++UdK97HY/x8CRJHd3zOdLLfUPSo5723aK0nt6/Q4HtvI2jJG0p6e9+fpnnPUTSTI/L9ahK2gj4iGSoHZGJv9aPnSX91WUZV6YavgP8zsw+AzCzp8zsX5m620v6i9d5n6QNJW3tfZ4oaZSkPYE+rrvTlJ463CjpfmDHgpfUvcUzJd0DbO9xWX3lzanBXj+Shni70yTt2oz+XWL+cnczm1Ck0/Uk3eP9u1VSB0l7ugyTJP0qZ/xKzdkDJT3h5xtn5D/Vwzd7HY9I6lEkx0Y+5x72fO2K5Sizv22HoUOXGscFFixI8UEQBKsiZhaf1fADHA5c7OEfAjVllBkGPANMBeYC3Ty+ix97A7Uengps6uEKoBIYnTmfRvJOVpA8t+2AGuAEz5PNX6h/I2BCjlyvA9uSnnjUFfI30Zf+3oeJwP1F7U0EDvDwYOA6D18IXObhy4ADvZ6R3o+ngLUzfewPjPTzngUdA3UZOW4DtvLwlUAVcBOwU6GeEvJX+xgKuD8n/TTgp43VkVPmfmC7nPgaYCeSIX6Jxx0LXEDyyp6abcf1V9DDMODCTF11fhwLbOfyT3FdZfXVYE5l6tgEmOw63hIYV2b/ngc65sRPBNYGzgJO8rgLvI8XAgcX9a+uSDd5c/YxYEOgI/Capw3O6KrQv28Cw4t0MxLY38Nn+jg3kKPEnKgD6nr06GFtCskMGn6k1pYsCIKgUbLf+dlPeJBXX7YGZnk4d2vmEpxnZnsDhwEXedyZkh4BriI9wgboYGZvAVjDZQobAdsADwIP+3lXT5uZ0+YgSVOAMZn6s3xkZi+Z2efAy0C3Mvtyi5n1N7Ov56Rl5SgsX3irKLxBJk9XYK6ZfQRL+pzdhrLeNuIZtgOulzQR2AvoTjKGTpH0Z2D3EuW+BZyEG7VquEa4J8nwzNN/Kd4GNm0kfSuW6mU6aQ7dCnR3Wb9XolzemG5sZi8Wvnxy0vPmVIFK4CkzW2xmrwHrNSJzlpb072pggPdvYIlyef1rZ2b/MrNPST+cliCpHfBrn9M/o2H/dgB+6XPiSNIPgiblMLNRZlZlZlVdu3bNy9J69OjRvPggCII2ThjIqy+vAH093GALxTKYD2wo6YuktbD7AKey1BD8VFI3SGtPgYUkLzHA+yRv3gAz6w/0MbN3PS3PmBsC7EfypOF1riOpYBitLWkbNzy2At5pQX+KycphJcJZo3ceyVD8gstXQdLRZp6eXQaQreNF4FjXQxXJszrXzE4GzgMuLhbMl1f818y+ZmYDSZ7Owz2tu2d7Htg7I0s5/BU4Q9JaXq6XpOyPgFeA3Ty8B+nHyOdmdq6ZfR84N2esIX9M3/MxE7BLUf9y55Qv6egCzCYtZ6iQtCXw72b07xxvE0n9itLz+veBmZ0G/AD4tadZUbm8/i2StIHSnxV7F6X1If1A2If0I7P4x9MLwPn+420P4NoScqw6DB8OXbrUj+vSJcUHQRCsgsSf9FZf7gSOljSedEMulxFKa4o7AKeTjMD3gAmkZRMFzgBGS/oMuAe4HOjsazLPJv25b5ykxSTjsrE3XEwgeUOnA//xuKNIhsr1LsOZJEPrRjNbkFfJisTMFksaCjwsaQFwHckg6+RrgF/JZJ8g6W7Pcw7wR0kdSYbW8STv8Z6kx/4jc5o7FPcOO495vmGkJRt7et01kg4DPgEOKqMP4yRtA0yS9DnJ4/qDTJY7gW9Lmgx8DAwCvunrajsCD7ge7gZuldTYHzJ/DvwF+AcNDdzG5tQEMxsv6S7SMh4DftxU35z/JXmQH/F59yL1/5h5HVAr6bvAu8AI4EeSvg18gbScAuqPXyl+AYwnGfNzi9JeALpJegh4LqfscOA6LX0jxtnAV3PkWHUo/BFv6FB4443kOR4+PP6gFwTBKovSE9AgaFtI+g0wwszmS6ozs5Z4wVcrJH0J+ImZ/ay1ZVkR+J/hfuxLaYJGqKqqsrq61futcUEQBCsDSbPybIzwIK8hSBpB8jwWmEBa1lDgSTM7faUK1QhmdnapNElHkd6asSQ7RY+xfUnDKoGkG4AtMlE1ZlZTnM/M/kFa05pXx2kkz3OBjUle2gLvmtnRyy7tisOXneSyqs3fIAiCYNUmPMhBEASrGOFBDoIgWD6U8iDHn/SCIAiCIAiCIEMYyEEQBEEQBEGQIQzkIAiCIAiCIMgQBnIQBEEQBEEQZAgDOQiCIAiCIAgyhIG8nJDUU1JNGfmGSXpG0kRJkyTlba1cquz6khrbcKM4/yaZzQiWO5L6S5rrfZkoabtlqKvSNxlpSdnlqhdJh/g7h1cIRXPg/mWsa7Bv5NGSsn0kldrqOi//QEmHevjalrRZZjur67yqydkyfNWmthYqK6GiIh1ra1tboiAIguVCGMitw3n+nt4/Acc1o9z6NL4j3RJ8u933zOyCZkvXPG7xLXP7m9mLK7itUqzP8tXLIcAKM5Cd81xnX1/B7TRGH6AsA1lShZk9YGZ3AJjZiStSMFbPebV6UVsL1dUwZw6YpWN1dRjJQRCsFoSBvAxIai9ptG81fEoLqlgH+NDrGuneshmS+njc7pIecU/zmaTNMfoVvGru0ZsiaZqk73iZGt+RbBzQp+A9k3SWpIclzZI0wOOyHsHHJV3t7bekLwWd1GXCj/nxIkmPSpos6Suut794v+6TtKEX2VjSGElPKG3FvDL0coCkxyRNd2/sFsBA4AZJIyT1cr1Nk3RVpm/X+rGrpLEuy80t1Fl/SSM93NNl7ZCpd7KkTpI2c1mmSPpDpop+kh7w/neVVCHpQT9/SNK6Xvfx3tfJkvZ3vZ0m92JLOj/TXi+Pe9z7faMy3urCOEs6RtJ4z3eMx/WRdHKefluin2x7Hl4V5lWD6y0jvyRdKWmCj093SRtqqcf87pbqaaUydCgsKNr1fcGCFB8EQbCqY2bxaeEHOBy42MM/JO2A1lSZYcAzwFRgLtDN47v4sTdQ6+GpwKYergAqgdGZ82lABw9PAtoBNcAJniebv1D/RsCEHLleB7Yl7a5YV8jfRF/6ex8mAvd7XF0m/TE/zgTaZ+Q+ArjEz48FLnBZX/f+9ADGrSS9THeddAAeBzp73p08vTNLN9S5HdimSAeXAYcW2i5z3hTmwERghOtxpKf19Pa3yshYaP9qYKCHbwD6AYOBv3jcd4FhBbn9+BPS3Ozqelsro6fBwKl+3gu40cObAHdk5sXWHs7mrysan47AzJy+NtDvGjKvGlxvnncn4GDgVx63K3AVcABL50DuPAKqSddmXY8ePazVkcyS77j+R2ptyYIgCMome3/JfmKr6WVja2CWh2cAe5dZ7jwzG6u0/vMi4ATgTEkHAYuBRZ6vg5m9BWBmi6V6uylvBGwDPJg57+rhmTltDpL0fa9/k5z0j8zsJQBJLwPdgFfL6MstZjakRFpB4J8B10r6nGS0bJWRcTrwNQ8/a2afAW9IWs/jVrReKszsfQBJLwHFa8IrgUsldSFtB/1l4OVMek9geEGWfDXkcp6ZjfV2+2Xi5XW96p7MGuAtSb+god62JumkMAdnAV+X9AWSvnuQlgmMAbYEnjCzhQVZi/S2PbCXpIl+XtD1fDN7pZF+DJB0hoe3zUnP0++aMK8au952AA6VtK/3ZS7J4N5L0o2kH08jiys0s1HAKEg76eW0uXLp0SMtq8iLD4IgWMWJJRbLxitAXw832KawDOYDG0r6IsmrtA9wKksNgE8ldYO0BhRYSPJaAbwPPA8MsLSeuY+ZvetpeYbaEGA/ktcbr3OdjMGwtqRtJLUjGRrvtKA/AJ0ktZO0OcmIAJhsZieQjIBqkt5287Q9WGpw7ihpLUndgQ9Wkl4WS9pIUgeSgfd2UX0/Aq40s34k75283e6e/jz+w8hlaQnzgc08vKvX1RG42swGkwyxvSmtt76Z46ukJSJvm9m+pHXuAl4jLQFon5E1288XgEnm6369DsjXWZYLgG8CBwEfed2dfewgX78tYVWbVw2utwwvALe6rvuR/oewlpldaGbHAgf6j5u2zfDh0KVL/bguXVJ8EATBKk54kJeNO4GjJY0n3fTKZYSvcewAnE4ykN4DJpAe4xY4Axgt6TPgHuByoLOvczyb5LkcJ2kxMI/G/1A0AZhC8qz9x+OOAgy43mU4E9iF9Kh9QV4lZVALPEp6nP4vj7tTUmfSY/gfkAyNb0uaDHwMDALWBd4CbgM2JxmmK0Mv5wP3evgKM/tEaU3u5ZL+7vVfJukE3FhyI/OvJANrBFDjXtTZpEf7zeUZkgE4jmTk4Tq43g21/5D0+TppLfDPgKfNbLKkLb3s30n6PYI0r4ZKupf0Q+dNM5sn6QZgqqSPSU8uHgX+LKnKzI6R9LKkSSSD7yHg4jJkH0ManydI4wXJmO8H/Jwc/bZAP7Dqzau8663APcD+kib4+c3Ay5IuJs2x14E3y9JKazJoUDoOHQpvvJE8x8OHL40PgiBYhSmsbQzWQCT9BhhhZvMl1ZlZS7zgaxy+NGZnM7uutWVpi0gaAtxjrff2idWeqqoqq6urazpjEARB0CiSZuXZP+FBXo5IGgHsmYmaQHrMWuBJMzt9pQrVCGZ2dqk0SUeR/sW/JDtLH0UXyvdfMZK1bcxsBmnNeQNWtTmwIjCzButnC8S8CoIgCFYFwoMcBEGwihEe5CAIguVDKQ9y/EkvCIIgCIIgCDKEgRwEQRAEQRAEGcJADoIgCIIgCIIMYSAHQRAEQRAEQYYwkIMgCIIgCIIgQxjIQRAEQXnU1kJlJVRUpGNtbWtLFARBsEJoloEsqaekmjLyDZP0jKSJkiZJ+nIz2lhfUmM7VBXn30TSL8vN31wk9Zc01/syUVK/lrQnqY+kk5vOWa9MdXPbKVHPiZKas9NfY3Xt7np4TNI8D//Jx/zg5dFGW0VSi9+r1dyxlHRtS9tqot4Ombn8YSZ8sKSS7y9eHZBUI2mnFpY9RNKXlrH9Vfsaqa2F6mqYMwfM0rG6OozkIAhWS1akB/k8f+H/n4DjmlFufRrfwnUJkgS8Z2YXNFu65nGLmfX3z6Ti9nw74EYxsyfN7JpmtrtcDGTgYOAxSb2XtSIzm+HjejQwyXXyg5bUVY7eWoMVJFfZYympwsxOXAEyYGafFeYy8GIm/FFz65KzvGVcVlbQ+B0ClGUgt9V5vcwMHQoLinagX7AgxQdBEKxmNPlFLqm9pNGSxgGntKCNdYAPva6R7q2aIamPx+0u6RH3NJ9J2mWrn+fbTtJASVMkTZP0HS9TI+kaYBzQR9Jojz9L0sOSZkka4HEDJR3q4cclXe3tt6QvSKrMtDdR0u+A+yUNlnSnpHslTZV0jIcnSeronuiRXu4bkh71tO8WpfX0/h0KbOdtHCVpS0l/9/PLPO8hkmZ6XK53WtJGJONnFHBEJv5aP3aW9FeXZVxLdJLhO5LulzRZUhev/3yve7KkXh73uKSrgBvdq/YX79vdkk7x8O2edz1J93gdt7oHdGNJ47zO0ZLa+bhM8/OnJX3Ny+fNiTxdDpZ0i6R7ga9JGuJjNE3Srt6/iuL54+M83vt0jMd1lTTWZb65zLEsbr/O4we4/DMknetxS56aSOrt822apGW1VHaSdJekpzJj1dT1d4ikBzPlDvdxnCn3uEq6TOkanyhpC4+72c8fkdQjMy+ukTRd0nmN9L+Tl3/Y21rXx3+KpNuAIZIOUHrKMV3S4EwfT/VyN3pdvfx8ms/JguF/tdc3ycd/IHCDpBFltt9gXmRR0XWhNK/HZuI65ZSpllQnqW7evHnLONQt4I03mhcfBEGwKmNmjX6Aw4GLPfxDoKaMMsOAZ4CpwFygm8d38WNvoNbDU4FNPVwBVAKjM+fTgA4engS0A2qAEzxPNn+h/o2ACTlyvQ5sS9piu66Qv4m+9Pc+TATuL2pvInCAhwcD13n4QuAyD18GHOj1jPR+PAWsneljf2Ckn/cs6Bioy8hxG7CVh68EqoCbgJ0K9ZSQv9rHUMD9OemnAT9trI4S9S7RQ2bMf+Hh4cA3gV7AjR63CXBHZhy2zpQb6uGbgNM8fIeP1VnASR53AXCsz4f2HncpMMDledHHdhvg9lJzooQuBwM3ZWSd7GOzJTCu1PzJ1N8RmJkZ80OzOi1jLJe0n82fqV/AY0DnonEYC2zv6eOAymaMYVam/sB4Dw9wvZZz/fUHHvLwCZkxPo0093YD/uZx/YAbivr1TWC4h18DNve2nirVf+BU4HiPPwwY4uP/KtDB46f7mHcAHvdyNUC1p49y2TuzdEfR20lz51vA7zO6qfCyhWutnPbz5sUw0tOcBtcFsBVLv1fU1NjtuuuuttLZfHOztLii/mfzzVe+LEEQBMuJ7L0w+2lP02wNzPLwDGDvMspAWmIxVtLuwEWkm+eZkg4CFgOLPF8HM3sLwMwWq/4T241IN6wHM+ddPTwzp81Bkr7v9W+Sk/6Rmb0EIOlloBvpptYUt5jZEC9XWZSWleNpP74FfJoJbwC85+ddgblm9hEs6XN2v+9Sj6y3A653/awDjCcZ4j+V9AXgDyQDophvkW7SPwC2lbSTmT2bSe8JXF+QpUTb5fKEH+eS+twJ2EvSRI8vjPl8M3slUy6rt2x4A5LhcJ3HTSfNvw2BP0ragDSGTwEvA8+a2eeSCu1D/pzI0yUsHctKkoG2GHhN0noenzd/dpJ0hqdv68eepB8JpXTaVPtZ+rq3eC2Ssf4lYE4mfWMze95lqnN9zc6ppxye9GNBf+Vef6XGbyv/FPJOBy6S1A74tdJTpI7A/3n6fDOb4335xOPy+r8DsJuP61rAFM/7lJl95uEKM3vf63oJKPwPYlbmuBXpurxU6YnHFp6vZ6bOvO+lctofkDMvCmxP0XVhZq+697gGeEvSL8xsEW2J4cPTmuPsMosuXVJ8EATBakY5BvIrQF9gDMnT1VzmAxtK+iLJe/IVkgflCk//VFI3M3tHae3eQpKXCuB94HlggJktlLSWHyEZPMUMAXYk3dwfAZC0Dulm+QGwtqRtSJ6qrYB3WtCfYrJyWIlw9u46D+gu6Qtm9rH3eT6wmafvmsmbreNFYIiZzVFSQDtgLTM7WdKmJO/r/lnBlJZX/NfM/sfP9yF5k5+V1N3M3iTpd2+gTmnt67IYycV9foG0TvkH3v5anlbcRmN6e4XkhZwF7EEyhAcBD5rZHyRdylL95um8wZwgX5ffy8g1m7R0p/BE498enzd/bgP2I/0gKvzYKuj0roxOmxrLbPtZzgV+QtLlDNIKgPbARmb2LvCepO09vQr4Y04d5VKsv3Kvv6bG7xA/L4xfH5Jhv4+kbwLfzilboEH/Pfyomd0ES+bVpkUyLfb5/x+Sgfq2x/clzaW+wN+AHwFXmtl9Sst65H3eDygspRL1v5fKaf8CGs4LMuXrXReSOgJXuzE+ijR/Jufoo/UYNCgdhw5Nyyp69EjGcSE+CIJgNaIcA/lO4GhJ40lf7OUyQmlNcQfgdJIR+B4wgfTYtsAZwGhJnwH3AJcDnZXW+Z5N8sSNk7SYZFw29ge+CSRvznTSjRHgKNKN93qX4UxgF9IjzgV5laxI/AY4FHhY0gKSd/SvQCelNcBZz+oESXd7nnNIXtOOpBvx8cApkvYE1iYt3yjmUDKeMJKHeSTpUe9twJ5ed42kw4BPgIOWY1+flvSypEku80PAxc2s5jqgVtJ3gXeBESQP3k3+NOJjlnot88ibE3m6zMr9rqS7SMt/DPixJzWYP5LGeBtPeDouY417EGeTloU0NZalGAPcQlqy9LHHVZIMsGOAoaQ/wlYAY81sdiN1NQufq825/vLqqJP0jqRHgM9Jf9j9B9BN0kPAc01Ukdf/UcAoSYU///6OpV7oAucD93r4CjP7xA373SUNAt4ws4mSOgCXSTqBpQbwPcDXXebPSGv37wcul/R30ndUU+3nzYuCTvKui9GkpwoVpHn6eBN6aR0GDQqDOAiCNYLC2rvVFkm/AUaY2XxJdWbWEi/4aoXSn6d+YmY/a21Zguaj9BrE+Wb2UGvLErQOVVVVVlfX4rcOBkEQBI6kWXm2YTke5OKKRpA8jwUmkB4lFnjSzE5vtoQrCDM7u1SapKNIb81Ykp2iNcCWXoG1SiDpBtI6ygI1ZlZTnM/M/gHkGseSTiN5ngtszNL10wDvmtnRyy5t0FLM7NZSaZL6Adn3dG9HWtKR5WhfnhEEQRAEQQ6rvQc5CIJgdSM8yEEQBMuHUh7k1fOF9kEQBEEQBEHQQsJADoIgCIIgCIIMYSAHQRAEQRAEQYYwkIMgCIIgCIIgQxjIQRAEQRAEQZAhDORlQFJP3xq2nLzbSlrku96VW3+b+5u6pBpJO2XO87a3LqT1l5S3gUkhfaKktVsox2Df5KHc/JdL6lwirVLSgS2RozlImibpvGbkHybp4BUpk7fT7HFy/e9ZqkwLZBgh6YFm5G9U5uVJY9dhuWPkc2z08pVsJVNbC5WVUFGRjrW1rS1REATBCiMM5JXHkcC1wGHFCb57VtA8BpN2aWwS3+75dDP7pESWSmCFGsiSNgPmAAeUSF+l5oCZ1ZjZo8uxyt2B/yptSV+PVU03qyW1tVBdDXPmgFk6VleHkRwEwWpL3HiaiaT2kkb7ttCnNKPovsBZZAwxSY9Lugq4UVJXSWMlTZJ0s2epkHSNpOkFz6OkAZIeljRD0rke10nSzR5/t6R1JVVIetC9fw9JWtfzXi6ps3vg7vXPDEnbLKNeenn707xPxenf9X5MlzQwk/QrSVMlXdxI/zpL+qvrZpx7LvsA90s6TdJGku70cjdLauf9G6u0vfMxBS+opPUk3eN13epe6JOBozzPel7HREmPSOrhMpwraQsP/8z7OUnSDmWq6HDgZuA1SVt5PcMk3SjpfmDHEvV+R9L9kiZL6tLIuA6WNMXL7+9xB0h6zHU+2OP6SqrzeXKXpP4tHKclnlNJ1/oxT7dNIqkvaWvlW4FDPK54/L4h6VGv+7tedCfvw1OSenm5ka6bGZL6eFyVpAmunyEet5nPlymS/uBx67tuH5B0vaRhRXL2dh1MU9ouvsCRXm6s0rW4sc/TyUrfFe2K6smT52RJM71/2Y162gZDh8KCBfXjFixI8UEQBKsjZhafZnxIhs7FHv4habe6pspsC1zp4RuAbh5+Hdjaw5cBh3q4wo+vAZuTfsg85XFd/CjgMaAzcCpwvMcfBgzxcGc//gT4YZFM/YFHvJ69yumHl6sBZgIT/fOfQlss3XjmdmAbb2Mk0A54GugIrA887vkmAgd6+AHSLoB5/TsN+GmRbiYCa3t4JLC/h8/0MeoPTM7INBFYm/Qj5SSPuwA4tiBnpo8FGb4JDC/q/87AHZl6K8rU21hgLdKuk+d43DDgwlL1evov/Hw48M28cQU2Av7uOusCjPf06Z7WgWSAdgbuJc1HuX76t3CchgEHF/WxgW7L1M3FQBXwBWBMZn5OdjkrgKcy413h6YV+DgAuLRq73kCth8cDG3j4DtLukFcDAzPXZD+Xv9rjLgKGebguM4bbu0zjSE8ehrH0++B8lj7ZaO9xl7p8lcDoRuSZCKzX2JwCqoE6oK5Hjx62UpHMku+4/kdauXIEQRAsZwrf8cWfZm81HbA1MMvDM4C9yyhzBLC70hrLjUhG7FXAfDN7xfP0JBlBmNlij5tvZnMAJBWWB/SV9EuSsbUl8CVgB2A3Sd/3+CmSvgBc6x7Q9YExOXI9YWYmaRawVTmdd44zs2ddrsIa5ErgUkldSAbUlzP5uwJzzOxT4FNJn0oqzL2CLp/w/nw5p389geuLdJNlB2APSb8gGYE3Ae+TJn3xVpFbAdd5eDpp/OYUEt3b92v3PnYE/q+ofE9gaqHeEvLUQ1J3ksF2D8m46wz82pNnlqpXUkEvAHOBDUqM65augwmet6sfK8zsfZfhJdKYfMnMXvK4gu7JlCt3nPLI0205fAPYxcM7SNrAw3U+P78EzDWzj6Cebp70fHOBQpkzJR0ELAYWeVwv4A4vswGwmcta0P100nWdlX8m0LdIzo3N7HlYsi65cM3Myhy/CmwI/NH70Y1k3L+cqSdPnrOBka7vS2i4PThmNgoYBWknveL0FUqPHmlZRV58EATBakgssWg+r7D0xtlga8ISfA3Y08wGkoyGb3h81rh63tOyay7zboLnkjyH+wFvkLxZLwBXmFl/M9sb+DkwEHjbzPYF/uT5kLSp/M4M9PFwX+DVMvtSih+RvOT9SF4uZdLmAZtL6ihpfaCDmX3uaQVd9iF5zPP6l6ebhSSPJ97/873/e5DWekN9/RZ4BdjNw3uQDJdsXX1IhtA+JC9iQW9f8iUDL5A87hTJ0xiHA6eZ2UAzOxB4Ub5cIyNjqXqzc0Dkj+trJM/vfmbW3/sAsFhp+UkHktf4beA9Sdv4uO9CfZozTkuFSj8AIF+3jeI/RCa5bgYCQ4FvFeTPyNXdfxyU1I3S+uWDgX1IT1UKc/Ap4Fuum11IhmyerK9m+rlrjrjvSdredVfF0mumb+b4KjAIeNCvhbHUvxZKyfOMmf2QZKCfk9N26zJ8OHTpUj+uS5cUHwRBsBoSBnLzuRPoKWk8DQ2MBiit7f2g4Gl075wkbVKUdQRQLWkS6ZFvKcYAt5DWs37scaOAwtrdh0nrnB8DvibpXpL3ssDNLP1z24ekR+5X4N7rZeAe4LeSxrDU2ATAzBaRvGKTSUsBsgsXD5Y0leTNfr1E/64D9pI0Gbjf4+4GbpV0gsv+00z/d25Ezuu8zcnAjsDfgGeAXZXeMvAK0E3SQ9T/Q92lwGZm9hTwhNJ62IdJnt+mOAyYlDl/mGQ0L6EZ9TYYV/cS/w2YJGkC8DvPez5pfKeQfkB9AvwC+CtpvD4i/TgoyNCcccpymx/zdNsUR7DU8w1p+cER2Qx+7QwFHvb+HV2irvnAe15fNs+5wO1e9j6gE8mDf7akR4BPzGwy6QfH0ZL+TnoKspD6DPU804AJZjbb4yt9vnzV+zweOFnSXUDxdV5Knj/6tX8lae63LQYNglGjYPPNQUrHUaNSfBAEwWpIYb1jsAbgyweuNrOTlP6cdbCZDWldqVYNJF3nHr5VGklrmdlC98I+DHzHzN5Zhvq+BPzEzH623IRsJVwnMrNFki4ieXVvaW258qiqqrK6ujb3FsggCIJVDkmzzKzBioBYg7yMSBoBZN8HO4G0PKDAk2Z2+koVqgTuITypVLqkG0ieswLbUX8t5ANmdskKEq9NU8o4ltQP+GUmqlhnAEeb2bsrSrZmsoek4aQ/8921LMYxgJn9A8g1jiWtB9xVFP0JaQ12gUvMrOz3H69gOgMP+BKK94BftbI8QRAEQSsRHuQgCIJVjPAgB0EQLB9KeZBjDXIQBEEQBEEQZAgDOQiCIAiCIAgyhIEcBEEQBEEQBBnCQA6CIAiCIAiCDGEgB0EQBEEQBEGGNmsgS+opqaaMfMMkPSNpoqRJkr7cVJlM2fUlHdmM/Jv4NsgrBEn9Jc31foyXtFGZ5apb0NZgSac2X8q0+5mk3ZuRf6CkQ1vSVjPamCbpvMz5MEkHN5J/hb4CQNIh/o7g5pZrsVzNnQeSrm06V4tl2UzSOJ/LMySV3HUyr88+P/fMy99WkXSSpMGNpK/ar52orYXKSqioSMfa2taWKAiCYIXRZg3kZnKeb9v6J+C4ZpRbHyjLQC68G9XMLmi2dM3jFt+i9j7gxCIZSo1Xsw3kZaQPUJaBLKnCzB4wsztWlDCSNgPmUH/nu5VCI2NyCNBsA3kZKXse+Lic2HTOFvMT4DKfy3vR8N3QjWJmNWb26AqRLGg+tbVQXQ1z5oBZOlZXh5EcBMFqS5sykCW1lzRa0jjglBZUsQ5p+2QkjXSv8gxJfTxud0mPuFfrTOBkoJ/n2849nVPcG/kdL1Mj6RpgHNDHtyNG0lm+tfEsSQM8bomnVNLjkq729lvSl2eB7u4JvVHS/cCOki7zPkyUtIWkk4Ht/LyfpCpJE7wfQ1yWzVzWKZL+kGmjn6QHvGxXSRWSHvTzhySt6+WPl/SYpMmS9ne9neYyIel81+lkSb0y/b8KuDHrrZZ0s9f/iKQeHneupC08/DPX/yRJO5Spq8NJ2/O+JmmrbIKkSu/3GElPZLySFZKukTS94HmWVNiue4akcz1usKTbivRUqPM2YIikA1w/0z3/FsBA4AZJIyR18n4/LOnujF7rjaXL1UXSTS7rIZ4vb65trfSUYZKk35Y5D4rnUp3HH+N1PS7pGI/r43VS3L8yx2QB8FVJ65vZ52b2YTPHYpikg73MNKXvhaclfc3TD/Q6bvN+VkpaT9I9rpNbJXVQeirzoKS7JD0l6XAfg5lyD3/eOEh6XlKtt1HQSZ6eenjZ+4B9PS73OsrMyS0l/d3TL/O4Q1ymiQW9tymGDoUFC+rHLViQ4oMgCFZHzKzNfEiGzsUe/iFQU0aZYcAzwFRgLtDN47v4sTdQ6+GpwKYergAqgdGZ82lABw9PAtoBNcAJniebv1D/RsCEHLleB7Yl7VZYV8jfRF/6AyM9fBFwuvfvQo/bDfibh/sBN3i4LlPHeGADD98BbAxcDQz0uBu87GDgLx73XWCYhzv78Sc+Bl1db2tl9DQYONXPewE3engT4I5M/7f2cDZ/QW/fBIYX9X9nl7mwgU1FmfNmLLAWaQfDczLz4mAfs9d9XHsA4zz9NWBz789TRbIJeIy0s1oDPXmdrwIdPH66z4MOwONergbYydNPBY738GHAkEbG8iNgQ9KPvVml5prrqW9WT2XMg2H4XMrmz9TfEZiZo98G/StjTNYGfgM8DzxA8qY3Zyyy4/ci6TraBrg9I9OGLvOrnu8s4CRPvwA4lnRNPeRxJ7B0fp5G8riXGof5wLrej0dL6Qm4CjjQw7XA4LzrqEjftwFbefhKoAq4iaXzJXfeu7x1QF2PHj1spSKZJd9x/Y+0cuUIgiBYzmTvndlPm/IgA1sDszw8oxnlzjOzvUnGx0Ued6akR0g3sMK65A5m9haAmS0uqmMj0g34QeBhP+/qaTNz2hwkaQowJlN/lo/M7CUz+xx4GehWZl+OkjSJZEBcV9T+VpnwdJK+iukF3CFpIrAlsFkj5WZljltJ+gJwnaTJwA+8X1sCT5jZQsjV2/bAXt7e30hGBcB8M3slm1FSO+DXrref0VBvPYGpPmHz2mqApO6kH0H3AOeRjKpinjWzz8zsDWC9jHxzvI1PPK6v0tOLid7vwhKJenry8FNm9pmHK8zsfT9/KadfOwAnu47OIM2tUmPyupn9y8w+BD6V1J78udbdzJ6AknrKmweQP5cH+Jx7kPSjrpim+tcAM/vIzM42s+2BW4CfelK5Y5HlWb+O5gIbZGT6l5l9CjztcaV0Wkh/qyi8QSNlXjOz/5jZR6QfTJCvpwbfWSWuoyzbAdf72OwFdAcuBE6R9GdKLF8ys1FmVmVmVV27ds3LsuLo0aN58UEQBKs4bc1AfgXo6+GSf+pphPnAhpK+SDKU9iF57wo3uE8ldYMla0cXkrzEAO+TvF0DLK1n7mNm73pangEyhOSxPLwQIWkdSYWb/tqStnGjcCvgnTL7cIuZ9TOz75vZx0Xtv0LyeAHsQTK8AbL7hT8FfMv7sAvp5l2qXN/M8VXSsoC3zWxf0npukbx7fdxQy9PbC8AkM+vvbQ4skjlLH2BjM9uH9ENGXueXJHXwuvYqZFbp9b1ZDgdOM7OBZnYg8KKWLlcosKOktdyY/sDj8vZYP5fk8dsPeIOl86ZYT8X9WyxpI+/DtsDbNNTRFa6jvYGfU3pMKpX+PPoFoKMbhg3mGjBX0s5QT09NzYNiuQtcQPLoH0TyYCOps19HpfrXKJK2ysj1D5Z+15Q7Flmy6YUxWSRpA5epl8eVc30U11VOmQIN9ET+d1bedZTlReBYH5sq0hOQuWZ2MulH3sU5bbcuw4dDly7147p0SfFBEASrIe1bW4Ai7gSOljSeZFSUywilNcUdSMsS5gPvARNIyyYKnAGMlvQZyeN4OdBZaV3x2cBwYJykxcA8Gv8D3wRgCsnr9B+PO4p0Y73eZTiTZJzcaGYL8ippDmZWJ+kd94x/ztI/JL4oaQzwW5KRd7sbJ5+R/iz2a9Ja4J8BT5vZZElbAp0k/Z30yPgIkv6GSrqXZNC/aWbzJN0ATJX0McmwfRT4s6QqMztG0svuWVsMPETpG/wLQDdJDwHPZeIvBS4ws6d8zeejJE/iqUX58jgM+Fbm/GHqG5KQvIW3kR7j/6iRusaQvJ3PAB9n4ov19IWicucD93r4CjP7RGmd7+Ve7nJglKTCeP3OzO4tMZZzgT+QvOm/8ri8uXY2yUspjz+HpudBY/2eADxBmrcAe5OWHPw8r3+N1FVgP+Avkj7x9geT5le5Y9EUw0hj/RrwLukHyXVAraTvetwIMj+48mjkmsojT0+/IfVzCPBvj3uMouuoqJ5zgD9K6ki6Zo4neY/3JC3pGNloz1uDQYPScehQeOON5DkePnxpfBAEwWpGYa1nsByQ9BtghJnNl1RnZi3xgq9xSLrOzH64guquJK3rLjaayy0/GFjbzK5annK1ddzgu8fMmvX2iSbqrGQZxqKorrXMbKEbmdOBXc1s0bLWu6pQVVVldXWr9lvjgiAI2gKSZuXZa23Ng1wPSSOA7LtQJ5A8UwWeNLPTV6pQjWBmZ5dKk3QU6e0PS7JT9OjVH7mucZQyjiX1A7Lvnd6Ohq8LOzqzFCZYTphZSS9mG5nLhyi9GWVtkld7jTGOgyAIghVPeJCDIAhWMcKDHARBsHwo5UFua3/SC4IgCIIgCIJWJQzkIAiCIAiCIMgQBnIQBEEQBEEQZAgDOQiCIAiCIAgyhIEcBEEQBEEQBBnapIEsqaekmjLyDZP0jKSJkiZJanIL3EzZ9SU1thFIcf5NJP2y6ZwtR9Khkh6RNFnSvZI2XcHtVfomKaXSayTt1MK6D5H0paZzrtg6mqi/QtIFrvOpkq5fUW1l2hzsrycrld7iVxNIqm5m/mtb2laZ9e/j1+ZkSeNbOpea2WZJ/fn3Rd5W5OXU219S3jbczamj0bFv09TWQmUlVFSkY21ta0sUBEGwQmmTBnIzOc/fufonGt8Fq5j1aXynvCX4bmXvmdkFzZauTCT1JO1+9nXfovYU0s5jqyqHAGUZtyq9pXTZdbSQE4AvA/v4FtA3r8C2VgZlG8iSKszsxBUliG9T/QfSe6r3JV1rxVsur0r0J22z3SSNzOdVk9paqK6GOXPALB2rq8NIDoJgtabNfJFLai9ptKRxJOOwuawDfOh1jXTP1QxJfTxud/cUTvJtqU8G+nm+7SQNlDRF0jRJ3/EyNZKuAcYBfQreVklnSXpY0ixJAzxuoKRDPfy4pKu9/XL7ciTwRzP7EMDMZpvZ65IGeFszJJ3r9Q+WdKd7madKOsbDkyR1dG/Xvf6ZIWkb906f5+XXl/Rgkf4PkPSYpOm+e1yBU739Gz1fLz+fJukqj5P3d4rLsCswELhB0ghJnSTd7OXulrSue6+nSLoNGFLcvqQtiupo0K63fa0fu0oa6+2Xa+h+B7jE/GXgZjahkfGtkXSdz5drJP3C27rC04dJ+rOkB12OTpJ+r7R9MJK+oaInEJKGSHrU+7SrR1cUzx0f3/E+r47J66/Pve1cvqMkbSnp735+WWbe3KK0BfLX5N7WEnNsyRMTSb19nk2TNLRM3f4PcHthExcz+6eZPVNi/vR3vd0l6SlJh/s8mSnpS5m5MkZpK/I9JfXNjH071+MSA7wRmY8sGqONJY1T8nKPltTOy//My06StCNpq+wRkm5Q4kpJEyQ9JKm7l3lO0p+B3+bptGjsB2vp983+mTk2xWWpLFPPK56hQ2HBgvpxCxak+CAIgtUVM2sTH+Bw4GIP/xCoKaPMMOAZYCowF+jm8V382Buo9fBUYFMPVwCVwOjM+TSSx7YCmAS0A2qAEzxPNn+h/o2ACTlyvU7yNrUH6gr5m+jLNcBBOfGFtgQ8BnQm3ayv8/gLgcs8fBlwIMnb9YiX2cv70QGYlNHvD4r6NN370wF43NupAao9fZTX25mlG8zcDmwDfAv4fUbmCi+7k5+fChzv4cOAId72q0CHJtov1NGg3SI9XQYcWmi/zDn3PNCxEZ0vGV+XZZCHJwPf8nAd0Ik0Fwvz93wfo12Bqzyu1nU12PWxiddTAWwJjCs1dzLydARmluovUJfpw23AVh6+Eqjytm/K5KkrNceK9DEW2N7TxwGVZej2HODEnPi8+dMfeMjjTgDu8PBpJK94peulA9Ajo6tJHjcAuKioTw1kLjFGHYD2Hnep17UzcEdGzgove7CfHwz8ysPZMf4PsEET1+2ppHn1d0/rAowH1iJdA0vazNFdtc+Juh49ethKQzJLvuP6H2nlyRAEQbCCyN47s58240EGtgZmeXhGM8qdZ+nx+GHARR53pqRHgKtIj9AhGWJvAZjZ4qI6NiLdqB8EHvbzrp42M6fNQZKmAGMy9Wf5yMxeMrPPgZeBbmX0420gb81xXyWv+kSSIVVYcvC0H98qCm/g4Sd84GeRDKXPgGeVPOqHA8VrjyvM7H3P91KmX7Myx61IhsZ9kiaRjK4vAz2BKYWKcvS7A3CypInAGST9Ajzl7TXWfoG8drMskSGn/VKU0nmp8S3o+e1M+F1gPQ/X05WZzQJ2krQ+sLGZvVzUn6fMbLGZvZapI2/uDPB+P8jSx/xN9Xc74HrX+V5Ad4/Pm8+l5liBjc3s+cIXCWkeNEUp3VaSP45NzednzewzM3uDpboaC3wDGETD5TGlZC6ezxsCo12eg1k6n6d62VLz+VDX7aWk5VoAr5jZfA83ptMtvY4JwH3AJma2EPg98L+SLicZzvUws1FmVmVmVV27di1OXnH06NG8+CAIgtWAtmQgvwL09XCDLf/KYD6wodLax4OBfUjemsJj108ldYMlawQXkrzEAO+TvIkDLK1n7mP+aBjIMz6GAPuRDE28znUkFW7caysta2hHugm/U4b8twInSlrH6+vhj1nPBX7i7b2R6U92j/BsuJDexx859yV5agH+DJwH/NvM/l3U/mJJG0nqQDLC3vb4vpnjq8CPgCvNrB/J8BBJd3tndCHq6/cF4Aoz6+8/Zn5eaLOJ9rN15LVL4fF2VgaVvwb0r8A5hUfzkvp5fIPxdZrSebGuAO4nPR24o6iu2aQxqpC0JfBvj8+bOxcA3wQOAj7yfHn9zcr0InCsz+cqkjEJ+fO5wRxTWvK0iae/J2l711NVpm+NcS/JiNzEZdxQ6U96ueNI07rdUdJaPt4feNzNpP8d9DCzF4raLyVz8RgNAh50ecZ6ey+QflTgshd/X7wA3OrzuR9L//uQ1W2p6xbgNdKPgP0K3zc+3reZ2XHAP4Bv01YYPhy6FNnrXbqk+CAIgtWU9q0tQIY7gaMljSfdgMplhNKa4g7A6SRD+T2Sd2ZaJt8ZJE/RZ8A9wOVAZ6V1xWcDw4FxkhYD82j8D3wTSN676aTHqgBHkW7s17sMZwK7ADea2YK8SrKY2YuSfg08IGkRyQg4keTFvIW0lOTjpurJ8CHJSNmIZARgZtMl7Ux6/F3M+Z4fkjH7iduNu0saBLxhZhPdgL1M0gksNRjuAb7uXvvPgCNIhuHlkv5O0vUoSQVD4nfA/5XRfraOe4rbldSeZOTuA4wAaiSdQTI+jy1DR/9L8nI+4uP+Iumxfd74lkOlpIeAT1lqXN8M/BL4cTajmb0r6S7S0h/LpDeYO5LGuExPeDol+jtB0t3AdaQx/qOkjiTD7fhG5M6bY5Ukw/wYYCjpT7AVwFgzm92UIszsX5J+BNzi8+gz0pKJBuNYJm+Rlo1sTjKyMbN3JHUC7srJ30Bml6N4jHoCN0k6yPv+tJk9pbTW+VHgE9IP7YeBX/uPqDOB/SVN8LZuJl33WUpet2b2vqS/AZP8Wn8G+AVwtxvji4Gjm6GbFcugQek4dCi88UbyHA8fvjQ+CIJgNaSw3i1YRiT9BhhhZvMl1ZlZS7zgy0uW/qT1kkNy0iYDB/gj3VUaSbsDO5vZdW1AlmGkdUxji+K/TPKYHtYqgrUQpVcgzjezh9qALJXASDMr9ujjPwh+YGb/WOmCtSJVVVVWV9fiNwIGQRAEjqRZeTZbW/Ig10PSCGDPTNQE0uPKAk+a2ekrVahGMLOzS6VJOor01owl2Sl65ZU/al1h+DrYMaQ/5a3yxjGAmc2gxHr1tjB/JO0NjAR+uiLbWRGY2a2l0tyLmn0jx3Yk73uWozPLlFYIku4EXlzTjOMgCIJgxRMe5CAIglWM8CAHQRAsH0p5kNvSn/SCIAiCIAiCoNUJAzkIgiAIgiAIMoSBHARBEARBEAQZwkAOgiAIgiAIggxhIAdBEARBEARBhjCQVwCSekqqKSPfMEnPSJooaZK/M7fcNtb3d9WWm38TSb9sOmfLkNRf0lxJ470/P86kXdtIuerl1P5gSacuj7oydR4iqXjb5eVZf2H8x/nnAI/vI+nkEmUqJR24nNqv8d3tWlq+5LguK6vpfFomfa90amuhshIqKtKxtra1JQqCIFhphIHc+pzn70D+E0u3rC2H9Wl8t78l+Ha775nZBc2WrnncYmYHAF8DdpF0BICZndhImeVi0KwgDgFWmIHsnGdmXyPtxHiRpB5m9qSZXVMifyWwXAzkZaWJcV0erG7zadWhthaqq2HOHDBLx+rqMJKDIFhjCAN5OSGpvaTRksYBp7SginVI20MjaaR7zWZI6uNxu0t6xD3NZ5I2Hunn+baTNFDSFEnTJH3Hy9RIugYYB/RR2lYbSWdJeljSLEkDPG6gpEM9/Likq739ZvfFzD4HLsS3W5ZU58et3SM4SdJv3Uu6nfehn6Qlu9BJmiBpbUnflTTdPwM97UDfCvg2z1eZbV/SEEmPui52zfTpj5KelFTtunkio6sDJD3m7QyWtAUwELhB0ghJvVxn0yRdlWnrWj92lTTW+3ZzC3T2T9IW0f/j3tORXu83vC+TJH2XNO5Huc6OlXSe51tf0oMevsznykTvB5LO93qulDSzSF/tJf3F27hP0obuqX7U5/Rzkr4t6XZJT0vavmhcj/FxfVzSMR63xAterNsW6GZVnE8NrrFMffJxmCDpIUndXecT/XN3c3W03Bk6FBYsqB+3YEGKD4IgWBMws/gshw/p5n2xh38I1JRRZhjwDDAVmAt08/gufuwN1Hp4KrCphytInsTRmfNpQAcPTwLaATXACZ4nm79Q/0bAhBy5Xge2Je20WFfI30Rf+pO2Ay6cdwKmeLjOj3cAfQsyZ9My6RsD2wA3ex+eBjqSPOaPe77pwIYe/6r3bTBwKrAJMNn1sCUwzsu8BmwGdAE+IHmG1wemZurcyHX4ONDZ9beTp3dm6cY6twPbFPX/MuDQbN/KHP+DM+cDSYZgf9IOfBXAU8DamXFeomeXdVJmzv0A2A34m8f1A25wnUwi7d64LfCap9cAOwFHAJd43LHABa7TF3wMDgBmefvfYuk8L4xrYT51BGbm9LOBbteA+dTgGsvo+2DgVx63K3CV63hkti85OqkmXY91PXr0sBWKZJZ8x/U/0optNwiCYCWTvW9kP+FBXn5sTTIioMT2xyU4z8z2Bg4DLvK4MyU9QrpxFtYldzCztwDMbHFRHRuRjIAHgYf9vKunzaQhgyRNIW09nbfu+SMze8mS5+5loFsz+lPgy8A7RXHdzeyJEn0A+AvwHeB7JIOmKzDHzD41s38Dn0pqTzIg/mVmn5IMniyVwFNmttjMXgPW8/j5ZjbXzBYAL5jZP7zOjp5eYWbvm9lnwEs01EslcJ+kSUBVTnpPYEojfSuHYp11Beaa2Ud59bqszyo9ZTgcGA1sxdIxn06al5XA0/5d8BLJoMuSVwbg/8xsEfAW8Ky3/xawQVH5Aa6XB0kGeDFN6bYcVrX51Ng1tgNwqKSJwKUkw3oS8IGkG4Ez8hRgZqPMrMrMqrp27ZqXZfnRo0fz4oMgCFYzwkBefrwC9PVwgy0Ly2A+sKGkL5I8TPuQPFjy9E8ldQOQVAEsJHnEAN4HngcGWFrP3MfM3vW0PMNhCLAf/sja61xHUuHmv7akbSS1IxlPxYZJo7jRMZRksGWZK2nnTB8Asnud3w38D7A/8BAwD9hcUkdJ65N+JHwOLJK0gaQOQK+iNmaTlpNUSNoS+HdOO3n7qy+WtJHXuS3wNvV1/CPgSjPrR/LiyfvR3dOfB/Yu6lvZSNqQ5AG+NxM9D+gu6QuZerMyAfwZOA/4txtor5C8yAB7kH7gzAZ6+aP9rVlq5BXIKwOldSbqcwHwTeAg4COXtbPPZcjXbdmsovOpwTWW4QXgVjPr7/PpOGAtM7vQzI4FDpTUupbo8OHQpUv9uC5dUnwQBMEaQPvWFmA14k7gaEnjSTfAchmhtKa4A3A6yVB+D5hAWjZR4AxgtKTPgHuAy4HOSuuKzwaGA+MkLSYZAo39gW8Cyds5HfiPxx1FutFf7zKcCewC3OhesnI4StIuJAPuDjO7tSj9bOA6SfK2zwFelDQG+K2ZPSbpNWCBey6RdAnpETckIwnS0oSHSY+53yUZjQCY2buS7iItSTFgydsPmuB8lhqnV5jZJ5LuBy6X9HeSzi+TdIL3r2C4/ZX0Y2YEUCPpDJJRdWyZ7Y6Q9NNCv8xsjnzdsJktljQUeFjSAtIa5bFeZjRwnJlNdyPxHC9TJ+kdfwLxued51+flNOAJ0g+qLHcC35Y0GfgYGASsW6b8kLykE7zu+R63N2mJx8/J0W2Z9a7K8ynvGitwD7C/pAl+fjPwsqSLva+vA2+W2c6KYdCgdBw6FN54I3mOhw9fGh8EQbCaU1hTGazhSPoNMMLM5kuqM7OWeMGXhxzXAKMKj85L5FnLzBZK6kgyQHYtGEArE0m7Azub2XUru+0iOSYDB5jZwkbyFHS2DXC5mf3PCpZpCHCPmb24ItspQ45VZj41h6qqKqurq2ttMYIgCFZ5JM3Ks3nCg7yCkDQC2DMTNYH0yLXAk2Z2+koVqhHM7OxSaZKOIr09YUl2ih6z+9KOZULSH4B1GjNmnEOU3lG7Nskj2SrGjJnNoMR685Ux/r5MYAzpz5cljWPnl5L2Jv3Z8EfL0m45mNnIUmkxn4IgCIK2TniQgyAIVjHCgxwEQbB8KOVBjj/pBUEQBEEQBEGGMJCDIAiCIAiCIEMYyEEQBEEQBEGQIQzkIAiCIAiCIMgQBnIQBEEQBEEQZAgDOQiCIEjU1kJlJVRUpGNtbWtLFARB0CqEgexI6imppsy820paJGnTZtTf5t7JJKlG0sTM+dmS5jWSv1LSgZnz5d6nZalTUnUz81/bSFp/Sdu2VJYy2h4s6ePMNtK7SzJJOzVSpjoTnihp7RUlX7lI2kTSL5dTXcMkvZ45P9J1kttPSetLOjJz3uausQJ+7RRvld22qK2F6mqYMwfM0rG6OozkIAjWSMJAbhlHAtcChxUnSFrVdNpJ0sYe3huY20jeSuDARtJbm7INZEkVZnZiI1n6AyvMQHaeA77u4cOBmU3kb9YPgBWNb/H8npldsByrfV9S4X2U3wSeaiTv+jS+pfpKZxW8/pcydCgsKNpVfsGCFB8EQbCGsep+mS8HJLWXNFrSOOCUZhTdFziLjLEo6XFJVwE3SuoqaaykSZJu9iwVkq6RNF3SeV5mgKSHJc2QdK7HdZJ0s8ffLWldSRWSHnSv4UOS1vW8l0vq7N7Oe/0zw7cTLpc7SDuJ9QDeBBZ73RtJutPluFlSO9LuZ0e5HOsBX5BUK+kJScd4uWMkjXd9FOKGeb77JU2W1MXjL5P0iNe3hcvTRdJNXuchnu8sl2OWpAEet7W3M0nSbyWdDGzndfWTVCVpgqQpStseF+S4UdL9wI4Fj6Ok3pKmSpomaaikzsBgYISkGyRtLGmcyz7adbHEA+1j8FeXZVwzdH8XyQgE2IFkMKPElS7/Q5K6F/fPy1zkMv3By/VyPU3zuVjwhD8g6S5JT0nq5fHf9bk4XdJAj5so6VLXxcUeN0lSJw//RtJ+Sk8ergHGAX3knlElr/ieHh4i6VGXZddm6GQ0cJiPQQfg315fg+uCNB/7udzbUf41NljS7UrXy0xJXy4ls8/jq738KZLWkvRIQVhJt0ja0mX4HXB/qfmSKZM3N092WSZJOjRPMZKqJdVJqps3r+SDnpbzxhvNiw+CIFidMbM19kPy2l3s4R8CNWWU2Ra40sM3AN08/DqwtYcvAw71cIUfXwM2J/0oecrjuvhRwGOkbYBPBY73+MOAIR7u7MefAD8skqk/8IjXs1c5/fByNcAuwG3AGcABQJ2njQT29/CZrqv+wMhM+fnAuqQteh8t6lNHYKaHhwG/8PBwklG4G/A3j+sH3ODhj4ANgXWAWUV1bgRM8PAdQN8iHddlZBsPbJDJu7HLcWEmT6GvY4HtXX/jSJ7yYcDBnt4BaO/hS4EBRXo8DfhpVpYydD/Yx/o20pbUF/p47AQcDPzK8+0KXJXTv4nAvh5+BFiPNH8Ku2PeDmzjYzbe4wa4/O2Ap32M1gcez9R5oIcfALbIjL2AaaT5WwOc4PkqSVtdZ/u2CTDZ824JjCtTJ8O873cD3wZOcJnWJue6KG6b8q+xwcD/Zq77n5SSmXRdbwu0B+qALsCVQBVp7j+U0d0BpeZLVlby5+ZEYL1y59Cuu+5qy53NNzdLiyvqfzbffPm3FQRB0EbI3luznzXagwxsDczy8IwyyxwB7C7pAaAXS5dZzDezVzzcE5gCYGaLM+lz/PwTj+vrHseJpJvyl0iexJOV1gafAWyktE71OkmTgR8AX86R6wkf6FnAVmX2BeAz4GPg/wGTMvE7AL90OY4kGRDFvGZm/zGzj0gGCMAASZOAB6m/ROEJP84FNnAZC0sKppPGAuB1M/uXmX0IfCqpPTBI0hRgDEv73t3MnoB6Os7SC7jD5d8S2Mzj85YxbGxmzxcuFBrqb0NgtPfrYBrqP2+8y+VB4A+kvhXYATjUZb+UZMTmUdDpm56nErjP5azKyPmkHwu67wrMMbNPzezfLNUzLL0eniDprRY4mmRoT870r7HlIJUkA3Wxmb1GMt6bwzPAeSQPe4EG10VOuXKvMWg4H0vJ/JGZvWRmnwMvA92APwPfI1372XEr6KSp+ZI3N88GRkq6gfTDZuUzfDh06VI/rkuXFB8EQbCGsaYbyK8AfT3cYB/uEnwN2NPMBpLW7H7D47OG0fOell2TaDl1nUvyXu0HvEEyMl8ArjCz/ma2N/BzYCDwtpntC/zJ8yFpU0kFw7SPh/sCr5bZlwL/C9zlRkCBF4DzXY49SGuuF5K8jwXy+nQByUN8EMkbnJdXJN3v5ud7kIwPgEqlP199AejoMg0h6ejwTB1zJe0MJXX8FPAtM+tP8pIXDL88A/Y9Sdu7/qpI+sv2dRDwoJn1I3mbC/rv7ul5410ud5A87U9m4l4AbnXd9wOOy+lf8bmAH5GebvQjGfoqkW8esLmkjpLWBzpkxr5wPfQh/QB6l+Q9/TFwU6aeBnqUtKHS8pnZpPlYIWlLfJlEM7iZpO/3M3F510U58zHvGivOq0ZkXlvSNr5MYivgHTObCfQm/XC4NVNPQSe58yVD3tx8xsx+CFwHnJOnlBXOoEEwahRsvjlI6ThqVIoPgiBYw2jfdJbVmjuBoyWNJ92AG0Vpbe8HBS+amX2qRLF3dQRQI+kM0o332BJVjgFuIXnMPva4UcAoSQWj6HekR8NDJd0LvEPyGEIyJAZ6+EPgXpJnrVl3NDObTHq8nGU4yWtdeEPB2S7nCF9zehz5jAEmkDx08xtps07SO76e8/NMfXNJHtWewK88bgLJQzsd+E9GnuvcqJ1OMipelDQG+C3JMLrdDdbPgEMaUcFQ0g+PCmCsmc2W9DDwa6X1vn8GbpJ0EGmcnvZyheUR15HG+zCS5/KgRtoq1sP7NPzz3T3A/pIm+PnNwPVF/cvjHuAySSdQ33AsbnORpEtYOubZf2Ed7GM+ycwKb5S4BTjbzP6vie6cQVoCM17SXcBUkiH64ybKFcv3fJFMkH9d3A909vl4donq8q6xvDbfLSHzfNIyk12AG82s8C+2h4DdzexfOdWNJ3++FMibm3+UVElaTnJWKTlXOIMGhUEcBEHA0vWKwSqGe7SuNrOTJPUnrZcd0rpSrTlI+hLwEzP7WWvLsrzwR/4H+5KZbPxRwJfN7LImyl8D/LjoScQqjaQ6M2vwdEnSOcBLZnZHK4hFVVWV1dW12bfaBUEQrDJImpX3Pb+me5DrIWkEySNYYALp0WyBJ83s9JUqVAnMbBFwUql0X8u4RSZqO+DFzPkDZnbJChJvtcfM/gHkGseSTgOybyLYGHgvc/6umR29AsVbbkg6ETgG+J+m8prZyY3Us8pcW00h6RekJTW/a21ZgiAIghVDeJCDIAhWMcKDHARBsHwo5UFe0/+kFwRBEARBEAT1CAM5CIIgCIIgCDKEgRwEQRAEQRAEGcJADoIgCIIgCIIMYSAHQRAEUFsLlZVQUZGOtbWtLVEQBEGrEQZyUDaSekqqKSPfMEnPSJooaZKkvK2xS5VdX9KRzci/SWYzkxWCbwbzpqTvtLD8tX7sI+kJSb+RdK6kLZoqm6mjv6Rtm87ZciStK+kTSXs2nbtB2SXjIOkg7+cZki6X1Hn5S9t8JE2TdF4LyxbGcFNJdZL+LGlwc3Tl+U9tSfsrnNpaqK6GOXPALB2rq8NIDoJgjSUM5GBFcZ5vpfsnSu+6l8f6QFkGsu+i956ZXdBs6ZrH3sB91H+3cdmY2Yke/DrwKzM728wuyexUVw79gRVqIJO2CL8BOKK5Bc3s3cw4fBs43swuNbPTzeyT5SlkS5C0GTAHOKAl5TNjuC9Qa2bfN7MaM3t0ecnYqgwdCgsW1I9bsCDFB0EQrIGEgRw0iqT2kkZLGgec0oIq1iFtg42kke5VniGpj8ftLukR9zSfCZwM9PN820kaKGmKe/++42VqfNe2cUAf32oYSWdJeljSLEkDPG6gpEM9/Likq7395vTlCOD3QEdJa3tdB7qXdLSkCZIqsx5Cb3eYh+sk7QCcCPxK0gneh53cO32193GSpA0l9ZY01fs81D2wg0nbfN8gaWNJ4yRN9vbbeTsFL2dnSX/1+sY1o5/fIm3x3Nt/fCDp2IzH9BmPGybpYA+f5P2udFn293pGSfofH8e182QqMV5bSvq7l7vM47Le6Xq6aUbfDidt2f2apK28rj6SZkq6R9JdSl76/pJGevqSJyaugw2BC4Af+bhk9fAzl2mSpB0kDfC+zZB0brEwrrPCvN7f42o8brLSttPFZapdjrp58+Y1o+tl8MYbzYsPgiBY3TGz+MSn5IdkWFzs4R8CNWWUGQY8A0wF5gLdPL6LH3uTvHB4nk09XAFUAqMz59OADh6eBLQDaoATPE82f6H+jYAJOXK9TvLCtgfqCvmb6ItIuw5C8oQf5eHHgA2BjsBrLsdg4FRPHwgM83BdRi8He7gG2IlkTP4+014FMBbY3tse53Vny3YA2nv4UmBAkcynAT8t1FfmOK+T0eMvgT1c1096HzcE/pPTj5O839lxqAF28vBEYO08mfLGC7gN2MrDVwJVRXI20E2Z/RsLrEXave+cTNx2XtcUkpe+PzDS03vi8z0zhtkxHgYcDOwM3MHSjZcqMn0Taa4UfuSc6v39u6d1Aca7bNOzdTTWn1133dWWK5tvbpYWV9T/bL758m0nCIKgjVH4fi/+xFbTQVNsDczy8AzScoNyOM/MxkraHbgIOAE4U9JBwGJgkefrYGZvAZjZYndcFtgI2AZ4MHPe1cMzc9ocJOn7Xv8mOekfmdlLAJJeBroBrzbRj72ArSQ9QDJM3wNuAdqZ2b+8rqc8b3ZbynodaYSeJOMsVZB0sLGZPe911wFbFZXZEPijpA28D08VpfcEri/UV6Yc3wS29X5+gWS4zQHmmtmnwKeSCrpqaT+LZcobr+2A630erEMyHrNbxuXpZnZjDUvqTvpRdg/JeO0M/NrrejFT17L0bap/0RbGsK97vdcCtgS+lMm/JbADabttgK5mtlDS74H/lfQBaRvzj8psf9kZPjytOc4us+jSJcUHQRCsgcQSi6ApXgH6erjBVoxlMB/YUNIXSd62fUhetILx8amkbgCSKoCFJM8lwPvA8yQPaX+gj5m962l5ht8Qkofw8EKEpHUkreena0vaxpckbAW8U4b8RwBHmtlAM9vf6/gCsEjSBpI6kIyvQl838/CuZdSN92/Jjw5f2vCepO09XEUy4rN6GQQ8aGb9SF7QwnKI7sV1uk7L4TBgP+/nPsAuwDygu6QObowXDPVl6mdGpgbjBbwIHOvjXQWMVVrmUzCg83TTFIcDp3nfDgReVPqD5Hs+H+T9bWnfXiD9kCLTv3OBn3j/3qC+sf0a8DRJ3/1Jy4TaAbeZ2XHAP0jruFcegwbBqFGw+eYgpeOoUSk+CIJgDSQ8yEFT3AkcLWk8yRAolxFKa4o7AKeTDI/3SF6zaZl8ZwCjJX1G8vBdDnRWWld8NjAcGCdpMclga+wPfBNI3tjpwH887iiSV/B6l+FMkjF0o5ktyKukgBtO+7uMBR4FvgH8guTdnE1aRgLpkf8Q98LOozzj7R7g65IeAT4jGeRDSX9urADGmtlsSQ8Dv5bUD/gzcJN74z8mGVuQlifsCVwH1Eg6DPgEOKiJfq4DfNnM/pmJfpWkp8tJ4/UCyaMMMBq4y9fflvsHvDyZ8sbrHJJ3vCPpR9DxpDl0AXBMnm7KaPsw0lKWAg+TjOafA38hGaT/9rRngE6+TvqVcjpmZk8prUd/1Pt2KjCG9KThGdIYZfO/L+lvwCRJizzPL4C73bheDBxdTtvLlUGDwiAOgiBwCuvdgmC1RNJvgBFmNl9SnZm1xAveVBt/A84t01hbIUj6EvATM/vZCmzjMTP7yoqqv5F2jwTmm9lDK7CNS0hrzSeuqDaWJ1VVVVZXV9d0xiAIgqBRJM3Ksw3Cgxw0C0kjSF7KAhNIj5ELPGlmp69UoRrBzM4ulSbpKNJbM5Zkp2jdqT8Cb/OY2T9I61YbIOk06r+ibmOSN7/Au2a28j2WZWJmt5ZKc4969j3Y25GWaWQ5OrM0JwiCIAiaJDzIQRAEqxjhQQ6CIFg+lPIgx5/0giAIgiAIgiBDGMhBEARBEARBkCEM5CAIgiAIgiDIEAZyEARBEARBEGQIAzkIgiAIgiAIMrRZA1lST0k1ZebdVtIiSZs2o/429RdwSdWSJkp6QdLLHj7Vj2u3olz9JY1cwW2s7++6bSzPYN+1bkW0H7pfwZRzjUoaKOnQnPjHGimzREeSrl1GGQ/yDT/OaDp3yToak3WYb67S9qithcpKqKhIx9ra1pYoCIKgVWmzBnIzORK4lrRjVj2asdVuq2Jmo/ydu5cAvzez/mZ2VUvqWlX6nGF9Gt8hD2AwaUe15U7ovkndLw9KXqMFzOwBM7ujpQ2Y2Ynl5GtkjL4NHG9ml7ZUhlWS2lqoroY5c8AsHaurw0gOgmCNpk1tFCKpPfA30k37+WYU3Ze0EcItwBVe1+OkLXLXc4/QDcA6wFwz+x5QIeka0na6d5rZCEkDgPOAtYHbzewSSZ1IW9t+GfgI+J4fHyAZbAuBw8zsP5Iu9/J7AGe5bF2BQWb2cvM1soSLJO0CPGtmPyoh04bATcC7wExJ3wCeAr4C3E3aHGJ3YIyZ/VZSb+Aa0sYY95rZcEnDgC2BTUjbHh+eFcI9dVVAF6DazJ50L/9WpE02vg/0Bw4B1iKN4x9J2+auDRzocbWuu3+QtoI+GegnaSJwIrArcJo3ewHwAdAHuN+3oH6OhuO0CXCymV0gaWuSMdYemGFmhbFoCWua7n+Y085g4EUze1TSEJKRa8CPzWxWmXrMu0aPB6q9v8OAHsDaZnaVpPOB/wfMAtp5/hpgpJk9W9j5rkhHdWZWVUKXXwGGkLZxHiNpIfXn2Gek7ah38fJnAQeb2UeFnRJdv98EOgJfAr5lZm+XkPUY0o+6DYDLzOymIlnPJ223LeAU0uYmt5O+owQcaGb/LVO3y8bQobCgaNf1BQtSfGw9HQTBmoqZtZkP6UZ2sYd/CNSUUWZb4EoP3wB08/DrwNYevgw41MMVfnwN2JzkRX/K47r4UcBjQGfgVJJXCZJhMMTDnf34E+CHRTL1Bx7xevYqpx+ZsoOBUzPnE4F9PfwIsF6eTEAl8CrQIVNub5dhNsnAbJfp61hge08f5+WHZfR/vsvSn2SUZPXTm2RorQVMZ+mGMxVe5jo/v5BkHBTG4ECScdbe4y4FBnjboz2uHfA0yQhZH3g805+1S41TkQ7vAPpmxzt037Tu89op0s8mwGRva0tgXJl6bXCNkn44TgXWKpL/VG9nkutnW+A1z1MD7OThS1w/WR3V+bGULid7naXmWLb+iSydb39zPQ0G/jfz/fSTRmQt6LEjMDMj18FAL+DGjE7vIP3QKVwDKqHHaqAOqOvRo4ctNySz5Duu/5GWXxtBEARtlMK9o/jTpjzIwNYkLwzADJKR0RRHALtLegDYiGS0XAXMN7NXPE9PYDiAmS32uPlmNgdA0ice11fSL0nGx5YkL9EOwG6Svu/xUyR9AbhWUg/SDXZMjlxPmJlJmkW6+S0LT/jxTW+vgUye/pSZfZYp97TL8K6nmXvOADY2s+e9/3UZGWdljl8lGXgFzpR0EMkLt8jMFkr6PfC/kj5g6VbHT/vxLeDTTHgDkrf1j5I2IBlKTwFZ73pXYI6ZfQp8KulTf7KQJW+c5mTSu5vZE1BvvFvKmqT7Bu0UpVV6XxYDr0lar4G28sm7RmeSrpGFkMZJWrLLdyWuP+Al7x8kr3WBeluC55Cnyzofh3LmWKm2CvNhLulJUSlZB2TWMm9bVPf2wF7utYc0nq9KmuRe8rck/cLM6unfzEYBoyDtpNdE/8unR4+0rCIvPgiCYA2lra2XfAXo6+EG2/6V4GvAnmY2kGRQf8Pjs4bR856WXX+Yd4M5l+QV2g94g3RjfAG4wtK61L2BnwMDgbfNbF/S43Z53Ztq6V2+j4f7kryLy0LxzTpPJqjf53rl/Aae5T1J27uMVRkZ+2aOS+SW9EWS92sfkpdPktoBt5nZcaRH9t/OkbdY9kHAg2bWj+RJFWmZSjvPMw/YXFJHSeuTvLKfF+VpME6S2vsyC4C5knZ2uZd1jq8xus9rx+M3lNQF94ZLqpC0JfBvyiPvGn3N62rvbWTHaTawkxJbkzz3APOBzTy8SxNt5umyMEal5liW+cBmLl/vTHyxTkvJegFpOcZBpKU4WV4AJvkc6g8MlNQRuNrMBpN+JJbjHFg+DB8OXbrUj+vSJcUHQRCsobQ1D/KdwNGSxpNuIo0iaRvgg4KX0Mw+9RvVJkVZRwA17tGZDRxbosoxpDWSzwAfe9woYJSk4/z8d6TH+kMl3Qu8Q/IuAtxMMp4BPgTuJXnMlvdCvjyZ/q+ZdQwlGfcVwFgzm+22faWkh0jex8LaTUgGw3vABNLabkjrJe9242Yxab3rgU20Ox64yb2UH5M8nu8AnZXWF59Nenw+OSMnpLW8t0q6lfxxqiQZJcd4Hde5ATodOKdsrTTN6q774nYAzgAmmNl4SXeRlkYY8OOmOlrqGiUZ5TcAUyV9DFxUKGNm77oeHgUeB/7pSTUu/8kkw74xSukSM1uktIa5eI5l+QNwK/AS8H6pRhqRdQxJj0+Qxi9b5mmlt6VMIo3dQ8Bo4Hofz/94XSuHwjrjoUPhjTeS53j48Fh/HATBGo0aOreCluAevavN7CRJ/Ul/8BnSulI1D6U/J9WZ2djWlqW5KL2qbL6ZPdTasrSEtqx7pT+z/jjHy9omacu6XF5UVVVZXV2belNlEATBKomkWWbWYNVCW/Mg10PSCGDPTNQE0mP1Ak+a2ekrVagS+HrBk0qlS7oB2CITtR3pn+sFHjCzS1aQeKs9ZnZrqbTQ/bJhZieXSluVrtEgCIIgKJfwIAdBEKxihAc5CIJg+VDKg9zW/qQXBEEQBEEQBK1KGMhBEARBEARBkCEM5CAIgiAIgiDIEAZyEARBEARBEGQIAzkIgiAIgiAIMoSB3Awk9fStYMvJu62kRZI2bUb9be5v6ZJqJN2fOX+slWXZaTnXOVhSh+VZZ1H9q43+JF27POUpqrtSkknaw88H+vuMVzouy+jlXGd/SSOXZ531qK2FykqoqEjH2toV1lQQBMGaQBjIK44jgWuBw4oTlsP2xyub7oWtm1cGvhuims65XBgMrDAD2Vkt9GdmJy7vOot4jrSb30pjFbwWG1JbC9XVMGcOmKVjdXUYyUEQBMvAqn9zWMFIai9ptKRxwCnNKLovcBaZ7X8lPS7pKuBGSV0ljZU0SdLNnqVC0jWSpks6z8sMkPSwpBmSzvW4TpJu9vi7Ja0rqULSg5ImSnpI0rqe93JJnd2Dda9/ZvgWwOXyW4oMF0m9vP1p3qeCl+wBSXdJekpSL4//rvdpuqSBHneWl58laYDH1fiubeOA9SVdLWmK62hDb/o0SeO8DUna2M8n+zi187rO93KTS8khaU+gD3C/pNNK6HoTSb/08NaSxnu9v10D9Vfnx6b01FvSVO9b3jbOpXgeaC+pZ5GuRvq8niGpj8dN9Lk9WdIfPG49Sfe43LdK6pDXPyUP8RRJtwFDJO0u6REvd6Y3+2XP/7SkrzWi8y0l/d3luazU2Bb1Z6C3P03SdzzuIkmPupxfKS7TKEOHwoIF9eMWLEjxQRAEQcsws/g08gEOBy728A+BmjLKbAtc6eEbgG4efh3Y2sOXAYd6uMKPrwGbk364POVxXfwo4DGgM3AqcLzHHwYM8XBnP/4E+GGRTP2BR7yevcrph5erAXYCHiDtRvdYoS2WbjRzO7CNtzHe4wYAlwLtgKeBjsD6wONF/doImJBp6wQPfwv4fUaOCk//vp/XAr1J3t/2Hnept9sLuNHjNgHuaESOicDapXRdpIs7gL7ZMVtT9OfhujL1NBbY3tPHAZVl6KkSGA18FbgeGAgMK2qvN1CbGbd9PfwIsB7pB+lJHncBcGyJ/lUCrwIdPH4qsGlGT5WknRbb+7jc3ojObwO28vCVQFUjYzvS65/mclUAk3yMZ2bkzJ1bQDVQB9T16NHDliCZJd9x/Y9kQRAEQeMU7m3Fnza91XQbYWtglodnAHuXUeYIYHdJD5BupocBVwHzzewVz9MTGA5gZos9br6ZzQGQ9InH9XXP3FrAlsCXgB2A3SR93+OnSPoCcK2kHiRDakyOXE+YmUmaBWxVTucz/A4YkjmvBC6V1IVk+H3Z45/041xgA6ArMMfMPgU+lfSppPbAIJd/MckIKzDTjz2BKYVIM1ustGrgiaL6NwT+KGkDoBvwlMfvJWmi513UiBxZ8nQ9J5Pe3cyeKMhTWlW5rOr6y9KUnjY2s+dhidd5K2B2adUsxcwekfQrILt2/0xJB3lfs7IU+vImac5vBVzncdNJ12pe/14m/QD9zPN2MLO3vP2Cnp41s88lFfQE+TrfDrjey6wDjAc+Jn9sIX0fbAM8mDnvCvyMdP1+TjLu383RzShgFKSd9JYk9OiRllUU06NHw7ggCIKgLGKJRdO8AvT1cIOtCEvwNWBPMxtIukl/w+OzRtXznpZdB5m37/e5JI/wfsAbJK/cC8AVZtbfzPYGfk7yuL1tZvsCf/J8SNpUWrIetY+H+5I8aGVjZg8BO5Nu6AA/InnJ+5G8WoU2sn0QMA/YXFJHSeuTjJHPScbifiQPfZaCjpbox/tRqv5BwIMux1iW6meS66c/STel5FhI8uBBjq6VltgUjKG58rXEauba1dVAf1ma0tN7krb3Nqto5lwDLgdOd7m/CBwM7EN6cpJdW13cl1eA3fx8D5IhnNc/qH8tfiqpm7eXdy0WyuTp/EXgWNdTlbdRamwB3ieNzQAv08fM3gUmm9kJJI9yda5WSjF8OHTpUj+uS5cUHwRBELSIMJCb5k6gp6TxwC5NZVZa2/tBwcPonj9ljIcCI4BqSZNIyzBKMQa4BbiZ5JmC5EUqrAN9mLTO+THga5LuJT2KLnAzS/+E9iFwL3AF7r1uJley1PN8D/BbSWNYamA2wMwWAZcAk4G/A4WFkRNIHs6hwH9yit4DdPK1oQ+TPIF5jAdOlnQX7tUzs6eBl31N6QTgrEbkuBu4VdIJ5Ou6krSGGNI64svdszqiVJ8bYZXVX1GZpvQ0lPQjbRppKcLsUv0rwT0s1cl84D1Sf49uotx1wMGSJgM7An/L618OZwCjva+nN1J/ns7PIXmoHwYeInmLS46tfy8MB8Z5e4V/0t3pcp9GWspTPoMGwahRsPnmIKXjqFEpPgiCIGgRhXVywWqI0h+urjazkyT1Bw42syGNlwqySDqStPTlodaWpS0Telq5VFVVWV1dm3srZBAEwSqHpFlm1mCFQKxBbiaSRgB7ZqImkB67FnjSzE5fqUKVwL2PJ5VKl3QDaY1kge1Ij4wLPGBml6wg8VYJzOzWUmmhv6U0oad+wC8zUcV6AjjalxoEQRAEQasTHuQgCIJVjPAgB0EQLB9KeZBjDXIQBEEQBEEQZAgDOQiCIAiCIAgyhIEcBEEQBEEQBBnCQA6CIAiCIAiCDGEgB0EQBEEQBEGGNmEgS+opqaaMfMMkPSNpom9i8OWmymTKru/vai03/ya+ne4KQVJ/SXO9H+MlbdR0KZDUvF22UpnBkk5tvpQgqY+k3ZuRf6CkQ1vSVpn17y1pQmYOHLai2lqe+Hhv24JyLX5VQXPniqRrW9pWGXX3lXS7h9tLmiapazPrqM6EJ0pae3nLuSxIOknS4EbSl+9rJ2probISKirSsba2qRJBEARBmbQJA7mZnOdbtP4JOK4Z5dYHyjKQfYvc98zsgmZL1zxu8e1o7wNOLJKh1Ng020BeRvoAZRnIkirM7AEza95OYGXi2w7/Afiuz4GvAW+viLZaSiPj1h9otoG8jJQ9V3zsTmw6Z8swsyeAeZIOBE4BbjWzec2sZmXP/bbLv/4F1dUwZw6YpWN1dRjJQRAEy4lWM5DdizRa0jjSDbO5rEPaOhlJI92jNENSH4/b3bfZnSTpTOBkoJ/n2849nVPck/UdL1Mj6RpgHNBH0miPP8u3dZ4laYDHLfGUSnpc0tXefkv68izQ3T3kN0q6H9hR0mXeh4mStpB0MrCdn/eTVOXe1CmShrgsm7msUyT9IdNGP0kPeNmukiokPejnD0la18sfL+kxSZMl7e96O81lQtL5rtPJknpl+n8VcGPWWy3pZq//EUk9PO5cSVt4+Geu/0mSdihDT/8D3GFm7wCY2UIze7SRMaqRdJ3LcI2kX3hbV3j6MEl/kfR3SXdLOsXDBU9nL69zmvev4Am+1z8zlLYWR9Jzkv5M2mK4t6SpXm6opM7AYGCEpBuUuNLH7iFJ3b2OIZIe9XK7ep8riueWpGOUnjo8LukYj+sqaaz372afm4W5cpSkLb1vEyVd5mUGS7pFaXvyr8k9nJIK25jPkHSuxy15olLcvzLGrcDPgAuBo4CCPvPaGizpdtfxTElfVtHc9/ou8nn4By+3nqR7XAe3Surg4/WgpLskPSXpcB/rmZK+5OXqXWce97ykWklPZHScp/ceXvY+YF+Py722CpQYi0Ncpone18Z56y1YsKB+3IIFMLQ5wxEEQRCUxMxa5QMcDlzs4R8CNWWUGQY8A0wF5gLdPL6LH3sDtR6eCmzq4QqgEhidOZ8GdPDwJKAdUAOc4Hmy+Qv1bwRMyJHrdZJ3sD1QV8jfRF/6AyM9fBFwuvfvQo/bDfibh/sBN3i4LlPHeGADD98BbAxcDQz0uBu87GDgLx73XWCYhzv78Sc+Bl1db2tl9DQYONXPewE3engTkrFa6P/WHs7mL+jtm8Dwov7v7DIXNqupKENn5wAnenh/YCJwd6kx8vEc5OHJwLcKOgQ6ub6HetxNwGkZXW4LdM7IdzuwjY/bI4CAvfB5C/wnMxZjge09zzjSXBpG2uob4GDgVx7elWQsbuIyVgBbAuNKza1MXzsCMz18GXBoVpfUnyu3AVt5+EqgysfqpkyeuiJdCngMnyeZfA3614zrfhI+x0u15XL9b+a74Sc5/ZkI7OvhR4D1gLOAkzzuAuBYH6+HPO4Els7Z00ge6VLX2XxgXWBt4NEiWbN6vwo40MO1wOC8a6tIv3ljcROwU2PXgstbB9TtmvzGDT+SBUEQBOWTvbdkP6251fTWwCwPzwD2LrPceWY2Vmld7EWkm96Zkg4CFgOLPF8HM3sLwMwWS8rWsRHJ2Hkwc15YDzkzp81Bkr7v9W+Sk/6Rmb0EIOlloBvwahl9OUrSbsAcYATpBl9of6tMeLr3tZhewB3etw2AzXLKbU3SSUHXs4CvS/oCcK2SZ3d9YAzJMHvCzBZCrt62B/aSNNHPC7qeb2avZDNKagf8Wsmj3xH4vyLZewJTfXJiZotz+lfM26Rxw8weBh7W0nWdpcbo6UzZQvhdkkGVTX+rKLwB6UfTpZK6kLaULqx5f8LMTNIskr4BXjGz+R7e2Myedz3UZfIU2AE4VNK+JMNwLsmIfsr18Jqkgnx5c2snSWd4emHZRk9guOsmT5fbAdf7eK5D+nEF+fO9r3uL1yLNiS+R5miBvP7NzqmnHpIOBl4ABkj6vZm9X6ItgCf8OBfYo0SVhTxvkubwVsB1Hjed9J0yh9JjvBWlr7PXzOw/LnfhIhiQo/fi7zFKXFtZ8sbiQuCnXvYPpB8L9TCzUcAogKqOHY3PPmuokR49GsYFQRAEzaY11yC/AvT1cIMt/spgPrCh0rrUg4F9gFNJBgfAp5K6wZJ1oQtJBg/A+8DzwABLa1n7mNm7npZnXAwB9iN5vfE618kYMWtL2saNwq2Ad8rswy1m1s/Mvm9mHxe1/wrJuwXJQHjZw9m9wZ8ieUX7A7uQbtSlyvXNHF8FBgJvm9m+pPXcAl4jLS1p730s1tsLwCQz6+9tDiySOUsfkiG1D8nokNf5JUkdvK69CplVeu1ulvtIhuWXvUy7TFqDMXKsRFhlpP8IuNLSOvG6TJk+bjQVdAn1dfCepO09T5XnKdbjra7HfqS19LO93gpJWwL/9rx5c+sCklf+IOAjz/c8/iMzo8tsf14EjvVxqyJ5gYvlLnAuyfO5H/BGqlLtJRV+eOT1r1F8zH8GnEeaD78q1VaO7HlxeXnKuWZaUqZAnt7zvsfyrq0seWMx18xOJunn4py267PpptClS/24Ll1g+PAmiwZBEARN05oe5DuBoyWNJxkM5TJCaU1xB9KyhPnAe8AE0rKJAmcAoyV9BtwDXA50VlpXfDbJ2zZO0mJgHo3/gW8CMIXkYfqPxx1Fuole7zKcSTJSbzSzBXmVNAczq5P0jqRHgM9Z+ofEFyWNAX5LMi5ud4PoM+AQ4NektcA/A542s8lucHWS9HeSN/cIkv6GKq0/fQd408zmSboBmCrpY5Ih8yjwZ0lVZnaMpJclTSIZVg9R+mb+AtBN0kPAc5n4S4ELzOwpX9/5KPAJ6cfNczn1ZHXyT0knAX+RZK6Xyz05b4yWlXuAyySdwFLjFtLa93tJTx4G5ZQbSjKMKoCxZjZb0sMkj3o/0lzZX9IEz3+zmV0v6S7SEhcDfuxpDeaWj/8Ekge14LUeAdS4h3M2aXnBBEl3k7yq5wB/lNSRNHbHN9LvMcAtpOVMhR9ulSQD8Zi8/jVSV4HTScuf/gWMlXSy0hr2vLZKkZ37eVwH1Er6LukpwQgyP8LyaOQ6yyNP778hzcchLP1R8xhF11ZRPXljcYqkPUlLOkY2JjMAG24IF16Y1hy/8UbyHA8fDoPypmMQBEHQXArrK4NmIuk3wAgzmy+pzsxa4gVf45B0nZn9sLXlaCmS+pPWEg9pZVFWKkqvSJxvZg+1tiwBVFVVWV3d8n1rXBAEwZqIpFl5NlxrepDrIWkEsGcmagLpsWuBJ83s9JUqVCOY2dml0iQdRXr7w5LsFD1m9ceraxyljGP3rGbfO70d6VF0lqMzS2GClYiZ3VoqLcYuCIIgWN0ID3IQBMEqRniQgyAIlg+lPMir4kYhQRAEQRAEQbDCCAM5CIIgCIIgCDKEgRwEQRAEQRAEGcJADoIgCIIgCIIMYSAHQRAEQRAEQYYwkIMgCDJkti9vaflzJW2hxD2SpkjaRdLJTZcGSZf4+7ZXPLW1UFkJFRXpWFu7UpoNgiBo67SZ9yAHQRCsDpjZJQC+1f1i324d4PHWkyqH2lqoroYFvvHnnDnpHGJHviAI1njCgxwEwWqHpP6SRnq4p6QaSY9LukbSdEnneVpXSWMlTZJ0c1EdAyQ9LGmGpHM97hBJMyVN9O2yN/TwRN/WG29rJ+D3wF6SbiuSZ6B7ladJ+o7H9fF67wG2XylKGjp0qXFcYMGCFB8EQbCGEwZyEARrCusDl5B27Dza484HrjezfsD3i/JPNbP9gT2AQyR1Bg4DjvOdMK8F+gJ1fn5IUfmzgUlmdkQhQlIF8AvgAOCrwEmS2gEXAd8DvglsmCe8pGpJdZLq5s2b1+zON+CNN5oXHwRBsAYRBnIQBKsj2S1CC9u8zzezOWa2GPjE43oCUwA8PktfSeOAicCWwJeAC4FTJP0Z2B2YBHwg6UbgjDLk2gjYBngQeNjPuwIbm9mLlrY2zV0DbWajzKzKzKq6du1aRlNN0KNH8+KDIAjWIMJADoJgdWQ+sJmHd/Wj5eR7Htgblnh3s5wL/ATYD3iDZGjPNbOTgfOAi4G1zOxCMzsWOFBSU9bl+97mAPc69zGzd4H3JG0jScAu5XdzGRg+HLp0qR/XpUuKD4IgWMOJP+kFQbA68gzQyT3ArzSSbwRQI+kMYDZwbCZtDHCL1/Wxxw2TtCewNjAS2E3SxUA74HXgzcaEMrPFkoYD4yQtBuYBRwI/B/4C/AP4d/ndXAYKf8QbOjQtq+jRIxnH8Qe9IAgClJ7oBUEQBKsKVVVVVle3TG+jC4IgCABJs8ysqjg+llgEQRAEQRAEQYYwkIMgCIIgCIIgQ6xBDoIgCIJgpbNw4ULefPNN/vvf/7a2KMEaQKdOnejevTtrrbVWWfnDQA6CIAiCYKXz5ptvss4661BZWUl6gUsQrBjMjH/+85+8+eabbLHFFmWViSUWQRAEQRCsdP773//yxS9+MYzjYIUjiS9+8YvNeloRBnIQBEEQBK1CGMfByqK5cy0M5CAIgiAIgiDIEAZyEARBEARtn9paqKyEiop0rK1tbYmWG5dffjkLFixoVpkpU6aw44470qdPHz755JPlJsuTTz7Jfffdt9zqW1UJAzkIgiAIgrZNbS1UV8OcOWCWjtXVrWokf/7558utrpYYyLW1tQwZMoQnn3ySzp07LzdZwkBOhIEcBEEQBEHbZuhQKDYgFyxI8S1k9uzZ9OzZk2OPPZbevXtz+OGHLzFSZ82aRb9+/dh111056KCDeOeddwDo378/559/Pv369eP3v/89M2fOZK+99mLnnXdm991358MPP2TRokWcddZZ7LbbbvTu3Ztrr70WgIkTJ9K/f38OP/xwevbsyaBBgzAzrrjiCt5++232228/9ttvvwZyjh8/nr59+9KrVy+OP/54Pv30U/70pz9x66238qtf/YpBRdvDF/r1gx/8gJ122olBgwYxbtw49t57b7bZZhtmzJgBwMcff8zxxx/PbrvtRt++fbnrrrv47LPP+MUvfsEtt9xCnz59uOWWW5gxYwZ77bUXffv2Za+99uLFF1909S/gyCOPpHfv3hx11FHsscceFHb4fPDBB9lzzz3ZZZddOOKII/joo48AqKys5IILLmCXXXahV69evPDCCwD861//4pBDDqF379585Stf4emnnwZg2LBhHHvssRx44IFUVlZy++23c/bZZ9OrVy8GDhzIwoULGx2vZcLM4hOf+MQnPqvQZ9ddd7UgWNV57rnnys8smSXfcf2P1OL2X3/9dQPskUceMTOz4447zn7729/aZ599Znvuuaf94x//MDOzv/3tb3bccceZmVm/fv3s5JNPNjOzTz/91LbYYgubMWOGmZl98MEHtnDhQrv22mvtwgsvNDOz//73v7brrrvaa6+9ZhMmTLB1113X5s6da4sWLbKvfOUrNmXKFDMz23zzzW3evHkNZPzkk0+se/fu9uKLL5qZ2THHHGOXXXaZmZkde+yxdtttt+X2q127dvb000/bokWLbJdddrHjjjvOFi9ebHfeead961vfMjOz8847z2666SYzM5s/f75ts8029tFHH9kNN9xgp5xyypL6Cv0yM3vooYfs29/+tpmZ/fa3v7Xq6mozM3vmmWesXbt2NnPmTJs3b57ts88+9tFHH5mZ2SWXXGK//OUvl/TziiuuMDOzq6++2k444QQzMzv11FNt2LBhZmY2fvx423nnnc3M7IILLrC9997bPvvsM3vyySetc+fOdt9995mZ2SGHHGJ33HFHo+NVTN6cA+os53s23oMcBEEQBEHbpkePtKwiL34Z2Gyzzdh7770B+N73vscVV1zBwIEDefbZZxkwYAAAixYtolu3bkvKHHXUUQC8+OKLdOvWjd122w2AddddF0je06effprRo0cD8MEHH/Dyyy/ToUMHdt99d7p37w5Anz59mD17Nl/96ldLyvfiiy+yxRZbsO222wJw7LHHcvXVV3P66ac32q8tttiCXr16AbDjjjtywAEHIIlevXoxe/bsJXLefffdjBw5Ekiv3XvjjTca1PXBBx9w7LHH8vLLLyNpidf2kUce4bTTTgNgp512onfv3gA89thjPPfcc0v0+tlnn7Hnnnsuqe/b3/42ALvuuiu33377krrGjBkDwP77788///lPPvjgAwC+/vWvs9Zaa9GrVy8WLVrEwIEDAZb05cUXX2x0vFpKGMhBEARBELRthg9Pa46zyyy6dEnxy0Dxq78kYWbsuOOOPProo7llvvCFLwDpCXzeq8PMjCuvvJKDDjqoXvzEiRPp2LHjkvN27do1uY45OTibT7adioqKJecVFRVL2jQzxowZw3bbbVev7PTp0+ud//znP2e//fbjjjvuYPbs2fTv379R2cyMAQMG8Ne//rVR2bL9z6uroNus7GuttdaS+EJfmhqvlhJrkIMgCIIgaNsMGgSjRsHmm4OUjqNGpfhl4I033lhiWP31r3/lq1/9Kttttx3z5s1bEr9w4UL+7//+r0HZnj178vbbbzNz5kwAPvzwQz7//HMOOuggrrnmmiWe1pdeeomPP/64UTnWWWcdPvzww9w2Zs+ezSuvvALATTfdRL9+/Vre4QwHHXQQV1555RLj9IknnsiV5YMPPmDTTTcFoKamZkn8V7/6VW699VYAnnvuOZ555hkAvvKVrzB16tQlMi9YsICXXnqpUVn23Xdfav0PlxMnTmSjjTZa4pFvinLHq7mEgRwEQRAEQdtn0CCYPRsWL07HZTSOAbbffntuvPFGevfuzb/+9S9OPvlkOnTowOjRoznnnHPYeeed6dOnD9OmTWtQtkOHDtxyyy38+Mc/Zuedd2bAgAH897//5Qc/+AE77LADu+yyCzvttBMnnnhik57i6upqvv71rzf4k16nTp244YYbOOKII+jVqxcVFRWcdNJJy9xvSJ7hhQsX0rt3b3baaSd+/vOfA7Dffvvx3HPPLfmT3tlnn815553H3nvvzaJFi5aU/9GPfsS8efPo3bs3v/71r+nduzfrrbceXbt2paamhu985ztL/nRX+DNeKYYNG0ZdXR29e/fm3HPP5cYbbyy7H+WOV3NRS933QRAEQetQVVVlhX+LB8GqyvPPP8/222/fau3Pnj2bgw8+mGeffbbVZFiVWbRoEQsXLqRTp068+uqrHHDAAbz00kt06NChtUUrSd6ckzTLzKqK88Ya5CAIgiAIgqBZLFiwgP3224+FCxdiZlxzzTVt2jhuLmEgB0EQBEGwxlFZWRne42VgnXXWYXV+khVrkIMgCIIgaBVimWewsmjuXAsDOQiCIAiClU6nTp345z//GUZysMIxM/75z3/SqVOnssvEEosgCIIgCFY63bt3580332TevHmtLUqwBtCpU6clm7SUQxjIQRAEQRCsdNZaay222GKL1hYjCHKJJRZBEARBEARBkCEM5CAIgiAIgiDIEAZyEARBEARBEGSInfSCIAhWMSR9CLzY2nKsRDYC3m9tIVYya1qfo7+rP221z5ubWdfiyPiTXhAEwarHi3lbo66uSKpbk/rL/2/v3kI1G+M4jn9/zXaWkIgZGiKHRCQ5JeGCyLgRiia5cxpSwo1bSqJIyWmKRhqKJIdQIg05xDBETDObYUZi5Ab5u3iXWk3MmNmz3mfevb+f2q21nvbF7+l9L35rrWe9i7k3Z+c7+03anF1iIUmSJPVYkCVJkqQeC7IkTZ6HWgcYs7k2X5h7c3a+s99EzdmH9CRJkqQeryBLkiRJPRZkSZIkqceCLEkTIsl5Sb5I8lWSW1vnGVqSg5O8kWRVkk+TLGmdaRySzEvyYZIXWmcZhyR7J1me5PPusz61daYhJbmp+z6vTLIsya6tM21vSR5Nsj7Jyt7YvkleTfJlt92nZcYtsSBL0gRIMg94ADgfOAa4PMkxbVMN7k/g5qo6GjgFuHYOzBlgCbCqdYgxug94qaqOAo5nFs89yXzgBuCkqjoWmAdc1jbVIB4Hzttk7Fbgtao6AnitO95hWZAlaTKcDHxVVV9X1e/AU8CixpkGVVXrquqDbv9XRsVpfttUw0qyALgAeLh1lnFIshdwJvAIQFX9XlU/Nw01vClgtyRTwO7Ad43zbHdV9Sbw0ybDi4Cl3f5S4OJxZtpaFmRJmgzzgbW942lmeVnsS7IQOAFY0TjK0O4FbgH+apxjXA4DNgCPdctKHk6yR+tQQ6mqb4G7gTXAOuCXqnqlbaqxOaCq1sHo5BfYv3GezbIgS9JkyL+MzYnf6UyyJ/AMcGNVbWydZyhJLgTWV9X7rbOM0RRwIvBgVZ0A/MYOfut9Jrp1t4uAQ4GDgD2SXNE2lf6NBVmSJsM0cHDveAGz8NbsppLsxKgcP1lVz7bOM7DTgYuSrGa0hObsJE+0jTS4aWC6qv65M7CcUWGerc4FvqmqDVX1B/AscFrjTOPyQ5IDAbrt+sZ5NsuCLEmT4T3giCSHJtmZ0YM9zzfONKgkYbQ2dVVV3dM6z9Cq6raqWlBVCxl9vq9X1ay+ulhV3wNrkxzZDZ0DfNYw0tDWAKck2b37fp/DLH4ocRPPA4u7/cXAcw2zbNFU6wCSpC2rqj+TXAe8zOjJ90er6tPGsYZ2OnAl8EmSj7qx26vqxXaRNIDrgSe7E7+vgasa5xlMVa1Ishz4gNGvtHzIhL2C+f9Isgw4C9gvyTRwB3An8HSSqxmdKFzSLuGW+appSZIkqcclFpIkSVKPBVmSJEnqsSBLkiRJPRZkSZIkqceCLEmSJPVYkCVJ0jZLsjDJytY5pO3JgixJkiT1WJAlSdJMTSVZmuTjJMu7N8WtTnJXkne7v8Nbh5T+LwuyJEmaqSOBh6rqOGAjcE03vrGqTgbuB+5tlE3aahZkSZI0U2ur6u1u/wngjG5/WW976thTSdvIgixJkmaq/uO4NvM/0g7LgixJkmbqkCT/XCG+HHir27+0t31n7KmkbWRBliRJM7UKWJzkY2Bf4MFufJckK4AlwE2twklbK1Xe8ZAkSdtXktXASVX1Y+ss0tbyCrIkSZLU4xVkSZIkqccryJIkSVKPBVmSJEnqsSBLkiRJPRZkSZIkqceCLEmSJPX8DaskBUa5zxIFAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -354,7 +354,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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6rScRMQGYANDW1lb/mTQzM1s9tbSUYxWNyleAAX/EIiJepiQjZ1F24vahnAEW8CCwJ5Tzn9nkFcpOIsBDwKkRMTIihgO14xKNkuljgAsiYgRlR0/Z75aVOudHxN4RcVwlIa+9Pgq8J6+HU5LraizPZbyjopzjHRYRzwJ/kvROlUysDXgs6+9aeX0MGAPclvFNyfgeAvaoBZdrUD//a3L+I4BP9zD/0cDTUc5Y/7Ay/7eoLkusPJM1abzG1RiGUZLWvSjPsNbXupK2zQR6G+CZ1WE9zczMrBfGj4fm5sXLmptL+QowkBPk2lnTe4BbgcuAqynHG/6WdSYCe0iamXWg7OxeI+koYDzwhTwfO43yI/Tu3Ew5Q3odmRBJGgxc1ct4bwRaMpbDgQspSd8QSddSdqjHA1MlTQdqp8zHURKou4HpEfFElrdKup2y2/ljyi760ZJuAjYDiIgHgLmS7sn5bQ9MA06U9N2c05vyzOx04FM9xH8vsL+kW4CdK+VXsOiXHhd7JhHxFxqv8a+B3XLejwKb51z2q/T7POVIxj3AZRFRd9BolV1PMzMzW5IxY2DCBNhqK5DK64QJpXwFqJ21tAYkvRfYJSIm9ncs/SF3dy+KiM8vh767IqLtje53ZdbW1hZdXV39HYaZmdlqQ9KcRvnIQD6D3O8iYjYwu7/j6C8R8SrwhifHZmZmZgPZQD5iYasw7x6bmZnZQOUE2czMzMyswgmymZmZmVmFE2QzMzMzswonyGZmZmZmFU6QzczMzMwqnCCbmZmZmVU4QTYzMzMzq3CCbGZmZmZW4QTZzMzMzKzCCfJKQFKrpPmSZkjqknR4H9qOlbRmH+qfJ2lIL+seLekuSbMk/UTSupImSXpXXb2Rks7pbQwNxmnYXtLFDco2lHS5pJmS7pX0r1ne1aDu62LtY1yN5jpa0sFL26eZWa91dEBrKzQ1ldeOjv6OyGyVMbi/A7Be64yIQyQ1A3cCP+5lu7HAtcDLS6ooqSkiTuhNp5JGAR8C9omIlyXtAvQ6Ee9h/IW9rR8Rn2tQfBFwS0RcmX2OXJaY+hpXRPxsWcczM1uijg5ob4cFC8r7efPKe4AxY/ovLrNVhHeQVz7NwAJJoyRNkzRb0ikAkoZIukpSp6SpknYHhgG3Sjpe0lBJN2a7KyQNyt3ZKZImA0fkLvW6knbKendLurA2eGXX9hPAdyLiZYCIeCAi/jfvHZ/j3yRJ1eAlfVLSffk1OstmSPpOxrmBpJtzDtdUdr/fKemWnO+22a4rX0dLOljSIOC9teQ445qRl+tI6pA0V9IRdTENlnRljvlTSRvnrv0sST8BTpK0X+5I3ydpbKX5sblOl2VfYyUdm9dX5NzulNTSl4dsZtajceMWJcc1CxaUcjNbZk6QVx4jJM0AfgVcCtwVEfsCw4GD8lhEOzA7IkYA74+Ie4BfAh+IiPOBU4DvZbu5QO0owPrARyLissp4jwL7RcQewBa1pLSya7s58HQ3sc6KiP2BF4GdaoWZwJ4C7A0cAHy90uanEXFAzuGWnMN/URJxgA2AA4ETgMX+BYiIn0XEDcBQ4LluYtoMOBrYCzim7t7BwJM55tXAv2X5FsCYiPhWxnpgtj+ucgzlF7mef2+wW90eESOBbwGNdruR1J7HZrrmz5/fTehmZnWefLJv5WbWJ06QVx6dmWy1Uo5N7CppKjAD2Bp4M7A9MAugmyMBOwBnZqJ9KCVpBOiKiKir2wr8VFIn0EZJFqueBt7STaxz8/UpYKNK+SbAvIj4e0T8mZJU1o753J+v21Su7wPeXuszY5yTdRp5Lsdo5PGIeCEiXgRUd6+7MR+o7ZADTRHxXL7/HYvWY07l9bW48puBb0qaBXyF168fABExISLaIqJtk026C93MrE5LNz+U6q7czPrECfJKJhM0AWcBxwH7AE9m2YPAnlDOzWaTV4BBef0QcGpEjIyI4UDtuESjZPoY4ILcVe3K/pG0Zd6/CviipDWyfCdJtWS4mmxXk9H5wFaS1pK0IbBmRPyjLoZHgffk9XDgkbwelsc1dgUeqwYqaT1JG0TEq8C9kj5Zubd3g5jqdTdmdV0W5hGVNYF3sGj3fNfKazWuYcCmEbEX5VnVJ+VmZktv/Hhobl68rLm5lJvZMnOCvPIYkedZ7wFuBS6jHAe4Avhb1pkI7CFpZtYBmAxcI+koYDzwhTwzOw3YpYfxbga+Lek6MsHO3d6rACJiKnAL0JnjjaMk493KBPYbwEzg59QdlajM4cDsc0cW/TLiX3O87+U8qg4DDsnrfwM+qPJXLO7KPpbkRqAlxzwcuLBBnVNz/FmUYyovZfl7JU0HhlTOO0P5ZmRzSbcD+/UiBjOz3hszBiZMgK22Aqm8TpjgX9Aze4Po9T9ZN2tM0nuBXSJiYn/HUiXpW8DZEfF8f8eyLNra2qKr63V/jc7MzMyWE0lzIqKtvtx/5s16LSJmA7P7O456EXFyf8dgZmZmqw4fsTAzMzMzq3CCbGZmZmZW4QTZzMzMzKzCCbKZmZmZWYUTZDMzMzOzCifIZmZmZmYVTpDNzMzMzCqcIJuZmZmZVThBNjMzMzOrGBAJsqRWSfMlzZDUJenwPrQdK2nNPtQ/T9KQXvb7iKSZkm6StFYv2mwo6dDexlJpd4akA/vaLtuOlPSOPtQfK2n3PtS/W9K/V973GKuk5frfSpZ0kKQ3L0W7pY5LUnsf61+8tGOZmb2mowNaW6Gpqbx2dPR3RGarjQGRIKfOiBgJ7A305T8dPBboVYIsqSkiToiIl3rZ9/kRsTfwJHBIpR9JUoP6GwJ9TpCX0UigVwlyzn9SRNzTy/pvBeYB+y19eEtHUnefzYOAPifIy6jXCXKu8eeWZzBmthro6ID2dpg3DyLKa3u7k2SzFWQgJcg1zcACSaMkTZM0W9IpAJKGSLpKUqekqbkTOgy4VdLxkoZKujHbXSFpUO6wTpE0GTgid6nXlbRT1rtb0oW1wbvZ/fsNsKWkSZK+D0wFhkq6MmP5qaSNgaOBETnGdpJGS5qVY3wi+99Z0l1ZNq4yxqGSbstY15a0ac5xpqRrJQ3K9l/Jtp2SdqR8g3C2pEszb79A0nRJt0vaMtv8VtKPgG/XdoAlNeV4M7Lu+lm3usN+CHAF8LikbaoLkrv+syRdJ2luZVe6SdL3Jd1X23nu5lmOlfQTST/LGDap9PkT4CRJ+0m6N/saK+ltwGjgUkln5zpdkX1PrszhXEl3Zr9vq32uJF2esR6U9b6UbedIGpVlb5d0R67vtyUdDWyXfY2Q1JbrO0vSSdnmDEmXSboV2FG5Wy3piOzrF5KO6OEzb2a2uHHjYMGCxcsWLCjlZrb8RUS/fwGtwHxgBvA0cBTQnPcE3AsMAY4HvpDlTfk6A1g3r88B9s3rEykJ3khgJqBq/eyvVnY9sG1dTGOBY/P6CsrO5STgqCz7OPCNvD4SOD3ncW0tPuBuyu52E9AJDAKmAO/MeU3NNmcAX892p7JoV3xwln0XGAXsAtxQibsp2x6Y7w8EvprXuwEX5vULwEZ5Xa0/JF+PAz7b4LlMAdYA9gG+XG2fcf8+42wBpub9x4GtMrYHsqzRsxwLXJnln8x+W4HHgDWz/D5gaI7xi2w3CXhX3j8W+Exefww4CXgP8OMsGwFcmtcvAhsD6wFz6uIaCkzP6xuAXes+Y12VNbmjspY3AJtm7F+r1Omq638t4P5uPvvtQBfQ1dLSEmZmEREhRZS948W/pP6OzGyVUv03vvo1mIGjMyIOUTlPfAfwkKQzKQna1pQfq28PXAIQEQsb9LEDMFzSaZRk6nLgOcrko65uK/BdSc3A24AtgEfq6hyvcqb4l8BkSpJ8f97bpnJ9H7B/XduhwLbAbZX3mwCbRsSD8Nq52NrO7JzK6/soydwPJG0EbA48kGV31eYSEQu1+EmPHYCDJe1NSUafyvJHI+L5akVJ6wAXS2qhHA25ru7+lsDOwM2UZHcI8M26Of4mIl4GnpS0QZY9HxHzso/aUZZdGzzL+jl/IK8fyD6hJKjPZV+/ozyj+vm+R9Knsu9ZvP65nJXXv4+I/82+/i5pMDAm2y4ENst6W0bEXOj2M7YTcEOu+0bAW7P8/gZ1R0n6Yl43PAYTEROACQBtbW31n1EzW121tJRjFY3KzWy5G3BHLDI5EiWxOY6ye/lklj0I7AmLnVF9hbIzC/AQcGpEjIyI4UDtuESjROcY4IKIGEHZwVP2u2WlzvkRsXdEHFdJlmqvj1J2KwGGU5LraizPZbyjopytHhYRzwJ/kvROlQyrjbJjCrBr5fUxYAxwW8Y3JeN7CNijFlyuQf38r8n5jwA+3cP8RwNPRzlj/cPK/N+SsR0CHB8RoyPi/cDDleMKNTtKWiPX7C9Z1ijJO4XXP8tGc66PdaHKsZk1KQnm0w3m+72c757Af9D4uQC0qvwS5TrAWhHxD8qO8z5UzpcDT0naJdei9hmrzukB4CP5TN/NoiS/0RqfDnwYOICyg21m1jvjx0Nz8+Jlzc2l3MyWu4G0gzxC0gzKj6OnAH8ErgZ+Dfwt60wEJkn6GPASJfGYDFwj6RpgPDAxdyuh51/2uxk4V9JRZMKVu4pXAXv1It4bgY9KmpnxjQH+DAyRdG2OPR6YKmkh5QjJocA4SkLaBEyJiCdyN7JV0u3A3ykJ2/bA5ZIOyP5/FREP5Bnae3L+xwLTgG9KGkE5VrKvpOkZ4xXkjnsD9wLjJN0CPAP8odJmNOXIwkcq9aexeCIJ5Rn9hHKk4pge1uo6Xv8sAdaW9HPKM/84sE5du1OBW/L6exHxUp7zPS/bnQdMkFT7RuA7EXGLpGck3Qn8g0XfJDwF/CdlXb+aZdMpu873UY6hQHluE/ObhPuAL1O+ObgO+DYl2b8+k+eXKT9V6Gne04G5wPM91DMzW9yYMeV13Dh48smyczx+/KJyM1uuamdZDZD0XmCXiJjY37H0B5VfBLwoIj7fi7qtwDkRUZ8093assZSz4xcuqe7qoq2tLbq6lutfyTMzM7MKSXMioq2+fCDtIPe7iJgNzO7vOPpLRLwKLDE5NjMzM1uVOUG2pRIRT/D6Ixd9aT/pDQvGzMzM7A004H5Jz8zMzMysPzlBNjMzMzOrcIJsZmZmZlbhBNnMzMzMrMIJspmZmZlZhRNkMzMzM7MKJ8hmZmZmZhVOkM3MzMzMKpwgm5mZmZlVOEFeDiS1SpovaYakLkmH96HtWElr9qH+eZKG9LLu0ZLukjRL0k8krStpkqR31dUbKemc3sbQYBxJujnH+Whf+5J0cYOytSVdkH3eLemsLO9qUPcMSQcuQ/xvyef2o772JWkzSWcu7dhmthLq6IDWVmhqKq8dHf0dkZktIyfIy09nRIwE9gZO7kO7sUCvEmRJTRFxQkS81Iu6o4APAftExF7AWb0dp6fxu7m1GbAwx/nfvvYbEZ9rUPwfwDMRsVdE7AHc0dd+6/UQ/95AR0R8qq99RsSzEXH6skVmZiuNjg5ob4d58yCivLa3O0k2W8k5QV7+moEFkkZJmiZptqRTACQNkXSVpE5JUyXtDgwDbpV0vKShkm7MdldIGpS7u1MkTQaOyF3qdSXtlPXulnRhbfDKbuwngO9ExMsAEfFARNSS1+Nz/JskqRq8pE9Kui+/RmfZDEnfyTg3yN3iTknX5O73+cAekn5S19foyg7wJyQ1Sfq5pO0kvUvSLbn73JX1h0k6Opt/DPhOra+ImJ6XTZK+n/H9e/3iSzpX0p0Z89uy7LeSfgR8W9LOuat+t6RxkjYGTgeOkTSurq9Tc54zc703y+u1JH1O0ldUfnpwbdb/Uj6TOfkNipmtasaNgwULFi9bsKCUm9lKywny8jNC0gzgV8ClwF0RsS8wHDhI5VhEOzA7IkYA74+Ie4BfAh+IiPOBU4DvZbu5wMHZ9/rARyLissp4jwL75e7qFpK2hcV2YzcHnu4m1lkRsT/wIrBTrVDSoIxhb+AA4OuVNj+NiANyDrfkHP6LkoifTNlB/3ilrybgNGA/4H3A5wEBRwMXARcAR0dE1NpExC8j4vv5dq2I+HuD2DcEvgHsDix2lEXSe4DNI+J9lKT3tLy1JXB8RJyYc/oXYE9gH8rafgM4PyLGV/raCdgu53ko8NWIeDZj/yFwWLaruiif3QHAqQ1iR1J7Hufomj9/fqMqZjaQPflk38rNbKXgBHn5qR2xaKUcm9hV0lRgBrA18GZge2AWQEQsbNDHDsCZmWgfSjm6ANBVTSRTK/BTSZ1AG7BF3f2ngbd0E+vcfH0K2KhSvgkwLyL+HhF/Bv4uaXDeuz9ft6lc3we8vZsxhgLbArcB0/L9JhHxOPA/wEMR0dO/KH+XtFaD8ucjYl6uX/1Rk+5iezQins/rTSPiwVzPrmzTyDspu+IzgB9TEmmA64B9gYsj4h91bcZImpV16p8HABExISLaIqJtk0026WZoMxuwWlr6Vm5mKwUnyMtZHmkQ5czvcZRdyiez7EHKzmX1POwrwKC8fgg4NSJGRsRwoHZcolEyfQxwQe5wdmX/SNoy718FfFHSGlm+k6RaMlxNtqtHLOYDW+URgg2BNStJYC2GR4H35PVw4JFuluK5nO+o/MZhWEQ8K2kE8H/AWyTtWG2QR1DelG+vBU6s3BvRIPZ63cVWXb8/SXpnHi1pAx7rpq+HyG96Mv7RWX4qcB7lSEb9L0ueRHneh/QQo5mtzMaPh+bmxcuam0u5ma20Bi+5ii2l2hGLtYApwB+Bq4FfA3/LOhOBSZI+Rtn9PACYDFwj