diff --git a/Makefile b/Makefile index c8e22a8..ee5405c 100644 --- a/Makefile +++ b/Makefile @@ -1,6 +1,8 @@ # From https://github.com/fedarko/strainFlye/blob/main/Makefile -.PHONY: test stylecheck style +.PHONY: ci test stylecheck style + +ci: stylecheck test # The -B in the invocation of python prevents this from creating pycache stuff. # --cov-report xml is needed to make this visible to Codecov; diff --git a/README.md b/README.md index b8f44b4..15b2041 100644 --- a/README.md +++ b/README.md @@ -26,7 +26,7 @@ This example is adapted from Figure 6.20 (bottom right) in [_Bioinformatics Algorithms_](https://www.bioinformaticsalgorithms.org), edition 2. ```python -import wotplot +import wotplot as wp # Define our dataset s1 = "AGCAGGAGATAAACCTGT" @@ -35,12 +35,12 @@ k = 3 # Create the matrix (setting binary=False means we'll distinguish forward, # reverse-complementary, and palindromic matching k-mers from each other) -m = wotplot.DotPlotMatrix(s1, s2, k, binary=False) +m = wp.DotPlotMatrix(s1, s2, k, binary=False) # Convert the matrix to dense format and visualize it using matplotlib's # imshow() function (for large matrices where dense representations are # impractical, use viz_spy() instead; see below) -wotplot.viz_imshow(m) +wp.viz_imshow(m) ``` ![Output dotplot from the above example](https://github.com/fedarko/wotplot/raw/main/docs/img/small_example_dotplot.png) @@ -59,21 +59,19 @@ and _E. coli_ O157:H7 ([from this assembly](https://www.ncbi.nlm.nih.gov/dataset I removed the two plasmid sequences from the O157:H7 assembly. ```python -import wotplot +import wotplot as wp from matplotlib import pyplot # (skipping the part where I loaded the genomes into memory as e1s and e2s...) # Create the matrix (leaving binary=True by default) -# This takes about 3 minutes on a laptop with 8 GB of RAM -em = wotplot.DotPlotMatrix(e1s, e2s, 20, verbose=True) +# This takes about 30 seconds on a laptop with 8 GB of RAM +em = wp.DotPlotMatrix(e1s, e2s, 20, verbose=True) # Visualize the matrix using matplotlib's spy() function -# This takes about 2 seconds on a laptop with 8 GB of RAM +# This takes < 1 second on a laptop with 8 GB of RAM fig, ax = pyplot.subplots() -wotplot.viz_spy( - em, markersize=0.01, title="Comparison of two $E. coli$ genomes ($k$ = 20)", ax=ax -) +wp.viz_spy(em, markersize=0.01, title="Comparison of two $E. coli$ genomes ($k$ = 20)", ax=ax) ax.set_xlabel(f"$E. coli$ K-12 substr. MG1655 ({len(e1s)/1e6:.2f} Mbp) \u2192") ax.set_ylabel(f"$E. coli$ O157:H7 str. Sakai ({len(e2s)/1e6:.2f} Mbp) \u2192") fig.set_size_inches(8, 8) @@ -106,9 +104,9 @@ pip install wotplot I've tried to make this library reasonably performant. The main optimizations include: -- We use suffix arrays (courtesy of the lovely - [`pydivsufsort`](https://github.com/louisabraham/pydivsufsort) library) in - order to reduce the memory footprint of finding shared _k_-mers. +- We use the [`pydivsufsort`](https://github.com/louisabraham/pydivsufsort) + library -- either its [`common_substrings()`](https://github.com/louisabraham/pydivsufsort/issues/42) + algorithm, or just the `divsufsort()` algorithm for computing suffix arrays -- to find shared _k_-mers. - We store the dot plot matrix in sparse format (courtesy of [SciPy](https://docs.scipy.org/doc/scipy/reference/sparse.html)) in order to @@ -128,16 +126,36 @@ This library could be made a lot more efficient (I've been documenting ideas in but right now it's good enough for my purposes. Feel free to open an issue / make a pull request if you'd like to speed it up ;) -### Informal benchmarking +### Two methods for finding shared _k_-mers -See [this Jupyter Notebook](https://nbviewer.org/github/fedarko/wotplot/blob/main/docs/Benchmarking.ipynb) -for some very informal benchmarking results performed on a laptop with ~8 GB of RAM. +As of writing, wotplot supports two methods for finding shared _k_-mers in order to +create the dot plot matrix: -Even on this system, the library can handle reasonably large sequences: in the biggest example, -the notebook demonstrates computing the dot plot of two random 100 Mbp sequences -(using _k_ = 20) in ~50 minutes. -Dot plots of shorter sequences (e.g. 100 kbp or less) usually take only a few seconds to -compute, at least for reasonably large values of _k_. +1. **`pydivsufsort.common_substrings()` (default)**: faster, but requires more memory ([benchmarking](https://nbviewer.org/github/fedarko/wotplot/tree/main/docs/Benchmarking.ipynb)) + +2. **`pydivsufsort.divsufsort()`** only: slower, but requires less memory ([benchmarking](https://nbviewer.org/github/fedarko/wotplot/tree/main/docs/Benchmarking_7397b18.ipynb)) + + - This alternative method (herein referred to as "SA-only") computes suffix arrays for + each of the input strings, then iterates through them to identify shared matches. + It's less sophisticated than `common_substrings()`, but it works. + + - You can use this alternative method by passing `sa_only=True` to the `DotPlotMatrix()` + constructor. + +In general, the default method should be fine up until your sequences are ~5 Mbp each. +At that point, if you are using a system with low memory (less than ~8 GB RAM) and are okay +with taking a longer time to computer your dot plots, you may want to use the SA-only method. + +#### Informal benchmarking + +Both of the benchmarking notebooks linked above use a laptop with 8 GB of RAM. +Even on this system, wotplot can handle reasonably large sequences. Using the +default method, wotplot can create the dot plot of two random 20 Mbp sequences (_k_ = 20) +in 74 seconds; using the SA-only method, wotplot can create the dot plot of two random +100 Mbp (!) sequences (_k_ = 20) in ~45 minutes (!!). + +... That all being said, dot plots of shorter sequences (e.g. 100 kbp or less) usually +take only a few seconds to compute with either methods, at least for reasonably large values of _k_. ## Why does this library exist? @@ -149,7 +167,9 @@ compute, at least for reasonably large values of _k_. - **Performance:** Although I've tried to optimize this tool (see the "Performance" section above), it isn't the fastest or the most - memory-efficient way to visualize dot plots. + memory-efficient way to visualize dot plots. The two obvious reasons for + this are that (1) this is written in Python, and (2) this is creating the + exact dot plot matrix rather than a subset of it. - **Only static visualizations:** The visualization methods included in the tool only support the creation of static plots. There are @@ -193,6 +213,9 @@ The idea of using suffix arrays to speed up dot plot computation is not new; it is also implemented in [Gepard](https://cube.univie.ac.at/gepard) ([Krumsiek _et al._ 2007](https://academic.oup.com/bioinformatics/article/23/8/1026/198110)). +(Eventually I moved from directly using suffix arrays to just using the +`pydivsufsort.common_substrings()` algorithm, but admittedly that is still +[using a suffix array under the hood](https://github.com/louisabraham/pydivsufsort/blob/2869020c26022e0f88592e85cdc480856e9856d5/pydivsufsort/wonderstring.py#L128-L157).) ### Dependencies @@ -205,6 +228,7 @@ is also implemented in - [pytest](https://docs.pytest.org) - [pytest-cov](https://github.com/pytest-dev/pytest-cov) +- [pytest-mock](https://github.com/pytest-dev/pytest-mock) - [flake8](https://flake8.pycqa.org) - [black](https://github.com/psf/black) diff --git a/docs/Benchmarking.ipynb b/docs/Benchmarking.ipynb index 3e3705f..8363523 100644 --- a/docs/Benchmarking.ipynb +++ b/docs/Benchmarking.ipynb @@ -9,12 +9,29 @@ "\n", "Done on my laptop (a Dell XPS 13 9360 with ~8 GB of RAM).\n", "\n", - "One major caveat of this: all of the sequences I \"simulate\" as test data are generated randomly. Creating dot plots of similar sequences should give more realistic results." + "Some notes:\n", + "\n", + "- All of the sequences I \"simulate\" as test data here are generated randomly. Creating dot plots of similar sequences should give more realistic results.\n", + "\n", + "\n", + "- **For this notebook: the benchmarking here uses the \"new\" method** for computing the dot plot matrix (using `pydivsufsort.common_substrings()`). This is faster than the old suffix-array-only method, but requires more memory. See the `Benchmarking_7397b18.ipynb` notebook in this folder for a rough comparison using the suffix-array-only method.\n", + "\n", + "**Additional dependencies**: the `memory_profiler` pip package, as described in [this document](https://jakevdp.github.io/PythonDataScienceHandbook/01.07-timing-and-profiling.html)." ] }, { "cell_type": "code", "execution_count": 2, + "id": "67cb6ec0", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext memory_profiler" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "id": "f1162ff1", "metadata": {}, "outputs": [], @@ -22,12 +39,16 @@ "import time\n", "import random\n", "import wotplot\n", - "from matplotlib import pyplot" + "from matplotlib import pyplot\n", + "\n", + "# Set a random seed (so that we should get the *same* random sequences when rerunning this notebook,\n", + "# making the benchmarking process more consistent)\n", + "random.seed(333)" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "7a778818", "metadata": {}, "outputs": [], @@ -42,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "4821b147", "metadata": {}, "outputs": [], @@ -106,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 5, "id": "462722a6", "metadata": {}, "outputs": [ @@ -115,90 +136,67 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.03s: found 2,529 forward match cell(s).\n", - "0.03s: computing ReverseComplement(s2)...\n", - "0.03s: computing suffix array for ReverseComplement(s2)...\n", - "0.03s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.05s: found 5,006 total match cell(s).\n", - "0.06s: density = 50.06%.\n", - "0.06s: converting match information to COO format inputs...\n", - "0.06s: creating sparse matrix from COO format inputs...\n", - "0.07s: done creating the matrix.\n", + "0.02s: Validating inputs...\n", + "0.03s: Finding forward matches between s1 and s2...\n", + "0.05s: Found 2,453 forward match cell(s).\n", + "0.05s: Computing ReverseComplement(s2)...\n", + "0.05s: Finding reverse-complementary matches between s1 and s2...\n", + "0.06s: Found 4,960 total (fwd and/or RC) match cell(s).\n", + "0.06s: Dot plot matrix density = 49.60%.\n", + "0.06s: Converting match information to COO format inputs...\n", + "0.07s: Creating sparse matrix from COO format inputs...\n", + "0.07s: Done creating the matrix.\n", "Matrix construction took 0.07 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", - "Visualization took 0.01 sec.\n", + "Visualization took 0.02 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.02s: found 2,529 forward match cell(s).\n", - "0.02s: computing ReverseComplement(s2)...\n", - "0.02s: computing suffix array for ReverseComplement(s2)...\n", - "0.03s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.04s: found 5,006 total match cell(s).\n", - "0.04s: density = 50.06%.\n", - "0.04s: converting match information to COO format inputs...\n", - "0.04s: creating sparse matrix from COO format inputs...\n", - "0.05s: done creating the matrix.\n", - "Matrix construction took 0.05 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 2,453 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.02s: Found 4,960 total (fwd and/or RC) match cell(s).\n", + "0.03s: Dot plot matrix density = 49.60%.\n", + "0.03s: Converting match information to COO format inputs...\n", + "0.03s: Creating sparse matrix from COO format inputs...\n", + "0.03s: Done creating the matrix.\n", + "Matrix construction took 0.04 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", - "0.02s: Done visualizing \"-1\" cells.\n", - "0.02s: Visualizing \"2\" cells with spy()...\n", + "0.01s: Done visualizing \"-1\" cells.\n", + "0.01s: Visualizing \"2\" cells with spy()...\n", "0.02s: Done visualizing \"2\" cells.\n", - "0.03s: Slightly restyling the visualization...\n", - "0.03s: Done.\n", - "Visualization took 0.03 sec.\n", + "0.02s: Slightly restyling the visualization...\n", + "0.02s: Done.\n", + "Visualization took 0.02 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.02s: found 2,529 forward match cell(s).\n", - "0.02s: computing ReverseComplement(s2)...\n", - "0.02s: computing suffix array for ReverseComplement(s2)...\n", - "0.03s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.04s: found 5,006 total match cell(s).\n", - "0.04s: density = 50.06%.\n", - "0.05s: converting match information to COO format inputs...\n", - "0.05s: creating sparse matrix from COO format inputs...\n", - "0.05s: done creating the matrix.\n", - "Matrix construction took 0.05 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 2,453 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.02s: Found 4,960 total (fwd and/or RC) match cell(s).\n", + "0.02s: Dot plot matrix density = 49.60%.\n", + "0.02s: Converting match information to COO format inputs...\n", + "0.02s: Creating sparse matrix from COO format inputs...\n", + "0.03s: Done creating the matrix.\n", + "Matrix construction took 0.03 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.00s: Done visualizing all match cells.\n", - "0.00s: Slightly restyling the visualization...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 0.21 sec.\n" + "Total time taken: 0.19 sec.\n", + "peak memory: 109.88 MiB, increment: 8.79 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<100x100 sparse matrix of type ''\n", - " \twith 5006 stored elements in COOrdinate format>, k=1, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<100x100 sparse matrix of type ''\n", - " \twith 5006 stored elements in COOrdinate format>, k=1, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<100x100 sparse matrix of type ''\n", - " \twith 5006 stored elements in COOrdinate format>, k=1, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", "text/plain": [ "
" ] @@ -208,12 +206,12 @@ } ], "source": [ - "sim(100, 1, incl_fb=True)" + "%memit sim(100, 1, incl_fb=True)" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 6, "id": "a93c8357", "metadata": {}, "outputs": [ @@ -222,39 +220,33 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.01s: found 608 forward match cell(s).\n", - "0.01s: computing ReverseComplement(s2)...\n", - "0.01s: computing suffix array for ReverseComplement(s2)...\n", - "0.02s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.02s: found 1,059 total match cell(s).\n", - "0.02s: density = 10.81%.\n", - "0.02s: converting match information to COO format inputs...\n", - "0.02s: creating sparse matrix from COO format inputs...\n", - "0.03s: done creating the matrix.\n", - "Matrix construction took 0.03 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.00s: Found 657 forward match cell(s).\n", + "0.00s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.01s: Found 1,125 total (fwd and/or RC) match cell(s).\n", + "0.01s: Dot plot matrix density = 11.48%.\n", + "0.01s: Converting match information to COO format inputs...\n", + "0.01s: Creating sparse matrix from COO format inputs...\n", + "0.01s: Done creating the matrix.\n", + "Matrix construction took 0.01 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.00s: Done visualizing all match cells.\n", - "0.00s: Slightly restyling the visualization...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.01s: found 608 forward match cell(s).\n", - "0.01s: computing ReverseComplement(s2)...\n", - "0.01s: computing suffix array for ReverseComplement(s2)...\n", - "0.01s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.02s: found 1,059 total match cell(s).\n", - "0.02s: density = 10.81%.\n", - "0.02s: converting match information to COO format inputs...\n", - "0.02s: creating sparse matrix from COO format inputs...\n", - "0.02s: done creating the matrix.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.00s: Found 657 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.01s: Found 1,125 total (fwd and/or RC) match cell(s).\n", + "0.01s: Dot plot matrix density = 11.48%.\n", + "0.01s: Converting match information to COO format inputs...\n", + "0.01s: Creating sparse matrix from COO format inputs...\n", + "0.02s: Done creating the matrix.\n", "Matrix construction took 0.02 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.01s: Done visualizing \"1\" cells.\n", @@ -266,46 +258,29 @@ "0.02s: Done.\n", "Visualization took 0.02 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.01s: found 608 forward match cell(s).\n", - "0.01s: computing ReverseComplement(s2)...\n", - "0.01s: computing suffix array for ReverseComplement(s2)...\n", - "0.01s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.01s: found 1,059 total match cell(s).\n", - "0.02s: density = 10.81%.\n", - "0.02s: converting match information to COO format inputs...\n", - "0.02s: creating sparse matrix from COO format inputs...\n", - "0.02s: done creating the matrix.\n", - "Matrix construction took 0.02 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 657 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.02s: Found 1,125 total (fwd and/or RC) match cell(s).\n", + "0.02s: Dot plot matrix density = 11.48%.\n", + "0.02s: Converting match information to COO format inputs...\n", + "0.03s: Creating sparse matrix from COO format inputs...\n", + "0.03s: Done creating the matrix.\n", + "Matrix construction took 0.03 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.00s: Done visualizing all match cells.\n", - "0.00s: Slightly restyling the visualization...\n", + "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 0.10 sec.\n" + "Total time taken: 0.10 sec.\n", + "peak memory: 115.54 MiB, increment: 0.06 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<99x99 sparse matrix of type ''\n", - " \twith 1059 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<99x99 sparse matrix of type ''\n", - " \twith 1059 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<99x99 sparse matrix of type ''\n", - " \twith 1059 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -315,12 +290,12 @@ } ], "source": [ - "sim(100, 2, incl_fb=True)" + "%memit sim(100, 2, incl_fb=True)" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 7, "id": "ddfe6383", "metadata": {}, "outputs": [ @@ -329,90 +304,67 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.01s: found 127 forward match cell(s).\n", - "0.01s: computing ReverseComplement(s2)...\n", - "0.01s: computing suffix array for ReverseComplement(s2)...\n", - "0.01s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.01s: found 320 total match cell(s).\n", - "0.02s: density = 3.33%.\n", - "0.02s: converting match information to COO format inputs...\n", - "0.02s: creating sparse matrix from COO format inputs...\n", - "0.02s: done creating the matrix.\n", - "Matrix construction took 0.02 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.00s: Found 145 forward match cell(s).\n", + "0.00s: Computing ReverseComplement(s2)...\n", + "0.00s: Finding reverse-complementary matches between s1 and s2...\n", + "0.01s: Found 267 total (fwd and/or RC) match cell(s).\n", + "0.01s: Dot plot matrix density = 2.78%.\n", + "0.01s: Converting match information to COO format inputs...\n", + "0.01s: Creating sparse matrix from COO format inputs...\n", + "0.01s: Done creating the matrix.\n", + "Matrix construction took 0.01 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.00s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.00s: found 127 forward match cell(s).\n", - "0.01s: computing ReverseComplement(s2)...\n", - "0.01s: computing suffix array for ReverseComplement(s2)...\n", - "0.01s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.01s: found 320 total match cell(s).\n", - "0.01s: density = 3.33%.\n", - "0.01s: converting match information to COO format inputs...\n", - "0.01s: creating sparse matrix from COO format inputs...\n", - "0.01s: done creating the matrix.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.00s: Found 145 forward match cell(s).\n", + "0.00s: Computing ReverseComplement(s2)...\n", + "0.00s: Finding reverse-complementary matches between s1 and s2...\n", + "0.01s: Found 267 total (fwd and/or RC) match cell(s).\n", + "0.01s: Dot plot matrix density = 2.78%.\n", + "0.01s: Converting match information to COO format inputs...\n", + "0.01s: Creating sparse matrix from COO format inputs...\n", + "0.01s: Done creating the matrix.\n", "Matrix construction took 0.01 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", - "0.01s: Done visualizing \"-1\" cells.\n", - "0.01s: Visualizing \"2\" cells with spy()...\n", - "0.02s: Done visualizing \"2\" cells.\n", - "0.02s: Slightly restyling the visualization...\n", - "0.02s: Done.\n", - "Visualization took 0.02 sec.\n", + "0.02s: Done visualizing \"-1\" cells.\n", + "0.02s: Visualizing \"2\" cells with spy()...\n", + "0.03s: Done visualizing \"2\" cells.\n", + "0.03s: Slightly restyling the visualization...\n", + "0.03s: Done.\n", + "Visualization took 0.03 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.01s: found 127 forward match cell(s).\n", - "0.01s: computing ReverseComplement(s2)...\n", - "0.01s: computing suffix array for ReverseComplement(s2)...\n", - "0.02s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.02s: found 320 total match cell(s).\n", - "0.02s: density = 3.33%.\n", - "0.02s: converting match information to COO format inputs...\n", - "0.02s: creating sparse matrix from COO format inputs...\n", - "0.02s: done creating the matrix.\n", - "Matrix construction took 0.02 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.00s: Found 145 forward match cell(s).\n", + "0.00s: Computing ReverseComplement(s2)...\n", + "0.00s: Finding reverse-complementary matches between s1 and s2...\n", + "0.00s: Found 267 total (fwd and/or RC) match cell(s).\n", + "0.01s: Dot plot matrix density = 2.78%.\n", + "0.01s: Converting match information to COO format inputs...\n", + "0.01s: Creating sparse matrix from COO format inputs...\n", + "0.01s: Done creating the matrix.\n", + "Matrix construction took 0.01 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.00s: Done visualizing all match cells.\n", - "0.00s: Slightly restyling the visualization...\n", + "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 0.09 sec.\n" + "Total time taken: 0.07 sec.\n", + "peak memory: 117.68 MiB, increment: 0.01 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<98x98 sparse matrix of type ''\n", - " \twith 320 stored elements in COOrdinate format>, k=3, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<98x98 sparse matrix of type ''\n", - " \twith 320 stored elements in COOrdinate format>, k=3, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<98x98 sparse matrix of type ''\n", - " \twith 320 stored elements in COOrdinate format>, k=3, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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/OdfALcDXgU+SLcL4vVNpTwB+l2w+S6GdD5PduEyW7Uw8eq5teFtMTUxcY5v4CGki4KaeKiGEEEKIAGhOlRBCCCFEABRUCSGEEEIEQEGVEEIIIUQAFFQJIYQQQgRAQZUQQgghRAA6f03Naaed5jt27OjaDNEzbr75Zk46Kdx7p4v8Lr/88i+5++nL92gPaULU4eabIaAktjKUJkRf6cJPdB5U7dixg3379nVtRq8Zj8eMRqOuzYjGeDxm165dbG5uBqn3ZH67du26urmFzZAmmjMewwpJgvEYdu2Czc1A9Z7I0KSJQSA/ES6/RX5Cw389p2jo8XjctSnRGI1GwYTSRn6iW4p4YIUkwWgUMKBqJUPRJfIT8fJTUNUzpkURMyBISZCj0WihPWVtLdIpoOoxR2kiUjyQkB4gq+9Ck8raW6STJnpLV34iJR8B3fgJBVU9Yt7dRqyAKqU7nUX2lLU1tTqJGszplooSUCXWHbbQpLL2JlgvUY2u/ESK19NO/ETX78nZvXu3i/Jsbm4Ovuyy5SxKVzcPYJ9LE/2iK01ELLdsUQvT1cxEmugfXfmJmOWm6ifUU1WDLiPxWMNUs+qYWo/YIntm/dZVnVaBTm9OY7ThrApG02L5zqOFJs3URNVMRBm67q3pajpITP+Uqp9QUFWRFLs4Q9NlHdsa+1+FduuKwY8YdVzBtuaIDb7dOmIVrjVd1zFlP6GgqiIhGzNV0XX9NFwb5XZdpyET0uknKYkEnoRro+gEqjVIQl9rUvQTKVxPU/UTCqpqEHLNixQFA8McFhtinVIhVECVbM/JQM+dgVarc0IGVKn6iaFeT5vWS0FVR4xGI9bX1wd7YgpRldEINtf3y9ELkSM/0T8UVHXEeDxmbW0tyTuQPhD6uKkdEmA8ZrR2ZqJdVekT/LCpHTpHfqIZXfgJBVUdkcKYdF8J3SWechf7SqFJPrUJPnSa9Fjs6iA/UZ+u/ISCqg4Z8kTGNgl9odGFKyGCaSJINr1Br6kZLvIT9ejKTyio6jmr2ssSOgBSQDUcVrWTJfgpLE0MBvmJePkpqOo5msgoxHZGI1hfV0wgRIH8RDwUVPWM6TuNmBMZU7vLWWRPWVtTq5OowVGagLW1CD1VCZ47QV+oLHpLV34ixetpbD+hoKpHzOrCjTUfKLXu40X2lLU1tTqJGswY64syHSjBMUa9UFlAd34ixetpJ35i3ksBY216UWY1VuGFymVtCP2izM3NTb08to+swAuVFzFpRvAXKksTvWQVXqi8iC79hLl7tdAvMHv27PF9+/Z1aoPoB8UdQ5vvfAI+4e4PCJp5RaQJUZaiY6mVnrk881PgE9+QJkRP6NpPaPivA7rqHk2pW3Yei2xsswu7yBu4JXjmYjldnZu90MT831od6swzv0ma6AT5ifmk7CcUVAWiyoS3LsadNzY2apcby9Yyx2aZUJpMPNSTMWEpfdp0NY9nY6N+udE0sdzEpadtkwnq0kQwqlxH5ScWl5O0n5g3LhhrG8JYeT7GWmt8NgaFfevr67X3jWVzk3LK2rooHZo/EoTNTXeoMO0o9lyMwsAamqheuWY0KqasrQvSSRPNqXMdlZ9YXF6Tfdv0EysdVBUHa/qzSV6pULVuTSbzpVT3poHtyjuQ4rhsbjYOGhI6LTIm6zb5uSR59R9L/B6TOhPUJ1h1TUxeQ4fkI9zlJ+qmU1A1g8mofPIzpYavy3TdmkTkZcsawnFzX3EHMtl7Ax6zN6Z1putWIqCqXf3IPVlts8qamL6WDulaJz9Rn0WaOLbUwOIczOx44K7ufk2TfLqgWGH2ggsuANj6HMK8mum6LatTk9V2tVLvdvqsia2lyPPzZuu7ITBdt6WaaLAqu5Z030afNTF9LS2+GwLyEy0xL9patgEnAf8I3AqcXzefVO5A1FOlOxD3ZnflfdeEeqqOTq6eqtXWhHqqjk4vP7FYE7We/jOzU4B3AOcAdwTWzez8OnkJMQSkCSG2I02IlWRetDVvA04B3g8czD8PARdT805k9+7dnUWvISfppcTkhMomE/LK7Nt08mZqUOOuvB1NRKvydipOVO9N00/Wp7Qmyn65oKwBkI4mNqPVeZLJa2nZa2IfiOUnqpbRBxZpok5Q9QSyha8eD/x+LpYTgUuAy6rmd9ZZZ/WiW7Av3Zeh7CyTT1+OSRVqOpDAmtjdi9Gj3oxyhTK0TD69OSjlSUMT8hMhieUn+nI8qhI0qMry4+755+8Dh/K/TwS+rWpek3cgqR/41O0rCGXnsoAqZFmpUMeBeCuayOxJ/fCmbt8WoQxdFlCFLCsR0tHEprunf81J3b6CWH6iL8ejCos0UWtOlbt/fsZ3t7j7V+rkNxqNWl9BNkS+dZ5c6GLJ/1BPWMzLZ7KtYj3NkfqrE8Jrov2FxkPkW6f5O2nKUOfpvHwmGyuaJqIUUxv5ibjlViWWn4hJCn4imdfUtPm+nq6W/O+q3LZps61mMdTjuIw23+vW1Zthuiq3dVp9Cd/RDPY4LkF+oj+sqp9IJqiC9tb/mGzcmAd8VrlNyu/6ZJmkals1sX2ZOFM6LqFp63o0GQPEPHwzy21iQEptX7WxGmlicQyX0mEJjfzEYlK6HlZpq6Z2J+Mn5o0LltmYGCuvu8Vcf6SrSXNFuU3WwurzhL82bQ+dNw1Xj+6fJryTedVb5a5fWd+APk8Kb9H20FmvnibkJ2LTtt0x/USvgqoQB6Srky3EJMu+CWWSNm0PmXffHEiIqnd1Wm2V28SAHmuiTdtDZt0/TWw2qW6wPJqUu4p+om27Y/mJpIb/FhFqvLSrZfKLcpuU3+cl/tu0vc/HpQmh5tV0dfi2ym1iQJ/bvlVNtJZ10shP9Pd62LbdsY5Lb4IqIcR2RozZZMSIcdemCCGEgGYvVAYs31pnpV7IKPpMNE0wGsH6Box2RilOiJrIT4iVoVFPlbtf6O5RervG4zFra2tJPdkgxDRxNQG71nYO+kkv0X/kJ8Qq0ZvhP92BCLGd0Qg21/ev7PwZIaaRnxBd05ugSncgQkwxHsPaBcNelEiICshPiK7pTVAlhNjOmBG7GDNm1LUpQggh6FFQFXvJ+xjobko0IfKbUeIgTYgGyE+IrulNUAX9XX9jFqm8p0j0mwFJYnVfaCeCIj8huqRXQVUqhHqTecp3VEMU8RDrlAwhjm3CXW+DPXUGW7FuCXWtSdlPDPV62rRetYIqM7ufmZ1vZr9gZj+f/33fRpb0hJB3DikKBbq/O2qj3LbrtMqaCNrDlKAmkuhAa6Pwliu2qpoIfa1J0U907SMKG9rIs3G95r2/ZnoDzgJeCFwLHMq3w/lW/P954AXAWWXzjfmizFD09d1KVejy3Ve0+PLlZVDhPWfSxAQD10Sn1WvzxdHSRCvIR7Rfdqp+wrLf52Nm9waeC5wP3AK8H7gMuAq4gWyl3FOB+wBnA+cCJwJvAJ7t7p9ZlP+ePXt83759C20IwXg87iTi76rcPjPrmMU6jmZ2ubvvWZJmEJpgPO6mZ6ircvvMrGMW6TiukibkJ/pDsn5iXrTlR+48bgX2AT8BnFwi/cnATwIfAQ4uSx/jDqTNqDbFcodGzONIibvyIWii1d6PFMsdGhGP46poQn6i36TiJ8rMqXqKu+9x91e5+03LErv7Te7+Cnf/HuCCEvlvI8Q4aZHHeDzeily7muyX6iTDPpHgZM3Imqhj4uxMxmOO9HB0NSk80cnovSK9Sf3yEw1I7PrWS1LxE0uDKnd/S93M3f3NVdKHmCRW5LGxscGuXbu28ot9oAs7RBi6FsokcTURYC7xeMx4117GG/vZtQs2dj2nmyG43A4RiJXVhPyEmE0KfqLy039m9nIz+94Fvz/UzF7ezCwh+kObmhgxZpMRI8a17StWXgdY5wLW2OhkFXatAL86yE+IVeXYGvvsBS4GPjjn93uRjZX/dNWMQ7wMs8jjggsu2PZdbPRiz5ViLy1pgtEI1jdgtLOubUdevHzBTuAP2WQ/owb5Nbajg7JFdPYiP1HaDvmJ4VAnqFrGycA36+w4zl+GuXPnztonWZEHsPXZJL+6hKiLGAwNNAG71nayubPBaM94zGhtF2OuzPJiBDsv6mT4b7S2C3YmNRdIdIP8BPITQ6RUUGVm9wR2THx1ppk9fEbSU4FfBD5dx5jJiWZ1x7cn89i5c+fWd7FJZdJcFxRzHcrUva+PEsfTxJH5yLWnQeWZjEZ5cMZF3QQ16U2ujsc4G/YsU/W+rjghP1GdVfUTRbuVbb9e+Yl5jwX69sdff5/ti7fN2w4DtwM/USZfn/OorB4x7S9F25Vpv1jtXCV/Si50GF8TWomgt2xu+iYPLtV+sdq5Sv7pakJ+oo8U7ba+vj5IP1F2+O9NwAGyBdxeDryMbGG3bfEZ8A3gw+5+Tcl8Z7Kq0fsQKNqu+LtM2jbbuXi6poVy3kRUTaxuJ0/vGY0YbV7EJsvbL0Y7F0+UtlDOm5CfEEuY7iUcnJ+YF23N28juRh5Ydb95W99eP+CuVxD0jaIuoV9T49LEFgM6XWYzsAoW1SlTLWmiOkO6fs5jaHUM5ScqL6ng7n/g7lc0C+X6SwovkmybodWxGLtvq07SRAIvHG6TAVawmKPXVrVWWRNDu37OYoh1DOUnKgdVq87k8NZQabu7ddYJ27Y4NVTQHsWQ1WCJNSZX5ruAaEi5HaYn0g+RWENyZb4LSYh61QqqzOxhZvYaM/uQmV1lZp+Z2q6qbVFO6ifj0KL0aZqcVMVrH+b9NnnsirQxjmebF4AYmki9p2RgnTnbaXjubL0eaN6PkwdvPI7WO9ZmQLXKfqLt3vEUaOojJj9n/d5bPzFvXHDeBvx7sic4DgIfBf5h1lY2v74+1ZGybV1S5um/ybHrIl0qx5N680da10QfHv9L2LRO2Wo6Hjz/IE1OciraOZEDmqom5Cf6Sdmn//rqJ+oEVfuBTwB3r7rvrG1aLFUmi81jMo8uGyGVEyA2VY57aseopgNpVROVZhXPYWvXzc1OfXVizR2NzU0vX/nEDlKKmpCf6DdV2y+1YxQ6qDoIPLPqfvO2SbGEuPOYjoK7upPpw12UOJqaDqQ1TYToodrKYv3K0usltUEPOtvEDFLThPyE6JpFmqjzmpp/AY6vsV8pmk4S00q5cejVCrft06omms4mPjIheSfsLLdeUhsMfWJ0X1dCbwn5iYp2DJFV9BN1Jqr/T+DHzOwOIQ0pJqGFoGjE0WjUaYMO9WQa+gTMGrSiia3JygHYOhVH5V6V0hYDlcQQV11oivxERTuGxqr6iTo9VZcDTwI+ZGYvBj5LNiFxG+7+j1UyHXrEPiT61lYR7pZa0cTgu3YGRO+aqv1uNfmJFadvbRXMT8wbF5y3kb23aXKb9V6nQ2Xzm7dSrsaY+0tKE9Wrzlmg3vyRKJrQZKT+ktRE9YqT21LWhPxEP0ltonpIP1Gnp+qnauxTiRbf1yZaZrJ7fln7xWjnSHdLrWuizRe2iXbZajr2Mtq8aHH7xWjnON1q8hNiJkW7ra+vs7a2Njg/YVnQ1R179uzxffv2HfV9na64VCbFpWJHVxRj6MuOQdl0MTGzy919T5c2zNNErSGbVGZPp2JHR4zHMGK8/BgU808SOlYpa0J+op8UdS9zDPrmJ5J9TU0doaQwKS4VO7qkzMTPkBNOV4Y6AVUKs6dTsaNDRiPKBVTSRCXkJ/rJ5EMCi+ijn0g2qKpKKpPiqtixqoKCdNpr0KQye7qCHSssiXTaa8Ckct2RnyhHKu1VhcEEVZBO92BZoazynQqk016DJpVjXDKgWvEOrXTaa8Ckct2RnyhHKu1VlkEFVUKI/jJizCajbO6REEL0kEEFValE82Xs6GO3ZmhSaa8hk8ohLmXHaLT86biBk0p7DZlUrjvyE+VIpb3KMpigKpVu0ip2rLpQUmivIZPKcFolO1ZaE2m015BJ5bojP1GOVNqrCrWDKjM71sy+1czqrHUVnFQi+lTsSJ0hHqf0NJHGvOdU7EidIR6n9DSRxnUnFTtSp4/HqVJQZWZrZvZWM7sOuBX4MnCrmV2Xf/+0VqwsSSoHPoYdReQeO4IPWV7Z45TyXUr6muiy9CPEsGPrNImuiXB5lT1OCUuiB5oYdVn8FvIT5eibnygVVJnZSWZ2MfB/gEcAnwJeD7w6//xU/v2rzewSMzupFWsFcKRLdGNjI2rXaBddsal2/0oTabE1dLaxP+oYWhdDdqkOE0oTaSE/0RHz3l/j29/j9GfAbcAzgOPnpDkeeGae7nll8vWpdzrpPU7lqfrupD6XG7MsSr7nLJYm9L6/8mwdquiaiF9szLJS04T8RHnkJ9phkSbKBlWfA/6sZNrnA9eUSesTYqn6QkPRHUNuqwoOpHVNVH3xreiOITdVSpoY8rVnaAy5rRZpouycqtOBT5ZM+wngtJJpt0hthdkkuhETpY+TB1ugdU1Umrkc43yVJuYyxEnmNZCfEFusqp8oG1QdAB5bMu3j8vSVSWWF2Vjjs30W5KoJZQYHiKCJ0gFV25NsYk3k6bUmuragcw4gP9FKOX1lFf1E2aDqZcCTzOy1ZvZ9ZnbHyR/N7I5m9v1m9jrgR/P0rRAj+o1RRlIT60QdktFElG6SGGWkOgNblCUZTchPiM6YNy7o28e/DXghcCjfvgl8gexO4wv5/8VvfwFYmXx9agJiXwg1RpzyWHPKttWlTJ0oP39Empgk1PmS6HmXqFnNkSZaIeT1M9Vrcap2NaWpnyjVU5Xn8yzgQcBzgEuA64Hb889LgD8FHuzuv5IXOkhC3jmk2jU6xLuj0HWSJiYI2cOUoCYG24EWuGLSREboa02KfmKIPgIC1WtetBVr2717d28i3q4eT61KCPs2NzdL5ZP6sZgkZE9Vm9vu3bv70zXSxXoCNWhqXpVqJn4ottMjTfTlWlP22tk1TW0s6w/7cCwmidJTNYtQrx+4+eabO4t4p1ebXWTDZASb4p1DweSCb8X/ZfebZlm7TJeVOm23W7BXctx8c2ddI0WR43GJ4id7OpLWRGZmcZqWPqwTCUejch0702UlT080kYqfWFZ+cU1MnRB+YjQaLe3Zmfy9L71ajf3EvGhr1gasAW8FruPI2Pih/P+3AU+rkp93eAdSrKGxvr6+7XORLX2JuKvUyX3+eiJl6lu2jL5AxbvytjTRRXdHsdbS+nr2WWrdpZ60e1Gn4rNUvWYkLFPd0mX0hFQ0kYKfKHs97QOx/ETRc7cqfqKsSE4CLgYOA98ALgU2gFfkn5fm3x8iGzc/qUy+7t1OQJzuvuyq23ZWmU1tKdM1O1lGiLKGQFkHMlxNHPnsdGRvpiZmf181y0VZbCsjQFlDQJrY3PoMcb1sasf0d/IT8QkRVMV5JUfHdBFNzyqz+K5NW2KU0UcqOJAV0YTH73WZUejWVzy4NWNilNFHpIntyE+IEEFV+6/kSITYQplXZoxes6565lKmggNZIU10UFgLPVWli5cmtiFNHI38xGqzSBPJvKYmFWJNQl828X00GrVuS4wy2iL0pMca+a2QJiIVtGTi+2jUvjExymiL4POApYm5yE/0gy78RFKvqVklVvW9SCEIvUZKzfwOIE2ERS/Qq03wtbTqZXgAaSIo8hP16cpP9O41NUNCQqlH6AtNzfykiTaQJmoRPB6tl6E00QLyE/Xoyk+UXTvkBcAOsgmITwIOm9mXgFvJJh6expEA7cV5eiFaI/SFpkZ+L0CaEAkR3PdKE6LndOEnkntNTYiuuiqLtbVJXxY7E9WJqYkQYzpbWYzHnb5uRZIYLvITzewQA2HeDPZY2+RTHSEeVS3yqLJYWxt08ditaA6JvJJji83Nxo/4by0VsH6lr/PUzham7GR5BtGY1DQhPyG6ZpEmar+mRgjRPmNG7GLMmFHtPEaM2cz3X2ODdS5gxDiIfXXs6KJsIYSIgXmDUYkQ7Nmzx/ft27f1f4h36xV5FN2qXU30S/09geJozOxyd9/TpQ1HayLAfJk8k/E4C246mxCe+HsCxdGkqQn5CdEdizQRPKgysx8Hftrdf6hM+mmxCNElbTgQaUL0GWlCiO0s0kQbw39nAD/QQr5iDpromDzSRGykidSRJiIjPxEHzanqKYVANjY2gi5wVrbcmOhiIMqwdZpsbAReCbNkuRGRJEQZ5CfiU2qdKjP7TIU871TTFlGSYmXX9fV11tbWWF9fjzImX5Qbc4XfLsosgzSRFsUC4Jvr+xmtrcH6epS5W1vlRlwIvosyyyBNpIX8RDeUXfxzB/Bl4PMl0p5U1xhN2CvH5MquO3fujHbMJsuN1VYJv6ZhBxE0oYnd5TiyAPhO2Bkv2phceDxWUyX8Np8dyE8kg/xER8xba2FyA64C3lky7e8Bh8qk9Yn1R7ReR38YcltRck2eGJrQwk79YchNlZImhnztGRpDbqtFmig7p+py4HvKxmkl022jSqQZY+w0lfHZFEnqrqA7WtdEpS6JGOerNDGXhHuPYiI/IbZYVT9RNqjaBO5iZjtKpL0a+Mc6xpQVStsT7mKUUZTTV1ZNKDOIoonSAVXbE7NjlFGU01MkCfmJtsrpK6voJ5Jb/LMMMcZp2y4jpYl14ggpLnRYihgTetouI9UZ2CtOXzUhPyHaIvY6Va0Ta+Jb2/lLKPUJfffW57tBIN4M6bbzV0BVm+CncM81IT8huvATvQyqhoKEUo/Q3e6xuvFFCaSJWgQfnY013CuWIj9Rj678xNKgysweWdcIM/vhuvuK6gwtKJhXn9B3b1Xzkyb6w8AkMbdCwTv5KmYoTfQH+Yl6lM2vTE/VO8zsPWZ2npndYVliM7ujmZ1vZu8D3l7OXNGUIfW2jMfjpfUJffdWMT9pogcMqrNlPF5aoeAdGtLE4JCfaEaZ/Mos/rkL+HPgLcD1ZnYx8CGyNUluBAw4FbgvcDbwSODbgHcByy0QQRjK2PvkxMyE6yNN9IDBTNGanMCfboWkiR4gPxGBeQtYTW/Aw4BXAV8DDgOHprbDwFeAlwMPKZvv1kKHPWWIC5u1Rdlj1eUxpeRChy5NzEeaKE3pQyVNxK10YOQnytN3P1H2NTW4+2XAZXnX7m7g/sDpZIu4XQ9cAWy6++GyefYdPe5anirHqi/HUpqYgZZFKE2lQ9WTYylNHI38RHmG4CdKB1UF7n6IrFv3Q+HN6RdD6Uptk2IdlyEfK2ligsGMubVHsdzXkA+VNHGEIV/7QjEkP7FySyqEnqBXtvGLcpuU37fJhZOTCNtcJK9vxyU5Qh+/su28pYn6RfWt6Sfnmre6lmrfDkxiyE/Eo/ATGxsbQHs9ULGOy0oFVV09+TB50tQtv49PbRR3HUBrtvfxuCRFV4/I5eWON/bXLr6PT/cVvVPQou19PDAJIT8Rl9FoxPr6Omtra63ZHfW4zJtsFWuLNQGxmNQWe3LbdLlNyu/zZMemti/aP+RxocKk3La2aJNyi+MW+7yaKrdJ8T2WRHPbF2UgTdRCfqI7Qtidgp9YiaBqc3PTgU6E0kW5QyPmcVwZB7K5mcm/i4Cqi3KHRsTjuCqakJ/oN6n4ieSG/0J0z02OSxdzebqa/Nb3SXcpMITJi00I0mM9OX+pmMzT1Szpoc7OjsmQZ7mXQH5CTJOKn0gqqAox7jk9Ll3kF/tAF3aIMHQtlK4IMj1mev7Srr0tz5JebIcIxMpqQn5CzCYFP1F5SYU2CRFpTuaxc+fOre9ik0rULPpNkA6JPJPRaCebO2HERd045BXvXRFhkJ8QKWPZ8GDDTMyeDJwDfBR4pbvfPvHb29z9R+btu2fPHt+3b19jG1aZLu6whoqZXe7uewLkI010SRc9cQNFmhgG8hPhWKSJxsN/ZvYM4EXAScBvAh8ws1MnkpzbtAwxnz4+Qjt0pImO0ZICySFNdIv8RDxCzKl6BvAYd/954EHAGHjPhGAsQBliiklxxOw+7kKUPbwQSBMdsO00iTjM2MXp2T9JSBNdID8RnxBB1d3c/Z8A3P12d/8F4D3AP5jZXcje+VSKVA5K6kxPsoxdbvG0TOwye0QwTfTRe3bBVufUxv6ok+GnV0iPXWaPkJ+IjPxER8xba6HsBlwF3GvG9y8gGzu/edH+xfojWqujGl0uUhe7rWLWkQBr8oTShNZ0qsbWYYquifhNFbOKKWlCfqIa8hPtsEgTIXqqLgH2zgjWfhV4L3DCsgy6XiOkLElEwTnFcZp1vELZOSuf6ZdexjgmKZ8Tc2isic7XkipLUpqY/uMIocyclc/0y5FjHJKUT4k5yE90QAp+IhbJnBPzoq2yG3AccNKC3++5aP+zzjqrF3cefblDCmVnmXz6ckyqQJi78kaa2H3WWf3ooepJT1ooM8vk05NDUokUNCE/EZZYfqIvx6MqizRRRxwvAt4x9d2xwG7g26vmt3v37t4c8GUBRirMsqWOfWW6jlOqt3t5e+alq+NA2tBEb7xypPfPNWWWKXXMK/O6xISq7e7l7ZmXLhVNpHatmceiACMlYvmJ1Ort3q6fqBNUfRx42cT/BlwKHAJuB55TJb9oL49tkarReBfj24Cvr6/X3rcP4+JlbV2UrqYDkSamqdhl09UrCGtIIn5vVCNNlLN1UTppojl1rqPyE4vLa7Jvm36iTlD1VeCZE///CHAYeCVwUS6a88rm13exFFQJqLroDl1fX69dbkyhND02HfVUSROzqBBQdTFktr5ev9yoAVXDg9NRT5U0MUXVgEp+Yn45KfuJOkHVV4Cfmfj/ZcBnOLI6+1uAd5fNbwhiqcqy7tK2y02Zrm2s6UCkiYaUGVZrs9ykkSZWVBOb2z5jl5syXdu4SBN1nv67Grg/gJkZ8HjgzXlBAO8sfhezKZ6ai72uRjJPRyygDzbOQJpoSPHUXOz1l3pxuvXCyKOQJhoiPzGflG2s80Ll1wK/bmZvB74XuCvw9onfDwOnztpRHGE0GrG+vp70ySFKI00EYDSCzfX9jEY7uzZFNEeaCID8RP+o01P1F8A1wLuAPwb+Cbh44vf7ANc3N23YjMdj1tbWklrTRNRGmgjBeMxo7cyk1r4StZEmAiA/0T8qB1Xu/nXgIcAa8AvAIye6dAGeQCYgMYeuFrHrgzD7YOM00kQAulrstAfnWw9MPAppojnyE/NJ2cZaK6q7+23u/jp3/9/u/uXiezM7jeyx2Y1QBvaFso08OUYeUyjF+5/qnIx9en9TlXYIiTRxNKUP8eRkqpgB1cZG/Ulc0TQRYJ5Z2Z2liVapcs2Rn1hcTtJ+Yt4M9ljbEJ7q0DpV4Uh5/ZFY2zA04dVWAtBCVQuLa7Rzw4WqpInmaJ2qsKTsJwYTVHX9iOXm5mbnNixi0rZFds76LeV6TVPG1kVtNSQH0nWzbW52b8NCJo1bqImyXyZKGVsXNNawNDG7jjHoaomEKshPbE9Tx0+EeKFy53Tx2OksUrBhHkUX8qJjNe+3Pj15sszWoo5Dp4vlCWaRgg1zKc6VBQdr7k890sRSW4tKDpyu/URXSyRUQX4io5GfmBdtxdqGcAeSkg1lqHoHkiJNu3/nfceg7sqDZNOIFGwoRdWeqgRpPEw457thaWJGPSOTgg1lkJ84et8yfmIQPVWQRpTclQ1V73oW2ZnCcVxG07u96TqmfvdYlxSasisbKjflQk00MCQSjXsmpyuZSldnYFK4vslPxKErPzGYoGpVGWpAsIjQjxl38diyaI+BxgMLCb4aRRfLW4jWkJ+Il5+Cqp4z2dBDE8yi+oQOgBRQDYfJeGBgklhYoeCnsDQxGOQnwlAmPwVVA6APEyCrMrT6iLh09S7BVhlchURM5CfioKBqIAxtCCtkfVISnIjH4EawQlZImlhJ5CfmE8pPKKgaEEMRSkGI+jRZIVj0n4FJIkyFmqwkL3qP/MTRhPQTCqrEYBnnLyPVW96FyBmPYW0N1tcHGHEKUZ3QfuLY5iYJkSZD6+oWojGDGxMVohmh/YR6qsSgUUAlxBTShBDbCOknkguqQoxpFnmMx+NO59JoHo8IQhBNHPmjy9NSkhAhkJ8QqZJUUBXi8cgij2LiWVeTlNt+1HPyghCTro7lyhLgMfqtLDb2M961t7M5yq2vCLCliZbyX1Lu4MtMBPmJavlPfsZipf3EvPfXxNqm3+kU4p1Ck28DT+Gt5G3kC/j6+roD0epYlBvzmMYukxTfcxZEE0f+6PK1Xa2VvbnpDr65fqVDxPf15eVGPaiRy0xRE/IT5fKVn2iHRZqw7Pfu2LNnj+/bt69TG/rIeDzeWswt5ryh2OXFLtPMLnf3PVEKm4M0UZPxGEaj4iN6uVGJWKY00V/kJ9phkSYUVAkxgRyIENuRJoTYziJNJDWnapJkxkdFZapM/FQ7l0eHqsdUeEBA7VweXT/6SdW5Xn1q5ySDqrYn74n2KNquTPvFauchnEd67VuPGY9LPyAQq52HcB7JT/ST6YcEBucn5k22irUdNSk3p8uJg6IZVSZ+tt3OVScwkuCk3CN1KV9vkRgVHhBou52rznNPWxMlKyGSYvIhgSrp2yKkn0iypwrSXrRxFe6MmtRxNBqVbr+223lytdy+t1vCkhhEz8dCmlZwNCrdfm238+Si6n1vt1T9RN+vNWVo6iMmP8umb4uQfiLZoCpVVqHLeWh1LIQypDqlxOCHJgdYwSKgGli1kmAVrjVDrGMoP9H5039mdj1wdadGVOdE4JaujWiZIdaxTJ3OcPfTYxgzj35q4uQT4aahnS9bnAwn3jQ8PVCy3aSJ6gzx+jnNUOvYyE90HlQJIYQQQgwBDf8JIYQQQgRAQZUQQgghRAAUVAkhhBBCBEBBlRBCCCFEABRUBcLMHmhmt5vZo7q2pQvM7AlmdpuZ3bdrW0QaSBPShNiONDF8TSioCsefAx9w93dPfmlmv2NmrzOzz5iZm9mBRZmY2TFm9mtmdqWZHTSza8zs+WZ2cpO0ITCzkZldaGY7pn9z9zcDHwOe20bZopdIE9KE2I40MXRNzFtqXVv5DXgY4MATZvzmwA3Au4EbgQNL8nphvs8bgJ8jE+E3gfcAx9RNG6iee/PyHjHn93+f//6ArttEW7ebNLH1uzShrTgXpAkfviY6N2AIG/Aq4HrgjjN++66Jv69YJBbgAcBh4G+nvn9mfhI+vU7agPVcJpZTgJuA/9F1m2jrdpMmtn6XJrQV54I04cPXROcGRKsofCvwu8BHga8CXwM+Aby4Yb7HAl8H/qZE2mVi+eP8ZDx36vsT8pPw7XXSLiivOPl/CPgN4CrgVuCfgZ+cSnthnnZ6u2gq3TuALwRqsx8FvqXrc2eomzQxszxpYoU3aWJmedJEhe1YVgAzOx54P3AG8NdkIjkJeBDQdMLcbrLI+0MN8wF4CNldxba83P2gmY3z3+ukXcafki3N/7/IxPKLwEVm9ml3/0Ce5g3A3YCfz9N/Mv/+qqm8LgMeY2ZnuvuVFWzYhpl9B7AOXG5mj3X3r9fNSxyNNLEUaWLFkCaWIk2UYCWCKuDfAd8NPMbd3xU47/vnn9MnTR3uDnzJ3W+d8du1wPeZ2XHuflvFtMs4HnhIkdbMXg98BngG8AEAd/+omV1GJpZ3u/t75+RVHIcHALXF4u7XmtlTgdcBf58L5ht18xNHIU0sRppYPaSJxUgTJViVoOrO+edDzexidz8cMO/ipYo3BsjrJLI7gFkcnEhzW8W0y3jJpKjyE/WfqXd3dkP+eddFiczswpL5fRj4fjLBPNrdh/gCzy6QJhYjTawe0sRipIkSrEpQ9Xrgl4A/Ap5hZn8HvJlsPPkwQB7t/gowIovsd5TM2/NPC2Dnzcw/yU6YSFM17TI+M+O7G8i6watSHAdfmAp+v2K+Z5PVt09vqk8ZaWIx0sTqIU0sRpoowUqsU+XuN5KNaT8W2AAeBfwdcKmZHZcn+zLwIrJJilW4Pv88NYCpnwdOy8f2p/kOMhHfViPtMg7N+b7OBaA4DtcvSuTutmwDTiZ77Pd24GnuLucRCGliKdLEiiFNLEWaKMFKBFUA7n7I3d/p7s8C7g28mmzdkAfnv7/b3depHuFekX+GWCH2w2Rt8tDJL83sBLI7o30104Zi2V0FwH3yzysWplqCmZ1EdkF7OJlQXt8kP3E00kQQpIkBIU0EYaU1MfigysxON7NtkbS7HyKLup1ssl4TNskeuz27YT6Q3R058KtT3/8c2bj3a2qmDUUxAXDR3dbZwHXuvr9hWceTPS2ThFCGhDQRFGliAEgTQVlpTazCnKo/A84xszcDnyYLJB8DnAc8z90/3yRzdz9kZm8AftTMjp9+ysLMfoIjY86nA8eZ2e/l/1/t7q+ayOtjZvZisvH8NwBvB84iG8N/H/B/6qQNyIfJHs/9XTO7M9k6J5919w/mdT0FOBd4edOC3P3LZvawwJNFRYY0EQ5pYhhIE+FYbU14AotltbmRLYn/NuBfyJ6C+AJwCTNeFeBHFhI7ULGMh5LdDTxpxm/vZfZiaA68d0b6OwC/DuzP7b2W7LUCpzRJO8fuvcxZ+Ta3+6jjAPwk2fottzG1qFv+mwMP7LrdtS1sd2livt3SxApu0sRCu6WJCpvllRQ5ZvajwAu8/FMdxX7vAE5293PbsKsPmNlHyAT2xK5tEeGQJuojTQwTaaI+Q9fE4OdUlcXM7pBP3rtj9q+dMOeJiXn8OvAwM3t0OxamTX6ReSDw7I5NEYGQJpohTQwPaaIZq6AJ9VTlmNleslcTTHJ11TsRIYaCNCHEdqQJsQwFVUIIIYQQAdDwnxBCCCFEABRUCSGEEEIEQEGVEEIIIUQAFFQJIYQQQgRAQZUQQgghRAAUVAkhhBBCBEBBlRBCCCFEABRUCSGEEEIE4P8DqDdjmNHmYdUAAAAASUVORK5CYII=\n", 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" ] @@ -422,7 +374,7 @@ } ], "source": [ - "sim(100, 3, incl_fb=True)" + "%memit sim(100, 3, incl_fb=True)" ] }, { @@ -435,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 8, "id": "9c1bc5a8", "metadata": {}, "outputs": [ @@ -444,90 +396,67 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.21s: found 62,610 forward match cell(s).\n", - "0.21s: computing ReverseComplement(s2)...\n", - "0.21s: computing suffix array for ReverseComplement(s2)...\n", - "0.21s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.46s: found 124,960 total match cell(s).\n", - "0.46s: density = 49.98%.\n", - "0.46s: converting match information to COO format inputs...\n", - "0.50s: creating sparse matrix from COO format inputs...\n", - "0.55s: done creating the matrix.\n", - "Matrix construction took 0.56 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.15s: Found 62,526 forward match cell(s).\n", + "0.15s: Computing ReverseComplement(s2)...\n", + "0.15s: Finding reverse-complementary matches between s1 and s2...\n", + "0.31s: Found 124,904 total (fwd and/or RC) match cell(s).\n", + "0.31s: Dot plot matrix density = 49.96%.\n", + "0.31s: Converting match information to COO format inputs...\n", + "0.36s: Creating sparse matrix from COO format inputs...\n", + "0.39s: Done creating the matrix.\n", + "Matrix construction took 0.40 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.22s: found 62,610 forward match cell(s).\n", - "0.22s: computing ReverseComplement(s2)...\n", - "0.22s: computing suffix array for ReverseComplement(s2)...\n", - "0.22s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.48s: found 124,960 total match cell(s).\n", - "0.48s: density = 49.98%.\n", - "0.48s: converting match information to COO format inputs...\n", - "0.54s: creating sparse matrix from COO format inputs...\n", - "0.58s: done creating the matrix.\n", - "Matrix construction took 0.59 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.15s: Found 62,526 forward match cell(s).\n", + "0.15s: Computing ReverseComplement(s2)...\n", + "0.15s: Finding reverse-complementary matches between s1 and s2...\n", + "0.31s: Found 124,904 total (fwd and/or RC) match cell(s).\n", + "0.31s: Dot plot matrix density = 49.96%.\n", + "0.31s: Converting match information to COO format inputs...\n", + "0.36s: Creating sparse matrix from COO format inputs...\n", + "0.40s: Done creating the matrix.\n", + "Matrix construction took 0.40 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.02s: Done visualizing \"1\" cells.\n", "0.02s: Visualizing \"-1\" cells with spy()...\n", - "0.05s: Done visualizing \"-1\" cells.\n", - "0.05s: Visualizing \"2\" cells with spy()...\n", - "0.07s: Done visualizing \"2\" cells.\n", - "0.07s: Slightly restyling the visualization...\n", - "0.07s: Done.\n", - "Visualization took 0.07 sec.\n", + "0.04s: Done visualizing \"-1\" cells.\n", + "0.04s: Visualizing \"2\" cells with spy()...\n", + "0.06s: Done visualizing \"2\" cells.\n", + "0.06s: Slightly restyling the visualization...\n", + "0.06s: Done.\n", + "Visualization took 0.06 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.26s: found 62,610 forward match cell(s).\n", - "0.26s: computing ReverseComplement(s2)...\n", - "0.26s: computing suffix array for ReverseComplement(s2)...\n", - "0.26s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.53s: found 124,960 total match cell(s).\n", - "0.53s: density = 49.98%.\n", - "0.53s: converting match information to COO format inputs...\n", - "0.58s: creating sparse matrix from COO format inputs...\n", - "0.62s: done creating the matrix.\n", - "Matrix construction took 0.63 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.15s: Found 62,526 forward match cell(s).\n", + "0.15s: Computing ReverseComplement(s2)...\n", + "0.15s: Finding reverse-complementary matches between s1 and s2...\n", + "0.30s: Found 124,904 total (fwd and/or RC) match cell(s).\n", + "0.30s: Dot plot matrix density = 49.96%.\n", + "0.30s: Converting match information to COO format inputs...\n", + "0.36s: Creating sparse matrix from COO format inputs...\n", + "0.39s: Done creating the matrix.\n", + "Matrix construction took 0.39 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 1.87 sec.\n" + "Total time taken: 1.28 sec.\n", + "peak memory: 154.93 MiB, increment: 36.92 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<500x500 sparse matrix of type ''\n", - " \twith 124960 stored elements in COOrdinate format>, k=1, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<500x500 sparse matrix of type ''\n", - " \twith 124960 stored elements in COOrdinate format>, k=1, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<500x500 sparse matrix of type ''\n", - " \twith 124960 stored elements in COOrdinate format>, k=1, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -537,12 +466,12 @@ } ], "source": [ - "sim(500, 1, incl_fb=True)" + "%memit sim(500, 1, incl_fb=True)" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 9, "id": "eebf1fd6", "metadata": {}, "outputs": [ @@ -551,90 +480,67 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.07s: found 15,393 forward match cell(s).\n", - "0.07s: computing ReverseComplement(s2)...\n", - "0.07s: computing suffix array for ReverseComplement(s2)...\n", - "0.07s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.15s: found 26,845 total match cell(s).\n", - "0.16s: density = 10.78%.\n", - "0.16s: converting match information to COO format inputs...\n", - "0.17s: creating sparse matrix from COO format inputs...\n", - "0.19s: done creating the matrix.\n", - "Matrix construction took 0.19 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.05s: Found 15,501 forward match cell(s).\n", + "0.05s: Computing ReverseComplement(s2)...\n", + "0.05s: Finding reverse-complementary matches between s1 and s2...\n", + "0.09s: Found 27,478 total (fwd and/or RC) match cell(s).\n", + "0.09s: Dot plot matrix density = 11.04%.\n", + "0.09s: Converting match information to COO format inputs...\n", + "0.10s: Creating sparse matrix from COO format inputs...\n", + "0.11s: Done creating the matrix.\n", + "Matrix construction took 0.12 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.08s: found 15,393 forward match cell(s).\n", - "0.08s: computing ReverseComplement(s2)...\n", - "0.08s: computing suffix array for ReverseComplement(s2)...\n", - "0.08s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.15s: found 26,845 total match cell(s).\n", - "0.15s: density = 10.78%.\n", - "0.16s: converting match information to COO format inputs...\n", - "0.17s: creating sparse matrix from COO format inputs...\n", - "0.18s: done creating the matrix.\n", - "Matrix construction took 0.19 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.04s: Found 15,501 forward match cell(s).\n", + "0.04s: Computing ReverseComplement(s2)...\n", + "0.05s: Finding reverse-complementary matches between s1 and s2...\n", + "0.09s: Found 27,478 total (fwd and/or RC) match cell(s).\n", + "0.09s: Dot plot matrix density = 11.04%.\n", + "0.09s: Converting match information to COO format inputs...\n", + "0.10s: Creating sparse matrix from COO format inputs...\n", + "0.12s: Done creating the matrix.\n", + "Matrix construction took 0.12 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", "0.02s: Done visualizing \"-1\" cells.\n", "0.02s: Visualizing \"2\" cells with spy()...\n", - "0.02s: Done visualizing \"2\" cells.\n", + "0.03s: Done visualizing \"2\" cells.\n", "0.03s: Slightly restyling the visualization...\n", "0.03s: Done.\n", "Visualization took 0.03 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.07s: found 15,393 forward match cell(s).\n", - "0.07s: computing ReverseComplement(s2)...\n", - "0.07s: computing suffix array for ReverseComplement(s2)...\n", - "0.07s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.15s: found 26,845 total match cell(s).\n", - "0.15s: density = 10.78%.\n", - "0.15s: converting match information to COO format inputs...\n", - "0.16s: creating sparse matrix from COO format inputs...\n", - "0.18s: done creating the matrix.\n", - "Matrix construction took 0.18 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.05s: Found 15,501 forward match cell(s).\n", + "0.05s: Computing ReverseComplement(s2)...\n", + "0.05s: Finding reverse-complementary matches between s1 and s2...\n", + "0.10s: Found 27,478 total (fwd and/or RC) match cell(s).\n", + "0.10s: Dot plot matrix density = 11.04%.\n", + "0.10s: Converting match information to COO format inputs...\n", + "0.11s: Creating sparse matrix from COO format inputs...\n", + "0.13s: Done creating the matrix.\n", + "Matrix construction took 0.13 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 0.61 sec.\n" + "Total time taken: 0.42 sec.\n", + "peak memory: 144.48 MiB, increment: 0.45 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<499x499 sparse matrix of type ''\n", - " \twith 26845 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<499x499 sparse matrix of type ''\n", - " \twith 26845 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<499x499 sparse matrix of type ''\n", - " \twith 26845 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -644,12 +550,12 @@ } ], "source": [ - "sim(500, 2, incl_fb=True)" + "%memit sim(500, 2, incl_fb=True)" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 10, "id": "15afb2e2", "metadata": {}, "outputs": [ @@ -658,90 +564,67 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.02s: found 252 forward match cell(s).\n", - "0.02s: computing ReverseComplement(s2)...\n", - "0.02s: computing suffix array for ReverseComplement(s2)...\n", - "0.02s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.03s: found 467 total match cell(s).\n", - "0.03s: density = 0.19%.\n", - "0.03s: converting match information to COO format inputs...\n", - "0.03s: creating sparse matrix from COO format inputs...\n", - "0.04s: done creating the matrix.\n", - "Matrix construction took 0.04 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 237 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.01s: Found 476 total (fwd and/or RC) match cell(s).\n", + "0.01s: Dot plot matrix density = 0.19%.\n", + "0.01s: Converting match information to COO format inputs...\n", + "0.02s: Creating sparse matrix from COO format inputs...\n", + "0.02s: Done creating the matrix.\n", + "Matrix construction took 0.02 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.01s: Done visualizing all match cells.\n", + "0.00s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.01s: found 252 forward match cell(s).\n", - "0.02s: computing ReverseComplement(s2)...\n", - "0.02s: computing suffix array for ReverseComplement(s2)...\n", - "0.02s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.03s: found 467 total match cell(s).\n", - "0.03s: density = 0.19%.\n", - "0.03s: converting match information to COO format inputs...\n", - "0.03s: creating sparse matrix from COO format inputs...\n", - "0.04s: done creating the matrix.\n", - "Matrix construction took 0.04 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 237 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.02s: Found 476 total (fwd and/or RC) match cell(s).\n", + "0.02s: Dot plot matrix density = 0.19%.\n", + "0.02s: Converting match information to COO format inputs...\n", + "0.02s: Creating sparse matrix from COO format inputs...\n", + "0.02s: Done creating the matrix.\n", + "Matrix construction took 0.02 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", - "0.00s: Done visualizing \"1\" cells.\n", + "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", "0.01s: Done visualizing \"-1\" cells.\n", - "0.01s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Visualizing \"2\" cells with spy()...\n", "0.02s: Done visualizing \"2\" cells.\n", "0.02s: Slightly restyling the visualization...\n", "0.02s: Done.\n", "Visualization took 0.02 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.01s: found 252 forward match cell(s).\n", - "0.01s: computing ReverseComplement(s2)...\n", - "0.02s: computing suffix array for ReverseComplement(s2)...\n", - "0.02s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.03s: found 467 total match cell(s).\n", - "0.03s: density = 0.19%.\n", - "0.03s: converting match information to COO format inputs...\n", - "0.03s: creating sparse matrix from COO format inputs...\n", - "0.03s: done creating the matrix.\n", - "Matrix construction took 0.03 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 237 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.02s: Found 476 total (fwd and/or RC) match cell(s).\n", + "0.02s: Dot plot matrix density = 0.19%.\n", + "0.02s: Converting match information to COO format inputs...\n", + "0.02s: Creating sparse matrix from COO format inputs...\n", + "0.02s: Done creating the matrix.\n", + "Matrix construction took 0.02 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.00s: Done visualizing all match cells.\n", - "0.00s: Slightly restyling the visualization...\n", + "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 0.14 sec.\n" + "Total time taken: 0.10 sec.\n", + "peak memory: 144.25 MiB, increment: 0.02 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<496x496 sparse matrix of type ''\n", - " \twith 467 stored elements in COOrdinate format>, k=5, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<496x496 sparse matrix of type ''\n", - " \twith 467 stored elements in COOrdinate format>, k=5, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<496x496 sparse matrix of type ''\n", - " \twith 467 stored elements in COOrdinate format>, k=5, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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0mVNaLNuwMM1Wt/FtITWxkP6hZGtNfSuvfzPgZEt7fy7f9xt5WVcCHwWeXpL2CLJlTL6wUM8/Qza1/EFLaX8A+DOymYE3kwV7HwOetZDm5FwTp8W+brr522JooiJf2yUV1E843LSlSlEURVEUxQE6pkpRFEVRFMUBGlQpiqIoiqI4QIMqRVEURVEUB2hQpSiKoiiK4gANqhRFURRFURwQ/TU1RxxxhDnqqKO8lnHttddy+OG1b6/wxg033MAhhxziJK+Yx9FE2XG6PPZQnH/++VcZY+7SnNIfvjVxQ/7msWiX5oYbnBV+7bWQoiQqD9HhsYdiNTSRiSLW/WoV/ETVMY7OT8Re0+HYY481PplMJgYwk8lkn99ms5mZzWbeyp7NZgZwUkbdcdjY4ZOy43R57FVl+gA4z4xYE7OZMZBtZadwNiv/3rkBTjSRZdVBEl6PsfIQHR57ZcEeGL8mZpuvdCm7r6if6E/VMY7RT4w+qGq6mD4vaFGOK7oKpSzgcX3MVTcjH7gSYtn+Y3cgxuwNRpYPvyngcoZTTXQrfp9jdBxNVmblM6ByceFWVhMT9ROe/URVXmPzE6MPqoypv5ihL3QdIaL1UDcJ37gQStk5WAUHYky1762NLaJoIkC+waJJz7gIqErOwepoYlb5vfqJYRLDT6xEUNUW302Sscvs+gQyBHG1sXFVW6o64bvrKnaRXVuqBqGJfolVE+Won6jeL2Xa2qctVY4Y0xOIC2LcQNriwkZ1IDWMqKXKCRECzba4MFE1UY36ia2k7idc2VeniVEtqTCfz2ObMFrW1taYzWasra1t+T6lc15l40rj8PrMWXOWly1rzIOXac3aGsxm2eciSWmi3MRVJaX71RhJ3U+E8BGjCarm8zk7duxwcvFc5pVymW0pE0pqNmtAtcB8Djt2OHHyDrNKvNCWlAVUidmskshwfb9SP1FO6n7Cu4+oasIKtbls1l0eaOcqr1Ck2mRaR5PNQzsmxtbVUZx/B9chyqUcWP0xxjTbPLBjGpMmXPoIV3kMocy+rJKfGE1LFeyNQF1Exn2j2S5lD7GVpc7mrtchlSeaUbC25qz1pHf17FL+ADVRa3PXa6GacIJLH7GYX1fUT4zPT4wqqCqIPbYmtebOWHS5Dj7P3cpejxQG1iTYLRaFLtfC57lb0esR20eA+omCsfmJUQZVEDeaT0GwqdD2HPg6dyt/A4tdF1MI7FKh7Tnwde5WPNCNfX9WP7GXMfmJ5IOq6XQatDxXTnfsQvEZnHQ9d3U22YhwKAFXYEm4c7oj14TX4KTruauzySZYG4wm1E+kyCr6iaSDqul0yvr6unPBVJ2Upih1KE7XNy6iedfn0sYmm3594GCnhjlmOoX1dQ+BVdV5a2rNUE1kOGj1cX4qbWyyGP91aPKaUD+RIivrJ6pGsIfammZ1dHmPUR11i391/W3oFMfUdzXyNvu6OJfLM3lc5McAZjo5lkT9CpFdfxs6XWZN9tKEm1O5z+t3HGQ4DE2on/CN+oktdumK6ovUndSuvw2VouJWvVC0ad8+5fZhUXAub2RDcCBeqDt3XX8bKkWEU/Xm6aZ9exTbhy2BmcOAd1U1oX5iL+ontrISQVXIilxVVggbfJTR9Qkk9hOZ6ycQY0bmQEJem0pNxCvbSZ5tA6rILXfOW6rMeDQR+l6lfmI1/cTggqqyExLywlWVFcKGFCroIqnYYUyYdzqF2tprouLLUA6+oqwgJiQQyGwhFTuMcXZuhqaJ2D6irjz1E3EJ4ScGFVTVnRBtqRoXs9nMTCaT1k9FfRmeA6nxm9pSNS5mMzOZtDzcFdNEKj6irjz1E+5I0U8MKqgyZnUqSx19z0Hq57C4MRZbSHuH5EAKEr+cQXAxHilpZjMz4VkGaoJoTwxNE6nf30KhfsIfdZpIekmFMqqmO67KNNa+01SHsAhmsVbIZDLRxfEsqDo9CV9ip/RdzWAQa2CurbFz9mImE11DtYkxrEXXF/UTEamKtkJtrgYgklAf8jKu7Rr7E0hMGNhTeRWpDTVaxrVdo2+pish4NKF+IuT+Y6ZOE4NrqSoj5eX+fUT8fY+z7TuWYpHyU1LqpPxWGB8tQ32Ps+2r+KKhmuiM+gl/+6uf2MsogipIp8m3rCxXQo7xKgYboc/n89I0fewdQvNz6lRWudDntFQTjgK+4JqwDAgr7Opl7iD6KdMmleEjq+gnquwanZ+oasIKtfle1C1kk+9yWS7LLhZdc71ycBNNti8OFlxMW9i7sbHhrWwfMJKujkpC9wsulee0+GJxzuCaaEhQYVfxdQ9JROmnHLsmQncLrqKfqLJrjH6iV0UHDgTu3SePECvl+jrpy/mWicNl2aGFYsusZEG1qmArdfo6kEFowuf1WM67JIpyWnyimiizqzgVKY91K2MVNOHzHqV+IqPMrjH6iT5COQT4f8D3gKd1zcdGLCme7Kqni5BPO8akKyBj3K1eG5I+DiSkJpL0ylXNUME0kf+RtCbSvHR1DEUTKd5r1E80MzY/0VUoh+VCuS3fOgumSSwbGxvBm2Z9pHVJIdTi3MQQTIoi6GtTfl47OZCQmjAbG+XBiydCLzbZhc14buMsE6NLsLAhNVzMihyCJtRPlJerfmJffPuJrkL5GHBT/nkrcE5XwdSJxUV/axtC963bUmZPiCeQqvOQ4nnqa9NCM/TnTMKacDMwx55kl2Yo1UT+h1dNVH+f2nnqa9Pe7spDk9aE+okM9RPNhPATXYKqpwA3Aj8DvCwXy8HAh4BPtM2v6QkktQF3ocuMVTGXy43VfN2GWC1VoTWR3MDs0IVGimD2KXYfTQQ1x4pYLVXqJ8KWqX7CnuRaqkwmmHvkny8Dbs3/Phj4gbZ5tXmnU9cTkDI2YphF6nNeFEpqTxy+6NHVEVwTXTzmIC6hTdAUaXDSloAqtaYpTwxJE13uUUO4r6mfSIs6TXRap8oYc1nJdzcaY77VJb8muq5FkeIaFsu22C5I5+s4FvMss634tLExJrGvcWhNdFmzKNVljvaxx3blUl8Hs5jnPppY+CPV1VULVkwTXe73Q/ARoH7CFUGuc1W0ZbOx8ATSdUu1pcpHtN0nkvdtz5CfMmxttzk2+k8fD6aJ0C1VPqpGrwYf3wYNuTXK0nabQxuSJkLfW13fL/veh9VPVBPKTwwmqAqJz4qTSkBVlvdyOUMSjo1QbK7pkBxISHzGF13y9Fo1FzNfLmhAmrAJqGyuqWqiHF9+IqWAqixv9RMDCapCVQif+/gg1pPBkJ9IqhhaS1WwwMHfLl6I1oA05JarCobWUqV+ohz1E+7o6yeSePdf237tEH3mqbwjqqqfuqsdtvsNoX+8LUM6ltbjn9rUh46Dq1J5l2DlcKbOmuhb8HAZ0qG0uZeHGn+rfkL9xD5URVs2GxGeQLpExq6i6FSi8q52pGJ/ypDUU7ml0V1aUFzVgVRabzrakYr5KZOWJmaN9va5P7oglfus+gl/1GkimaCqDTEvtq2oU7DD5X6rQkoOpBUxr6uVJrxb0bkQlUQ9Q9RE7Puc+olxU6eJvt1/km9BSbmpsawZ2UdTcNdzkPK588V0Og1ZXBRNxOzHmVNfdllvo5fekc6acGrFMBi5JlK/zy37CV/dheon7JjP586uQa+gyhhzmjEmiXFZIbDpd1/uYw6xDkqsNVZSWtuliul0yvr6OtPpNIi9q6eJ5uFZy0ORQqyXFa1qDkATTKewvp59qiac09ZPhForS/1EOcX5L65Bb3urmrBCbT6nyvpowkxthkjqsz5SaEaeTCbW9tKzq8PF5nX6uBdNhNmnTd5Jzw5MQBNmMrG2d+yaSMFP+L5Pqp+oZzabbW59/cRog6riJZuxL1YIYh2jjVBSugY2dozWgcxmKzUqO9oh2gRUKV2DFdZEGyc6BtRP2NHXT4yySXY+n7O+vs5kMlm5vmHX1PX5N53book7FVa2LhT9bTC6JQGqWGPuL/NNTZQVvFa/b9EXmgorUBfKKLp8gNEtCRCDum6zVfMTowyqiou0c+fOVvu1Xf8qBXz2xxd5T6fTXuuIVe0b8xymcv2CsDioqe0No+36Vyngc9BWnvd8use6iNI0FTvHOoWpXLpQLI5pautE1U+U5913rcnU/ETncquasEJtrpt1iyZdm3TL/2PZBJlSP7HrptOy81L2fZM9k8mkMs/FdDGafMvKLv5mhF0dC5einuVr0aaryjJtsKUVHHax7ZPNpiZamrK4Q6km4vQMVpY7ak3YiUL9RHV+y/+39RHL+6TkJ6rKtfETowqqihPRdBGqTpit0Io8bGwJJRhX+biw2WY8WxsR+mCx7I2NjU17x+ZAJpNM5Y1Vu8qzttCETUAVLGhwGFD1tXkzoGrIqBj2FoMt5c5meyvOKDUx2efBrwz1E9X59LW5uP+n7CeWA75Fv+Y8qALuDzwN+A3g1/O/79clryG2VLWxZWg0VXBX+cRqpVqmEMrGxoYxxnR2IClrIkhLVccihkCdza2OpyGgSmL8emHIQiQ+Tk34b6myJYX7YFuqbG57LEPwE4uNNRMLTbQRyAOB1wKXArfm2235Vvx/GXAG8EDbfFN6+3jsi5cyrit4Ck8fBcWSC8a0cyCroIn4Xj5dXAdCSbRSFV/MZpvfqya2on6inDEFnGXB9GKDTa+gCvhh4O25GK4H3g/8EfDzwJOA/5b//bL8t+vztG8Dfqgp/1BiCXVxQlaC0BUupZvJctOs7T5V/eRtuv9GoYmg9TRYUcEDk4QksdUWa02UB4aL36+KJsZ67x5rWTbE8BM2QdX3gPOAXwQOtUh/KPAc4ALgpqb0NmLpe6H6RtCLEarPctralELTaAwWj73teWhqtrZ0IAlowupwq3d2MVDIShP9i7IlmS60CGw59pYnoipZm5aqNDRhd7xV+/a9n6qfSItYfsImqPrZpjQ1+z6lKU2TWFxVij4BFRaD3/uW04UxCsX2HHd5ArHB0oFE1oSD4KFvQFWMu7EMrEIxQknYHdRCd531PpYMQxNugqI++6qfCEfKfqJxnSpjzL80panZ9122aX2vRdHnxZKz2cx6gbiyNKFelhn4xcHOsVlLZXHRvoLQC/eF00TXUizoc86Kda8sFxItTeJNE0tfDFwTVmtu5Wm2LHg6Wk3MuxbTSJ/7iPqJcCTvJ6qiraoNeDPwYzW/Hw+82Ta/Y489tvEpw3WkXVdO1W9tptEu51l3bK6wnSbcF1fH0edauz6XXQeqG6+aqG8Icl6d6gqq+q1rXQvVT2e9nkRPnGmiR/6uz2U+G9aYlDShfqIv6ie6s2GpiS5B1W3As2t+3wncaptf0awbqomyqvLWNd/2rYihji2EUFwIP9QNxIbi2hb2dHQgnjTh//g3C6obrVy1flWfgCXUwYUIqBwEiEmNB9vYyIzpscyI+oluZYZA/UR7irUMbZbe8RFU/QoWAw+LLcZU2ZBPIGPD9xNIDBy0VA1eE0FbqsaG75aqGPRvqRq8JtRPdGeMfsK2pUqy3+sRkfsAR+X/fgT4E+CckqR3Al4KHGyMOboxY+C4444z5513nk1SZcTM5/NOfd5d96tCRM43xhxnkU41oXhlPu84NKrzjuWoJpRUGISfqIq2zNanipexdfG2qu024BbgF23yNT2fQFKKYpXudG3m9dE8jOVTebqa6LyrkhCduwM99CMOXxOzzvsq6TAUP9E4+y/nncAvA88FBPgrsubbxe2XgWcA9zXG/L1lvp3p8tbtptkCbdK3SaPUs/jG+BD7OeKdJKeJ5oliZfu0+s0mc9VEb4oJlq2rducdnfBOktOE+omxMBg/URVtVW1kTyNHt92vagv1BFIXrZb9ZhPdpjSQzhd14wdC5BX63NJt/EhCmmiXtqpRo/Q3m1aQpEZce6JunFmAvEKf2uFrYtYqrfqJ9rgcSzZ0P+GkwvfZlsXi8+Q0Vfw26dukqdsnZaEVNwMXN4QuecW4GXVxIK63fTXh51ib8i79zcaYLgYv7pOwJjaDRheBY4e8YsSsaWpi5udgG/KO4SdS9hHGuF2mYQx+IqmgyvfJqco35MVYPMbYTzC2N4NYLVWpiSXUtlUTnp1o3ay/UCweZOyWLtugMVJLlQZVq+UnioAlZmBlU3bMlqrU/ESnCg48AngL8CngS8CXl7Yv2eYV4gmkLoCJcUEWy4oZUMUWqw2h7evqQPxqwsOB1gUwMTx3Ci1VsQM6S4bQ/WfUTzixZ/EzBuonyqnThNWSCouIyC8BfwN8H/gCcHVZOmPMCTb5+Z4qWwxUnM1mQPXrASINdo7Kqh53HbbTx5f2GZQmNke055ooHdTseFr+YFjV465hFTShfqKaVT3uOuo00SWo2kM2LfbxxpjL+hrXRyzT6ZSdO3c2ptNKodjS0YEkowmmU7DQhAYPii1D1kQx687m/q9+QrGlThO2SyosciTwRhdC6cN0OmV9fd3q5ZAqFMUzSWiC6RTW1+1eIqyaUPwSXRNF65PtkgrqJxQXbOuwzzeAA10b0paihcqmpUpRPJOEJjZbqFQTSnyia6JYn6j4W1FC0KWl6n8BPy8i+7s2pi2+Aiqb1i8lLSIvrpeMJnwFVPPpHi/5Kv6IvN5kEppYW1vzFlCpnxgeIfxEl6DqfOAm4FMi8isicoKIPHZ5c2xnMNp0Kw6dsRxjl1WTHTNqTcyne9ixvn0lAquRSKLT6vqOGbUm1E8Mj2B+ompaYNVG9t6mxa3svU632uYX4+3jTbRdcyPEdE7XZTQt2JbiFNo6m9raW5WebqtHj14Ts8nFLXeYebHDZxGTSbaiQpX8E5RErU1t7a1Kr5ooR/2E+omyrUtQ9RybzTa/FMXSBtfreJTl42utkDqh+CivD31sWl5Mri6vjg5ENbGIy/WeKhdidFfEInUBVWpLWPWxaXnN0bq8VBP9cXlPrcpD/UQ/m5aPs6ufaB1Uud5CicXnhXcZUFVdxNAVNyWhFCwHRgV1T4zFOV0+ry5bqlxvwRyIz2vsKqCqiRpCV9EEJbFPYLRJrSZM6dtxXLZUud7UT+zNoy5oUD/RzU9UtcgFaalyvYUQS+iIuk85Q7AxNovX0+a9U8stVXWsjAMJ3PTSuZigK1gHK8o5Wy5nUz+mafd2nFXRxFD8RMh79yr5iTbduSsfVBkTNliJ2SRqU25sG11g+wTSllVxIMaYoAFV1K4zK01EttEBti1VbVklTaif2JpG/UQ5GlQFwKZrKYQNtiIYslB8skoOxDtbNBHRBstoSSVRjmrCHeonxkGdJrosqRCUyOsPWbE8VTPWQnPFYnc25Q91Mby6+jCfzwdRX/oyiENcmtMfrbqtrWXvOLTShG9jPFFXIebzgVSYfgxB9+onwlFXH3wvEZF0UFVUwpTWySi7WG0qqW9SsKEMFze9unVG2r6SYqgUsUpCkih32i2CGe+kYEMZLupp3YJUxW+RF6zyjfqJ9qRgQxm+/USQ9cWqmrBCbUWzblUzo80AszpcNl+OoY85Bi7PW10ebQakV0FCXR1Vh2IxDrka13V3DIORYuDyvNXl0WZEegVpaaL8WPr4Cdf3c/UT3QjlJ1yMrarTROdKTvbewDsA27rmYXKxNJ3MQjBtT3ZZvn0vWJNTV8oZyrnp40DcaqLe5xaBVavTWpVp32tTq4l+WY+agZycdDTh3k9U5al+Ig5DOTd1mmjV/Sci6yLyHhG5AvgecC3wPRG5Iv/+pI4NZrXs3Llzs9m0TfPgcnOri2Xqq5pNE3hVStK0bW6ez+dJNedXEU8TC71rtnWurEvOxftMKjUx+p6nfrTWBIn1+5YT20+0oaxLTv1EPEbhJ6qircUNOAQ4h+zVAtcD5wJT4G/zz3Pz728FPgQcYpOvMc3Nuou4aB70GQkPJcpOneI606PbtytYPpWH0YSFwS66kbxqwlvWK8XmZeYYp8sl2JCWJma1trrqQlI/kT6p+gnboOrPgZuB5wEHVqQ5EPidPN2rbPI1pnqqbFXF0wq5GszyBdtC08KBRNBEhdGqiZVgc2HPwKStiZnVd8o4SdFP2AZVXwP+3DLt6cDXbdKaCrHEHui3sbFR+ZsGe90Yyvlp4UACa8JEHQ8+2zir5sdZm6+VgoGcoHQ1oX5ibAzl/NRpwnZM1V2AiyzTfh44wjJtKTGnnu7evZtTTz2V3bt37/NbVX94jH7yoh95CH3zIx1HEFgT8VYomO/+ADtOfSLz3R8o+XFeOnAqyniqTU0ELLMr4xxwpn4C9RNdGY2fqIq2zNaniouAt1mm/SfgIpu0puIJJDZVTyB1T0YhI+xilsvGxsZgpu4OwUZjWj2Vr5QmKluqaprQgl7yfDrkbOOs4azwMAgjVRNVqJ9wzxBsNKZeE7ZB1fPJBh++FXgkcLul328HPAp4G9kgxOfb5GsSFUsdPi56lzyLfuShVMKh0MKBqCYKfKx91YVNTTizRDGqiS64vi93zU/9hB/qNLHNskHrDOAosgGITwduE5GryKbLHkjWjFt0Jb4hT69YUDR5tm3G3r59O5DuyrgrwBmoJgCYs8aas8zmWbdYh77O+fadrJHuAuorwBmoJpzT1UeA+okYWI2pyoOzU4CHAK8kmw57JXBL/vkh4E+BY4wxu/JIbnT46PPtMi4gdt/z4Pu8HaCayHA+NKjj4LHYQ5RUEqqJAtf3565jx9RPRKKqCSvU5qtZ11dzZyrNqLHsiD3jxiVlx0BCr+Rwja9LlkpViDYzcmaGM46rgbJjGLcmZoPKty3qJ/rT1k90fqGyiGwTkTuIiG0XYjCWI/SqiLlLJJ1KM6qtHfP5PHrLmg/6HpePl7CmrYmtLTlVp67LKU1EEtZ2zOduW5aSeXd0zwPz0dqXtibUTxSon6jev3VrX1W0VbYB68B7gCvIBhoW2xXAe4GT2uRnAjyBVEXMoSLpuvxDlE2+4uwYnhgKXB1X2bvCaPlUPixN7P2segVgiBaX2vy9ayI7xrG0LG3i4MCqrv+4NTHb/FQ/oX6iKo/l/es0YSsS768f8MlsNis9qS5WYm0SQ9UFDSnW1ITiwp7JZLLlhujKFlsHMnRNVFV9J4sT12qixu8Hiupms/QCKif2TCabGXXNr0/33/A1UV751U/EIRU/0bb7zzaoCv76AZeUVcw2lbUqTZMYmspIrRIX+LTL5rw3lb+Yh+ubTgsHMlhNuGipqkxTl8ls1lxGoprwaZfVeW8qfyET17Hpamii/D6ifqIa9RP9gqqgrx/wQVWFttmvbYVfvpgh6Vue68pXVUbf8pcDZFe0cCCD1kTVKbMNqFoHRktOPyS9ywvQgtYYUNmUv0UTvU3aZHU0MWv1/XIa9RNuGaqfsA2qbgSea5n2ucCNNmlNC7F0PSEuTmTbPGKIpCjXRUWP/WQUs/wWDiQBTXQ4QEfntm02s5m7stuW6yQeit1aoJqwsrXLvcPV/Ub9RFhS9RO2s/8uAZ5kmfbJeXpnlI3AtxmNf8oppzhZp6PLGlIxcDXjIvaMjdjlW3IJUTWx70ytxmo+nTqb3tXmEm3a6m6JUGuczcyLXSdjl2/HJQzMT0ynU2drOamfCEvs8iupirbM1qeK6K8fWG7GoyHSLt53tGvXLqv8XRLzaUnpBwN6JcdilbHqkitmhzkZjd6OmK1qSj+GpYnZlr/r/ETxO+BkMHpb1E8MlzpN2AZVAryWvVNjvw9cTvakcXn+f/Hb6wCxyde0EMsyNpWr6oWXqRGif9olqdvZxz7gc2awmrBIEMF5dCLAOCanJG5nH/Pg0AFrov7AZ7NZlICqC+on3NHXtjo/YVWhzV7RPAj4E+As4ELgi/nnWcDLgaPb5Gd6iGXIVA1adI2Pm0Xqwi7s63Lsxb5GNRGeqsHtjvHiPxMPAAvzuhx7tu+xxqgmglLXuuaaVfMThW1de7Ga/ESriu1jWzWxlC046bMcH611Lm13fR6K4+56jm1bqnxuq6YJM5kECUqKYrw0YDvVhLOsjDF7j7vrKbZtqfK5rZImQgYkq+ondu3a1eu4nbVU+dhWUSyLTwY+hVOMK0vxacEYfzePxQXf2mI7fsTntkqaKGtG8VldNzaCxG+d8dXotbAuaGtUE2FZvi/6vn+vqp/oE0j2HlPlc1slsRjTfiCly/JSJDX71IFEYIsm6oMKF9UlsSq3D6nZp5oIz2JA1RRQqJ8IT50m+rxQ+RARebGInCsiF4vIR0XkBSJyYNc8V4HFaaB1U1s7vcixobw+9HnxcN0xJDsttgOqiY5s0UT1EgiuXvjrrMr10kT1byOShGqiI8V9sWn5g5T8hIuXF1cxJD9hFVSJyLdF5JkL/98B+DfgFcBxwAHAI4A/A/5VRA7oa5jLN2b3wbcddZVlY2Mjico0nU5ZX1/vFFi5En1qxNCEi/WlXODbjKoqv8acjY1Ego7pFNbXOwVWroLD1FA/4YcmH5CCnyju813v9aPyE1VNWIsb2dojz174/3X5dy8GtuXfHQi8Kv/+RTb5mopm3VRmDsSyoyiXSOunlFFmh+15iX0dC2zswH5NnqCaSGWGWTQzZjMz4Vmxltkqp1QTdrsmIgkrO1LVhPqJtPzErGKF+FXzE12DqiuA/1uR9kPABTb5mpq+8iGdYB/lzBJfPyWVG5otZZMEyujhQLxrIhVPHMKM0jJms3QCqhISiXutsbU3ZU2kcv8JYUdVwKJ+wh229tZpovWYKhE5FLgL8L6KJO8D7tc232WK5kzbLidfzYZtXz3QhbKmz7W1NXbu3OmsDNe4etWBS2zqyvr6uvNzGEoTm/1e1proXWKtGb6MqOweW1ujRBLJdKM5eyWOQ+qqyp49Wz9dkqKfiNlF19eOqu4x9RPtqasre3Ix7Okjiqpoy5jyJxCyVw18H/jZirS/Adxgk6+peyo3e9fQqIrE28yQ8E1fG2z2S+E4U6WprhhT3Ty9CB2eykNqYnPRoUpN7P2M3mrSw4g23WjRjzNRGqrKZpomUteEjZ9I5d7Zx4423WgpHGuK2PgJm5a/Ok20Cao+Arw5375NxXubyAYlft0mX9PkQGoOcLnipFCBfNmwmG8Kx5kqLprBWzqQKJqoC6gWA4wkqoo3TXgvYhS46BkagiZs/EQq9071E3Hx7SfaBFXL2ycq0v4b8H6bfI2NA6mhbcUZSkVbXhw01lNHUwvhGGnpQBLUhN/0MZjN9g2iorVONbQQjpHha2LmNX0MloPEWH6iLlgdwnnsSu+gynYD7gS8uqrJt2wLtahbyErXppl2mbLmyVgBVVkz6diblm0diO2WtibCBSddZ8UVNi7bGS2gKulPG3sX5GppIn0/Udi4bGeMgKrMjsXfVtFPOA2qumwhxBKyi9C2MtWlS2U2h7ZUjVkTWz99l2UTdFSlW26pioq2VI1YE7Mtn77L6uMnUunO1JaqfbdtjJxi1sQs0AyEtrMd9uzZs0/astkcMaiyI6WZHEp7itl1oWaqtZ4Vt2cPrG3fsn8yVGoirBmKW4bmJ1K5B9fZkYqNoWlcUkFEfrJr5iLy+K77uiLGlE6bstbW1phMJq2m+KcyTbaMMttStrcPw9dE+Kn/NmWtrcFssoe19QfYr5OQah2rsCtVc/syfE2on/BNlV2p2tsVm3WqzhKRfxWRE0Vk/6bEInI7EXmaiHyU6jVKgpJqxLx9+/bmRDkpL+NfZlvK9pbR0s4RaCK2BeWsbb/RPnGq73upsCtVcytZOU2sxTahlDH4iSq7UrW3Cis7q/oFiw04Gvgg2UyOK4C3AKcAJwKPBB4F/Azwe8BbgauBW4H3Aw9qyn8V3j7uqt855T7qMttStneRxXELWIwfUU04oG6gVJt6k2odq9R7UCu6szDATTURhqY19mxJ9b479LFXtn7CeqAg2Ysw/55s7ZHbckEsbrcB3yJbn+Rhtvn6FEsKF6tuhkRqpG6fT4pjt3EgZsCaSMKrV03pS5HU7fPJimgihfuezaKUqZDC+YqFjZ9oPQsD2B84HjgZ+APg94HnAMcC+7XNr2ml3D4Hn0og02emRij7UzpfMWnjQEwETcwmF3c/uJTm/veZ0hfK/pTOV0RS18RY/ETf4whBSucrJk6DKtdblVhcRO5Dv/DFOQgpmFWniwNxvVW+PHZycebj+wZWQ2ZjI2ygM/Tz5YCUNaF+wpiNjQ31E4Gp00SySyoU0/n7LC+Q6sDDJorBcOvr60HLHer5WhXWdm5nxh7WdtoPXN03kzVn9oRkPoe1PVM49VTY2Ah3HAM9X6vCqvuJPXv2cOqpp7KxsRHsOIZ6vkJhM/svGm2E4nr2QIzZCNPpdHM2BMBsNkvuDd9KXFoFVM414TQ7O6bTvbPmtu+EyQRe9KIIhiipssp+Yvv27UwmE16kmkiGpIMqW1xPy4wxzXM6nbK+vs6ePXs2A6liU5TWOJ6/H2U5gOkU1tdZ2zPdu65WIgvjKsNjrH4ilcWilZyqfsFQm6tZHa77eWP0G8ec+ZFCP7kLG/rmQcLjR1rjXBNOs7MjqiaiFb0XF0aoJjZRP9EP9RMZdZoYRUsVuO/nbZufi6eVWE8cKSzAZmtD3e8pHEdSONdEyx1cXIdomkhgoU5bI+p+T+JA0kH9RHdSuL8OwU+MJqjqw3Q67b2/r4s0n8+9VuKuebu2yeY1EU1iiPGqibHSUxJZBp6c+XzuN0bokrcXe2zeJ9QUNMV4J9FIUT/hf58mBuEnqpqwQm2xV8rtOyW3WLfDR5Os74VDF9ccabtir0ub2pw7383PjKiroyuTiTHQo+etWN/JiyaM13VDF5emss3fx3JWrU6dasI76ifa+Qkf61kNxU84qfDAM4AzgF8Bti399t66fWOLxZj+fdQ++3j7LBxqU2bXiu8yoPJ1s+mCKwcyfE30zMDjWKA+64baFNklQHIdUHmKSTuhmshQP9Euf9cB1VD8hAuhPA/4JvAm4CLgk8CdFn7/dt3+vsVSXNgUBthV4SOqb1N2bBaFsrGx0Sq9a1w4kPQ1sfxHgkRczTyF07JYxScbX2mV3jWroYnZls8UUT8xDD/hIqi6GDgm/3sb8L+BeSEY4Dt1+/t+p1MR3fapjCEqVAqVNjbFysB1gimu5WIal+fOkQNJWBNm76rsfYKWEPVVNWEmG1/JWq1qAquiZWuLbFQT1qifGBap+wkXQdV1Jd+9GvgP4M5NTyAPfOADnR1oGUWzaJ9urlhPB6kR4hzYPIEsvpbB9fVx5EB6aiJAS1WfliB9J94mIU6BTUvVlrf3OL4+aWhC/cQQCHX8KfsJF0HVl4D7lnx/BnAhcEPD/slH+KsuFGPi3DTqylr8rY1NTWkdOZCemjg2TLzSpxDVRJTYsq6sLb+10kT972loQv1E6sQKLFPzEy6CqjcBf1zx2+uA2+r29/0Eorijr1jaVmrXArXJ05ED6amJ+INyFTt6V8+WwY/rIM4mzzQ0oX5iCLi4Xw/dT7gIqg4ADqn5/T51+4eY1bHqTxAp0KXy+7hugVqqBqAJ70UoTXSIknxct0AtVQPQxMx7GUo9Y/ATrRf/FJHXi8hZxf/GmJuBm0XkWBH5weX0xpivtS3DJSmsAqt0W3DNx+JsPvIcniZ0ke0k6LAwp4/1Cn3kOTxNqJ9IgTH4iS4rqp8AbApARAT4CPAp4Bsi8srO1nggxirbKsxybK6BzblL8PwOTBPhF9lO75Ilgs1FsDl56Z3ggWlC/UQqDN1PdAmq7gV8ZuH/JwOPBN4C/APwQhE50YFtzggtlCE+8dhWUp/HZfMah6bzG+m8D1AT4coaasuYbSzj9bhsXvfTdIJVE1aon2jGxt6+r/OxyT9pP1HVL1i1Ad8Cnrvw/5uALwOS//8vwNm2+aWwUm4ZTX2qxTTNLvt2LdMXNv3YRZq6dHXnxNYGmwXbqmZ0uBi0SIfxI6uiiabBN7NZdZKuKzfEwma4U5GmNl3dSbE1wmYRwy06KMlDNeGF0H4i5rgvm/urzcrnY/cTXYKq/wBOz/8W4HLgNQu//zZwqW1+KYrlpJNOagwemgKMtviYxdC2fJs0Ps9J2/3Kzlnf89fRgYxeE5OT3lnrnK0CjBa0iSd8YXMctTGTi5PSWhMlxakmvBDaT7QJKHxhcxxNAdXY/USXoOqlwDXATwIvAW4FnrDw+28CN9rml5pYdu3atXnRXUTbthcvdlDlgj5PIH3KXPzsS0cHMmpNTHZ9PAtweFZtlGPbKGN7qYqVwgcsiX4tVT2K3PpHP1QT+xLLT/Rd9T0Fxu4nugRVt8+fQm4FbgMuKJp0899PB75mm19qYjEmE8xkMul9AdoGSqEqmutyXFfYLuVXnWeblXcX6ehARq+Jya6PZ1FOb020C5SCVSnnmvCTbysDqk60asIJ6ie65Zean5jNZq1b/5wGVVl+HAA8E/g14PCl374IvNs2rxTFYoy7lqPUnihct4gtNkmn1n1p846oZbo4ELMimmgdEdVkkxSOjmuf7Pq+X9GFIcsU77NRTThB/US7/FLzE4VdbbtVnQdVlZnBEcCZwC/Y7tMkltDR+2I+qVV0Y9y8eTvGE0iMJl9jwrRU1W1+NGF5MK7O92I+CWrCycCrGC1VEboGjTFBWqrqNvUT/lE/YU8SLVUutzqxLEa3dbh8Wki5v9pmZoWrclyy+DSQ6rktcO1Aumz1mjB2A7hdtb44bsVxTjHwyrMmZpOLHWc4M05H9nskfU2on1hE/YR/BhtUGWM/MM/HE0iffXxVihBC8SHINk8gMQWVugMxpsUAbh8tVX128XVdAwRUm915TjOeJTi4bF+GoQn1E4uon/DLoIMqY9JsXi0oe2pJ/Ummjti229wcfd4whuBAjEm7caO0cSv1Fq86ZjMz45hottuMzfLpQ4ejiVn/g/WE+gm3pOwnBhFUxcSm0oR4AglZeWMJpa4Zv7DJ1RNS1TEOxYHExKZ6BGmpCllPo2nCVLeSbWrCuOkBVU10Rv1EOFL3E6MLqlw2/8aOxmPYEXNhOWOqbzyLx+9CKFXnc5QOpKnetNKESaPBKaQh0TVR8eXC8TsJqCrO5xg1oX6iH+onViSoaqpUXSpdCkIJZUeoAY5t8XGzWJmWqqbgo0NwEjug2iw/VEAVe2n3MnwElSuiCfUT/VA/sUJBlTFun0BiE/LJY5YPEExNKAWhbhpjcyDGGKctVbEJ2UA1m+XlJKqJzZOgmmiN+onuZamfWLGgamyEfPJIoQm7oBDv8neLNi7+bmt3U7oxOpCxEbKBKomuzoLZbF9blqPMLZqwzrYW1UT6qJ/Y+l1MP6FB1YpTVEAXr1twRWFTmXgXhVL8bvuktnisVagDUYo4xcFbedwxm5kZx5QHeYsBVZ7AtkXPJp1qQllFP1GXToMqpZblypNC027ZE0hZmrK/62iaiqsORDFm3yDD+RpVXShrqSpJU/JnbXINqhQbVsVP9A2q9mMFmc/nzOfzIOUMgbW1tc2/p9Mp6+vrTKfTeAaR2bRoV1Wasr/r2L59e+n3Q7lW3pjPsy1AMUNgsTrNp3vYsb6d+XRPNHsAWFujsZpv0UTP8oZysTyhfmIrq+QnqrC6VlXRVqgt9BNIXZOhj3JSaSptQwpPID4o62Mv/i+uFav4VF40V3geQBRykLlrkmip8sDmYPyyH/KLtYqaUD/RzJj9RNn1sPUTYozpFbn15bjjjjPnnXde0DKLaLNv1GpTju8yFDvm8zk7duxgNpuVXpPiWonI+caY48JbuJcYmthslfCuCe9FKJbM57BjB8xmFdckv1irqgn1E6uHCz+xkkFVaFQ0aWBzHVbVgQRHo6sksLkMqokwqJ9Ig75+YiXHVIWkiHyH0m8Ow+njb4vesBKhaCIZUj0bkq0tUEmkgfqJdOjrJzSo8kQxgG9tba2yKdGWUAMmi7Jiizv24EfFE8V1XVur6XOyJNDA+s2yYgeBqolRon6iO8n6iarBVqG2MU6VdbmMf6gBk8tlxiL2KxBYwUG5QXD5updAA+v3KTMWkV+Vo5rwg/qJ7qTsJ7ZFiuVGzc6dO53lVTzBFH+HwMW00655FOfO5TlUEiC/nlN20vvKFi1dxd8h6FtOnzFkhRZUE6NC/cQ4/YR2/3mkaR0P2+ZLm7U4UsFFs3CKQlH6M2Un6+sNPVm2Tfpra8MZEOSi+1A1MVrUT3QjVT+hLVWeaIqki8XT6tIMERdjA5Rx0tjgMp1CrolRBREuxpApo0T9xFpsU5yjQZVH6kTQpvlyaFNth2SrEpba6t6mm2toSzIMyVYlKOonxsVKdf+lNgW0SiiLdqYwy2KZ3bt3xzZBcUVC9QooD6iWbUxhNt4yqonRkNK9Fsr9xLKNqfmJ+Xye7uw8z6xMUGVb6ep+D/UeqEU7U2sm3b17N6eeemrvwCoV8a80tsFJ3e++r2OZjal1p+3eDaee2juwUknEZwh+oszGlPxEYZ+LdwMO0U9EX1FdRK4EvhqouIOBGxt+fxDw+ZJ0db+5psnO2NwNuKLH/iHPZVuONMbcJaYBITVxKBz83ZprcCgc/AB40MXw+eV0db+FtDEF7gF3u6yXJg49GB7wILj48/Dd1I51pTTBMPxE6j7iYOAg4NqeeQzOT0QPqhRFURRFUcbAynT/KYqiKIqi+ESDKkVRFEVRFAdoUKUoiqIoiuIADaoURVEURVEcoEGVI0TkaBG5RUSeENuWGIjIU0TkZhG5X2xblDRQTagmlK2oJsavCQ2q3PFq4OPGmLMXvxQRU7FdX5aJiOwnIs8XkYtF5CYR+bqInC4ih/ZJ6wIRWROR00TkqOXfjDHvAj4D6CqISoFqQjWhbEU1MXJN6GtqHCAijwCeADy1IsnHgDctfff9irSvAXYB7wBOBx6Y/79DRB5vjLmtY1oXrAEvAz4CXFLy+2uBvxWRBxtjPue4bGVAqCY2UU0ogGpigXFrwhijW88N+HvgSuB2Jb8Z4EzLfB4M3Ab809L3v5Pn8+wuaR0e58l53o+r+P0w4LvAX8S+JrrF3VQTm7+rJnQr6oJqwoxfE9ENCHagcAfgpcCFwHXAt8lWan1Dz3y3Ad8B/rHidwOcCRwAHNaQ15/k6R+z9P1BeSV8X5e0NeUVlf8ngN8HvgR8D/gC8JyltKflaZe3M5fSnQVc7uiaPRW4fey6M9ZNNVFanmpihTfVRGl5qokW20p0/4nIgWRNq0cCf0MmkkOAhwB9B8wdSxZ5f6omzTOAXwD2z1+3MAX+0Bhz3VK6h5E9VWzJyxhzk4jM89+7pG3iT8leCfC/ycTym8CZIvJFY8zH8zT/DNwd+PU8/UX5919ayusTwBNF5AHGmItb2LAFEbknMAHOF5EnGWO+0zUvZV9UE42oJlYM1UQjqgkLViKoAn4WeCjwRGPMBx3n/aD8c7nSFHwKeBvwRbKnoCcDzwN+XEQeaYxZHIh4D+AqY8z3SvK5FHikiBxgjLm5ZdomDgQeVqQVkbcDX87t/DiAMeZCEfkEmVjONsZ8pCKv4jw8GOgsFmPMpSLyLLJz9/5cMKWDNpVOqCbqUU2sHqqJelQTFqxKUHV4/nm8iJxj3A7MK16qeE3Zj8aYH1v66u9E5ELgFcAp+WfBIWRPAGXctJDm5pZpm/jLRVHlFfULdHs6uzr/vGtdIhE5zTK/TwOPIhPMTxljUnux5lBRTdSjmlg9VBP1qCYsWJWg6u3AbwEvB54nIu8G3kXWn3wbQB7t7iKbuXCVMeYoy7yLN1JLC3teRTY74qfZKpYbqK5kBy2kaZu2iS+XfHc1WTN4W4rz0PSm7pe1zPfhZMcb6k31Y0c1UY9qYvVQTdSjmrBgJdapMsZcQ9an/SSyfuonAO8GzhWRA/Jk1wKvJxuk2IYr8887tbDn+8BlwBFLP10GHJH37S9zTzIR39whbRO3Vnzf5gZQUJyHK+sSGWOkaQMOBf4VuAU4yRijzsMRqolGVBMrhmqiEdWEBSsRVAEYY241xnzAGHMK8MPAPwCPAI7Jfz/bGDOhfYT72fzTuglURA4C7gVcsfTTp8muyfEl6deA8zqmdUXTUwXAj+Sfn61N1YCIHEJ2Q3ssmVDe3ic/ZV9UE05QTYwI1YQTVloTow+qROQuIrIlkjbG3EoWdRuywXp9mJFNu314Sdl3rtjn5WRdr+9e+n6a2/S7S9//Glm/91s6pnVFMQCw7mnr4cAVxpg9Pcs6kGy2TBJCGROqCaeoJkaAasIpK62JVRhT9efAo0XkXWQzK/YDngicCLzKGHNZn8yNMbeKyD8DTxWRA5dmWfyhiDwc+DDwNbKL/2TgBOCTwF8s5fUZEXkDWX/+PwPvY+/qtx8F/m+XtA75NNn03JeKyOFk65x8xRjzSQAROQx4DPDmvgUZY64VkUc4HiyqZKgm3KGaGAeqCXestiZMAotl+dyAXwLeC3yDbBbE5cCHgKdUpH8qcEnLMo4nexp4+tL3TwE+QPaUcxNZ5ZoDLwEOqshrf+AFwJ7c3kvJ3he1z4JwbdJWlHUyFSvfkr9ioOT755Ct33IzS4u65b8Z4OjY11232uuumqi2WzWxgptqotZu1USLTfKDVHJE5KnAGcZ+Vkex31nAocaYx/iwawiIyAVkAvu52LYo7lBNdEc1MU5UE90ZuyZGP6bKFhHZPx+8d7vsXzmoYsZEFS8AHiEiP+XHwrTJbzJHAy+KbIriCNVEP1QT40M10Y9V0IS2VOWIyMlkryZY5Kttn0QUZSyoJhRlK6oJpQkNqhRFURRFURyg3X+KoiiKoigO0KBKURRFURTFARpUKYqiKIqiOECDKkVRFEVRFAdoUKUoiqIoiuIADaoURVEURVEcoEGVoiiKoiiKAzSoUhRFURRFccD/Bw+9SFuTABBnAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -751,7 +634,7 @@ } ], "source": [ - "sim(500, 5, incl_fb=True)" + "%memit sim(500, 5, incl_fb=True)" ] }, { @@ -764,7 +647,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 11, "id": "55febd16", "metadata": {}, "outputs": [ @@ -773,40 +656,34 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.25s: found 61,964 forward match cell(s).\n", - "0.25s: computing ReverseComplement(s2)...\n", - "0.25s: computing suffix array for ReverseComplement(s2)...\n", - "0.25s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.49s: found 112,827 total match cell(s).\n", - "0.49s: density = 11.31%.\n", - "0.49s: converting match information to COO format inputs...\n", - "0.55s: creating sparse matrix from COO format inputs...\n", - "0.59s: done creating the matrix.\n", - "Matrix construction took 0.60 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.21s: Found 62,688 forward match cell(s).\n", + "0.21s: Computing ReverseComplement(s2)...\n", + "0.21s: Finding reverse-complementary matches between s1 and s2...\n", + "0.38s: Found 109,544 total (fwd and/or RC) match cell(s).\n", + "0.38s: Dot plot matrix density = 10.98%.\n", + "0.38s: Converting match information to COO format inputs...\n", + "0.43s: Creating sparse matrix from COO format inputs...\n", + "0.47s: Done creating the matrix.\n", + "Matrix construction took 0.47 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.22s: found 61,964 forward match cell(s).\n", - "0.22s: computing ReverseComplement(s2)...\n", - "0.22s: computing suffix array for ReverseComplement(s2)...\n", - "0.23s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.49s: found 112,827 total match cell(s).\n", - "0.49s: density = 11.31%.\n", - "0.49s: converting match information to COO format inputs...\n", - "0.54s: creating sparse matrix from COO format inputs...\n", - "0.58s: done creating the matrix.\n", - "Matrix construction took 0.59 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.15s: Found 62,688 forward match cell(s).\n", + "0.15s: Computing ReverseComplement(s2)...\n", + "0.15s: Finding reverse-complementary matches between s1 and s2...\n", + "0.32s: Found 109,544 total (fwd and/or RC) match cell(s).\n", + "0.32s: Dot plot matrix density = 10.98%.\n", + "0.32s: Converting match information to COO format inputs...\n", + "0.37s: Creating sparse matrix from COO format inputs...\n", + "0.40s: Done creating the matrix.\n", + "Matrix construction took 0.41 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.02s: Done visualizing \"1\" cells.\n", "0.02s: Visualizing \"-1\" cells with spy()...\n", @@ -817,46 +694,29 @@ "0.06s: Done.\n", "Visualization took 0.06 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.23s: found 61,964 forward match cell(s).\n", - "0.23s: computing ReverseComplement(s2)...\n", - "0.23s: computing suffix array for ReverseComplement(s2)...\n", - "0.24s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.52s: found 112,827 total match cell(s).\n", - "0.52s: density = 11.31%.\n", - "0.52s: converting match information to COO format inputs...\n", - "0.57s: creating sparse matrix from COO format inputs...\n", - "0.61s: done creating the matrix.\n", - "Matrix construction took 0.62 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.16s: Found 62,688 forward match cell(s).\n", + "0.16s: Computing ReverseComplement(s2)...\n", + "0.16s: Finding reverse-complementary matches between s1 and s2...\n", + "0.34s: Found 109,544 total (fwd and/or RC) match cell(s).\n", + "0.34s: Dot plot matrix density = 10.98%.\n", + "0.34s: Converting match information to COO format inputs...\n", + "0.38s: Creating sparse matrix from COO format inputs...\n", + "0.42s: Done creating the matrix.\n", + "Matrix construction took 0.42 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 1.89 sec.\n" + "Total time taken: 1.38 sec.\n", + "peak memory: 158.10 MiB, increment: 13.85 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<999x999 sparse matrix of type ''\n", - " \twith 112827 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<999x999 sparse matrix of type ''\n", - " \twith 112827 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<999x999 sparse matrix of type ''\n", - " \twith 112827 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -866,12 +726,12 @@ } ], "source": [ - "sim(1000, 2, markersize=0.1, incl_fb=True)" + "%memit sim(1000, 2, markersize=0.1, incl_fb=True)" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 12, "id": "0e1dc53b", "metadata": {}, "outputs": [ @@ -880,90 +740,67 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.08s: found 15,552 forward match cell(s).\n", - "0.08s: computing ReverseComplement(s2)...\n", - "0.08s: computing suffix array for ReverseComplement(s2)...\n", - "0.08s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.17s: found 31,182 total match cell(s).\n", - "0.17s: density = 3.13%.\n", - "0.17s: converting match information to COO format inputs...\n", - "0.19s: creating sparse matrix from COO format inputs...\n", - "0.22s: done creating the matrix.\n", - "Matrix construction took 0.22 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.05s: Found 15,724 forward match cell(s).\n", + "0.05s: Computing ReverseComplement(s2)...\n", + "0.05s: Finding reverse-complementary matches between s1 and s2...\n", + "0.10s: Found 31,471 total (fwd and/or RC) match cell(s).\n", + "0.10s: Dot plot matrix density = 3.16%.\n", + "0.10s: Converting match information to COO format inputs...\n", + "0.12s: Creating sparse matrix from COO format inputs...\n", + "0.13s: Done creating the matrix.\n", + "Matrix construction took 0.14 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", - "0.01s: Done.\n", - "Visualization took 0.01 sec.\n", + "0.02s: Done.\n", + "Visualization took 0.02 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.07s: found 15,552 forward match cell(s).\n", - "0.07s: computing ReverseComplement(s2)...\n", - "0.08s: computing suffix array for ReverseComplement(s2)...\n", - "0.08s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.16s: found 31,182 total match cell(s).\n", - "0.16s: density = 3.13%.\n", - "0.17s: converting match information to COO format inputs...\n", - "0.19s: creating sparse matrix from COO format inputs...\n", - "0.21s: done creating the matrix.\n", - "Matrix construction took 0.22 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.05s: Found 15,724 forward match cell(s).\n", + "0.05s: Computing ReverseComplement(s2)...\n", + "0.06s: Finding reverse-complementary matches between s1 and s2...\n", + "0.11s: Found 31,471 total (fwd and/or RC) match cell(s).\n", + "0.11s: Dot plot matrix density = 3.16%.\n", + "0.12s: Converting match information to COO format inputs...\n", + "0.14s: Creating sparse matrix from COO format inputs...\n", + "0.16s: Done creating the matrix.\n", + "Matrix construction took 0.16 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", - "0.02s: Done visualizing \"-1\" cells.\n", - "0.02s: Visualizing \"2\" cells with spy()...\n", - "0.03s: Done visualizing \"2\" cells.\n", - "0.03s: Slightly restyling the visualization...\n", - "0.03s: Done.\n", - "Visualization took 0.04 sec.\n", + "0.03s: Done visualizing \"-1\" cells.\n", + "0.03s: Visualizing \"2\" cells with spy()...\n", + "0.04s: Done visualizing \"2\" cells.\n", + "0.05s: Slightly restyling the visualization...\n", + "0.05s: Done.\n", + "Visualization took 0.06 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.09s: found 15,552 forward match cell(s).\n", - "0.09s: computing ReverseComplement(s2)...\n", - "0.09s: computing suffix array for ReverseComplement(s2)...\n", - "0.10s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.17s: found 31,182 total match cell(s).\n", - "0.18s: density = 3.13%.\n", - "0.18s: converting match information to COO format inputs...\n", - "0.19s: creating sparse matrix from COO format inputs...\n", - "0.20s: done creating the matrix.\n", - "Matrix construction took 0.21 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.05s: Found 15,724 forward match cell(s).\n", + "0.06s: Computing ReverseComplement(s2)...\n", + "0.06s: Finding reverse-complementary matches between s1 and s2...\n", + "0.11s: Found 31,471 total (fwd and/or RC) match cell(s).\n", + "0.12s: Dot plot matrix density = 3.16%.\n", + "0.12s: Converting match information to COO format inputs...\n", + "0.14s: Creating sparse matrix from COO format inputs...\n", + "0.16s: Done creating the matrix.\n", + "Matrix construction took 0.16 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", - "0.01s: Done.\n", - "Visualization took 0.01 sec.\n", - "Total time taken: 0.70 sec.\n" + "0.02s: Done.\n", + "Visualization took 0.02 sec.\n", + "Total time taken: 0.56 sec.\n", + "peak memory: 146.58 MiB, increment: 0.13 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<998x998 sparse matrix of type ''\n", - " \twith 31182 stored elements in COOrdinate format>, k=3, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<998x998 sparse matrix of type ''\n", - " \twith 31182 stored elements in COOrdinate format>, k=3, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<998x998 sparse matrix of type ''\n", - " \twith 31182 stored elements in COOrdinate format>, k=3, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -973,12 +810,12 @@ } ], "source": [ - "sim(1000, 3, markersize=1, incl_fb=True)" + "%memit sim(1000, 3, markersize=1, incl_fb=True)" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 13, "id": "b9aec845", "metadata": { "scrolled": false @@ -989,90 +826,67 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.03s: found 939 forward match cell(s).\n", - "0.03s: computing ReverseComplement(s2)...\n", - "0.03s: computing suffix array for ReverseComplement(s2)...\n", - "0.03s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.06s: found 1,918 total match cell(s).\n", - "0.06s: density = 0.19%.\n", - "0.06s: converting match information to COO format inputs...\n", - "0.07s: creating sparse matrix from COO format inputs...\n", - "0.07s: done creating the matrix.\n", - "Matrix construction took 0.07 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 955 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.02s: Found 1,985 total (fwd and/or RC) match cell(s).\n", + "0.02s: Dot plot matrix density = 0.20%.\n", + "0.02s: Converting match information to COO format inputs...\n", + "0.02s: Creating sparse matrix from COO format inputs...\n", + "0.02s: Done creating the matrix.\n", + "Matrix construction took 0.03 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.00s: Done visualizing all match cells.\n", + "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.03s: found 939 forward match cell(s).\n", - "0.03s: computing ReverseComplement(s2)...\n", - "0.03s: computing suffix array for ReverseComplement(s2)...\n", - "0.04s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.06s: found 1,918 total match cell(s).\n", - "0.06s: density = 0.19%.\n", - "0.06s: converting match information to COO format inputs...\n", - "0.06s: creating sparse matrix from COO format inputs...\n", - "0.06s: done creating the matrix.\n", - "Matrix construction took 0.06 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 955 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.02s: Found 1,985 total (fwd and/or RC) match cell(s).\n", + "0.02s: Dot plot matrix density = 0.20%.\n", + "0.02s: Converting match information to COO format inputs...\n", + "0.02s: Creating sparse matrix from COO format inputs...\n", + "0.03s: Done creating the matrix.\n", + "Matrix construction took 0.03 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", - "0.00s: Done visualizing \"1\" cells.\n", + "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", - "0.01s: Done visualizing \"-1\" cells.\n", - "0.01s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Done visualizing \"-1\" cells.\n", + "0.02s: Visualizing \"2\" cells with spy()...\n", "0.02s: Done visualizing \"2\" cells.\n", - "0.02s: Slightly restyling the visualization...\n", - "0.02s: Done.\n", - "Visualization took 0.02 sec.\n", + "0.03s: Slightly restyling the visualization...\n", + "0.03s: Done.\n", + "Visualization took 0.03 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.03s: found 939 forward match cell(s).\n", - "0.03s: computing ReverseComplement(s2)...\n", - "0.03s: computing suffix array for ReverseComplement(s2)...\n", - "0.04s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.06s: found 1,918 total match cell(s).\n", - "0.06s: density = 0.19%.\n", - "0.06s: converting match information to COO format inputs...\n", - "0.06s: creating sparse matrix from COO format inputs...\n", - "0.06s: done creating the matrix.\n", - "Matrix construction took 0.06 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 955 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.02s: Found 1,985 total (fwd and/or RC) match cell(s).\n", + "0.02s: Dot plot matrix density = 0.20%.\n", + "0.02s: Converting match information to COO format inputs...\n", + "0.02s: Creating sparse matrix from COO format inputs...\n", + "0.02s: Done creating the matrix.\n", + "Matrix construction took 0.02 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.00s: Done visualizing all match cells.\n", - "0.00s: Slightly restyling the visualization...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 0.23 sec.\n" + "Total time taken: 0.13 sec.\n", + "peak memory: 146.61 MiB, increment: 0.02 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<996x996 sparse matrix of type ''\n", - " \twith 1918 stored elements in COOrdinate format>, k=5, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<996x996 sparse matrix of type ''\n", - " \twith 1918 stored elements in COOrdinate format>, k=5, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<996x996 sparse matrix of type ''\n", - " \twith 1918 stored elements in COOrdinate format>, k=5, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1082,12 +896,12 @@ } ], "source": [ - "sim(1000, 5, markersize=1, incl_fb=True)" + "%memit sim(1000, 5, markersize=1, incl_fb=True)" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 14, "id": "44e7be53", "metadata": {}, "outputs": [ @@ -1096,90 +910,67 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.04s: found 3 forward match cell(s).\n", - "0.04s: computing ReverseComplement(s2)...\n", - "0.04s: computing suffix array for ReverseComplement(s2)...\n", - "0.04s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.08s: found 3 total match cell(s).\n", - "0.08s: density = 0.00%.\n", - "0.08s: converting match information to COO format inputs...\n", - "0.08s: creating sparse matrix from COO format inputs...\n", - "0.08s: done creating the matrix.\n", - "Matrix construction took 0.08 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 1 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.02s: Found 1 total (fwd and/or RC) match cell(s).\n", + "0.02s: Dot plot matrix density = 0.00%.\n", + "0.02s: Converting match information to COO format inputs...\n", + "0.02s: Creating sparse matrix from COO format inputs...\n", + "0.02s: Done creating the matrix.\n", + "Matrix construction took 0.02 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.01s: Done visualizing all match cells.\n", + "0.00s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.02s: finding forward matches between s1 and s2...\n", - "0.05s: found 3 forward match cell(s).\n", - "0.05s: computing ReverseComplement(s2)...\n", - "0.05s: computing suffix array for ReverseComplement(s2)...\n", - "0.06s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.09s: found 3 total match cell(s).\n", - "0.09s: density = 0.00%.\n", - "0.09s: converting match information to COO format inputs...\n", - "0.09s: creating sparse matrix from COO format inputs...\n", - "0.09s: done creating the matrix.\n", - "Matrix construction took 0.09 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.00s: Found 1 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.01s: Found 1 total (fwd and/or RC) match cell(s).\n", + "0.02s: Dot plot matrix density = 0.00%.\n", + "0.02s: Converting match information to COO format inputs...\n", + "0.02s: Creating sparse matrix from COO format inputs...\n", + "0.02s: Done creating the matrix.\n", + "Matrix construction took 0.02 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", "0.02s: Done visualizing \"-1\" cells.\n", "0.02s: Visualizing \"2\" cells with spy()...\n", - "0.02s: Done visualizing \"2\" cells.\n", + "0.03s: Done visualizing \"2\" cells.\n", "0.03s: Slightly restyling the visualization...\n", "0.03s: Done.\n", "Visualization took 0.03 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.03s: found 3 forward match cell(s).\n", - "0.03s: computing ReverseComplement(s2)...\n", - "0.03s: computing suffix array for ReverseComplement(s2)...\n", - "0.04s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.06s: found 3 total match cell(s).\n", - "0.07s: density = 0.00%.\n", - "0.07s: converting match information to COO format inputs...\n", - "0.07s: creating sparse matrix from COO format inputs...\n", - "0.07s: done creating the matrix.\n", - "Matrix construction took 0.07 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.01s: Found 1 forward match cell(s).\n", + "0.01s: Computing ReverseComplement(s2)...\n", + "0.01s: Finding reverse-complementary matches between s1 and s2...\n", + "0.02s: Found 1 total (fwd and/or RC) match cell(s).\n", + "0.02s: Dot plot matrix density = 0.00%.\n", + "0.02s: Converting match information to COO format inputs...\n", + "0.02s: Creating sparse matrix from COO format inputs...\n", + "0.03s: Done creating the matrix.\n", + "Matrix construction took 0.03 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 0.29 sec.\n" + "Total time taken: 0.13 sec.\n", + "peak memory: 146.62 MiB, increment: 0.02 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<991x991 sparse matrix of type ''\n", - " \twith 3 stored elements in COOrdinate format>, k=10, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<991x991 sparse matrix of type ''\n", - " \twith 3 stored elements in COOrdinate format>, k=10, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<991x991 sparse matrix of type ''\n", - " \twith 3 stored elements in COOrdinate format>, k=10, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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B2wObAwncAlyemb8oODZpYpgJqclMqI36Lqoi4snA/wT2B7aYnl3fZt3mZuCrwOcy84qC45QWHTMhNZkJtd2cRVVEbA18DNgPuAc4G/gccA3wW6rAbAJsA+wCvAV4R0QcD3wgM6+dn6FL42EmpCYzIVX6WVP1M+AnwErg+My8a7bGEbEB1a+UQ+pl1xtxjNJiYyakJjMh0V9RdUBmfrPfDuswHQMcExH7DD0yafEyE1KTmZDo4+i/QYLSY9kTh11WWqzMhNRkJqTKwKdUiIijIuI5s9y/c0QcNdqwpMlhJqQmM6G2GuY8VSuBrWe5/wnAgUONRppMKzETUqeVmAm10Hyc/HMD4I/z0K80qcyE1GQmtCT1dZ6qiHg8sKJj1pMi4gU9mm4CvB24evShSYuXmZCazITU/8k/3wT8LdXJ2xL4YD11C2BN3V5aysyE1GQm1Hr9FlXfAKaownAU8M/AeV1tErgTuCAzbyg0Pmmx+gZmQur0DcyEWq6voiozLwUuBYiIrYCvZ+bl8zkwaTEzE1KTmZCGuKByZh46HwORJpWZkJrMhNpqPo7+kyRJap2B11QBRMRzgYOBbYFH8dBVyKdlZs52jhJpSTETUpOZUBsNXFRFxBuBL1CdY+TnwC9LD0qaJGZCajITaqth1lR9ELgKeGlm3lR4PNIkMhNSk5lQKw2zT9VWwGcNivQgMyE1mQm10jBF1a+A5aUHIk0wMyE1mQm10jBF1T8Bb4iItUsPZpJNTU2xatUqpqamxj0ULTwz0cvUFKxaVd2qbcxED35PLH3D7FN1EfAq4PyIOBK4Dnigu1Fm/mDEsU2Uo48+mkMPrU7NsmrVqvEORgvNTPRy9NFQZwIz0TZmoge/J5a+YYqqMzr+/Xmqyw50inpeq36hrFy5snGrVjETvUxnwUy0kZnowe+JpW+YosqLYPawYsUKf3m0l5noZcUK11C1l5nowe+JpW+Yy9QcMx8DkSaVmZCazITaysvUSJIkFWBRJUmSVIBFlSRJUgEWVZIkSQVYVEmSJBVgUSVJklTA0EVVRCyLiEdGxDDnupKWHDMhNZkJtc1ARVVEvDYiToqIm4F7gd8B90bEzfX8183LKKVFykxITWZCbdbXr4eIWB/4JvBi4G7gEuAsYDWwHrAlsDvw8oh4C/DKzLy7/HClxcFMSE1mQur/jOp/B7wAeCfwL5l5b3eDiFgOvA04DDgUeF+pQUqLkJmQmsyEWq/fzX+vBj6VmUf0CgpAZt6bmZ8GPg28ttQApUXKTEhNZkKt129RtRlwRZ9tfwZsOtxwpIlhJqQmM6HW67eomgL26rPtK+r20lI2hZmQOk1hJtRy/RZV/wy8KiK+GhHPi4h1Ou+MiHUi4vkR8TVg37q9tJSZCanJTKj1+t1R/XBgBXAw8CpgTUTcSnW47HKq1bjTBdqRdXtpKTscMyF1OhwzoZbrq6jKzAQOiYjPAa8Hng08BlgfuAO4FLgAODYzL5+nsUqLhpmQmsyE1P+aKgAy82fAh+ZpLNLEMRNSk5lQm3mZGqkQMyE1mQm1TcnL1Hzbyw+obcyE1GQm1GYlL1PzQmAvLz+gNjATUpOZkLxMjTQsMyE1mQm1npepkYZjJqQmM6HW8zI10nDMhNRkJtR6XqZGGs4UZkLqNIWZUMt5mRppOGZCajITaj0vUyMN53DMhNTpcMyEWs7L1EhDMBNSk5mQvEyNNBIzITWZCbXZ0JepkSRJ0kO89p9UiJmQmsyE2qbktf9O8ppOahszITWZCbVZyWv/7Q683Gs6qQ3MhNRkJiSv/ScNy0xITWZCree1/6ThmAmpyUyo9bz2nzQcMyE1mQm1ntf+k4YzhZmQOk1hJtRyXvtPGo6ZkJrMhFrPa/9JwzkcMyF1OhwzoZbz2n/SEMyE1GQmJK/9J43ETEhNZkJt5rX/JEmSCiheVEXEAxHxy4h4Y+m+pUlkJqQmM6Glaj7WVN0APAI4OiIunof+pUljJqQmM6ElqfiVwzNzBUBEPA3Yo3T/0qQxE1KTmdBSVbyompaZlwGXzVf/0qQxE1KTmdBS447qkiRJBVhUSZIkFTAfR//9RUScWbpfaVKZCanJTGipmo81VVsBL5yHfqVJZSakJjOhJcnNf5IkSQX0dfRfRFw7QJ8bDTkWaWKYCanJTEj9n1JhBfA74KY+2q4/9GikybECMyF1WoGZUMv1W1RdB1ydmXvO1TAiPgQcOtKopMXPTEhNZkKt1+8+VRcBz+qzbQ45FmmSmAmpyUyo9fotqn4MPCoiVvTR9nrgB0OPSJoMZkJqMhNqvb6Kqsz8aGaulZlTfbT9Uma+aOSRSYuYmZCazITkKRUkSZKKsKiSJEkqYM6iKiJeMmznEfHSYZeVFiszITWZCanSz5qq70TEmRGxd0SsPVfjiFgnIvaLiO8DJ48+RGnRMRNSk5mQ6O88Vc8EPgF8E7glIk4HzgeuAW4DAtgE2BbYBXgJ8KfAqcAzio9YGj8zITWZCYk+iqrMvBzYIyKeCxwE7AO8joefZySAO4Djgc9m5gWFxyotCmZCajITUqXfM6qTmecB59WrdncEngJsRhWaW4DLgR9n5pr5GKi02JgJqclMqO36LqqmZeYDVKt1zy8/HGnymAmpyUyorTylgiRJUgEWVZIkSQVYVEmSJBVgUSVJklSARZUkSVIBFlWSJEkFWFRJkiQVUKSoioj9I+LwiHhzRCzruu/bJR5DmiRmQmoyE2qDkYuqiDgYOAJYH3gfcG5EbNLRZLdRH0OaJGZCajITaosSa6oOBvbMzLcBTwUuAc7sCEwUeAxpkpgJqclMqBVKFFWPzsxLATLz/sz8H8CZwPci4lE8/IKa0lJnJqQmM6FWKFFU3RoRT+ickZl/BXyvnga+vqA04cyE1GQm1AoliqozgJXdMzPzXcBZwHoFHkOaJGZCajITaoUSvw4OnqmfzHxnRPxjgceQJomZkJrMhFph4DVVEXFERHxn+u/MvA+4LyJ2jIgtuttn5i9HHKO0qJkJqclMqK2G2fz3IuDBAEREUK2+PR/4VUR8tMzQpIlhJqQmM6FWGmbz32OBn3T8/QrgecCXgDXA+yPi3Mw8qcD4pElgJqQmM6FWGqaoSuDujr/3AaaAAzMz6/OOHAIYFrWFmZCazIRaaZjNf9cDT4EHV+m+EjgxM6fPM/Ld6fulljATUpOZUCsNs6bqq8B7IuJk4DnA5sDJHfevATbptaC0RJkJqclMqJWGKao+BbwaOJXq0gKXAKd33L8NcMvII5Mmh5mQmsyEWmngoioz/xARO1FtI/9T4LiOVbrU8y8tMzxp8TMTUpOZUFsNdfLP+pwjX+ueHxGbAufQ/EUiLXlmQmoyE2qjotdbysxb6XEpAqmtzITUZCa0lJW49p8kSVLrWVRJkiQVYFElSZJUgEWVJElSARZVkiRJBVhUSZIkFWBRJUmSVIBFlSRJUgEWVZIkSQVYVEmSJBVgUSVJklSARZUkSVIBFlWSJEkFRGaOdwARtwDXj3UQ0kO2yszNxjkAM6FFxkxITTNmYuxFlSRJ0lLg5j9JkqQCLKokSZIKsKiSJEkqwKJKkiSpAIuqPkXEDhFxf0S8bNxjmVQRsU9E3BcR2457LBqdmRidmVhazMToJj0TFlX9+wRwbmae1jkzIv46Ir4WEddGREbE1KAdR8RaEfHuiLgyIlZHxA0RcVhEbDBq+0H7HlVEPCMiVkXEiu77MvNE4CfAx+bjsbXgzER/z8VMtIeZ6O+5LN1MZKbTHBPwXCCBfXrcl8BvgdOA24CpIfr/ZN3P8cBbqYL5R+BMYK1R2g/ad4HXamX9eLvPcP8b6/u3H/f76jTS+2wm+n8uZqIFk5kY6Lks2UyMfQCTMAFfBG4B1ulx3591/PvyQcMCbA+sAb7eNf8d9Yfq9cO2H7TvQq/VXGHZELgL+PS431enkd5nM9H/8zETLZjMxEDPZ8lmYuwDKPgmPRL4IHAZcDtwB/Az4MgR+10G/AH49z7aDhOWD9cfrt265q9Xf6hOHrb9oH3PML7pD/+LgfcC1wD3Aj8HDuxqu6pu2z0d3dXuO8CvC773+wJ/Mu7P4GKbzISZGPdncLFNZsJMzPdnbBlLQEQsB84GtgK+QBWS9YGnAqPu7LYjVdV8/oj9zGQnql8Jjf4zc3VEXFLfP2z7QfuezUeARwCfowrL24GjI+LqzDy3bnM88GjgbXX7K+r513T1dR6wZ0Q8KTOvHGAMDxMRWwJfAS6KiL0y8w+j9LdUmAkzgZloMBNmggXIxJIoqoD/BjwN2DMzTy3c91Pq2+43vJTHALdm5r097rsReF5ErJuZ9w3RftC+Z7Mc2Gm6bUQcB1wLHAycC5CZl0XEeVRhOS0zz5qhr+nXcntgpLBk5o0R8Wrga8ApdWDuHKXPJcJM9G5vJtrLTPRubyYKWipF1cb17c4RcXpmrinY9/RFE28r2Gen9akq+l5Wd7S5r+Pf/bYftO/ZfKYzVPWH9OcM9wvvt/Xt5nM1jIhVffZ5AfB8qsDskZn3DDGupcRM9G5vJtrLTPRubyYKWipF1XHAQcDfAwdHxLeAE6m2Ba8BqKvUdwLPoKrKV/TZd9a3UXLAHe5m5g/Neh1thmk/aN+zubbHvN9SrUof1PRrmbO2qvztgH3vQvWc235FezPRu72ZaC8z0bu9mShoSZynKjNvo9qmvRdwLPAy4FvAORGxbt3sd8ARVDspDuKW+naTAkPt5SZg03p7f7ctqYJ935DtB+17Ng/MMH+Y/0SmX8tbZm0FZGbMNQEbUB36ez/wusxs+5eHmZi5vZloKTMxY3szUdCSKKoAMvOBzPxuZh4CbA18ieq8IU+v7z8tM7/C4JXp5fXtfJ3d9QKq92HnzpkRsR7Vr6ULR2g/aN8l9POrYpv69vJZW/UhItan+o/xBVRBOW7UPpcKM2EmMBMNZsJMMM+ZmPiiKiI2i4hGFZyZD1BVzEm1o90ofkx12O0uI/Yzk2OpxvmurvlvpdqO/eUR2g/adwnTO//N9ottF+DmzLyqwOMtpzrqxi+PmpmYtb2ZaCEzMWt7M1HQUtin6h+BXSPiROBqqkJxT2Bv4OOZedMonWfmAxFxPLBvRCzvPkIiIv47D20v3gxYNyI+VP99fWZ+sav9FLBVvTqSzPxJRBxJtY3/eOBk4MlU2/W/D/y/rvH03X7Qvgu5gOrw3A9GxMZU5zm5LjN/VD//DYHdgKNKPFhm/i4inlt4p9NJZybMhJloMhNmYmEykfN8Iqz5nqhOZ/9t4FdURzD8GjiDHpcKyIdOADY14GPsTFXJv6rHfWfR+0RmCZzVo/2twI1d89YG3gNcVT+HG6kuE7DhDOPpu/2gffdYfiUznPm2fu4Pey2BA6nOAXMfXSd1q+9LYIdxf3aW6mQmzITTw15/M2EmFmSK+gm0RkTsCxye/R/VMb3cd4ANMnO3ER77acClwJsz8wvD9jPJIuJiqoD9+bjHooqZGC8zsfiYifGa5ExM/D5V/YqItesd79ap/oz1ZjjaYSbvAZ4bEXuMMIw9qcJyzAh9TKz6P6odgA+MeSjCTCwGZmJxMRPjN+mZaM2aqohYSXVpgk7XD/pLRFoqzITUZCY0qtYUVZIkSfOpNZv/JEmS5pNFlSRJUgEWVZIkSQVYVEmSJBVgUSVJklSARZUkSVIBFlWSJEkFWFRJkiQV8P8BMCzNJEIe5zcAAAAASUVORK5CYII=\n", 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" ] @@ -1189,7 +980,7 @@ } ], "source": [ - "sim(1000, 10, markersize=1, incl_fb=True)" + "%memit sim(1000, 10, markersize=1, incl_fb=True)" ] }, { @@ -1200,18 +991,10 @@ "# 10,000 x 10,000" ] }, - { - "cell_type": "markdown", - "id": "bf76005a", - "metadata": {}, - "source": [ - "I don't know why you'd want to use $k$ = 2 in practice for two long sequences but here you go, it's possible" - ] - }, { "cell_type": "code", - "execution_count": 51, - "id": "88b95b9f", + "execution_count": 15, + "id": "a7b31620", "metadata": {}, "outputs": [ { @@ -1219,92 +1002,69 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "16.72s: found 6,249,831 forward match cell(s).\n", - "16.72s: computing ReverseComplement(s2)...\n", - "16.72s: computing suffix array for ReverseComplement(s2)...\n", - "16.72s: finding matches between s1 and ReverseComplement(s2)...\n", - "37.17s: found 10,975,395 total match cell(s).\n", - "37.17s: density = 10.98%.\n", - "37.17s: converting match information to COO format inputs...\n", - "43.77s: creating sparse matrix from COO format inputs...\n", - "47.28s: done creating the matrix.\n", - "Matrix construction took 48.29 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.27s: Found 97,019 forward match cell(s).\n", + "0.27s: Computing ReverseComplement(s2)...\n", + "0.27s: Finding reverse-complementary matches between s1 and s2...\n", + "0.54s: Found 194,413 total (fwd and/or RC) match cell(s).\n", + "0.54s: Dot plot matrix density = 0.19%.\n", + "0.54s: Converting match information to COO format inputs...\n", + "0.62s: Creating sparse matrix from COO format inputs...\n", + "0.68s: Done creating the matrix.\n", + "Matrix construction took 0.69 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "1.03s: Done visualizing all match cells.\n", - "1.03s: Slightly restyling the visualization...\n", - "1.03s: Done.\n", - "Visualization took 1.03 sec.\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "17.01s: found 6,249,831 forward match cell(s).\n", - "17.01s: computing ReverseComplement(s2)...\n", - "17.01s: computing suffix array for ReverseComplement(s2)...\n", - "17.01s: finding matches between s1 and ReverseComplement(s2)...\n", - "37.53s: found 10,975,395 total match cell(s).\n", - "37.53s: density = 10.98%.\n", - "37.53s: converting match information to COO format inputs...\n", - "43.68s: creating sparse matrix from COO format inputs...\n", - "46.93s: done creating the matrix.\n", - "Matrix construction took 47.81 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.25s: Found 97,019 forward match cell(s).\n", + "0.25s: Computing ReverseComplement(s2)...\n", + "0.25s: Finding reverse-complementary matches between s1 and s2...\n", + "0.52s: Found 194,413 total (fwd and/or RC) match cell(s).\n", + "0.52s: Dot plot matrix density = 0.19%.\n", + "0.53s: Converting match information to COO format inputs...\n", + "0.61s: Creating sparse matrix from COO format inputs...\n", + "0.67s: Done creating the matrix.\n", + "Matrix construction took 0.68 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", - "1.67s: Done visualizing \"1\" cells.\n", - "1.67s: Visualizing \"-1\" cells with spy()...\n", - "3.42s: Done visualizing \"-1\" cells.\n", - "3.42s: Visualizing \"2\" cells with spy()...\n", - "4.81s: Done visualizing \"2\" cells.\n", - "4.81s: Slightly restyling the visualization...\n", - "4.81s: Done.\n", - "Visualization took 4.81 sec.\n", + "0.03s: Done visualizing \"1\" cells.\n", + "0.03s: Visualizing \"-1\" cells with spy()...\n", + "0.06s: Done visualizing \"-1\" cells.\n", + "0.06s: Visualizing \"2\" cells with spy()...\n", + "0.08s: Done visualizing \"2\" cells.\n", + "0.08s: Slightly restyling the visualization...\n", + "0.08s: Done.\n", + "Visualization took 0.08 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "15.82s: found 6,249,831 forward match cell(s).\n", - "15.82s: computing ReverseComplement(s2)...\n", - "15.82s: computing suffix array for ReverseComplement(s2)...\n", - "15.82s: finding matches between s1 and ReverseComplement(s2)...\n", - "35.11s: found 10,975,395 total match cell(s).\n", - "35.12s: density = 10.98%.\n", - "35.12s: converting match information to COO format inputs...\n", - "41.30s: creating sparse matrix from COO format inputs...\n", - "44.92s: done creating the matrix.\n", - "Matrix construction took 45.72 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.25s: Found 97,019 forward match cell(s).\n", + "0.25s: Computing ReverseComplement(s2)...\n", + "0.25s: Finding reverse-complementary matches between s1 and s2...\n", + "0.55s: Found 194,413 total (fwd and/or RC) match cell(s).\n", + "0.55s: Dot plot matrix density = 0.19%.\n", + "0.55s: Converting match information to COO format inputs...\n", + "0.64s: Creating sparse matrix from COO format inputs...\n", + "0.70s: Done creating the matrix.\n", + "Matrix construction took 0.72 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.63s: Done visualizing all match cells.\n", - "0.63s: Slightly restyling the visualization...\n", - "0.63s: Done.\n", - "Visualization took 0.63 sec.\n", - "Total time taken: 148.30 sec.\n" + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 2.19 sec.\n", + "peak memory: 195.12 MiB, increment: 48.75 MiB\n" ] }, { "data": { + "image/png": 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\n", "text/plain": [ - "(DotPlotMatrix(mat=<9999x9999 sparse matrix of type ''\n", - " \twith 10975395 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<9999x9999 sparse matrix of type ''\n", - " \twith 10975395 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<9999x9999 sparse matrix of type ''\n", - " \twith 10975395 stored elements in COOrdinate format>, k=2, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1312,13 +1072,13 @@ } ], "source": [ - "sim(10000, 2, markersize=0.005, fig_size_inches=(10, 10), incl_fb=True)" + "%memit sim(10000, 5, incl_fb=True)" ] }, { "cell_type": "code", - "execution_count": 52, - "id": "a7b31620", + "execution_count": 16, + "id": "09e910a4", "metadata": {}, "outputs": [ { @@ -1326,197 +1086,67 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.37s: found 97,251 forward match cell(s).\n", - "0.37s: computing ReverseComplement(s2)...\n", - "0.37s: computing suffix array for ReverseComplement(s2)...\n", - "0.38s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.81s: found 194,823 total match cell(s).\n", - "0.81s: density = 0.19%.\n", - "0.81s: converting match information to COO format inputs...\n", - "0.88s: creating sparse matrix from COO format inputs...\n", - "0.95s: done creating the matrix.\n", - "Matrix construction took 0.96 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.03s: Found 108 forward match cell(s).\n", + "0.03s: Computing ReverseComplement(s2)...\n", + "0.03s: Finding reverse-complementary matches between s1 and s2...\n", + "0.05s: Found 197 total (fwd and/or RC) match cell(s).\n", + "0.05s: Dot plot matrix density = 0.00%.\n", + "0.05s: Converting match information to COO format inputs...\n", + "0.05s: Creating sparse matrix from COO format inputs...\n", + "0.05s: Done creating the matrix.\n", + "Matrix construction took 0.05 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.36s: found 97,251 forward match cell(s).\n", - "0.36s: computing ReverseComplement(s2)...\n", - "0.36s: computing suffix array for ReverseComplement(s2)...\n", - "0.36s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.79s: found 194,823 total match cell(s).\n", - "0.79s: density = 0.19%.\n", - "0.79s: converting match information to COO format inputs...\n", - "0.87s: creating sparse matrix from COO format inputs...\n", - "0.93s: done creating the matrix.\n", - "Matrix construction took 0.95 sec.\n", - "0.00s: Visualizing \"1\" cells with spy()...\n", - "0.03s: Done visualizing \"1\" cells.\n", - "0.03s: Visualizing \"-1\" cells with spy()...\n", - "0.05s: Done visualizing \"-1\" cells.\n", - "0.05s: Visualizing \"2\" cells with spy()...\n", - "0.07s: Done visualizing \"2\" cells.\n", - "0.07s: Slightly restyling the visualization...\n", - "0.07s: Done.\n", - "Visualization took 0.08 sec.\n", - "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.36s: found 97,251 forward match cell(s).\n", - "0.36s: computing ReverseComplement(s2)...\n", - "0.36s: computing suffix array for ReverseComplement(s2)...\n", - "0.36s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.79s: found 194,823 total match cell(s).\n", - "0.79s: density = 0.19%.\n", - "0.79s: converting match information to COO format inputs...\n", - "0.87s: creating sparse matrix from COO format inputs...\n", - "0.93s: done creating the matrix.\n", - "Matrix construction took 0.94 sec.\n", - "0.00s: Visualizing all match cells with spy()...\n", - "0.01s: Done visualizing all match cells.\n", - "0.01s: Slightly restyling the visualization...\n", - "0.01s: Done.\n", - "Visualization took 0.01 sec.\n", - "Total time taken: 2.95 sec.\n" - ] - }, - { - "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<9996x9996 sparse matrix of type ''\n", - " \twith 194823 stored elements in COOrdinate format>, k=5, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<9996x9996 sparse matrix of type ''\n", - " \twith 194823 stored elements in COOrdinate format>, k=5, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<9996x9996 sparse matrix of type ''\n", - " \twith 194823 stored elements in COOrdinate format>, k=5, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sim(10000, 5, incl_fb=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "09e910a4", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.00s: finding forward matches between s1 and s2...\n", - "0.21s: found 92 forward match cell(s).\n", - "0.21s: computing ReverseComplement(s2)...\n", - "0.21s: computing suffix array for ReverseComplement(s2)...\n", - "0.21s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.41s: found 173 total match cell(s).\n", - "0.41s: density = 0.00%.\n", - "0.41s: converting match information to COO format inputs...\n", - "0.41s: creating sparse matrix from COO format inputs...\n", - "0.41s: done creating the matrix.\n", - "Matrix construction took 0.41 sec.\n", - "0.00s: Visualizing all match cells with spy()...\n", - "0.01s: Done visualizing all match cells.\n", - "0.01s: Slightly restyling the visualization...\n", - "0.01s: Done.\n", - "Visualization took 0.01 sec.\n", - "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.21s: found 92 forward match cell(s).\n", - "0.21s: computing ReverseComplement(s2)...\n", - "0.21s: computing suffix array for ReverseComplement(s2)...\n", - "0.22s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.43s: found 173 total match cell(s).\n", - "0.43s: density = 0.00%.\n", - "0.43s: converting match information to COO format inputs...\n", - "0.43s: creating sparse matrix from COO format inputs...\n", - "0.43s: done creating the matrix.\n", - "Matrix construction took 0.43 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.02s: Found 108 forward match cell(s).\n", + "0.02s: Computing ReverseComplement(s2)...\n", + "0.02s: Finding reverse-complementary matches between s1 and s2...\n", + "0.03s: Found 197 total (fwd and/or RC) match cell(s).\n", + "0.04s: Dot plot matrix density = 0.00%.\n", + "0.04s: Converting match information to COO format inputs...\n", + "0.04s: Creating sparse matrix from COO format inputs...\n", + "0.04s: Done creating the matrix.\n", + "Matrix construction took 0.04 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", "0.01s: Done visualizing \"-1\" cells.\n", - "0.01s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Visualizing \"2\" cells with spy()...\n", "0.02s: Done visualizing \"2\" cells.\n", "0.02s: Slightly restyling the visualization...\n", "0.02s: Done.\n", - "Visualization took 0.02 sec.\n", + "Visualization took 0.03 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.22s: found 92 forward match cell(s).\n", - "0.22s: computing ReverseComplement(s2)...\n", - "0.22s: computing suffix array for ReverseComplement(s2)...\n", - "0.22s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.43s: found 173 total match cell(s).\n", - "0.44s: density = 0.00%.\n", - "0.44s: converting match information to COO format inputs...\n", - "0.44s: creating sparse matrix from COO format inputs...\n", - "0.44s: done creating the matrix.\n", - "Matrix construction took 0.44 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.02s: Found 108 forward match cell(s).\n", + "0.02s: Computing ReverseComplement(s2)...\n", + "0.02s: Finding reverse-complementary matches between s1 and s2...\n", + "0.03s: Found 197 total (fwd and/or RC) match cell(s).\n", + "0.04s: Dot plot matrix density = 0.00%.\n", + "0.04s: Converting match information to COO format inputs...\n", + "0.04s: Creating sparse matrix from COO format inputs...\n", + "0.04s: Done creating the matrix.\n", + "Matrix construction took 0.04 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 1.32 sec.\n" + "Total time taken: 0.18 sec.\n", + "peak memory: 170.11 MiB, increment: 0.00 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<9991x9991 sparse matrix of type ''\n", - " \twith 173 stored elements in COOrdinate format>, k=10, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<9991x9991 sparse matrix of type ''\n", - " \twith 173 stored elements in COOrdinate format>, k=10, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<9991x9991 sparse matrix of type ''\n", - " \twith 173 stored elements in COOrdinate format>, k=10, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1526,12 +1156,12 @@ } ], "source": [ - "sim(10000, 10, incl_fb=True)" + "%memit sim(10000, 10, incl_fb=True)" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 17, "id": "85580347", "metadata": {}, "outputs": [ @@ -1540,90 +1170,67 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.00s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.21s: found 0 forward match cell(s).\n", - "0.22s: computing ReverseComplement(s2)...\n", - "0.22s: computing suffix array for ReverseComplement(s2)...\n", - "0.22s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.43s: found 0 total match cell(s).\n", - "0.43s: density = 0.00%.\n", - "0.43s: converting match information to COO format inputs...\n", - "0.43s: creating sparse matrix from COO format inputs...\n", - "0.43s: done creating the matrix.\n", - "Matrix construction took 0.43 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.02s: Found 0 forward match cell(s).\n", + "0.02s: Computing ReverseComplement(s2)...\n", + "0.02s: Finding reverse-complementary matches between s1 and s2...\n", + "0.03s: Found 0 total (fwd and/or RC) match cell(s).\n", + "0.03s: Dot plot matrix density = 0.00%.\n", + "0.03s: Converting match information to COO format inputs...\n", + "0.04s: Creating sparse matrix from COO format inputs...\n", + "0.04s: Done creating the matrix.\n", + "Matrix construction took 0.04 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.02s: finding forward matches between s1 and s2...\n", - "0.23s: found 0 forward match cell(s).\n", - "0.23s: computing ReverseComplement(s2)...\n", - "0.23s: computing suffix array for ReverseComplement(s2)...\n", - "0.23s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.44s: found 0 total match cell(s).\n", - "0.44s: density = 0.00%.\n", - "0.44s: converting match information to COO format inputs...\n", - "0.44s: creating sparse matrix from COO format inputs...\n", - "0.44s: done creating the matrix.\n", - "Matrix construction took 0.44 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.02s: Found 0 forward match cell(s).\n", + "0.02s: Computing ReverseComplement(s2)...\n", + "0.02s: Finding reverse-complementary matches between s1 and s2...\n", + "0.03s: Found 0 total (fwd and/or RC) match cell(s).\n", + "0.04s: Dot plot matrix density = 0.00%.\n", + "0.04s: Converting match information to COO format inputs...\n", + "0.04s: Creating sparse matrix from COO format inputs...\n", + "0.04s: Done creating the matrix.\n", + "Matrix construction took 0.04 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", - "0.01s: Done visualizing \"-1\" cells.\n", - "0.01s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Done visualizing \"-1\" cells.\n", + "0.02s: Visualizing \"2\" cells with spy()...\n", "0.02s: Done visualizing \"2\" cells.\n", "0.02s: Slightly restyling the visualization...\n", "0.02s: Done.\n", - "Visualization took 0.02 sec.\n", + "Visualization took 0.03 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.00s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.01s: finding forward matches between s1 and s2...\n", - "0.22s: found 0 forward match cell(s).\n", - "0.23s: computing ReverseComplement(s2)...\n", - "0.23s: computing suffix array for ReverseComplement(s2)...\n", - "0.23s: finding matches between s1 and ReverseComplement(s2)...\n", - "0.44s: found 0 total match cell(s).\n", - "0.44s: density = 0.00%.\n", - "0.44s: converting match information to COO format inputs...\n", - "0.44s: creating sparse matrix from COO format inputs...\n", - "0.44s: done creating the matrix.\n", - "Matrix construction took 0.45 sec.\n", + "0.00s: Validating inputs...\n", + "0.00s: Finding forward matches between s1 and s2...\n", + "0.02s: Found 0 forward match cell(s).\n", + "0.02s: Computing ReverseComplement(s2)...\n", + "0.02s: Finding reverse-complementary matches between s1 and s2...\n", + "0.03s: Found 0 total (fwd and/or RC) match cell(s).\n", + "0.04s: Dot plot matrix density = 0.00%.\n", + "0.04s: Converting match information to COO format inputs...\n", + "0.04s: Creating sparse matrix from COO format inputs...\n", + "0.04s: Done creating the matrix.\n", + "Matrix construction took 0.04 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.00s: Done visualizing all match cells.\n", - "0.00s: Slightly restyling the visualization...\n", - "0.00s: Done.\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", "Visualization took 0.01 sec.\n", - "Total time taken: 1.35 sec.\n" + "Total time taken: 0.16 sec.\n", + "peak memory: 144.87 MiB, increment: 0.00 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<9981x9981 sparse matrix of type ''\n", - " \twith 0 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<9981x9981 sparse matrix of type ''\n", - " \twith 0 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=False),\n", - " DotPlotMatrix(mat=<9981x9981 sparse matrix of type ''\n", - " \twith 0 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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vdnmbZZtrgC8CH83Mi1ocpzRxzIRUZSbUdQsWVRHxMOC9wP7AbcAPgY8ClwPXUwRmM+DhwC7AIcDrIuLLwFsz8xejGbo0HmZCqjITUqHOnqoLgZ8Cq4EvZ+Yt8zWOiE0oPqUcVq678SLHKE0aMyFVmQmJekXVCzPz63U7LMN0LHBsRDy/8cikyWUmpCozIVHj13/DBGWWdb/WdF1pUpkJqcpMSIWhT6kQEZ+KiCfPs3zniPjU4oYlTQ8zIVWZCXVVk/NUrQYeNs/yhwAvbzQaaTqtxkxI/VZjJtRBozj55ybAH0fQrzStzIRUZSa0LNU6T1VEPBhY1TfrURHx1Fmabga8Brhs8UOTJpeZkKrMhFT/5J9/A/wTxcnbEnh7OQ0KYF3ZXlrOzIRUZSbUeXWLqq8CMxRh+BTwMeCMgTYJ3AyclZlXtjQ+aVJ9FTMh9fsqZkIdV6uoyszzgPMAImJb4EuZecEoByZNMjMhVZkJqcEFlTPziFEMRJpWZkKqMhPqqqGLKoCIeApwKLAdcH/uvmBmT2bmfD+nlZYVMyFVmQl10dBFVUS8DPg0xc9hLwV+1fagpGliJqQqM6GuarKn6u3AJcAzM/PqlscjTSMzIVWZCXVSk5N/bgv8i0GR7mImpCozoU5qUlT9GljR9kCkKWYmpCozoU5qUlT9K/DiiFi/7cFIU8pMSFVmQp3U5DtV5wAHAGdGxIeBXwJ3DjbKzB8scmzStDATUpWZUCc1KapO6fv3JyjOkNsvynl+QlFXmAmpykyok5oUVV6vSaoyE1KVmVAnNTmj+rGjGIg0rcyEVGUm1FVNvqguSZKkARZVkiRJLbCokiRJaoFFlSRJUgssqiRJklpgUSVJktSCxkVVRGwQEfeJiCbnupKWHTMhVZkJdc1QRVVEvCgivhkR1wC3AzcCt0fENeX8g0YySmlCmQmpykyoy2p9eoiIlcDXgWcAtwLnAqcCa4GNgW2APYFnR8QhwPMy89b2hytNBjMhVZkJqf4Z1d8JPBV4PfDxzLx9sEFErABeDRwJHAG8ua1BShPITEhVZkKdV/fw34HAhzLz6NmCApCZt2fmUcBRwIvaGqA0ocyEVGUm1Hl1i6otgItqtr0Q2LzZcKSpYSakKjOhzqtbVM0A+9Zs+5yyvbSczWAmpH4zmAl1XN2i6mPAARHxxYjYNSI27F8YERtGxG4RcRywX9leWs7MhFRlJtR5db+ovgZYBRwKHACsi4jrKH4uu4JiN26vQPtw2V5aztZgJqR+azAT6rhaRVVmJnBYRHwUOBjYCdgaWAncBJwHnAV8ITMvGNFYpYlhJqQqMyHV31MFQGZeCLxjRGORpo6ZkKrMhLrMa/9JkiS1wGv/SS0xE1KVmVDXeO0/aRHMhFRlJtRlXvtPasBMSFVmQvLaf1JTZkKqMhPqPK/9JzVjJqQqM6HO89p/UjNmQqoyE+o8r/0nNTODmZD6zWAm1HFe+09qxkxIVWZCnee1/6Rm1mAmpH5rMBPqOK/9JzVgJqQqMyF57T9pUcyEVGUm1GVepkZqiZmQqsyEuqbNy9R8y8sPqGvMhFRlJtRlbV6m5mnAvl5+QF1gJqQqMyF5mRqpKTMhVZkJdZ6XqZGaMRNSlZlQ53mZGqkZMyFVmQl1npepkZqZwUxI/WYwE+o4L1MjNWMmpCozoc7zMjVSM2swE1K/NZgJdZyXqZEaMBNSlZmQvEyNtChmQqoyE+qyxpepkSRJ0t0sqiRJklrQelEVEXdGxK8i4mVt9y1NIzMhVZkJLVej2FN1JXAv4JiI+PEI+pemjZmQqsyElqWhvqheR2auAoiIxwJ7t92/NG3MhFRlJrRctV5U9WTm+cD5o+pfmjZmQqoyE1puGh/+i4gNIuI+ETGywkyaJmZCqjIT6pqhiqqIeFFEfDMirqE4S+6NwO0RcU05/6CRjFKaUGZCqjIT6rJanx4iYiXwdeAZwK3AucCpwFpgY2AbYE/g2RFxCPC8zLy1/eFKk8FMSFVmQqr/nap3Ak8FXg98PDNvH2wQESuAVwNHAkcAb25rkNIEMhNSlZlQ59U9/Hcg8KHMPHq2oABk5u2ZeRRwFPCitgYoTSgzIVWZCXVe3aJqC+Cimm0vpLgaubScmQmpykyo8+oWVTPAvjXbPqdsLy1nM5gJqd8MZkIdV7eo+hhwQER8MSJ2jYgN+xdGxIYRsVtEHAfsV7aXljMzIVWZCXVe3S+qrwFWAYcCBwDrIuI6ip/LrqDYjdsr0D5ctpeWszWYCanfGsyEOq5WUZWZCRwWER8FDgZ2ArYGVgI3AecBZwFfyMwLRjRWaWKYCanKTEhDXqYmMy8E3jGisUhTx0xIVWZCXdb4MjWSJEm6m0WVJElSC1ovqiLiJRHxvbb7laaVmZCqzISWq1HsqdoWeNoI+pWmlZmQqsyEliUP/0mSJLWg1q//IuIXQ/R534ZjkaaGmZCqzIRU/5QKq4AbgatrtF3ZeDTS9FiFmZD6rcJMqOPqFlW/BC7LzH0WahgR7wCOWNSopMlnJqQqM6HOq/udqnOAJ9Zsmw3HIk0TMyFVmQl1Xt2i6ifA/SNiVY22VwA/aDwiaTqYCanKTKjzahVVmfnuzFwvM2dqtP1MZj590SOTJpiZkKrMhOQpFSRJklphUSVJktSCBYuqiNiraecR8cym60qTykxIVWZCKtTZU/WdiPheRDw3ItZfqHFEbBgR+0fEvwMnLH6I0sQxE1KVmZCod56qJwAfAL4OXBsRJwNnApcDNwABbAZsB+wC7AX8GfBd4PGtj1gaPzMhVZkJiRpFVWZeAOwdEU8BXgs8HziIe55nJICbgC8D/5KZZ7U8VmkimAmpykxIhbpnVCczzwDOKHft7ghsD2xBEZprgQuAn2TmulEMVJo0ZkKqMhPqutpFVU9m3kmxW/fM9ocjTR8zIVWZCXWVp1SQJElqgUWVJElSCyyqJEmSWmBRJUmS1AKLKkmSpBZYVEmSJLXAokqSJKkFrRRVEfGCiFgTEa+IiA0Gln2rjW1I08RMSFVmQl2w6KIqIg4FjgZWAm8GTo+Izfqa7LHYbUjTxExIVWZCXdHGnqpDgX0y89XAY4Bzge/1BSZa2IY0TcyEVGUm1AltFFVbZeZ5AJn5p8z8r8D3gO9HxP255wU1peXOTEhVZkKd0EZRdV1EPKR/Rmb+PfD9chr6+oLSlDMTUpWZUCe0UVSdAqwenJmZbwBOBTZuYRvSNDETUpWZUCe08eng0Ln6yczXR8T/bmEb0jQxE1KVmVAnDL2nKiKOjojv9P7OzDuAOyJix4h4wGD7zPzVIscoTTQzIVWZCXVVk8N/TwfuCkBEBMXu2zOBX0fEu9sZmjQ1zIRUZSbUSU0O/z0Q+Gnf388BdgU+A6wD3hIRp2fmN1sYnzQNzIRUZSbUSU2KqgRu7fv7+cAM8PLMzPK8I4cBhkVdYSakKjOhTmpy+O8KYHu4a5fu84CvZWbvPCMn9pZLHWEmpCozoU5qsqfqi8CbIuIE4MnAlsAJfcvXAZvNtqK0TJkJqcpMqJOaFFUfAg4EvktxaYFzgZP7lj8cuHbRI5Omh5mQqsyEOmnooioz/xART6I4Rv5nwPF9u3Qp55/XzvCkyWcmpCozoa5qdPLP8pwjxw3Oj4jNgdOofiKRlj0zIVWZCXVRq9dbyszrmOVSBFJXmQmpykxoOWvj2n+SJEmdZ1ElSZLUAosqSZKkFlhUSZIktcCiSpIkqQUWVZIkSS2wqJIkSWqBRZUkSVILonrlgDEMIOJaiiuaS5Ng28zcYpwDMBOaMGZCqpozE2MvqiRJkpYDD/9JkiS1wKJKkiSpBRZVkiRJLbCokiRJaoFF1YCIeHRE/CkinjXusXRBRDw/Iu6IiO3GPRbNzkwsLTMx+czE0pqmTFhU3dMHgNMz86T+mRHxjxFxXET8IiIyImbm6yQi1ouIN0bExRGxNiKujIgjI2KTugMZpo9ht9fG+Ia4H4+PiMMjYtXgssz8GvBT4L1tb1etMRMtMxNTz0y0bNlkIjOdygl4CpDA82dZlsD1wEnADcDMAn19sFzny8CrKEL4R+B7wHo1x1O7j2G318b4hnhcV5fb2nOO5S8rl+8w7teA0z2eGzNhJpyqz42ZMBNz349xD2CSJuDfgGuBDWdZ9tC+f18wX1iAHYB1wJcG5r+ufFEcXGMstfsYdnttjG/Ix3WhsGwK3AIcNe7XgNM9nhszYSacqs+NmTATc9+PcQ+gwQN/H+DtwPnA74GbgAuBDy+y3w2APwCfq9F2obC8q3xx7DEwf+PyRXFCjW3U7mPY7bU0vl4AngH8A3A5cDtwKfDyvnaHl+0Gp2MG+vsO8JsWXyf7Afce9+t1KSYzYSZqPp9mwkyYiWp/rWdiA6ZIRKwAfghsC3yaIiQrgccAi/0C244UlfCZi+wH4EkUFX6lr8xcGxHnlsvb7GPY7bUxvp7/BdwL+ChFWF4DHBMRl2Xm6RS7jbcCXl22vahc7/KBfs4A9omIR2XmxUNs/x4iYhvg88A5EbFvZv5hMf1NMjNhJuowE2aiwfbMRANTVVQBfwk8FtgnM7/bct/bl7eDT2ITWwPXZebtsyy7Ctg1IjbKzDta6mPY7bUxvp4VwJN6bSPieOAXwKEUX+Q8PyLOoAjLSZl56hz99B73HYBFhSUzr4qIA4HjgG+Xgbl5MX1OMDMxex9moo+ZaI2ZGG58PZ3JxLQVVfcrb3eOiJMzc12LffcujnhDC32tpKjGZ7O2r818L8Zh+hh2e22Mr+cj/aEqX6iXMvwnwuvL2y0XahgRh9fs8yxgN4rA7J2Ztw05pmlgJmbvw0zMzkwsjpkYbnw9ncnEtBVVxwOvBf4ZODQivgF8jeLY7jqAsvJ8PfB4iip7Vc2+s7yNFsZ5K3M/6Rv3tWmrj2G318b4en4xy7zrKXa9D6P3uOe8rQr/NGTfu1Dc3+V4lXszMXsfZmJ+ZsJMLLQ9M9HAVJ2nKjNvoDimvS/wBeBZwDeA0yJio7LZjcDRFF9SHMa15e1mLQz1amDz8tj+oG0oQrxQdT9MH8Nur43x9dw5x/xh/9PpPe7XztsKyMxYaAI2ofjZ75+AgzJzOb55mIm5+zATZsJMmIklz8RUFVUAmXlnZp6YmYcBDwM+Q3HekMeVy0/KzM8zfLV5QXnbxhlbz6J4bHfunxkRG1N8Mjq75T6G3V4b4xtGnU8VDy9vL5i3VQ0RsZLiP9GnUgTl+MX2OcnMhJlYiJkwEw22ZyYamJqiKiK2iIhKVZuZd1JUwEnxxbnF+AnFz253WWQ/UHw6SuANA/NfRXEM+rMt9zHs9toY3zB6X/6b79PdLsA1mXlJC9tbQfELnWX95mEm5u3DTFSZCTNhJqpGk4kc8flC2pqAYym++f8BiuPlh1JUmQm8b5b2+7HA2WxnWefTFLuFV8yy7KXAO8rpmrJd7++XztL+KO4+E+0hwJEUZ6I9lXue5XameCoW1Ufttk3az7L+auY4UVvZx0zf3w+m+E/tHOCVwIuAJ/ctb/2kbnXuw7RPZsJMmAkzYSYmKxNjD8EQd/5lwLeAX1P8IuE3wCnMcqmAsn2TsOxcvgAOmOMFkHNMp87Sfn3gTcAl5XivKoO+6SxtrwOuWmQftds2aT/L+rXDUs57OcX5Yu5g4KRu5bIEHj3u19k0TWbCTDiZCTMxWVOUg112ImI/YE3W/1VHb73vAJtk5h6jGNcs23sscB7wisz89FJsc9JExI8pwvVX4x7LcmYmpoeZWBpmYnpMSyam5jtVdUXE+uUX6TYs/oyN5/j1wlzeBDwlIvYezQjvYR+KsBy7RNubKOV/ao8G3jrmoSxbZmK6mInRMxPTZZoysez2VEXEaopj3v2uGPaTiLRcmAmpykxoVJZdUSVJkjQOy+7wnyRJ0jhYVEmSJLXAokqSJKkFFlWSJEktsKiSJElqgUWVJElSCyyqJEmSWmBRJUmS1IL/BC27xlBuEPbvAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -1633,7 +1240,7 @@ } ], "source": [ - "sim(10000, 20, incl_fb=True)" + "%memit sim(10000, 20, incl_fb=True)" ] }, { @@ -1648,51 +1255,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "0872357d", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "binary = True...\n", - "0.03s: validating inputs...\n", - "0.06s: computing suffix array for s1...\n", - "0.07s: computing suffix array for s2...\n", - "0.08s: finding forward matches between s1 and s2...\n", - "30.85s: found 9,769,787 forward match cell(s).\n", - "30.85s: computing ReverseComplement(s2)...\n", - "30.85s: computing suffix array for ReverseComplement(s2)...\n", - "30.86s: finding matches between s1 and ReverseComplement(s2)...\n", - "70.22s: found 19,543,290 total match cell(s).\n", - "70.22s: density = 0.20%.\n", - "70.22s: converting match information to COO format inputs...\n", - "84.12s: creating sparse matrix from COO format inputs...\n", - "92.60s: done creating the matrix.\n", - "Matrix construction took 94.28 sec.\n", - "0.00s: Visualizing all match cells with spy()...\n", - "1.86s: Done visualizing all match cells.\n", - "1.87s: Slightly restyling the visualization...\n", - "1.87s: Done.\n", - "Visualization took 1.87 sec.\n", - "binary = False...\n", - "0.00s: validating inputs...\n", - "0.01s: computing suffix array for s1...\n", - "0.02s: computing suffix array for s2...\n", - "0.03s: finding forward matches between s1 and s2...\n", - "29.44s: found 9,769,787 forward match cell(s).\n", - "29.44s: computing ReverseComplement(s2)...\n", - "29.44s: computing suffix array for ReverseComplement(s2)...\n", - "29.45s: finding matches between s1 and ReverseComplement(s2)...\n", - "70.62s: found 19,543,290 total match cell(s).\n", - "70.63s: density = 0.20%.\n", - "70.63s: converting match information to COO format inputs...\n" - ] - } - ], + "outputs": [], "source": [ - "sim(100000, 5, markersize=0.01)" + "# %memit sim(100000, 5, markersize=0.01)" ] }, { @@ -1709,7 +1277,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 19, "id": "e208aefd", "metadata": {}, "outputs": [ @@ -1718,40 +1286,34 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.01s: computing suffix array for s1...\n", - "0.02s: computing suffix array for s2...\n", - "0.02s: finding forward matches between s1 and s2...\n", - "1.34s: found 9,598 forward match cell(s).\n", - "1.34s: computing ReverseComplement(s2)...\n", - "1.34s: computing suffix array for ReverseComplement(s2)...\n", - "1.34s: finding matches between s1 and ReverseComplement(s2)...\n", - "2.73s: found 18,909 total match cell(s).\n", - "2.73s: density = 0.00%.\n", - "2.73s: converting match information to COO format inputs...\n", - "2.73s: creating sparse matrix from COO format inputs...\n", - "2.74s: done creating the matrix.\n", - "Matrix construction took 2.75 sec.\n", + "0.00s: Validating inputs...\n", + "0.01s: Finding forward matches between s1 and s2...\n", + "0.16s: Found 9,589 forward match cell(s).\n", + "0.16s: Computing ReverseComplement(s2)...\n", + "0.16s: Finding reverse-complementary matches between s1 and s2...\n", + "0.32s: Found 19,204 total (fwd and/or RC) match cell(s).\n", + "0.32s: Dot plot matrix density = 0.00%.\n", + "0.32s: Converting match information to COO format inputs...\n", + "0.33s: Creating sparse matrix from COO format inputs...\n", + "0.34s: Done creating the matrix.\n", + "Matrix construction took 0.34 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.00s: Done visualizing all match cells.\n", + "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.01s: computing suffix array for s1...\n", - "0.02s: computing suffix array for s2...\n", - "0.02s: finding forward matches between s1 and s2...\n", - "1.39s: found 9,598 forward match cell(s).\n", - "1.39s: computing ReverseComplement(s2)...\n", - "1.39s: computing suffix array for ReverseComplement(s2)...\n", - "1.39s: finding matches between s1 and ReverseComplement(s2)...\n", - "2.81s: found 18,909 total match cell(s).\n", - "2.81s: density = 0.00%.\n", - "2.81s: converting match information to COO format inputs...\n", - "2.81s: creating sparse matrix from COO format inputs...\n", - "2.82s: done creating the matrix.\n", - "Matrix construction took 2.82 sec.\n", + "0.00s: Validating inputs...\n", + "0.01s: Finding forward matches between s1 and s2...\n", + "0.16s: Found 9,589 forward match cell(s).\n", + "0.16s: Computing ReverseComplement(s2)...\n", + "0.16s: Finding reverse-complementary matches between s1 and s2...\n", + "0.32s: Found 19,204 total (fwd and/or RC) match cell(s).\n", + "0.33s: Dot plot matrix density = 0.00%.\n", + "0.33s: Converting match information to COO format inputs...\n", + "0.34s: Creating sparse matrix from COO format inputs...\n", + "0.35s: Done creating the matrix.\n", + "Matrix construction took 0.35 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", @@ -1759,27 +1321,15 @@ "0.02s: Visualizing \"2\" cells with spy()...\n", "0.03s: Done visualizing \"2\" cells.\n", "0.03s: Slightly restyling the visualization...\n", - "0.03s: Done.\n", - "Visualization took 0.03 sec.\n", - "Total time taken: 5.61 sec.\n" + "0.04s: Done.\n", + "Visualization took 0.04 sec.\n", + "Total time taken: 0.73 sec.\n", + "peak memory: 157.55 MiB, increment: 12.93 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<99991x99991 sparse matrix of type ''\n", - " \twith 18909 stored elements in COOrdinate format>, k=10, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<99991x99991 sparse matrix of type ''\n", - " \twith 18909 stored elements in COOrdinate format>, k=10, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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vHIbhx9vsYD4Ow/Bni9vB95jZTzCz505YwvsnZvZrhmH4iZu16mrTZql6sOkv2myd+b1y/bfb7IfwdXxxGIafNgzDz5BrD0cFl7AFn2dm/ztde9UwDJ8epP1sM/udNr+x/b01hodh+PSyK6ZS8YN6b/mJ7c9/webxGy49DsPwE+kn4tj8sSh8wjAMA33/GcMw/LQ1HjfaaKN7Rvd0DjOzf2yzT9WvLUCI6YvL/2+zFRqG4TOGYXC6Nef8AZsd4x+yZdnyL5jZw2b233XK4TkM7fzjWrbMX59c5rBH13jc6PIIu6M2ekBpGIY/bfOul2+weeswohE/b2b/Gb8hDcPwPjP7nJwzP6TfYHM04uds3hr8KWZ20+agex82s1+Wc/4HJe2Pt3nieMZmEPSjZvbTbV6++1Qz2+ecYULv8ftrzez/aWZ/xeYJ7kOlvt9uZu/JOf8CSvu0mf2fbAZq77B56/NPNrNfaGb/Uc75GqUdzez/ambfbfNE/UNm9lNt3o7888ukZ8MwZDN7Ief8U9b43Gijje4N3cs5rKT/EzYv173P5nhYcFT/QjP7fjP7j1ecz20Yht9r886+bzCz7zWzH7N5yXBvZn8p5/ybSrpPtnne+hVm9tcLfx80s0fN7Jeb2Udzzp9P5U5m9pvM7FvN7K/ZPL9et3n34OeVND/F5jn4b+ecf9mKWDe6LLrf2w+3z+V+bDZj/z6bAcrHbN7V8pSZfWqQ9n1WNsTRtcdsfvB/wObdNh+xecfKnzazRyXtq2124Pwumx/4H7M5HtRfthm4nMLvT7U5tst7bZ5g/k35/ofN7NOD9L/F5mWBDxb+3mdmf9XMflOQdm/zRPyvS7m3bA4q+OMoTTaz993vfts+22f7zJ97OYeV9IPNL3F/3+aXuh8r5f5ZM/sJJ/D7c2yOp/e9ZZ75oM2bZH6fmb1a0r7KZoD4bSXtv7F5WfDrzOxXSNpPMrPfZWbfYTMY/Nc2xwP8g5Tmp5Q57G/d73779/WzWao22mijjTbaaKONLoA2n6qNNtpoo4022mijC6ANVG200UYbbbTRRhtdAG2gaqONNtpoo4022ugCaANVG2200UYbbbTRRhdA9z345zAM+caNG/bQQw/Zhz/8YXvve99r165ds9e97nXHM3cI5XC5ZmYPPfRQc5+vR/k/+MEP2sMPP1yvR+lP4eehhx6yH/3RH7XXve519fep5Wl71sr//u///io/XD+VPxD47BHqifjBvUceecTJba29zP/HPvYxu3Pnjsuv5b/61a92ZazJh9vSkw+3/4d+6IdcvVz2+9//fvvhH/5he8Mb3lD/f/Znf3ZXpqf0We+63j9lrGid3HYuT/sDeT72sY+9pOdO5crX+Tfz8O3f/u0/knP+CXdd2RWkYfjMfOPGTzEzs/e+1+zGtY/aQ6/7lPVMK/ThD8/lPPKIGYbih3+UykSCGzfsw/aQRUMCSd7wBjM3REufh5lW+HnoIbMf/VGz172OLihfJ7Tpxo1O1R/+sNnHPmYf/v4ftIeu/aRSkavqJB5BlddO4g/bQzE/P/qjZt///WbXrtmHX/06e+ghX3ZYLgvoYx8zu3PHd57QD/1Qe6srH6qQWLPXvW6pVtvuypex8t73ml17w4fs+3/4U+3aGz5kr/vsT+0I6cQ+0xvlWnOrd32tQhY2Z6SGu3782Fqnr1AR7Icf+Vx76OFP89fd/LWwsDp/3e/thzdu3MhM0zRlM8sppZxzdv/xXdMrjeOYzSxP05RTSvWUcc7P9w6HQ1NGSqmWM45jPhwOrpyIl4hQB5cF3iK+1spZK5/bA/5OKZv5y3mRfyRXvq99hO96n/mL2qvymaap8nJq3SqftbbsdrvmHspDH3P9PEZQt44FlKeyPtZnURtYFno96k/tJ8g8egZSSrW9XAdfR3mntkXbo+MA5elzbWbfna/A9ueL+Ny4cXORxXQrZ7OcWV61H/3lmr4VaB7HuZhpmtOYSdppyimVqg5Pt2XknA+H+f445vkPMpjF9QaELJWf8XZtX8jXkbLWKqnlJV/3semxpit8TNMiu4bKTa4rpewqTXZW76OslDrlNgKaisBjGg93lj7J4TApCcewwmm8nfM41morf+OzOWfpcyeclKfD89ks5/35bQyDWuc0xXLuyp4EU9N0+rF7HeVohSl5efJAIJkkO1vqV1k181enHbg/PuvHspSnY/G1K/PXfZ+Qbt5cJqRpmtykf0wh88TNyiBSjAoAtNyeImdAtd/vHY/HFBzXj3zMKys+KL9IeR1TcMwP3+spQuZB+cD9Hh/cN3yN5TlNkwOqKnsmyFb7kP8fDoem37huLpPBqyp77keuk0FGj2+Uzd8VMNwNQFaQo2Vx/4D/Xr9rWh7TKaW82+26wF7L03JVjj1iWXI5zJOWn68AILqIT53DpmmZjFlrkkJxoIFAiVPuUILUPZjskSbZWVXQyc66irwCKrNZ46ZU8zXTVXf+WpqWp8nxUhURKZ9mmDRIMvitCrqTFNdcc4s8WLjTeDvOSIoavFYZlmskqoaHRkRAMcIU561TShkb4+GONtsT9xfLhUBxPhwWnsdnZyBYgAHqc6AGLByer1Wg/RiypwBYx3gZC24sFbAN3lRwDaDSgchtBJP8TKHeSHYEqJKdVYDblbPQdHjey9vNq0sZabqVb67MX1dmQtKJXEHCmlJRJdGb/DG5s0UipdQFVJwHipg/zBN4iZQy31MAAt61XK2f5aAWkjUriSpcBgAsL5ZBDzSywlYemT9W3syLEtJBthGQZrnrGIjGBMrlullm+/0+7DeVIfOhpMB6LS2XxwSgGFmNWL49AMS8aB0oh8fWbrdr+knL4fo5L4NJzct5Iiub5qFyvy9fAUB0EZ+bN296BYHJX7SyAg61htQs3fkrN+kraFojUlTTeFv1da4KxKwqXea76rT9rKyYz2RnebTHczarSt0pMNVokYZjBCN1sxWMQRDj1pzzbKlZqyMSIPULpw2tPREJWAV4jvrpsH9xuSjt6ZU9jbcd0INCr5ZJ9E/pU9StTVXCNWeFG2+3QIiouZxSFVStP5Ho2eKzhmp6lioubLdb5Czy43Ka7gfQLsAqbA+NM7N5HK0NH8jsNfba7vx1NSakKpdFsaUCAPQ7fqsiW1NoXjBz+b0lv14eVvKoX8GHWl1wjxUN8qNctp6w0mN+egoqsrRFipEVOPhRK4IqdQWaUb9EBLkyP2yV0TKRTperuM7D4dD0F/e/ygcy5TwsgzWQegxcMsiLrGsAIDp2I6CkFj9ttwLLnuy1f7kOM8vn5+fN/UheLE/UFY2DCADyWNNnQuVQ0r4nXwFAdBEfZ6maG7vMyGWy15fxTEpYs6wRK47IGtMrI43PVsVU2SQAkFKuy0PTlJtlzP2+ZN/dcnUc9i9WwNW0g5ntMQkEs98vt0vdvCTDOBW4FcSgopYvWrHhqTOHwYoULZ9FfcQAhwEnN/1wKOUJPw6cUrnoW7Olj1Oa61LQWsETxoKbv1pwMO2fqYCxAkc3qCYySy5ArgEZDCizl2/9DgYYweM6UQXyLBRCMMnO5vHRQTuw1DGITGmuJ1oar8XwGJ+mau1DX+aUFlGUdkH+Zq+9+st/qnwiS07PihXR2r1o2aRnnUFZaxYVVoa6DMLt0CUmlBEBPG7nGojBUhtbd5AH5auy7ClfVebcrkiR7mkizDk7gMh9wEo3WrrjeiMlHoEQBpQRrwxEGGRxffofec7Pz518lQ8AYB1HanXUsav9q+1EngjwRstrLHO0TcuKwCoTW1F1HK1ZK6OlWs7PvGH5UcblAwWqql4KJmpMxNOUF6CQ8lEU1b2dUs7jOFuIqvy7Ome5vn9y0aSiOEDTeHtRxvBRKgoeBgMoYpQbTF/O9+ro++5+3yy/YUkx2Vmtn93CGlBhj7UXSTZOLuXCfvd+x0b1d9qTAItgw+XbtPQrLjRKPCUPYJCxtC2PYwPG0P7aptLf2Synw9O+fwnETPtncjbLh/N3L7fZ0nd4OmezOV0m0AUL1TRVqyOD2skei/3m1EKaUp7sMQ/20XhGxCS0CuQZWFGHAUg6wOyrrG1gixk/e93nYbrlnx95NtnSCBksILM/f12JCSlakso58wRclU0PhDCxz4ySKj5V+JHiAS/IP3dCcgoo+q8ghBWPKnR8Z2XNbVY/KOaL62OrBZfDFAETLT9SpvwdilKBFa73ALKWyYpYHcVZdpFvD8uY5ceARpcYOW0EJK9fv+5AirZF28BjhkGzWuC4np581QrGfLHzPded87rVNZK91n04HFw6liHLHuWtOdLrGMV4UFBuD5Cj+rVrN6vSdAog56o0p/F2vMQWUUrNyz3fy2Z5tMcXoEHKoAdgoKtyfbYW3RYpomki4GdWFeXh4IFjo7CmW4veJIA2TbnLXFXeU65LNdWyFgAzV2eRL1vg2kStHOGsLdNXHnfPLQIRIfHyGgiWn2nK7bohAdfI8sVmlSpr5GEk1nRUWxZu765/zwJ0I3AioA8goYhyAZWwsDJQyXlVxmi+Ak1cqNfwhYBVQ1Sh+gw2Yw5Lv5y2yK7WWeZIjGsdw2a5Wry4gup/yNZQs6vtqH7t2jUHcthKsAiRGhlYcPg+FBO/HSMNL6fgzZyBmipa0JqPEX/WwFSkoJl3VkzcNtQf+daoMsN3lsExAAp+I9+iHshEvdhJp2081AE8uXYrRf5k6pOm1qyoD7gsTst9wdeZZ5VFztkBRZZ9BAq1fZFfmMp4DZQwIFM5RZbVNbDUk00EJgGq9XrP8tbjh9ukzwTz9SBZqsxuVmWCyVk6YvnKb8N5WVogQVbAdLCnlnucoWjN/X4BH9Ph+UU5UHG13mAJpxaNN3az6lPiyqp9Sm0MLAfseO+sXwUseW1LNwv/Znlegtk/OevE87fHZjClojxr8eA3AEHckGqpQoNJBu5aT7ClTQBW6izP2VzWoBOcTxMDipQ96NJ20DWI1gHFAqiyWbgUplZJwoNLfwjoqjKmttZhaU9VXzDmQQxU3mJF8tLmuYoZAKWgnEzPHluqioV22r3Vj1/OJ7/deOBNIuXLlbZUQZHo5L1GPQWFSTxafkIa3QG22+26S4qR0lQ+WGkwKOL8nH6/34eWmCg9aM13Sj+4zxYClmcPGKAe8BQtC2o+bgPkEO0w6+Vn+SkAitLxdbWuqDWEeYt2N/baxfe43jXfoqg8fOclOC5H68Z4VIsa88X/dbz1gBr/5vap9YnzqD+YptU2q8WM69Z2oP0PEqh6xH5iNst5Z++YwcD69JUVH7llnjKxN74u0CQCQswWq0tXeYtyaJgpTOtyif7H990uVqw557COqrDM73xzihHAARbe3XOLbFigSZYTSSEzT6HTvLab21/kXoEhA6RGsNKuwnvdBenmgT4mg6MarCAuDQEIZ6TSwSOFal3194pvES/VNiIq8hYXKi/DvFipDvsXuw12BipqHIewiIY814VmYymYC2Z5sQxzSo2ligurLxW8bTJ8oGaaZXGFQRXiVGGyjt68ez5FkaVqTYnjPxQHbzVnJQhl0FOoygNbJZR/VjzR8o4qHuUdZTBwiHbERcBPrR49ny5V4mx16S07Ko+RktVrkfKO/kflMH8MwhVE6tKvWlwYYGkf9PoQAC5qd6/ftG61YHG9LJOUUrUAark9cKjjYY0nLidKr9a1NVDN8mR/Q22b1vvAOarfuFEVRTNVsBIMSC1VzVuxlkMAaZpImR0g4xxr8jWkB+UiVjSqrmbf797PGGRRXBGvlD9Nt+pSCnyzHFAIQN90eL4FVPaYqxv5nEKGDKdb80cth0pAZASQqgxJjtOUGwWuvmCTPbY0jFBEI6PScXV5sIDIdHh6Lk9iMPGyVl0anaamD5oQB2je4flwCCpoUYJYMMa0bAYwzrLq5rAlvVq7MOZ4mS3Kx6RuWo7fEzYtcAX1RYJ2CtZ8XUCVs9ln/UDuzAf3f0Ki3X9OOGKFOLY9H87D0dKEl6N/q+flpsji0fMHAo/6P1JUar2JgFfkM4QyWfGyYzKnZWW4RupMrMovsv4wEFsj7Ru1aiggUFDBoAP1n5+fh+3a7XYNaOtZjtAHCqgUkHC7kTcCwr32RqTgrQcgcZ8tVjweeJxoWWbLcnevn5RXdWznutRax2Xwb93p2HuhYEJohwcKVAVzGIMFXfrqDRuAjY4RohasgSsh9upKAgd2BnSsMPJymXnt6Z/KfrFo7Hfvd3ld0VKIGG7qLsLxcMf5r0RgIKJe0E7BnJnBiFmel4COUSBwKH9nVSwgCXVw2qrQAYQ4HIBWd/4lDn8hb9gPh8NcJy+xIjyGPbXUa7bELyvyYatmZOU7RtO05KOVuEUmBKxyzksn7/euLTxWIDuA5ArYev6GjW7JC1iWzq+gk69TPv5Rl4j5QaKymnrH20W+V9hSpROSKtecc7Nkx0Ai59woop5/B8qFEoomfo3Jg2sR2ImUMCseBkq6JBmVr3X3gJJa6KZpcsth3F5VilwuK0TcV2tOIkW/ZoVQQh1Q3lqmglfmAfcBqDhfJPsIDKNOTq9tUECi1hl85/sqq2MgVtNHY1Fl2bNU8RhjcIgPA2Yeg9rfOt5wj+WlPCm/x5aHUbf+JgD7wDiq8xzGyqNO1rhQFGNVMmSZgR7a7eL5nP2epsPzeW9vC/2k3LIhEfxqcI9xVqN/tMCUll1d4fyVF9CVc1OHPiKNEi4Wl+pXlSihE0Kq/1hGChRq4MdSedo9sShbKWeNahH7Z6oM2H8rctinJs23YAFRUAvrIAXt1Gj1kK0Dh2hvEQAsXDymqsxJSOM+edkCgJwYDZ+yLIB6JaJ+2j3h8vF3N76LPFMqDvLos5IH49kBcFhU2Sk9JQeAo8517xbBcnfTBtodmPNiBZvssavtqO4npEVZqAJh4DQLaFHaOS+WKi6L87PyhbI+OztzZUQUKVpc7y0/siVJYwBFxEpK23DMv4wBAy99qfVFQQBbaxQs8H9eMowAjOZjimI6sVJmcKFlsYUsWooCOOA2cDqNVaX1q+wQy0nbgu9qGeT8aEcPXPTKjfKAfw6tEFFkmYM1Tsegyh/puM5o3Pbq5HJ07OCjY4v7utx74CxVVVmogzRulBl9mkghleWenJdQPMhSs7N1gqwOh7N31Z1vXZomx1cte1p2Y2ldVYFBYe33ftlNKaXQLwcAYBW8kLUCDvrgDw2tYE5AgNtpGFlgqA1191uxYoRHqbTNqmEKEOATsoRvGF/jaqF8a/8qes3LLjtuV12uNFtigAFYpez5Rt79k3lvb3M7O1UWUXBPtfqt9VM0LjOBP02rGDIsj9qOMT0dnq+/eWmb21zjSdEAxjjQ5XClWlYBZDxuWAbOt44EBEvlK8JSpYrumGJjxXuK/4cqcFgDdPkPPKhi4Py9nXjMUyLgwBYSbg/q7FlsjlkCQAAv0ZJOtOTF/zUkAstAlz5VHsor162Kl9uoCjeyxK2NAzj7M+hSq1XvfD7lM6XkLGKRrFUOypP2VWTRWpMXyz3nNhintj9qC29M4Hxq/Ywsq/ivluFouTPqR5UBrunxQvIcPlCgiidjVZ5FeDVcQFVksB6VC6qcXXa2VI23F5cVN3+VL0AybK0Bf6gD1hwiwjELD+RIowoIX5yjPd0H2Om1qfJdrCj789s+3TQt1gEGommpYDzc8c2ocxU1CM+t7viiNigqcpckvkXkt9N09/hsH7jt9xVj1dAHKTlfIQbPNX9pj7MIprQEZmWfJi/GuUyOH1Wf+6X5qEuBczguA5lVuY7PVoAcjhnHFFabiAfZcch5u7wUYJVzH1jxmER6BpW1/jJOpvG2A/Q8xq988E9MuuxA3SNVLDzxH3u7R/7ItwnXNK5OtOsLdUNh6bKLggVWXKxg1NoW8RrJQq9FAILLjBQzW2k4CrpavFTGPSXPbTwGCFBOSqlZ0o12DbJM0T8IF8GK/Pr1600ZCohxXS1vvRAc0feoz1CHLntyf6ucQNFyXBTPTAEMA6cIUPUI7edyIvAZWWKVH+WB/az0pUf64YFZ/rtx46afxNcQBN+GIoJMi5/MscyCFXLOtDtrd8tryMBckFJ2wGs83HFOyHwwMTPMwJEVsCpPbWeEL91v2qlX2XXzV5A3pSX0BJIWIbjYUQIGMwGgRjHjf2HEWXaEachov3t/DC4IzFZ551x9rNL5lyxYrQT6NMt5vP7VFUBXcEFl8lLhaI9XgNfwkT0gURlw4Fik0f7EcmmEnyKZ8VJmOjztArK6Mhy6obFrT7X+UAHVtsB6KKEscKu2g4rSbkZZ0zTzjJcNZz2jZe8FgN3M+SqDKlhMFOh4Qa5bR6JJHNeZekpr7gh/JqDWwaSKjOuOrFmRAksE8KI6IlLlivJ6EcSPlaW75dgqxXJla6D64kT9cmxjASnXGpuMl2dBvISoMmcZYilXY2dpWl0a1T7SNJFjP4+TCMAoyNUxqjKJxjLkobKNvjNIWpO3yl3HDKfVcRuVq2NEgT33V2DVenAsVdeuNXEfwz7gXWiiqVzEbl0+DEwHdamMll+qkuY4Sz0FVe6hHCg1toaw0qlF4QgZWq5y0cyPUKOgsRw3PruskO2fPL6sWQqDhaMqa7ZU5Rb0sTJ1omH+JVOvaaj7/OyDvvDDofKhy03ZLKezL2r7eRzzdPbH5sQwQ6bkwlHk+rwtlxygBWBMi9WrkQ/xhGVFJQCqOpbyMpx6QyrcQJCSAzUhiC1fx8OdbtR0vlbrh58cYprtU5MedXcfAXp5MJuXa9kqWcd2eR64jVfaUsXBP3n5apGNV3JrSkYVfgRs8L+nLKLfvTRQqvBR4fLnzmoBndYfxQtaI+Rl/qP2rQE1TddbgkQa5otBGPcN54uWGXt88K41Vsx8bIrG9mI+uQ528Ob28bIW91kPqPesWdxWXtaMACTLlAHp2phgHiLroxIvk3L/RX2IutkaiXu8ZBqNHS0z6nf2fWPilyVO/0CBqqKhRnu88TFh8MBKyt3MS5omZo9YPThvtNTYDBVSRs3lAkLGwx3v4F6frbCoVsGpZesIsW+XyuQYFozqn6blR+Tj47bpszUidSqk38d4OT8nHjikuC278NBGBjaOTwZxEoqgyheAqdyfphlIMF81fbGwuRAIkE8Zh4eD1FvRUCOC+TeF21gDR/jCx8b05Megp3lJCBqGe/Vw6jKH1eOFyM/NvbCk3PCpz07tP23T+KxzUAcPa/PXfZ+Qbty44ZR0ZH1iJbZ0SPsE68TP6XrKIvqu+Y8tw0RK75iDOfKi7ceWAqM2QElGfPcUsZbB/6N7keVB41xFy3woTy0UStyvkEPvIORem9bAKPIoaIv4Ab8sC/WzUz4iwKXl8fhWGam8MdbVYhq1GX3R2wUZpe/dh18Z6tN26DOqsonaqDxymQ8cqCogxyki/c3b+hvtRNez3JrI2VyzrIEmqibEDD3/r0JHpjDn/A39fDTyigCWKCgl7h3Lj5/1VrAbktNXXyg6BLlBCvSfZVeBidA4CpiElarOmXEfNNR98RRW7ayGYohAbwUMua2TnfRdvUjYA+hYstQXgqAvUD8uT1PcNIyXcczL2Y4Is9GYEZcyq/M+AFSh8fztPgtXSp3omsrtCQBmc0IADe4rDargU9VTODqRq6JSihTlLDOfZy2mDte9Zl3Q8kHqsxXxqVaOnP3yo9anwCNSbtqOqE4GDUpR/SqTNRDH9UcyVDAT+bZFZXP5d0ucB9Yv5TXndvmYr0WWvMgyiftaZwREe/Ja44FJA6BG/Ku8uCy+p5aq6HlQPzUFUmqN42c1Wo5+oEDVjRuL4oJYy+xdFdg0LQqjo8R8AfKb89d+c1U5HqAfFDM01VD5TFg+6i0R5ZRmBU+gqLcE6qpIyTvs6zLfGvqYJr/NXdJEASQrr6XY6F79J4CPgUHlldI7GUXU6KIVUNUjBTnFNUJxB4dSYGyg3yvgwhJxxBz3NzqVVwGCAeaGNDma1yQagPVwcMcxNVatoI+xM3XcJ887llVx2HT0QBCv45j9pgVutzybdbzBx6509pUGVdeuXWuUy9J3y/fImVYpUgaRZYcjqUd14XdkpVLi+FAKrJhv9dvpgbVodxYviUXWrV78KPUtYyWs9aulDO1X/iKK+g/f9aPtWwNUaxbCU3jSPFF/an9E4yzq28jiw33F13UDRsQ/86AgGYc8a6wz3lTB4EbLU3n0eGQfq2Pjj+UZWbg0v25IeJBA1SOP3GyVQfbfG6zQQzoROhJld9jdahR6VFSET5rH5XBYFI6YmSqggvKhQkKrUM4+8CQ1AfxO9phffmMkFijSCoImitVEjtxIWy0fvAREMgvbTte1/yA/Vwzqonhaq4BKBMRYpEkbkYAWtSxWcYmfGwOuCFi7OE9ad9Tfdf4KeKb/6lhf27t/Jh/sKe/3lFLOh4PrfjISOYE17Qoc0/PhUP2r3HPIQrfleCeMbRcBH+mdsBYeWCxXGlSxQlBFoMtKa1YYTgeCkgSxMuwFWOS8atmKFBHK6lnOmAduX08hs2LiMvQsP6TRHXu4HvmhMS9qTYgsXr02KaWUGmDH7eztrFyTP1/Hf44y3vNT0mW6nhVnTebKT8Qf+kD9qXp+gRGvURoFvFiWe/jhhx2w4bb1LGoMlDmPWiQ1qrw+fzpGuCy2cEXPZ8/69SCBKrObi08SKYEixCLDVg90BoLPKuPlsCvLIAVYSRZfFDsPR5G6ee+5c8Dx5KJco41kjWjuRX5lh8Mcg6gAI1cNLA2i5KsvCwOrYGmLgZu7WZHc8TlsGm87fUp62C0b1t13KpOIBPwg/INjScBhvVGYwPEyZnkBlFJF7/oae9VS5QwLuYIdJWcZWwOBOc9O94g8P93Ke3tb5Z+fk5xmqxHwNMucN0K4vphynnZv9R1OAnKAnWVJ6aoPFgF91/FOxy/5WQZXGlRdu3atNiCavPXNnf/r96VvWwdeUBT4sKdsoyUYrY+Dkeq9yErVA1W9tiCPWiRYKfacmiOetGwuS604vWWkHn+RLxCDWPyHou35KUUy5FhcDBIi3yIsOakfUdSeaExFFFk1NSYW86jy0bHN5ekSqfYzgBVbvKIlZs2XUrtTkZ8pvr/f7xvgHj0XOcex3SIZRkufoAcJVF27tgT/DJ3MxyVqdE3Yfq00TaREgp11h92iQFkZOSKAw74hDRDiOHWB2aUHAroAMbrIDtzT1FhSnBVKsq+FmKhpixJ3+QWkrD3evPRklqtTedWxdjb7w6Evz9+8lAnN3J2/5tvsC8TWPMZ/NW7ZNM31EF8cvFOrQjnHqDlXj8yd3FaPUGWM4Yeb43wijlGFy5KlAioGWrV9bJGbJgeU6njcP+PrNcv5bObdneenD0ap1w2PDgKN4l3h9pUGVQipoIADwGgtzAHnwYSt+dUysObfhDJn4aUmjQKAiBcGI1F9kT/KWr3Io07LqvQiwAeKos0rYNQ0SLcGtjg/77pUQKrAKAKJTJHFDBaWyMdI/YsYcKB+HR8sdx1HET/aRu4HBiy9JTQti2XOZfeWnKO+1aVTBThcNstT26wgiWXF5aksTqFe7LkHDVSx4mGFiXg9UIxICMsIwE4Rkn8jx4RPsouMLl0rAj/zFDy0Xuff9F3r4N8p5SbcwtJYz6ujEi6eq3aAbZrCtml+ZGZfNWjmxsCCZ0d2rnE9bI1yQBZgDHIDSC1LTIiFxX42IPV1w/E2CBtQxwKlr4Du8LQDO9Pkx4d2IQMXx6vQdP7mBZwx8B/HhV+AGQ52WucfEZhZc7YfgzMWydqwcKLjzonGaPmNXXiVxemWE3oNVaEDNzvRnkTBhsCc8/r8dQUmpGurwAjKR5WWggJWRGoZispVYkUTKTBOo9f4+7E61KLDACNawosU4bF2Mk8MZJg/VuRRjDCUyZaGniVF+ehF0s7ZW3ci8NmzwHCbIl+vyPlaZcP86rhRqxbzzMu8KmsFXKhzrU+macoaYDUCmeBL+zOSgQJ1lk2UJpLtmgVV29wjzYsXAi33QQJVZjedJYoxSlXYh+cXRVn8OqrCFDTmulbAjgMzkqxRQAGFS3b0/VgdUEg1TVFytbHmfWA4Y+SHxTo0BIY5VwsEwE61SsH5uQADpyxLgePuuRqUkvEAg5EeyGrkSfKp1g5krvOX5yMMexH0gQNPKKgRjOeZ+8rFs5L0AEnT+ZvrcUIcsdws8EVj1MvX0FYEwJpoqc1sCR1BZbj+3j/j5OWIylD5aBqUq+MmfATk4hqgih6dyBj5igFVTBFoUoCwCKIFO717x3yE1srpKRwlDf/AadVfJfI3Uj+ZnpKM+FA+1YrDyz8sS1iCuA3Ml1oAI34isNKTD9/XsnsAaQ2o9uSC/Az8kCcK7Mkf5glLcBHIOQZElEf85/awhY1lwrJEXcwLk/o26XInX2M+md8oD//XvHxfwZMCeJHNAweqlFjxuSUks/DIkHBGz17ZHpm+1gFVChROkGcc+6AKH8YSZrmekYell7oTD2CTlfwa68pk0Wg14jgAHYFUpB/P3+7bQXGiGIAEBoz6I6XFEqcH6rJ8nBwJZU4T+Q0VYp+wsNFHgDCEqDIPgSQ+OfvYaPu9B4ygw2EGVMqDIk7mk8EV8egOxJ7KGX18EDQi3Z+/2ZdNZbBVMTJaRXLUccOgzgG8gNyYRr9T0ipre9wxdKVB1Y0bNxqLRaSEMEHDWsAT+iKgVnCnKN1TqFdfBPAYHEXXVeHhu+7u653BFvEW8YQPW4W4PrZMsP8LnPjXfNmUGBixb5GWgXIZ1IAnBpIKLtdk0eubY1agtbGhoEaBQc7egqV1q8WN640sb5EFMLKcnWKp6skysoJyWcpjz3LFabiOqL0RCC9pH5hjah55ZDkUfm5zq4NgpamH6ObcWixmATU/j+ncU6iH26IdZQAiuoQDhewAByl7aHnEQ5oOz5/Gf6TMiWEcSox6Kl+MlMgBhn3O2H/mGA8AAE0sJLYa5ewd6MFvWaqr1wlkORC4hlblGiyBDCoBiJDcRUxngtUHPlIlkaseMuOlVZQdrZOBzwB5uA0IJEvn65ZS31LFFig6KJutolxtBes5u+VR5nXV928RrfuofCurAi5fuzJ/3fcJKXqzjfxscvaOr2qxUmWlSlyXm5R08j/mzB7VyTxGyoiBISsjBjoMcDgNrEgaHDTycWHA0AOn6vOEstmh/BiYi2QI2u/3TX8xHxHYYjmwQlfrnrZf+4fbziBDQcLark2UEUUK5+9qqWJeovMBNT/LTuvQz5qlNGqjAmkFqgq61njl//q8qgVz7VmkfA+UpYoneygB7WYoCJxxVsGJJhAlm1LOebc7aqXiHWkRIIJia64TDzUWkIRGwL1sVo8ICZV1SguoMFryK/GsGr+nnvIu/1UxNsfnTLeWHwVQmRVn/rucv3JKtZ7D/sW50rHsZGP0gjYG/NYqp2lZrqRrStWq5RB4WkAUgFVK3jqXyYqiR7RkKhMhMwLQlnNuUBmPiV5g1qaswoy7DFnS/wjh8HMDPuGw7ixV0+KwjnY3ID/gtVZH9Qo+qgd6M6Bq8K8Atit9TM2NGzecHNYiiiso6SmNtWWU6M1ZlUPkYxS96SM/8w5FzMqH0/FuK1xXPyPUDUWLPDjfTn2cWB49xdwDKWphOGYZOgVoqcx1ua8HDvh6tJNQ86hDOvLrbjkuX/t4DcT3dsBFlqZe+/kswp7Vp0eRjPi79tXajj3wxeNNl1V7vIF3XTLmscr5ua34HgDeB8ZSdePGYqmapnVdzjuKWMfUg2THsQKbenO380rW9W+pF35ah+cXS4viFFZstT+WNNUaQIfKNhVxA4qC5SU5Z63BPFOWBg/n765ZUWGys9nhmbfCMxXFyI72UH4VVNjjMdBoNOPSzjWqQJCOWqnO66T0lU/u0CoHcnpXQOLwJO4VnhsrC4MkpEFcpsBZ3lWgDVaAoy9UZfyZ+ZifPWDUpR6QQ3NhvZWl4qYK4jPCghxmo8tHAfgNKKezJ7kAZxkTlDX/vOIHKoPUKtPKJjV+VTyB67JHqgPcAyUGPpoX+c/OzsL6UZ4qL1ZwylcEGFQBMTDipT/k06VBzsvtjRS+5tO8+PR8crQsrp/bwW1lkBjd71mHuC7mR61uUOQaHwv9HPUfZIsxcP36ddfnEU/H+IxkjusAdxq08xiIWSuX70VAh9NHOze5bxQQRTJQsB2Ne4yVnnUqslQ+SJYqzGHNslDbcVXP8cReJ/Di5Kv3c871aJKqBEr0aKcbD88vx3nsbsXgAYBKKnCXsGZWtZZUxDutyq1x91wtYJpyVf5sqdK4UzUv6X5VqKx82ceJ5VTBS9Eb1eCnDs/Szqowa0XzByEBsPwHa5ETxQlLt3WplxuHBtb5S7KmVBFD2j3Rll/6bxpvz7vg9k/OQDyKG1aZD4jbHQGllPLu/APZzEfdQDpnReqV3wFg9VbZQFABZLGMOaxH5eh4Ge3xKo+aTPqcNwwwUHb8jM8uy+BuxScvjMjgvNKWKkxIqjzXltp4+3mkfHrX8Z2tMKqIcs6ripnr4O9Iz/UyAIjAkFqMGCgoWOLrkZKM2hxZ6cAXg8BpmtzBxj1lz3xr3WrBUP8jpNd4SbjHdUbAOZJntMMv52VZT8cEgxAGPHz91FABTGrRZJ7YUhXxoctmXE6vH1RmGnZEXy40n1qssNQbAVd+ydF+4Hb2ntseHw8cqEq0ZKNRmmdB1WvOzwfBJCeftAcwcs7LmXvYOq6Afny28lJONWmJX7AowOLu/ANLxQyiAiabuELoY/hW0TIOwBHH3XIAkkNMpOzu6/EzLB+sbiEgJM5X7D06KFOtcgx40nQr6zTACt35obGcqFIsQzoLCNLKkmeDP0i2XD8SwippNgNpBuop5eOmOCWxELJVcL97vzZtsQaOOX+GvVD7gxPpbyUFtDVG1zj68BZSDg9JVDza4zUwK4/TKuYCjmudUl6VHccJ08ZWFD7T2vx1NSak2sDUVTKzkEaXjhV8RGtxfKKz2LheLLXtHUxvCfmRHo70qlyV996bvSpKBS4R2IwUNeoFwFFfGtxbC5IZ9YHWxcuU+ETtYuubWocYQPLyqCpw7Uuug9NGPETWPA7VwbvvTlniVHlo8FHci2SC+5HvnI5tpWhpmeXBfRhZ81Q+0a5TrS+SJX5z//csffo8l7Y+WKBqbuCiBFJqdErjBDvNfjeRRQXpXpjeuVxg8A7/KdLITvzTlM+vz8uAq1NYyZ+mWzg3N+/OP7CUxWiC+IiAAP8H8GOFDyCo1dflzmJxYTMIwMVh/yKaVcsa7fE8jbeXo07KobqNJSL5H64uWGKLdbHXrmmSoPNQzhXdzIwxyDnsbjVjgGW4CKCMFQGbCi6naREAwnTUug4EqBQYrFGRB8BHFCg2AvjTlPNbxhfym+xN+S3jC8vLRBmHXRYOBx0qTiZ8uDLjGBFX5ccByuJfx+U2OxtVuKME5m1eCpdrzMsrBlT5xrQ+TKrM1drB/1Uxcb4or5bbU7CRwzuUHAMqBVKR0lPFyAoL36GUcC0KL8BtxXWAEpUbf+ct+qiDlagqUG4rZBqBW1XAGqmbl/ZU/mwtU3lEslJwhrQ9iwnuc9lqNeL6jlmMMCaYd+av19ca6TySWy+PWpSidjLY4/88Jhjcrck7kn3OrUV1jRflx8x+IF8BQHQRn2gO05hM/HaP643yEW3zwvTO/CZ70wysYP05PO2Xw0r65s2+aJr9+W1hLC0KmK7hPwCVGTlAF6U/TbmCkRrRWsrmRrOBa5pyE5SxYiduTx2TpRhqGytQBWuH83fPdXbOHnSixXNWwCyXz+JAZo5sjjSwkGVo+ZwXv7bxdh5HD0bCKSQAZUisgMQBGwFfDuwhMX4IIAgppeXolgKsUHbPLQttfcv4wlJNBxRWOhzcLsEwTfY+Vty+6odYlgzBVLUeUt2OX62E0FHlh48dQhsnP36ZB7PP6s5fV2pC0sma3/j5Pys8/D6mWDUNx2XCvWg7OFPPuTkqmxUfA7VImTL1ymSFxIEjI1ngvm6/V+vSNC3xlxgg6U5ClaEqYPZ96lk6sDSq7WGKLDv6W2UVWax6oKP3m/mKrEeRlUnLi6yP0ZIa94P6WvV45e9rmyBwXa2iUVTznjUuknfEH0ifCSYGqcELzoNnqcplvgYAkiCYZIAhGVHGQLmypapG8S6WHVhvkN8daVNRECWZbuWDPVX1eOOIXm8kt3zFtxqfMB1HolhhBTDLy/Z6O/MH22bPCxztFZTmqcQ+Kr430zQrwxojq1jH9GifCGA5xU+gonks0uIHh+kKTtIh2Ah2kHVBRi6WFGYwpW4ogCh/AzwPd5ZlMPi1SUR57iPlRWWu/TAnnAVSQ1eE81eH756lCm1Pi8xyXoCvW8IDcx1qANsaojwc2mCy/rbry5xfQZYqtRDpDrfIOoT7+M1KVhUZKzxeiuodoxH9hiJkRaGKhxW0Wpj4e9SuHg+sRDWEgC7F4Hdv2ZKBgi4TcZt6ipTlziCkt6SZUsrXr1+vfctyRDncR1wP8xDx0/ODWuNf69Jxx4AKvLKvEnjXdkRtYJCq447l37M6cRlr/aHgW/uj9/ysjXnuw2MANVo21GdAn9MHEVRVKxSWlUjZRcq6CMpfS6l1FM+tkgbwcO8lK1q4FjfdmhVFEOkb9VeeS5wpsAlrBOIIaePWQACUeUq5LtGsKuz9i015fJ8dj/M0+SXJKG6R8lQAGqPEKPhjTsktK6KO/b4DKt0cll3/dZrS+G9VOR2jMhh4ibTKdHzW9Q/ACmRWdw4WH7RatRwGDmdy8AsBjLvnqky6iHFJvt6ekghg0gF2QvLNS8BK/zpAFTCgfby2qUEtYfnI/HUlJiRW0FDyPevA3LBF2amS06UOTq9vzT1ldYoiAV9cR68uVXpRuzjfKcRKnhXoMUdrKLVIEfL9NUXO7Y/awe3B5+GHH3bX1/iPeOj1U6+9a/kiq5Ra8NR6x2AV9/QAZeYZ9Y7j6JY/1dKoPAbgw7VRlxI15ATkymNsbYMDp0Nbjo37uxkfvWfAHqCQCvMcNs+mh/2LDSgKARUpizxNLpCkU/a1fxZlw/+7XRAokyYtmwTyoqcYvLm6+CgUAYVc3UmAIOdmGcdpsZVmoRIAtOa+MtQjNh1G4KcAFrOcx9f/8bZY5bf8rvGdThBKL4KQ8tEQgMbuiQqAMf6qjBiQwIo35cWCdfZF2SFz4pfBZ04JJwXVY39cNzF/8pLQdIOYa52lsqR31tsCCN1yOgqV/tWDqnvyOwnooUx6UaoWPzu72sE/EadK/TMiXxMvmPkaK7aUkrOccFpWfrrMF9FanTn7pZ01fxVWsPw9IlV+p/DEwCay2OhvBZTRzrVe3rsltFed/lWRI10vPECkxHuKHfnWgDPuR+fvcX5Oo0f4gDQWFufn9mCHXc8yyvKInNb5O36rvxQ790cvEZGctL0KtiLq+ZlxZHntO+6P8v/BsVRhDsOkXkBRdZiOZEmghEMNNMojE7gp0aiheI4+kppAlV9RTLzEpz40yOLASnd+yo0v2So/4AP/nEZt81RlyFY2BWBq+Vup+iRKKafrZTdnnb+oTLGi8M7MmqijxXvA2F2P8pZrdccjLYfWpLxmSf1ciZ3DuFwGQgXo7O1t2Ww+ghF5Qnky4q+Ddlp2Morlia2tJF4nM7YeNkCJOoL93jQGnFI0zHKWmFyZHlEOZlteAq60pYoVmSpWVTAgBizT5A+n5Td7zsN+RhHoOkasxFlRqZ8S83dKmaBesE2k6S2D5pwbMML8rm2pZ6tLdA6e+qz15NSLVq/y13s962GktPm39oGWifuaT3mOwBLK40jqkaWoZz3V/oJFi3lmnrR/2A8parv6naE8toaBP322lJgf1IsXGk3PY5v7CB+OxN97VrgtDxSoKjN4Snk5ooWPFeko1JxS3WXFSrQqIR4DODdwHJsAhrNcm+71xMqZFR5FdmeDy8mEisk6F+3w693LOfsAmxF4oN18TtHBuQle4azUswefa0p28TrvtC3nZgulE2fUfyvgMOcWf2i5LnvAeCizMp6Qd9w9t1RG4DWlHPNHQqrR8wGsSmgFtaBGoNZZmpR/9A3iqdlTtXyzYunF80ShPjpicALDBgHHg6+2Jq9NKDfOz+drAFbcDwwwwcSVBlU3btxoJl5M7qrgoeDUCqB51UqhSxsR+FhTPkv/pfA7Wzp6gEoVKderUdY5D7c1WsbhNFp3tINRl772+33jx8YKe81amHN7XmHUvh6pTNbyRn5fChzW+IyId1LyeALY1HhXkd9SNCbwn+XP/cfADde1DgY5WgenZTkAvK2FUOhZrHrWMOaJ5cVjJLIKHuuTBwpU3bjhdVJKjaVKlzfMcg0yebCnvGXDzeaUgbxmFWgwXoq1j1znMUVnrfUAVVMkL3ESuIkAldm8PKUO2Ay2OAI7UwQgK684PobNawSooDxXrXpkyXGVHDN35ECcUOaBCYqxB3dxBKJOncIAzKuVj8B87RIEZS3pKqCIItgLCHK7MtG/HL2dflewO0lX0D3Hd16ACsqvGy+c9d/LLAw/Is9KHWeyuxPyrs9JuYEXi3P7Fv9ccFqhKw2qajRiAUM8QSuAipY/esoNk39kdWElEll71ihK0wNUvDzIAIn5iyxoLBe0U9uhlguWWY8nBqDIp745a2clqnWF06J9sFgckx2HuNCgrJxGQR+DbG271rFGLF/2qdKjihR4KUDnTwSgeKzxdwUkuKcAjstWq14PqKnMe9ZILSM6EzGyGEft5mdv7VmyB8ynqgFVVXvRGzcdNQNl1Rzem7PXJKp1GwSVqyKpgUTV4tOhnrKL0jmMwB7WpW4sCUU4pAKj3Vsb950KCCQzg8aIrwpekA8gr3zws9cm93iopWoc52jd3ZM9fDkVUOl5fZRG+xhLrgxoQ4BzhCpgoEOcwXY9qqf0E/jY29vC/mJwBsDFY7r5jXEtDv4wHPKLQwO6Cr9NeJCu937O6fB03tk73LPgQCyuT9Ni2a26LhjHtdHZLylTF/Rw9ZX2qYpCKkSTNb+Jq8JFmt6Snk7skYJDWWvWpsgheY1YEfNyUk/5qIM9tzFSsJF1QJcke8RyVDkzyFCKfIy0P/jAaO0vbq/60UXWPuRlq1FkpezVgetqceP0nF8tRSx/rpfLY9mx/KM0utzJ/KgvlVqqtM+5v5nPKFQFgzTd2MFtZUumUm+8RzI9lt7Mcr4CgOgiPsupEK6RTfDEw/5Fh41ACFDYHGDL4EqvqyYmJdhTBGoB6KbLtciazSy7uFUVMKZFd62ViXAQrC+b3XZ4BktaDeKpInDyocbXY2aC6Q+7Hx3IEZTk9Hod203Tazr8rnGqAqsTW4z4aBYAigZQFQYaACD84DIuKr7I0+QseS7Se3bDp8q8hmQo/du0nQCI2xXHQGx8NrRUuWFbbnDctGm83USTB9jb2TuyWVmiS6l7HubywEVzWHOp/5ytpL+5Mn9dmQmp5dsrRvWBYYWk5+Rx3p6vj4IGVXZKXD8roahslMeKmBUteGQlqctoa0t5kVLmOlnRrsk2AjD4RPnXrCfcR+yXEwFB5llBA4PESIbcd+BTy1PLV9QHCl7VKsPyiNoQyfSYfPBB+ki2HOW9ZymKxr36VGm5bIFTkKU89V5OItI+O5YH9x40S1XbTg8weJUJCgjp8jQtu7M0UvokSzR0zy2F0Bt3eOAvRVBkBRgRY7Zq3Ti/7bV1Wpadqg4rCnvaPxNblwrogEINz6srhcEpv8efWV6OyUl0o3x6gAp9UH13WMuTx3QFVGbOZwphFUDVUpXbPq/5+LBspCmWqvCcyHFsAmVWPoUfJzd85aXhYMdmL4I/AI3K1rUpkZxd5gXNhYdZE+ByRsESroLHGtdXiz08PwOr3SIj9gdcmGvlsTqFaQOPpMe9K2+p6k3C/Pacc26UJH+HBYUVw5qfU7QUw3kinvRIF00TgQK+pkt32gb9Hfm/RPxrmzV9xKe2O0oXUc/6xG1i3zAGExGQU1JroI4B5lP7Qpfn9F5PJiwHXiJTMBSBDuWpF5yTZaDlcdsjUB1ZHrntAFSwQEVlatw3lMfxwiJw1HsWorZHebgdXIc9SD5V5ew/JWctyPQWXrQHb9HO0+RARwU+vUCQrFjZPBEoiUq85BM5U2efHbcr7iBlXKu0xxxYGXfPeQtCUL6rhy0dKFgVYjN/ETDjck6YvxwoYmZQUPk4cJsXQGW2bkGrxhECZLVdWi3H2kI9OH+uAOAamBLR5omfpVFL/7OlR2XDQKWhcnM83GlkzvLiZcaGkWnyICjgzyUvuxfH61+9PAMCWvFcuDrJlJjOv2ThIxj3a49D28BOenoBwr21+eu+T0g3btxYBSjRUsrczsXi0XPMXfML0rKi5SzmSRWaHpQblRmVw+lYservY2Ef1KdG/WVwnZfNVLFH5Rzjec0CyL5IPXCnlipuu4KHnmyZbx0bas071Wmel+12u10DUHQ88njRPjgcDs7PT/P2QkegrEjmKhNdpouWjpEGUfN5bOhyIIPKNZmfQjyGI+tqzuuT0ivtc/PGjWYmrhOw+HaoZkvJgxXW7ynl/vb1nP113g8eKcRMMYFQZ6fsCuiSXBOCpYr5xo86Xa49cwUAVN8cUZ4N6GCgwLyxNYYtgEG7FDBqgjTdapbxHBBQpU88NO5A4RxKdSGwZmGq8nd42g0ETtMlAjRmy0HajBvBW8FrjvdkZzUkCO4dDr6ACpa5nwL03MiWBV/nr5J199YlE1sNOVGx2nkT17h44+/3tQ53yoDK/OT5i37wJojSZ3mey64uqFJLFTsL61s7K08o8EhhptQuF/I9JlXOKJtBhip7PjOP62an5t7SCqjnk4Tfa8tUuI97AE5q5VELBrdR5cVyXAMhkE8EnHrgjIGYlq1t6S1bRvxFW/91LEEuUVsi4mNXImCVs3fkVv575/Phv/pZrcla69U+RFlrvoA9x3WUx5Y1xBOL/KnWrL6ajnnlermNDxSoIktVPaakKOfJHqtaikWHdNPurS1ISOV35LQbjRNd2svZxZ5KyReF69UKgiKrs1NgIdN6Nb5R9j/Ncuj8y0Cl4qDD84t/FQBmSVB3+FFjQqsUkJJ1lsfaZI2OrXIh3e5AXEqN3s95iW7PYSkiUmxRZeTmGMpAlbmNDCs0jbfzuX1LNiOcXeePwi+dFcj9kJKPGWW2hDxAAVVmCnyOza8qzGkJezBNud8pBBbDKih22Nn1DzWAkcsJyw+SOZ47z9+VBlUI/qkKSXdf9UIp9CwKvJQTKSUvSH9GGYMsrh9pc24VqwIv3cnGwEJ3LTKPunzEbdMyU0rN9n8FngxEIqsUrnOdWm/PKsXU4xnXWfGrlRH8HyPlaQ2MQK46jk6pYw2wq4WIZci/z8/PG95YFtyeXhsi0pcAtTiB2DfrFP86yOmsRvjzaVB3xA/+8/jSMa/0IIGqGzdmUFXPs9unqqgwj/OcXtOdfd18DW/r2St2r9H1phAt7dVlROwwo2NGGNRUQDfdagCcs9ZIvdPurQtYVB6nyfkZZffsePZTono4rhfSa+BHVsx0w1mUBEDUioUiQBX9zznXpTcXSbzOXwWE7N5/HFhE5a6hvyKslQ1xcb6UPKDSOqZ5pyKskQCalD2n8VlvqeKbOXf7+CT+MBDGcRkTVgKsEiLa796/OuS5SAyJYPpa2AsK4THTnP8YgapCVxpUsZLXpRONTcRLOYfDwSmRyAdFgQLSRZYt/t4DSpHS4GuqvJBOfcEYCDGPbCVR3lmZszJGeWodY/4i/ytOs2ZVU8UcbdXn/olkzWVoX3O7o6XBnL2flZbfIwVumjeqh4EAX1OLXLTcyP8VyB0Oh+ZlQAF/tLzd4xc8MGhhUAoLKo+5qL06NtjviuXWy68R3bUuBVrcjgcJVJndnJcFzKpDbTo87ZRVTqkqsmyzI3ZKeTl7TRRW1YMq985rewMKsLsLfltlNxaAS1VW8MGZpkZ5VECVczVdAASZzY7pDsiMz7qdd82QEWUOhjkcBEAeK9PG8lQ1f6pgzB0GLAACBeGyGh5YFo1My83q80MgANajGtJKHeeJDoecX0gv+IvU5w2l5Jz4I0tVkzUCUDk3/ZpSrvKAjPk/Xgp4hyD8n7JZlXVTVX3GMw38DrM0yNHHbNFFMNDd+Qe6uLOOzzKG6tJffdELxg7nB2in8Tfa4/5h4uU/asaVBlVsqWJl0QM+DAR48o7ATqQIuCwu7xQly0qTgULEj/IaWdkiEAQLiSrNnLMDJSwPkLaZy42AAYO4CIyhLN1Nx8fNIF/k+6ZAmNsfxYGKAC/XyeX3wk/oeGD+dQz1xlevrF4+/vR8nVgW6uyvY4l9oHisKW9clvYDW8oiGWl4CH1xwFJgtDGB26VAjGXB41evPUigCpaq+oHG6SkWsnqw4s62LF25t2WlAFD1FAffSykvjsbj2Jxnlut4lMy8ddHMHdzLZUMRj+OizA6H7OSQDk8vdSaqp/xjIOFAjewSrNGzx3F2lrezBRwiPcub+GHQBz6qgiXH+QjUpelWBXIop/JKQIX74nDI+TPshfwme1N+5/TCcnGl09z4EMWecwcsRCBNzIPKH2SM/zV5cTR3w3n31pqxOrRLPdVKWvrisH+xb5FLqe0HYhdR3NcAEWKyVV+38mztz5f70e7AutuWdl/qmHFMFRnh0pUGVThQmSmyLCz9sEzamgcxknQC57y9MntWD1ZMsC5BmejW+5xbhZ5SqoqRld5+v2/ibkVgjGM+MQBCJHSun4EQl6sy4HKiQI89qxfaooCF8zGxLBg4gB/1t2GQxTzzMimDO+4DJV6Wiixxx0AW86By1TRspVK5p5TquX+ah9NpCIrdbucsTtFLgoaa4PxrVjyW9TiOztLEZZwXb1cFlgockU+Bp8pXLFoPHqiCfLFTKxZ+/a8K8bB/Me92AjZIGXWmr/leZ5s88tWi4DiPgJekUHNudPBS6X5fwQksTtP1/6GWXZNSZTgzbrTHHbABAELcq6rHWMERT9pwPudtHHOztT5ycAfQ0va5TQIK3KBXi+WsyrD8dlMP9VUTdyrPflfvtF8wJ8EOv8MBXdAS+mVagqsqgnX8Klri61JJA8QgEPCflnuobjp/c7eu2k0AKvZYzrudA9+RH5z6+eVM42//TH/Al/rHw508jbdrHm6GWXHFQ1+QzOD47+LCgQnIyg2SpT7we6VB1bVr1xoQ0lMiOmHzR4EC0mteKHjfucvb/RqhPFbya34mbFliSw5bL6It/Gq1USsAW5jUMbpnPdN2sHViLY3KGe1j5Qp+oz6LDpuO6kO5zD+ni5Yhe8EuOQ/6SfuWFX5kZeOxtrajkWWh4Ev7BOm1fgZCAMz4DosT88PLoQoqe/GqmG+UpSEoOI2OS7VsqcVQrXHad/gNfh8kUFWX/4oSqrpPYzCx4oV4ihzhGGwmB7uS4sI830w50E5H56/yBX3dUcSufDhimXkL026Xs1kN1MmKK6fkd5KJhSWP43JEDwXihEKOQg0oVUuVto1+MxhiOVZ21AI0jkt61IOdbtK3IZXMzQYACNUothj5E/XKZP2edk/4RO75WspnixQyH3a3lqVnyT9NJJSpXZZ1QHxqz/Wr/AGo2FkdwGCp+qChoUXOOQXxxKYpT7u31uX0SDDo2wqkxtvOIlWqqFVCLJzHBT/FOCifND6b3UAgUAp+Lw1UmdmrzeyzX04ZUUiFaLJX5c4TOVsjIkfbpb+8ky/KNbN8/fr1qtBOdWpeW4Li5a3IJ0vf3MELK1O+pwSFygqSwVhvx1sP0ETpIhmrNYLrVGWuQOhY/dz+CKxG/lwRgIBsUA6AxtnZWXccqbUH39eWSNFHCiwiK5kC66gNkWWPAQkDco3LpvWx9UjrQhtyztWHEfm5LG4rA2eVg8Zv0xeCqD+vCqi6kDns2hvd0TAp0XKS+kyxcoYiKmBlb2/Lu7P+Li99I6/lmuV8/fr8H4ErT6E1lJDSYlEZx6po3BLb/skWFKRlCWm0x/ve1VCopcxxnxZLFdfTYfvUpjF/rrn4Af4o2GZNz8E7T6mb+jZkPfBtApDUgt0Ovd0TC1gBqiZQVOsjyyPaAN8kV09JAH8lAEdecnTth79gcA5j7SvcEF8pFnFOycm5Ac0YV7g/3Wr93HgpNhVeyu7QRuYFJLKMODiuGw9F4LC28XmHUYdeCqgys4fM7FvM7GNm9uteajmPPPKIAwU8iasjLCsRVZzIj3s9UkXDymC32zVLKpoXxMt4Ufm4x4oM97mNUcDG3o6+qG29A40jYKW8RMQyZMXKztaslFmGkZUiWh6M6o8UvuaJwFPPwqTWIQY3CpA4H9fPOxO1Hxhs8diNln95LOnY43zMO+dToAKrm8oK5WhZuuGDeUEatsbx+NV0UZ1aP2QXtRl0FUDVRc1h1x75WfO8W6KAV2UJ5172SSLgxbN9ndjrzZiqItELpXxeomjKcX2V6zJeY8EoitIsV4d7B0bowjTlJa5SobqsQ0ez1PvNnLpEYneOxgVsqjJbw4E1L4kFVY+HO7HDeyZFW3ZQOr8uWsoLDD0hY3yvOShb2y/+RtyddTgIuNGx1ADswgP6oRgVXbt4aW6acjXtSPfOH1huctMdyw5BGYe4RhirFpzOv2T5zbKkTktpeTHhQKxNFH5soDh/s8c+07QsO6fs26rPAf3gptTC7nL+eqmT0aeWyegT5fOSJ6WbN2+6ZbJoCYUVn1L0Vs/Kgaln6dBlK15ainhhpaMKlNNwPfydFV5k3WFeI8uA8sRWEKTrga2eDLkuXT5UZ2tuR6Rwo+9rS3soT/uLl6B0JybzoLKPrqOMaCxxWpYJgGmPZ+xAXQP7XL/KvNd3ag2MytadsDo2tI5o/KANPNZwL9pIcAyQMz86rpXuN6i66Dls2j9Ds7ZXIrlqp0AWPHEDDZmFflmN0adT/jhSeQxmCAhRVaFSzgoOmHWAHlX2hD6cdWKanIUr1/G8KDtYVCA350BPDWf/G8ccKXW3kzAtS4ujPb4cfwMeeEkoiQzoJ8tKkizFSR87qwc7EKlQpa6q1OliteKJpUqLwpfax4c7M7gpAIMJbnV17KLPU1ocwCcZI5K/gj9+QYD/VAQyIRNafqsyCoRaQy2UchpcOk01VhWLRcVNwyN8DJkXXoruJb5QUFUmo79jZh8t/z9uZt/0Uiel5TDSlBXc4Poa6Zs+Jvae9SYCVlGZUVq1HCCtAsEeqRKEkmRlqiAvsnxomdxuXXqJlhojxRtZTBQsskz1d2+JT+uCHPk3l4/0UfDWyLG9VxfK13JYXlpO1N8KfCPZKYBSoNQDJGpV4n7UuriNzCfap4FoOT23le9rFH6V6dqz0hvn+sLRS3c/QdWlzGGsCbtoJJIXpYO1gJdH6jPT6uRu+YxW+H7xZWEl2ejoI/yCv1yfp7z4XaFARh/cntSWX3EIyiXNV8u22QIHGTgXSm5raYy2MRdQUeNyYVmz1DXa4x7EdgCLs1QVUMAgq+6sTGlZUlNnaOW7B44KTYfn3RmADrcpGJMDucGP2ymnQL2ET0CIDxJLA76joVEtVQBU3Kxw/spuObWO632KQQw3WABanrylVUUarTwfezQB7tiXLqKLBlW/xsw+Ymb/lZn9wTIhvcbMvtnMvvVuy0NE9TUrxiIEf12dZ9VSoQCiF+8oop7VRMEZ84BrvWjpKfmYVXwdbWCrDNoRLZ9ExMoTxPxGFg1Y5fS68q2ADPI1i5fHojLQFgZ5yBM5tPcc0HPOTRrt597SloIkbUsEJBSwcz7te6TT/uDrUV9pmZpe76kcjlmGojEF+WnsM5S75s+3BmiPvQjkfN9B1cXOYeWYGn1DDwTnflblVZSfHseC4J2gaqU5Yf5COVzZZI9VK85UlkHYR5e7uwEu5X9tHvs8CYqpy4GQwzSdxDLXw8RO700kgmIZ0aNcGt3MR+FQArfE5JBYAHAm+mLmAqTWUAK0wxC7G0Mi5IK+YIIVCWCIdzya5ba95P8WyXSaqE4BY9WKRaCl+R+FJUgtwMspeV8pSd88GtO8TBcFf3U0jv6MxORBH14YUHbHoLfKi2uLJNByLhRUzeXZZ5X/f9DMPl6+v8bMfvzdlgVLVc+hdZanV/r8ds8OuQqq1MKg4GsWlpdWpAB0lxkrYFznHYRQ5Fwn86tnEjL/XPYayDzVmR7lsOUAH13m6ylk8Kj+YznHFiWkV9mrRShadtS8qCNqOy9RIT3iK+G/KvYItEYy7ckiGi9aHqeJxh2PBR4fnKf3PGBnoJaNPo6ot9TIljzmQ9OjDOVR28jXtCyV2/0EVfkS5jDnrxONHUED05RrzKOcUuPv43Y3AbsEMaWaqjpgjq0PrKyhlDh+k1vWgZIsmdL47LKcpYjPzIc3SMlZbxydOH8h3eHsXbWYqjynyTuX625LFcPuieYay0UBFbPt0hFfyAfAymzX/Do3UmBW7gtUhrbud+9vLDEpZW9p0z4g/mMhpPYnm9ucgEUYYkV0cg/QCTuFg750X+J0ORPftIyV6EWa+pkDw6ZEy7J08DTYrPyV6sPgrtJEvlaPkpraexcOqmpmmpBe6gegam7YwnW0bBeBD1ZqupTCikmBULTsor/Bkyp85o+VhlpulIdol1hUJy/bRce39KwqKsMI6HGbUmrDBUSgIedcQUrET7T8GfnGaXtB0RId0ui5hgxktV9w7fWvf70Dccwnrq+dG8n89mQbyV2XA7XMiBcFttx+BcKRnxzysJwiPnsAbpqmGkeL+WBLlfpIaVui3zrOle43qMLnIucwJ3Zus6xb8aRft/0zqAKAoUN6sa29KlQCSgzE3A4vMEXpcQngD9/BHnjCmW9O7xGoc35UnCgv4MZZ4pi6a5kiQ6Q7P5/bXnZSsgKsR/6MUQGkUM/+2Jxpv9ck3lLEoJfSOaWrABkWK1jBSoZkZy3vsBTCspWk/sOhhptogCISm2UENGuWzKTPurINCOCo9q9DGDR46FIF+YI6HOgql//Q/j35Tfam/Id276RBlZbi+YBk5Y0trNKWND6b0+6JhZcy1lH8NJFFsgQJdbKo865vLsZVJMtXDKgCqQLo+Taxoom2xKtPjDrdap7ecRupdrz3V1r6ZPmteXL2O8V6y3+RIuTAn9x2/h/JjXlAG1nZqvUgWt6K5IKwE5wP9bA1phc6gHnkpURY75ggU1XMrOzXZB1Z5hTc9jYa9HabMrhTYl57Z05qH/P9lLwlkENqcH61cjIA5z7QunQziPLMYyDy6eOjo/h5YrnyOGa5R/QggioSdqM01J+mTu4EVKozcslbFQEciWl3YE0WRb4mX5p6s9A0zdG9NVgowFxN6p6pRcG7KOyq8HV8i1NybfuUY0AlijPnvBwSzT5cxXKR6xil+gno4Wd1PC7BSh2YYeGVcsPQAaibAXKdvwRQgUpajlsFcMoibhS8WR73yQcvZcax463ECGvacTg0sbJqE8fboUWP7ysYcnUH+cAfYyHwDz8v+Cr9of175gR1DvKW03T+JaFvFVv1HP+0sxa7FBmkOgstHc9Ux2W5UK1t8qw0/VPoyoMqnngxSUd+Pnxf3/J1eUUtGqw4+b4CLQ68qHlUaXJ8n8hyxPVw6IRIufbaqY7aESDjeywDlkv0P6qf80bWPbUgRjKCAodsIl65fb02sfwSgayId/X3Up7wncvNufV/Q5poVx/3f9R/LKueY3xEKSUHBiPLENrN7WR56FIoy4h54nYprwrQULf2OQNSfXHRcRz1f87rk9K9/FzIHFaO2iqNnJVCiZ3TvPHzrF72ujugkuY0zgfIzG1jqooSfjXT4iAMPx4HDOoYXo5LecE+Y9Foc0c1saFSIgyBcAdUlqPGbDYz5Jyni2wawFLQxmSPOQsO5Ec4qQJQV4CAqVo3gbSaryjdBjgJCKvXRR4552Xp0ySERZNwAZYOPASsO0sby1DbhuKht3A8C7LDSshBWdEUBkwBqIaMHBhCtSvzVy6Aymwe9tUQaY9nABaAIQ6/UeVxeH4Gm0VWjYzo/EqcL+kH5+yApgAN9dCjs2Sxp6rg3caQADxG4OpKgyoN/ok3dARqjMCKHlOiCl/zRYpRFXbOiyJla4AqZXWsZoAQARNWmMwHE6fV60oMArntatHRdkf/OZ1ei6waCswYPHGbuT8YDETAsWfV4eu4p4BB+yKSIfPG1hr0JVtZIhBzjN9IhgpG1/hiWfLybGSRYuDC8u2dw8ek1lJ9RlgWPcsl0ms9nJ77sSffnNcnpXv5uRBQRRNxtR7YY4ulJuVWk5YgiDWIEKxEGCe4L0o2PDMQ426falkVL0malHJ+YXqn1/Lj6BVf8tmc1QSFMKWl3ua6UgE1s7CmdofaJNlScr8jBR8q/dI2jrLN4BMWKe2WatUabzsU1LPOuT4mWbDVEXl0KQn/6/We/xnJwNUn44G7QQFjLSpw6m/kKP5xEUs1Q1rGBgL6owj2tUqJeKfgm2yFxctFMH3Vg8rrgd2HO3XsQpYMXuvzOLUyGUfq38Kcs3ZS8+gRcXK40qCKLVWYlB999NEG+PSUN0/emicCY7o8gvJwHUtcqjAiRaXLlJEiYl57PkXgQ4mvcfu5vezQriBEKbIe9ZaLeoFDI5AVWZOQl4HMmgWF+YmWCFF/tITLcojay30QAQuMGW1vTza41+szHi+9scM8sTWV5azjNFpejV4QIl8wtjDxde6LXr6or7UforGicuB8DxSoIktVSjmP52+vgT/rVn0GTjk7EFMBAJSd8xT35OI5ocKiFMxK3axUoRkiTZXzokCnW40TcKO413Y3duYcXFcFP+2f8Tu+ypJVXe6LiNtQx1WHHQlIygkBsFhO9Tb7pZV63FlxjFYgOwllgMCarKhRPqaosO6Um2VRd7/Un+xsidQ/TW2Ii7z0XVdA4xjLGXlIvuHQIcDIoIOBowI7lrGLcTaOjs0Im5vl2g91VyU3YBy7+RCrSwFSswSf2rzgR39feVA1N2KZ+FnZzPIaXRooLp7II2XOxG/zPQXASzBcpi4hRqCkF0YBv9VPpUeRhUwVGnyt+KBejn0VAYGoLb3YVWs7+pg3XXLl9jHfUPqRAuZlOLWAaVuiPkcZPWXPY4f9yxjERCA8WmrUe9qW6HqvP7g9PaDfA0w6Nri8taXryDcP36OXEH0mo6XfCCwjr5Lke3BAFTmqmy2feihsmYlVv2nk7gpcZmE18gPWcn68VChiDqXD095KVRlaFCVrkHqkTlqKdJSS31K/On+1vLGTMJSiWa6hAqrWKoAqwgCNKQLfCxhzssSSGwJ9Mj8ss2nyxwvRgczoNqfQF426lFX6CSuCuF2nTgVzxAdbrBR8c5NRNirC8UDVZ64MDG6vC6apwpwmb/Fk+WCs1Lmo0x/UjrrTEztZ09IuBoO4B940wC3Lj4xIcz5YSuscRHwwohOqY5usY7jOy37RgeTaZubP7DO/L/fmlN6NUz4XOSHNTCenRKK3+MhBm/Ov/e4dmIx0POmjnt1u5+qNlknUChDFTkK6SIGCIoWI/wzoGFCppSjyLeLy8Z99vU4BAmrJSCl2fo+Wqbg85ONyeOca93e0/NYDP9wW7c9oXPD44mVf7SvNx8CC6+Eyo3wRyOjVpf3OwFdBbA9As3WJ+Wa5RCArkhXzr2BN+7PXRq3nQQRVc1tlIi9KCopnZfoKJ3FH4xjuOM+1b2YFBgUyjvO9cfdcG8EaSgZ+R8VKxPmi+lXpcqLGOsG8FQAA8HjYv6haKudpcgAiBFb8nfxhVPGPu+f8NVomqoWXMsBXNr/k5TAJg6OyKxOEY3YAdFgGFdyyPIixKjN7rF1jyuGlKk+zXM9MZF+1WkXgkF79i4IYaA7FESkYbG4KeHPNhfW1zi/EWwexATe7c/6oLSGGoh/Nc8QhH3gMpdl6VSvskALPy7ZUfYWZfeLllKE7Z1ihRL4pqoAUgHA5kYLlHX+cBwqIQQb8u7he3Mc9KH62HkUKXpWj8qhKq9cOLgsKDWkiP68IhLJM8DsqXy0T3N7Ir41BlQIitqghH3iE3LQdUTnRxgO2uik4iSxpuKchLhRYRf3A45HB6fn5eXiOI+pds1YxYOe0uvSs1jfuQya1IEX198ZFj08ul8vUlx6kiyyu/P0KgaqLncNYsRQlBUUNfxD3iMskz18bUFA0iQMdopyR7HD+7myW8+7sTgMQ0u6J+QK2+4/PVmsHeDzYU75+NsEQA+prFeqmDpCoeu7w/AyoUPfBZ9Ey3fAcfdBHLr8CmiIU3i1XlT31D65Fu/8ga/AFWSPvYXfLRePmvnAhJdSxqsisWVpU0WksqJyrxQ/gqqbrLO3VsUGhM/j6ww/nEFwoqGxulk5ygC5RE9kKNMmGiGDMMNB0S9ISByyiHpu+4MmnlQ0fSKrt4fF+aaDqIj5qqVKFCaUCZRL5Fq1ZJBZ5TlktCjzZR9abcRwbsJRScsuDzPean07ktIy0Pf65HRHY4pAAqrR4SQyABTwfq6tn9dElPF2y4zqYtE71oeotp7K1hRW5LgczYI6sfNzn+A3ipUZd9oyWw9Q6mVJy4JvP0uPxfIrFjMcZ/kdgiEFXBCSZT5ZptHytpDxyHh2H3FfaF/ocB/K4EqDqIj51DsMMTAoDSgPKlW+5ST7QBgoU2PekAhOyOOGtGxaycfdczilVgFRDI6S8rCEyQwVgwAm4+goRMGEenVJa1WYCLNC2cfQYI6VF4ZeDnNHO3S47UNOppt4fD3c8esOLy3h72RlXDmx2S69oG1lGajHk9M5TgwunACBdglBWh2ru42ouWmTO/FT5oE0Ioimyr+2ZlnSw3sHkp486LIE8dnKeAZVZzmflEre1tl0FT+2BpQz7Ls7Olqa6bNKBijGRBtbSeomAD8ZBj5rnJi/jiyuqz1JZgubuwVBHt7n0l2mpuoiPgir1/YkUNYMHBVn4zv97zu6qcHUZDRRtcWdewJ+CNFWKrMBVOUeOwiqTyA9GQRp4hwxV4asS1rq0bAUIfJ0tLFHfaD7tl95SKPOv/cKyZ/kwAFOQyspc+WO5cV/3/Mp4DHF/qIUy2nnakzkDF21Db0ycKmvmm8dStNyopM+i1tULChq9JKi1zcy+O18BQHQRHweqyDrFykOtHvWW3HCgi/IqVuM0NQxBCRA6a/PRlcu+79rdtTwOQMprLAxMClCsyzlwnh6fjY8YEVBZiZbuKqsYW7DalGevGNTywZ6qZ+E1jaB2NMuvJLh6jt7+Gacxm5hbpc1VkUq9ocxwI6U2fAESRcIvwI7HDpfpgI1nzzec+IXDvZNvljHk3ChaQOF2TrovkdCnWjaAVa/JLEPlL6fUxNhiJgEwVT4RoU117NtT7nnDTk/XVrKMOb7q/IW2vbY7f12ZCYkVX6TQc87dnUusLNSJ9ti2drYIRG/ji0z728xVWTG/rIRY6amFBdc4D4OOCCjomW1qDUKZu90u9KMBT1F+WO5Y7kjPfki95Sf+zvJX36u1ZSKWSQ8IKuCMwExUV48/vs/WSR1jEThB3/f8/nTMan1aTm/MRmXif7QjFfcjq1mvHh4HLAu2gKaUmjGOOiKLsvT1g2WpKsogp+R3NonViuJ3akc2iq0q8WIJaMwOOXufqJKZARmTs1KU22zMAXCoyyzjuLzhawbSVhxfaNynxdpC1o0mXEBK1RpVBcL3UXaR5X6fvcN7dkU12avVaZq8Z39KM/ikoJEqK5VfGp/1oQuw462EsHBO/ABxtjjkH/YvepMHE4Pw8luBSAWJ7IyvciPwy/fYOumsQoGJiK06vQCh7nfET6GeL9hamegusKVLnrWPS3+grVE9PFxzXqy0dXNEyTge7iyyp/5z7zpsJavJXgGWKl1KUGXLlgAvvNQoC30r1iUm5MP9yOm7pxijZRUuSy0dvOQY8aPKMAJczDO3ObK4qBM3gx/mPSoD/9k6g/xnZ2dNvuisOVbS+M5+bJBNtGSn1hMGPBHIVh57FqroHvdfZLlRH7wI3OquSU6nfEZyiUCOyjL6Hsmq9yKhQBn1a9kRr9Hyti73rslUlyqZHjRQxdaYqhQZUJnVZbjG2Zwn8wKeqmLHvWYnbvYKeRznfBzIsPMiUp3WEWB0orf63bIUVn3Ayk4pp/F4CStLejq42SlGBlS93WfQrHluH7APqmNARfhlkTluIgO0aZm/akbINABUDmsQaKl9YpbH87fP6Q7Pe4sOt5GrKsEmq0Inqrshpxgcop4QAJJvWHZzwgLGGEzXZbXS/giM1GoiQKN8UZTyHrBpf+RmbLKsAKjqOCaZ1mzSVv3P4uC2N0FxlXl+hugcQd0d+IoAVTm3TsiL0GYF1jswlpVYpBAiZRdN9rivChhp1IdJeY0ctrV+/qi/ilqu1OqAOiIrBNe/3+8dL2xliGTDxDvhcA9n6TGoWVtCjKw7yiMsYceOBkopuc0DUd8oiFV+tEzmMwJUCuK0zcqTlqtyiPLr+NB+6MmU2xyN3ZQWC6a2vQfkIl57/YH6td41QIzf4KeU/UCBqpyz36a9iGumosC7GyVpUlcF6ZBDFj2gz2FR5pqnAiExh0W7qhisNNatooi4blZQdSkS8Z5KQQBDYKGWQU2vFZnl6fzNFaTV+Ki8BBflz3mxjjEQPTubQQ0Dwc78lXNgGVJZFkFN+2ccuHCgg/5XYIjAohTGoYLZwyL3BpywJUyuV4UfASAcfUTp63A4PB9Ht8/UzzLm8KkipDavHmYdAJeo4lp+mn2qFJC7eGnykHEVKbWWMhZd0/VB43j5FC8d9f6sa14ZoCrnHCpu9rHBpOxlktz/6O3/WB4lUQBNDCvUw/9Rz5oiYuXGYIAtWJEzMvMQWRFQF6dhEMj/1ywjyMdWPDNz4SgQ+qAnT61b61JLojr483cFIlGf4br64fX6XMeV9mM0fliGenDzsVAd3OcKpvh+bywijY7nSA56ADXf0zqP8ao+c8oD8xKBUAbPPObL5wfyFQBEF/HR3X9NrCkAmLLcFRrBeVJXJY5rokTiH3SZl8AANCqqyS1wy9lttW/ACtpH1rB6mDAAFBRiWpoA5YvApaxPVd/mlPLh7F1zmgKsckoesK5EBK9Kl1CKxlKdplyvNyIshdQdkgBvKmPMFXxQbwExEYbg71oWd4drVjBQGNgqNmHrWnSUD/uw1eFQgGs4hAhQMdBurINI0FndqYXIeI5w7TTeznt7W1OcAvGIYVTBY6zBS9GyJsJpiM8cA6o6xovl83PMXsyd+eBKTEg6oUc7iDS8gS4p6ds7L7Gx8vad0FdmkXLREARq/Yl4iOpBfuVV2xdZNvT4EtzHf97xx6CG6+gtKYIXbRsDSQaBGtcJ9euBxayMI8set4/9t475Qqk/k/aVWtei/oqWiplP5ZflkHMb+6w3llJKrm16XeUZlaGgM7Jeoe+Z2ALcW9bmtrLsI78/5g+8sP8Z16mWTxqjD46lSs7+qxqcNDlCHDC2WWb6tNwgLVCVsd5nalCJv1zPSYOlaunsJV9kLuF0WgeUG1uqYJHieEm0ZFIDf/K5esQrpzPL+XD2rspLFUngq6bgkoEFy4wBlVnOO3tHbbI2bzx/e5UHK9faVhAsVsUaFB21w0BEeWUZInFtG5CPm6vzotzLPQVkFaxKYNlaPvGVpls573aOrwhcVVBCy4UYl1Vmu+ccsA4LISErv3zNzLvBOSteEKST8zO/PAQAfCvoFrYQBb+yfjjUSPVV7hRs9UpbqnD2nyq33sGv+K1KhvNGvjJsOWGKFBiX1fObUd8qzqe8rNWjvECh9ZZ4tBxW0D2Lln7vbfnvWVG0bWyp4nSsgE8FoJH/loZcyDmHeVW+ujys/mUMFtgPS/txjd9o/PCnZ4VSC1LHehP6fjH/XK6Oh2maquN49ELBz1EkH7QPZfB45JcYpZ4foh44jrwPGqi6Ya8JnZVh7cCyDxS482thLZVSXXZwu8dSXrbKR6/3nbkFernZlcfKm665//geIoIOERgMtabTyAH/RSb1IF47q0AKRVWlOE0s6ll2vDxE/GjbwZ+E3Mo5E5bZPdeIocpz8hc1ry7xMkYCr3WHW+kH9LGTV2OqoWUtimsFgMOgouJlAAns0lRLDSEQziddktP+SXccDlsO2ee/nuUXjReSFTXJX9s/s/jPkZXocMiLnx6O6MkLyOLhNu4XsIehWzeIdAKiCn6dyekh3yyzz+pa2l/SJGJm183s15nZ/9nMfkf5/rkvpSyAKrVYsFWGJ3xV4l4Gi1+NAgQoUlYKEWBgYqtNBF4i4LFWZpQ++o1runSGutcsYD0LA2Sifloso2jZi9sSgTxNH4VZ4LzMe+QzphYPzq/+VwoOIxDM+RlUKPiMlssUbK45wrMce3LV44/YesSWs2P8a/2oI9rswH3B/EY+aABUCsJ7aZVHlR345O/E431d/rvIOczsptcj4xK3Zzo83zhb13STXwKBAqvKAQo0kXLr7bhKKQePbbzrLvD7qt8DEOIoACoh3kopBmMOCdFvjOnARwm7vdL4bHOci1N2KfUPJc5zObyLUnEtiJU6/oPlKo7SPm1OdfSnMhkYcNsAziofFF/KUSmg7vQkUDedv3keW7BIUpbKW3Fyb864Kwk4BpYba0Wmeq3Kwx6bdzYWmSGIazwQ46NxUO445vri4GQ1+SHIYUNcfK+8ACp+hrgsBU3RO0X9DrBK9zx4vpnzywVVZnbDzN5sZnfM7OPl84nywe9/bmZ/0sxunFruvHOmtTBxqAO2YLByiQBGFHYh2g2lCqlnheD/XI8uM0UAjPNwvp5ijOroAYyIN66Lv0+TjziuMmMrRgQuuZ1RyALlI7Jc9MAY93m0IxB5exZAtpj1dqRx/azoNaJ6BNI0X1Rub+wwL1H/qox6ZzGint5YUed/lqmOHeYlWgrU+FxIq76EkWz4nvapLqPafbBUXdYcduPaG5ct3hRHhyd4nejVEbYIsvopLf1bZFbKgvJsFF/HQR733QUzZ72q4C0K8MjZGfXV5yHIAmXd8X1qXvvdeJbLqAcKVM6A4/rdjkMhBay4GIFJBg4KsLRSJxIcvIxArETOUmJkMarPWQ52BYjMPJs57Z6YQcOjf3VuVzn7r4Ip7NokoTbjQ8+cZHEo4CVZTfbYMiYhI+xQnKbYcR3WVmHCrTqXJU0ZZrXelLLrDF0OZKsw86x73BgohwC47NR1Fkail2WpMrOfZmZ/uUw4HzKzv25m/6OZfaGZ7czsV5Xvf7Dc+1BJ+/Vmdu1Y+RynipW8AgB+6z4VcOh1PUxZfUjwHf8jEBHxoGCNKQIQPUXds+4oRem5LgUguuzDPDKwiJbC+LuCDpVV1IcpxWfDRW2FjNSypXJgQMXtUvkcI+5jBTLq9N7L3+vzqJ2aJlp+6+0q7JWt41Rlo8+Nglu1/rI82YIWgWTub3xXK1zvJeBegqp7Mocx0JE4OnjbhqI62FN5Gm9XBeC6WQEHXR/tce9jw4oLb9YCDhh4cT5cdwosOAqlKUM1jAIT9HNHWbuCm/krAD1FjlUJSkiCunRTYkZVQKrPXZGPszRVNLZ858tsKWxCWkQR11N21jPUpYrZASpGACyIU4jlQ4CK61zblYe0zRTlkFuK2SkXGXSa5RpiovZVr9KcVwNt1jMsybwbvjiwZa8UNh7uLO1KyR0bxITn0r2cyHJz3cXKdeT1+euUCeljZvYeM/stZvbaE9K/1sy+yMy+w8w+eix97+y/njKC0rl+/XoIOnTyXgTYByAKCBhEKEDQ8qL4WZFyxtKjWrhSHZzzbz5SpqfQ2Rk8WobhdjHA4nYzGMAyKytoBhsoJ1Lo2mZuFx+Q3AsSGckMPHF5cAhXBa+HMytFPEd5WC49Sw/n6Tlu81iJ2nmMP25zr/+ZR7RJASh41PuaX9ug/Yjy1L9Mx5HKT9uvae4xqLpncxgDjKj7oOzwCYyFCzDR/AJmGlBAGoIBUxTjCEVBr+93749YqA671Y+FPb4ZjFAog7R7IuafhTBNYUBTVnIO0OVFSboEOVclqmf4cRBTFTYAkDbYLbHBBwhOy3WjScNC01aAuwoa7PHZKZzDILA8O/ISfLPsbAwS6DBQ/Kv8mcnRRbkFEU3E+BUGua4aWqPTJgbdrn8L84i9Vl9GypcKflJeLF+uAamWZZarUz+fjchlVBnJWHbjj/IgzcsFVb/6WJqVvL/mWBoFVceW0aZpymdnZxXsQHn08keKSZVLqh3RvllHyxeaRpW01s3WBwZpvCMKwCFSctwGVnZqeWMeWBZR+1nhKZBU/xxeVuO82k5W1OwIHllfIquiyhz9CrnoMnBkZWF+mGcFESo7jAXNp7xx2zn+V865cUZXOUX9FMmA5d57GWB+1bKLNNHyppbP/EP2XE80Hrgs5Y3/4zvzjPLvMai6p3MYrCKqVKAcEFpgt8tVOXTzdywNbFWqSoEUD+quPkY8lkVRRoYSzpL2T87p4RwNTTyOPoTAdKsuSQGENaCjABycvxeBSs4TggKHGD0Kg1zcAcNmbo2p8itLYyirBuO0xyqwculzDPpwoy571mcpu7NbGifzLGVRHSiGLSjVYVwAFZrA+ZoEeQGO+/PbVTQ5i8N5GVPduGsN0/46QjUU/BxmcdY+hOaYFv74GBkElGWeatd3DlquY38cXZ/WvgU4i2SUlv+umXX8XOHdfzwh6Zv20sD2zZqVAk/+vTdjlB8tLalFhpWZlhEp3GiHYLTskZK33rAlQP8z/6p42QIRWRnW8jL/rJxVnup/A4UIcMO7wSIQyuCCeWIFznypDNQSp0uXvfZzu9SahDywmkUgUXctRm1EWWgvt5vDGWgdEUV+TeB97XlQuXGojd7YVrnwPb2u8tRnjPtGxybLO7KOlf8PzO4/B6pI2Ss4gEI82FN1C3dVks06ytT4OFWQQ2/5SD7unnP11kdPFV/5rUE/cYuvaTbcGA93cjo8vSgo9t2Zprprr4IzCYyZ6zPTqYOAYajQ9SZpvskea8+8A+AqYOewf3EJmCnyqQo94i2lxXJCRbs6AEIAnBi0MRAKgHcFVJSvLh3aY7NMYamCRYfljLEwUpkA3yJIABHICPWg6EpTsFNU+yK6V3ivw5mDkCZJWxJNu7cul0qg12m87ay7Kc3Mjvb4PO7Iby8wSM59huW/fWqW95QnMcDW5Wb0Dfr3Qs/+M7Onzew/Xbn/883s6VPLu8ExXnJ/mQ6TMawBUF6qqHvLgTyhn5+fhyDgFKWB31F+VroKvJgHABMuh5V3bwkv4iGqk/+r0uY8PaWncY6Ybz0rUeWD8plnlMfLqZF1T8tjBa19ELWHy1FroNalSh7jKAJaKrOIHwAU5Y150Xy9zQFqFWWeI2IQpcckKSjidmk/gieth8eJ1heB8+iFR9t2P0HVxc9hraUKxPp/mpbdYVBeUBK9/LmOO68Izs8+WJPUGDsluCjqc6CCCUoie2XKGECVjtbFoK7WAcBGDuONY7bwIFjP7d5jI5TmzSn5+vMC3sZ9CoGB2RKA1B2u6+YH/8l5NjKVYmrb3RQpQKgWpxo6eH4rkNKypikf7KmljUEaJ+dyu0Ztn7L3ayNBB82egYoMw5pl94TzEXSkDmO5berajsxKWGItLxP8zLjxnFIFzQCb2c1f2rDCg2z+YJ8ziJxBmVkOI+BDBhdqqbJ5p8xvXrn/m8zs43dRXggaZv5TkXcbKiFSYGtlIK8uRUUKnZdRtGzOw/xxWlWerJAZmEQ8a/lRGlZeKS3HknAeVp7MGwMNtUrl7ON5qS8Nt1eVLPPFilZBMC9xqtxUDgpwevLSNkYbCDQP/jOvUb/y2FBrKfJHFh6WL8s5kj/zp2UBlHEatZKpHBSsgU9Ox9ZOJo4PFxH3Sw8oggcG4FrefQZVFzyH3cyRuBpFd3jeWROitB2hu2UUrCRh+dAsV0flnGdFwYDKlV2VQl6sFfBJSouS1zz411NmTVq2smnjCORUUDEuu77qWXqRw3NKsyWMDnFmYFed/xHLCnyQ5fBwyJ53PBs4KJmsVCzrnOeVT1zb76lp2kYFU/y7l46u8VJcODYA4ETOfDSNC91Q8rAVr5ZNy7m1eMi+LNMywAEocQOi6jh/KaVyoHQwBvgZUDG4kBqptZ65g5GZ9vtwh6FUvYyrUkl9VgtP6fB0tYhFnXCvQdV/ayc4d+Jz7dq1cNJlxaCK7NSwBOpozr4vSKsRn/Fdj3hhRalOu3p/jbdjIIGVX7RrjutYs8igLFV8um1fgZOCV06L+qM61GLH6WAZ5P7gJbg1BR59j+Sh99fOkeR82ja+FoF3XVpDHdHOSHy4DpU/863Wpsh/DmnYZ+1UeR2zvPKytPY3t6cH+Pn5QTkM0rgvrjiouqs5LAJV/CaczZagiEWZ8Dzd07dQXM2xHSktlpKiYCpwKPUd9i/Wt38HXqBEsGxCJqp6Ww6xZeYqRuqYkRyGSsFZh6U8LBHW8ksDG90rypV5ROiCaskxc47g0eHSzWPBKNesBSK5gNcCVJF0v1+AR1d/RwAqSBMtr6GdDW6N+qXOPbm2HT+aHXhpWcKsaYEQpfIKbosFFLfcMht1OMpk4xW6FvGsckFI7HN1N+JyllH6mlJ2471Z0hbQ1yvHLC+BUnn8JG/9fNmgysweNbNfUj6fMLM/TL/582vN7NvM7B+eUm7O7TE1c8O9NYon9DXFAFJLRaT0WHHy8SGcD9YVVgbMB6ePlI/ypgoUpAqTLWrsS6TyQRkaSZzTRYpQLSEqa+ZRndS5rQzMlEfmRQGx8sPyWHOA7rUxAk+aT+vFNQUmapmLymULT7R0F/U3/+75Ual1KWcfNoIBL8vyFIosvDweIBc93khfbKI+ZjlwG6OlZYznew2qLnMOw/IfxFL1dLEA8Q0GB0z8e5oWxQQjQn3ERVmycsR3LHHt7W05Hw5eMXPljbMKgS/mSX9LOYdDdqAMSstFDGDlS2AE9aXD0608CAjVdpY4YDDdOSWpfAJklkQNCAKIg4CidjK/YgFk4IH6nEOTF1+OLtZ2BdYV/slAqd5IqQoZVscKkgpy6hoTS39VvomqLFcGaTCFOfYqi+Oz8zIm8z+OdbnxxOmr8qVAUy1j+XBolvHqi00AmH2j/dioMkrLUjReEi4CVP1B8wHyep9PmNm/M7Pfckq5Ofs4VZi0owjOc7v7ClTTwMclStsLEwA+eMdaBCRwnfnpLcVE19jSptYBVmYR2FNFqOEecC9aAoraD5lFypJ51jSRE7jmXSubl1jV+hK1R8tjWayNB+ZVQQiDhWPLmZonApLqo6V8a7u0PpWR8qgWLC0zIq4vckqP+keBIfdRNEYUMEVtGMdR+b/XoOpS5zDVd9Purd4XIy86xSn2RlYelOCaSyPKwSnf8h1grFFERdPASgQrSbQcqfobv985fkv9UYGTPVWVEBuxAKiqNa1oXFianPLTusSC40AeNQyWl0amxHRtL9KMo7PidcFHkX/veBfUzdqdo5urHL2ZKC18rz3DHCqC0wEsYncmnfFHt13bGhAngqt51A+KgKkTTm7LdzTJUi8B+aOWPilU09fwF2UHqlTrZFuXM6N+RggOAfZc1jj6IKWvNXt5jupmdmZz3JYvLpPOny+/+fNbzey/NrPPPqVMfACq2BfDrD0QeGlgX4FCAaiPUSyodcsGl8fAgZUbAyoGgaqkuLzIYqA+SpGS4zxrIAT3UVdPTlpfzxLBMtB6IiXP5fXAK5fHSj7n9bhfClq4Hk3L3zEmItIl3N796HcklwiQRPJVUM1tiiyEfG/NGsZtZ3kpCOXxw7xHoJVfIrQOpIuWI3Nug8sSGO9OSpfxuew5zL11j6OPli7AqqtEipLFJrFj4CvKH/2sIIeUBwMuKAtdMtG6U8r5ndML+U32phlYFVIfJW2jU9RIUBQrOx1zvdXCtNZMsi64MrjyIlMHJIhx+CD1wEddyhK/rmyL5aPmnaY87p5bZKnWD0Y5zBeFBBDW6xd2tHaEOjrR8KdJxDhNi4wawc3U+OOVdE2YimlyoRCQHmM4p+TONmQ5sKW1S2CeBqsDjmb+rMFpOfapylZ86qIxbZar7xg7/VM1tU/RzptmOb8cUOUyzG98n3e3+Xqfa9euNZYpXlbiiXsWwtJi/c6KOrJCRcTlqmKNQJJaV3A98qnBb7ylg1Q5qSVF8/csJqzwIjko33w/2n3HQEhlx2Wp3MFjJNeoD7ld0X1V0JxP+zXasXfK0lWPXy4X6RhUcD+pXFiWuN6zDLGs1XEdnyiQ6BpQjcBeBJRzzjXWG8pUq53KnO+p3FBfBNLQjsCSez99qi50Dvu0T7vpQEkZQIvPCSuDnGPNmZLf1TT5ZF1iJBIoVfBUu40UOmdhQKUAZxyzC2b1zukFVwesGuPhTsxGAZkNaimKsPpXcf2620wAVMRzBT+BHBzYCkDXqqUqKrOO8dyEjBhHArAATLWwyReD6PvTEmKBjVl8cHHNl9JRUM39zqAPoNrJws0jS1P5O9pYhwGhjenwfAVQ6AczH1iUy1IQrzxXOSGwJyMlYnRn75jL2acZUMmxT27sWN8yxvzVFxDKiyN5mF62peoyP6xAlkamUDExkFHlzwrvmDUrqkfvRQov4ofzRf9VSeqbvPp/MaCI6lprj8pBFTHq1uNdlIdIea7JbA2w9Jb/enlVbsc2JejvnnWG+64XykD7BPJRyxiDFe2HiD8dN5xeww2gr7luroP7Usckt0mBOJeDMcY7Madp9uNb6/cIcKP+yAKr9XK77yeouuiP2c1cAv5TO0mh8GSOCb5EjMYN3um2Mn3VsptK3I2ZUDyHS+A8Tp9SGVwcFORojy8a1Y3ZokCLH9e4e645XiTUoGGDsnc0B6sSLBOAiovlUA+jPd61cqnMFESgTdw+8LVWnh50bZaXqOIUSynqMv7NSr2CNbaepFSdvHtNrLKR41pyztVK2VjtAnnQ5bleWKromkP/ZRyntDimq1zUVxBZdQNi5UOOAwIh/dn1Dy1gepqaM/648uqPF7SbwX2jqlTQ83x7dYN/PvLII81EPfOd6n9WHLzcpkrjmHVKFRuu9RRJL74QA61IiWudsFRFy4QMgMBHtJylPK4BR43oHSlEXbpj/nq7DqPv+M1tAThUKxHn5X6N6mFFzeA16mOWBR+Lo6BqDXhrmb3jZrgsrp/BL7dLl4x7vnf8XcdUz8qo7Yo2LACgaTnsr6dL2Mf6V/lXvhm8azlI+yCBqje84aZXNrW9uV5kQFN9YBAZOxfdFJy9p6RKr37pmFr4AOZKk+xALIVGx9lAETpARdqP+alDI3LQEh7XgGN18M95Wb4ZR9/2lKofF4DIYf+ii9MU8qDf8wKo0CyzeTkI5Tayyv67ysv9D0I6qHiYVwDg/e79jZJPaQGdajnRNo2HOwvTGHc4fgXxw5CVlw4JuDbCMYtBidTjzGMEOKuMKYQH95+ER3QydPG3ynVMd1hKdEOz0RE5BKiOTz6QOwU7VynPhVuqzOwXmtnXmdm7zez7zOz75fN9p5bFu/9a/lulw4paJ/PeIbj8W+9FS2u9vDlnBxrAF/uKrIGdnGP/qWP19uIlRXVFihhl6XKmAq5o+QbpGYz05MnlcnotJwJbfD8qn8vtWTX5t+6aQ5peKAKWBV9nix8Dq8hKpFYk7bdoN2tPftrX3CcREIviS7GcI6CdUqrhRdSPC/fXrMM6vnJexqoe2RO08b6Cqoufw3JLioBUORUNWn16ShRpLUzLbupyazwBD/K7xio63KmKtEadJkDTJdlR2JnC6g1eespTe+Dwsaawc7TGsGKgAqBa/XXYqbokrr5JDI6I3apnyxE14KNae4yWkaSvtLv5BgMKbl+UB1YYjAnGKWm6VaPZN+OqABQGDdXyEwTU5PbWsw0VXHBCKrwBJ5EQS3+5R0DLLN/VclWLI76b5eWUarA2yJOX3MFvlf0YyJtlSPwd7KkZ3EaWr3lOvNA4Vb/V5l0yHzWz7zSzd0WfU8u7efNmo6hPcTxmBaiKzXWKKEwuY5FRu0SiafgaK2YGeKyMmE+uR5VcBIyU5zUgoTzyPf6tCl8tEmzhYV4BirStpBybNveUOMsUZUZt12VV5keDiUb9xDvN+HxFBY9rS2ssE5ShUcpRL48HyDXyE2R5KKhcA9oqB7RnzQqmbdLnSPng/JE1OFre64293tI1l3M3oOWiP5cxh7GVyXVDhIjwocTsO6OAhZWIc/ZmmqbcTCUdtJPGZ5fdePQJrTw6J5YDd6vOOrIs5pzACUmEZ69pe/k3Hdhcl2rIwTuPoz/0WA7sTdOtBaAU5+YmtMNSVAMEnCIv/yLn8ZSWdirWMMtLfKbzt/s8QuP52yvwrnyUZUT1HaoynRYRpbQAOICJBqAV+VWfMaAI9Es12zFi8UCn8q6Dz803dJ1RXym/AvrIwJlS09e1HwoTeiwR+oB3nIZLqZHwCZA1MVEB0uwsv8Ze252/XsqE9I/N7B+Z2Wfdbd7og+CfayDCtzmV9vmdYNGSIOfR41V6b/VqVWEwECkKfMd9pIkcpHFdrSh6LAzKVauKWn2UR25L9JstJpGc1NKnyjTKx5YbteJEcuRrKm/uB60rArK63MVt080BrPBVRhw4VcGP1stO3dxeXj5lkMIAhYFmBI506VD/R8BYx6O2V8eq/t/tdo5HHrcARyy7CFBrmfzhpUku18xyvn+g6kLnsBtv+Jx5wrazqsg601erYKz4V5Xv1Q8nSZ5pqm/P0TJdY+EpyoGXXujyAgJTcorOWTE45hHnLZYS+Ofsd+8P24pI2gBQCqwUQLn28nzBFifOF+zm4wL5CBK0uVp4gjQAX2tyrPIGWFSQS33K5cDnaxpv5/H87fN3OusuLJvvk7KvsqRmc/8x6HDWHQIn7EhfxwNAFCOvcZy/l3sIO+DCGAj4qvXzoCvM1TAZrmN8e7i5DFK5qFr+bpfzNDkWwHbtn1JY89zoAKQxgd+1nGJFhrzMbubcm196N7oZ5re73323+XofgKroTV4BhB7vom/E+/3eWSGQDmABO5540mdivywuN1JQSyf7a1x2ZA3hunLO3WWSnuUoKpPLjZRdBLx6Dv2qHJGWZREBT12WUrlqHSmlxpqFdOpAjz6FLHoAGuVwOA6uLwIBURRx5Ul3o0Z9rv5aCgx7PlpsCdKxr2Uw0OlFjM95iWCvdUR1at9ye7j/9JnSsaJt03HB7Spp7mlIBf5c9Bx2E8qmTPQAP+q3knZPtIAJjsMpz0dsJNJPpIya0AMFXDDVLsMbtYROgB5y9Sfhk9KYZW8NIpZQWT1LT0CkBv6soE92ASqAwkUXRylAXtOUfZgDYZDLdQ7KRW4MPKr1ogOgGlljXoRfk+abJn/YNYA2RRVHf4Z1Ybdf4PekIFnjhDkeS+fDUgXnf+1D9xuIBPkJrUTjqfaV+tiVnXs9J/0KcIL567B/0VmWmvwUzJPNioKNHDCOZOoSUx9WMFbazy8QS79e7IHK32tmX363+XqfaPmPLSQ6KZ+XbTaqxKOlOM6vilmVLJfJykydglmRKdBhniJrmNaVcxtOgdMo0GJLFZepAGKtXk4TKWVZonGKk9vcs0r16tL8CnwUROB+1A8MdrT+yJ+J/3M/Ih8vEYJ6OyIjAMayUznochnGhsojkqFaT7Vv4NfH9WBHHx8a3utDHuvMY0QReGPidum4iiy59xlUXewcdu2a02c5JX8wMBSEneW0e2JRAKyMYQk4/5IFPOGtHpN7WSJUBeWIrQ02O8UXlrxSytkv43QsNgHeKX261HewpxZFTIkUaDlLFRfIiE8uuUolS6ST2QjSHLcjecN2hi+aPj36MZIllwnA6SxkVGDd1ShgSA/yrfiIllI5m0asr7I4PF+XGwG+uO0hkdWylqkguGwaUNm4NCm5Jdh6T5Zh+d44+l2c0VI3yq5LoMX3zd2PiEBXj+qZiZN/Tir4dJbPiwVVX25mycz+g7vNG33mwHnxsoJMwlVh9IDIOI5uuUaBTnT0S2TpYIuJApYI7LHFrKdYuF2qLNUZOlJsa6Ei1IrBZUR+S1HbkVYtCppHy0xuwCenpFmJa1+azZbDqPyon5hHLkvL1rP12HesZzVk3nXJE3LiMnp9xOUoj3yP2xbxslYWj38ui+V+Tvv7e33IbcR1HTtRPv0dlbdWBj0f9zNO1YXOYTdu+DhVDF6qQrTHqlNt9Z0q28DrbI++2D3hdgZW5YsjScoSTErZgwBUBoDDIaDLfd6Nls2WOElFgTKQ07d64DV1tXGWDdX4YA0Wr2gOK8CTl+YqT935KwZUzJ/yz4CwAQEqv+zTTNNSPgDb4exdYfk5L+CgPuZ17hRmp8nVX8+us8crkK7ZCRg0jxehG8gGY4zHZRhWoFNO8x0NMHMe3EeLkg0DdfyTtY7H1mH/Yhi5nX9y6I3athQOvZjJOn/NP6k7/PjTPBPiiV2so/rnm9m3mtm323zw6OdbcIbWqeWxT5UCkmiJomeR4klcl1IYBPEuKbZqQKmoMkBZ0fKWpuff6u8TKWpcz7m1lnC57I8SgZ0eGFLH64i4PuYvSqcWn4g0pIFad/DRZU+VR8Szgmm1RKFs7V8+vFn9i5jU0nhMZvxbx4GWyfVGS3drMsc97lstp+f0r/kj8M2y6bWNy+mNBQXTES+U736Cqguew25WZcuWEkQab5af7My/aUeaAJYrOqKkCQRJjr455zgkA8YdLcPUNJGGhuJOfkt5BSz7RWlLFfkt+7+2lMfPA9qwf7K2SVlk+dUyWNOuEDdDm8hpHObrONjXw3TJJwp5+XeNnE67JQG8QMq2aw4AhvpwTdOy8xCWqf0zHvBKu/kCy6A7hUXCCVEm3eMxut8f5wXXNdJ7ESDGL5fTdDPJiH7OLGFMJd+3IXZS/kX2zFr4THDlpaKLBlWfkE90dtbHTy3v5s2bjb+JLk9AMSLd+fm5syj0FCAr8ci6xco/Uvwog5WBlq+/uUzEaooiZjP/CjBYaTEY7C25KVhkfo4BKi1rjSIFy6TANZInk8bKinblKUVWsrWlvcjBPTovUctkHtfkwv3K6XjzQbTEtwZ2mI8oD9fDoL+3NMxywUctn9Gz1KsT6ZGGn1luU8QPrt1nUHWhc9iNa2/Mkz3mlitq1Gh7fFEAh6erb8Z4uOP9RiJC35N/zmSPLeDJrB6vAcsIL0fVYuStPqqDf5ot2/rrMD4cqrNuVUQpVb6+dJfym+xN+S2Hb/VajuufbjllyJVO9lhzVmLOuXsem/Lb04VRU3tHutSyysaBaklJMVDjWFAhMAzITcf1WfFg0Cl67FSE3ErIiGMA0vF4TChmDUhye6eEqQ5GcWcTav9qxnqfARVfR1YCPvUZgNN4WdpGMfosOT61rwmo1VsAeaU/mb+a+IT566VMSF90yufU8m7cuOGAhoIrgBKkuX79ugMZPSUcKULdZcfKQC1SbLGIlIoqRq1XwRriUymAQ/l6jA3ztWbFytnv5lvzrepZue6WojYzoOKQBj1rDLeFrZGn8qMWJ213b0ef1tOTU8652TEa8Y78nOaUsA/Mt75A9CxmXB/y87PBPERjRcd31G6WTe/5Ag+RRVjHea//7zOoutA5zOym29UEcDCOeQEWWMIza/xcIiUc6UFYLDRR9cGBT4iCtWItCyvpgAvcMsvzMldhuJ6RRpYvPLJvOXzrUgg3bpoc4GzaVrXltPzOubEk9IKjhg7rx8g9F0uj67Jr4anrqM9AYVqOmDl1OnUWuZxDawwfCYM+Yb+qCIRx+TWkQhRhntAEAPloj+c03cq7nQBq1/C2+c4HzMQCFNTLPI/jkn9vb/NtCQAaWw4baxk7sOd2WDHveP4YENal13EBb00BhZkLBVUX/WFQ1dvqn7Pf7s+7wHqASi0Da/GeIp+X3W7X8NOzVKnC1GVLtkIo+Omdl6b5IyXISlaBGCtm3pF2itKM2qjEMkG5um1erUpqNWElz+C1F04DpCEFomWtCKBo3qgfkV4PAo741TYrsFojtFNlx0Fl10ANt6XXr73xibKjvmWZsl8i59XlZgb/kJ32v/J0P0HVRX/MbtYJODqctwhumcnHOajkOPYBlQMTKdddSM4hnBJDKTuLCXy2CkPhYx4orpxnRcc+77CQMXhjXxiXH3XCBwzWLV6CRPXs41XyYjdZPRNwmpblOFizAitYSJ35K9f5ixT04bDsWjs8HQKqWhfaQfIFTjkyfS1KG5sZUEbp22Rni0/W/sUGhCh4c+OE2jTtn5kBlUbWBGCkECD8SamNbh6JlcfauHuuMlZw9NKXoY5e2nKwp5aQExOBXDAT9GFKObS86vOHyPgqrBqD6nBnsU5RvCz0oaujDpZ0tUGVOqqrAum96R6LZ8W+OWb+nDMFJvxdQUwPgEDxKYDTt3QoF76vCpl3JGqayOGeeQUPfC0CZhobS4FipGCjOriNrIAZBERgJpK19hXLP4pBxfJW/x3lhXcPAggg/Zr/EYMItnZx3boMqzGqerLUflIgpuEduK0KgiJ+tB38m8uI+oaJxw0vySowj8aOWs6UT9CDBKoeeeSmU+w6iVfxuPkrV9wRUXO0B2IbrRzui7T41G32UxDFnJRVcyAwLByHOxX8MYhBG6tChSWEeSKAkMexBU/Eb7RkU/UXgJhZe5Ye8RQOZVLMEehzsaRKGrSHAYYW6b+QbEj+HDuK89Y6RrpY5FXDTZQ+O9hTlYkKVFLKwfTFTfXp2UudEvIybG9fQ1OHjEl8ahBUGmcBVgzDGXBoMZZPBVYkMAZcLp1Q5b/ItLYJ/V6AOIe4yEuWZVzTC4OO3ysNqmCpUv+OuYF94KTLdL6vklP6AFSwPq0RlE7kdxMp/94OQRz/oSBHFQ4v7fE1tZCgbOVVf0dpe7vx+L5ab7RMlXOkUHX5CPeOnSXI4NPM8utf//qm3cyDtoMtcTyOwIcCy147ddlNQZbyrfLvWX94vIBfjMdjZfDLgPKmmwp6ALkXHqJH2m8MItmi2APNnIbbz2kfJFBldtMpovq9vKkrcMC9Gs8q+VusMSoYssfmYJBF4fYItyUO5lwlb1E3m8vE9nZeQktpjvjNyot3BdYAiAvgckonpbqU5NoePhvtD9b/kFVzjyNsS/R0rSBUwASEVHbUjErNFOaeu1zRSbKzfG7fMlu6KPwF86B4DOC1ATSFCQYxLpCqsFOBiLUWUzf+RJZMvaVUljHKHnfPxdYikt35+cK7GwvT1ETVr7wqXwSO6likfDHDpY2Hp5f+ESC+9nLCvNS+IxleaVCFs/94QmZA0VMCPMl7+Y/uPx8xokqfy+otI3JdyiOCieobOYcEYAWjS11cli47sXM7y+dUHnEtysdp1WrWsxSm1Hd657YrEOT2gKLlNOR9+OGHQ5kircotspywXLS90ZKuyhl16ZJqT/Y9+Ucyyjk3FsoeAVCdnZ01YOZuzoPE/cjiGfGpLwJRG1Dm3bSf6UECVTdu3CxtJKVcLEoVtARO2OwYW2VKflGgw/5F5wASHmqbW+DWABZSIlCMVVElSUc3alTqAhyymQMwzhHezB+Pome9KTGCipRcB4jVpCQT50RfiJVj932agEu0nOkCmWZvLWTQm83qrsAKgqalPGclzGLtK8CqkQt+ItaVWh1TCncQ1n7Lub8hQmUbok/PQ860BBn5ahHtzj+QzUokkfFZB671qJ0QVDKVdvc2GTiiMerKVDDJlR1ru1x+RYAqBS1zQxYFx6RLVyDdzh9Fy46sP8fe3qM8WF7iAIy4B160bOVFrSG8DMTl9RSWXlfHaK2vpxB78lT/GrWOMG8KGLmuCFDxsibK58j3KIM/kfxS8pHZI7n02r4GZLktkbVU6+iFolBCmmOACnLCxowIMKplSnnkOnqyiMrkMRk9KwpEuYxTZJDz+qT0SvvgQOU15elm5dCstSg/9i/R41CaYJWl4mn31lhxUtnICKwChR5aYbB8J4Cp0XxkvWJHcncwM1eooImvpbSEPyIGNYq4irCWX9omrM3WIACBUWRHPCC9uq3lTICKQDOyT4fnl44/HGYr3f7JarFx1QgomKZlGaoBthHo4fYToKwYGOWT7MyWUBg92XfPlFSq812WTvCEcbs7/0CMmFJqnpMmWOz+mbj9PR7RB+jE7EEtkkT9UG9ewPx1JSakuT2xtWhpbypC8pYsnfA17lGk7Pi3bv9Xa0y0pIW0rPyj8tUXBml5qYu/MzhRefSUIitpBXm6TKTWn1PCLTBg4WW2yA9OrW4pJRfZm/Oq/xVbFrn+CERFfCoAiCybKjtOx5YflX20bAg5Qi49C6im7YFczcftOaWf1AKn42HN4qn3I8CN78xXNEZ740qvPWigKufc9+2p8snt+hJN7D1gpksyTg/QrqWqhJo5zAMB1JEOT9dYWmH5U4mxxct3AFzEf9o/6Zc5UYmOA1Vgcg3Ow/UsQQJ1rBx7xTeUkltiAliqssAykkT1rgAlzctXzKryY5Znh28cWZNzPQSZy8k5h8uglR+0T6J4N6KLgFZKSxBXRXLZWyVdF8DyhN1752/u1pkSMSv8N1Rk6pb3erq9lBk5mPOY1mN6euVgY4O7xTJNycWMa8A5AWxH0+Ta+ooAVWv+U6w45/Z5Sxan4++qxHrlQvFEsayiMlLyO7d64E7vcTs1jVqAej5CKgsuWxVozh4ssPyi5T6Vk4KkaGmWwZUqZ14eVRDFCngNlKhco75keel3zru29MXLoBFFOxl16bR3gHME2nvtwfWeRajXfrSBf+uRTGvtj8Y6/47AdORPyLyz7LR/HzRQhQCfqrgW+ZI+6liqkM7d6xXIZY7PLr4tZJKJtunXOsrSI0BBrn1IZUb+YIw6pmVXnlve4XSN9ZsqAQAg2u/e75h1IQRIOXaKb4Gb+S3+DHbWwFpKOZ+dBenKjjnunsPuVhdDOjDU6cvaLwi7If1es64tfRFYDx3ZBfArmBvPvq405uDuN+M6pWWsdGKO8biJmt2wX+cvf6kCKvAqGyqiNkb81M7h/2lxkncWswDg5cnHLMt5ff56yROJmb3KzD7NzF71UsvI2S//rQV/ZMUeKSZWFHpd77uOkOu6LT/Ky9YNLl+VWmQliyxfkQWG60FZauWJwIP+V/CjoC6SGV/jsvS3AgaVu9mylMdtZ6Wscu9RJF/lnYGqWlhUNhFxoFClcRzD41/wf20zBVu/tA8VxKEtDIAVtKy1pfdMQL7HrMERIOL24BovnSowj8BxAPTvO6i6qDkMx9TU3WnB27RTLil5cEHKs8lAYCeH/d1cqoCKeVGlVoFVyk5JurRTG9+qKnZ+yYDCVmYCQFWz8mF02n5Gf1Yc6ksQTBRSfdU6lgbfUA9w8B1WOJYTK1qzGVhxvuuPfnipl+QTLRk6uUE+DmmJrMxmc520w2HPtUqmyfmzKY1nX+cExu2qjY94NvPWHrMlOv7+yYanJr5YOcg5Z2lapy0V94gFMafAgiT8NmOChYdxTs72CEnmCpF6mnLHMV/Y2X9m9gVm9g4ze9F8BOIXy/X93ZSXc+tT1fOfwncGCXODvTLX66xwjylWvt7bKdZz4OU39GO+Wb029Zas8D0K79BTuFGduBdt0UcZawo8skpwOWt+VTkvjtePPvpoY5nk+nr+S2vWFsgnAqzK55qMuWzkYfDIwKoHBLVM/s2WHg77oH3J8kQa5q/X32pR4iU7fQ44j+ZX2el99oeLxkXUPzm7kAsv5vsDpC5+DrtxI1xKKgIjGcx/sGW/Aqu8TNw89BtLEy1bhMTX4QTfANwGy8zXS6T3dHi6W0ek7KCAHH8BO7hQfXGKAHrWNFe+7lAsijIwdC19EABWpxjpvoaJgMi0L7GT7eHXf1TW/5KrTt+v6j3ydwp32TGiK2WSASqUqftdKoIlDcAx55zH6189t02dy6OYHgFIcr8RimL3Vj+Y3Et6+cIW0TTfcAeFN8e5lT5AtPppcczHc9P0uZufqNtVeJn6okSmb5J0BmLbnps5vxxQZWYPmdk32Xx8w4fM7O+a2V80s68t//9uuf5xM/tmM3volHJzzvbII48UYaxbp3jS7u3e0+U7tmypooomfb3e21Gm11jpq7VN642WkXr5VIGqn4+mgRwiOeI/l8V5o7AEUb4InKrMuA6+pyAhCluhTuMsv56iVzmjPQzSov7tXYt8vrTtvbhU3M/cd1oHrh+LQI40LM9p8oE2VQ7cbwywdFOFgiINhcFjgEl5jJ4HHUNc5v2wVF3uHHYzWIfKblLXt+HGkpCSO4SXFXFVjgXsdA97VWUwji1bRVkjGRRdcxahABKn7Lgs9ucigNGwUy5UBU1+R9VCFsX5IlHW/7CWkEWkBmvk8AocUT4FYNIJYSnfKX8BmI8+/JEK8OpyHcmp7hREDKT6HCx18kYEEqVL745nwdmOItNQ/5cfzhDIS7kcAkG3NaJ+AN7UB7sVvOBoGiBO91YwZ67+UQxcpmlxopM8NR36uZx7iTAdrqm8DlznL2FUCP3b1Cf3mA9X5kVYqszsT5jZvzWzLzWzV3fSvNrMfndJ95WnlFvyNVahtYm/FdCi7BUw9fx4sEvumIJVUNdTyqp0FRixkk4yOhkA9AJz9njReFZRuIBlHPg6oPxYfgwidQclK3Qum+XG31UmLAv1w4rKi0ANt113tmk9KveeZU7HFctJlw05P9oRjQc+3oZlxn2J9Fzn2dmZKyuSN7fn2I7EKGK7WjvRTraaHSOWCcuvd5ajBmLNOd8PUHWJc9jN2QLQmdSDF2YVaI3kXc/wS9n7s1BsHrO8nHu2omG1XvXJccBNHc01TcrLsR3cwJSWnYFFETP/rpm0kxDWCs6bTfxZxMJQ24MgmTkGMmm6tQQR57qSgLNAbvhZQQPJDPdclHNqI8o87G7VNk32WBNos+IIGi8hAMWROdSJCqCimE21jv2Lzjle08zMBiBo91ZnXRJc2fJSKhwf/bOZiYGtG/s8MBVQUeiRccxVdvUondGxWp87juh+EiliTGmx1ibClvvkLGQApWvz16kT0j81sz9xYtqvMrMfOCVtzoulqgcs5vb3jy5hRaZKBff5LZx3RUVpo7KPgTp1bGfSnX09ipRmD+Tp0g7zHpWDdkSOxZwWv1UZ6hKdLimmlOqymMoz4p+vo3+UV8hVwZRauyDjqM9Rj4ZcULmrnNWCxsR8RbsBeRzjWgT0tQ/g1B8dvq18rFnpwJeG/OBnAHkUcEVnY0btj9rDh53nvIx7PgeR++0+gKpLnMNuVsXCEzPjnWnqgyqnoElR4mZK3kIEf5bm+BHtL1JSEQhAFixDphSUMU2z4joWbpsUrYIRrizZmXdwZqRTx1R2ijcEOtllmQFVKRSsOvckcppm40blwflLijipDTgXzwGNlBZ26egZxg6sw508x3HxbWOCXFJqAbSka0BZzu6wZy3W+bbJzbrUenjeyaEW1SD1OdH+7LvmMrH0WAA0X3MkgBmXIEPI+XDIdUef4zctYKceObN7rmlrSAKm6u/y/OaqV7JrQx23+ycvBFR9xMx+24lpf5uZfeSUtDkvu//mRniLCyslfdNlYqsKK2sQv0GvKdmeEkEd4JEpWnJU596ecuzVjXbjWlSe+uZE/PesSVyOygtp0d7I+of/SAtAwP5GnBbEccSUL3akZtAROUozQFjbOcjAZM2Kpw7zEe8Rv8wXA+ce6NEyeLww8GA5rI17LY9ljP6I2s55Izkzbz05RL+5vmj8ynE+35fvEaDK92oOA7Cabjnd4xQ5jvQggnNxc2wG5If7GKYp0XqX9oUUXscFASiumxUsKRu26Jh561BIboyX/xxCQApkv6fx/O0x8wrUkhdNEzUec9h0azmiB3yUhGw5qeWefdH8ReYvYiHnvNTXHDRcyh4Pd2YwRbJSeVfgnHIFVDHCyRWEmuW61OhAMcmUHeZD5pnV6VYDUGpHm4UgyMmYO8MW62Jv52YXWElxyAOwhBVFPZaIM+OSii8C4HGD6Pfh4PoDTXSHge+eyNksf+bK/HXqhPReM/v6E9P+FTN77ylps4Cqme9lQmdF3vNhQR5WVLrExQpPFVAPZDDxW3hkoeDfkQN2tPQU8c/WFfyOQk2grJQWZ2fw1qsn8tXRcpWXqD6tA+k4HhWuR0pZLYTaR5F1itNEViQGWPwf+Xo+RixfXpaMDrlea38PuKn8mCduP9oa3VMH9YiipVNdSo/AZI8/lcfa2NV87CPG+dBvZLG6p47q92wOKwqTdUCdnA/Pd8FJXfaDwktpSWvm7lfgA4BW+1hARpX9ghlUwTVAK5HVZSI8tDYGSoN5uacCHnLOrv48/OyWMw3H87fHzKMKsU5BWWsElKqk9fgUAgHZjffyp1ralyxqlMm5NQ4iUw2yiZhPU+4GakWaep3WtKYp+w5Jyfmc1XxgjpynHPjmtlIDdAnXBQst4Ezb3HRJNfEtN6saEQtWSrltb1Ccq4yAXc3DoDwgLrs+f/tnYv/DXgEA3oenm6FSLZDl8zkr89epE9KX2ezg+ZfM7NzMPlnuf7KZ/SIz+3qbHT2/7JRycwCqljam+p+tA6y0eNLm5T8GUUinCovf6HtLMsxL5OzcU3a8bHaKUlK+mTflMyqrZ6nS8lV59vjrLT0CAETlRnWoTxLni3hE+bpkifQcqLUH1tQ3SPsd/3tAae34F12mjPy1IgugyojTRECvBzq5HVEf9GTL/RE9FxFI5fF4yvjlD8uL6wWAv0+O6vd0DosmeV520jT7fQFU5S0dyx8MaCoASLRMUxzEWRlG3QXwwctCAcYo/eX19Uk6iZZ7AAD39ra6Z72JdURUl216FXXAUI+/Xjwnd9wO0sIK0pFHFGm8y2axUNY+M3PLaPCxwlhQ3txmAQJazLKrm81tZVA5mQBQCWBCiAMXTsLN20sZjUxwgS7WKmjpU4Fbr+/DMbiGvoIHSMuoIpHYUquUUhNXC+Jz7SsDb23+OnVCGszszbZsP/4xM/tBM3tf+f9jdO9PmdlwSrl5BVT59i7KJFKGsNLAfyTaVRa9dUfLhaoU1pSW3tvtdlWBgCcFIZpf73FZbAHpLSNGIR+0PWt19xQmK0SuG8AF93pglBXsMYtHBGDQNpYBW0KY2MLEMkH9x8ABX1fgqn3MYyICdyyzqHy1IKWU3HIo/1fwxbwgje6S1Dbqb5VN1F5uQw/MIa2OS3x0WVbH6X0AVfd3DhOHXZ68ayTx/XyD3W2Q1ilQ9JFYqpwSLApe6+L0OSX/Jo91rWmq4E6Hd2NVkJ/VUgXLWgnr0Bx3U/JGyzauvIBnbXNEukxWHeAPz88+TUWJ4lrUpBrFW3huqM5fovPp4Om1cAp8FJGzVKXkDxLuVM83GlAtfeyAg511Y6ox0NJ6644/3Bxpl6n2UxFKzcOIBVk41lXUSL6GBkpZrt9QfAGxa2OF/Rj1pYRfgtRa+7JBVU1s9jPN7H8ys2fN7DvN7HvL/2fN7I+Y2efdTXk5L3GqZnn1LTGRUuRJXf15WMmwYj5GCiJOWbpjHne7XePDhY+W2WsT7mlIhx7o0B1dkdVDFbLWrd+1nGmanNUsit6uMmflGgFM5hlWDAUdDMiivmC5Io3KaxzHvN/v8zRNq87Y0ZLlsX5S0n7m6xEI7Y1N3OMlSl0e1k0XCl65jKjf16xqmj8aLwyyOR33aS//vQZV+FzKHHbjRi4CjWfuwyE8ULn+nKbZquPGy/LfLC9LgStzUc17eLo5sPaoQoZpbLdzijClJU3zxh5o+preiv8Pu0owSMmtOxGDEhSvYJCXRLMbj56HepsKncbbeTz7urnOs6+b6+Qo3VIeAFcFh0H/oHwAM+6ilILyBVCgTUjjQCVAXwnfMI23552FKm/PSgNMI0Cm7W3Sl92oymtj3UIndXzC6r1SVhNDjGM/UDpXJ4E/Z4VUcCXt7X1X+WK3JvcVO6nzmEYBFwaqLuNz48YNNzGrMoLC0O3mTMf8RXqWCv2tymvNNyaqjxW2gjMotWjJCHVHSlBJnfjVv6tnqeJ6o0Og1SLB+ZRPtqz0ltFQFoOyqL6ccwMKGETzZ0256/Ic94EeKcTLpVpe75gktL1HDIDBK8uCQZ+m64US4Tb3dm6K83czJvUFIeqjHkjneqKxyLJlPjjmGufn3/cLVF3G56bZYm5SrUZLPj2LSBHmaiR2LTYuJC8+M2w96GXRBPzCMS277tjSUZd4sLWOinLHwbCTOlcpR43ojv6upSoTaDh/cwiAGChoO/k3AFUFP0Gw0Hod4FAAFSfl6O4VjAlAzCkt/AUgANYQ188pzfKmMVRBQMBHzrThgKj+PGJUwPmFlc8OOnPygLO9q8i3AQ0b9ykEsNP5m7uDXMd/BXRUn7P8jT7oreAzT2mJGca7+8AnNne4AupzccWPqeFdYWxdwATMS2m9JYnIyjDLYQFVa4qd06Fs5kGtAMxnRKzsmc9IAbJlixWSAgQuU8GVtieSA5cfHY/C5es1VaoqLwVO3C+aj/+rI74u5bIsev2r44Blyr81RITy0wvnwXxG/b3WpwqC1JrI8tPvXFbvLEkuT3ljp3HdkQfZ6ovEKdZczs95+Jnp8YnrVwFUXdgc9sgjy8wvOwBzzrNSBNiZptA6oselOFlPt1r/kECj1qgHh+fr67Yq3JqFrFFdSqmx0OScfdDGovjNZmvaYf9i2XKem11bNRI36WO0OQIIEYisZ9Q185fIBCAmFtVyjXcGHp6OZZD8b/pXUVO1RO52Nb4Ug4A1nzJuJ77jwOeaZxzzdP7meVdjELk8pUW+YWT7tV2GeQESAFbj4U4b/LSiyGnpf0GTvPO1VjVNedq9tT4iIVAu4NERyXAcBWSX+lxcM9w8ZQ4jfhkTqhXVddU0Ebi9N8fUfKO9hCMerl27VhrRAhgFCazII6sFK8PIghNZOZBPlQ9bNlShKp8KOLR8vT+OY7M0ohYHdsqOAnAqr7iO9ii/XFbv0GDOe8yfBu1gfnpWJFXkCjA0aCRb/Dhvb4lM+estCee8WKJYXixrBUIsg7W+hqUKfHJ5EX/4cNlRXSxb3pWo417HiL6oaFtYtgrYlaI2H+vbKA/HzrpfoOoy5rAb1964mBryApAYQBRBuyUd3UqmO9ycoUB3kiFR9lYO3vnFStkpOtRHhyF3yWkyasrurQsyKcqtnjtnj9et59VyUBRwVVpQ4qS8FVw4+ZFCg6VpjV893Dp6bCu4TKkrCwfIFJ2xUM1q2IPp7I/5OsqXtRWyHtBoDOd1/iIABvBmZ2GUdwZ2oSAKMaCq4xeWSc0HPmhHJ8u8ghIAa/OWqgY8U4enlBfAtt87C6DrTxr/LoHw2muys6ymtpmaD2kmeyz/BHvoZe/+u7QjHlgRRCCKiRXR2jEdvWUMVqRcJnhQCwY7vEd+KbqUBwWm/Gi7ItADAuBi3rSdUWwsBiicRpchVS4RcXt7pNaUXiwlvca/uR61mqzVp5aRqHyOXYb8XCdkwYpeLaFcnvbjMZkoQGMeovsYW/qdAVhvDHLf87218BVRO7Tt0XMZyRr/1+JpgQjAdt/0LuNzuXPYzSVyNykzHcaY/NN0yymNRq4RKEupTvI98FGVExg4HBxPFVCx0i1KL43PLqw4NOfT5+yXu1SJjWN2MbRqdl6SoWUW3K9BNYtDs6u2ADOznA/2VAtWI+qAGEcsvAKsOkV1fiygQpeOor7n69WPbLwdKvJpWoAJxFnHT6o4ZXGmtsfCw5hRZgQawrYWy91ojy8WVY0aXxpTQVIQtZ2HxXR4fgbFU8CLIEMXGFZfOqjssC1SeATGmvYmX254JqOmPzydL+Lsv0s74gGWqgh88P/IesUBKrkMBkisSCKwxQorUujMT2Ql4CXLSJGCd24DA4OIVNFGip7bCYWqx/2o8k4EQnpKlZeM1qwW4Iv56QGciBQY8HfNy2OBlwsjYKJgU/udQSrqVDDNdev3iD+uOwJJ4J37HkBOAUskFx2fAIIIuspLrz1QqLxG8uX0KudoLKjM9fmMiIDaA3NMzY1rb4wn72nxk6pKlXcjIVJ2FsVUoo6zlYYVhVPa09SmU1CUs7d0MZPjWKPAm+W8P7/dlKE+K