6RpgPDBRi/4qQk+/7HczcK6ko8gEO3d7rwL2ioipeeyiU9I/KDvK/9LTBCLiVUnfAGZmUaNDdROBDkmfBJ4FzqbBbmlELJQ0HpgqaSEwP2MdDxwIrJdrcUCl2Z7ACMov6J0FnCNpJuUbu2lA5xLi75L0jKQ7gX8An25QbRzliEQTMCUinqg7hl3r61eSHskd+oXA7ZJuBd4dEQdJejjnfl6l2XTKTwjuA17oKVYzW0mNGVNex40rxypaWkpyXCs3s5WSXv+TeltVSHovsEtETOzvWJaGpJOAmyPi4f6OZUVoa2uLrq7X/dU6MzMzW04kzYmItvpy7yCvwiJiNjC7v+NYWhGx1H+L2czMzGxp+QyymZmZmVmFE2QzMzMzswonyGZmZmZmFU6QzczMzMwqnCCbmZmZmVU4QTYzMzMzq3CCbGZmZmZW4QTZzMzMzKzCCbKZmZmZWYUT5AFAUquk+ZJmSOqSdHgf2o6VtGYf6p8naUgv+30kY5ohaYSko3s7TqWf0ZIO7mOb9r6OU9f+YEl3Spop6RZJb5F0hqQD+9DHQZLe3M29ixuUfT7XbDNJZy5L/GY2QHV0QGsrNDWV146O/o7IzJYT/6emB47OiDhEUjNwJ/DjXrYbC1wLvLykipKaIuKEPsR0fkRcWI2xQX8Le+ogIn7Wh/Fq2oEJS9EOSdsDpwD7R8RfJbUCvf4GouIg4FHgv+v6b4qIz3XXKCKeBU5fivHMbCDr6ID2dliwoLyfN6+8Bxgzpv/iMrPlwjvIA08zsEDSKEnTJM2WdAqApCGSrpLUKWmqpN2BYcCtko6XNFTSjdnuCkmDJI2UNEXSZOCI3A1eV9JOWe9uSa8lwY12R7N8pKRz8voX2eay3Jm9UtLPJU2W9K95fX3WHSvp2Lz+jKR7c2d337p7o7Ovo4HtKrvWbZKmS5ol6aSse7Sk+3MdDq6L+1DgBxHxV4CIeCIifl83l3Nzh3mGpLdJ2riyUz5Z0tuA0cClks7OOK+WdAuwv6Su7Kcl+/kpsHeWtUq6Nq+/lGs8R9Kopf5EmFn/GzduUXJcs2BBKTezVY4T5IFjhKQZwK+AS4G7ImJfYDhwUB6LaAdmR8QI4P0RcQ/wS+ADEXE+Zef0e9luLlA72rA+8JGIuKwy3qPAfhGxB7CFpG0B6nZHj8+k8dK6WDcCzouII/L9f0XEAcBfgMF5LUnvqDWQtAlwFLBXROwNzGi0CBHxfeDhiBgZEZ3AN4GPRsRewJ6SNgUOo+wQjwBuqot7c+Dphitc4ngPsHlEvI+y03sasCvQFREjgYMyof4Z8OmI+Pds+nJEfCgibqt0dzLw1Yj4IBANhrson8UBwKndxNOucqyma/78+d2FbWb97ckn+1ZuZis1J8gDR2cmaK2UYxO7SppKSSS3Bt4MbA/MAujmaMMOwJmZaB8KbJblXRFRn8C1Aj+V1Am0AVs06O/8TFQ/XVf+fEQ8Wnn/q3z9Y931RpU6WwNzI+KVSvzVmNRgfICdgBtyTlsDb6Ukpudk4r5tXf2ngbd00xfANsD9eX0f8HbK0ZG/SLoM+GI37e5vUPZ2YE5ez25wf4ykWcB1NF5fImJCRLRFRNsmm2zSQ9hm1q9aWvpWbmYrNSfIA0xEvExJFs8CjgP2AZ7MsgeBPaGchc0mrwCD8voh4NRMaocDtWMHjZLpY4ALche2K/tH0pa9CLO+v+jmupr0Pg4MkzS4Ev/zlIQXYLdu+niAsvs9Eng3JSH9dUR8FpgIfLku7muAz0laL8tb8hxyzaPAe/J6OPAIsEZEfC0ijgTeL6mFxde10Zxrfe2a120N7p9EeX6HNLhnZiuT8eOhuXnxsubmUm5mqxz/kt7AUTtisRYwhbIDezXwa+BvWWciMEnSx4CXKD+6nwxcI+kaYDwwsfJXFE7uYbybgXMlHUUmgpm8XgXs9QbOC4CImJ87vndJ+hvlG4CpwEmSfgbMBx7L6g9Lug74NuXYyPWZUL9M+eW5H2TSuy7wpWzzE2D3iHhY0jeBn0l6lXLs47VjIxHRJekZSXcC/wA+DbxH0tdzHX4P/AG4FThP0s+BZ7uZ1reAK/Ns9J8b3J9O2fG/D3ih14tlZgNP7Rfxxo0rxypaWkpy7F/QM1sl6fU/ebfVlaT3ArtExMT+jqUvVP4c23ER8ZX+jmVZtLW1RVdXV3+HYWZmttqQNCciXvdTYO8g22siYjaNz9IOaBHx38BKnRybmZnZwOEzyGZmZmZmFU6QzczMzMwqnCCbmZmZmVU4QTYzMzMzq3CCbGZmZmZW4QTZzMzMzKzCCbKZmZmZWYUTZDMzMzOzCifIZmZmZmYVTpDNzMzMzCpWmwRZUquk+ZJmSOqSdHgf2o6VtGYf6p8naUgv664v6SVJu/dQp1XS+yvvL+5tLJX21/alTaXthpIO7UP9zSSd2Yf6n5P00BLqHCTpzXk9WtLBve0/25wh6cC+tKm0HSnpHX2oP7anZ2lmK1BHB7S2QlNTee3o6O+IzGwlsdokyKkzIkYCewMn96HdWKBXCbKkpog4ISJe6mXfHwYuBT7eQ51W4LUEOSI+18u+3wgbAr1KkCUJ+FNEnN6H/g8E7pW0cw91DgLeDBARP4uIG/rQ/7IaCfQqQc5nPyki7lm+IZnZEnV0QHs7zJsHEeW1vd1Jspn1yuqWINc0AwskjZI0TdJsSacASBoi6SpJnZKm5m7gMOBWScdLGirpxmx3haRBucs4RdJk4IjcpV5X0k5Z725JF9YGr9sB/ggwDtg5E0wkfVDSPRnDJ4GjgcOy3w0kdWW9SZImZpw3qRgs6cps+1NJG+c4m0q6TtLc2g6npHOyz9mShmXZeyXdme1PzLFHZL3tcgd3Vs7pE5U4vg9MBYbVdqslfSnnP0fSqCx7bQdY0lDgRWAC+Q1CzuGiHKNT0m7AaOBSSWfnDu2xWfdBSR05pyOybGdJd2V84yrrfKik2/I5rS1p01y3mZKulTQo238l23ZK2pHyzdHZki7N2C6QNF3S7ZK2zDa/lfQj4NvK3WpJTTnejKy7ft8/pma21MaNgwULFi9bsKCUm5ktSUSsFl+UXdj5wAzgaeAooDnvCbgXGAIcD3why5vydQawbl6fA+yb1ycCh1B2GWcCqtbP/mpl1wPb1sW0HnBtXp8JDKd80/JAZbym7P+cSruufJ0EfCqvO4CdKYnmN7LsSOD0nPvvKbvgLcDUvF+b/85AR17fBbylMnZrJcYm4O7spwnoBAZlHEdV1vnauv6HAtMbPJP2XD8Bt2bZR4DzK3Wasv935fuxwLF5/Tywfq71PVk2BXhn9jk14zkD+HreP5VFPxEYnGXfBUYBuwA3VJ5ZU7Y9MN8fCHw1r3cDLszrF4CN8rpaf0i+Hgd8tpvPZTvQBXS1tLSEmb1BpIiyd7z4l9TfkZnZAFLLqeq/BrN66YyIQ1TOE98BPKRyXnYNYGvKj/G3By4BiIiFDfrYARgu6TRKAnw58BxlgaOubivwXUnNwNuALYBHKvc/DLxD0s+AdSg7208AT0XEi7UYcmO5O3Pz9SlgI2Ab4P4suw/YP69/ExEvA09K2iDLTpR0ALAQeDXL1oyIP3Yz9lBgW+C2yvtN8vp+Xm+MpE9l/5s1uP8RYC3gXyjr8C7K+s+qVVjC/B+PiBfgteMdAJtGxINZ1kVZD4A5ldf3ARsDP5C0EbA55ZuSjYG7as+xwdg7AAdL2puSgD+V5Y9GxPPVipLWAS6W1EI5pnJdowlExATKDjptbW31nx8zW1otLeVYRaNyM7MlWC2PWGSiKOAsyu7ePsCTWfYgsCeUM6XZ5BXKTinAQ8CpETEyIoYDteMSjZLpY4ALImIEZZewdoRiy7z/MWCfiBgdEXsB76bscm+ZCVYthur4r5tO5VrAo8B78v1wFiXkO0paI8f+i6Q3UXZE9wKOrcUG/F3S5t2M/Vyuz6goZ7mHRcSzPcz/JMraHvJagNJ6eUxkKPB/EbF/RIym7HYfQmX9s756mH+jhPJPkt6Z7dqAx7J818rrY8AY4LZ8NlNy/g8Be1TGrp//Q8A1+exHAJ/uYe6jgacjYm/ghyxaXzNbEcaPh+bmxcuam0u5mdkSrG4Jcu0s7T3ArcBlwNXAFcDfss5EYA9JM7MOwGTgGklHAeOBL+TZ2mmUH8t352bKudTryCRL0mDgKknrAVtExP9U6j9G+dH9OGCapOnA4cCvgd3yrOx6S5jjjUBLxn84UDv7/EfgJxnTf1COJ/wJqI1R80Xg2hz7BOAZYEieK27N+U/N+0v6bZfplN3gcZRjCACHURLhg6nsFFOOuHwg41s7z0FPo+zq3gqcpzwnvgTjKAnp3ZRjHU9keauk2ym7xz+m/AThaEk3kbvbEfEAMFfl/Pc0ym72NMpO+3cztjflGeTpwKd6iONeYH9Jt1COsJjZijRmDEyYAFttBVJ5nTChlJuZLYFefyrAlidJ7wV2iYiJ/R1Lf5D0LeDs+iMJVo5YdHV19XcYZmZmqw1JcyKirb58dTuD3O8iYjYwu7/j6C8R0Zc/r2dmZma2wq1uRyzMzMzMzHrkBNnMzMzMrMIJspmZmZlZhRNkMzMzM7MKJ8hmZmZmZhVOkM3MzMzMKpwgm5mZmZlVOEE2MzMzM6twgmxmZmZmVrFaJ8iS7pb0772se4akA5djLBtKulzSTEn3SvrX5TVWDzG84f+dY0ntvax3mqQZkp6Q9Ou8PmR5xPRGW9IcJY2WdPCKisdstdbRAa2t0NRUXjs6+jsiM1sJrbYJsqS3AvOA/Rrc6491uQi4NSL2joh/Av5recW0gufXqwQ5Ir4aESOBScC/R8TIiLh2aQZcXvProd8e5xgRP4uIG5ZDSGZW1dEB7e0wbx5ElNf2difJZtZnq22CDBwCXAE8Lmmb3CG+TNKtwI6SvpI7zJ2Sdsg2n5B0a+7yNktqknRb7nbeLml9AEljJc3K9vtm2ZckTZM0R9KoLBst6WBJg4D3RsSVteAiYkbW+a2kHwHflrS1pJ/neOdWxrpe0i2S7pe0RZZfkfXulNSSZb+QdCFwmaRNJE3J+V2RwzZJ+r6k+2o765JGZdyzJZ2SZWtn/9MkTa7M+9wcb4akt0k6Gtgu34/oaQ16eE6NYhoq6cbs6wpJgySNzPlMBo7Iuf5A0i8ltUuaJGmupE9kH/vlTv19ksZm2aRsM03SZZX1vVrSLcD+kk6SdE8+290y9tocD+vhGR3bp0+nmfXduHGwYMHiZQsWlHIzs76IiNXyC5gCrAHsA3wZOAP4Wt7bBbgBUL5vyvun5fvxwIfzeki+Hgd8FhgK/BwQ0Azckfeb83UoML0ulk2Be7qJ8wVgo7z+CbBNXl8AtAFjgf+XZZ8Fjqsb78PA+Lz+PfD2vD4XOLg2v3x9HNgq5/tAXT8C7gWGAMcCn8nyjwEnAe8BfpxlI4BL87qrMpdu16BS5wzgwMr7RjGdA+yb1ydSvtkZCcysPLPHgbfmM/gL8GZgQ+CuvH9fxrEm8Iuc1ySgPe9PyD7HApdn2WY5RhOwNTC1wRy7e0bHdjPfdqAL6GppaQkzWwZSRNk7XvxL6u/IzGyAqv4bXv0azGpI0pbAzsDNlGRnCHAHcH9W2Z6SSAVARCyUBDA37z8FbCRpHeDi3KHdELiOkjjtAEzPupvk6xhJnwIWUhKtqucq9eo9GhHP5/V2wCUZy3oZc31cw3NH+puShgFrsei4xvMR8WhljuNr86vcn5dr9FKW7SrpTMo3E1tTEs0dgPfkfNYAZgHbVNbvPuCsBnPpaQ260yimHXKep1Ge3eWUNeyqPbNs91S2eygi/juv18r7TRHxXJb9Dtgiy+dUXrcBXq3Mq5WSpC+k/ORhgwbxdveMGoqICZRknLa2tuiprpktQUtLOVbRqNzMrA9W1yMWhwDHR8ToiHg/8DDwNkriBvAQsEetshadPa0mMAJGA09HxN7AD7PsceBXwD5RztQOy/onUXarD6n0u56kDSLiVeBeSZ+s3Ns7L2sxkXEemf22UXbBG8U1DNg0IvaiJKpq0NeDwJ49zK/mFMru+D7Ak9nXQ8D3opwT3hP4D+BRyi4ywHDgkQZ9drsGDcataRTTQ8CpOf5w4OIG84turmsW5lGNNYF3AE9n+a6V18fq+n0CGKZytGZr4M8N+u/uGZnZ8jZ+PDQ3L17W3FzKzcz6YHVNkD8GdFbeT6OStEXEA8DcPGs6jbLb2si9lHOpt1B2pMldyR8DnZKmA9/JutMpO63jKMcmAA6rjPtvwAdVzjffBezYYLwvAz/ImG5n0a5nvYeAzSXdToNfQkxnA+2SOoFLu6kDZVf8asp57b9l2QSgdjZ5GvD+iOgCnpF0J3Am8LWs+7Ck6yT9Uy/WoLfGA1+ojL9LH9sDnArckvF8LyJqu9Pvzec2JPIceE1EPAvcBNxFWY9T8tb0PIv9z/T+GZnZG23MGJgwAbbaCqTyOmFCKTcz6wMt+om0rWiSvgWcXTlCsdoZSGsgaRJwTkT8pj/Gb2tri66uAf9X7czMzFYZkuZERFt9+Wp5BnmgiIiT+zuG/uY1MDMzs4HGCbJZioix/R2DmZmZ9b/V9QyymZmZmVlDTpDNzMzMzCqcIJuZmZmZVThBNjMzMzOrcIJsZmZmZlbhBNnMzMzMrMIJspmZmZlZhRNkMzMzM7MKJ8hmZmZmZhUDJkGW1CppvqQZkrokHd6HtmMlrdmH+udJGtLLfh+RNFPSTZLW6kWbDSUd2ttYKu3OkHRgX9tl25GS3tGH+mMl7d6LerVnMk3SdElnSlqjh/qTJL0r272/t/H01qq0tmaWOjqgtRWamsprR0d/R2RmNnAS5NQZESOBvYGT+9BuLNCrBFlSU0ScEBEv9bLv8yNib+BJ4JBKP5KkBvU3BPqcxC2jkUCvkric/6SIuKeXfXdGxL7AvpTPywm9aNMKLHWCvBqtrdnqraMD2tth3jyIKK/t7U6SzazfDbQEuaYZWCBpVO5ezpZ0CoCkIZKuktQpaWru1g0DbpV0vKShkm7MdldIGpS7gFMkTQaOyF3qdSXtlPXulnRhbXBJFzeI6TfAlrlL+n1gKjBU0pUZy08lbQwcDYzIMbaTNFrSrBzjE9n/zpLuyrJxlTEOlXRbxrq2pE1zjjMlXStpULb/SrbtlLQj5RuEsyVdmrnlBbnje7ukLbPNbyX9CPh2bUdVUlOONyPrrp91X7fDHhEBnAV8JOu8bl4VRwOHZb8b5HOYIelOSS3Z/heSLspn+69ZtsqvrZlVjBsHCxYsXrZgQSk3M+tPETEgvii7jvOBGcDTwFFAc94TcC8wBDge+EKWN+XrDGDdvD4H2DevT6Ts+o4EZgKq1s/+amXXA9vWxTQWODavrwAOAiYBR2XZx4Fv5PWRwOk5j2tr8QF3U3a3m4BOYBAwBXhnzmtqtjkD+Hq2O5VFu+KDs+y7wChgF+CGStxN2fbAfH8g8NW83g24MK9fADbK62r9Ifl6HPDZBs/k2rqy+3uY1yTgXbne51Ta1J7jh4Hxef17ys7sYKCL8k3RarO2lbVpz/l3tbS0hNlqRYooe8eLf0n9HZmZrSaArmjw7/NgBpbOiDhE5TzxHcBDks4E1gC2Bt4MbA9cAhARCxv0sQMwXNJplAT4cuA5ygJEXd1W4LuSmoG3AVsAj9TVOV7l3OsvgcmUJPn+vLdN5fo+YP+6tkOBbYHbKu83ATaNiAcBJHVlPwBzKq/vAzYGfiBpI2Bz4IEsu6s2l4hYqMVPI+wAHCxpb0qS+FSWPxoRz1crSloHuDh3dTcErqMH+Vxe7mFejdoMAr4paRiwFvBfeevFiPhd1nkk5wer2dpGxARgAkBbW1v959Ns1dbSUo5VNCo3M+tHA/KIRUS8TElAzqLsvu1DOQMs4EFgTyhnPrPJK5TdQ4CHgFMjYmREDAdqxyUaJdPHABdExAjKLp6y3y0rdc6PiL0j4rhKQl57fRR4T14PpyTX1Viey3hHRTlbPSwingX+JOmdKtlXG/BY1t+18voYMAa4LeObkvE9BOxRCy7XoH7+1+T8RwCf7mH+o4Gno5yx/mFl/m+RGp4BPhW4qYd51VTjGUZJWveiPM9av+tK2jYT6G2AZ+riXCXX1swqxo+H5ubFy5qbS7mZWT8aaAly7XzpPcCtwGXA1ZTjDX/LOhOBPSTNzDpQdnavkXQUMB74gsrZ4mmUH5t352bKudHryCRI0mDgql7GeyPQkrEcDlxISfSGSLqWskM9HpgqaTpQ+82TcZSk6W5gekQ8keWtkm6n7HD+mLKLfrSkm4DNACLiAWCupHtyftsD04ATJX035/SmPCc7HfhUD/HfC+wv6RZg50r5FSz6pccRuZYzKMchzstvFBrNq+bXwG65Bo8Cm+e89qvUeZ5yBOYe4LKIqDuIuMqurZnVjBkDEybAVluBVF4nTCjlZmb9qHbW0pKk9wK7RMTE/o6lP+SO7kUR8fnlPE5XRLQtzzFWNm1tbdHV1dXfYZiZma02JM1plI8MtDPI/S4iZgOz+zuO/hIRrwLLNTk2MzMzG8gG2hELW01499jMzMwGKifIZmZmZmYVTpDNzMzMzCqcIJuZmZmZVThBNjMzMzOrcIJsZmZmZlbhBNnMzMzMrMIJspmZmZlZhRNkMzMzM7MKJ8i9JKlV0nxJMyR1STq8D23HSlqzD/XPkzSkl/0+kjHdI+ldvR0j27f3pX43fVzcoOwbkkYuj3EljZT0VM75fkn79LH98prz5/N5bCbpzGUdw2zA6uiA1lZoaiqvHR39HZGZ2RvOCXLfdEbESGBv4OQ+tBsL9CpBltQUESdExEu97Pv8jOlk4Pg+xATQ62RRUsPPSkR8ro9j9mncblydc/4ocOryGntp5hwRz0bE6X2MyWzl0NEB7e0wbx5ElNf2difJZrbKcYK8dJqBBZJGSZomabakUwAkDZF0laROSVMl7Q4MA26VdLykoZJuzHZXSBqUu6JTJE0Gjsjd0XUl7ZT17pZ0YW3wRjuYwHrAX/P+l7LdHEmjsuztku7IuL4t6WhguxxrhKQ2SdMlzZJ0UrY5Q9Jlkm4FdpR0rqQ7s83bsk5Xvg7LHd2bgXdmmSRdkP3eLmnLXo57dPbVKengXs75iJzfLyQdkWWb5Lp25lofXBn7MElbS/p5vj8324yVdLWkW4D9JZ2Uu/N3S9qtbs4tuR4/pXzTVPtJw7XdPQezldq4cbBgweJlCxaUcjOzVUlE+KsXX0ArMB+YATwNHAU05z0B9wJDKLu4X8jypnydAayb1+cA++b1icAhwEhgJqBq/eyvVnY9sG1dTGOBR7Ltn4Cds7wW11Bgel7fAOxaF1dXpa87gI0qdTcFzgC+lmXvAX6c1yOAS6t9AFOA7XItZuWcDgS+mvd3Ay7s5bgzgA2qsVbqjwSeyjr/DRxQN+e1gPvz+lzg4B7m/BNgm7y+AGjLNb08yzbLtW0Ctgam1s35QuD9ed2RbVuBa7t7Dg0+V+1AF9DV0tISZgOaFFH2jhf/kvo7MjOzpVLNC6pf3kHum9oRi1ZKMrSrpKmUZG1r4M3A9pQEkYhY2KCPHYAzJc0ADqUkYVAeUNTVbQV+KqmTkrxt0aC/8yNib+DdwDezbIykWcB1lTZbRsTcHuLaCbgh49oaeGuW35+v21Su7wPeXtd+04h4uPZhq8z14Ozzu8CGvRz3ZOAcSZcC2zZoUzti8XbgtCwblet0G/COLFvSs9gOuCTH3gPYsm7OrcADEbEwIh4HNqhr/3ZgTl7PbtB/o+ewmIiYEBFtEdG2ySabNKpiNnC0tPSt3MxsJeUEeSlExMuUndKzgOOAfYAns+xBYE9Y7AzrK8CgvH4IODUiRkbEcKB2dKBRAncMcEFEjKAkncp+t2xQ9wUWJXAnZUyHVO4/JWmXuriqCfkDwEcy8Xw3ixK/WlyPUnaRAYZTdq6r/iRpW0nK9rW5XpNzHQF8upfj/joiPgtMBL7cw5wXAOvk9enAh4EDgBezrNGzqI79MHBkjt1G2QWvzvkJYJikJklbA3+uG/9RYNe8bmsQX6PnYLbyGj8empsXL2tuLuVmZquQwf0dwEpmRO42rkVJpv4IXA38Gvhb1pkITJL0MeAlSsI2GbhG0jXAeGCiFv2lg55+2e9m4FxJR5EJtqTBwFXAXlnneEmHAGsDX8uy6ZSd0/soiXNtnImZwN5HSTwflnQd8G3gFOD6TCRfBg6qBhIRXZKekXQn8A8WJbs1/wFcSTn28OdK/PtKmp7vrwAu6cW4P5DUSjlm8qVs+xNg97w+TFJbzvl7WXZdznsu8HyWnU15Fl+kJLtHAtNVznrXku8fSFqLkhR/pm7Oz0q6CbiLklj/W92cvwVcmWen/8zrNXoOZiuvMWPK67hx8OSTZed4/PhF5WZmqwi9/qf6NpBJei+wS0RM7O9YVhRJbwaOi4iv9Hcsy1NbW1t0dXUtuaKZmZm9ISTNiYjX/RTYO8grmYiYTePzrqusiPhvYJVOjs3MzGzg8BlkMzMzM7MKJ8hmZmZmZhVOkM3MzMzMKpwgm5mZmZlVOEE2MzMzM6twgmxmZmZmVuEE2czMzMyswgmymZmZmVmFE2QzMzMzswonyGZmZmZmFcs9QZbUKmm+pBmSuiQd3oe2YyWt2Yf650ka0st+H5E0U9JNktbqRZsNJR3a21gq7c6QdGBf22XbkZLe0Yf6YyXt3su6e0qans+lU9LHlibGFa2va1Jp17UMY7b3sf7FSzuW2YDQ0QGtrdDUVF47Ovo7IjOzFWpF7SB3RsRIYG/g5D60Gwv0KkGW1BQRJ0TES73s+/yI2Bt4Ejik0o8kqUH9DYE+J8jLaCTQq2Qw5z8pIu7pRd03Af8JfDKfy/7A08sQ5xtOUnefzZH0ck3eQL1OkPM5fG55BmO2XHV0QHs7zJsHEeW1vd1JspmtVlb0EYtmYIGkUZKmSZot6RQASUMkXZW7mVNzJ3QYcKuk4yUNlXRjtrtC0qDcTZwiaTJwRO6Gritpp6x3t6QLa4N3s7P3G2BLSZMkfR+YCgyVdGXG8lNJGwNHAyNyjO0kjZY0K8f4RPa/s6S7smxcZYxDJd2Wsa4tadOc40xJ10oalO2/km07Je1I+QbhbEmXZt5+Qe763i5py2zzW0k/Ar5d262W1JTjzci662fd2g77h4AbIuIZgIh4pZZYS/pSrt0cSaOybJKkidnf9yWdljF+L++fkev1c0mTJf1rXl+f91/3PPLZ3ZJfsyVt22A+i61nxt6bNTlJ0j3Zbrd8Bk2SLsqx/jXrHSHpDkm/kHRElm2Sz6kzP2cHA9vl3A+TtHXObYakc7PNWElXS7oF2F+5W60Gn3OzAW/cOFiwYPGyBQtKuZnZ6iIilusX0ArMB2ZQdimPAprznoB7gSHA8cAXsrwpX2cA6+b1OcC+eX0iZdd3JDATULV+9lcrux7Yti6mscCxeX0FcBAwCTgqyz4OfCOvjwROz3lcW4sPuJuyu90EdAKDgCnAO3NeU7PNGcDXs92pLNoVH5xl3wVGAbsAN1Tibsq2B+b7A4Gv5vVuwIV5/QKwUV5X6w/J1+OAz9bN/8vA5/J631y3yfm+9myGAtPzehIwJq9nAh/J6y5g7Rx3XJZdDhyf1zdQdntf9zzy2d2Za7UHMKnBfLpbz27XBNgsY2wCtgam5v3fZyyDM+7mylzXAu7P63OBg+s+h12VtfsJsE1eXwC05TO9vFKnq24tX/ucN/jfR3vG09XS0hJm/U6KKHvHi39J/R2ZmdkbrvpvfPVrMCtGZ0QconKe+A7gIUlnAmtQkpg3A9sDlwBExMIGfewADJd0GiXhuhx4jjKxqKvbCnxXUjPwNmAL4JG6OsernCn+JTCZkiTfn/e2qVzfRzmCUDWUkuTdVnm/CbBpRDwIr5153Sbvz6m8vg/YGPiBpI2AzYEHsuyu2lwiYqEWP+mxA3CwpL0pCddTWf5oRDxfrShpHeBiSS2UoyHX1cX/dMZPREwDpmnRGd0xkj4FLKQkmzW/qrStXT8LbFB3/4911xtRvnmofx4AcyMiJM2prFV1Pt2tZ09r0go8kJ+hxyXV4nsxIn6XfT1CWfd3Sfpi3q8d29geGJ9r0+hzuB1wST6b9SifZ1j0eanatcHnfF61QkRMACYAtLW11X+OzVa8lpZyrKJRuZnZamKFHrGIiJcpicxZlJ3NfShngAU8COwJi50/fYWSXAE8BJwaESMjYjhQOy7RKIk5BrggIkZQdueU/W5ZqXN+ROwdEcdVEqHa66PAe/J6OCW5rsbyXMY7KsoZ3mER8SzwJ0nvVMme2oDHsv6uldfHgDHAbRnflIzvIcpOKpU1qJ//NTn/EcCne5j/aODpKGesf1iZ/1sytp9SEsstsnxQpe1JlOdyyOJdEt1cqxf3Gz4PYFjGU1uX+vk0Ws8lrckT2W+TpK2BP2fddSVtm3PdBniG8pOBDwMHAC9mvUafw+p8HgaOzOfeRnl+9XHXnMLrP+dmA9v48dDcvHhZc3MpNzNbTayoHeQRkmZQfpQ9hbKzeDXwa+BvWWciMEnlrym8RElaJgPXSLqGsqs3MXfkoOdf9rsZOFfSUWQyJWkwcBWwVy/ivRH4qKSZGd8YSqI1RNK1OfZ4YKqkhZQjJIcC4ygJaRMwJSKeyJ3GVkm3A3+nJJ7bA5dLOiD7/1VEPCBprqR7cv7HAtOAb0oaQTlWsq+k6RnjFeSOewP3AuPyTOwzwB8qbUZHxP9I+jxwpaQA/gGcl3WmA7MoO+cv9GKteuN1zyP9FbiFsgM/pkG7RuvZ45pExCWSbgLuoiS2/5b3ns/67wYui4gFkq7L+c7N+wBnUz6HX6Qk20cC01XOuU+kHE/5gcpfPlkIfKaHeV/H6z/nZgPbmPyf4rhx8OSTZed4/PhF5WZmq4HaudBVnqT3ArtExMT+jqU/5M7pRRHx+f6OBcov6VHOEp/Uz6EMGG1tbdHVtdR/jc7MzMz6SNKciGirL19RO8j9LiJmA7P7O47+EhGvAgMiOTYzMzMbyFabBNkGloiYQfnrGWZmZmYDiv9T02ZmZmZmFU6QzczMzMwqnCCbmZmZmVU4QTYzMzMzq3CCbGZmZmZW4QTZzMzMzKzCCbKZmZmZWYUTZDMzMzOzCifIPZDUKmm+pBmSuiQd3oe2YyWt2Yf650ka0su6R0u6S9IsST+RtG5vx+lDPK2Srl3KthtKOrQP9TeTdObSjPVGkzRM0tHLod973+g+zZaLjg5obYWmpvLa0dHfEZmZrXD+L+ktWWdEHCKpGbgT+HEv240FrgVeXlJFSU0RcUJvOpU0CvgQsE9EvCxpF6DXifgKsiFwKHDNkipKEvCniDh9eQfVGxHxS+CX/RyGWf/o6ID2dliwoLyfN6+8Bxgzpv/iMjNbwbyD3HvNwAJJoyRNkzRb0ikAkoZIukpSp6SpknYHhgG3Sjpe0lBJN2a7KyQNkjRS0hRJk4Ejcpd6XUk7Zb27JV1YG1zSxXn5CeA7EfEyQEQ8APxV0p2VuldL2lrSl7KvOZlYI2mSpIkZ500qBku6MuP/qaSNs6tNJV0naW7OCUnnZKyzJQ3LsvdKujPbnwgcDYzIettJGp273XdL+kQlju8DU4Fhtd3qbmIeLengvO6qzPPefD1DUoekWyXNlNQsqUnSbRnD7ZLWl7Rxvp+R646ksyTdk+3+KZ/LOXnvyPzJwWWSft3dWFl+as5/pqSd6tr/CFhnGT57ZivGuHGLkuOaBQtKuZnZ6iQi/NXNF9AKzAdmAE8DRwHNeU/AvcAQ4HjgC1nelK8zgHXz+hxg37w+ETgEGAnMBFStn/3Vyq4Htq2L6VZguwaxXgC0AesDt2dZLdahwPS8ngR8Kq87gJ2BjwPfyLIjgdNz7r+n7E63AFPr+twZ6Mjru4C31Oafba+tvL87+2kCOoFBGcdRlXW+truY6+bZVbm+N1/PAE7L6/HAh/N6SL4eB3wW2A84p+453Q8MrsQ6Mp/XYMpO8prAxsAL3Y0F7ARclmWbATfkHH8JrFVt32A+7UAX0NXS0hJm/UqKgNd/Sf0dmZnZclHNK6pfPmKxZLUjFmsCdwAP5XnZNYCtgTcD2wOXAETEwgZ97AAMl3QaJQG+HHiO8lCirm4r8N3cmXwbsAXwSOX+08BbgIfr2v0I+P+AB4DrsmyMpE8BCymJW83cfH0K2AjYhpIoAtwH7J/Xv4myU/2kpA2y7ERJB2Sfr2bZmhHxx9r8y6mJ1wwFtgVuq7zfJK/v5/W6i7mR6kCLzUnSOsDFklooRz6uAy4F9pB0GfBrSiL8laz3D8o3BtW4n8r5/6+kx7obC1g7+52R5a/mHJ+KiL8Df69r/5qImABMAGhra6v/LJitWC0t5VhFo3Izs9WIj1j0UiZKAs6i7EjuAzyZZQ8Ce0I5T5xNXqHsIgI8BJwaESMjYjhQOy7RKJk+BrggIkZQdhaV/W6Z968CvihpjSzfSdJGEXE/ZVf3cBad/T0p4zykfjqVawGPAu/J98NZlJDvKGmNHPsvkt4EHAjsBRzLogT175I2r8y/Ovfncn1GRcRIYFhEPNvD/F8Xs6T1Kgn6q3lcYn1K4t3dnEYDT0fE3sAPs2yNiPhaRBwJvD+T55kRcRRlZ7u90sd8YEtJa0rakPLNUHdjPUT5RmpkznF0XfvaNyFmA9v48dDcvHhZc3MpNzNbjXgHeclG5M7gWsAU4I/A1ZQdyL9lnYnAJEkfA14CDgAmA9dIuobyo/iJWvSXGk7uYbybgXMlHUUmmZIGUxLjvSJiqqRtgc7c9Xwa+Jdsezvw3oj433w/HZhF2RV+oYcxbwQ+KmlmzmkM5ajGH4GfAFtREvfngT9lv3dX2n8RuFbSyxn/ecCQPFd8cs5/qqSFlMSxp79w0SjmwyhJ6SXAhZSjKf+Vc+/OvcA4SbcAzwB/AN4j6euUdf19lt2q8tdD1qKs45sAIuJVSd/LeT4ENNhWKyLiV5IekdRJSfpvj4ivSzqvN+3NBozaL+KNGwdPPll2jseP9y/omdlqR6//Cb8NNJLeC+wSEROXUO/LwO8i4oYVE9mKIelbwNkR8fwKHneNiHhF5ZcWb83d/+Wmra0turq6llzRzMzM3hCS5kREW325d5BXAhExG5jdU50837wn8J0VEtQKFBE97bgvT0dL+iiwHuWsspmZma0GnCCvIiLiq/0dw6omIr4HfK+/4zAzM7MVy7+kZ2ZmZmZW4QTZzMzMzKzCCbKZmZmZWYUTZDMzMzOzCifIZmZmZmYVTpDNzMzMzCqcIJuZmZmZVThBNjMzMzOrcIJsZmZmZlaxSiTIklolzZc0Q1KXpMP70HaspDX7UP88SUN62e8jkmZKuknSWpLOkHRgb8fqoe/2Ze1jGcbu03o1aP/XfE73Sxqez+7aNyCugyS9eVn7Wcqxh0l6b15vJunM/ojDVkMdHdDaCk1N5bWjo78jMjNbJawSCXLqjIiRwN7AyX1oNxboVcInqSkiToiIl3rZ9/kRsTfwJHBIH2Jakn5LkOnDenXj4XxOnwfOeiMCSgcB/ZIgA8OA9wJExLMRcXo/xWGrk44OaG+HefMgory2tztJNjN7A6xKCXJNM7BA0ihJ0yTNlnQKgKQhkq6S1ClpqqTdKcnNrZKOlzRU0o3Z7gpJgySNlDRF0mTgiNz9XFfSTlnvbkkX1gaXdHGDmH4DbFmp0yTptuzrdknrZ/mDkjokzZV0RJa9XdIdGfO3JR0NbJdtR0jaT9K9ku6TNDbbTJI0Met8X9Jp2f57eb9T0tp5/S1J+9SPk/fGSpqVc9y3l+u1e655p6SvZj+nSHpbT2uS9b6Ufc2RNKpuLlNzJ77mooytU9JuwGjgUklnS9pA0s157xpJa+ZzvC37eEDSIZImq+xkv1nSFyR9Isd8Z45bP87GkraW9PNc23Mz9KOB4yXdqsqOeKP5mL1hxo2DBQsWL1uwoJSbmdmyiYiV/gtoBeYDM4CngaOA5rwn4F5gCHA88IUsb8rXGcC6eX0OsG9en0jZ9R0JzARUrZ/91cquB7ati2kscGxeX0HZ4TwDODDLhuTrccBn8/p5YP3s/54suwHYtS7mrso49wFDKbu6v8i4JgFj8v5M4CO1dsDalbkJuJvyjdJi42SfP886zcAdvVyvr1Xm2NTgWXXl6/7Ajfnsrs2y2jMbCkzP60nAp/K6A9gZ+Ahld55KvJOAd+X7LwGfz+vTgSPzOd6eZUcBN+T18ZQd+U2BG7NsfMbXaJyfANvk+wuAtrpn3eN8GqxHez6XrpaWljDrNSmi7B0v/iX1d2RmZiuNak5V/VqVdpBrRyxaKQnLrpKmUhK6rSk/ft8emAUQEQsb9LEDcKakGcChwGZZ3pWLWNUK/FRSJyVJ2qJBf8dLmgn8LzC5VihpHWBi3vuXStvHI+KFiHiRkpgCbBkRc3uIuSkinouIl4HfVfr6Vb4+Xbl+FtiAkmgeTib/2W/9OFvnekwHflpZi6pG63URMErSjyi7uvW2y/on8vqjMGMkzQKuY/H1nJuvTwEbUXmOlXirtgHuz+v7gLfndW0d/lh3vVFE/AlA5RzzSGBaN+NsB1ySc9iDul3wXs7nNRExISLaIqJtk0026aErszotLX0rNzOzXluVEmQAMlEU5XzrccA+lDPAAh4E9oRyzCGbvAIMyuuHgFMjYmREDAdqxyUaJabHABdExAjKDqCy32rCdH5E7B0Rx9UlcaOBp6OcT/4hi5Lh+iQc4ClJu9TFXK23MI86rAm8g5IQ19epXisingUGA/8GXN7NOI9Tksh98huPYVlvSev1l4g4npL4fzP7e7MW/WLfw1n/AxHxu7q5nkR5XvXntReLn8pzzP5VF9ejwHvyejjwyJLWJF+vAs4H7s7n1Wich4Ejc03agCl1Y/dmPmbLbvx4aG5evKy5uZSbmdkyWZUS5BF5LvQe4FbgMuBqyvGGv2WdicAeuXN7a5ZNBq6RdBTlR+tfyHOj04BdehjvZuDbkq4jkyNJgylJ1pLcC+wv6RbKkYGenAyclzuWZ2fZw5Kuk/RPwKnALZSdzu9F73+B8GrgbRHxX43GiYjngB8DnZKmA9/Jektar8/l+t5DOfYA8F3grb2IaXrOYxzwQg/1bgbWlnRnjrsx5Xmep3LefCJwYMaxY86jN24CPkD5zHQ3zpeBH+T72yk7w/cAH5d0eV1/vZ2PWd+NGQMTJsBWW4FUXidMKOVmZrZMamdo7Q2g8qe+domIif0dy5JIOgzYIiLOXWLlZR9rYkR8dnmPs6xUfnHxZ7k7vMK1tbVFV1dXfwxtZma2WpI0JyLa6ssH90cwq6qImA3M7u84lkTS54AjgA+tiPFWkuR4W+D/Acv9GwYzMzMb2Jwgr4Yi4mIWna82ICIeAfbq7zjMzMys/61KZ5DNzMzMzJaZE2QzMzMzswonyGZmZmZmFU6QzczMzMwqnCCbmZmZmVU4QTYzMzMzq3CCbGZmZmZW4QTZzMzMzKzCCfIAJalV0nxJMyR1STq8D23HSlqzD/XPkzSkl3XXl/SSpN1723+l7WaSzszrAyTNlfTFvozfh7HeIelVSW9ZirbDJB2d15+WNEfSJyX5P65i/aujA1pboampvHZ09HdEZmarJEVEf8dgDUhqBc6JiEMkNQN3RsS7e9l2BnBgRLzYi7pNEbGwD3H9f8AewP9FxBd7265BPxcDP4iIuUvbxxL6/wqwBfBQRHxvGfr5OXB4RDz/hgXXjba2tujq6lrew9jKqqMD2tthwYJFZc3NMGECjBnTf3GZma3EJM2JiLb6cu8grxyagQWSRkmaJmm2pFMAJA2RdJWkTklTc2d3GHCrpOMlDZV0Y7a7QtIgSSMlTZE0GTgid6nXlbRT1rtb0oW1wet2Tj8CjAN2lqS8f2Tucv9I0q+z7AxJB+b153NXu1XStZL2zX4mSPpQZfzF5pJtv5QxzZE0Ksu2lvTzbHdulr22O532Br4EvL8yj1Ml3SPpQkn3Z9kkSe/K62/k2oyUdI6kTwLDgcmSdpPUlfU2yfXrlHRFlp2T8cyWNCzL2iRNlzRL0knL9hGw1d64cYsnx1DejxvXP/GYma3CnCAPbCNyN/hXwKXAXRGxLyVpOyiPJbQDsyNiBPD+iLgH+CXwgYg4HzgF+F62mwscnH2vD3wkIi6rjPcosF9E7AFsIWlbgIj4HICk9Sg/dXgeuAt4r6RBwBeAPYETgK2WNKmImAb8DPh0RNxSubXYXLLsooz9AODULPsmcExEjAQGS2qLiGcj4vSM8x3AwxHxN2C+pM0lbZZ97AF8D3hTL+K8kkVrOady61TgkozzU1l2WsbzL5TEvBbnRyNiL2BPSZvWjyGpPb+56Jo/f/6SQrLV2ZNP9q3czMyW2uD+DsB61JlHLNYE7gAeyl3SNYCtgTcD2wOXAHRzVGIHYLik04AhwOXAc0BXvP58TSvw3TzS8TbKEYVHKvc/DLxD0s+AdSg72/OApyLi78DfJT2Wdat9q5fzbTSXMZI+BSwENsuy7YBLcgN7PcraVM8mfJySvP8MGAp8LO//Kuf8O0l/WcY4x9fFeaKkAzLOV7NsJ+CGjHMj4K3An6odRcQEYAKUIxa9HN9WRy0tMG9e43IzM3tDeQd5JRARL1OSt7OA44B9gCez7EHK7i2Sas/zFWBQXj8EnBoRIyNiOFA7LtEomT4GuCB3RruyfyRtmfc/BuwTEaNzV/TdwHxgS0lrStoI2CbrPk9JCAF26+VUG83lpJzvIZV6DwNH5o5tGzBF0uDcJQbYH9g9IkZnfx8EngDepeLtwAYN4uzVGe/6OCW9CTgQ2As4lkWJ9gOUXfqR2fec13dl1kvjx5czx1XNzaXczMzeUN5BHthqRyzWAqYAfwSuBn4N/C3rTAQmSfoY8BLlGMFk4BpJ11B2OidWzuee3MN4NwPnSjqKTLAlDQaukvRBYIuI+J9K/ccoid95wN2UZLy2xXUtcFOeQ36pl/NtNJfpwCzgPuCFrPdl4AeS1qIk+p8B1gROl/RV4C+1nd2I+HvtrDRwO3AP8AugNo9JwOUqf7XilV7GeXbG+UVK4v1pys7w9FyHmlOA6zPZfxk4iN6vhdniar+IN25cOVbR0lKSY/+CnpnZG85/xcJ6JOm9wC4RMbGX9e+NiH9azmE1GvdQ4PmIuL2X9fslzp74r1iYmZmtWOrmr1h4B9l6FBGzgdn9HceSRMQ1/R2DmZmZrRp8BtneUANtV7Y7K0ucZmZmtuI5QTYzMzMzq3CCbGZmZmZW4QTZzMzMzKzCCbKZmZmZWYUTZDMzMzOzCifIZmZmZmYVTpDNzMzMzCqcIJuZmZmZVThBNjMzMzOrWKkTZEl3S/r3XtY9Q9KByzGWGZJm5esMSesur7F6GP8NHVNSex/qTpI0o/L+ZEnze6jfKun9lfddSx3oUpJ08TK0HSvp2LqyzSSdueyR2UqhowNaW6Gpqbx2dPR3RGZm9gZZaRNkSW8F5gH7NbjXX/P6QESMzK8Xl1R5aeJcwXPrdYKc1pa0aV7vCTzVQ91W4P093F/uIuJzS6rTl/WOiGcj4vRli8pWCh0d0N4O8+ZBRHltb3eSbGa2ilhpE2TgEOAK4HFJ2+QO8WWSbgV2lPSV3GHulLRDtvmEpFslzZTULKlJ0m25+3q7pPXhtd3BWdl+3yz7kqRpkuZIGpVloyUd3F2Auav6rrz+hqSR+TVF0mTgCElTKvWnS1pX0jkZ02xJw/LeDEnfAW6VNETSVTm3qZUhz8q5/We22SljvlvShVkmSRfkWLdL2jLLT5J0T9bdLee1XY57mKQjJN0h6ReSjsg2wyQdXRn/BuAgSS3AH4CFWW+opBszliskDQKOBg7L/jcA1pHUIWlupf9GY56R9V57jll+rqQ7s7+3ZdmDOd5vJH1C0o8l/UrSiLzfla+b5DPplHRFlv0i1+wySW/N2GfV1jaNkPSzHHMTlV3xa7v7vNgqZNw4WLBg8bIFC0q5mZmt/CJipfwCpgBrAPsAXwbOAL6W93ahJGvK9015/7R8Px74cF4PydfjgM8CQ4GfAwKagTvyfnO+DgWmN4hnBjArX6dk2STgXXn9DWBkfs2sxHYDsCmwLXBF3Vg7Ax2V/vfL6+OBL9TmVrm/d17fCWwADKmMc32OcSDw1SzbDbgQ2CxjagK2Bqbm/a7K/GoxrQXc32D+k4B3Az8BvkjZ2e/Ke+cA++b1iZRvbkYC51TaPw+sD6wL3NPdmI2eI/Ae4MdZNgK4tNLnusA2wNPA2pTPxpXV+QHnAgfXrefvgbfn9UXA6Ly+NMcYW+nnkxlXK3Btbz4vlXm3A11AV0tLS9hKQoooe8eLf0n9HZmZmfVBNdepfg1mJZS7njsDN1OSuiHAHcD9WWV74K6cOBGxUBLA3Lz/FLCRpHWAi3PHc0PgOkqCuAMwPetukq9jJH2Ksiu6WTehfSAWP1oR1bAr11212IArgU8AG1F2xAFOlHRAjvVqpV11fpfU5la5X5vfH3I+zcB3c5f1bcAWObeDJe2dMT1FSeweyL4ezx3deqMkfTGv39Fw9vAy8Dfgn4HvVcp3AIZLOo3yrC4Hnqtr+3hEvABll3sJYy72HHOetbW5Dzir0ueLkv4BPBIR/yfpj9mmantKsl1dz+cj4tG83qau/7dTnsucLJsDfKCuz958XoiICcAEgLa2tuiung0wLS3lWEWjcjMzW+mtrEcsDgGOj4jREfF+4GFKAlhLbh4C9qhV1qJzpPUJ62jg6YjYG/hhlj0O/ArYJyJGAsOy/kmU3epDKv2u100yWfM88Na8fnelvJrUTgY+BOwL3C7pTZRd3r2AY1k8sa61e5Byxrf+jGz9/I4BLoiIEZRdSlHW5poo56RHAJ8GngCGqRw52Rr4c4P+Tqfs1h4AvJhjD8l4q/4fcFNE/KNS9hBwao45HLgYeAUY1E3s3Y7ZzTwfpewiAwwHHmlQr7tvVqDxelafUXf971p5fayuz9d9XmwVMn48NDcvXtbcXMrNzGylt7ImyB8DOivvp1FJRCLiAWBunqmdRtkhbOReYH9Jt1B2pImI54AfA52SpgPfybrTKUcoxgEvZNlhLJ4A3apFf8ViM8qxg2+onDd+pVEAEfF3SlLeFRGvUpLqP+V4h3cT90RgD0kzgVu7qQNlh/3bkq5jUTJ6M/CmPIM8HfhURDwL3ATcRdnFPqU2Z0mTJf0zZXd9OuW4wfN5f0/ghLr5zIyI8+riGA98Ic/kTqMcc/g1sJukayWt1038jcZ8nYjoAp6RdCdwJvC17up242ygXVIn5QhFvW8CJ2f/L0XEzCxfW9LPgc9njFWNPi+2qhgzBiZMgK22Aqm8TphQys3MbKWnRT/pt76S9C3g7IjoNnnrZT/fByZExNwlVh5AJJ0E3BwRD/d3LKuCtra26Opa4X/tzszMbLUlaU5EtNWXr5RnkAeKiDh5WfvIv4qw3sqWHANExDn9HYOZmZnZG80Jcj+LiGP6OwYzMzMzW2RlPYNsZmZmZrZcOEE2MzMzM6twgmxmZmZmVuEE2czMzMyswgmymZmZmVmFE2QzMzMzswonyGZmZmZmFU6QzczMzMwqVooEWdL2kib1ot4Zkn4taYakTklb9GGMDSUd2of6m0k6s7f1+0rSSElP5Vzul7RPH9u3vwExXNyg7POSxi7PcZcQ0yO5JvdI+k4f246U9I5lHH+spN3rytaWNCOvz5M0ZFnGsAGsowNaW6Gpqbx2dPR3RGZmthysFAlyH/17RIwEfgh8ug/tNgR6lSBLEvCniDi9z9H1zdU5l48Cp/axba8TVUkNPwcR8bk+jtmncZfSXyJiZETsDgyT9JY+tB0J9CpB7mFNJkXEPd21i4gTIuKlPsRkK4uODmhvh3nzIKK8trc7STYzWwUN2ARZ0mBJ10qaCvzrUnSxHvDX7Ouc3HWcLWlYlr1X0p2503wicDQwIuttJ2m0pFmS7pb0iWwzSdL3gamU5OzaLP+SpGmS5kgalWWjJR2c17+QdFGOv6xzOULSHdnnEVm2iaQpOZcrctztci6HSdpa0s/z/bnZZqykqyXdAuwv6aTclb1b0m5ZpytfW3KtfgrsXQtK0rlZPkPS2yQdXRl3RC/W5YM5ZqekT/ZlQSQNAtYA/k/SppKmSpqZn5lBWecrOZ9OSTsCY4GzJV2q4gJJ0yXdLmnLbPNbST8Cvi1pZ0l3ZR/j8v4Zkg7M64skdQJnVuKaIWldSTvl3O+WdGFf5mYD1LhxsGDB4mULFpRyMzNbtUTEgPwCDgG+ntefBSb1os0ZwK+Bu4CngM2zvDlfdwY68vou4C153QS0AtdW3t8NrJnXncAgYBJwVNap1q/1PxSY3iCu31N2LgcDXbX6S5jLyJzDDOC/gQPqxloLuD+vzwUOrsWer12Vvn4CbJPXFwBtlGTx8izbDJiZc90amFrtA7gQeH9ed2Tb9wA/zrIRwKUNxu12XXKsB4B1q3H3Yl0eyTV5sBL/msDgvP4uMArYBbgBUGW8M4AD8/2BwFfzejfgwrx+Adgor6cA7wRE+aaotdZHruGVWW8UMCOvZwDrAkMqY18PbNvNfNrzM9HV0tISNoBJEWXvePEvqb8jMzOzpVTNW6pfA3YHGXg7MCevZ/eh3b9HxJ7Ax4CzsuxESXdSEr3aueQ1I+KPABGxsK6PocC2wG3AtHy/Sd67v8GYYyTNAq6r9F/1YkT8LiL+QUnwNu/lXGpHLN4OnJZlo3LX8jYWHRfYHpjVzVwAtgMuyXOyewBb1s2lFXggIhZGxOPABnXtGz2LbSrt78s69Xpal02ApyLixR7ibqR2xOKdwAuS9gI2Bq7NdTkwx9oeuCs//I363wE4ONfku5QjNgCPRsTzeb1pRDxY+x9QzrlmSZ/PVuCnGVNbg/mTcU2IiLaIaNtkk00aVbGBoqWlb+VmZrbSGsgJ8qPArnndthTtnwc2lvQmStK0F3AsZTcQ4O+SNofXzpu+QtklBniOskM5KhPUYRHxbN5rlMidBOxD2fUm+1xPUi3RXFfStvmj/22AZ/o4lwXAOnl9OvBh4ADgxSx7ENizMheAqLR/GDgy59JG2RmtzuUJypGRJklbA3+uG7/Rs3iUsosMMJyS+NeP29O6zAe2lLROXdx98WdKcjwGuC0iRuTcBDxE+WagNm79M34IuCaT7REsOq9efb5/kvROScp5P1a5t6TP5zHABdl3F4s+d7ayGj8empsXL2tuLuVmZrZKGdzfAfTgRuBwSXdQkpneOlvlTPGawAmURPlPwHTKsYmaL1J2HV8GbgbOA4bkueKTgfHAVEkLKclcT7/AN52yg3sf5Uf0AIdRksVLMoYTgXcDl0XEgkadNHCYpDZgbeB7WXZdjjc3+wU4G5gk6YuUZPdIYLqkycBE4MvADyStRUkAP1MdJCKelXQT5dhJAP9WF8e3gCslnUQmzxHRJemZ3Jn/B4sSzIclXQd8u6d1iYhL8lzvNEkLMs4re7EmG+SuL5TnciZlN/hySQcAfwN+FREPSJor6R7gJco3R9OAb0oaQXke+0qann1dQXlWVeMov+zZBEyJiCdKrvza/F+QNDPnV+9m4FxJR7EoKbeV2Zgx5XXcOHjyybJzPH78onIzM1tl1M5I2htM0reAsyPieUldEbE0u+CrnOq69HcsA01bW1t0dXX1dxhmZmarDUlzGuVoA3kHeTGSzgaqf392OuXH9zW/jIgTVmhQPYiIk7u7J+kwyl/NeK06dT+Cz+MQq5zu1iWPXdxUV/wS5Zfdar4RET9bXrGZmZmZgXeQzQYM7yCbmZmtWN3tIA/kX9IzMzMzM1vhnCCbmZmZmVU4QTYzMzMzq3CCbGZmZmZW4QTZzMzMzKzCCbKZmZmZWYUTZDMzMzOzCifIZmZmZmYVTpDNzMzMzCpW2wRZ0t2S/r2Xdc+QdOByjGWGpFn5OkPSustrrB7Gf0PHlNTeh7qTJM2ovD9Z0vwe6rdKen/l/YD+z89Juri/Y7Be6OiA1lZoaiqvHR39HZGZmfWT1TJBlvRWYB6wX4N7/bUmH4iIkfn14pIqL02cK3huvU6Q09qSNs3rPYGneqjbCry/h/sDSkR8rr9jsCXo6ID2dpg3DyLKa3u7k2Qzs9XUapkgA4cAVwCPS9omd4gvk3QrsKOkr+QOc6ekHbLNJyTdKmmmpGZJTZJuy93X2yWtDyBpbO4G3y1p3yz7kqRpkuZIGpVloyUd3F2Auav6rrz+hqSR+TVF0mTgCElTKvWnS1pX0jkZ02xJw/LeDEnfAW6VNETSVTm3qZUhz8q5/We22SljvlvShVkmSRfkWLdL2jLLT5J0T9bdLee1XY57mKQjJN0h6ReSjsg2wyQdXRn/BuAgSS3AH4CFWW+opBszliskDQKOBg7L/jcA1pHUIWlupf9GY56R9V57jll+rqQ7s7+3ZdlnJN2b9faVtIGkm3PdrpG0Zq7HRfm8OyVtLOntOW6npG9nXwN6h9uAceNgwYLFyxYsKOVmZrbaGdzfAfST/YALgQWUZBngyYg4UtIuwG7AnhERlV3XhyPiq5LGA/tHxGRJH4mIlyQdR0nYbgA+AewNDAFuBqYBF0XEtyUNBX4C3B4RP6uL6VZJrwIvRkRPxznWB0ZkbAep7LquD/wxIl6UdFpELJC0M/BlYEy2+2lEnCjpeGB2RJyrxXeUr4+IEzJR3AB4FNgvx7le0rbAdsDzEbGPpN2AUySdBXyYsuvbCkyIiP0lPRwRIwEkNUfE5ZLWAu4ELo+IXwK/rIx/O/DvwDrA9cDwLD8F+F5ETJN0InAw8H3gqYg4KfvfjJI0L8x+Lgeuqx+z0XOU9AyweUS8T9II4DRJJwNHAXtFxCu5TicCt0TEDySdns/5z8A/ImKvjKMJuAQ4KSLmqhc79ipHUdoBWlpallTdlpcnn+xbuZmZrdJWuwQ5dz13piSvTZRE9g7g/qyyPXBXRARARCyUBDA37z8FbCRpHeDi3PHcELgO2BrYAZiedTfJ1zGSPkVJ4DbrJrQP1B2tiGrYleuuWmzAlZREbSPKjjjAiZIOyLFerbSrzu+S2twq92vz+0POpxn4bu6yvg3YIud2sKS9M6anKEnxA9nX45lc1xsl6Yt5/Y6Gs4eXgb8B/wx8r1K+AzBc0mmUZ3U58Fxd28cj4gUou9xLGHOx55jzrK3NfcBZlOc4NyJegdc+A9sAEyv19gReBGbVOs56W0bE3Nr7buZKpc0EYAJAW1tbLKG6LS8tLeVYRaNyMzNb7ayORywOAY6PiNER8X7gYUoCWEtmHgL2qFWu7ALWJ6yjgacjYm/gh1n2OPArYJ/cPR2W9U8C9mHRbjWS1usmmax5HnhrXr+7Ul5NuiYDHwL2BW6X9CbgQGAv4FgWT6xr7R6kJHf1Z5Lr53cMcEFEjAC6suwh4Jo8Jz0C+DTwBDBM5cjJ1pRd1fr+TqfsMh9ASSpROerxpro5/z/gpoj4R6XsIeDUHHM4cDHwCjCom9i7HbObeT4KvCffDwceoTzHYZIGZ6xN3dR7bS2znoCn8qcQ/Xme3fpq/Hhobl68rLm5lJuZ2WpndfwH/GNAZ+X9NCqJa0Q8AMxVOVM7jbLj2si9lB/R30LZkSYingN+DHRKmg58J+tOp+w0jgNeyLLDquNSjljU/orFZsAk4Bsq541faRRARPydksx1RcSrlKT6Tzne4d3EPRHYQ9JM4NZu6kDZYf+2pOtYlIzeDLxJ5QzydOBTEfEscBNwF2UX+5TanCVNlvTPlN316cBFGSOUxPKEuvnMjIjz6uIYD3xB5QzyNGAX4NfAbpKulbReN/E3GvN1IqILeEbSncCZwNciYj5wKXBXjjmSsm4H5rrtSHnON1N+ufDOrLcxcDJwnspf5Ti7u3FtgBkzBiZMgK22Aqm8TphQys3MbLWjRT+ttxVJ0reAsyOi2+Stl/18n3Lud+4SKw8gkk4Cbo6Ih/s7loGira0turr8+3xmZmYriqQ5EdFWX77anUEeKCLi5GXtQ+UvTqy3siXHABFxTn/HYGZmZtaIE+SVWEQc098xmJmZma1qVsczyGZmZmZm3XKCbGZmZmZW4QTZzMzMzKzCCbKZmZmZWYUTZDMzMzOzCifIZmZmZmYVTpDNzMzMzCqcIJuZmZmZVaw0CbKkVknzJc2Q1CXp8D60HStpzT7UP0/SkF72+4ikOzKuw5ZQ/+LextDfJP1nzulZSffn9fskDYj/FrKkkZKeqqz9vy2hfq+e6fKyMj371VJHB7S2QlNTee3o6O+IzMysH600CXLqjIiRwN5AX/5TzWOBXiXIkpoi4oSIeKmXfZ8fEfsBHwQ+LWl4dxUj4nO97LPfRcQxudY/Az4dESMj4s6l6UvS8vqcXZ1rvz/wbkkf765iH5/pG25levarnY4OaG+HefMgory2tztJNjNbja1sCXJNM7BA0ihJ0yTNlnQKgKQhkq6S1ClpqqTdgWHArZKOlzRU0o3Z7gpJg3I3coqkycARuSO5rqSdst7dki6sDd5oNzAiFgDfAj6adU7NGGZK2inLuvL1DEkdkm7N+81Zfq6kO3P8t2XZZyTdm/X2lbSBpJuz72skraniIkmzsnxjSW/P3dVOSd+ujp/X9+brWZLuyf7/qRdrv07GPlfSEdnH1pJ+nnGfm2VjJV0t6RZgf0kP5nr/RtInJP1Y0q8kjeghtqNz97pT0sE9rP0/gK8Bh1TGnpXPbd8sqz3TsZKul3RL9r1F3j8p1+FuSbtl2QezrFPSJyUNlnRlvv+ppI2z3leyXaekHSRtkp+nTklX1M/PBphx42DBgsXLFiwo5WZmtloa3N8B9NEISTOAdwD/AdwVEftKEnCPpPOBdmB2RJyrshu8UNIvgQMj4kVJ5wDfi4hpkk4EDgaeA9YHRkRESPp0jvcosF+WXS9p24h4pIfdwKeBLTIh3i4iRkjaDPh+jlP1cER8VdJ4SgL5DLB5RLwvk8bTJJ0MHAXsFRGvqOzEngjcEhE/kHQ68Angz8A/ImIveG3H9hLgpIiYq553cA8Ado+IfyyhXs1mwNHAQuB24HLgm8AxEfGYpAsktWXdlyPiQxnTZsDngU2BWcDWwHbAl4HObsY6DNg/Iv5Si60Xaz+UsiZ7A0OAm4FpdXX/HBGfkfRZ4BBJ1wAfBvYEWoEJkt4PnA3smZ+bJuBjwJMR8UlJRwL/JulGYLesF1nvO8AlEXHDktZUUjvlM0tLS0tPVW15efLJvpWbmdkqb2XbQa4dsWilHJvYVdJUYAYl4XozsD0lASMiFjboYwf4/9m78/i6qnL/459vytQwCwhyIQQQGaSl0CACQlvGei8/BUUBe5EiGi9cpCiISJVBqeIFBRnk0sq1CJF5sAxFho6MJaUMKq1gpS0gWhRRCEJtn98f+zll9/QkTTqlw/f9euV19ll7Dc9a+/DiycpKynmZaH+WIuEDaI2IqKrbCNwjaTzQBGy5iPi2BP4I7Azsk2PcQJF8V5uSr7OAjYHtgSey7HHggzmnKRExpzSfWvXmz7lUb6uImFJ6X035+i3gqtyZfb+kr+Vu69fameP0iPh7RLxZ6mNH4Oqc7z7AVln+RFW7N4GXgecj4p95vXEHsZ0BXCTpZ8AO7cRTUVn77Sie8VjgHt57vmXVa98IPB0R8yJiOrAhsBkwK2Ne1No/XPnsZL1FfQbni4jhEdEUEU2bbbbZIqZoy0R735j4GxYzs9XWypYgAxAR71IkUecDpwADgJlZ9hzFTmD57OscoEdeTwXOyjO1ewGVH9nXSmROAi6LiH5Aa/aPpK2qK6r4BbDTgdtyjPE5Rn9gYK1plJtT7Fbvme/3Ap4HpgN9JK1Rmk+tevPnnPUEzJK0W9U6rKPiSMk2wKZZNiEiTqDYxW2OiB9l3D+qEXN13BXTgONyrk3AXVleXtNo57qSDM+VtIGkDXgvGX42Ir4EjKDYaW5v7dcAhgK3UKzZM8CAjKfPIuYg4EWKda6TtB3FjvxsYCtJ6+YY7a39VIpvCijVq/UZtBXVsGFQX79gWX19UW5mZqullfWIxdoUSdjLwI3As8BbWWcEMFLSp4G3KY4QjAJuyh+lDwNGSDov63f0y353AhdLOoFMsDMZux7YL+sMyfOxPYAREVE5P/t87jxXjiJ8r6OJRUSrpD9Kegj4F8Uvxs3O3dOHJb1F8Q3BCKBF0ueAVymOAcwBPp5t3wU+k/Makcny4xQJZgvwKPAk8Ncc+o5M7tcGvthRjB34BvC/ktbO+X5hMfq4HJgA/IbiuATZZyOwHvD1LLsZ2Duvj5K0B8Xa3x4RNwFIugEYL2kuxWfjlI4GjohXJf0SeJgief5KHs0ZCoyR1Eax7jcBn5I0geLzNigi/qriPPajFJ+3kymeycjchX8ROG4x1sOWl0GDitehQ4tjFQ0NRXJcKTczs9WOFj5VYB2R9BFgt4gY0d2xrG4kvR84JSK+1d2xLAtNTU3R2urf5TMzM1teJE2OiKbq8pVtB7nbRcQkYFJ3x7E6iog/U5yZNjMzM1tmfD7SzMzMzKzECbKZmZmZWYkTZDMzMzOzEifIZmZmZmYlTpDNzMzMzEqcIJuZmZmZlThBNjMzMzMrcYJsZmZmZlbiBNnMzMzMrMQJspmZmZlZySITZEmNkmZLGiepVdLRne1c0mBJa3Wh/iWSenaybrOkhzKu0ZJ6dXacpUFSH0kfyestJJ23PMfPcR/r4N78+Baz73XyeUyUNF5Si6QNFre/xYzhcEnvz+uBko5YzuPvJGlkB/fnx2croZYWaGyEurritaWluyMyM7MVxBqdrDc+Io6UVA88BNzQyXaDgVuAdxdVUVJdRJzamU4lHQT8P+CAiHhX0ibA5p2MaWnpA6wHTIqIV4FzlvP4i9KHjG8x238L+FNE7AcgaVc6/3lZWg4HXgD+HBH3LuexO+NwMr5ujsO6qqUFmpuhra14P2NG8R5g0KDui8vMzFYIXT1iUQ+0STpY0hhJkySdCSCpp6Trc7fxAUl7UyRpoyUNkbSppDuy3XWSekjqL+kuSaOAY3M3eD1JvbLeI5Iurwwu6aq8/Bzww4h4FyAi/hIRv806g3PX8xFJB2TZOEk/lvS4pKGSLpX0mKSv5/2RkkZkvSslnZ3zuDTvLzRf4ERgSO5eN0q6pZNj9Zb0cMY3NMvOzR3a0ZImSKqXVCfpvuzv/sruraSzJD2a69Ijy7aT9Kuse3F1fKV247P/XpLWyrWvlK2Tu84nZvsjgR9W1j4ifh0Rf1XhMkljM66tsv/n8rn+WtIxkm6Q9Iykfnn/SUn/K+kpFbv/IyVNkXRM3v96rvHkXO9tgYHAzyR9P5/ryZ0c63O5/o9LGlh6LpfkXH+SZQt9ziStIekWSQ8A/1367A0sfa6OqRHfOhnTGEmjJG0g6YP5rMZJGt6p/8Js+Rg69L3kuKKtrSg3MzOLiA6/gEZgNjAOeAU4AajPewIeA3oCQ4CvZnldvo4D1svriyh2fAFOo0jA+gMTAJXrZ3+VstuAHapiGg3smNdfyxjOAjYFfpVx1QMPlvrdN8tfpEjcewBP5/2RwKC8ngB8Mq9bgXXame9g4OTSGt3SybHuAnbO+w9k23OBs/P+MOATed0zX08BvgRsAYzPth8Cpuf9m4Ht8/oyoKkqvl7ANXm9BXA7sH0pZtV47n8oXf8ceAo4ADgM+E6W9wUuz+vX89ltT/E5WQfYDfhF3p8ObJ3P5Q3g/cBGwMN5v7LGmwJjS89l17wuz6fdsXKtnwHWzv6fLD2X/fP6IWBDanzOKD6X38uyL2UMdcAjwFp5PT7HKcd3MvCFvP40cDrFfyuVmOva+e+rmeJz1trQ0BC2nEgRsPCX1N2RmZnZcgS0Ro3/P3f1iMVawIPAVBVnbtcEtstkZyfgaoCImFejj12AvSSdnYnJtcBrGVhU1W0EfqTiSMe2wJbA86X7rwD/BkyLiB9JepIicdsuxxmb9TYrtXkmIkLSqxTJakiaU75f6rty/SpFIvXBGvPtSEdjbR4RzwFIaqVI8gCm5OssYGNJ6wJXSWqgSPRuzXV5Jtfrd5LeyDY7AldLAlif4hmV7QzsI2lcvp8bEb/P3eORwMuSzo6IuaU270haOyLeiYjPSzqXIrndBThC0v4UifqsrD89It6U9C/g+Yj4p6SXgY3z/usRMSvnPTUi/pzXa+f9QZI+D8yjSOI70tFYmwEzIuKdnMM7kiqf88oav5RrWs/Cn7MPApOz3iSKb3Y2pUie78vyTVnws0Wuy545hzWBicBVwFBJP6f4Zujn1ROJiOHAcICmpqbq/w5sWWloKI5V1Co3M7PVXpeOWERxpEHA+RS7mgOAmVn2HEUygaRKv3PIYwDAVOCsiOgfEXtRJA9QJETVTgIui4h+FLtryn63yvu/AE4rJVeVBGg6RXI7ICL6U+zezg+/NI9aiUi0cy3gzBrzLc+t3b5qjPUnSTuryGabgN+3M+ZA4JWI2B/4Ke/tSO+axxw+SJG8A0wDjss5N1HsUlev/fhc+/7AwFy7KyJiMEWyt6+KYzKbZJtbgK+XYlqj1NdN2Vc/4Pga8VfPpaP7FadTrO+RpbL21rijsWYD20haW9JGwFoR8a926tb6nL0A7J51mvL1NYrP98GVz1UU586r1/jSXJd9gW8D/4qIMyPi88CZpf8urLsNGwb19QuW1dcX5WZmttrr7A5yv9x9XJsi+XoZuBF4Fngr64wARkr6NPA2cCgwCrhJ0k0URwdG6L2/9nBGB+PdCVws6QTeO2e7BnA9sF9EPChpe2CMpLeBfwLnRcRrkm4Axkuam/Gd0sk5duTWGvN9FPi5pCaKZKizhlIkvHXAXRHxYu78VnuMYvfxbuCPwEsR8aqk+3PsJ4G/ZN1vAP+bSe884Avl+CLiWEnPSxqf9++nSICvzqTt79nfvkC/nM/5wA8kPQS8SZEkXg78CThAUmWX/jryJwdLaCzFruvjGQ8UR2kukfQrit38RYqIuZIuoDgqA8V6t2ehzxlwB3C0pAcpkl4iYp6kYcADkuZRJOGfrYrvEmC4pMo3DD8E1stz02sD97bzkxXrDpVfxBs6FGbOLHaOhw3zL+iZmRnw3vnLFZ6KP1m2W0SM6O5YVlWSTgfujIhp3R3L6qipqSlaW1u7OwwzM7PVhqTJEdFUXb68/2zXYouISSz+nyyzToiIi7o7BjMzM7Pu5jORZmZmZmYlTpDNzMzMzEqcIJuZmZmZlThBNjMzMzMrcYJsZmZmZlbiBNnMzMzMrMQJspmZmZlZiRNkMzMzM7MSJ8hmZmZmZiVOkEskNUqaLWmcpFZJR3eh7WBJa3Wh/iWSei6izkcylsdKcf1U0rmSDuvsWEsi1+SQ5TBOQ85vnKR/5Otdua4nL+vxM4aNJH12eYxl3ailBRoboa6ueG1p6e6IzMxsBeMEeWHjI6I/sD9wRhfaDQY6lSBLqouIUyPi7Y7qRcSkjOXoSlwR8cUuxLTAmIvTDmgElnmCHBEzc379gWl5vVjfBCzBXDcCnCCvylpaoLkZZsyAiOK1udlJspmZLcAJcvvqgTZJB0saI2mSpDMBJPWUdL2k8ZIekLQ30AcYLWmIpE0l3ZHtrpPUQ1L/3BEdBRybO6TrSeqV9R6RdHllcElXLSK+YySNljRBUn22OStjmiCpV5Y9mf1ekzvPv5D0K0mjJP13Xt+WdTeUdGf2cVPuiJ8IHJXxbijpdEmPZrx9s91xueN+jaRns6zWuq2T6zEmx9+gk3M9QNLdkp6QtGW2GSxpYsZxQJaNk/TDfA6D8xncLelhScfm9XhJa0taI9divKR7JL0v59ov+9lR0uckPZ5fA3OMQyRNkXSzpLG5w77QM1Thsqxzv6StFjFHWx6GDoW2tgXL2tqKcjMzs+QEeWH9JI0DngF+BjwcEQcAewGHqzgW0QxMioh+wCER8SjwFPDxiPgxcCZwababAhyRfW8AfDIirimN9wJwYETsA2wpaQeAiPjyIuKcFhEfByYCB2VCvGPG9FngO1lvY+CSiDg23/8mIg4F3gDWyGtJ+lDO6+7s4zfAMcCVwI25s9sT+ASwL/CfwA8krQF8FdgnX7fJcWqt2xeBMVl+TY7Xmbn+LSL+AxgOHClp04xtf+AgoJzd3JNzApid7cYAe+T1k0A/imcyM+d6I/CVnGvlJwgvUDzH/YFDge9ln98FDsz5N2RZrWf4H8DrETEg+zmz1sQkNec3F62zZ89exDLYEps5s2vlZma2WlqjuwNYAY2PiCNz9/RBYKqk84A1ge2A9wM7AVcDRMS8Gn3sAuwl6WyKpPJa4DWgNSKiqm4j8KPcBd4W2BJ4vhNxTsnXWRRJ8DrAPpncA8zN19cj4oVSu2fy9eWq642B7YERWfY4RSI8oyrWp3PO0yVtCGwKzIqId4G/Svp91t29xrrtAuwp6fNZPrET86ye617Z3y7A2CzfrFT3iXbm+k7VXLct1X2cItEu2wyYERHvAO9Ieie/GaiLiL8CSKr038jCz3AX4AhJ+wPK2BcSEcMpEn+ampqqPxu2tDU0FMcqapWbmZklJ8jtiIh3JQk4H/hvYCowiSLZeY4ieWxVcZ54HjAH6JHNpwK3R8REAElrZv1ayfRJwGURcU8edVC22SoiXuooxNK1cszxlTPKOSY1xox2rkWxE7onMJkiEX2+al4vAn1UnPFtBP4GzAa2ym8o6imSVyh2TE9hwXWbCjwaEdeWY1yMuU6nSH4Pi4gozbV6vp2Z663tzHU2sI2ktSm+yVkrIv4laa6kjYG3gF5Zt9YznArcFBHfLc/VutmwYcWZ4/Ixi/r6otzMzCz5iMXCKmdQHwVGUxwFuBG4jiIpgmKXdR9JE7IOwCjgJkknAMOAr+a51DHAbh2MdydwoaRbyeQsdyqv70rQEfEM8HyeqR0LfL0r7dMI4LCc14eBG4Bngb6SbqGY/y+BhynW48yImAtcCjwCXM57O863svC6DQcOLq1L5Zf/bu7iXF/L2Cpz/eFizPUOoCHnenTG/kegZ851G+ACYALwK947xnEuxZGN64FXKZLqhZ5hlm2SZ5DHAp9fjBhtaRs0CIYPh222Aal4HT68KDczM0ta+Cf+1t0kfQTYLSJGLLLyCkDSmhExJ3/RbXRE7NWFtu8HTomIby27CJee0lzXpjia0Te/SVhiTU1N0draujS6MjMzs06QNDkimqrLfcRiBRQRkyiOJawsTpT0KWB9oEuJbkT8uattutnhKv4u83oUv4i5VJJjMzMzW3E4QbYlFhGXUhyzWOVFxM108UiImZmZrVx8BtnMzMzMrMQJspmZmZlZiRNkMzMzM7MSJ8hmZmZmZiVOkM3MzMzMSpwgm5mZmZmVOEE2MzMzMytxgmxmZmZmVuIE2czMzMysZLVNkCU1SpotaZykVklHd6HtYElrdaH+JZJ6drLuBpLelrR3B3X6SDqxRvljHbQZnP9EcpfleB/pQv2Bko7oQv1fSLpqEXUWui/pvyQN7qBNa2djqNG2uYv1r8rXMyVtu7jj2jLS0gKNjVBXV7y2tHR3RGZmtgJbbRPkND4i+gP7A2d0od1goFMJsqS6iDg1It7uZN+fAH4GfKa9ChHxVERc2cn+loY+QKcS5JzvvRFxeyfrrwNsBOwgqUd79SLiy53pbynqdIKcc/4yQERcEBF/WHZhWZe1tEBzM8yYARHFa3Ozk2QzM2vX6p4gV9QDbZIOljRG0iRJZwJI6inpeknjJT2QO7t9gNGShkjaVNId2e46ST0k9Zd0l6RRwLG5S72epF5Z7xFJl1cGr9od/SQwFOgtSXn/3yU9mjF8Lvu/KO8dlzvgPwfWzbKtc5yJkn5S6rufpHszns0k1Um6L9/fL2mDbP8FSY9JmiDpAOBEYIik0Xn/rIxlgqReWfZkzuma8m51rsk4SQ9Jasiy8i7rx4G7gQeA/nl/s1y/8ZKuy7LWfG3Ivu6h+MamsoYXZ/m4Ut/1kq6VNEXS4Vnv67k2kyUdnGUflPRgjndh7s7vmH31k9QkaWyu5+nZ5lxJ1+SafLgU30hJu0raPD8vEyTd0lHyb8vY0KHQ1rZgWVtbUW5mZlZLRKyWX0AjMBsYB7wCnADU5z0BjwE9gSHAV7O8Ll/HAevl9UXAAXl9GnAkRaI3AVC5fvZXKbsN2KEqpvWBW/L6PGAvim9ini6NV5f9XwT0AJ4C1gbeB/w961wBDMzrnwH9KHa9f5FlnwPOzeue+XoK8CVgM+BhYM3SeIOBk/N9L+CavN4CuD2v/wB8MK/L9Str+glgWI3ncC2wObAd8JMsuxg4omrNW/P1cuCQvG7JsfYEbsiyfsDP8vrNXJf1gclV8WwKjM3r24Hda42X1w8CG5fqbg6cC3y3VKcS30hgV4qfMKyRZT8CDm7nc9gMtAKtDQ0NYcuAFFHsHS/4JXV3ZGZm1s3K/78vf63B6m18RByp4jzxg8BUSecBa1IkbO8HdgKuBoiIeTX62AXYS9LZFAnwtcBrFAseVXUbgR9Jqge2BbYEni/d/wTwIUn3UuwG1wMvArMi4s1KDLmxDEUyOysi3gHekfT7LN8eeCKvHwc+CMwFJmfZZODjktYFrsqd3Y2AW3PeUyJiTo3xAHYG9pE0Lt/PzdfXI+KFcsXcNf2BpD4USfxvqu6vA3wMuCaLtpVUR7HmwyrjV63hB0vzmNTOfM/P6z9ExF9zrHckrQEMkvR5YB5Fgg+wVURMaWc8KL4puD3XYWNg6yx/okbdivcB/ytpY+ADFN/kLCQihgPDAZqamqo/L7Y0NDQUxypqlZuZmdXgIxZARLxLsWt8PsVO6gBgZpY9B+wLxVnTbDKHYvcWYCpwVkT0j4i9gMpxiVqJ1knAZRHRj2LXsHKEYqu8/2lgQEQMjIj9gD0odrm3ymS2HAOle2tlIrZ9lr9AsasKxS50JQnfvfT6e2Ag8EpE7A/8NOOZDvTJZLIyXvV8x+d8+2cf7c23D7B5zuX80nzfn9+UDAQuzfkOBK6jODZRa80rXijNo2kR822UtFGu3doR8S/gdIrne2Spz1mSdqsar5ysPg18Mue7B+8l6LXmXDEIuC+f9V2VuVs3GDYM6usXLKuvL8rNzMxqWN0T5H55zvRRYDTFTuaNFInaW1lnBMWO6YSsAzAKuEnSCRQ7nV/Nc61jgN06GO9O4EJJt5IJZyai10taH9gyIv5Sqv97oC/FmeQxksYC8//aRkTMBS4BHgEuAyrbZD8AzpD0EPB2REzI8nUk/Qr4L4pjGI8BB0m6G+idfc6mOJbxcM6nP/Ao8BlJ10bEM8DzeV53LPD1DuY7FfiApPuBA0vlP6LYhf0MMLZU/mCWfR9oljQ+Yyn7H+Dc3GVfM2NuBf6Y8z0P+G7WnQX8BJhYKhub74cCf8+yM4BLclf8+1k2TdKtkj4KnAnclvO9B1ingzmX53KipF/y3k61dYdBg2D4cNhmG5CK1+HDi3IzM7MaKudhrZuo+PNpu0XEiO6OZXmRNCIivtTdcaxompqaorV1sf8ynZmZmXWRpMkR0VRdvrqfQe52ETGJ987SrhacHJuZmdmKbHU/YmFmZmZmtgAnyGZmZmZmJU6QzczMzMxKnCCbmZmZmZU4QTYzMzMzK3GCbGZmZmZW4gTZzMzMzKzECbKZmZmZWYkTZDMzMzOzEifIJZIekfTNTtY9V9JhyzCWcZIm5us4Sestq7E6GH+pjimpuQt1R0ratfT+sQ7q9pd0UQf3F3sukgZLWqsL9S+R1HNxxrIuaGmBxkaoqyteW1q6OyIzM1uFOEFOkrYGZgAH1rjXXev08Yjon19vLqry4sS5nOfW6QR5BTIY6FSCLKkuIk6NiLeXbUiruZYWaG6GGTMgonhtbnaSbGZmS40T5PccCVwHTJe0fe4QXyNpNPBhSd/KHebxknbJNsdIGi1pgqR6SXWS7ssdy/slbQDzdyEnZvsDsuzrksZImizp4CwbKOmI9gIs76pKuiB3TvtLukvSKOBYSXeV6o+VtJ6kizKmSZL65L1xkn4IjJbUU9L1ObcHSkOen3P7SbbplTE/IunyLJOky3Ks+yVtleWnS3o06/bNee2Y4x4l6VhJD0p6UtKx2aaPpBM7eki1Yqi6/zlJj+fXwNKt70h6WNL3st7B2c8kSWdm2QLrIGlvoE+u0RBJm0q6I9tdJ6lHjfUfl2veYZy2BIYOhba2Bcva2opyMzOzpWCN7g5gBXIgcDnQRpEsA8yMiOMk7Qb0BfaNiCjtuk6LiO9IGgYcFBGjJH0yIt6WdApwlKTbgWOA/YGewJ3AGOCKiLhQ0qbAzcD9EXFvVUyjJc0F3oyIjo5zbAD0y9gOl7R5lr0cEW9KOjsi2iT1Br4BDMp290TEaZKGAJMi4uKqHeXbIuJUSQ9J2hB4ATgwx7lN0g7AjsDrETFAUl/gTEnnA58A9gUageERcZCkaRHRH0BSfURcK2lt4CHg2oh4CniqNP7PJL2V15VvSmrFQPbZAzgT2DPXegxQWdN7I+Jrku6VtC3wcEQcIEnAo5J+TLHDPX8dImKepKeAw3IdLwIujYgxkk4DjgBeq1r/49uLMyKer35wKo6dNAM0NDTUfrq2oJkzu1ZuZmbWRU6Qgdz17E2RvNZRJFcPAk9klZ0oEqoAyMQJYErenwVsLGld4CpJDcBGwK3AdhTJ3disu1m+DpL0eWAesEU7oX286mhFlMMuXbdWYgN+QZGQb0yxIw5wmqRDc6y5pXbl+V1dmVvpfmV+L+V86oEfSaoHtgW2zLkdIWn/jGkWRVL8dPY1PZPragdL+lpef6jm7OH4iPg1LHAGubFGDBWbATMi4h3gHUnvSKp8xieX5rQdsKWk84A18/37O1iHil2AvSSdTfEZuZYiQS6vf0WtOBdKkCNiODAcoKmpqboPq6WhoThWUavczMxsKfARi8KRwJCIGBgRhwDTKJKaSpI0FdinUrm0y1qdsA4EXomI/YGfZtl04BlgQO6e9sn6pwMDeG+3Gknrt5NMVrwObJ3Xe5TKy8ncKOA/gAOA+yVtAhwG7AeczIKJdaXdcxS7vdVnkqvndxJwWUT0A1qzbCpwU56T7gccD7wI9FFx5GQ74G81+juHYpf5UODNHLtnxtuRWjFUzAa2kbS2pI2AtSLiX3lv93ztQ/FMzgROoXgGM7OfWuswB+iR11OBs3KuewFXZXmtZLqjOG1JDBsG9fULltXXF+VmZmZLgRPkwqeB8aX3YyglrhHxNDAlz9SOodhprOUx4CBJd1PsSBMRrwE3AOMljQV+mHXHAhOBocDfs+yo8rgURywqf8ViC2AkcEGed51TK4DcPZ1Osas5lyKp/lOOd3Q7cY8A9pE0ARjdTh0odtgvlHQr7yWNdwKbqDiDPBb4fES8CvwSeJhiF/vMypwljZL0/yh218cCV2SMUCSnp3YwfnsxVOY+F7gAmAD8imJtKw6T9DAwJSL+kOPfmPFVjnHUWodRwE2STgCGAV/Ns8VjgN0WJ05bQoMGwfDhsM02IBWvw4cX5WZmZkuBFv7JsHUXSf8DfD8iXl9k5Y77uZLi3O+URVZegUg6HbgzIqZ1dyzdoampKVpbW7s7DDMzs9WGpMkR0VRd7jPIK5CIOGNJ+1DxFyfWX9mSY4CIaPdvGZuZmZktL06QVzERcVJ3x2BmZma2MvMZZDMzMzOzEifIZmZmZmYlTpDNzMzMzEqcIJuZmZmZlThBNjMzMzMrcYJsZmZmZlbiBNnMzMzMrMQJspmZmZlZiRNkMzMzM7MSJ8glkh6R9M1O1j1X0mHLMJZxkibm6zhJ6y2rsToYf6mOKam5s/Vy/KmSns/rk7tjHZYGSYMl7d3dcay0WlqgsRHq6orXlpbujsjMzFZx/qemk6StgRnAgcD3q+7VRcS8bgjr4xHxZmcrL06cy3luzcDwRVWKiOHAcEmDgfUi4nIASUd2dcBufHbzRcTI7hx/pdbSAs3N0NZWvJ8xo3gPMGhQ98VlZmarNO8gv+dI4DpguqTtc4f4GkmjgQ9L+lbuMI+XtEu2OUbSaEkTJNVLqpN0X+503i9pA5i/gzgx2x+QZV+XNEbSZEkHZ9lASUe0F6CkkZJ2zesLJPXPr7skjQKOlXRXqf5YSetJuihjmiSpT94bJ+mHwGhJPSVdn3N7oDTk+Tm3n2SbXhnzI5IqSaskXZZj3S9pqyw/XdKjWbdvzmvHHPcoScdKelDSk5KOzTZ9JJ24iOdUHdM6kq7LuEZJ2kBSY673zcDpOeaPJT0uaaikSyU9Junr2UdvSQ9nrEOzbLNc1/GSrsuyz2Ufj0samGUfkfRQ1jstyxb4rGgZ/7RhlTZ06HvJcUVbW1FuZma2jHgH+T0HApcDbRTJMsDMiDhO0m5AX2DfiAhJlW8spkXEdyQNAw6KiFGSPhkRb0s6BThK0u3AMcD+QE/gTmAMcEVEXChpU+Bm4P6IuLcqptGS5gJvRkRHCdYGQL+M7XBJm2fZyxHxpqSzI6JNUm/gG0Bl6+2eiDhN0hBgUkRcXJobwG0RcWomgBsCLwAH5ji3SdoB2BF4PSIGSOoLnCnpfOATwL5AIzA8Ig6SNC0i+gNIqo+IayWtDTwEXBsRTwFPdfSQasR0LDAmIv5P0qcpdqlvAbbMWN+V9O/ATcCpwB+Aw4GvAk8CFwLfA74ITAXul9QCDAGujojbVXzj0wM4E9iT4jmOAe4FLgY+GxEvZ732Pis1qTh20gzQ0NCwiKmvhmbO7Fq5mZnZUuAEGchdz94UyWsdRQL0IPBEVtkJeDgiAiAi5kkCmJL3ZwEbS1oXuEpSA7ARcCuwHbALMDbrbpavgyR9HpgHbNFOaNVHLKIcdum6tRIb8AuKhHxjih1xgNMkHZpjzS21K8/v6srcSvcr83sp51MP/EhSPbAtRRK6C3CEpP0zplkUSfHT2df0TGSrHSzpa3n9oZqzr606pl2APXMt1wQm5v2nI+LdUrtnMmF9Ne+FpDl5b/OIeA5AUiuwPcWaDIP5z3sLYEZEvAO8I+kdSWsAa0XEy6V67X1WaqocJwFoamqKdiuurhoaimMVtcrNzMyWER+xKBwJDImIgRFxCDCNIgGsJItTgX0qlUu7gtUJ60DglYjYH/hplk0HngEG5O5pn6x/OjCA93arkbR+O8lkxevA1nm9R6m8nNSOAv4DOIBiN3QT4DBgP+BkFkysK+2eo9jtpWrHs3p+JwGXRUQ/oDXLpgI3RUT/LD8eeBHokzuq2wF/q9HfORS7zIcCb+bYPTPejlTHNBW4NMffF/h2jTVZoF3pm4mKP0naWUUm2wT8noXXZDawjaS1JW1EkRj/iyJZ/kCpXnufFVscw4ZBff2CZfX1RbmZmdky4v95Fz4NjC+9H0MpcY2Ip4EpKs7UjqHYXazlMeAgSXdT7EgTEa8BNwDjJY0Ffph1x1Lsdg4F/p5lR5XHpThiUfkrFlsAI4ELVJw3nkMNucM5nWJXeS5FUv2nHO/oduIeAewjaQIwup06UOywXyjpVqBHqWwTFWeQxwKfj4hXgV8CD1PsYp9ZmXOeE/5/FLvrY4ErMkYoEtJTOxi/luEUu9Fj8tkc0sX2UDyDnwKPAGMj4kWKX9RsljQe+Fmu5QXABOBX2Qbga8AtOfdTu/BZsc4YNAiGD4dttgGpeB0+3L+gZ2Zmy5QW3kyz7iLpf4DvR8Tri6zccT9XUpz7nbLIyisQSacDd0bEtO6OpTs0NTVFa2trd4dhZma22pA0OSKaqst9BnkFEhFnLGkfKv66w/orW3IMEBEXdXcMZmZmZk6QVzERcVJ3x2BmZma2MvMZZDMzMzOzEifIZmZmZmYlTpDNzMzMzEqcIJuZmZmZlThBNjMzMzMrcYJsZmZmZlbiBNnMzMzMrMQJspmZmZlZiRPkTpDUKGm2pHGSWiUd3YW2gyWt1YX6l0jq2Yl6vSVNkDRe0mOStu6g7lWdHb9G23MlHbYE7bs0/6q2a0i6Nuf5uKTmDuqeKWnbxRynUdIti9M22/eR9JG83kLSeYvb12qjpQUaG6GurnhtaenuiMzMzObzv6TXeeMj4khJ9cBDwA2dbDcYuAV4d1EVJdVFxKmd7PfbwIkR8ZtMqKO9ihHx5apxlOXttlmKBtPJ+ddwKPBqRBwLIGnj9ipGxAXVZbme8xZj3K7qA6wHTIqIV4FzlsOYK6+WFmhuhra24v2MGcV7gEGDui8uMzOz5B3krqsH2iQdLGmMpEmSzgSQ1FPS9bmr+4CkvSmSp9GShkjaVNId2e46ST0k9Zd0l6RRwLG5S72epF5Z7xFJl1cGL+0GtwEDJK0bEW9HxD+zr7vza5KkHbJNa76OlHQl8ACwqaRfZKz3SHpf1vlWjjle0i451jGSRudObr2kOkn3Zaz3S9og2w6WNDHbH9DJ+e+dsY6X9J3sp7Ib3Ab0ltQAEBGv5/0nJV2R7f67NLdda6zn53L3+XFJA7PuRyQ9lGOelnPcUtItkp6RdFDW+3rGOlnSwVm2naRf5dwvzrYnAkNyjebvRtdqb8DQoe8lxxVtbUW5mZnZiiAi/LWIL6ARmA2MA14BTgDq856Ax4CewBDgq1lel6/jgPXy+iLggLw+DTgS6A9MAFSun/1Vym4DdqiK6f3AlcALFLvZ9dnXQxnTPsDIrNuaryOBE/L6M8AFeX0cxa7nbsDtpXHrgHOBs/P9MOATed0zX08BvgRsCvwqx64HHuzk/L8LHFZes6p5npTr+wywV5b9AfgQxU9AWnO8kcCu5fUEemS7tYGNgCez/cPAv5Xm2AhMy/52AG7Le5VnvCkwNq9vBrbP68uAJopd8pNLn5Vb2mtfY37NOYfWhoaGWC1IEbDwl9TdkZmZ2WqmkiNVf3kHufPGR0R/igRoMLC7pAcoEsDtKBLWnYCJAFH7R/u7AOdJGgd8Ftgiy1vzIZU1AvdIGk+RhG1ZvhkRf46IEyPigxTJ3bF5a0r2NRnYvkYMT+Tr9qXrx4EPZvwPV2IpzWFKvs4CNpa0LjBC0gTgixnbdjm/scA9pbktav5XAAdL+jkwsLpBRPwkIj5KkUxfmMVvRsTvIuJfwPPAB6qaVdZzM2BGRLwTEX8D3pG0BrBWRLxcNcdfZ3+zgMpRjkGSJgK38t767whcnXPYB9iqxjwrarWvnt/wiGiKiKbNNtusg65WIQ0NXSs3MzNbznwGuYsi4l1JAs4H/huYCkyi2LF8DtgXaC2df51DsZNJ1r09IiYCSFoz69dKpk8CLouIeyTdlv0jaauIeEnSDhHxfNb9M+8dl+mT8e0O/L5Gv5WxXgD2pEje9qJINKcCR1UqSqr0WU7eRZHIvhIR/ynpFOB9wHSK3drDIiJybnRi/mtExBAVv8g3meKbgvcDfwM2Af4eEW8Br5ViWC+Pj0ynSPT/2M4cZwPbSFqbYkd+rYj4l6R3JH0gIv7YwRwBTgc+TJEwP5Rl04DTI2JGrnOPXLMeLKxWexs2bMEzyAD19UW5mZnZCsAJcuf1y13DtYG7gJeBG4FngbeyzghgpKRPA29T/JLZKOAmSTdRHFEYoff+ysEZHYx3J3CxpBPI5Ct3P68H9gOOVvHXJd6mSCb/k2Kn+R/A3RQ/1u/oN57uAD6Vu8BvAYMi4q+Spkh6NPs9uZ22jwFDJd1NkZy+FBGvSboBGC9pbq7LKZ2Y/8ckfQpYl+KYBMCPKI58bJJr8C+Kz2rlkOrrFEc09gCuiYi2IlddUETMlXQBxZELSu2/Btwi6V2Kdb6tnXmOpfiJwOPA37PsG8D/ZtI9D/gC8Cjwc0lNFL882VF7q/wi3tChMHNmsXM8bJh/Qc/MzFYYlbOmthJQ8afEdouIEe3c70+xg3v68oxraZM0IiK+1MH91ohoWp4xLQ9NTU3R2tra3WGYmZmtNiRNrpVTeAd5JRIRkyiOc6zSOkqOzczMzJY1J8irkIgYR/FLg6u0VXH32MzMzFYc/isWZmZmZmYlTpDNzMzMzEqcIJuZmZmZlThBNjMzMzMrcYJsZmZmZlbiBNnMzMzMrMQJspmZmZlZiRNkMzMzM7MSJ8hmZmZmZiUrZIIsqVHSbEnjJLVKOroLbQdLWqsL9S+R1HMRddaX1FpVdq2kPTs7zvIg6aolaHuupMOqyvpIOrETbb8n6TOl99tJumtxY1kW8nOx9xK0b61RtsjPjqWWFmhshLq64rWlpbsjMjMza9cKmSCn8RHRH9gfOKML7QYDnUqQJdVFxKkR8XZH9SLiH8BLknbOdmsBvSLiiUX1X+t6WYmILy+qTlfiiIinIuLKTlS9CTiy9P4zwC2LiEOStDhxLY6IGBkRjy6qXhfXZ5GfHaNIhpubYcYMiChem5udJJuZ2QprRU6QK+qBNkkHSxojaZKkMwEk9ZR0vaTxkh7IHcI+wGhJQyRtKumObHedpB6S+ku6S9Io4NjcpV5PUq+s94ikyyuDl3ZlbwY+ndcHAw9IWif7HSNplKQNcvd7oqSbgdOz/x9mTP0lXZT97iRpZF7/u6RHcx6fk7SGpF/k+3skvS/7fVTSLZJ+K+lTkm6T9EwpcW/N1w9KejDbX5hlv5X0c+BCSb0lPZxzHVpa689Kui/XZ52qeC/KuUyS1CfLBkvaOyKeAj4kaZ3s5xPALyUNzLV4RNIx2WakpCuBB4DDaz2LrHdDznmBZ5z3DpT0mKTHJQ0u9Tsi+7hS0tnZ5tK8P3+HXNK3MqbxknbJe9dIGg18WNLFkh7KvratfA5V/NRgiqTDs592PzsqXCZprKT7JW3V+Y/8KmboUGhrW7Csra0oNzMzWxFFxAr3BTQCs4FxwCvACUB93hPwGNATGAJ8Ncvr8nUcsF5eXwQckNenUexy9gcmACrXz/4qZbcBO1TFtAHwWF7/DNgLOBn4QpZ9Gjg9Y/89sFap/wPzuj9wUV7vBIyk+Cbl6VLMdRQ7sBfk++OAc7LfqUAP4EBgctb9JPC9rNuar7cDu1ety9+BjfP6LmDnXMsHsu9zS/2cRbETX463sv69gZYaz+x7wOHANsA9GdsjFLv5dcD4jH0kcEJpPRZ6Fnl9Q8ZV6xk/DmyafT+Zz24kMCjvTwA+WVkTYJ2c32HAbrk+Kq33ucB38/2ewA153Q/4WV6/CbwPWB+YvKjPTo71nSzrC1zezme9OWNsbWhoiFWSFFHsHS/4JXV3ZGZmtpqr5E7VX2uw4hofEUeqOM7wIDBV0nnAmsB2wPspksyrASJiXo0+dgH2knQ2RRJzLfAaxWJEVd1G4EeS6oFtgS2B5ys3I+Lvkv4kaSdgd2ASRfK6p6TPZ1wTs/rTEfFuqe/KUYzymJXjBZsBsyLizco8JG1favM4cFBe/yYi5kp6Gfh11n0Z2LhqLltFxJSqdXkhIl7P680j4jmYv+u8fZZPLr1+DHix1Odpkg4F5gFzWdjNwNeyr1spEtgdgPvy/qY51/J6wILPotb61HrGdRHxWsb/O4pnBfBMvr5Sun4V2LDU707Aw5Uxcw3LMVWv/fl5/YeI+GuO+Y6k8n87jSz82dkFOELS/jmXWdQQEcOB4QBNTU3Vn8lVQ0NDcayiVrmZmdkKaIU/YpGJpigSlVOAAcDMLHsO2BcWODs6h2KnEood17Mion9E7AVUjkvUSqZPAi6LiH4UO3rKfss/Gr8ZuAIYkwnWVODS7H9f4Nvt9F95/zqwdV73zdfZwFaS1i3N4wWKnUwodqoriXo5gaqVTFbMkrRbqb/qmP4kaWcVmWETxY43FIl/5bVShqRNKHZE96PYNa+szfsyKSQT8p0pdr/voPhG5Dng4CjOkveJiFdrxFK+fh3YOpPP3llW6xnPU3F8Zi3gQxQJcWfXZyqwT2lu1evT3to3Stoon9PaEfGvUp+1PjtTgZvys9EPOJ7V1bBhUF+/YFl9fVFuZma2AlqRE+R+ecbzUWA0cA1wI3Ad8FbWGQHsI2lC1gEYBdwk6QRgGPDVPB86huLH6+25k+J87q1kgp2J2vWlOqMokrXKL6ANBw4u9X/IIub0LLBOnqX9GMzfFR0KjJE0FjiaIsFsyHkdDVxeu7t2nQFcImkc8P0a94cCP6U4AjE2Il7M8kZJ92dsN5Tqvw78CajEV/E1oPyXIe4H/h4Rf8l5DaM4qz0W6MxvZP2E4hf+bqRIsKH2Mz4LuJtix/7S6MIvykXE08AUFee5x1DsKJfvtwJ/lPQQcB7w3bw1K+ObWCqrWOizk2Wb5BnkscDnOxvjKmfQIBg+HLbZBqTidfjwotzMzGwFpFjopIFVSPoIsFtEjOjuWFZE+ct2X6naTbXF1NTUFK2tC/01OTMzM1tGJE2OiKbq8hX5DHK3i4hJFGeNrYaIWOTfSDYzMzNb2azIRyzMzMzMzJY7J8hmZmZmZiVOkM3MzMzMSpwgm5mZmZmVOEE2MzMzMytxgmxmZmZmVuIE2czMzMysxAmymZmZmVmJE2QzMzMzsxInyICkRyR9s5N1z5V02DKMZZykifk6TtJ6y2qsDsZfqmNKau5i/UMlvSFp7S60WS7/RnNH6yOpv6SLapRftewjW45aWqCxEerqiteWlu6OyMzMbKla7RNkSVsDM4ADa9zrrvX5eET0z683F1V5ceJcznPrUoIMfAb4BXBo9Y1ufCaLLSK+3N0xLDUtLdDcDDNmQETx2tzsJNnMzFYpK12ysQwcCVwHTJe0fe4QXyNpNPBhSd/KHebxknbJNsdIGi1pgqR6SXWS7svdxfslbQAgaXDuBj8i6YAs+7qkMZImSzo4ywZKOqK9ACWNlLRrXl+QO5X9Jd0laRRwrKS7SvXHSlpP0kUZ0yRJffLeOEk/BEZL6inp+pzbA6Uhz8+5/STb9MqYH5F0eZZJ0mU51v2Stsry0yU9mnX75rx2zHGPknSspAclPSnp2GzTR9KJeb0GsBUwDPh0aU6/lfRz4EJJH8w+xku6MKusK6lF0pRSv7XG2lTSHTmf6yT1kLSGpF9kf/dIel/W/UmW/UDSuKpnsqGkO/P+TZLWyls7S7o713yHrLtcdreXi6FDoa1twbK2tqLczMxsFbFGdwewAjgQuBxoo0iWAWZGxHGSdgP6AvtGRJR2L6dFxHckDQMOiohRkj4ZEW9LOgU4StLtwDHA/kBP4E5gDHBFRFwoaVPgZuD+iLi3KqbRkuYCb0ZER8c5NgD6ZWyHS9o8y16OiDclnR0RbZJ6A98ABmW7eyLiNElDgEkRcbEW3Jm9LSJOlfSQpA2BF4ADc5zbMvHbEXg9IgZI6gucKel84BPAvkAjMDwiDpI0LSL6A0iqj4hrVRyfeAi4NiKeAp7KsQ8AHoiIlyRtLGmtiHiXImneNyJez7U9PSKmlOLeAjgRmAfcD1wL3Fo9FnAmcGlEjJF0GnAEoHzmn5N0HPAVSfcAG0VEP0kHAXtVrX0zcHdE/K+kc/JZzwA2BPYD9gaGAoM7eH6V4yfNAA0NDR1VXTHMnNm1cjMzs5XQap0g565nb4rktY4ikX0QeCKr7AQ8HBEBEBHzJAFMyfuzgI0lrQtcJakB2Ai4FdgO2AUYm3U3y9dBkj5Pkcht0U5oH686WhHlsEvXrZXYKI4kHANsTLEjDnCapENzrLmlduX5XV2ZW+l+ZX4v5XzqgR9Jqge2BbbMuR0haf+MaRZFUvx09jU9k+tqB0v6Wl5/qMb9Iyl2nA8CtgYOAe4CXoiI17POVhExpSru6RHxdyh2tzsYaxdgL0lnUzzva4H1SmvyOHAQsD0wuWq9yrYHRpTa7EuRIE/JbyQmZ50ORcRwYDhAU1NTLKJ692toKI5V1Co3MzNbRazuRyyOBIZExMCIOASYRpEAVpKuqcA+lcql3crqhHUg8EpE7A/8NMumA88AA3L3tE/WPx0YwHu71Uhav51ksuJ1imQRYI9SeTmpHQX8B8UO7P2SNgEOo9jNPJkFE+tKu+coErvqs73V8zsJuCwi+gGtWTYVuCnPSfcDjgdeBPqoOHKyHfC3Gv2dQ7HLfCjwZo7dU9Imebxi+4joFxEDKda1sk7luc7K3f32nkm7Y2XcZ2XcewFXUeyQ75n39wKeB34P7J5lfWv0XasNOX9l29/XaLdyGzYM6usXLKuvL8rNzMxWEav1DjLFGddPlt6PodgVvBkgIp7OM62PAm9TJJq1PAYMlXQ38EfgpYh4TdINwPg8LvEscArFjvJEil3Hv2f7oygSvKvzfeWIBcDRwEjg2jynO6dWABHxjqTpQFtEzJX0OvCnHO+RduIeAYyU9Omc30K/FJfuBC6WdALQo1R2gKTKDvl1EXG1pF8CD+d8vpL3xqo4Kz2CYnd9LMUudWVHeF+gHzAh16kyp1mSdi6d7604AxiRiejjFMdHaqk11rBse16przuAT0maALwFDIqIv0p6S9J44EkWXvcRQIukzwGvAt+n+GbqH8DdwKa8d6Rl1TEopzR0aHGsoqGhSI4HrXpTNTOz1Zfe+wm9dRdJ/wN8v3SEYHH7uZLi3O+URVZegUg6HbgzIqZ1dyxlktaMiDl53OPTEXHishyvqakpWltXnd/nMzMzW9FJmhwRTdXlq/sO8gohIs5Y0j5U/MWJ9Ve25BggIhb628EriKskbU+xa/757g7GzMzMlg8nyKuIiDipu2NY1UTEF7o7BjMzM1v+Vvdf0jMzMzMzW4ATZDMzMzOzEifIZmZmZmYlTpDNzMzMzEqcIJuZmZmZlThBNjMzMzMrcYJsZmZmZlbiBNnMzMzMrMQJspmZmZlZyXJNkCU1SpotaZykVklHd6HtYElrdaH+JZJ6drLf5yVNkPRLSWt3os1Gkj7b2VhK7c6VdFhX22Xb/pI+1IX6gyXt3Yl65WcyTtL5XRhjoKQj8rq1s+2WhKQ+kj6yGO3GSVpvMcdcJp+9lVJLCzQ2Ql1d8drS0t0RmZmZLXXdsYM8PiL6A/sDZ3Sh3WCgU0mKpLqIODUi3u5k3z+OiP2BmcCRpX4kSTXqbwR0OUFeQv2BTiXIOf+REfFoJ/seHxH98+tbnQ0oIu6NiNs7W78rJLX32ewDdDlBXkKDWXafvZVHSws0N8OMGRBRvDY3O0k2M7NVTncesagH2iQdLGmMpEmSzgSQ1FPS9ZLGS3ogd0L7AKMlDZG0qaQ7st11knrkDutdkkYBx1Z2DCX1ynqPSLq8Mrikq2rE9GtgK0kjJV0JPABsKukXGcs9kt4HnAj0yzF2zJ3UiTnGMdl/b0kPZ9nQ0hiflXRfxrqOpM1zjhMk3SKpR7b/VrYdL+nDFEna9yX9LPP2yySNlXS/pK2yzW8l/Ry4sLJbLakuxxuXdTfIuh3ucmZf10qaIunwLBuZ85yQO8+DJZ1c1W6heWcsLZJGZ9v6bD9R0q05xt5Z98l8TtdI2jqf3URJP8khTgSGSBqd9c/KNZogqVeWfU7S4/k1sBTedzK272W9bvnsrbSGDoW2tgXL2tqKcjMzs1VJRCy3L6ARmA2MA14BTgDq856Ax4CewBDgq1lel6/jgPXy+iLggLw+jWLXtz8wAVC5fvZXKbsN2KEqpsHAyXl9HXA4MBI4Ics+A1yQ18cB5+Q8bqnEBzxCscNYB4wHegB3ATvnvB7INucC38t2Z/HezuQaWfYj4GBgN+D2Utx12fawfH8Y8J287gtcntd/BzbO63L9nvl6CvClDp7JuNJavAm8D1gfmAysCTxeFVN57Vrztb15n533hwGfyPI/5PwbgAfy/h+AD+b1FcDAvP4Z0K9qzF7ANXm9Ra5ZD+AZYG2Knf4nS5+HQ/L6XmBbuvmzl+XNQCvQ2tDQECs0KaLYO17wS+ruyMzMzBZLJX+p/lqD5W98RByp4kzng8BUSedRJGDbAe8HdgKuBoiIeTX62AXYS9LZFEnItcBrFJOMqrqNwI8k1VMkRVsCz1fVGaLiTPFTwCiKJPmJvLd96fpx4KCqtpsCOwD3ld5vBmweEc/B/PO52+f9yaXXj1Ekof8raWPgA8DTWfZwZS4RMU8LnvTYBThC0v4Uyd2sLH8hIl4vV5S0LnCVpAaKhPFWFjY+Io6sKvtDRPw1+3gHCODHwP9JegNo7yhGe/Oekq+zgI3z+tcR8S4wU9KGWfZ6RLyQ19Vr/0FgbmmsnYF9JI3L93Mp1n5GRLwDvCPpHUmVz3ll7adQfNa27O7PXkQMB4YDNDU1VbdfsTQ0FMcqapWbmZmtQrrtiEUmRgLOp9jZHEBxBljAc8C+sMBZ1DkUu4MAU4GzojgzuxdQOS5RK6E5CbgsIvpR7NQp+92qVOfHEbF/RJxSSooqry8Ae+b1XhQJTjmW1zLeg6M4W90nIl4F/iRpZxWZbRPw+6y/e+n198Ag4L6M766MbyqwTyW4XIPq+d+U8+8HHN/B/AcCr0Rxxvqnpfn/m1TzfHVFo4pfRlyXYjc2gJsj4njgz8Cn2mnX3rzLyV9l3A9LWjOfxRs15rCotZ9K6fx0znU2sI2ktSVtBKwVEf/K+pW17wNMB86kGz57K61hw6C+fsGy+vqi3MzMbBXSHQly5ezuo8Bo4BrgRorjDW9lnREUO4MTsg4UO7s3STqB4sf0X83znWMojiS0506KM7m3kklO7ihe38l47wAaMpajgcuBPwI9Jd1CsUs4DHhA0lig8htLQykS0keAsRHxYpY3SrqfYvf4Bopd9BMl/ZLimAAR8TQwRdKjOb+dgDHAaZJ+lHPaRMUZ5LHA5zuI/zHgIEl3A71L5dfx3i+eVZ7JOEmXZNks4CfAROC7FEctHpT0EEUi+kA747U371peBm7O+Xy7xv0fAGfkmG9HxATgUeAzkq6NiGeA5/O88Fjg6xExF7iA4sjDrzKeisMkPQxMiYg/UOymL9fP3kpt0CAYPhy22Qak4nX48KLczMxsFaKFfyq86lPxZ8J2i4gR3R1Ld1Dxi4BXRMR/dVCnNSKalmEMjcBFNY52rLaampqitXW5/LU8MzMzAyRNrpXvdMcZ5G4XEZOASd0dR3fJXdZ2k2MzMzOz1dlqmSDboi3L3ePs/0VKf3PazMzMbEXhf2razMzMzKzECbKZmZmZWYkTZDMzMzOzEifIZmZmZmYlTpDNzMzMzEqcIJuZmZmZlThBNjMzMzMrcYJsZmZmZlbiBLkLJDVKmi1pnKRWSUd3oe1gSWt1of4lknp2st/nJT2YcR2V5VtIOq+dNhtJ+mxnY1nE+OdKOmwJ2l9Vo2ykpCckPSDpHkl7ZPlASUe000+f/CfEl1iu43qL2bbddV+ptbRAYyPU1RWvLS3dHZGZmdky439Jr+vGR8SRkuqBh4AbOtluMHAL8O6iKkqqi4hTuxDTjyPi8ozpNkkvRsTjwDnt1N8I+CxwUxfGWCYi4svt3Do+In4taRuKOfWPiHs76KoPsB7d/E+IR8SrtL/uK6eWFmhuhra24v2MGcV7gEGDui8uMzOzZcQ7yIuvHmiTdLCkMZImSToTQFJPSddLGp+7oHtTJHCjJQ2RtKmkO7LddZJ6SOov6S5Jo4BjK7uYknplvUckXV4ZvNbOa0S0Af8DfCp3u2/Juh+R9FDGcxpwItAvx9ir0lfG8agKp+f1I5L65v3jcuf8GknPVo8v6eIcZ5ykbbPsuZzjryUdI+kGSc9I6pf3W/O1j6QTa8xpBnA38LHcLT85639B0mOSJkg6IOc0RNJoSV+VdEzW2zl3pNeQ9Itcg3skvS/v/yTLfiBpXNV8NpR0Z96/SdJa+Zzuk/RLSU9LOlLSqNzxfn/Vun89n91kSQd35kO1Qho69L3kuKKtrSg3MzNbBXkHuev6ZSL1IeDbwMMRcYAkAY9K+jHQDEyKiItzN3iepKeAwyLiTUkXAZdGxJhMWI8AXgM2APpFREg6Psd7ATgwy26TtENEPN/BzusrwJZVZRcDn42IlyXVAQ3A9hFxJICk/1Fx/KMf8CCwOfAJYF+gERguaSDwVeAjFDu1L5YHkLQn8IGI+Fgmv2cDxwNbAP+VfU4EtgN2BL4BjK+0j4ingKcWMae5OdZmwAnAfhExJ+d0JbBe7qRvDlwFXA/8J3BdrvHMiPicpOOAr0i6B9goIvpJOgjYq2rcZuDuiPhfSecAxwAzAEXEJyWdAAyKiE9IGgIcDtxXan9FRFwoaVPgZuD+6olJas5xaGhoaGf63WzmzK6Vm5mZreS8g9x14yOiP0XiOBjYXdIDwDiK5O/9wE4UySARMa9GH7sA52Wi/VmKJBKgNSKiqm4jcI+k8UATCye/1bYE/lhVtlZEvNxBPHcB/w4MokgmG4GnI2JeREwHNgQ2BWZFxLsR8Vfg91V9bA88kdePAx/M6+kR8SbwMvB8RPwzrzdexDw6mtN2wJSImFNrThHxJwBJ7wf6A2PaiW97YHKWPcHC2pvTM/n6ctV19ZwGSZoI3Eo7zy0ihkdEU0Q0bbbZZrWqdL/2EvcVNaE3MzNbQk6QF1NEvAsIOB84BRgAzMyy5yh2X8ndTYA5QI+8ngqcFRH9I2Ivit1OgFrJ60nAZRHRD2jN/pG0VXVFFb/UdzpwW9WtdyR9oBRPORYokuLjgYaImEqxO9xHUp2k7YC/AbOBrfKYwUYUSWrZC8Ceeb0X8HxlqUp1yteqjl3SJjXmtDXwH+Q3HGl6xrdGB3O6Hvgx8Egm0LXi+z2we5b1rR57SedE8SwGAEfW6HvlMWwY1NcvWFZfX5SbmZmtgnzEousqRyzWpth5fRm4EXgWeCvrjABGSvo08DZwKDAKuEnSTcAwYITe+2sHZ3Qw3p3Axfnj/B4AmRheD+yXdYao+OsOPYAREfGYpMZSH18DbpH0bvZ3CdAzz8qeERHTJa0D/BKKXzST9EvgYYoE8CsRMVfSpcAjFAn+jHKQEdEq6Y+SHgL+RZFwd8W+FEc8vp3vfybpDYrE978i4h/FKRaIiNmSfgY8LOktim9SHgV+LqkpIo7NuVyVfQLcQXE2ewLFcxoUEX+V9Fbuzj+ZY5WNAFokfQ54Ffg+sE8X5jSWIrF/HPh7F9qtWCq/iDd0aHGsoqGhSI79C3pmZraK0sI/0bcVnYo/Z7ZbRIxYin2OAr4YEX/uoM6aeeb3fcDo3P1eWuOfDtwZEdOWUn/rAPfmcZiO6lXmdBDw6YhY6BcFl5empqZobW3truHNzMxWO5ImR0RTdbl3kFdCETGJpfjnzCTdAUzrKDlOJ0r6FLA+8K2lNT5ARFy0tPqStAPwfxS/nLgoV0nanmL3/fNLKwYzMzNbeXkH2WwF4R1kMzOz5au9HWT/kp6ZmZmZWYkTZDMzMzOzEifIZmZmZmYlTpDNzMzMzEqcIJuZmZmZlThBNjMzMzMrcYJsZmZmZlbiBNnMzMzMrMQJspmZmZlZiRPkKpIekfTNTtY9V9JhyzCWcZIm5us4Sestq7E6GH+pjimpuQt1R0oaV3p/hqTZHdRvlHRI6f0K8c/SSRoo6YjujqPLWlqgsRHq6orXlpbujsjMzGy5cIJcImlrYAZwYI173bVWH4+I/vn15qIqL06cy3lunU6Q0zqSNs/rfYFZHdRtBA7p4P5yJ6kuIu6NiNu7O5YuaWmB5maYMQMiitfmZifJZma2WnCCvKAjgeuA6ZK2zx3iaySNBj4s6Vu5wzxe0i7Z5hhJoyVNkFQvqU7Sfbn7er+kDQAkDc7d4EckHZBlX5c0RtJkSQdnWYe7jbmrumteXyCpf37dJWkUcKyku0r1x0paT9JFGdMkSX3y3jhJPwRGS+op6fqc2wOlIc/Puf0k2/TKmB+RdHmWSdJlOdb9krbK8tMlPZp1++a8dsxxj5J0rKQHJT0p6dhs00fSiaXxbwcOl9QAvATMy3qbSrojY7lOUg/gROCo7H9DYF1JLZKmlPqvNea5WW/+c8zyiyU9lP1tm2W/lXRt9nm4pPe3s95P5vpck8/+5EV89lYsQ4dCW9uCZW1tRbmZmdkqbo3uDmAFcyBwOdBGkSwDzIyI4yTtBvQF9o2IKO26TouI70gaBhwUEaMkfTIi3pZ0CkXCdjtwDLA/0BO4ExgDXBERF0raFLgZuD8i7q2KabSkucCbEdHRcY4NgH4Z2+G567oB8HJEvCnp7Ihok9Qb+AYwKNvdExGnSRoCTIqIi7XgjvJtEXFqJoobAi8AB+Y4t0naAdgReD0iBkjqC5wp6XzgExS7vo3A8Ig4SNK0iOgPIKk+Iq6VtDbwEHBtRDwFPFUa/37gm8C6wG3AXll+JnBpRIyRdBpwBHAlMCsiTs/+t6BImudlP9cCt1aPWes5Svoj8IGI+JikfsDZwPFAA/AxYA4wLiL6SppTY703Bi6JiBckDW7voak4ctIM0NDQ0F615W/mzK6Vm5mZrUKcIKfc9exNkbzWUSSyDwJPZJWdgIcjIgAiYp4kgCl5fxawsaR1gatyx3Mj4FZgO2AXYGzW3SxfB0n6PEUCt0U7oX286mhFlMMuXbdWYgN+QZGQb0yxIw5wmqRDc6y5pXbl+V1dmVvpfmV+L+V86oEf5S7rtsCWObcjJO2fMc2iSIqfzr6mZ3Jd7WBJX8vrD9WcPbwLvAX8P+DSUvkuwF6SzqZ4VtcCr1W1nR4Rf4dil3sRYy7wHHOelbV5HDg/r/8QEX/NPt+RtAa11/v1iHihnTnNFxHDgeEATU1NsYjqy09DQ3Gsola5mZnZKs5HLN5zJDAkIgZGxCHANIoEsJIsTgX2qVQu7bJWJ6wDgVciYn/gp1k2HXgGGJC7p32y/unAAN7brUbS+u0kkxWvA1vn9R6l8nJSOwr4D+AA4H5JmwCHAfsBJ7NgYl1p9xzFbm/1meTq+Z0EXBYR/YDWLJsK3JTnpPtR7LS+CPRRceRkO+BvNfo7h2KX+VDgzRy7Z8Zb9n/ALyPiX6WyqcBZOeZewFUUu7o92om93THbmecLwJ75fi/g+bxulLRRfiO0dsa0wHpnvfLzWPkMGwb19QuW1dcX5WZmZqs4J8jv+TQwvvR+DKXENSKeBqbkmdoxFDuutTxG8SP6uyl2pImI14AbgPGSxgI/zLpjgYnAUODvWXZUeVyKIxaVv2KxBTASuEDFeeM5tQKIiHcokvLWiJhLkVT/Kcc7up24RwD7SJoAjG6nDhQ77BdKupX3ktE7gU3y/O1Y4PMR8SrwS+Bhil3VMytzljRK0v+j2F0fC1yRMUKRpJ9aNZ8JEXFJVRzDgK/mGeQxwG7As0BfSbdIWr+d+GuNuZCIaAX+KOkh4Dzgu3lrFvATiuf23axbvd4rv0GDYPhw2GYbkIrX4cOLcjMzs1Wc3vupvK0IJP0P8P2IaDd562Q/V1Kc+52yyMorEEmnA3dGxLTujqUWSa0R0VSjfInXu6mpKVpbV4i/TGdmZrZakDS51v/XfQZ5BRMRZyxpHyr+4sT6K1tyDBARF3V3DF21Mq+3mZmZLcwJ8iooIk7q7hhWVbW+y/R6m5mZrVp8BtnMzMzMrMQJspmZmZlZiRNkMzMzM7MSJ8hmZmZmZiVOkM3MzMzMSpwgm5mZmZmVOEE2MzMzMytxgmxmZmZmVuIEeSUnqVHSbEnjJLVKOroLbQdLWqsL9S+R1LOT/T6fMY2T1E/SiZ0dp9TPQElHdLFNc1fHKbXtL2lWxvyEpAFdbH9Vvp4r6bB8NrdkWafWboXR0gKNjVBXV7y2tHR3RGZmZsuN/yW9VcP4iDhSUj3wEHBDJ9sNBm4B3l1URUl1EXFqF2L6cURcXo6xRn/zOuogIu7twngVzcDwxWhXcWNEnC5pa+D/gLGdbRgRX+7g3qlLENPy1dICzc3Q1la8nzGjeA8waFD3xWVmZraceAd51VIPtEk6WNIYSZMknQkgqaek6yWNl/SApL2BPsBoSUMkbSrpjmx3naQeuaN6l6RRwLG5s7qepF5Z7xFJ85Pgyg5qteznorx+Mttckzutv5D0K0mjJP13Xt+WdQdLOjmvvyDpMUkTJB1QdW9g9nUisGNp17pJ0lhJEyWdnnVPzN3h8ZXd6XbiXh/4R94/VtKDGfuxWbZZrs14SddlWWt7D6aydp18jt1r6ND3kuOKtrai3MzMbDXgBHnV0E/SOOAZ4GfAwxFxALAXcHj+aL8ZmBQR/YBDIuJR4Cng4xHxY+BM4NJsNwWoHG3YAPhkRFxTGu8F4MCI2AfYUtIOsNAO6pBMCn9WFevGwCURcWy+/01EHAq8AayR15L0oUoDSZsBJwD7RcT+wLhaixARVwLTIqJ/RIwHfgB8KiL2A/aVtDlwFHBQrsMva8R9VK7lOKCSON8aEQcCewOnZNlZwNXZz+drxdMZkprzaEzr7NmzF7ebpWvmzK6Vm5mZrWKcIK8axkdEf6CR4tjE7pIeoEjytgPeD+wETARo52jDLsB5mRx+Ftgiy1sjIqrqNgL3SBoPNAFb1ujvx5moHl9V/npEvFB6/0y+vlx1vXGpznbAlIiYU4q/HJNqjA/QC7g957QdsDVwBnBRJu471GhzY67lB4Gzs+zgnOt9QCVxX9R6dkpEDI+Ipoho2myzzRa3m6WroaFr5WZmZqsYJ8irkIh4lyJZPJ9ip3MAMDPLngP2heL8bzaZA/TI66nAWZnU7sV7u6e1kr+TgMty97Q1+0fSVp0Is7q/aOe6nPROB/pIWqMU/+sUCS9A33b6eJpi97s/sAcwGXg2Ir4EjAC+0UHcbcC6eX0O8AngUODNLKu1nquGYcOgvn7Bsvr6otzMzGw1sGr9j3311S+PMzwKjAauAW4ErgPeyjojgH0kTcg6AKOAmySdAAwDvppni8cAu3Uw3p3AhZJuJRPsTF6vX8rzAiAiZpNHRzK2/sADwN6S7gV2LFWfJulWSR+lODZym6SxwD3AOsD/5m7wZRTrA3BzqX3liMVDwKVZdivFL+tdQZGYA3wfaM6+qo+RrNwGDYLhw2GbbUAqXocP9y/omZnZakML//TcrOskfQTYLSJGdHcsXSHp/cApEfGt7o6lqakpWlvb/T0/MzMzW8okTY6Ipupy/5k3WyoiYhIwqbvj6KqI+DPQ7cmxmZmZrTh8xMLMzMzMrMQJspmZmZlZiRNkMzMzM7MSJ8hmZmZmZiVOkM3MzMzMSpwgm5mZmZmVOEE2MzMzMytxgmxmZmZmVuIE2czMzMysxAmymZmZmVmJE+RFkPSIpG92su65kg5bhrGMkzQxX8dJWm9ZjdXB+Et1TEnNS7O/JSFpC0nnLYN+b5DUuLT7XSItLdDYCHV1xWtLS3dHZGZmtsJwgtwBSVsDM4ADa9zrrrX7eET0z683F1V5ceJcznNbYRLkiHg1Is7p7jiWuZYWaG6GGTMgonhtbnaSbGZmlpwgd+xI4DpguqTtc4f4GkmjgQ9L+lbuMI+XtEu2OUbSaEkTJNVLqpN0X+6+3i9pAwBJg3M3+BFJB2TZ1yWNkTRZ0sFZNlDSEe0FKGmkpF3z+gJJ/fPrLkmjgGMl3VWqP1bSepIuypgmSeqT98ZJ+iEwWlJPSdfn3B4oDXl+zu0n2aZXxvyIpMuzTJIuy7Hul7RVlp8u6dGs2zfntWOOe5SkYyU9KOlJScdmmz6STizFt15e3yCpMdfxNkl3S3pC0pZ5/7qs/5CkBklr5ZqMz/jXkXRithkv6Yjs75Zsf4ikKZJuznl0NFatZ1lpfwuwedc/esvQ0KHQ1rZgWVtbUW5mZmas0d0BrOAOBC4H2iiSZYCZEXGcpN2AvsC+ERGlXddpEfEdScOAgyJilKRPRsTbkk4BjpJ0O3AMsD/QE7gTGANcEREXStoUuBm4PyLurYpptKS5wJsR0dFxjg2Afhnb4ZI2z7KXI+JNSWdHRJuk3sA3gEHZ7p6IOE3SEGBSRFysBXeUb4uIUzPx3BB4ATgwx7lN0g7AjsDrETFAUl/gTEnnA58A9gUageERcZCkaRHRH0BSfURcK2lt4CHg2oh4Cniqo4cE/C0iviDpSxTP6VKgOef3CeDLwP8B/4yIwyQp4z0qn9EbOceGUp/fpXj+bwG/bW8sSb+g9rP8Tqn9c+0FruKISTNAQ0NDe9WWrpkzu1ZuZma2mnGC3I7c9exNkfDUUSQ/DwJPZJWdgIcjIgAiYp4kgCl5fxawsaR1gaskNQAbAbcC2wG7AGOz7mb5OkjS54F5wBbthPbxqqMVUQ67dN1aiQ2oJHEbU+yIA5wm6dAca26pXXl+V1fmVrpfmd9LOZ964EeS6oFtgS1zbkdI2j9jmkWRFD+dfU3P5LrawZK+ltcfqnG/vbmW13wvST2AH+TO+NrAbyLi97lTPBJ4WdLZwBnARZLWAC4A3in1WRcRfwWQ9Ex7Y9H+s+xRav90jbkUE4oYDgwHaGpqivbqLVUNDcWxilrlZmZm5iMWHTgSGBIRAyPiEGAaRQJYSRanAvtUKpd2WauTuIHAKxGxP/DTLJsOPAMMyN3TPln/dGAA7+1WI2n9dpLJiteBrfN6j1J5OakdBfwHcABwv6RNgMOA/YCTWTDZrLR7jmK3t/pMcvX8TgIui4h+QGuWTQVuynPS/YDjgReBPiqOnGwH/K1Gf+dQ7DIfCryZY/fMeOfPNRPa3h3E1AfYPCL2A84vutHaFDv0gymS2H2BZyPiS8AIil30srmSNpa0FtCrg7Hae5bl9uVYu9+wYVBfv2BZfX1RbmZmZt5B7sCngU+W3o+hSKRuBoiIp/OM6aPA2xSJZi2PAUMl3Q38EXgpIl6TdAMwPo9LPAucQrELORF4HPh7tj+KIim7Ot9XjlgAHA2MBK7Nc7pzagUQEe9Img60RcRcSa8Df8rxHmkn7hHASEmfzvkd2k69O4GLJZ0A9CiVHSCpsqt6XURcLemXwMM5n6/kvbEqzkqPoNhdH0uxS/t63t8X6Ad8G/gJcBPwO+C1duKBIkH/gKT7ee94xDbA1Zns/x14EvhfFX9dYj3g61V9nEvxzKcDr9L+2rb3LM+m+InDixS7zSuOQXmaZujQ4lhFQ0ORHFfKzczMVnN676fwtiKS9D/A9yPi9UVW7rifKynO/U5ZZOUViKTTgTsjYtpyHnfNiJiTO8+PA30jYu6i2i2JpqamaG1tXZZDmJmZWYmkyRHRVF3uHeQVXEScsaR9qPiLE+uvbMkxQERc1E1DHy7pZIrd5UuXdXJsZmZmKw4nyKuBiDipu2NY2UTEzeRxGjMzM1u9+Jf0zMzMzMxKnCCbmZmZmZU4QTYzMzMzK3GCbGZmZmZW4gTZzMzMzKzECbKZmZmZWYkTZDMzMzOzEifIZmZmZmYlTpBrkPSIpG92su65kg5bhrGMy38muvL+sWU1VidjWW8p99m8NPtbEpK2kHTeMuj3BkmNi91BSws0NkJdXfHa0rK0QjMzM7ManCBXkbQ1MAM4sMa97lqvJkmbL6/BlvM8V5gEOSJejYhzujuOBbS0QHMzzJgBEcVrc7OTZDMzs2XICfLCjgSuA6ZL2j53iK+RNBr4sKRv5Q7zeEm7ZJtjJI2WNEFSvaQ6Sffljuv9kjYAkDRY0sRsf0CWfV3SGEmTJR2cZQMlHVGK6XJgSDlISQdnu0mSziz1f5ukuyU9IWnLLD9d0qM5bt8suyjjmySpT5aNk/RDYLSknpKuz3k+UBr6/JznT7JNr4zjEUmXZ5kkXSZpbM5/q1px5Bx3zHGPknSspAclPSnp2GzTR9KJpfjWy+sbJDV2MOfrsv5DkhokrSXprpzPBEnrSDox24yXdET2d0u2P0TSFEk35zw6GqvWc620vwVY/G9uhg6FtrYFy9rainIzMzNbNiLCX6Uv4C5gTWAA8A3gXOC7eW834HZA+b4u75+d74cBn8jrnvl6CvAlYFPgV4CAeuDBvF+fr5sCY2vEMw7YAHgcWB94rKqdgMeAnsBg4P+y/Es59hbAhIx1O+CBqva9gZbSWAfm9RDgq5V5lu7vn9cPARvmuJX1uA3YATgM+E6W9aVI8NuLo7U010pMawNPtLMW6+X1DUBjrTlX9fWJfC7bA7dU1qzU34alZ9lYqvM48L6M5fftjdXBc32s1H460NjO560ZaAVaGxoaYiFSRLF3vOCXtHBdMzMz65JyHlL+WgObL3c6ewN3UiRMPYEHgSeyyk7Aw7mgRMQ8SQBT8v4sYGNJ6wJXSWoANgJupUgKdwHGZt3N8nWQpM8D8yiSyFrmAT8F/qtUtruK87JrZt/vz/JyLHtRJHZPR8Q8il3xDfP+aZIOzb7nlvotz/XqyjxL9yv9v5Rzqwd+JKke2BbYMud5hKT9KRLHWR3EUXawpK/l9Ydq3I/StWrENAvYS1IP4Ae5M7428JuI+H3uFI8EXpZ0NnAGcJGkNYALgHdKfdZFxF8BJD3T3li0/1x7lNo/XWMuxYQihgPDAZqammKhCg0NxbGKWuVmZma2TPiIxYKOBIZExMCIOASYRpH0VRLEqcA+lcp676xudeI2EHglIvanSGxFsYv4DDAgIvoDfbL+6RS71UeW+l2/RgL5c+AoioQY4EyKHcwBwEzeSxirY3kR6KPi2Md2wN8kbUKxy7sfcDILJpuVuT4H7Fs1z1r9nwRcFhH9KHZCRbFON0VE/yw/vlYcNfo7h2LH91DgzRy7Z8YL8DqwdSa0vTuIqQ+weUTsB5xfdKO1gSsiYjBFErsv8GxEfAkYQfHTgrK5kjaWtBbQq4Ox2nuu5fblWLtm2DCor1+wrL6+KDczM7NlwjvIC/o08MnS+zEUydPNABHxdJ4rfRR4myK5rOUxYKiku4E/Ai9FxGuSbgDGS5oLPEuR4I4FJlL8SP/v2f4oikTs6kqHEfGOpJuBE7PoVuDG7Oet9iYUEa9K+iXwcPb5FYpE80859iPtNB0BjJT06Zzroe3UuxO4WNIJQI9S2QGSKruq10XE1TXiABgraVSOd2vGNCVjhCKR7Qd8G/gJcBPwO+C19uZMkaB/QNL9wG+zbBvg6kz2/w48Cfyvir8usR7w9ao+zqV4/tOBV4E5tQbq4LmeTfHThxcpdpsXz6BBxevQoTBzZrFzPGzYe+VmZma21FXOYtoKRNL/AN+PiNcXWXkVJ+l04M6ImLacx10zIubkzvPjQN+ImLuodkuiqakpWltbl+UQZmZmViJpckQ0VZd7B3kFFBFndHcMK4qIuKibhj5c0skUu8uXLuvk2MzMzFYcTpDNaoiIm8mjNWZmZrZ68S/pmZmZmZmVOEE2MzMzMytxgmxmZmZmVuIE2czMzMysxAmymZmZmVmJE2QzMzMzsxInyGZmZmZmJU6QzczMzMxKnCCbmZmZmZU4QW6HpEZJsyWNk9Qq6egutB0saa0u1L9EUs9O9vt8xjRO0oadHaNGX/0lLdY/45xrc0gX6veRdGIn65bnN2Rx4iv1NU7SeovZdrGeoaSBko5YnDHna2mBxkaoqyteW1qWqDszMzPrGv9T0x0bHxFHSqoHHgJu6GS7wcAtwLuLqiipLiJO7UJMP46Iy7tQf1loBA4B7ltUxZzfU8BTnez7jYjov7iBLUWDWbxneO8SjdrSAs3N0NZWvJ8xo3gPMGjQEnVtZmZmneMd5M6pB9okHSxpjKRJks4EyF3D6yWNl/SApL2BPsBoSUMkbSrpjmx3naQeuXt7l6RRwLGVnU5JvbLeI5LmJ8GSrqoVVO7k3pLX60gal9cjJU2UNCHrbCjpzozxptLO6M6S7s757JBtr8t4HpLUkGX/LunRbP854ETgqMoudu62Tsy4D8g24yT9MNdh/m61pIvy3iRJfbJscK5brTmOlLRrXl+Qfe2d7cdL+k7e+5ykx/NrYKmL70h6WNL3st6yfoaDJZ3c3lou0tCh7yXHFW1tRbmZmZktF95B7li/TDo/BHwbeDgiDpAk4FFJPwaagUkRcXHuJM6T9BRwWES8mYnhpRExRtJpwBHAa8AGQL+ICEnH53gvAAdm2W2SdoiI5yPiy6WYhkg6EvgDcF51wJLWBHYGPpr91AGnAXdHxP9KOgc4BpgBbAjsB+wNDKXYNW2OiDZJnwC+LOnbwPeBfXM+dcArwKyIOF3Sptnf/kBP4E5gTIZzT0ScJql/KcSzs//ewDeAQRExsnR/w0qiD5zTznP5d+A7EXGXpDpJPYAzgT0zhjG8t5N7b0R8TdK9krZl2T/DsgXWMtd4AZKac3waGhpg1qzaM545s52lMDMzs6XNCXLHKkcs1gIeBKZKOg9YE9gOeD+wE3A1QETMq9HHLsBeks6mSN6upUiuWiMiquo2Aj9ScaRjW2BL4PmqOvOPWEjaplSujGFOJn3/J+kN4FvA9sCIrPc4sC9Fgjwlk7vJwPaZaP4gd3bXBn4DbEaRDL9ZmWORW863Xc5xbL7frHTviRrrcZqkQ4F5wNwa9xc4YiFpcPUcgSuAb0r6LMWxlyeBGRHxDvCOpHckVT7bk/N1Ssa65TJ+hpW4a63lQiJiODAcoKmpKZCKYxXVGjq3AW1mZmZLzkcsOiEi3qVIzs4HTgEGADOz7DmKhJPcXQWYA/TI66nAWRHRPyL2AirHJWolYicBl0VEP6A1+0fSVu2E9jegcq9v1u0B3BwRxwN/Bj5FsTO9Z9bbi/eS7j65k7o78HuKYwWbR8R+OVcBs4GtJK1bmmN5ftOBZ4ABmdj2KcW3wBwlbQIcRrFrfXJpfu/LbwpqeR3YOq/3yNc3ImII8EXgBxnjNpLWlrQRsFZE/Cvr7l6Za8Z6Jsv2GVb0YeG1XLRhw6C+ainq64tyMzMzWy6cIHesX54hfRQYDVwD3AhcB7yVdUYA+0iakHUARgE3SToBGAZ8Nc+vjgF262C8O4ELJd1KJme5E3p9rcoR8QbwpKSJFIkwwPrAg5IeAgYCD2SMh2WMH+a9Xzb8B3A3cGnGORX4gKT7gQNzjHkURwPGSBoLHA08C/RVcf75nexvfN7/YQfzex34E8Vuc/mvgnyN4phHLSOBC/Ks75ws+3LO5VFgZETMBS4AJgC/YsGjDIdJephit/wPwK0s22dYsdBadsqgQTB8OGyzDUjF6/Dh/gU9MzOz5Ujt/ITYVhCSPgLsFhEjFll5JSXpSuArpV3f1VJTU1O0trZ2dxhmZmarDUmTI6KputxnkFdwETEJmNTdcSxLEdGpv5FsZmZmtjz4iIWZmZmZWYkTZDMzMzOzEifIZmZmZmYlTpDNzMzMzEqcIJuZmZmZlThBNjMzMzMrcYJsZmZmZlbiBNnMzMzMrMQJspmZmZlZiRNkW+VJWqJ/v1nSmZK2VeFOSRMl7SGpU/8CoKQLJPVfZMXJk6GxEVpaliRcMzMzW0L+p6bNFiEiLgCQ9AFgXkTsl7eeXOqDzZgBzc3F9aBBS717MzMzWzTvINtKQVJ/SRfl9U6SRkp6UtKVkh6X9M28t5mkuySNl3RdVR8HSxojaZKkM7PscElPSBon6URJ78vrcZJGZZ2RknYFfgzsI+nmqngG5q7yI5KOybI+2e+dwM5dmmxbGwwdumQLZmZmZovNCbKtzDYCLgD2Bo7OsrOAqyOiH/D5qvoPR8QBwF7A4ZJ6Ap8Gjo+I/sBVwO5Aa74/vKr9GcD4iPhMpUBSHXA2cCDwMeC/JPUAzgf+E/gE8L72JiCpWVLrQsdAZs5c9OzNzMxsmXCCbCuLKF0rX1+PiBkRMQ94O8t2AiYCZHnZ7pIeAMYB2wHvB74L/LeknwMfAcYDb0i6BvhaJ+LaFNgBuA8Yk+83AzaPiGkREUC7Z6AjYnhENEVE0wI3Gho6MbSZmZktCz6DbCuL14Gt87pvvkaNes8B+wK/lFRXlSSfCZwCTAUmUSTasyLiREn/BlwL/EdEfBdA0n2SblpEXK/lmAdHxBxJa+brnyTtALwA7AH8stMzra+HYcM6Xd3MzMyWLifItrJ4Flgnd4Bf6KDe94GRkr4GvAgcV7p3K3Bj9vVWlp0raW9gPeAiYE9J3wN6AH8AXuooqIiYJ2kY8ICkecBs4LPAt4FfAH8G/tbpWW6zTZEc+xf0zMzMuo2KnwCbWXdramqK1tYl+ot0ZmZm1gWSJi90zBGfQTYzMzMzW4ATZDMzMzOzEp9BNjMzs+Vuzpw5vPTSS/zzn//s7lBsNbDOOuuw1VZbseaaa3aqvhNkMzMzW+5eeukl1l9/fRobG5G06AZmiyki+Mtf/sJLL73Etttu26k2PmJhZmZmy90///lPNtlkEyfHtsxJYpNNNunSTyucIJuZmVm3cHJsy0tXP2tOkM3MzMzMSpwgm5mZ2YqvpQUaG6GurnhtaenuiJaaSy65hLa2ti61mThxIh/+8Ifp06cPb7/99lKL5amnnuKee+5Zav2trJwgm5mZ2YqtpQWam2HGDIgoXpubuzVJ/te//rXU+lqcBLmlpYXTTz+dp556ip49ey61WJwgF5wgm5mZ2Ypt6FCoTiDb2oryxfTiiy+y0047cdxxx9G7d2+OPPLI+Unq5MmT6devH3379uXQQw/lj3/8IwD9+/fnrLPOol+/fvz4xz/miSeeYJ999mG33XbjIx/5CP/4xz+YO3cuX//619lzzz3p3bs3V111FQDjxo2jf//+HHnkkey0004MGjSIiODSSy/llVdeYcCAAQwYMGChOB988EF23313evXqxRe+8AXeeecdfvrTn3LTTTfxne98h0GDBtWc1xe/+EV23XVXBg0axAMPPMC+++7LDjvswKRJkwB46623+MIXvsCee+7J7rvvzi9/+Uveffddzj77bG688Ub69OnDjTfeyKRJk9hnn33Yfffd2WeffZg2bVoufxuf/exn6d27N0cddRR77bUXlX8N9r777mPvvfdmjz324DOf+QxvvvkmAI2NjZxzzjnsscce9OrVi6lTpwLw17/+lcMPP5zevXvz0Y9+lGeeeQaAc889l+OOO45DDjmExsZGbrvtNs444wx69erFwIEDmTNnTofPa4lEhL/85a8V4Ktv375hZra6+O1vf9v5ylJEsXe84Je02OP/4Q9/CCAeeuihiIg4/vjj48ILL4x333039t577/jzn/8cERE33HBDHH/88RER0a9fvzjxxBMjIuKdd96JbbfdNiZNmhQREW+88UbMmTMnrrrqqvjud78bERH//Oc/o2/fvjF9+vQYO3ZsbLDBBjFr1qyYO3dufPSjH42JEydGRMQ222wTs2fPXijGt99+O7baaquYNm1aREQce+yxcfHFF0dExHHHHRc333xzzXn16NEjnnnmmZg7d27ssccecfzxx8e8efPijjvuiE9+8pMREfHNb34zrr322oiIeP3112OHHXaIN998M372s5/Ff//3f8/vrzKviIj7778/PvWpT0VExIUXXhjNzc0REfHss89Gjx494oknnojZs2fHfvvtF2+++WZERFxwwQVx3nnnzZ/npZdeGhERV1xxRZxwwgkREXHyySfHueeeGxERDz74YOy2224REXHOOefEvvvuG++++2489dRT0bNnz7jnnnsiIuLwww+P22+/vcPnVa3WZw5ojRr/T/bfQTYzM7MVW0NDcayiVvkS2Hrrrdl3330B+M///E8uvfRSBg4cyK9//WsOPvhgAObOncsHPvCB+W2OOuooAKZNm8YHPvAB9txzTwA22GADoNg9feaZZ7jlllsAeOONN3j++edZa621+MhHPsJWW20FQJ8+fXjxxRf52Mc+1m5806ZNY9ttt+VDH/oQAMcddxxXXHEFp556aofz2nbbbenVqxcAH/7whznwwAORRK9evXjxxRfnxzlq1CguuugioPizezNnzlyorzfeeIPjjjuO559/Hknzd20feughhgwZAsCuu+5K7969AXjsscf47W9/O39d3333Xfbee+/5/X3qU58CoG/fvtx2223z+7r11lsBOOCAA/jLX/7CG2+8AcDHP/5x1lxzTXr16sXcuXMZOHAgwPy5TJs2rcPntbicIJuZmdmKbdiw4sxx+ZhFfX1RvgSq//SXJCKCD3/4wzz66KM126y77rpA8RP4Wn86LCK47LLLOPTQQxcoHzduHGuvvfb89z169FjkOeZig7PryuPU1dXNf19XVzd/zIjg1ltvZccdd1yg7eOPP77A+29/+9sMGDCA22+/nRdffJH+/ft3GFtEcPDBB3P99dd3GFt5/rX6qqxtOfY111xzfnllLot6XovLZ5DNzMxsxTZoEAwfDttsA1LxOnx4Ub4EZs6cOT+xuv766/nYxz7GjjvuyOzZs+eXz5kzh9/85jcLtd1pp5145ZVXeOKJJwD4xz/+wb/+9S8OPfRQrrzyyvk7rb/73e946623Ooxj/fXX5x//+EfNMV588UVeeOEFAK699lr69eu3+BMuOfTQQ7nsssvmJ6dTpkypGcsbb7zBv/3bvwEwcuTI+eUf+9jHuOmmmwD47W9/y7PPPgvARz/6UR5++OH5Mbe1tfG73/2uw1j2339/WvIXLseNG8emm246f0d+UTr7vLrKCbKZmZmt+AYNghdfhHnzitclTI4Bdt55Z6655hp69+7NX//6V0488UTWWmstbrnlFr7xjW+w22670adPHx555JGF2q611lrceOONfOUrX2G33Xbj4IMP5p///Cdf/OIX2WWXXdhjjz3Ydddd+fKXv7zIneLm5mY+/vGPL/RLeuussw4/+9nP+MxnPkOvXr2oq6vjv/7rv5Z43lDsDM+ZM4fevXuz66678u1vfxuAAQMG8Nvf/nb+L+mdccYZfPOb32Tfffdl7ty589ufdNJJzJ49m969e/ODH/yA3r17s+GGG7LZZpsxcuRIjjnmmPm/dFf5Zbz2nHvuubS2ttK7d2/OPPNMrrnmmk7Po7PPq6u0uNv3ZrZ0NTU1ReU3gM3MVnXPPfccO++8c7eN/+KLL3LYYYfx61//uttiWJnNnTuXOXPmsM466/D73/+eAw88kN/97nestdZa3R1au2p95iRNjoim6ro+g2xmZmZmXdLW1saAAQOYM2cOEcGVV165QifHXeUE2czMzFY7jY2N3j1eAuuvvz6r8k89fQbZzMzMuoWPedry0tXPmhNkMzMzW+7WWWcd/vKXvzhJtmUuIvjLX/7COuus0+k2PmJhZmZmy91WW23FSy+9xOzZs7s7FFsNrLPOOvP/kZbOcIJsZmZmy92aa67Jtttu291hmNXkIxZmZmZmZiVOkM3MzMzMSpwgm5mZmZmV+F/SM1tBSPoHMK2741jJbQq81t1BrAK8jkvOa7h0eB2XnNewY9tExGbVhf4lPbMVx7Ra/9yldZ6kVq/hkvM6Ljmv4dLhdVxyXsPF4yMWZmZmZmYlTpDNzMzMzEqcIJutOIZ3dwCrAK/h0uF1XHJew6XD67jkvIaLwb+kZ2ZmZmZW4h1kMzMzM7MSJ8hmZmZmZiVOkM26maSBkqZJekHSmd0dz8pI0taSxkp6TtJvJA3p7phWVpJ6SJoi6a7ujmVlJWkjSbdImpqfyb27O6aVjaSv5n/Lv5Z0vaR1ujumlYGk/5P0Z0m/LpW9T9L9kp7P1427M8aVhRNks24kqQdwBfBxYBfgGEm7dG9UK6V/AadFxM7AR4H/9joutiHAc90dxErux8C9EbETsBtezy6R9G/AKUBTROwK9ACO7t6oVhojgYFVZWcCD0bEDsCD+d4WwQmyWff6CPBCREyPiHeBG4BPdnNMK52I+GNEPJnX/6BISP6te6Na+UjaCvgP4KfdHcvKStIGwP7A1QAR8W5E/K1bg1o5rQH0lLQGUA+80s3xrBQiYgLw16riTwLX5PU1wOHLM6aVlRNks+71b8Cs0vuXcGK3RCQ1ArsDj3dzKCujS4AzgHndHMfKbDtgNvCzPKryU0nrdndQK5OIeBm4CJgJ/BF4IyLu696oVmqbR8QfodhMAN7fzfGsFJwgm3Uv1Sjz315cTJLWA24FTo2Iv3d3PCsTSYcBf46Iyd0dy0puDWAP4MqI2B14C/9Iu0vyjOwngW2B/9/e/cZYUZ1xHP/+gusftohRfCFBs8bCGvxHU7BWNCFCTNoX2ipKjBo0Gg22WF6QNG0aoCWx1hrTxsZqQ0hpJEZFao1RV6KIAUURWHcB/zQppKxRa9/Ypq2C5fHFeW463ezuXXTX8S6/TzK5Z87MnHnOzm72uXPP3DMZaJd0Xb1R2ZHGCbJZvfqAUyvrU/BHiZ+JpDZKcrw2ItbXHU8Lmg1cJmkfZajPJZIerDekltQH9EVE4xOMdZSE2YZvHrA3Ij6IiIPAeuDCmmNqZe9LOgUgX/9WczwtwQmyWb22AVMlnS7paMqDKE/UHFPLkSTKmM83IuKeuuNpRRHxo4iYEhEdlN/D5yPCd+0OU0S8B+yX1JlVc4E9NYbUiv4KXCBpfP5tz8UPOn4eTwALs7wQ+FONsbSMo+oOwOxIFhGfSPo+0EV5Unt1ROyuOaxWNBu4HuiV1J11P46Ip+oLyY5gi4G1+ab3L8CNNcfTUiLiFUnrgB2Ub6jZiadLHhZJDwFzgEmS+oDlwJ3AI5Juorz5uKq+CFuHp5o2MzMzM6vwEAszMzMzswonyGZmZmZmFU6QzczMzMwqnCCbmZmZmVU4QTYzMzMzq3CCbGZmY5akJZLGH+YxF0vaLalb0nEjGMsMSd8eqfbMbPQ4QTYzsy8VSSP5Hf1LgMNKkIFrgbsjYkZE/GcEY5kBOEE2awFOkM3MbERJ6pD0pqQ1knokrWvcxZX0dUmbJG2X1FWZAvcFSXdI2gT8QNIsSS9Jel3Sq5ImSBon6ZeStmW7t+axc/L4dXnetSpuByYDGyVtHCDOuZJ2SuqVtFrSMZJuBq4GlklaO0i/VknaleeZJ2mLpD9LOj/3a8/2tmX7l+ekIT8DFuSd6QWSzs8+7szXzjx+vKRHso8PS3pF0szcdqmklyXtkPSopK9k/T5JP836XklnZv2Jkh7PtrZKOjfrV+T1eTaPvULSXXnsMzl1+6DXy2zMiwgvXrx48eJlxBagAwhgdq6vBpYCbcBLwMlZv4AyeyTAC8B9WW7MQDcr14+nzPx6C/CTrDsGeA04nTJz2IfAFMqNn5eBi3K/fcCkAWI8FtgPTMv1PwBLsvx7YP4g/foEOCfPsz37JuBy4PHc7w7guiyfALwNtAM3AL+ptHc8cFSW5wGPZXkp8ECWz85zzgQmAS8C7bnth8CySj8XZ/k2YFWW7wWWZ/kSoDvLK4DNeU3OA/4NfCu3/RH4zlDXy4uXsb54qmkzMxsN+yNiS5YfBG4HnqEkfBskQZle/d3KMQ/nayfwbkRsA4iIf0C5ewqcK2l+7jcRmAocAF6NiL7cr5uSzG4eIr5OYG9EvJ3ra4DvAb9q0q+9EdGb59kNPBcRIak3zwlwKXCZpKW5fixw2gBtTQTWSJpKeUPRlvUXAb/Ovu+S1JP1FwDTgS358zua8magYX2+bgeuqLR1Zbb1vKSTJE3MbU9HxMGMfRzl+gA0+tLJ0NfLbMxygmxmZqMhBlgXsDsivjnIMf/KVw1wfKN+cUR0/V+lNAf4uFL1X5r/f1OT7YOpnudQZf1Q5ZwCroyIt/rF+Y1+ba0ENkbEdyV1UO6iDxWbgA0RcU2T2Kr9H6itxs/2Y4CIOCTpYEQ06ht9aXa9zMYsj0E2M7PRcJqkRmJ1DeVu7lvAyY16SW2Szhrg2DeByZJm5X4TVB7c6wIWVcbHTpPU3iSOfwITBjlHh6Sv5vr1wKbhd29IXcBi5W1XSV8bJJaJwDtZvqFSv5kyDhpJ0ylDOgC2ArMbMedY5WlNYnmR8tBh443E3xt35IdhuNfLbMxxgmxmZqPhDWBhDg84EfhtRBwA5gO/kPQ60A1c2P/A3G8BcG/ut4EyTGEVsAfYIWkX8ADN7xT/Dni6/0N6EfERcCPwaA4xOATc/xn72t9KynCJnoxzZdZvBKY3HtID7gJ+LmkLZfhCw32UxLSHMs64B/gwIj6gJNIP5batwJlNYlkBzMz97wQWDrcTw71eZmOR/veJipmZ2eeXwwWejIiz646lFUkaB7RFxEeSzgCeozxMeKDm0MyOGB6DbGZm9uUynvLVdG2UccCLnBybfbF8B9nMzMzMrMJjkM3MzMzMKpwgm5mZmZlVOEE2MzMzM6twgmxmZmZmVuEE2czMzMys4lPAJTA38Y3p1wAAAABJRU5ErkJggg==\n", 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\n", 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" ] diff --git a/genome_grist/subtract_gather.py b/genome_grist/subtract_gather.py index eed56856..a038ad51 100755 --- a/genome_grist/subtract_gather.py +++ b/genome_grist/subtract_gather.py @@ -37,13 +37,10 @@ def main(): fail = False for row in rows: acc = row["name"].split(" ")[0] - assert acc.startswith("GC") - acc = acc.split("_")[:2] - acc = "_".join(acc) - filename = f"{outdir}/minimap/{sample_id}.x.{acc}.mapped.fq.gz" - overlapping = f"{outdir}/minimap/{sample_id}.x.{acc}.overlap.fq.gz" - leftover = f"{outdir}/minimap/{sample_id}.x.{acc}.leftover.fq.gz" + filename = f"{outdir}/mapping/{sample_id}.x.{acc}.mapped.fq.gz" + overlapping = f"{outdir}/mapping/{sample_id}.x.{acc}.overlap.fq.gz" + leftover = f"{outdir}/mapping/{sample_id}.x.{acc}.leftover.fq.gz" if not os.path.exists(filename): print(f"ERROR: input filename {filename} does not exist. Will exit.") diff --git a/mkdocs.yml b/mkdocs.yml new file mode 100644 index 00000000..8ee6f532 --- /dev/null +++ b/mkdocs.yml @@ -0,0 +1,7 @@ +site_name: genome-grist docs +docs_dir: ./doc/ +nav: +- Home: index.md +- Quickstart: quickstart.md +- Configuring: configuring.md + diff --git a/tests/pytest_utils.py b/tests/pytest_utils.py index add9081b..a9983362 100644 --- a/tests/pytest_utils.py +++ b/tests/pytest_utils.py @@ -1,4 +1,5 @@ import os.path +import csv def relative_file(filename): @@ -7,3 +8,10 @@ def relative_file(filename): pkgdir = os.path.join(thisdir, "..") newpath = os.path.join(pkgdir, filename) return os.path.abspath(newpath) + + +def load_csv(filename): + with open(filename, "r", newline="") as fp: + r = csv.DictReader(fp) + for row in r: + yield row diff --git a/tests/test-data/SRR5950647-genomes.info.csv b/tests/test-data/SRR5950647-genomes.info.csv new file mode 100644 index 00000000..b2416f19 --- /dev/null +++ b/tests/test-data/SRR5950647-genomes.info.csv @@ -0,0 +1,3 @@ +ident,display_name,genome_filename +GCF_003697165.2,Escherichia coli DSM 30083 = JCM 1649 = ATCC 11775,tests/test-data/SRR5950647-genomes/GCF_003697165.2_genomic.fna.gz +GCF_902167755.1,Prevotella copri DSM 18205,tests/test-data/SRR5950647-genomes/GCF_902167755.1_genomic.fna.gz diff --git a/tests/test-data/SRR5950647-genomes/GCF_003697165.2.info.csv b/tests/test-data/SRR5950647-genomes/GCF_003697165.2.info.csv new file mode 100644 index 00000000..213637e2 --- /dev/null +++ b/tests/test-data/SRR5950647-genomes/GCF_003697165.2.info.csv @@ -0,0 +1,2 @@ +ident,genome_url,assembly_report_url,display_name +GCF_003697165.2,https://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/003/697/165/GCF_003697165.2_ASM369716v2/GCF_003697165.2_ASM369716v2_genomic.fna.gz,https://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/003/697/165/GCF_003697165.2_ASM369716v2/GCF_003697165.2_ASM369716v2_assembly_report.txt,Escherichia coli DSM 30083 = JCM 1649 = ATCC 11775 diff --git a/tests/test-data/SRR5950647-GCF_003697165.2_genomic.fna.gz b/tests/test-data/SRR5950647-genomes/GCF_003697165.2_genomic.fna.gz similarity index 100% rename from tests/test-data/SRR5950647-GCF_003697165.2_genomic.fna.gz rename to tests/test-data/SRR5950647-genomes/GCF_003697165.2_genomic.fna.gz diff --git a/tests/test-data/SRR5950647-genomes/GCF_902167755.1.info.csv b/tests/test-data/SRR5950647-genomes/GCF_902167755.1.info.csv new file mode 100644 index 00000000..f4c9c520 --- /dev/null +++ b/tests/test-data/SRR5950647-genomes/GCF_902167755.1.info.csv @@ -0,0 +1,2 @@ +ident,genome_url,assembly_report_url,display_name +GCF_902167755.1,https://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/902/167/755/GCF_902167755.1_NZ_Prevotella_copri_PS131S11_mod/GCF_902167755.1_NZ_Prevotella_copri_PS131S11_mod_genomic.fna.gz,https://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/902/167/755/GCF_902167755.1_NZ_Prevotella_copri_PS131S11_mod/GCF_902167755.1_NZ_Prevotella_copri_PS131S11_mod_assembly_report.txt,Prevotella copri DSM 18205 diff --git a/tests/test-data/SRR5950647-GCF_902167755.1_genomic.fna.gz b/tests/test-data/SRR5950647-genomes/GCF_902167755.1_genomic.fna.gz similarity index 100% rename from tests/test-data/SRR5950647-GCF_902167755.1_genomic.fna.gz rename to tests/test-data/SRR5950647-genomes/GCF_902167755.1_genomic.fna.gz diff --git a/tests/test-data/SRR5950647.conf b/tests/test-data/SRR5950647.conf index 7a015710..c0785e20 100644 --- a/tests/test-data/SRR5950647.conf +++ b/tests/test-data/SRR5950647.conf @@ -1,6 +1,8 @@ -sample: +samples: - SRR5950647 outdir: outputs.test -sourmash_database_glob_pattern: tests/test-data/SRR5950647.x.gtdb-rs202.matches.zip -database_taxonomy: ../sourmash/gtdb-rs202.taxonomy.v2.csv +sourmash_databases: +- tests/test-data/SRR5950647.x.gtdb-rs202.matches.zip +taxonomies: +- ../sourmash/gtdb-rs202.taxonomy.v2.csv metagenome_trim_memory: 1e9 diff --git a/tests/test-data/SRR5950647_picklist.conf b/tests/test-data/SRR5950647_picklist.conf new file mode 100644 index 00000000..ca469e8d --- /dev/null +++ b/tests/test-data/SRR5950647_picklist.conf @@ -0,0 +1,9 @@ +samples: +- SRR5950647_subset +outdir: outputs.pytest +sourmash_databases: +- tests/test-data/SRR5950647.x.gtdb-rs202.matches.zip +taxonomies: +- tests/test-data/SRR5950647_subset.tax.csv + +picklist: tests/test-data/SRR5950647_picklist.picklist.csv::gather diff --git a/tests/test-data/SRR5950647_picklist.picklist.csv b/tests/test-data/SRR5950647_picklist.picklist.csv new file mode 100644 index 00000000..09f34e4b --- /dev/null +++ b/tests/test-data/SRR5950647_picklist.picklist.csv @@ -0,0 +1,2 @@ +intersect_bp,f_orig_query,f_match,f_unique_to_query,f_unique_weighted,average_abund,median_abund,std_abund,name,filename,md5,f_match_orig,unique_intersect_bp,gather_result_rank,remaining_bp,query_filename,query_name,query_md5,query_bp +169000,0.25880551301684535,0.04148257241040746,0.25880551301684535,0.25880551301684535,,,,"GCF_902167755.1 Prevotella copri DSM 18205, NZ_Prevotella_copri_PS131S11_mod",/Users/t/dev/genome-grist/tests/test-data/SRR5950647.x.gtdb-rs202.matches.zip,a8e3ef6e73ad83051f3fe58f66e6f8ed,0.04148257241040746,169000,1,102000,,SRR5950647_subset-known,d35fe516,653000 diff --git a/tests/test-data/SRR5950647_subset.conf b/tests/test-data/SRR5950647_subset.conf index d2dc47c0..61fbd5c3 100644 --- a/tests/test-data/SRR5950647_subset.conf +++ b/tests/test-data/SRR5950647_subset.conf @@ -1,4 +1,10 @@ -sample: +samples: - SRR5950647_subset outdir: outputs.pytest -sourmash_database_glob_pattern: tests/test-data/SRR5950647.x.gtdb-rs202.matches.zip +sourmash_databases: +- tests/test-data/SRR5950647.x.gtdb-rs202.matches.zip +taxonomies: +- tests/test-data/SRR5950647_subset.tax.csv + +local_databases_info: +- tests/test-data/SRR5950647-genomes.info.csv diff --git a/tests/test-data/SRR5950647_subset.tax.csv b/tests/test-data/SRR5950647_subset.tax.csv new file mode 100644 index 00000000..f3487d1b --- /dev/null +++ b/tests/test-data/SRR5950647_subset.tax.csv @@ -0,0 +1,3 @@ +ident,superkingdom,phylum,class,order,family,genus,species +GCF_003697165.2,d__Bacteria,p__Proteobacteria,c__Gammaproteobacteria,o__Enterobacterales,f__Enterobacteriaceae,g__Escherichia,s__Escherichia coli +GCF_902167755.1,d__Bacteria,p__Bacteroidota,c__Bacteroidia,o__Bacteroidales,f__Bacteroidaceae,g__Prevotella,s__Prevotella sp900557255 diff --git a/tests/test-data/bad-1.conf b/tests/test-data/bad-1.conf new file mode 100644 index 00000000..9bdf69cb --- /dev/null +++ b/tests/test-data/bad-1.conf @@ -0,0 +1,5 @@ +samples: +- foo + +# old/bad - need genbank_databases instead +sourmash_database_glob_pattern: foo diff --git a/tests/test-data/bad-2.conf b/tests/test-data/bad-2.conf new file mode 100644 index 00000000..557bd22e --- /dev/null +++ b/tests/test-data/bad-2.conf @@ -0,0 +1,6 @@ +# old/bad - need samples instead +sample: +- foo + +sourmash_databases: +- not_empty diff --git a/tests/test-data/bad-3.conf b/tests/test-data/bad-3.conf new file mode 100644 index 00000000..ef76dbe2 --- /dev/null +++ b/tests/test-data/bad-3.conf @@ -0,0 +1,8 @@ +samples: +- foo + +sourmash_databases: +- not_empty + +# old/bad - need taxonomies instead +database_taxonomy: bar diff --git a/tests/test-data/bad-4.conf b/tests/test-data/bad-4.conf new file mode 100644 index 00000000..6d26018c --- /dev/null +++ b/tests/test-data/bad-4.conf @@ -0,0 +1,8 @@ +samples: +- foo + +sourmash_databases: +- not_empty + +# bad - need taxonomies to be a list +taxonomies: not_a_list diff --git a/tests/test_snakemake.py b/tests/test_snakemake.py index 052e4feb..ac017c9c 100644 --- a/tests/test_snakemake.py +++ b/tests/test_snakemake.py @@ -6,6 +6,7 @@ import yaml import sourmash + from genome_grist.__main__ import run_snakemake from . import pytest_utils as utils @@ -15,6 +16,10 @@ # - ...if these are wrong, the tests will still succeed, they just may # do some extra work in some tests & take longer. +# +# NOTE re common output directory - all of these tests run with the same +# output dir. +# def setup_module(m): global _tempdir @@ -31,6 +36,7 @@ def teardown_module(m): @pytest.mark.dependency() def test_smash_sig(): + # run 'smash_reads' global _tempdir abundtrim_dir = os.path.join(_tempdir, "abundtrim") @@ -59,6 +65,7 @@ def test_smash_sig(): @pytest.mark.dependency(depends=["test_smash_sig"]) def test_summarize_sample_info(): + # run summarize_sample_info global _tempdir conf = utils.relative_file('tests/test-data/SRR5950647_subset.conf') @@ -101,18 +108,59 @@ def test_map_reads(): genomes_dir = os.path.join(_tempdir, "genomes") os.mkdir(genomes_dir) - cplist = ( - ("SRR5950647-GCF_003697165.2_genomic.fna.gz", "GCF_003697165.2_genomic.fna.gz"), - ("SRR5950647-GCF_902167755.1_genomic.fna.gz", "GCF_902167755.1_genomic.fna.gz"), + extra_args = ["map_reads", "-j", "4"] + status = run_snakemake( + conf, + verbose=True, + outdir=_tempdir, + extra_args=extra_args, ) - cplist = () + assert status == 0 - for src, dest in cplist: - frompath = os.path.join(test_data, src) - topath = os.path.join(genomes_dir, dest) - shutil.copyfile(frompath, topath) - extra_args = ["map_reads", "-j", "4"] +@pytest.mark.dependency(depends=["test_map_reads"]) +def test_gather_to_tax(): + # run gather_to_tax + global _tempdir + + conf = utils.relative_file('tests/test-data/SRR5950647_subset.conf') + test_data = utils.relative_file("tests/test-data") + + extra_args = ["gather_to_tax"] + status = run_snakemake( + conf, + verbose=True, + outdir=_tempdir, + extra_args=extra_args, + ) + assert status == 0 + + tax_output = f"{_tempdir}/gather/SRR5950647_subset.gather.with-lineages.csv" + assert os.path.exists(tax_output) + + tax_results = list(utils.load_csv(tax_output)) + assert len(tax_results) == 2 + + +@pytest.mark.dependency(depends=["test_smash_sig"]) +def test_gather_reads_with_picklist(): + # check gather with picklist + global _tempdir + + conf = utils.relative_file('tests/test-data/SRR5950647_picklist.conf') + test_data = utils.relative_file("tests/test-data") + + # note: the prefetch command & CSV are what are actually limited by the + # passed in picklist. + prefetch_output = f"{_tempdir}/gather/SRR5950647_subset.prefetch.csv" + if os.path.exists(prefetch_output): + os.unlink(prefetch_output) + + gather_output = f"{_tempdir}/gather/SRR5950647_subset.gather.csv" + if os.path.exists(gather_output): + os.unlink(gather_output) + + extra_args = ["gather_reads"] status = run_snakemake( conf, verbose=True, @@ -120,3 +168,67 @@ def test_map_reads(): extra_args=extra_args, ) assert status == 0 + + assert os.path.exists(gather_output) + + prefetch_results = list(utils.load_csv(prefetch_output)) + assert len(prefetch_results) == 1 + assert prefetch_results[0]['match_name'].startswith('GCF_902167755.1 ') + + gather_results = list(utils.load_csv(gather_output)) + assert len(gather_results) == 1 + assert gather_results[0]['name'].startswith('GCF_902167755.1 ') + + # make sure the picklist version of the CSVs is cleaned up! + os.unlink(prefetch_output) + os.unlink(gather_output) + + +def test_bad_config_1(): + # check for presence of sourmash_database_glob_pattern, old config + global _tempdir + + conf = utils.relative_file('tests/test-data/bad-1.conf') + + status = run_snakemake(conf, verbose=True, outdir=_tempdir, + extra_args=["check"]) + + assert status != 0 + + +def test_bad_config_2(): + # check for presence of 'sample' instead of 'samples', old config + global _tempdir + + conf = utils.relative_file('tests/test-data/bad-2.conf') + + status = run_snakemake(conf, verbose=True, outdir=_tempdir, + extra_args=["check"]) + + assert status != 0 + + +def test_bad_config_3(): + # check for presence of 'database_taxonomy' instead of 'taxonomies', + # old config + global _tempdir + + conf = utils.relative_file('tests/test-data/bad-3.conf') + + status = run_snakemake(conf, verbose=True, outdir=_tempdir, + extra_args=["check"]) + + assert status != 0 + + +def test_bad_config_4(): + # check for presence of 'taxonomies' as a string, not a list. + # old config + global _tempdir + + conf = utils.relative_file('tests/test-data/bad-4.conf') + + status = run_snakemake(conf, verbose=True, outdir=_tempdir, + extra_args=["check"]) + + assert status != 0