9lsDuXQIcZ1tW2iHFkZ192PqLukrUq3oAfwXsGcUko1gGokikYmKJ86L4o43yNndTRrAouqUBhQob01P8mFl6NC8DRN/uiUlP2Sl3uepS3aOdLW2i8CZFAs+IXVkCPZN+Ukb0Gt/YEl0rMz30nleXGbOjodoC8W2pDKK3Z7ducv4nX0/dGlacoXcfbfpR3xgO3IkTJRB+YoWKdaN9S6o0Aoilqt1oBW8F5hgnSZJwIWymdvya6XXkEH+OFrUURw5r0HAPi6xsaC8o8UfrSUGsUQi0Ay+On1n+aNAB5bZNQaGe2UQ/1cnpYZWWWiNvR4RnrIQoE714E0UT9wOUin5YzjWOOyqVwV2CgI5HQM8CL5cygPrluJ6zr2skDj54E5pmbewSy6ZVqWq6CkeHLn9O4QYFyHZQcXMIawGy3lwEyVPchaOmhW+mqJgaY2W8oVp2wHTsALBUPSuggDtXySolSg5YJHqiLVSiIEm1K1YlVgNd5uFWTJqw7z4InBnoIDLgL8uz7usYclUCpk3Kcqd85YwRNhH5SDXZd1SOiOUowDAqU6Jl3nhM+y9z3noisPwmtvgwX+09Cs8si73TI2SkIGkW4ITFPTTKThYKtavwOjdF/b5speeVngyi8iovo9OaaGlSBbXXpOvWyRUeUf+UH1wFn0Vq7Kuvf2zw7AuqsOYKd3gHPPIqTt6oEVVcZcNmjNsqKyBpAFD5HlYW1JKFLgXJYG79R2cJ+ohSY6S0/lyeMjAjwMajl/BGSZJ1564/ZHY4LlpqCE+5LzrfWjAiQdqyyTCAApCNRnSJ+RaIxH5SmpNS0ab5LuXoOqS5/DUsIfwkLj7RppnAGWYCUHeFLKXhsUzVodveGIPgvUIZ/6VZWDKNtKAG55PmaE7yGq9XR4flFKpC0d4JKqUE8FT6Q8KxjojPvsxl542ecvSCDZ2XI8TakHfcD5nIVJq5ZAmAAZUNBocwW+pPDrf+1rioFUE6rgCAExRu7dr7JlQYExAqZ1mCAIKQoWoId0hLOXJUqyUDHf6IK1bmSANE1LBXxGJstDY2dhWV1fQKZp+V4P0k5UcZZ6s29fBKya43BkHHAhr11xXzh1QrrUIx54Ilfl0FOqqgBVyUNxcLkp+d1JDNjY94ZBAPIrj6wkcvbAJKXULNH0DoRmHlXxcvskGnW3PObvFGuQhjHgNGqpEktDqDi5fubh+vXrIRjgunoWFsj1VDDJY4Yp8jNDHnVgj8AHp18bf7yDU61WUYT8tXZpm7BEi3sRcMP1CDCpjLUNUb+qDPU+j7NjFj8CnQ/WMTXQLgRcoIjMinKgrfu8S6oBHouwMQiWcimIIgAbl5lzXo7nKLunWNmooisd6MIFpTQDLLPZKVxjXvm+X1isCpL4q+2r8xcptWicCXhgjOD4ZmBi5JTP1riUHHBqzgBsBJGb6wCyh7N3VflUWfDcKJYvXs4NA3j22p4XENNM8SQTDRCb8wK2tQ2wQjr+SJ4qWyzHVvx1uLP0PeRdQFFk8Qua5AF4WcqtSblCYrBawjheGo3znLPb/eeepdU5zPOJ9rvxEzzL4OFgT+WbZjn35o/eDZfoEo94QJwqnoDnTlie4OitHBM08vQmcfxWRRDttIuWEKMdfpGiy9k7R7PiXANAzK8qRtSrZw9y2oi4HT1fG9SL6wB/PYUKftYsX9xH3CbwjSWrNaUcyQeR6nu8Rfz0wiMwoEJfRSA+AlAR0NNxy23qWVh5zEEep+wkVcDCwCnirbdUp1ZYzteT87FnS/mPxgfzZiuT0mV8LnMOu3njhtdQ2X0Nz1uDQqxiIktS9FuXWPiwWoArVZLwu1Edo4AKWgm6DUsq55/+XVWDd6YaV59Zro7x7gy5ggCm8zdns/n4Gk7blIm2TrSUmVKbPqXFurF/cg6g2n1+SOmGggjSAECcf0mtI6W2L1YtX6m0Y/fWHmsRK94HSdLgXnXaL5HYMabMcuOXNNlj3gIULHUyMaAyW3YGMohN+ycXkDNNq4CmdFX9XpNVB7O9S9w7zien1MgZYIfHXlS/+0GAKRNYbdLJV8j+DfaTc36ZoOpSj3joKXqdiNWq01PyPPGrEmBixRdZSnoAQstAGlUaUJ5rabktCr44PfuX6fJW1Pa1HZBaNnjd7XahJSKqZ00WnH7tjEWm3sHOHLeqx4/2ceTDhDTMA6xn6AOVHcBC1PY18MFy1iOToiC3EZDT8hTkgdaW4phv8KubGfR+9LzoWO2NHW63/ue2FPl2fRIu43PZc1iu7fVKo36n3W9zv7VKs87cyFTlHOuqacrOGqS7D3NalopWCYmgmMzy4fo3VsXtCqACK3jjJRVKy4Ao7/c52dniFyTLbFom70oM5SOywedwyIGJx2fvEpSsyKYuVXWChOacfVwyqq8CnMpcXKcrss4LuZELW3ym/TNNSAqWRy3PoXequhdKg9FPXvy/ah2QB5YPC7BtQCsVx2O9GZORH+Y0temmadldGQTSxU7K6CWiygxN0+N6dk/UZ4bL1B8pzd34sn2qauJLOqZmZrYPoHpv8ZEVAtfVatIjzsfpelYgzsffVekoIFjz20F9UZm65KYWJ1WCrPS0LuTVIJipgDa2rBxrv1K0xKjO+YmUerTcpnUyv5H8I+AcWZ24/UjL4AZ84T/K16VhlbmOPx6/2kfcHj2vD/f4Nx8QHi1H9oA158F3jcOlcosscVHfRn52KS1L3XyYtfLNfVTuPzjH1BRQVSdpAjhV/zvPbfT5ImPCCU5xM47oUVU+zfzYz+PSKgosvB4enqoCSykv2pHaURXa5MtlWWSzdvchy4J+T9OimN32erSTtvyz4oWyq/GwaGflSUT9U0WDTjFbAoM6VLOADwUOoGoBifghbV8BsZZP/QJQt7e35Wn/jAOTeOdEFHAGVG7Tg9at19TkRX3ErMFPkBvqhl8J74BqGHgrwKp1C2+8tDgdnl/Capy/2/WVlhs9K7wEyk1LKee0e2L+XWKr9caqr+uCgn9exufGjRurk/spSp7T6e6vtbyar3YAAaBIwbCCwH09C08BDK6hXqUICGp6/q++Mr2lK1Zo/Hn00UebdqsSjviMiMGCKlHtCwV1kfJlvlkO2nfMH3/Xvue6eYlWD+DmsYDyeufX9Xyq+NOTFcs6ageDFO17lKF+VAqsmWcGcr1lup7lUy2ePQsdhzfh9FwP97ndxe66q/65ee1andHZCRuTsJugA+J01TpBk/saOOJlQC6+KkBdkoJyZa1SmEDg0NEed6ETnP5dM30RCHBATwBYzosTPK4jhISZt44xoEI7cbTI+Xlu5BNGnz9GBCRqW7GUpRqYkQzdDyPi15fbuFo3JrTzUlosQVQv2n44LGAXy7aIUEBhwtr2QK66VMedLJYqFZUm13Q18CuBES6OAVUdo9JhHKutAqbD836Xao7LdayjPWYuTIk2rYJePLu8W5Nktiypv8w4VZf5YUtBBIAipdp7Q+9ZnHoAAffUp4qVD19XHxYoCuSHZWrNOTjiH2k0vlKPb90BxkBSlwk5D2TEVppIGSvYUllHxFZCpFWAhvohXy6T5aB8sGWmJ9OI1whc5rwc38JjhkGH5o3CYERA/G5J28KyYkDVox4Q4t8q6zWLFKfRdkYvGFwH/4+W0rncMm7v+zE1F/W5aVYVnCrzlHK7JEKKpk7YScBTlV1bZk0C0AXHdB4PUPJ8nc0FrKwPh+orAqDCS3lNu9y4oy8lY1WW4ksGYjZYeabpVgUN8BMCwXCDQ5rhl2WW3Zl1FZzi4GWRe5dIgXI769IdI4Np8qEnIqACUMrnAkqQzDXg19wncHo4LOAbLABIMaBiVvhCHVNlCUzLP5UqoEK5/AzsngiXApVCS5WwVJ+NUnjPD4zzmeVlN19K8/JzatM1P/BfwHR9nsZny4vMJViq7ILOzbpx40ajpHgCVwXXe0PnCV9/r1mqemAAZUQWCqRhUMO786J6mBfwz8qH61nbus58aH6Q7giLlh7HcawgUPnrWYYihcyy1r6Kdir2QK76QXFdkRUObY7CATAAY+LxxaCyB9K1v1CHylLbfbeUCFDhaB0us9cf0XdNw7JUGfV41ny9ZT8GwNF/rkdfAOweR1SPPhc1h1175GctijORZQIaoaKU+ZrzP1GFXUitL3H/0j1FIFA+isrUUkXbyKqlKrCsOEBVGqvLc1xvA+ikrHFcLBS6lMSO1wBTAFqMFIIV1SryEFChQGmTU+yktKsBi6xquQOIADCc31W17manlJEZXVHrr8/M/EcfTfQLW/TM/DnY3C6UXZtNvDv/oxN2zK1SSnU5Eg75TkZd/ev/R/cdjwT81l42cqY2TVNdAtVHrf7msYF+4wfaaHdp8Tl82SEVauL1c7PeYS/h3Cz4VGHSj4JQwuIxC8ODHp3Ice2YwusprSg9KxL+rtvl1/LybwUJDFRY6Skpzz3gBeIyFDz2lha1PqZe3CMFgyx3ADcO2Nnzner5m2kabj8rbFHaDlhF1j09yqY3VqZpCtPo9VP6QWXLslK+uZ0a9Z1lsTa+o7Gmz4vyj7r5WhTfi/+z5U/7uPPichXP/nvJcxhbDMwW515YVlihu2Cf7LwNh2MoKHo7z03/+ssvTO/0NxwqS/V/LSalqjMY8PXqcj8K0olCLTgrQjiniN5aiV6tOLEWkBYLzSmKuX6H8zs5KXPXOPCTFl7N/JmKTo502S07NnOIBze8bGu2WPWqZcsec35QkXUvTbfq8T6RhaqRHeYq8nOr+39W5691wfKS62iPL0f3EKivoUAKcRSFCBzxMK4AicCoG3c6CDAv8ctIWdrl665OQqy6qQSDofbrkfnr1Ino0s7N0ojqAFCsJHlJC2lZiTP4UuuILluoMouUgCoOVXxct+7EipQlrql1gK1CaqHpLe2wYuqFatA8fE1BEV9XOTHAiZYaIznyGXoaCmJtZ6Eux/XSqEVEjyPKOTegj6+zDBgU9eTG7dC4ZRgPkSM959dxwv0M/iJgCF60/rW0OtZ4vCq4Uj6ilxKVjb6wcN/3dtJ2yrnXwT/vwRxWFJw9Ne8owtstDrnlMUCK3WzZul4P5S3BO1UZseJgQPUme5MHVvhPn+iAZVZorq7ad5RGNfbko7crQGl4JpZyXoI2htSZJ1iBM7BaU8wp5Zz2T1YQx6CpNGMBPYfnq+8N2hMtiYbsFutSD59UkFwYQ5iDyFKVDk83S4+8jJemW3UHnKoBV7+ifcxhtOx62N3KPWIwWMsVcIlx60J4cEwwxPoqvnIcE20ab4ehMtyycCp1jmMFnc4azOhMraXSF00oCbbmlv4zy+1OWqGLOKbm0s7NiiKqY/JmP5fekqA6RyN9zoty5YjmkbKNrDacTstHHgVUkfVAgUtvCzzuRZYWrp+VVgTqmJeeUgRfPSCp11CXAj7Ok1JqdplN0+QitGv5EW8R38pLzycIv7kvopAIp+xyhIwU2GufRkFTlaL+iOTGfoVaHu+s4zzaBzwm8PxES3DKhwKjqD3se6j91bN88pjj33bvD1S+R3NYdks91VLF1iBRSm4ZLOWatkZQ3711ycsKhMbTC9M7s3scCLGp83zpcKco61IeBRdt8nD9QmDJKUyxtHGx9XgR7CwEjWPouMzVR0BEsKDLkw8HB8TUyRmfaf9MzmYVHEzT4q9FRqOYCOxEylz7vX6UV2onQEdklqsWLT7mRgtjK1HO9dRqPmvwsLu1dFyHME5cu3guAwAsy2wVqFAa+MpBjof9i3Fk/ZRqGfX5ARMYz9rmUsZkj7nlVe2Dtxy+tZafCbg5/zg0jQCV9uec7+UfqHzpZ//NDUjuO0/cqnAiBcVgCelYGXFaVgT43XsDV4UYWbdybi1VPf+SpL2dW0W/ZqlSYJXSYjnTJS0mznuMN1aSACeRpUi/s+KOLCAsX+YL8lLZ8DjQfJqO+ef6I1DD4yjiR+XKAJ3lppsctL961/Ab8gLw7y0Lo2+PyYLL0/6FXCLieqM0HB6Exzh/B2l+vVfquae7/+7FHCa6wWtH9mWKNDRP8inPb83TrTzt3rqAHa4E/wlU1LyR8uVlNn6rZxYQuRoFRukCQFfrKpYXNNELY/laxbBPzno27p5blpHYj4nqxmHT2g7FLFU0aAcCmBL/3D1meS67xGAaR0o7jk3ZTial78CEE00EpgLS8sE286ByrxHUExWSc2glqqEozt/uujSNz7aRRld4bC5Mkz8OqIy5gz1V+wWNQ2T2ZpwGckB/NB0qYK3Kgiyv0ZLyWw7fmt9kb5qBFc/VtHmgUjN/tQzesNfk/DJB1aWem6WK0zdoWeaKli84HQMSpNOlw0Vu7Ru5Kn++BqXPaZUin6JjSyFr+Xt5IqXGS6HsgK4yipzbWXYs557VjP1rdPktKlf5VQsHfkfWHG3HGnjRPuL0yoPyov2mfc3p9HxELHlGbVZeozGmu/7MfIR7lRmXxUuYSNcD1j3euJ0R8NdxsNZP0bK41lfSPFBn//WwRk5piXHEGgMKh9JlW5zLK9jYP9n6eOQFeLEyTMkrVBCckucfk//fspBZEXa9wQNyARXJbyVKzkAgJfIZOn+7q1JlFDnHR5iligZLaGRu4WXOlHJOh6eXNmcRNTHjZEhluiNyFBkJY1yPyqX2qRKDHc7L40TjgWnIAUpbd0uydZIBSwc0Mysu3TRV6yL7iu3PvivkzWH0w/PeSlbkGS2ZN/UGYuo+h4dDfot9weLMpeO5IvuxrTeQxUUcqHxp52bxMTXRZK+TOBRnpCDwnQEGfkdl9pzMI4UYWQ9OKRP3IooUky6t9JSY5scORFb83Ca14q3xwjzrcl/PKqVy4r6I6tJwBJC78sZpe5YvLieyzqiMFaDoQdg9+abUgkgGn2vLkpouSgPa7XaNbHl8aT+YzWcrcjmnjLke9drPvPTy6LJ41E/3CVRd4hx2s1EWtf26HFSUUKgbRBlXMNbMXzTvu5cMD2ia6+VwWgZhWnAUnycfRUaCH0SJrmIyAjLj4U7Rxvt6DEoD8lI6fgzJ0pwKxJDI7UxMqTlET41zPaDjlqCYpwAE8Mov6g6XCRUkB6E4HHAqfVUPzxawpjKBv1gGQCwABmPSgU+pFxsq3DhfAV6Hs3f5MVzqNFswVI2Obo/lfDi0TvOdOSzs7M5tlxTWymg88285Mkc7asZdL99R/fLOzZIDlX07F6AB6llX+D4rfFWW0fIK7qmC5vuqECPrU2RFiZRK77rWH8mF243/6s/F4R1Y+TPvx5arlEf9jnoiYIP7vWXS6HovvVo+sKynMsb3CIBp3Zy+d0A1tzfyN1KA2gNyWlYE8Hvp1QE+shjt9/t63E50JNLdgKtonPHYZhlE+Xsy1/4pbbjXBypf8hwWzPVlQm6WIxhUReESoOBkMmfd15wNJwp1mrJTSgA7qNPpCmac+w5lqgWG2qb81e8dS1VTr5nzt6mJS+ysChAQpZ5MET3wwAQ5uSUx1C3O2yiLjXkOgGV/vRFVcEMNH0in2KVmKWMjDCaavVxzSsuRMQAvxA93T2WtOIbXe85sNPn/QVnNO3L4JjFnqL6ARPXcQoj+/HYFVNwVLsRGB1uFHS/jsSeDFtGWPBjrwXOQ07Lz0OxzuvPXqRPS5Z6blVsFrtdybpfsIusQrveWB5FfFXpUTwToGFTgo8onUsinWIe03ZGVh0GG+v4wYRlJj8jhMiL+e3Upv5GMmG8FHVq+7uRcSx9ZwrROBZq6LJZza/UEwVIVjRdcj8BY1PfcN0zaTvRZb2z07jEf3G4cM8R5ewF1tf+1vcyz5ov6Zq0Mvg4+wFe+t6Dqks8vXeZpBRd8nSdtVvTNEGBEkRcFwfO9A1SkJKpFIQiAyUuBvbPs6tu8mV8iUuooNS6yadc4uuVMyEddQA+7W1XJatsZFBLGaggKsJbNicCHmTtSqNZB35tOzUsafBSkSFUuo+5eVCNRHS+Hp5f6SVba1nR4OrQuVjBY5ycPxqK+h1zUGVzb2QORtZlq1SJi90JOsz/7Lt/OsiEhKqcCIwU/a0A/xVY2ANKavTfWS30zILygiOp2SedmRctLPFHjP5SITuoR+GHlyiBMJ/xFZsnlZcWoPiuqwDWvgraetQBlqsLldvWAlfLN35GXfav0uBUFJj2+eoBLZcG86TUth5WsKvdeeuZH5Y5xk3N27WOAF4FbXWrVOtWyxwAWZXPdWla0XMZjXPs3ejnojVdttwIp7nekZflEoPBYXb1n7xSArs+13afgn5c3hwUKtsrOKxE9JLhRHKplSxq1bkgHLf/N/K6xOgaIBw6OKIDKzFuN1iJjO7xBjYcCCxVrzxEY9RXguT+/vShxUrCQISxXXZlM03zkTjh/Fd4oxAK3v9cuzR8CaU1e5MGZKmjBc0k78tC+Cr4Ajs3avigDowJVkn9OqbHQmWXvr5QI0BcghnbVbkJ5Obt+bfz3gmXqfucIyCGTnoIqLaeOUTro2RXaqasHSCGTXhquGDsWr/TZf9euXXNKMgIli2CSezNe2toqH5ShypUVUeRLowo7OgBYFZRaD3oWESZWapHVIOfYoqDy4PZy3RyeQS0Wu92uUfQqO5VVVDfuq1Jd8xni/70lTvDAMlALD+rierXsaJlQ2xj5OUX9om3S3Xq85GrmN0gogOUxrn295o/EYzKSGVuS2EKpy7Rrvl1KWF5mvrVOfYZ65XB+e4COqbl2bfGp4olZH52qfAMgEC0RojAoVzfh44VPYwwxAyn59RbmAWUosEqphhRYHRqHQ61KAQTXU+91gI1rr5G/0Pjsomfha1WUe0plmcjNYVJwRU19JAplrTGJIqDE9+sl2i3ZKGu0mYBKvcZguQCmMC7SNHlA0QyaZTckl89NZ3DiihjHOXwFhkCxYKKs87MP1rzMP5ftBnnpLLcMGaGUwp9bDgXR3LffvX8BT4c7S/gFJEVct8iqJDTtn/H9rLqJeF4b8/y4rM1f931CUktVpIiWRvX9odbekBn0oAxYcVThRUp6Lcgm84S8XBbzCGKgBp60LQwqIuXK1zQP++KoAoayjyLUa/34rmX0djSmlEILiLaN+0GXS1mmahHiMtZ83KI+Uj4UOHLf46NO4Qr0OB6UWok4fQTuwDNblCKZqgUO/bcWH4v5WVumPQb89aVk7WVB+VZSR/cHCVRxRHVM3t3lj2nySpbyhDN6UQJYMsk5V0vO4exd2az4pVBy5KmVrMxfFcwgvhD4QTlcLoiAWtVRlMBZezTuFZXvgAYJq4KmTKEVqPzG/yYqC4yV3+PhzlLENLV58lKfio9lAKDBGjZo3pIYYEOsk9mWnXJkYOqSjiMH4MtyKJ/lh6N/YOlpxiJZhtjPCkffmFFwVhkPrn2F8XHMi9UneWBYm00ADeVXeRLxe8DiwyRLd5DpEcGNu+fmvAVYhR2b236OCxurBfjKgyoomblB839dVgOxBSpStBGx0mWFyAcLq+JkBXqMFAQes6TkvIAdBhDMa8+K0rNe4TuDpkgJ6jIW59WywCcDBt1ZqX2gIKjXD+AlAh5RP7Bck4AiTcd8sXyvX7/u+OT26EctZAwKwAsT88shFnptxzUek7rMHFnTcs6NFQzyQP0p+Wj7uB/VHcmO7zNfLNeobT3QxUFhCXh2tyS/0j43b970igFyhfUJSgm3JSyAm+fDvlju1+9koWju8TlpJ8xfuksP8YZwIdRDfC5KkNaMlmfEEsZpVWY5E2g6v91UDIW+t7c5sNgrK+dFeZvl5ZDncVySYW4t1g8AuUi5uiUvIJa8dFsI1qpeWOrj5UzGf1EbkO7663/Y/a7WGh0LAl4wDJzVyzGUHXAaxyXsguMnQplpcd5WQMoO4Ww1S2mxPnJ/sBw52j5E3dTtbrbsgo9x91x7s9O0DuaqgWHhh/eyQyrczcdmR89/ama/9ZT0CKnQW/pQYJFSaqwtOfcde7m8nJflDL6uilqXTdZi7oB0+Ud3qa1Zbnh5DgoRvxVQRoBGicMp9KxgPZ8tVras8Hs+Rdwuvh4BNsgY1Csnale0860HWrXtbEG6fv166AuF3zweGCAyKFB5KUX9Hck7Gh/anmP9xOOHwQv3Y48n5isaZzoW1ijqBy5LN0xcZUvVXc9h1944T8TR0odYplLKS0DP/ZMueY1u3VESRaCZwVdVxugnPidNwgU0ZfG1spRVLWw4jzD1FU29Aa06LTvX6iWNfj1Nx32h8rz8o7JwfHTatggkO5B3OJAFDT5FztyzKP6yMhbLqgAiyCybhSBZqQIPCnjKzWvAGA2YlGZAZZbz+aMvzOUB+AFA59xsQkD5aJdZDn3Muv2qAEzkzS8SdYmWQCbGET0KvhrwWACLC1SrwLszCKPdero5JG5k2+ReNXVcFKvX3N/30FJl826af2Hz9uXvOJYey3/Rzj5MznwfkzYDqpz7W+OZeFLXZcGeEuntUmNScKAxorg8Ja6HlXfPQqZ19UAkl63t6sXv0vqVFwakatnDNT0Qmy0p3H+sbJF3jcCbAiG+HylzltP169cbYIq0UX8puIiW6BTcc5lKkaVN28PyQRpYVLW9nIbBPJelS5YRyI6WV9eW19HPvX7Ssa5l5ZyvOqi6uznsxo3lzD6ACLHOYPmuKlPZbl6XPFbOYWOtX5UxL0WxZsB3QQehbiKgw6EaRLfHhHILKDPLy8HQwSNdFezK7rCm7BQ0jZGPFk5Aj+tJKS/LkWomKvn5mB0cVszAFYCoOriXcwJXZVSIgUeUvgEBKblDmgGomnALUxD3rAASBjTRMmMHq3hAUxswLnJA5HyOfC/jkGUf1ZEShbwo/aJHKtW+i8ATeEfwVrrYWI6ZrymvLomjjUwMfnNen78uc2L62Wb25cfSwVLFk360FKdKem6gb/gxQAXloB9WBPo/WsrrKSbdeaX8cdmqINlSpfm0rQxQIpCn+RSMKhBQXnrgk0GWLicxT+zvw3kVECqA67W9x2fUzogn8KGWKwXzaLv2N8pUK2fOy9IW/JdYftGY0jZHy4Rr41TL4X5QmajlVcEfytEI7JFsWQYMmpWi2GURXWVQhc+pc9jNMmG789hIAbAFBP9JuCS7VZEtQIGOcqkgRmf98j3yaephESy74QDhRvEHIIfzA6uoQtKm8qHIoUIPeGN+zHI9ay5qcxV4CUuB8wWrrFCYLn8BMNlj1VEbkS0qnwWAJjvLkz3W+kWt7JRUGfbaShivArhpyksfs7WPQ3SgTEFPdYqZ2vhYbh8DjZeIFyfDlJbzG3kKowx1nMLCIw7hjH+b/NKU+lzp3DTdqn5gKeW6o7ERLMmijp/ogYPf1JGBeV9A1akfdlTnt3ZVNgq2IiWK7zrZR1YLtqqgPN0tF739R5YOVoQ9B2LcV4sN3+spyZ4PmQIbbXOUVi0fKke1CiroYIflqI9Yhlw28urhwbqzbA1cqRUmUv78XftdgTrKiaxvKuuoDNDhcGic1NVHjscX14f2aFv4Hvz/lK+1/u/VHflemVkNINqzXnI9aqnCvTUZaf+8EkDVqZ+b166RbDKhi9xcdzvrVHNl+qoTPrRB0WITLetUHyhCbW7XFinKJo8UD+tMYygvvIZR0gsgaZZduF1yD8p4FXsLKEWZbL1pZIhCxyUOlQMduF8FQf0EGRWgxCeaQLw45LfKoFiqcip+XsRL0zbMCb1DlylPbc54uw2tUNpZm05O8BVk1flnSaN+VqDDIfvxIsuzLGK3dFr443Hg2pEWa2XaP5kPu1uuXnRDbwzwOKljgA5D5iF/OOSlwwQsa4MbSxXujaM/xzDgB3QpoMrMXmVmn2Zmr3qpZeTsLVVzg/uKVSf4SEGy0lZLV6SEFESw8zqUjtatYCzn/kG2zDsrRG0flCQrpR4IQ/roe865AY/R8kuUXy1gCna1DpVj9F3lozKepuXQa40Aj+8cHgLXozq4/qgNxxQ96o36Dm3ulcH8M5jDfaSJ/AZ7IBv5eKdqLx23Xe9rP3JfsFx5R2j0f01m3M/R0rXychVA1UXNYTcL2MiMGALFykqiXqjPHmXdP5mzmVsiVGUJmqa8vFkXJFBBx3QrtDy49GDmcJgtL+dvrnmlA12bVPnjogNXZRckKg/DBsj3SqwtC/+cQX9XYZh5HrA8qgSNLrLU7yialwUbi2SJ/m62OFhXEDDdmmXA7SnjpScDHie1DLZUBU13+YLAnTnnukSr8q5jA+OFTatcBhKShTA699A9AkXOe3tbM+Rc3dwOPlaIdqWiPFjIAH5Gezwfzt9dx38zxo6hV2ZgHLvGLub9wkCVmX2Bmb3DzF60Jfrwx8vvd5jZ/m7Ky3m2VEV+Quq8vDQu1f+RJSXnXAGVWmhUGbCFARGpWdmocuMlIq47pdQAmTXFo9cipajtWvNhUaAJ3hSIcJ5jik/Tr9UZOVNzP7F1T53w2W8o4oP7I7JUKS/4HYEalnGPestXkZz1PtfVc0zXcntgkdtmthywzOMN+bl87W99jrgvWPYMCln2PTmwJU3zan/gvzw39wVUXcYcVh3V6RgVdtANlSfN0ur3k3OuzuwObMm2fHa+nvbP1OUgp1ipHnWwXhxakrO+OOsDl9GMhVZJZoCrAiZwP1q6CYsG2IGCBFNB3ZHbKTuNN8CvUylXWcvk+aK043DI3ncs5QUkjc+6DZGQo7N8EBjhFbpGBrCywYcJ7NRnuG135bUAvi5wousKbtwNMEgWK/Srr3Dyh1bX+WupFDLYnS1gCEuBaqnSCP7Vd63UW/vpcGcZJrv3z/2zu1XrXLMG5gLW3MMVBchNfgyxlfdlgyoze8jMvslmx80PmdnfNbO/aGZfW/7/3XL942b2zWb20Cnl5rws/+nSH785+z5c0q1N/pxW39558melwmBut9s1SpytH5Fi0fRrCjXiX69FOwqjdnLblEcoT5VbrzzlEenxne8xYGUwou1gCwXyRlYpbQv+R1YxLhO8gBSQKhhRfrTc3ngCH7Ac9ZZ4tS4dQ5HseNyvtYXLjayivb5esyRGfdDrd+YJ93W5XOtnOdyvkAqXOYfduFHiVEHpMUiS4IROKWGWLiBMqVpLOP5Qmv/AjwTLdZM9Vq0Myc5mBYPnhiw4VenyQbqkiByIo51lzlqQF14azMMXp6la0iqw0EJyP2/dyTiODgFwsuhdU4FD5U+Yd21N3i8KDtPVb0j6J6XFKrUK5FJq8gaGoDk92li19wJQ0GehH5MU3It5hjrGccGrWo5zCJ8mNxZ4Fytb8upYEb5ZNng+Usp1CbHGkIp4KGmr7M0csHJtKs8DC78BkSSPOiYArHgnaQFcvaOQIP/X2GtfXkgFM/sTZvZvzexLzezVnTSvNrPfXdJ95Snl5pztkUcecUpjbn9qJuhZGK0yxf9ICa5ZrFCH+vTknN3yFN9XK8uaIlpT7JyH//N3Xf5bC6rJpApbwSDKVktcVA7zq2l7/kd8LwpJgX7pyWOtfQwYIhDOvETAAeX3wCny6XhisM1LcVpXVL62TX3SIl8n7YPIassW1qge/t2z+qp8FPhHVt4eT2tWQX0O7oel6jLnMLObjeKux8SwcowOyQ01caHiNFuVWvIAAYBiGm87xY5z8w72VOPHU5UUlD2hAS6fQzPw9nzln9l3F1kTpeR2dXltF+QtgKcqPgAF0uQpOUNbtyhW6JyYu0awVr1XdS3vcCuE2FcVWJ3SNIpszqAk51wRXQXhzQvb0ofR8lQlbhAnGsc8HZ6vPn1mdI60gjecC5ilmGKVchZIxVGKeMzCcwYRKNThZea7pMVYX7U85QXUub6kYLZcXuW3vIDklLqhImr9tKR8UZaqf2pmf+LEtF9lZj9wStqS3i1VMViJ3sAjC0FkreK3Z1ZYrORZYWgZfEAt8uI/p+9tR1cfHigbVVIASxFxHr7G/6M8ChxVpvq95ycUKUiuOwIgHE4C/drjEUt+XJeWx3Ur0OV6euBD+dUxpukUSHC9yMvBPVWGa9au3tiOQBhkuQYCo3bzGGRZ95Y8VYZajtZ9ymYBvd6R/722VF3iHHaz7p7y6CM5haXHiZCAWo1cloAqCJoF6Jct8gJ+VOkcDrmJm1XBUibrUVkmZOVRtSUhpqrv9Ly3ElU9JChFLsAVFmdkMabp1rLLMWUn28Aw0tRBTWisbU6Z4+J+v9Q/3g4tiMjD1hFnRQna5UBtaVftcvShRtqXtqB/ugcr4zf6DonYAfvwfB5HAooB8K+MNs92M6xrEQ0wgixoeTQqr1YvAB9jmivtAqqSJNoEotZRBqT6yPWu4QaL6mUH/zSzj5jZbzsx7W8zs4+ckjbn2VE9AjtMqlAjJYbf6vCufj6RAlr7jnz6ts1laf16DWUqCImsHtz+SPlH1gPf90v5rHS5XdzOHqBi8BFYGUIfGrSHLX1cF/jP2Ud+V9CypqzVysX9HY0dbQvzp2ElmIdI5rrcy23qAWjmTf2stE+47brEx+Upb9E1Hb89Yl4VfOmzFvGvxGEluA7mDfzlewuqLm0Oe+SR5ey/Ohu757lM1CXydQZ4ScmDFJr4c8552j/jQEMFFWneRegsX1SmqzPRDxRUrCJwtHY787D801Scq2Kp18/PQyCwprRcmR3Fjf9IYlZkwheKku0CKkqD/Ip3ebknm+Xp7I/NN3c7v+NO+pTBQt7txIKRw+U35oP7zflwRcBBkYwtB02zd0ztYg7nwYWN4zI+mZnSICdHpEF+Gjf14GZKy8AIoLxes8eacUyidMW7Z4aB48r8xX2idWgsNIyBZtmVCKBrlddpyjdX5q9TJ6T3mtnXn5j2r5jZe09Jm/PsUzUzG79Jq4UI31nB9iZ9BRWcJ1IMve85e78mBUxqAeFdYqw0FQyYzctJkUKMrEiRdYx5VcXYcyDvAQNOgzxRAE+2oDBPaA+XoXLBfwVnrIh7IIDbqXLv9RvSpZScVbAXs6lnXdM0LNcegNcxynJl+UftUZmtWdkiefG1aJMDA+U1uUfLkdwPTOAV42PtBcDuvaXqUuewzvRVFWUFRNljnAqKqgw9iEA8JtatnMaJtQNQcs7+OBDWLAQ8mB/egYWbDmgAVJyfN0qnKkNY1lg5S93MZ20jLBRFiU/7Z3yjiOcuYONVBuzWK6Ai2dliQcEyFHyVzt9cy6ggKS3M1XSQZ2lPtYKRH5qSA550TE1PgdffANLj0sbA3XgpTwLLusJkECEkRPhSgLZxiAVFJKU8ZxwrwGu0x90yH787NH0XzmHL92YJVqxxjAE1WdT8qErwyP5mIa/5YixVX2azg+dfMrNzM/tkuf/JZvaLzOzrbXb0/LJTys0EqmYBTO7/mlPxmr+OplHrA+80WwSemmvMlypRpp4liMuGouTraw7YrIy4fF3i0nSoP9od1mtzVC8DAgYj+M/LqlwOt1etglz2NE3OChOBhUg++pvHSqT0FdCuWVlYhgwq+b7KWscq183gn9unsozaiLq43FOsUkp60sA0+fhsytcaT1y3yhqkz0jvpAO79z5Vlz+H8cxeZmQXU4mo+oCwr1AWPOD28fu4QY1SXZ2/ShG0jMgEcNaAKxRJbXKKV55Pzs8/sGOuNo4Kd0prmuYlNbPFQrQ6f9F3DjlBMkNjnJ8Q6t49oc1byiv9w8e6uCjiKP+YBm7mMP+DrTTdMyHtrC5tRQdMu/KxEQGgWOMxseypPtdnGAwEXt0SLFcvfKCfCZP5OjRbF2Ut5M5knKbluSgyb8adyiSot1clGe/mdDgkmpfS8/r8deqENJjZm23ZfvxjZvaDNh/n8IPlN+79KTMbTik3Z2+pUitIBJpYOfO93W4XKtXdbucm9GgJQ53KIxCn18CHgjtdKuI6e4oP5UVWFwZKqpRZbpzu0UcfDcFor/5IbtFypsbsivhVHyQ+Ege8a5koj32selbHyAq3tjsy6qeerEFIEwGCnuy5X9SqxJ9jIIgpslxxvqgdEcEqF40lgF/uU8if+3NteXON/5y93yCu3QdQdblzWJml6/KILcs0rntUiZB1Je2eaBTXtHurizuErFwuAjvCohWZzZpLpRI4XOMA3Vomdhym1CrcHqXkLVMEFMyyd1YnvgD4ABz2j35LKzfPdnPNAQnV4FjupKU83bpfy05pAU+Fn2nKNcxEBYeMGOoJ0Puq5LneXOcw6jcyD/GSa7NbtNRXl7IQADQQUBU7QKwLlx4IkPuLLZe0JO3GW5Gfgr8eMZvh8FEQ16OUFkAFZvj5mZblRj4iyVkD1TeOXlJWG5CzB+QnzF93OzH9TDP7n8zsWTP7TjP73vL/WTP7I2b2eXdTXiZQxZM6K0o9oy16q4bFA8BKy2PFlHNsWYqUX09pRMqSwYFajAAWjyk/5p1J/YgiftAupDs7O2vKXlPAawpSQQmuRUuT3G5e4lNQoZYs9CH8slixg3cNw6DnDOac3W44bROD8J5vHcsK7e7JRMcPX2OrUnQeIlv61vpAy2Qe8elZkrgtujTNQI354n7h8auWp2gs8u/I+ilLmd+d7yGowudS5zAom+lW3YHnLEqsxGr/ZIeU2HrC+gNGF9wD0HEO0Bp5u/dMAwAWfg/n764hGaCA4CvFwALAa5UYVODS4emuxS5nwgZlySib5en6/9BjOyzjqILnw3qRhwEVBSyFBRHy4GCTrr9SqocBp/MvmflG8FTwU4Au4zAuw4E7WL5Kg7RNzhJTeKwHK5NsnJw68xfa7EAhLzMHS9IVuHPAT1egMEyXHE9oG5gVS203owqRrJLVokRAqv6WY6N68SQc+7BSMiIkVGz22u78dc8nNf1gQmIFDFIFGSkvTOS8pMdLHbpDKlqWiu5FyzXghZUFK83I/0UV75oi7Sl45rNHp9R1N1YSzgM+1s6GY6DAdbAyjpYLWW4AVGol4e8MuHJeLJQppWqh06j4a3LSkATcph5xHx3z62K+1U9NwZfy2zsKScvUsaZ9EI0lBo3ReGFQrOA42rGq/Ed+Zyr/fJ/nnov61OW/cXRn0pF+nP9LSAVVNMgAAAULiW5jR13IXKN2my3LP2JtkM7yecmiUN/4yfo12WMVJKpvC5fdKHRchyN9yrH5CTRNiw8PlJhU1ovBtEqYgyj8QdMIm/2l0Ai3kSDPoEwtjpDVuE+z/AqgAnDTHX5u517ZsDAe7tQQF/tHv2VOvNv1dwLW+WIBDuKiFrcxbrIPBBvkdfUAwAEI6pmTwrAumVVAxcfhEFBxgI7LigYZElOAWAaCeHZqOtQD613jU+urVNdDHr9z2ps5d+aDlzyR2EUd8SCgCpN5pCAAemahtcE0c/bxe/CflTgvL3JeBUMMmhRc9cABW8NYkUXWjKhsrYfzRnG7QJH1R3eY6fc10nbpjkZV/sxnZAFSQISPLpPhGpcXLTshfbTb8NFHH3V9x3yqtYZ57lnw1q5rX/bkGEVpP2apQh62OKqljoEKt69nZdUxFpWlstLx3FuOV/5TSlWuXC/xcV8sVfy5yDmMFeiBDuGtICWVD4IkknLk//yWbTYrJg16OO6Tm/FVQdY6iiJwwG3p4OXnNFXrFvisBZMS3NvbFuUiZev3Og4YRDB6Uyr3qsKGQtYC10AZUZVrkQnAprh01cTVysdLVVDuxSrk9Hzpk8P+RXePHdYrmGJ5Ek8IfmmW887eMcv40W+Zm4mo9tpn2EFavh/sqbn/eqEfejJLtKyrMhYhpvFZ51uWc8FgWq4AKrOcp/0zHhuXYwAcIKP/GjIk5IkGWko57FR+7pqHzOn+5YtWWZcc22rzhVmqbP2Ih2+0l3hMjfpT6dtwZF1AGnVQ5u+cbpblshQX7YjDd1Uo0fEdmkb9XlTBRH42PYtCzt5K19vFxxY5lRHLgmXWU7b8XS0frIA5fdTG6DrLmHlSXpWniFcQ6mI/rP1+73aeRU7nLHtdslyzpClvmq8HNCNLlu5Kjdo1jmM9moaP9+lZC5E3AkfKO/PXk3003vg7j8te26N2kszv1/Lfhc9hOKaGl4nGwx03lzO4qJaYw6HZ2ZeLgp/G2zOgEmVeX7jP3uX7jAMdCniZpuwsApmAUt1Zx5aCFIAOKtIsh/GSGqUEP63D8z6CeyFYjmqF09SEiagCZaQazmH+u1ledu/hyJPJp43a2JRHiRlQcX83x/rkJV2XyHqGft/v82wZnBb+GTyjPVX+sjxZLWRJ6lEgS/3PRyupEN09N38tY7ytcBlvCKVQm8A+Xp25Xc8tJFE53vAvemHAdZ62m+pSWpzv1TLG7bfFz42f45cNquySj6mZBbeAk2gbvyrBHgCbG7981yUUXtZg5/Z9Nb37t39d+gAPUVTwCIxw3b2P8q1WNlVcfA3WGla2WiaXp3WhLF4+VQtVxGOkeCNSvyuWJ4OAnkUooggY5OxBswJ17nMeNwqcuB9z9lamXn8yT+oH1uvnCIxFPCNEBXhZk7MCwwjQRXLU3wqWtC0MKHubA5B+xXJ5rx3VL3UOY2tS3R0GRVxm+Wm8vYCG3RMVMKTD037S5x9wPqdbWIqb/v/tvX2sbUl2F7aOv3sajOYDfzVqm4d58ptxuEhXOHARURQCXCkEyFeLE0FsgYmEYw5JYJQhgEKUKNkdyR0cSCRM1AOZWNkJxBoHE5px0nYcRijjmAIM5oGYeR6gMR1P28OA7fHgceWPXb+1f+tXq/a5r999795+PiWde8/Zuz5Wrapd67fXWrXq8OH6oen76jw96LRI3Rs2hRGAoMT5gtAKORhJZGytNZrxfM4OyG4mMdCq9XlE8nYQbnAil4jzOGB6FOk7w1p6rIoW4jKbS09Yv9C5NV4T+zQNcEKeGh8DfWRzmuca1Jbu/9b4NtsLPm+4Hv/OIR54Lkr7gYmgQWnTslV2QFIn8HOy9/rcnS5fXQturmGC30rpr/Vs7H7w5gjlj9fbNJMjYOjPAp+l2C4uz/Cj7/57bEc8nJ+fd0JHTW/Z1nwIjZFD+8qc4td0oTdbd8qxwFUhpNvw8Z+1Inw9o0GFKF/jPFw3l8/MilngTE3qr6SCrtbaBcNUbVrWD65npKHKADGAFQvnLdOmJp4TzBfcU0d6/OfvDFzYPMxjx+M1AspoB9cyMML1KX9wj+th0+QobAjTySkDdNnYHOOrzhemT2nTfmj/Rt9vAFQ9vjXs3r2wJpdSe80PB9ikg405jg/qCKwkEOD1Ta/UaV/qO+zj9RvtG+s77OPVrNa7v+BHVgCl4CNT08x5SIdaa69lQeMknViAZ8AGmirQrsDjcLkIfD8DLjFhuYKtaT1S3u5fXL7vXwz9dVOZ9IHPlgtCWweRbnbCfZq6oJ8ZEE1TE+q1lJ4+NU3Ns4MsnkfOjxZnKpCuUfYH4xMaQtvUEZ4LaVkBZpgz7mPGGtJkDcs0UN4XIlinbpqQv7V3uPhIFwzXy89zv3EikT38qOjF6wBVj+2Ih3v37gVBNPLl4IVZhRQLn8xvZqTtAhADsGIfEAY1qm1herZ8nDLzSdaPY7GTIPBG/R5pDDLNR+ZzVWs0NyqQ1fp0vLjcSKjX2vvj6Hio8B3xQ0MD8Fhn/FItFWjSg5G1PzomyouM9kxrOgKMSqd+0Fcto88J95mv6bjxtcw3kevl5yPjKZfLNGLZ2OF6m7dPGlQ9vjXMnlkFfKkB2HRgq31hIceyLMigUpbglxSEEuZDCK0PTd9X57nWs3f+vWpW/bic/eUbkfGuERZisnnJ5hBVRcm4Iu/IBMZCrQMeh4P3xc1gQjJ44d/hTzbPkZ8EqMCbDgg0EKPA0wFVN4ix/x0uKGUBLASuOt4kKRwRBNB2+HDU1oGE6ZXV36tFfGfwwlbdQCPVU+OllbmNRjdHt8nYnU1JbUr3V5YBeDWTddDwJHa4sPGCeD6KpN4BO/LO92nZxquL6VXjfOA5Em7qs5BN6MajZzfcF666ID22Ix7gU5UBF/7NC38mpFjjkAldBhIZAFHzD8BIBsgYcOg2fZTPtC+ZoFFtDyfUxQBDv6u2RwU6m9eQX/uqdHH93CbaYRqQtgAiC2uU5bZHICDrj5bRsc6AAOdhPzRug3mZaYZAh4KpY6EZlBcZaOM5vWWyYxqZB9y+ls/qYzNpxmdogDOeM41Zv7QM91PA4+v1CYApfB7nGnbvzns67BEWZAEA1Sz4XNXq/rttfCIwMFvMKRy8M5keLmf2l29Us7oCq1aRhxWAMC8lAgX275rvV5XYA5zc70wkRmTaAuXFSNOjmM79kRPtExfE19AO8gE0jBAcxkoICSBNgBdABbcfHPSFJ+gz2uX+c/R4dpSfzr59+d7cNMLcmCJ/WOupTJnnGrR4zvdsR2qtHS9Ua8Q8Vj+7jAbe8Rd259HkYO2pt8/Azh0LV1AepsA8B0BFQ++asA5wZ4BKJzW9/dzqY2oyTVUmACAQM6ftTAirkNGwB0VGnM1SpeSaKhUW7B+kTrmZgM0ELtefmVC0r1k9ox1/W4CJf2c0ZXSPACCAlgIMHZsMmGYmxK1x0t9oYwRGmBd8JBDmhv5mWpXnW0cVZbwc8SIDwCOncE5wXFdwqvmz0B7MK25PAS3zgelGf1RLNaKV+a58vSFN1WNbw8zOwyIdnG3n1dQADwWPED15lk4w8H++PxIK80yakjLWVO0vHqyCepVNQSKzIKu+pkib3fo5lkul1CAks3oYvwlm6ersUgb6mIGoSNU6nPZ7B1QMntg3C4DE+WK0WzEBJR6u4AqdmKcHHvNKEbrXefeFUFTBU5nv14O9tGrOWCtJ4NXBaRHw4890+0mxn8BmLc9ta3lNHtyWjr1R0OYds7HWap5rrqlCO8L30TO0SSx3mCuYpmvTVD3WIx5KKfXs7KxbfFnAsu+UappUQCrg0lg5Kgj0AOCRf0jm8M0CMjNvKZ34zyASebO2MyCjQpz7rxqhrB96jQUfC0P0idtT+vRQ6EyYqokKY4LxzIQ4/1d+ZP06puXJApCO6N0yffJuQx0DLsPzla9zv7XuYxqy7NnQuvmZ4fKjdjIgruPJ3xWgjUCb0s98qrXeBKh6bGvYvXvn9eKirb2sDaqrkPX4iu0NGuY9ZOKFXqcBNkt12jDnOQkM0kJpZo6ejtvwXS8labhJK8YnoVMk0EjR01WhNzvw0z4ACSzwNXXXWoFOALcf8xwBjxI4TTVGRK9rHe7oTtHlvR8Q/Ah5QTwP4yRmszDu1Acv07RImkd3gnoXBcwpBghjVkrc0MA0MuNBqJlvEuC+eVbsisvCR1DfkNjsqfR6m7hBYJ5TN88IXAVayPzOPAvD38Y4TLZ0AlPjV1i/rrogPdYjHiCYLy4ugqZKv2dCUYVW5l+1pcFA/svLy9Q3RwUun1fHdWnKhJ7ey464yVIGqNQPZ6uvnD+jW/8jv2rftG6ATGiAMg1GJoiRdEdlxm8GxVk075EmLOO5AsRsZx/XqzzJosorAOHrGv4A/zOgPNppqX3V+/iNealzWBO3wyFHdM7rXFBegDaubwvUoh68lNwAqHpsa9gXf/F5FGgNUM1zXQXYPHu0cF/Ezbq36uBTVfOTRlZ+Vs802wvLYcAEMjwTgQ74LrEwy8ALbgx30FGdLMiHCTd5DpE/TwAwgwCfnV+NdCAUmVfncghhBiG1hkDiIfAq1+/f8QywmY81OQQyO+BTaq3T5GN5Zj8QQEAaI6vv/mLuousK5hgbOO1UQOdW4KmaRBltJxPF5y3xpaO9lC6+VYhoT1VPl6+uxHWIsIYyPt+g2QtvBn1fOh8xrQt83NJk1up0HS4+8uigyjM/piMeSilh6/hCf+7zwgs8OyDjmgqzLLCjCkNum9sZCVwVOnqPr6mQwvctU9AoKW34vkWXllP+buUH/7IyLCDVz0gFsgIz5dGIbwwawae7d+/6mHO/Rpo87Q+uscZI6c3mAJfRtpT/ao7lOpE3A5rga0ajglFO+hwwEFXecjsYv2zeqE/VVngNnSMj3vB42hP2qcLnca1hlxefrMxCf6Pm8+5kweYz5liLw7KslDGgQnXTVGNEbBaULPiEvi5lKKusWhS+zUJ0CAKy+gV8sEDvwFJSNsTjGjVM9xgkMQgB//b7VegyCAvVApgmZ95lNOOrbzDYv+ig8e7d1u7lGyuZLaq9ls8AVAAIpC3jsjzu7PzuZjvRKHX+YIeXV7BS1/HpOh/WsFa+7azk9hCPjPvIPk8O9ij0QvAtoybx2+f//oMRnVHCpg3nW9KHUmpE0joQPBhm9fD8d1SzWr/Qnv9kvQ5Q9Tg+8KnKFnbd7p69AeuOLhZaCsoywZ0FKMzyc9tZm5kQ5nsKhlTgaBvatprEsvKjlGk4MjCiZZRX3JYKW9SltDCPszFGUlDN9aopC8CK60PbqkXa7/epRgxtIF8hoAETM2teVDOI/DoHcE8DzjJvFERlbaBv3OY85yFE0A7qVsA9As98n+vTNjKTZUa/3hv1pWmmn6im6nF+zu/dcyEW+IsFf2V4NwYeuDFZy4OATwQHAJVZb1by+hJhkeC7eJEEj15W4NGRlQA4vzzPvQDvu9WnRMsFwkaRxNXs1vGjlHDeIQOrDjSVku7m1HR58cm1HJ2jWGtdfdVqrfuzH+zrm5uDvPiwHfavr9HJaReotwNtWZE5s38xbCDAuE2H1/qz+wTQozz3o9Nkgd5KcwOmZyLSTc40z92nUICVV00m9C3sDE1wNatV5AdreJlv3XwZaaeIGcGh3qwe7v75zfXr5hckilOVaQW2dqqNfFEYNPDCP1r81RdF22LBobGhMkGpSbVJW/4uKgiZdtUWZHzjftXax9Li+8cEogrDLF7XqH0GCdnmAs7P5l/mhWpAwDsV8NluT+4750e7GhSW28UHJmEuw/d4ToE+5smoHzqWqrVSQAswhTbUr0uTAtGs/xnvmE4NscHAlMchm5P4nzn0E99u/Jia6/qcn5/3Jgu1tTQhroJpCAyaIPcjZ0hYqdB3QNXa6wQRI6K67g7kPA7cao000j3uWgqGBhodd5BuW90D/YMYSP57cPgt1zuSh53Qn3Pz3khou7yFUN5wxr44+1Q1a8CqNcgHUDuN05TGSAoRztuz6oDE3hsCtNYatZfaTzelmS2xwFqeeV47Vc6+fsnT+Ms+gEHD2cYzMr4/tsf71xgcxhgR7XF+YmkbKTYQqmuq2nMwCtJZa10AldlyqDUlNnWzVRHPGyLW6w5V7qeGfoDJ8ZEd1R/nxw8jrf0OKJh4lv5FAJAJey2vphzVVCh4yLQKXBcSH+Kr9XDKQIcKVfWr4TxcPnO2z2jl8nwOotLFebPEfdsSorWuAhh1Kcjh8hlPuC9Mv/7OtE3MHzVP1lpd68T9hWDPIpRjnmSbF1RbpO1iQwXzL+NvFv2egdlonitwHGmglL8j3ymmZzQe3DeANQaqPAe5XAYYGRA/daBq6WAcByzypSiuiWoBlJPy4Q2ZhBWEmdwKb91hWrhEXdP+4oHn2QIWoSHqB5uSOCva9vraj3l60GmqoE5QUOm8gs+MrF9M6GD56vo/zzUcm8L3p2mpiBViflZgM82y+Sg7nsdsAVa46NoW0hLN04O4k5CJbfUG/6C5hQYI69cV/ez2+xA13MfKbAnLQP/Bl3murqEKnUsmBrRIDKqYfzr+dZrqwV5ahtM+sLSnLxnCD9wLmi2e/Fzk4pviuJYSQjyg/5hTDvRboFI8Ih3dbe6gj6D7XWYfrYP14NoXGDP7bWb26lXz8zE1qikaaYNW3hf3icmcvo8BJBbILARQH+dRgaN1chnNp3QrWGCBpLscURfXqcJNNR0KZpRnI2GsienT2EYMWqBlYvo5L9PPdPB3BQkZz8CnbB7w95EGjnmjx/JoKqWkRwDhv8br2oqFxfQpEBlpvZQXrHXLNJ0Z/UxXFr9rNB5MO881/s9HKGXPmv7n+YJy9RYAouzzptYwRhu1rmYZ2j3VTbNSXO2D3V3V16+6Cl8VIKW6BBMlll8P5+opipBrkFGdkGZhnwCZzEEb8bfM6nIUjxO8/J/svSEGlkdDl4OIHVuQv9CwP6PEgLBVuDgZr30A/yDoHYDYWZ0uX+0izjPPOM1z5AfzKXwH4NUKdHw6FL5e8mOKCMRk9QEwQLMYeNI0msHsKZHpkVc3DrgGrQFrPhga8zWUKcVBZtgcsDWGhNY6kDaYA+kUb8FZHZC1xufpwaqpIv9ABbuhiQa8y/TKo8epepiPmf1BM/vsVfMDVLFgZRPDMcHB4IudjnnB5zpGWpDMVMjCUdtVGvTwZtxjAcZCmO/XGoUyC1nmAecBf0ZarS3gtNUfpVtNN5lAVkA1An0ZPTyGW2fbad5RXdzHLI8GZc0AGPdxBGyZz9w/BeMKjpQnrE3MzH5cD0fG3+IR8yADYToPs7JqFmTAx3Ro37JnIwNlt1lT9WbWsFJq55/hgOCI8AgBDGWLPGsAPInA5TfsMt9fz9UDsMrUOQQOWNjpI6ihCrquoK8tRpIDK5xtuN97W2CP14d5KeYm1pyMeNZJUO0aC17cPxzqdHit05A4+GiCt8z3Y2BM3Xav5Ig2ZJh4UEfAkJ8fNbvV6n5LGrJDQQzq56WC+cI0B8zIgMp6rRw0PAd7aZkPzal93n+w177VVve8mAsPl0eOy1Ee0DzvgGP6IlzDfY/2j92VTVvq8wua4FY4O97JaW20YF58vn3FcKPNLVmQViGm2pGFPyvgWTrLHV/BioIyBlwsZDPtDeeHiQf3jml2cC87sDirn3/rPda4Zf5duKYCmHkH89WIVuav1o/fGVhjQaoawSwsBPcla4fby3y/Mp6DnozHWT8yALJlosvqViDGvN4CsCPTrNK05WOnptStcxIzYKO+UZn5lO9z37gtfDIfrIxnWZ3MS9tQn9/052HXsHv3KPgnC0waZ/h0LHyRgWtgZZ4e1D9pvzXVQkE4efnuxYgAUANWfuOIFMMttrJ1mIXAn99LBDS0KKXUFVBRIdaapFqBhrz2Zz84pNfrRAAvqt9/itaoltIdXwKzH4TlyshWF7SHSTvMl2q2HnScaSOz30Rv16/GC++H1hFe3ImOpH50tKuvjWfm/O51c3wvStPhta7+rL+svPX5QWd69w2Wfr7AL42vC5/0dnjpaIDOTcwtCvtsLzhYC/NZ6AlAa56XeTTVanZe62j9GN0Imcw+9hCfNx5uQboXBOXSl97cpG/NmbDifKiThQQLFRVsI5NRrT0Ii3wv/j8DTBn40bLcPtOMtrXclraNNQksULU/2a7HrE9MNzRjCpbUKTrzE+PvmXlLx4R5OOK7ggOuL9M41lqDlmWkWeG6dB7yPR1rTlkft/qVXc/mQNZvbi/zYcr88bbqUnO4gjv4jh0Dldm4UJknHafqsa1h5/fu9bFw3DYyBaHi5iVhVynVD0j+k/Zbg9AFoDrYS/6mnC1JQwVIKWMNioKR0uMHn1IkxLLyvO0fgn5uZjEtpw7A3CZMdA4MqR2nB9I52LYkawKApqn6xwGWggLuvNwDvaodTMdE69q6zejABXdd4o9xWAQ5+zADuT6IoL8RF4AmfbK4YDqX+IVg2KXkpmuqimMSxbpD2on0wBt8VxqzukJ78xx2PqZH3GR9Yia0zGbvejSfKlsiEb9hZj94hc8/epgFicGOJhYGCjp0sa61piY4JL6XmW34N8cF2gJbx4TSllYhSyp82KE608KwYFThphqKTPgyGBrRyOUVqOAe1z8SsmoCGgEiJPWxwzWmKwMq3L/D4dBp/hhsZrsRWcvJfWI6MzCW8Ww0h3S+jGjQ/nA+piUz82W065zJwOwI4Cpd2t4oaVsUQf9Jg6rHtoadY2XWZ0g1VeTD0S3Wdfn5J59/n0iSJbFzslgZvSyuHQ5yT8IGcKFs5xPXzy/9V0okyKAZ6gRXy8CO+BwaoNYEULWbgR6ffwJMepK8bhbUwc+GJHPnR9WS47jWLz+OqCRgs1YX4j6WAgqYbtemtO9mC4Bi8OkO29DezHFDAoBD6HCtPWgcIpvIL7BA58Cg2HoRNNTaBQn1cgJ4QtBXaiA8BglYYsDkSQgOdM5kSuQXgFFiZgDMzvcf3VHdzD5qZn/xinn/0MMsSHfu3EnNFmufVgHB28r5rRmL9haoQnmk7O0deRjoXRVUsaBkgaMCi8tmiYUhC6EtAcwgJ0sqIDONEPeXE5+Xh7q0bQU3Gfjl65mZluvktlCOY4Pp+LNzf2lARMEjC3bkUXDIZbjPI94f4zOnzI9N57xq2JRm5UvGXy6f0cDAKBsLplW1mMfMpKMEfvOzZU/Y/Pc417B7d96zoSaKmp5pX9aFGtK9oaWyf3HRSkjMHSRe1vicPxdgZRX8LlNISCtpQbZSHYrpeHdemMbpek3/pyV8AHyU0oy1ukNX5kPkbYb5H9tx4doOCQ7pcOjyB4wxiGiPnWMoh+FFQEkv5wVKxx/nr52tTmttYDyswvRKMJ9Ok9Q/z2v/zdYI5Qwc5nkFzoh/pbsyNWUXw/oVb6n4U1wWmGuLH5ObFkUThpeLSsDSx3AQuBTVsx8UwBh4EcbeFSTjPqD9o6nxEx+zWu/ZM7U+Iqj6X8zsR6+Y96H8EbD4c/iEtS+rsMjADgtHFcDbPCqhjAo81lSx8MsECQs1vq+AQTUvmaDUtjIaWSDWGs2e2SHQChQygQv6VEuBIJvPP/984IXm1bZ0BycA7zEBnWn2RmZdvgZgpXw9BgL0fD7ViGqfM9p5/FTDcyxxG5kmT+fdVjucL8ujPFOAOTqjEHk14C34kM17pYvHkDZXPGlN1WNcw5qjegKGXPZND6JP+KJByAAAeK9JREFUDwRjre7nAcFCvt15ghRC5SLdVFPlGhNVNeCrSEgXVrUGk5H7w3CoB2k3gDQS+vju9wStABBpQMpOS8IO5GXtQynrPT+T7vJ9zvPLSyKZIrijP4xTpqn2jtyldJEdlJ+Zv5DzDwNr0QcN4zJPDxSf5UiGJwbzFqCC+sWAhYFzWndnazuewhwlOjh0hQJifh6GXSulH/eysrE7paAU34HINGE89vuabn7QKcyPJCeAQ+fpNWmq/oAt6vOvukLe32Zm33OVemtdfKrYb6qEkeqFxZZ2o5QyjEGU1ctltxILcgUOKqxZiLCgUvDD7bNWiuvhPAqKuP+63V41SGzuGvEZSYX7O9/5ziCgFeSw4NWxUDA80qYxmMm0jAAdXDbjMY8D56t13cqv/OXx4fb4+0jDlfGOy0DLN+I184l5jDIj7dZI+6m0jMCz8ornn9aRvazo86D9GJllme4bAFWPcQ07j7F/JAVNFYIYqgRtgIMVGt204QuKKI4lllKoHEJZ6nMfIYpv5Jqa/eu+8wvCj7vjUygBAKwFCiCOgJJZXcNQuMa00d8q8KCoSYKGxwHW5ft8aACW0BD6x/xWQASNku9snHp2M7ZJjSSlRBMgDUeZXgnCvRtKApfZcHnh7iVr/d8B5xGxQuPF3f54mTQFxBPpzfIGDdSg8gSzr+MjFz3mFEVoR8Lz5M7pzORSuoOXR8ALwBs3t9avJ7aojT737t2rtdahpioTkpmGifNlu7uyt/6rJpRTIZQJQ7Qz2rqvh0cjT7ZTjoNqIl8G5iAQMx8p9e9iYJr1U/mGOvQ+93GknWFABYChgj7TeI3GKZsfGX1a9yiQp/I8a49BAfJs+coxuMgA8IhGNb1mvNLyW6Zpzqt1ZxsYAJiyWGuYnxybavRsKi2ZFrPWJw+qHufnvK1hGtG51toJ/1Lqeraa+rq05IJbJaOu+FdMXhfXx1oujDlJMo1WDoDh4RoOEuy8LLvr2C+oluJVBy0QnQ+HdoOmitCNkwQg1pgzYgPzjXkfwFDjRZnve9ysVCw0Dd9sL7gZkTEp92ueHkTAk1XYPcvr9wysoXLEeMIn+NQ1GjPTaQfWGniotY634bVCF89/vJrVevfLPtlnU6TTyriPmbQ95IOqowbZFKG5xpBlfoscD/Op14EdsYeXF2d9PHv8LFB1nShjns2rxvdWgyrWimQCQzVSo7d6FVy4plqgkaDKhBr+Z4IRQladn7ntkdbm7OzMhX3mQ8SgjYFV5sPEfAFd2kcGaspXfLJy+l15gPoyIc3xl7itjP/qI6T0aR85qfk3u1/reo6k1sfAT8vqeGYaOU37/d5puXv3bqcZyniYaReZn6P/oCOjW/nDY8VAk+cwxxvT8cI9NeMyraMx47lLY/X0gCqzfmt6E9pmq3CHoPFFvpIA1oUe16CdgV/SSFI1oKHb4AMoEQFS59mFa9i6LiQ5nmuA6WAvuZaHLZ6uMWhCf3+x/IYQBH3gSegGoS7XhDGtpNljWez8a8JPx4DrUBbz2IBGFaA+XswHefTn6YFrQZTf3p6GeODyBJpSYIU2CFuo4nFjWgS6A/3JGrbfVwe1F/Z9rmFMGUnfR2dY8o8ExySqt6T/6OA8O5DfX76xzoc273D8kgeYbfSV+f4SAR6+hRpQdtA1RtA6dx9599/j/Ny5c2cInjKBMXJyzgQX8qqTc6YRYMGT+Yrgkwl3DmEwEoAqNCGkRjGL2KTHgnwr0jv3hf3CuK/aH+17Vr/2hevLhDT6mvUhqyMDizy+DJzURLU1V5inGWhXfmwlBgWjjRA8D5R+7i/q43p1Xmb94//ZfB+lYz6CyFNK4d153ZzXQ695vqBu1J+9ILCW2W5xnKqH/dy7854ofDnSeHKwL+dzYdhJ++KCHcEpGQSo5gBmKoAfBRD+Y+634nvwSzjR175c0NA0qePHjRAtADo4DgTAqnVnaY+jrq/N1TrP9dK+q5olfmFOUGzHAQz4XVZn8ighe7mN3xDUMBOyiRCaqlHMJvSL+YCxVTBTpldyvywzP/YlS+zYzQ2H9gZlQ19pnmT5HbBcPHDa0rMZG59RJ/qZGixaRj6eJ6tvSFStcTK0eaedhp8i+8NB6+njc/hwupFBgWCYV/McQbybwh8hTpWZ/dpjeTbK/svH8vCBykunekGkSYFVJqhRDzsja1kGEOq3pCYhXM8EayFwsSXw9Hrm98VghAWcCqdaY7DRWlcBrKZF9FvzMq8gUJku5qP2gZOe/cffM42j9reUEgQ284GFumrvMh5vta9+YVtzLEvMo8zkmYHDrO9qCst4yrxnTeCWRitLWX7tt4JfnWcow/M1A5mgI+MD09h4+MQ0VU9mDZMFeSOyNgOv1PREIABAic1D7r90eT+UwaI/pAHSYb+PW/1rq4uRIROQgZJ2L3M49moOLweBC7AEAaUAA+RdXORAJUxbn1t1ZXyVc/HCgCR9oMTaNM9YSnQql7Jc9eHiI931ab+CjzLfdxAa3O42AAU0U2Z10YSRz9NoR+fR1DZF5M5fDVA5glhA2CjSeAfcpVvIiGOJMgAaCyQpKyCFHahRSAYH2i4H1v4zLzza+hz7os+Pzr1H0lSZ2T8zs1fN7Dea2edeIf/nm9m/Zmb/l5l95lh+PlB55W/OYBY0KgRGgmnhXdS+6DZ8TQoE1NSoB9Nyvgw4jPrC7eG/Og3jGr4jL2hg5+Fao1YGeaFFUpDC7Wa8Ulq3AMzoHq5vaao0WGmtUeuD8my+yuhjelQzojtCtwCV3st20Y3GNYtxNnJqH2kC0QbH2Tp2ViHTh/88JzL6lfdcVkFjFq6EgVamQcsSPVtPTFP1pNewTUFXyrpoN1+YLeFYSpQDKAsNEPuxaJ4Qg4p31SnQYL+TVDqO++J10n/2+ZnntW3OxuCHBRr77zugajGsAM4yQcsaiOAsT/838EsEo3Qf11Sbwd99Z9n+g36dtX+o8+Pzh1ZtGNMwAFSoc7YX+g0QbR5lqVse9AUwbNPsC6uGJ3MAV42Tg6hKfD687HNrthd8rh57l1WgDO1qrLyEZwl+b14HQi1wnQFxr7xIHonxtG8df6Tdf2b2tWb2IVt2zrxuZt9uZr+3LVAXZvarzexfNbP/0JZty2+Y2WfN7C+Y2buP1Z+BqqVTpfvNYEE1D3n/+11lpcRDmEcJQofNGFs+V1vgLquXaQR9DB74nl7XewqkkJ/phx+XAi4FkKqtQx7UNaJ/y/ymvNLytdY0DMZIY7YluHGN6zs2zpwyDZ+CiSsAhqBN3AL9o/mj4R5G4Ezry7RNGQhF3gyw6Tjht45R9gxcJaREo+lJaqqe+BqWTpG2crugwfltG1ot1+ywE3Bz6M4AVWifABUEfEcgaNry18o6xoAKgko0A0HLIsCrzkuEePUnCniplDXu0eX7Qz4FVGYNWOH6NMVdZtPk2r4ONyLw6MBhPQNZfg3rxOWrXTk+n+/jZYmW//Hy8aOCu5SlL3y0ymYK66mAQPjkZQdTdwRTxPEGyLswD0kVKYiHQzhpgxScpl0BwBeTbqABg9gqDICqlM5kGYBxWMdjXzzPMSKPrF8PszD9KjP7gJl9qi1On5XPz5rZJ83sZTP7FVetN1uQRgCFF/GRj4mCBdZK8fdjAAiCpzTwNYppNRLyWfgAFmQKLBg0cV8gTDOth8aI4nIsGNVRXc2m+K0AT78r+FM+bwEH9IH7qKZNNWdyHRmvM7CAekBrBhA0v9KtY6xhG7RvXC/zlwHtaK7xPNM8bPbLaMhiVTHw1Gcioz/T6ilA5nwZ//F9ZBrNgNaTBFX4PKk1TN/ihemVwUPmwMz4w0xMMtMUjtoYJoxTAwqI46PygsFXIJh3BHJmVMI0A0GJZsAFPMDfLBHG53h8SW3C0gEV2pim0DRrtryfDVDBtBXMOoeXPV5Vt+mtEVkOL+eytI1XnWewf6UVZfcvLqAVWrS+ilrrAqy4zmyOgGcOLFKVkFQ+mD+eRaLVd7Qx0oRWyF8ql+ovzj7VFyZ6uIynafKxHD4TugO2vXQEmmrNfdqIj2gHYEyPjcrYqODY5wy/BCiNLV0LqPICZp9rZl9nZt9gZu81s99vZl9vZudm9jkPWx8WJPVpyvyleAEfCbRMy8ACrpSS7mDiutCGfraEGBJMIgqe+L8KbQUm+K6CjM+t47YzbRP3hb9nwSW1P9mOScQsyvqW+Xtt8VHBFJv1NLSGjrfydJRXtVxZeR6XYymbL9ofbUc/ozqyl4hjvlMKYPgZuGobWpeCdqZDeV3r9mHNeJ6zQKQt39+sTxhU4fM41jC84fIiL3Jh4RW9RSswWHgThb5rChBqoAGArQjl7q/FgTL5UFkq0gm6eXbkUS7fFzIwAAtCi4hGvwAYPQI4t9fAAufzH45O6gpo6sqvEIhRtGteX4tzBedvXJumGHE+CNQ5jhuu+5ExdOSOH29TStg9CYG8GVqALuj8CHMH462fDJlcYQ0bASofDwXJZsGfzKztuJMKfJdjounUudyRraFFWh87WhuhCOeh933nITZo8LMh/OYUQjM0QjE/fLmC935woaj1GXv29u7+WxakaK5gQJEJVBWKKoz4u2pVeOHX+FK6Y4nNXdwOv8knwiKAhIz2TLhlAFBBCmsDVICrtkkBqoKZTPPA+ZiPypeRFi7THvJ11mYxLyHIOZ4U5+PfqpHLwEjm06T0ZEn7lOXLNII6FmgD187OzlJArvNO567+1nKZr+AIvGXghnlkZp2pkuePpmxTA+pSx/eRg3u94bXnuj537py7QK3z3B094sCAnNNpcLrFPrAb2hfMad7Zx8LILPoFAbjQ4cbI6pog/o2GAY6a9kXDQQxlO4EkAMHOdAQhTDe6Q37JIYtBhtNii3M8H2dCrFyFO5t52jXw7nDIQQYAFbflmptmTnT/IqoAGwYQWiGQhT7781t9zDPtDXaXBaYzIxn4aOqe+/6a96dSdYwkuc26zo/989/XNwczdgZmfA2ObfO8M6urWbJd6EKTtATgpJZQ9tmqZnkcqqTCzr2qrNosj792+PBS5+X71vZadY+0++9xf1RTpQArE656LdMIISkoUQECQa/mNW1btStbwrDWNZhpRpfSmF1n/xStIxOaWZ9x7xgdzNstTYfWnQnbrJ0tfyt1gM5MTwoSGbhlwJPHRiPs6zhnPKj1+JE5GYBkEH4VgMzjcuxlQOdbNuYjAITE4IZjUbF2VQHzaNy0PiQGb6pR1Tz1FgCi6/iwpspXZgI5Cx9XYa0goxOsynISyC5ALi9XgNLACQSbC0qqiwGX10GCJACrWmu5fF+gU+kaTYsg8yHAs4JblSlQKrWjRb8H2cnPgICaTshv9AFfAsiRNBLOXX+MfOnWKRLBSCnrYc0AvpTRwfg8RxMVGER50nP35lXzBud6Bvr+vkVoz/lqZ3W+fH9kErU30lx2jOIywk7mT5Z0uTnsX1+6jmOHsqC6WUOD+kA6zyX4/HEVS/feAqBq6fsqkLa0BAqiRuBA87AQUUHFAjDT8mTXQZMmCHLEomI6rppUO5SV3RJ+LKyz8pkJcnREzKh8ps3TslvCHnUfO6sxM6+hbDY2MEttBSBV3nI/s52hqj1VAJVFxMf97Nw8Hh9O2eaLYxrGY/NLnxvWJOmLwuglZWvu4tnh38oDfu5qrdVu0Px33Z/gU1VKoqLBOIjwb/kVJwRw1K5VH4e6+BhxLB4IQDqEl+tyAUvHzQy3i9cFUJkt/wPBD7F+OQ+2dppVuZwApo5fnPTZObzW92VUHozw5y0R8iXHB5pJg5VmeRik1NpArp0FIIBsHg6CVH4s3D3avZzBqGYwPny4NrCHemZ7YQ1AmxzozPSWUut09u09H+g+UgBmyuvDodvtquUzNmbPDQJ9gqbMwV3pHKZ2U927/PlhUN1enMyeHa5ft2JB0kWfBQUSm3BGu6B48c40Glonaw7wn8FSJriy31m6vLzszF1bYJETCzkVWEwDA0g1kak2JTPBZBoe1mBsCVTQlQljFaqZf5P29RhPs7HQ8WaadNem9lfNaWq6UkDFdWUxzJBPacuAymgcsnAaW3zi+kcaKjUHaxm+r+3znB2NEdeXmTg1D43NUxNR/c6dc3R4FUZ6PA05C0NepqmBI2gUHJNIrKBaCRgx4MK81sjqRA8DulEql+/rfF2qWdevWmuPOEpZd2SZDXcpBkHJ2hEyCTr24Z2LlfJjvSZfKwhZFtxp4w20dAfmlkibAw2U45cj2WgwZCnfV8IIhDsb6FgeNrN599k/rqy79KbDa66RYk0WmyXnuXa7AdFPnhsOKhAp/+I7uzLMN8bRtSZaQZlDXH4EWhn7gjbW9AXLaAOoITRIKVEbrAPUiPAQGCMlFxNrjxhS4XF/EFF9ZOqrNQob9Q0ZlWHzzTGBreVVEG3lHaVsJ9TIB4iFmmqAjml6VKhp9PgtoKD1sGO6CmvVsihv+cMCWP2aGGAonzOe8jgrQOa8ylO+hrJZ4nZ1bnE9Vw04qloe5n8WkkJDdfC8YeCjfeQ2r6INVJrA82wMNL8CMuW7zi3mHfKgHgLiT42myuw8vM0GsFBrt62dfY4qjykXnOdxviRxUT0eJy3bESlpmroAoWl0bQY3pPVxAS5nCGZkOC2NR6Adlw+XDVRQHCjwiPuHo1yCP5uapaTvHKFewRT/dnMboQDV+qUsbXSC3A4gJ8jPecLA4EgwWQdUAC1AT9R33tCZDX13vYGxWsp6yPXhEMo5SGvX2NGbQVzsXF9+a46oS1kAh3oUFDRhwmPVwHVEmHXxuJgeH5NGzLMb69eNL0jQVC2ErwJnS7iqgznKafnMPyhL2iYLnhF42vJdyYQT31PaWNiwkEXZrbaQb5omF94cnXy/33cBHpVvDHKYxpHWBzSNgIXyU8tz3TjSJQMGDKYZ5DHdW35dPBajecVzhrVBCm60rayeDJDgN3zsMlA5qpv5kgVlVRP2CJSi/CjuVwaA8D3T8mXPS9bmCCy3a0+dpsoX3vUfMyVcxyLvu+NYgFI9WwKpyi0WhhxdegSetgR16nxcqY8isCMCjCaTI8vXWvE0rQ7y+xeXy/sXPUQCA85Oyko7Zb4fz+RrptEyvbLka3xOwYXsHgvNIXQD+f9AixYOmEafzMIZgmgb9zMN5Mromo9fgoZ8XrXQGdO+rA2W0jnQp00Ozqr04W6R+BW8O4Atse4AmGRHJNevmsKOrgaUcHyOgqvs0HJ+IAJoCw9KfGb4IpfphuDI+nXjCxKOqdky0yGpCYQ1MAyCMj+kbHHn6wA2SFsarqwu1fxkAlbvjfxpsjZU0I0Sn8HH/AF4GQnSTJsCOlXLNOJNpvVQEMb1wedMtTnMC/6f+YGp1iobm9E9/p3RpzvbuC4dM9DA99WkCN6y31WmUWXtVK0xer6CYa2D+4zfWcgEHZ/Rc5HNla0Xjq25L3meGlB1fu9e9OkY2PYUC/hubdqi7wu4CtstcIRbbNJpjTBAC2WSAInV5wIJQs1EQKFDS5nthPrll4/E1/K+g0GHw6Ih4UNyBfgwoGHcBZyH/jC4Efm6pESaQmsWIs83HhwuPlLNar08W/yZ4B7qrGjEAOQN2BPo6M7625oH9BsmrDTafgMK6VxA+IYaAQpY4bG9mraOtT7Y6Yp57+COtD6YRzi2hwEqgHvnEA56qYugRekbASO+qUA3PGvMEp/8cwgeq3luNai6d+/epnBYGRjNYizk1VRyVQ2G1g0ajgE8Fc7ZdnUWsJp/SwOW0as+UqP+adsQ6EwD80jp15AGpURtFfsUbWlXkBTcQkDzWF9eXnYaDQ1psTUePB8yzY7Slwl45k/mKJ6F3uD+sb/fSMuouw+Z1sw3TQGPBjTF9dFY8LOBa1uHUWfgdMSrzLyq+UYhJIi2p8b8d8fevjgdtzPOXCiH/q+CqXvDJwdzX+gzLZIKDfquPji4luIwAgtMW7f1n7+wMMrMgKMkwsuF57HApSjk6xcJY2kfLN/vowCGpqSWRVMzTw+chgybeGIrgh5O3fzdWFuFkAq8ExBgrpQax0K1Km1DgvOHnMy7JT4lNvIYWrMU73omklOZuQyAkupB+aD1YVQzrUFpYa5lYOXXJjGrcfw1Mle7Zq0B0VKS3XqY9zRfgsk7ld2RORifrt6SjBU9V4/d/Gdm/6aZ/VEz+x1m9nly789vlYVPFQSGOgFzyt7EVQge80HBdRXQ8xyDdmZ0qNDJ6Kg1BkXkstn/rI9aTrU/meP6qJ8Z/SqEp2lyYY1+KwjItDiq5WHBmbXD/UFbDID0KCEV+mqC4usj013W5lX5Bd4wjXwWIe6jbKYp1XHTuafziOtQ2kcR4rNx5jHa6rNuTFCQpZrGbCyyZ4nz8Byi45L+Sb0FgAifR1nDzM5dYKaBOX1c8KcJUNKqVOeVyINsnVBEgILq1NyEQyiqflYNJKmwcYSi7RL9WWLtgpLrAnnjeJ2uveRnBoj2+5W+Mr0SDmuGSdHbBvhE4EoFiRCqRLf2BePmGAXAotVxOBBgoWCsXg/8ngCmSQs3Tw86bO7aq8EmrYRdntgyO+8/2HWKNVWgCVopUth1ALBrdJ79BYE3Fjj4PNQUkHfABnzAWDk6ThIFHQvmS25klqC0eAGitrh9XHIQX9a657t/uJrV+pX2tuH6dR2L0Teb2T8ys28zs79lZv+Pmb2D7n9qq/z5+Xm3xTvTSGQCb2vxzrRB2XcWJirYRm//XJbbK2XVKGTb6Lc0VCyUR3RnAmzEm1GfuY5CwIY/MMsxsMFuRvRDaWbwoFqPLZo07EFmasx4oAI+E/QK+tgMd8w/ipP6V2X+TUgM8BiAqZ9R1mZ2H9c1gCnf49/ZWOszgpT5YoFfzDfVxGYayKwvTAO/pLT5dWvMf4+6hn3Jl6zBP3kx7lI6X6LcgPBJhUMnieoKJAAQSg0hFELziQN70KCgTtjSFFGwZiJJvkts6rMFoSbFN5avvq+V6slib5nVg7204o9G8+Hse1bzGyO/xoOUJyWnja95X1lTWNZrHIPKy2s4DOZrG0Oz6v52Pkcu30/oSLQtGzTWUurePrBqwehMwixBmwg+znPttKmj+e3aTh4za07g7XtmYuxAmoA8noteHsynCgB2uTzP8VJqf4h5t36tzYXv0OxefNPm+nUdC9J9Mztr3z/PzP6Emf1VLErH3khh/uNggVuLtCZ+C1chwfkzQcALvgouBUAs9JguFkK4D02VanBwf6SN4rpwXZOWy0w3uDeKw6S/2YGdzXKoj0EvrmV+U0xTlrL+ALhhjJiv2p+sjRGvlMfsz5QBQdzjPnFfGSgz2OQ2MpOhhrIY8Y3bGZlnM5PaaL5qnZwn89fSvjIIU2f9jHbuv9LCv4nHtwlUPdIaZnbu2opyeLkOAVWCKFwI1NqFBfAMteZIpQkc1gS4bE7OFOxIgBBnXyUIrP2+E/YgjGWmVs7mmowRHaBqAq6rE3MHGhqRvty/UqoLbQj/w/5174tvl6cjc8C/dFgakDlGe6113Q1XSjSrldqruCg5wFMQgewMclFVm19Bw0X0o3nmKcqaLf5emCcpPia0hPaCVlE1V+g3Fc9eBsIO0CS/j302GLgG2aAvBhIHjV9SPDUHe55Hm6FBGhDTOkupBJofL6j6x8m1l8zsr5nZO4+95QFUqRBd+bHvBDXyZYfMZkeosKaCf2ORZ0DF5TPTFWhhgca0qsBhQcOCLRPIJUy4WL/2CfdV2IFGXFc/L+VfBjAyDQaDEtb4aD9Qx5bZj8eKNT+cl824I4Cr7fIYZfkZXKiZWLVLGYgEzZyXx081MmrKY15vgSDuj17XpGOo/NDvqrHKnrtMm8b9ysyJqtXKAKNoRW+NT9WjrmHPPbea/7K0v3wjCCyWox1Oav4+wrwlI+abgJw6zx6Jezq8tpZvgIOTH4OSNN4JrLp+B1BLFAfhfrjA9WeIpFXGDuQsXEMQS2VcXX12HESQhg59QR6A3mlq39ERMgN2pEtsrw6EdOHUY/ddI5TEskrw9fo7QzylRD+jNu4o5ya+fQm7DVEFxupwEHMgg3cuVErgEZPlICgJ7OrTvFtTOhYt+Q8vR5NgNl8ywIk66bnStkJ97uBWuw0DoXMjn8jmL7ny9jEG/zSzj5rZL06u/1Ez++tm9pNb5QGqMsGQRX6GgMxAUCZsF37NnQmH64Kz9LE3chbOmSaEhTILdxY02YHED2v2Y40eQALnx/dMyKqZTYEp/kMrM9IEsnZL2858crI8tfZHnTCPmZ+Z6VHLjLR2aCfrN48jt1FKHmRWtVbq+5SB0Ww+qPYJvMqAZ5YKAUF9PrbMzNyHDBQzr5juDBhm9YI2pZVfYtrv26SpeqQ1zOw87tii/iPy894+4G/6LkAg0CmA0GiLvZt+fCvW3IGref/BznQVZB4LZtEa1ErCtml0GLc5kNp/0A8NRt18P1Q5QI/ug1Sr96OTjb42yu/pQS125tHDPTZTM7NxX8ORL9Q/yM7ONCcAEzQHIR0GZR4CKm+nacmgeRrV5SySqPjeFEyrqA+R2EnF50t102AFPhPJPI3CXOALGC/WkLb5U0uJOzOJZ92c2/ABYyIQXR5AaBhqQvrBO/QCPxHvjHepTlOuyeJKa8+z0KknpKn6NjP7Twf3/hsz+9mt8gipMIq1A+GtPikLj6LjLwMnFQLqPIzvevgrhMgW0MkEigoevo5rqBPaDtxn7cUoqZDO+rJVVrUwGahAUs0eJzaBKVjI+DTSWoyAKcqyYFfN2Ij/zMusPZ4fI1Mb04Iy3AbTyYATfmijDQ5abwa2lHb2N8vAPeac+qGNeJSV13yo6+7du4Fn+iKCPm3NuxEPat1elJ7051HXsHv3zldhmJjp9pdvuEmhW9DpbZ+3mNdaew0BnIy5DZSHbYecpR20sWaRBHscn7XJLPp6KaQJahGrIc8V46WJBD8Dt14KD8pa1GghHlMGDplp6hTPJjAFnB0drY+ZEGaHd6TA5ukVjyqPMegOW9ZuJg7tuG62tolYWQEAdWveCjp0cwKbaFmD1QF24kP4nqBo1nIGQAVmq3Yb/G6O5hhPxXSjFECopOny1WXs7/7hlU6iZRgqYSs9xPp1HQvSF5jZ2zbuP79VHqBqJJA4ZWYJvs6A5SraDST26+H7GeDIktKvAkv9cxQcqDkxA1jcb4AC7nOWj/nDwDMDf5rmeQ5+VZzQvmoJld4ReMqAbuY3xJo95tUxuhUkqamPwZeCBKafAegWCAOgunv3bseLY/N1ZIbDbw5zof5Z3N8RSObx0es6D7nPCtAyM7Ked6j8Yzo13TJQ9Uhr2L1756vQWzqf9rmWstzCf7qOj7+hs42m9hqbUAHmhfIa9RxJEFCwkLhAA50kZF3j0gACC2atR/ngPk4M3EqJ2gblDVLjxzw98MjqG8tArbXW/dkPpmPh/m/z/ahISYBEZ4KsCcgtRYdrzchj2kDaFt2jQ4XD3GIk29oZmTAD/QPEgnAHB3upi5ge2uSUmMk683cpiz/T4PgYfGeg3R22TOBHSfB6qV3U5U72fPC0O52tdXoXRm8ab2L9ejML0B83s1fk2ueZ2bmZfdnD1nd+fp5qILJFmRd9FhaZMMk0DKPfaEfrzPKNkmog1Fcr06ZpW3xfNWd6TcEIXx/xJ2sP1xT4acwqTqMdeqgLbTBtGdBhYYy+6Dgp7Vvmp2zsND+3l7Whfck0NdoP5sVoPLZMiRmAVv4qaFItl9KlfdOxzMAY83grZlytq8aSQiR0dY8c7Nv9GwNV176G3bsXQMbCR/RVGNeEbJBrbXUPzskEiDphIr+JsbG8CM+txKDArHpAR7PqTr5lvh+AF2uq0Mxh/3o1q2s5zCsK9cBlgqKFeBP4Rg123WJpi3k2z9HsKjyACTHsEuQ8jSj2y1JWznM0r43wq9J77Ngean4dyiTSOROj/OTrQUOmux/bd+e5vdDH00Ll1h/jwoRmQGy2F9a29x+Mc4LKORhNJjp2ZvqcQhaMUTPzcZdQVxdQlNM0BXNwF6ON+q0DuzR9vaDqb5rZt9HvnZn9JTP7rJn9jJn9lw9TH+/+U0GXmfwyQZQJTgUdWd1aXvM9TIIwwnf85rp5Zx2XywQdzJ6giTVcqhlgTUIGYDIQoIAnAwXwNeOk+ZlvLMS5nUzgZ75tGc06bsrnLH/WltbB5RQIa/1sLtTymS8dj0EpZajR4XvcL26Lwz9kLx1ZfzmPAnuuK9u4oeU18TwEoMr8CNGOmjmpb8MDSR/357rXsPN795YFnvx6GKCwJqfWXLB2zroQOrL922+p2QOCKkN2V0gskB2nQFg2Exaq1xBWLuwJhIRdaniOAE7gLE+k+3JcSqZM8R8BhHGfYd6h0Oowu47Y5P5JMN22jntwz7K2pax0ENo2Bii96feWkbVeWR8ZJ/otmVtcp/Md8413YDZinae6K7QVgvkNTv46jwCWO81eWbV0PIeYz/Phw+tcSubmCGB6X+f760sLwN48+5FD6XyJLF1/U4DecnjZHfsV5Dmt6lPm/XrX9R2obGb/2Mx+D/3+V8zsZ83sfzCzP9UWpt941fpg/lOBh/+jN3MVAuoHtCUI+S1cnZO57SzpvcyEpPRy3bxDUMtBALETdKbxUOGYab+2kgIZpXEEQkrpNWkj054I0I63Wd1Mh9KGunkcMkGugBv3GEDoPQV3DAq1b9n4Z7Tid0afzmN2XEf5y8vLVGup45iBPE4am4vB41XmDI9P5g+2Bfj4dzIvblJTde1rmK7sDqAIqEBAswAMwtHO1kODp2l9GxfTDgdFzMxN3H6aRKCBNvKXj4KlZSxlfL5dbRJ1theCf1dtggrZzGrQ6pUSI5AnJHZpngkcMOIhTZXTLtIWgUADACEUw0WY5gz86PFCABVaR6cBSViHH2m0eh4ggBO+biughxZOI8Eju9JQ66pFYkCEPNwfjD3Ti3Y4TAPK7C8erGcuJscalVLT6PghD/mPuXP+NAWQn4FebgP/w+5QOLKX1smwfvWV6MaFrfXrzSxInzSz30m/v83MPmZmu/b7fzOz775qfefn50R7vuMKQmj0GwlghANvKliAMGMH30xrpe1tgSB+Y+frmQmFNQ8QVCpkUZbby3x6GLTwIcpbQlYFe8ZnppmFKtqC47TyQ/9znVz3KJ8CCNXYqCDX8tn4cR2sUeE2s00MV50XCnAZrCtgy2jOzLZ6Vp+OO8ZV69b5jDKqGc2uq18h05XxJOND9kxmfGq/bxJUPZ41rJToKF7Xy1v/necQbtjph8WeJI4L4umVdQecCKJOoDZB4I22m+5/QjvBpilqYSKCWpLvX2lS2oMqourkzd8FbvPt0cCdGQBoXe546e1kPjyxi7HS1tH58v1eT8hM5bW9MGhMrLRJWHLF2S0IKBdT7WXgJ4NorihjlGgomQ4NHZBpdDJA1YEkCvPR0VujRpb/my3awOwoHOUNDc865lwh75At1YHVYf96RWEawiUrxevKeMLPR8cY6abOt2sNqWBL7JZvad93ZvYjZvZf0/1/z8xeu2p90FQtfOnjFmULdgYUMk0VJwY6LOCzthik8LVsVyE+LKDQF86Xme+4PAvY0Vs/8wm/VVPF/Mq27StYwPWsnLZdSknPBxyNUzaGep/7m2lyMLb4ZCZhTWoGBo/QVmYmVp5nTvSqlcnmq5o+t3YsKn84D+/4Yx5zftWuKS1MI/jF8555w4CW5yy3eawP2Xe9RvP+xuJUPY41rAJQib9Utl6XUgNQAW4KeRVNtLp523m13s8Fb/5nd/+pN9b51BA4M6t1fv69LkipOUEGJQAxD2XAMZH4uJswH+Q/Dn5uAlLPAwRtKmRZuOkU6zUJOUjjI2uCUGX0p2kApML3eQ1joAAD/MB31eh0zWVHqMzzMm4wX2m/oZ1Dd9ikWRO/8nl2bc109u2hfd4EGI6KGSUCggwaw1E1ZeVVYPU8B7+pTqeCF4s2EQJLYEa/fH8fmwvaLZpTTEPWh63fOuRm57VeI6j6g2b2Y2b2a83sP7ZFVf7r6P7vNrOfump9HPyz1ggY8J+FsQIF1giosNQdSwoGssV/nmffzXVxceHlOBwBC0psPVdNEfeJwYLSBKCgwnEkmEbxpRg4cdkRuFQhxzxRAa+CmLVtzLeMHtwb9Uc1IBmgVACr/Mrq1L5wW3pNwRz3V8F6BpJHTuj6nXnO1xVMb2kTUV5pHeXl+hUoMcBEX+d5DrHMMr5uJc2ndBHNN6mputY1DD5VFcCqyCJMDuguFJo5hKOoh4XfLC3X5esHoF6cfaqa1XpxsRac9mVFKBBQdlbL879paevs67t6QmP0m/2fainLmXBsjgPtSQKoKYeXg+ZC40zhf2oOEsSkYEsxQCrE+bw7tEdojH3W5rkOeR14iuc82cEWnP7nJDK59qWsP9KDrxlgSHwojAV2DBImqeHCPNf54lt9PDiFZVWZyQSTNtW1b2TSGy0X2YvE5tJCPM6ad01V20zBoSw8L8eS20oyMNr9Wmu9bk3Vz29vep+1xQ/hr1hTm7f732Jmf++q9bGmaiE6CsNM6GWaFxZKyxj0GoJMEEVervUBWKE9fotHXrTDgEp9arRtTaxhGDltKygYHZNyTPAxX/U6QAL3jZNq+nQ8GBiN4kGNaMp2CSoNrGlhmkfjiGuZz9MIuHG/mCY14zLY4HMStxLPLf6vIHnLgX8LCGrK+J09RxlgVPDJ90b1ZvznOavP3Q2Dqmtfw3y1LSWuyaX4mXRhkSapih1xKFsrCSYGHqUXRMJ4FyQXF2ue7ixAl35lETq0fh0VoJoaSIEz8jzX3i8I5QC49i8OtUmbMi9DTLg1vRI0Wh2ZZBJ1QNUuBK1SKau/TXOENqvjQ6AzZJDRiLF1+TDuL7NdedlpqkosgzphGnbtGIUW8PnX6psv398f4ZOk+fDhYNr1uFlt/M1W4JIdvqzgcAtMpeKCQW8rAwd6HFOEgK/Y2cnR152+tHP5eKlWETRvrV9vdlH6AjP7t8zsd5nZ2+Xe3zWzP3fVuuCPkAkMNV2MgEQppctbax6tO/vO11STMRImLJQY1DH44nLcN6Uj08KsY73yQoUVBD7XdcxEMxLA3H5WhscjE5rq+5OZP7O2uR1tDzwe0aN1ZmY9rXs0lhlA4foycMFa0ox3SOy/p/ND/bkyfyoFp9lGg2w8t/wTFTyxqRIAX+fwCIxr3/k5VVpA602CqvoY1jA9Pw8LOi/mqSBtX6bDa912dtWmcP7sUfK6affahoyPcRSaBAlaHOoPf8+AkBmZjQASa41aEWiKmCaZo0Ohh8YGEtiP6UkeQQ+qSePBIBb0O+/NguaGTWCbgI/oQSPHfMIyzNqBkVLjje45rA4COT/Xx4DKQQKFKhjxDuny4pOBR6iHI8bPc12dycGvBrhCWIh59pAdGANOqDt9T6UxA3B0uqZXlh199t4lPhZrT+vgGeAGCZXzGCGOGh6TWrfXr+teqN5ly+6Z33bVMufn56ng1cV6JJxVsKsGYGsnW5ZYgDKY4KTmPOTTI2DU1MbgRa8dDod0e/00TWHHINOF6xx+QUGn8ml0b+RHpcJxJFi1Hh23zNE8owP/s7oyekoD1BkAuIq2ptbewZvpQZuZOQ9lWcs34isDYx5bpUfnggIxfQ70RYO1aVtglsuy9tHMXPs2ejnQscjCSTBNGX/N7I36mIHTm/m8mTXs3p33rAID/BEfn84kQmPCfkq8w2my98bQCSRtR8KdBSgudIEhWfsBSWHmTssOzEqJdA/iBbmmqtY+0vg81/nw4fyNf//i8qVpSrOzB7u+p89Z7RzBO5YNTIPIA7owGMEc1ojvIt5nhDhBJWDWQEuJ86OWsu6qJJPd8NBfnQOFtKHUuQDgykpfmB7NdJsBGNQPsHx58UnnVa30okCg1ayuQT6nGCMLgIonAo9Pret/9uvK5jr6g4jxZXplfSm5S7xQfvn6tfJlnms0L5KPF8roWJr9kuH6deOLmGqqIuOK39NFnncrYTFXDZcu7hBcLBAygcPtZyEMVMhkZhO8+XP9aFfDOLCGh/uRnX2ovGEgx/3Bd/U9G/lYbQnf7HuWT3mLlPFKd6SpCZCBxxY9GB89JobBSDavlO8AzhmAy85H5DoysJqVzzRUTKOaBjNgrvzk9rlu/NbxGD1j6A/mU3YeZuaPl4VsyAAtjyPK1FsAoq7jA01V93gIwHLQVYqbW8CmaarhjRmLuAKF7ny1jWeylrJuaadz7iA0mEzeeQiHeNDFTbCmZ56rIIX2HRLxcHChOu1LMEF5nQ1N+OHIRNc8k+YKdQtwAJ9S/lP/su9dPgh23m7PxNTqwnvalwCiNGI5R48f0cJzwawFKiXwNuwXg5FCQ9DMlQqmpqn240SZsjAOOscO9pJrGx0k8aaMUlY/JoR+aKbC7ny+DPQraG3PRqBD+UcXQIMD9cvLAJayswBLiSFCFHhrWxjLpcw1Oqpf9wegihd/FZwseBRsqGkC+ViooB4WCipYuV0VmKpJyIQatAvcDoOYkeaGtRyZ4GRhlWmSah1vpd+iAb8ZhKrA5TaOmRWVT6OUaW6YTozbFrDSawqIQFMGKtAXHe9aY0wnnkMMuphe1hZp4jZUI8XzJ5trGfga8Z+Bu849rp9p1zmkz55q/nQO6vxhTanyfDQXbqum6s18Fr/QuPhX5/kqHPEDZosQ88lf/1cTkwIaFvYuyAhkBM1Ge+M2qyGydCakHKtcvj+0E3bfiWaBNQnVEdbab+6PA5/skNxS+tAQTaA6XQysoH2oUcPXo6BITqApSWnU8iwfAZ7J3rsADdbGlL4u0Mop/C5lBT4k8NMDiqkrgk0Cz1AW1zxqPA94KZ2GiOvnebgO4voigPngBRqYCQCJD35OGVqihpfNh7imjvoJL8JzcTgEhVidYigS3ECXEMwWdXB9aFfTW0JTtRCfAxcVArWuYGNhajSJ8JuzCi0V0ApAMt+VTAAzPdnb/DzPro0ZOR+zJiDTqKjAVD5sgbbMdMP3rxIwVAX7MR+17ABmza9AlR29lTcMoJkXW2fOZWYq5t0IoHJ7zFumOasDISa4rpHGKeMx84bnBK7pTsuM5szHKnuWtHxWRvupvFVtlc5RzqumSU52i87+e9TP+mLojA2rfOi+8w18qsEkwkXhfIsCrEEiRkchRuCtzvPqZyOaKU7QvjiyMdK0XL4q0noFPAEIBFTkJHtbDgJDw6vGzouSRCM5HsEa9ZeBmKagVUtCA3TkDMxgXABAdX/3+2s1W84XNPNYTgAw7M/DpqNSoiubEpHuHBTeyXCsZdshzg5MGmAJAJh5yOCPKuOI/w6sG4DcTLgPc26pSycV/SX89D6iYZo4ulkj8EuKME+UXH82ZI55O5G0MNe13a3169YsSEtHigsSBjhbwgiJBYA6ELOQzt74VRDpW/lV/IHY5MF9gID8si/7stAWvqvpBPf0zLmsPdUcsBBVrQ/3L9vNyLzg+lk4Zm0pvXzIcsZnBiJ6WPDIH0s1IRkI477q/Mk2PCjQ1LpUG8Xjhr6wT5vyhYFOdhCyfkdiHvB3BSmgRY+IGdUHejWP9onnuIIxnQM8RlpPlpfzPLWgihftAdhIkwh7aG8O9pIv+C4ANWE9gakImZv05oN/h4KRVR8E5FDP4fnvCIIntMNIgUBjEPzZXE80VABMtdY1Jhfzs/WBm85kNhfx72J+VGEJADF8N2yF5sv3V7PVefvSvsvBbqfdg/Dm42zm+ytIYfBN5yMGsDPH3Xu1lLAZIOAE2tnomk0+FogLkblOzax8RqNruZB8fUh4xIgxoMdEo8g0hInVsXzJun89Bc8KQJ1N/KygIuK3l80mAwG+bH69JUAVL8QqzDMNyGix5vsjR/FjQp+FCwtqBWajenAP4OD555+vZuYxrTJBlgEWszVaeybgNAo2X880bwoURo7gIw3XCIDhfwZ0OKnGDnnZEV81H6qFRD3MO6Wb21YTp4Ks7Mgi9DfjTdbnrXnB349pEZlP/F3HTsFj5mun48kmc+0D52WT3giwZ/Vnc4OfO66/1u1F6a32CeY/aHzAt8PLUSA6f/AnlRO11nW7uMsbPZNNUpAN4D1vdWekEQjJUyl1AVRn37OAjbvf3zfPwpBuOkC4+NZhu7O9MAxe6gfwwkdmWhz3uZ4AmEhTkTU3zzUfA+FBOIpF2UMgAddxIo9jh0K7xCC8iTCvD+uKaBahuWPaGBS6xg31kTkyhH1ohdxpvMr8QQNqKpNOd9OjZfZ5NQJW8h2sc2DEICesX317xc7q4XKZF3jJ6DITGDSrYVeiZ5EYZ/q8dH3BOCRA/C0Bqhb+rSCKF+Lsbf8qwmlhREl/6/UsPwsFbptpyMADC2Dke+c739m1vwUMWRBeXl52tKivTSbsmT7WqvD/zAn7YfijYGPrOuhSPm2BQOYhf8+cpjMAxjzLgBX4m80jNc2qJovb2DLvaT6m96pp5Mg/CtCpALfW2s0j5mkp+aaGEahk3o6eQdSJe3ipaPlvLKL6dX/8xbAJrWlfgpBXgecy1F5ID1eOPBxc2ABW+iPUTQIChGTaryBw5rle2ndFUICqVLDR13L5viZJDy44QcsxQa4Cz/HMfqWZAZSyZYQVR0Jb2+94gCSObsgDAIzdaPjueZlQAB7escjgae7pnOdVgzXbC+FsobJ/MfgKhULIw6a+Uro+Z6bIEd/4nMGHSSDZ2y4lfS68LTlo8nB5PwDEwN82LuAT+At6ve7Edwz/0/cNTLyG4Pf2gVrnuT67sX7dmgVpZXwUsPpbNUYqYK8iqCAg1F8ly5MJShXex0CJ7iBEmS1NBehj4ahAakuLwDSwpgN1MphQQKT0Z4JVacI17ceIpxxegLVXyDfiK/iZ9RlCHPdYw8n0sqZsFP6C+cZ8Ztqy8VQeZDzb0phuXdP/mSaX+8SmWH0JyMAla5JY05tpBrVvOg7cxjStwXTPzs6clnoLANF1fHgN49g58yw+KQ0c1HndRWUWLWdXwtmluECBtibL0yOC/lYXXLLEfLWuAof9jVh7om14f6ZXfCdYNdIiTGsdgaCRJqnWFYDsX+xAVgYk+Rra61jSwAUDG04ZuEEZ926uK5j2w5mJPxltrjUTcFPKitnMejOk089HFbG9URsEEf78NvqZD/w720ggfPOh2ohOnmIzHhfhUXq2oNhiWcsGGnzKwMzdzLJ8SDbvKOT+ar9AD24wT2Da3V8s8/dw8ZF6vrF+3aoFaelP75zLJhYFIyzYVIM1SqO6mAb+DxpwLRPmmTaDy7K2Dfm2fKW2dqJlglfvZQ75LCTZn2lk/uN4SaMdiqoxVCHOmjXt2wiMcf36OzPHqhDn+lWTw/mYVwoYuD0urxozBVzKI61zNI5Mm17PNHL4zvOE2x4BSqUD/dfnQcGf8k6DeWpbDNZAIx/7ZGYfrbcAEF3HJ6xhTeDz1PVozwACzZ8GQgqf8La8uX5VBzlBuKwkyJeWfMyiMCmlOj0sPLU9bsfzJm/+ADteAOiEeNA98oJCOi1YraspcJ6j1obqrxZDBMA8x8BK2/XjTKT9wNfGHyeTIovnFfdADawIgj8BClDQKJCttXrQzNA0wmXw4NRkHkl7lUCd0qpziLvnrFKfpdhE2q7faGOGKO0dsC2ln69ybFN4RJpvlo8NtIGJhs5/z0kwVzTW6mO/KrMFWNVS3jqgigUICxFc2+/3nQDMtAvHTIIMGnT3XFYnAIgKEjUFAlhl4I4jjHMdmkopLnxY2I36lJkQR7v1+B6E3cj8pxoMDlugQj8zu/E1DaOA+plfKKN90N9cH88T0MJ9H+1W5DZJyAcQkfFbnfBH4EjrYDozP6gtUzLq5PmumjX1UeP5/TBtMP+Zfm0Lc4Md9Dlxnrt373bPc6PzqfKpap2LQkuuzYcPu6aKZQcLIQhCjqfTpXl1XJ6nB44p8F+F2jzXEDsK7Xr9hCAImywgoJl4gkbMn52etFIWweP1s7ZEeVOliwJo0qNTqJOzvbDuLhOhXYo4y+9fXHgv5rtaa2c6K6X2EcDpwF7nZylrQEumDf3isSczb9DyCJBx36NDElGcJg2KMuBgMDEyK5f9i6G6DOD6+BOdyOPWMDb9CSBORRt4xXMBZea58y2rFg8Ld8CVoX7KFMB4++3gu9Hg/QJA18cMa3M76+lw8RGnAVW/Zcx/Kjx4IVaTBi/ymV9RptFR3ygWPse0MRyscuF7NMUpKBuZVEZgjzVdqsXhfvH/rfp4V5gm8C3T1CmwYY0Wf1deZ6ZQrvfy8jL1UWKwpYBBecp8HI0twID2l2lTgJEBDu1Lpm3k/zouzBcFJ7pjb+sFIOMxdvEpMGT6syjm2bOlbWRzDL/VVJrNH76n84XbeGpBVRNAQaA1QGVWw9Z7BkJBoNN9TeH8PnkbR5sKWgIQWAcqEpkAPa+TzFq9Cme9rOWcDtGgVJ9baVW1VvK/SXgQ6E/6wW3s9w1Q4Rib5uzexT5KYiFp3C9ovbwJPp+xEdz5ydGAOhDRQRK606VAgQuBvm7OtAtqmvXdgOy8TmSEeUM7EBUXH/avE5PKeBApBT4DCGd2Wcge3RnKFQ0ekO4yzbNaSgyq2rSeHvQW5Mu8mi6+03+i/uXWLXdU1wU3W/ixqPNv9RXKhAILBxYAKsy2DsQdCabMbKa0qSYo01SpWQyaKm3/GHBR+kZmTaYxo0PBBzSE4FMGQLI2mH7WbHDbpUQ/KG47o13905juzC+KeaG80Tl3rC9qvs3aUS0agwz+nZkNuT/avs4nBTQZ3Zl5eavNredPTbbQGKomDzzg+Zk9g08bqOpi/UQZuFzbf5DGgEAFDqYlx2UVDLXWzpTB0iBsm5fUTQOWktSMYhOz1XQZOiOgwPsxPQgyiel2vogvTkdzBkqZSP6qYE2kfwA30+SaKnZyl2rT37Wusna/rwH4uKaqlLAjbkj7PPe7QRW1JAQFzWVjULabLRRNOuKAStoJPEf97fgXBslq+nMQx4n6hlveJGJokRO61oGvg+VrzSSIMHRL+oiI/jhNoJQanNtrpZAPYitmOlYl27uG7gs3viA999xznWBb+hMFnWoWlg5OYWEfOUarmQkJb/wqRDJhifJsXuF8I4Gu9Wmd/Fs1C7VWd/DlLe5aH9KWiUd5MdJWQFiyIMw0fFzfKDGt7PvDgEDHNqNJ+5eZ9RRcZKCLgVVG44gvmjTfSBPJYI/bUGA/CuWgABN1aOR+7nPWB+2Pzl+dG8ojHrMMAHOerZcTbvdpAlX3nvulQdCsfBdw1BZ594GZpqC9KEXqIEnnwonud9vTSbhqFX4NAlyRTyXtRKldPVuV+s/mnxPwAuq0sxXkjHaNERLtHkHmX3KsipM4z6tmoiQABwCIQe/geQ9gkICjR1BnYNUq2wKCoZ5Z8iQITzBUzMKD1PqaYKU8aUZfv4Qn7YI7eSekIr/3hzqo950urBHTlJLS9aGTCdI4zw3co4ePrY0cf4vHzV8GJMRH1u5sL9xu818GJJYOrAt9rVFgMMhQwJM5aKsAqDW+ebP2YOQnw/Qc03rlA1KO/tY2sz5q2UwwjtpgzVOmCVLQU0hwq28U81z5ym2NhL5qRbJDq3GP6x9p17JrI7OUgp5jmr8sMZAH/aBtFOxT+15rbqbLNJ6jzQTaF32B4Pw6j3GfP9mzgn6OzMScJ+NhRsfTBKrObd2+HfssQqqU1QSDcAMkDAA+RsfNMLvxon+wl4IJLBOs/p2ls5rN2u80uKjW0/1IwAkBl9le8F1crgnZoi1vYuWhnXX8RnG1CoZo4uLL0wnnWhcH5VKjaY+AVa01aMC8OPkqhX4mKGfLH0kve5v0W0Eyz49MBGVLmI8zxv3w8nq0jca7onqIfX6bAWdWJvSFxtn9nKguxvrKw9G5lwx+UyLranHsuiV5hPyu79O0/DB79vaCqjt37gzNFKoZUgGjGoDMNIV7+hvggoWbLvw9Y9drI7OH5gOdmVmLaVda1cTDQn9kpsn6qLRkQSCVHhXAvNNOARALdY6BxfVkfOTrHDNLQWtGo2pMMu3ISFOVzSXmnwKsEZ8yYGRm3aYGJGhVR4BS+8ttbsXkUjDGfVQNmr5A8DzTujM+Kj+zsc3arjXVVD49care8Y6ODwsv29pOkbEhwGqtwWm64YXcwZgED9e7v3xjFfhNECbYpCcKCc8uAkpiziYCPgizRKsShFoDPgFQ0X3ecRZkn4CtBGvEg3EzYEfkBSGNH9l2wAYAww6yIsJaEvPXTVqHg2vKnJ1dB5aOlfl+nBfpc0bFyBGd4zyhL/yT+RliYUUS1iFpPDWrdbp8dSGJgVVL07SAR4SU4Ho8NpQCnKQ98DsAMepzAGoNWAHkqq9Vds6iT1jiHae0DBVlwIxrta4R9BcceosPVIb5b/SWq0JmJKQzk9JIc8TCnwUUyqqTt4IVTqz9YWGtgllDCjA4yDQ/rPXg/qi2JeNHxjutc0ujxddZ+LNvFfOdBbU69I/q1Do0DMJVxo+1ZyPtCPNOY36NtJJM11bdnJgOgErkYcd7BMDUPDq2Ov8yGhVsMbhXvihQ5rHlunUOZtrPESjHfe6vji20pE+bpgqrfGYCDF9Snq0L+bpor3JTE4cTKNMrnVajM6Fk4Ad1oSyOshFVSCdkmlAHkAj+XdRwODKHvM5doDXfno3lK97DPJ4erH5BAsKyxNqOMr2y0CgO0kHztH9xkyaUC3nQfzMHPkFDpsVpY4H7ZA0zE/i8fF9AKPNcU78qL9dCAnTnRdaeX37+4zy77x/ncQ3g5ave1zrHkARBu8fzKBvnUjr/OoAznkpBu9QAWOfXpYCKCnYAiudCgtpLiS8Rfvj55RvVrNaLs0/VOk31Vmuqzs/Puzfq0S48FQCcNNTCMS2DxmlCXt4uzvlVQHNSgKNtcn5+Y1cwp98zx1/Wiox4we2ysM6ENvcv4xPnyTQjLICzw4WzOjWPxiFDfVqW2+Q4TFvmJtTFQHor4GdG67HxZTp4HLluHm/4yWk/VYvEdKg5T5+RDNxvRc3X8R2Nj2pJ9RrXp3Xy72maArh6qjRVzz238EEdyasAG6zYSeLFvEJglnTdd9MJNAxY+NEEZB5MFd1N0pC16lYiAtFyn/poVqMP1rw6YAe63U65hnJwzU7aub5hCEDfqTU96ABcVlXoOgt8tvMwQLl831GSagMrnG+e66ItalohDkOh9NTaK8vSzERfme+vMbpadHqQHgBD0nfvM4/tFgIF6Eh4GjR+HHSUygf+8pwLk6h089DHys48Kr0fGcQR0dGN7MgdqndvH1jrljheAWDVtb5RGxhPAKvZXqhfYfb362A9uPkFSYJ/ZhofBQa6G47BGAsFFQYajkHNIgufe2GDdrL6RwJW7/F3DcyINlR4ZtcgJLfarbX3IUJ9Wi/3d6sP6D/fY77xzkVNWo5BojpBK++ZN6WUTqOldDO9qt0bBTwdpcxUtmX6ymjQeZKNr5pTdd5wm6qFUj6BTv1kJlLQxf3hw675PvuO6TOo82zEi1oDgH56NFUcFmZ6JQhDF3qQcGZ+6C0v7v6CPT2IJqgioIdVIKW407QoX6LpCcKylNWHhndBJSmTvS5sENFbmmDZCaA12XvXqNiF8jiCzNt2HlJE7FprPMMQQtnGvmAqc5VRLnCbBC8X35QzhMHDNHl73m+KG6YYgvPxWYGuQQrPO33h/muMp3neYuFSBbRPkDcBaW0VLD0tQWUkKtGZYj2p9qpQ5zH/pGxob44xwZi33RgzaKNBBhhDoE7mm7+ITGsd/pySQ77yAv8BoN/ymioWaHp2nb7xq0CGMGBfl+w+6h8FUsQHWgYul8UuUtpQV2ZSYVr0t2qqtoQ6C1sul/msHTP/MQ9GO7qUFvCYhavGnFKNVK0xqKYKehbq+I5DphkgKUDEB3Uz/3i+jJKOG/NJ/ytPFaBn2jkkNXVm5mAGX6P+Ku3oOz8zo37rNQaf2VjiPs83jeOltPDz9bRpqp57bo1T1R2oXGpAE67NaGDItTYNWHk9BWNTHWy5lGEQ3oQ4BK+//DOCYQlVSp0vvjVeAsgr3nyUve2eWV39r9J5hA7XNl9WecZCaUumB9NOy5iGi1DNhyTtS9Zep40B4mHAqx0JKqLit5ke7aP7A7VqLs4+tYKF5scFvygG07WB6ABu0ODR9at9UTukomX6jiwBrAHcjYLRzqsP2TzXGBZEXypUuzVSx7b51lzUljnH+YSODFDvLx7EMat14TEdzszmRzd/lxLwMz9LHhNsvl/fMj5VKoAD48qqKVKzxsg0yAK51j4iNpI6YnOohVpXQczChvMyLQoOQAPfH73RM61Mc+Zjw+VqjWbFWqv7NjFPr+IbxLRAMDNPtsozEGB6sx2Z3BfOuwVMGMiyZizTyPE9NeVu+WFxPoDgrL9KdzY3kS8zMwJg4DuPMwNIBXRZ2JBsHDK/pi0fKX1+snHksYBGkttisMV16Lxo+Yfq87fax+y8TpevrgIl8WGBoGDNhgMqegvXRyzIHEgaSdPUABUCXE4rUKq1rubIea5l/+LaPvtG6dEnpQdnbmbM3uiFWGiApsNrHcrIZDrjlWla40HVUkIIg+6RHQAqb64J0np5uQm+/HsDVA4GmMlIol0JmIDBNIGGYmcex6rYmQtxNznCCb0Qu8gpvOvcANh2NGUgpPQZ0WZ29FHm7F5rJGu/r26m9bln1pvaEtkeJh3Y2HgFIOqaV1GJdkCUEwpjThLr9pdvOH/cjD29EvBzqJvN3vZC/XJ72xt1tB6MbjypjzqqZ0KDF24WVrpYZ6AmEwrchu4YHEWBVnDBQijTrGW+Miz4VZBxHxWojTQdqsEAkNJdeJnAZmd5Fcj6f0QD84Hr2tKmKe+4Le0P+/AwyEH57LgUHa9sXqDOjDblrdK5BZwZCOv8gTmN60YZ1vIwXce0aUqXvhwoPdkuQ+4H05yNE/LquZTaFs/xTMsKOuotAETX8Xnui+/6Spxt9a+0oLvWBXxtgMqsRh+lTGi3H7xjynfDtfvT4bXuEFnUDamAQ4mZBtCIFHZlTVM92EteTyrISOABuLkfEAk25Q0L8unwWp3n1Q3LrVaNZ6y1m6aahl1P5HOtl5eLVkhpIB4z7uuAktAc+sxtscAP6psSxth53egvh5fXjQ6FimEcdadjApS00zxf+Dop45Z8bIKWQ7odWAIcEYriMQrYhef/Fdcv7jgHHMUOxKBsQ8PBpaTvagBzwhc99NzHpWWY9oVJCko+5L9nz9Q6WA9ufEGC+W+0gKtmKBPcWl4dsZEyU18GdlgQcLlR6IcRzWzuY5CDfGreYdCQCbisHZTJwCHTDj4xH1X7pAIS9zIzpI6N0qj0XqUMxo7/83UFKtynrO1Mg6nfFYxt9WGk+cr6wXMlO0CaXxBqrd2uydEcHoFBncsZqGd/qQz0Mm0jUJz1T5+7bO7zWLQ2nhpN1fn5eTj6Y+VLdaGYhQJgP5kuQjVJCBbiIfAk+UepKYWFWxCQG2Pq+TlI5zy7Buywfz30zZtLQgOwFs4zazuga3plAYMUKgBRGFRLcti/Ho+cCadsrGwb+aspj/WIH65LE+rvwIZ2KvteSh5KIjGBBfxEGseOLgZXIyTIgKqFBMBS0xXp1jC6vt8HrZmWnfaloy3Mdb6XrWHN/8vHj8HZNNVL+65aLy+XOs/O0r4yoPIxGiRSNoZyYTLQ88Zzqsz3b7+jOi/kbKJjfxjd3afASIXjSEipGQy7klA2e4vP3u6zVHwClSBU2NST1cv0sYBS+rPyauZJzCypz5oCPOY5l8V11kowjSr0R/QiqTky09iN0sgPjL+ruWxk6lKBP6qT6zHrHfGzeaFmNvUVRL24n5kMFegzzdmGATwjDMyRWJOpWqws6Zhmv7MyGaADXczr9v2p8am6d+/cAdM8PVh3usGhG3NJzlwzqzGUwcq0RWBLQEmggxBDqNnNYK5IzYgi0DcT5vv0IICldLqw4JznXqOiaxYJOe+/HtFDYMWsetgI6v6qqQJRJB3nmYQqbZtnQBUATR1ivlTRAq1MaKcEEsaJMnb5cIFoUjoC7YzwlA/8He01Wi8vPpn2UenpXLESoOI+RuAzA1zhTeC5zHe/f3jZcTnTA1p8NyDvMByk7mSCjDc1XvL+KRhufeQ5dasjqmPnTKZFYZOIvjnzTj51juWyWmblVQntZmeqsSAbmYP4u5qGRgL7WHmtaxS3CUAnc6QupbhDNwPMLK8KPOTXPCxc+VoWDT0TsHwf5dV/aKQhUaCylScDmtwuz5sMMCs96uel+XTcM1ClQAN51DeMeZP1daSZY1oyTRPXv2VWVL5qH3ncNN/IF1LbbXx/qnb/lVJj/Kizr3dBUesKFrCgsw9R5qPkJjTWgLEmiPJP++LyFfIK4IOlWhp6QIQNR7lmIToECwISPR9dCACEhTId1xPaALBrDvXl8n1epgMBjs5iZHEHpNJ/L0v0TVPfQfAw26PjNDRBy0Cr4y93iZk0QnEMMItYEXm3JoGqDjCXEmNFYc7Ibk9iXQBrad9n2X1H/Hag44QuFQcztdKdAG7d9ce0wgfKgc1G6uY3V5jQ5l1KAp5yHfws3+qz/3g78jzPXZTzzLlWd0FlgngUPmH09n95eRlACgunbPs91wHaMy1CrVEQov5+3CJNyKtaDObVlpkG98/Ozrr7W6bTzL8n6yv+a1wv5n82diP6RyZgbl8BMPJyGdXUjLRFDBCUTt1UwFoenQO6c5HLZe0y7xWsMb8zDWw2FsqnzFQ7Ml8r/0bgHbzCh2nLzHxZ/aCbXl6eKvMf0uFQO02VAhTeBBXuFxlPPvyWJHfI3yTgdPe/D+CMz9xL42bhBzUMYaqKjw4sNMEbiS1RU9UAIAO8NEgj+pWuYZEeb0rAoZ/XBmABsyiBsVCGkBn8aw72UqRh3g7gyVpDs+o71EaAyscfaIU7IO2qpoZBqR9wjf7C/4jGKLRHNxyoU91lvu87D3k+cJ99x6dO2DYXnacE+NU/MPBlhD5LWfzn2iYK1Od1aQgQmdPqXB7yEQ188LW3gU0EBNgymldz8S3e/ccL0siUxws1FnCAjAzMcOK6+G2Z69Qt5MjPAmQkxDiNdnmpRobBXSakGUBkwImFZUYXa9lUCLNwGwlb1topnaoFKgT8FEhkuzOZXgCSYwBR+6zg6JhWTwW/8oJp0OCqpaybF9RkyqA7Az/MCwZvI41OVq9q8DBH0Fe0wYlfNnSDh9Kv/dbTBLL+8rOEa7r7dPQsUD1Pjflv1bZHIcwLvMvBtijzcIhCISYqzEEMQ14OfsSgth2FMsAsa/2UFOO4/GwarFpK9OsKnSurcG30uABDeW62CWWlgUFFh7kaQXBez2JQ1lrXXXVyGDAzGyDnsH89sk4B00xt87qCo4Fg/tpgtF9Ghxi50u+uTSIJAJDHAryoDGqnyTVHDqzgFE8m5XJ4edUwQXUaENeqtXIzNYjr1ofYHZ4fGncNoKvW9hwkWisHMeK0HhokkMObHUZHGDGw5XhnYY7KhgEFZ+DHz7cv/2QdrAe3YkFSIRCZUcJ3FXi19gs4C3AVZgoIkA6HwzDeVPbmjqQ7CVUYsRZEtQjaFwWMpZQgsGvNg6Oq4MoAIuhjfh0DjOpHxfTxdb7HYAL/VfPH19Q0d5WUgWyuMwtnwFoV7ad+n6apGyM1iTLoHb0MMMDINFXIy7zka9we5zNbzYUaG4zzqGZv1Hfuk/Jk5HuHxH1nny6mgXlCoPX1egsA0XV8nnvuPMQiijyOP9jxtTr/SQjhAgnNWkrc0ZccsIxI2wpSRsLBE2vWYd6g22HXWq2+i9BNiyxBGR2S4PU4Qy3BNyYoLHzdWKtU06MLVhJuClA5zYcP9/2fJo/YzW104M3XJaIPDU5T6GrMeIWkiAmNN2TA/eS+znNd+Y40+D7vPxijyJcSzmDEfDJr464dIpA2TTWE5egAsgB3xtleV4ksNFvfBQ72UtB6MfgBsOoOGqf+oi2fyjLXOvYw7WTCdWA7r+AWOwFRzKzW+eJbb/fuP4RUyBb9yL9cYKhQ4jwq8LHwc31ICrwUHDAduM9CS4MfMi0qgJkGbLVn4DJqjx2OUX8mkFXQox2mT4FRxu8MiCpvlffKM9xn7VnW18xvKaNLadT2VFvGgl1B11Z9Gc0KBNlkyXRjjJVvCiaZNzqGW33ONFU6DtqXkQZqy2EdZXTTR/bc6Jxj0zD3i/PXWwCIruNjdl4ne+/mbiMWGLO9UKfLV4NwcqHOO5BQiN7a8bsTEE0IBiFK7QZCIDxhJtu/6LsTw7lvLa+ex7a/fGMd//0HIyLRNVxQDTQKcJgOgAUgAs7pZm7y8YCNDXAQ+VWmdGyWzrQDIED3GQQInujuOZ3UaOgq/ciE+zA5Ypz7/2bulO1awdb28LEVEOZ0M6IByGFfPvStdUDDfGBudmCS5x3xbKu7wNy1rpoqmQJr5kYrPxId+wa4gcM+dM8AEs0JetQW5d5lr+VdX2puuflv5E+T+fSoQ3mmTdGt/9kiz2W0vZEvkV7Dd34D17pZkLDJbb/fhy36WwI101RlwopprLV3/j87O/P6MmCqbWbgTP2VFCRmPmBMJ3iTaZuy+EcjvozGhgGGRtHXNrbqU3Cr/lYZeGNtJOfT9nSsmKdZvzI6sxeQ0fOjGlKdH1vAigN6KhDkdkbPDngO3hHPnhrz33PPnQcQE8egwwzBsZz9QOa5rhLH+bj88cOAVXrJb89f6Ha27R/CtfnZTIfX1rP1RIPEWh0OE3S4+IiDxECvJtDVEs5QGwbXBC9Jm2JW6+HsewL5bOrp2p3ndZeYUeiDOR6p4m5COHam8WAEEsJxMcrPVh9o6yWyECnj5wChXQ9hOOg6zIDdY0v1ZTgD2qYA4AVw8RmDxc5WkyM5dnd1Q0Pad6mnoQzmZMIeb6yNJUBg19Yo2ntdAZXzKzxsaxsOPmt8ZhsrlguQafNcb/0xNQuDojAZOeriXimlAwUjAcfCNDt3j+tWs1om2BUkZMJpJOBqjcAIQId5kGl6uM3RUTtZOTnENvW3UU2J0rzlK6b8NYs72bK+KSjktjIwphqPjMc69qgvG+8MRAAwjM4TZH6pCZbnGeaD+ihpKAa0kWm/tsaCy2gezZ9p1VTTOAKufI3HOduNm9GDfmMHqoJte8p2/y28WgVKKfGtV4dqOrwWMJILVEIRHFbAhQcDBDRK/wOYKgQCFHhQORecc1fdmp3anKZegxH6LwJT+VJrjb498EliQdcKwd9pbx9Y8zB4aRrCVJBDdmT35zX+lteDaPMX35oKaq+HY3BJW7WSObI1+KHp+8Zog8YtAATQjrMkJX+3hCHPft/zgervQB+haAdxzQwM3k/23lr1TFc0oqorgFklgmWB7IQdJq67AbcAeEvpwyskExh9doAU3hqkLfC3vfhcXBDzvILt9evGF6R79+4RP4r/z0BK9nau19Tswj5Jo6NkVMiMtCycTwXS6M1dE8qyiYjbUFCX+WSp1mEE6BhEoE0uz4Bo5NOE+kd85mNi1Hcoq4f7P+IxA+mRozUn9aviejLwMdpJqdH0lX7ut4J9nltsCi6l1Lt374Y+jOaOmpAZ6GmbOsYZrapNG4HvWmswD46eiSwEBfMa85UBLs8t5vvTBKru3aMDlUuUn0HuJtu4uzd2SAB6Q3dNwDyn/itocHgwbANULIy8cLvYLVfz3F+jDpZSF58lEaB8nprnh6YBQpu1ISAh23XFAALMdDXV5KBonh6khxOH/qugnxZn7uniO9d65hVQdJ0nHtdac8fpWiOfa60fOsz1G+0bV2A1SC7T6YiXTsvWUrcUonCLHD/CKxj74OiOjI0fukN1v68LsiBA0XUS60wbe+Y1HMIDSA3oekTo2rcQJFd9q4gGHEauAAnPBTSk8yxtYGwxB1vn+TDwRTV7tfXrxhekkQDja6qF4HxbAnALhKngQBrFLmK6FFxp/Qp8lF7VFvC9zImcBZWalZSGEU8y3pbSn2eIe5nvWbb7jQX2qE2tJ/Mr4nZHfND6lG8j2rLx5Z2HoEm1O1t94cQ84HHi8WZNVTZGmQlUNURaNpsDWrfOqwxQ6Y7HjL/cJspwHs6HFwDVknJ/nyZQZXZedeproMsQpZxvZBJQhIreSjDRKsT0wOOwNvRtpn5gc+57hLLBh0bqN6vrOXaskQBAwG6zZkfEsTfHWKL0IbP3F0Kf26uR9sMh4R3vBttsdG1XlTOBaAYtjY/vsI+nVSstYaihPdKI8oe1qz7mcw2Ae8OaHxum3zym6J8H21RNYjJIjnVJ6+m+eE3r4+ZGbaiUbo75/CwDGrgbNF9HLw4oH3Yd8tzVgLGHwxKSg+cVtX2rQRVrqhYelFQoQOhlGpDsWpayurP7mU8Pp5HPFb+ta1gCbmNEs9aTmVhwLxOSShPTnvUDeTlyfa0rsOHYTMfMp0qv+hBlICLjCQMA3tl2jO8jTY6CplprB3iY35kGSfmH+kf90XKZ71opedBU7htMbcfMqMpfpWtEL5fJHNkZaOrmigwoYQz5OeJngvM+TaCKNVWNEUFYuAyZHvTaHwgXvZakDHCkgARv3AOE0pnr2m1+g+et/R2AKGV7J9ZMjsd8BhukXrvvQFOsW0yT/k8ZMs8xREEDcNPlq14X5GJWN/qkYDO0KdqPbsigwZrXfgOoBHyrYKHEbgTa2vwBT9GAAwKzCNbpdzetwnNKfaKL3N+OZgE6tZROY0Yk+jxEDLFuHiCTWW+eFUKcB2FtkqnNmiqa0MH83WjYXyw80thkXFf3LJHfWK3b69eNL0gcp2rtXPH/mfkr8y9RgTuKBcQLuyYGLEyH1pGZfzIhp5qlrI4tAKe/tY8j0Id+ZiacWnM/I/3NWgbwQwN8Kt9QNgsdofzKeMp9ykxhTEvGT+a9Cne+z/SyzxFr20batIxWJA3JoX1kIKMHdI/yZmOsQDHTsHEdmdk7GxPuu2pcdV7zAdFZ0g0O3Jf2+6kBVdkahhWYgUMHUBZmx4tYzdP1a4i31jzTK7FoN7eiMGdAZVZDuAHkg/YhCL12wYNRZuBNaQUgQ/YW6HFUTuUv8FI4vmdQNjicYwfhIeefg0kCVAGAZahH2jRbgahZdb8rDlNhVoMZjIEpYYxV6zORYDcLGhM3idZ16uD8PQAqn1Y0PgEs6GT09avnEcqiPLRYfh6kjsMo9AfVVQF0mlmvQ9dzrq3j4eiaLmW5Pq8R3zH+PEb7iwebD5PyT2NtvSVA1UjjggVencF5Qde34JEPypZpR80vHLdKk+70UzoyfyMFehnwury8DH1hLUUmeFUYauI8aCM7uobzsyAcAVluMzMdsW8V5x35OOmuP9TBeVXzlwEaLcvgCVofdSrn/DpntrRPel8d07fms/Z7a16Pdikq6BqZxY+NH+flMRr5jmVtZYnr1XnV6H5qdv85qEo0Tn4eYBPIfAyMJ+dx+61ChoThYPnyevywYUQZT9Yw3nGogj20ZS94EE0OjAiaYNaZ9sUlLYAPUmieOh0AmtzjxFo1djjmaOlcJwvReRaBmmhuGEw6DdOUR+9uFaU715qpCP5s6luWghm677sQS3VgEEARtC7TtDqbE58BfBl8dOCaaKm1xuNeKDhoAJPK27WaBVAlffH/TeOTPBaxWOZsjg6250Z94hRgUZNL3fDvEjN81+/h+hXrBUhbAfct3/038mXR7ekaSDAzB9GiHX5DGGRmGCQ2D6EOaGdYOzDSwnDS8wc1hg+buGqtnW9T5lSeCTMVinFixHugmbfJZzxgsMfXWMvDdLHWYrRNX8dFxxh8YAd+DVbKZkquB0CRxyTTrqgGjRNvaEAZDvipdI+A3eie8hn94LmhQHJk1uSx57xaTsd39EKh9Y2AZVZuNPey/kq5p0tTlaih0t1iBFpYcAWhxYEpSQJ1grbSf6R5XsIj2AukTjg4WVxH8Hnq5mpdBe3h5c6BvjaA6PTs9+HsNvj1tuajJA2NSOeVCLl+OBCAAfDhuUVmNwZ0LPcZ8AQhXGtNEQvRk2pfUMbX8rVOBjheLQG0Wko9O5N7FjcdAKw5ACl5nKrp8JpXzbgk46XiIGcu2FnK2DxGXahATTS/s3Z82FvBMH3bOChPO+f2mr9UZHXhwuZLyGjeJf3lC0uxW66pgmCJ9JcgaNS0ogInEyoQEtkbc6bx0PLQNCmoGfkLqXBSIcmOzJkWgndKzXOMq5X1acukxnxkmlSDkTmCl1KqxnNScKJmHdbqab+yMeL22NTHYFZ5l/ULAPHs7Cz4Sim/1ETJc077zmMPB3OUzfivNKnpku9n5jDun9Y5MvkyzZmpUMeVNWiZBi6jic2Ho7QFurKEup8qUHXv3ipc1o66MIR0UxClizr7QnXn6LV8bhLKdjlJdvWzcWClzvKtPfZ7AX2dj8r0yrIrCsCKh7/t5sOjOh1ei4KZ6VWQNVrDwjyn4mSi60yIpazhAAhUQGtoVj3IaT0cVgCKpIiFaVRAgCyX76/VzANGXlz0MrsDQqU47vXIOu4dXlbQi2cUOwO5cai4iF0A8ryrkfuR4P9AU2NLB0xxL2gM0fQ8h++cAqCigjotuL6Md2Fec2HOzzsP56QP2t2NgL3DMmV7/brxBenOnTvdYr4QvgqObMfbwrQIjjKAxN9ZGGo+3OO6+T4LZQVzqgUBLarhGWndNHF/Mpo4j5bX3+qzpYBItVZcdwYKsv4xAFMtkOYBsMjGUTWTI/Mb0wNa0A/WmvF/5gGX01AI3BbH2+IyqEN9m7hPGu+Kx3Se58D30fzWhOCxOgcxzgyYeI5zfC1uK9Noaducn7V5zP9jczDL/zSBqnv2jEiYugKH9j2AIZUc0P5sgYwmhJAlOP5SVewwzfe9WhHUuOdCTRys0S1WQihYyZJrZuy9UejLocpdqAOtz+cmkQ3znJ2tAUs5xEEj3E2gUnc4INiMVEvNKRphFagu1za2cWCh70PX6vXgpqWT/V0KjuYhjoHwQwDpbC+soSlwXTRNHMwVBHvsszkSxVoytBl2yLX2Qe/h7HuWrO1FwDdebsWgmiYHRAqa8AhgDFhzxVq+ef/BeF6hPxDriwCnsHGvlDBPlAZleZbWZ+AWm//UHKMCkBf+TLPEQi8TCpoY6LBwHAmIlZk9TSNAlWnNWAiO4hXt9/ugsVDwx7zSfnBbKky1DAtJpY15qjQwLxQUaggAtIf+6hhqvcirO/50zEbjWUpJyzKPR2NSSnQcH4HrzJGd/aKy8dKxYjCD8WYAO5p/Ola6o5B5PzKXZ9H4M01l1g/WImo4Bf0/eo74eXuaQJXZefTTYAFYa9ha3q3iglyOLF8ucEiWeNvHgip228YZqDUHdVxgXyZtLwS35PY4pg/+hWdxzc6+Ti4MhW9qiiululnIASCfYVeoEbQ7z0FAO9v5fL2Wj0Ejx6ti0xs7TWegaZ4erACa7gmOTXkyyqhAOIBgnNvHqiWqNGB0nmMAi21jg7OZ22ZecvsNPGLDAPy5NOhpSNPUhelgHvE8RN+gUfW8+xfD2DszMoRGFc/2gmsk/Tn0db12/0ePUJyWbwFNlQIbXaRHgnVk6ovMKOE7CyAViFu7BjNN2Oh/Vp7bx2/0hwUedoRpXxS4KP0Zf9RhnAU716lAZKQt4zKZSY7jP3G9PL4jEMvAhutk7Zq2pzzPTHLZnMgABsyvGeBT8FlrPMJF58ixeQt/rWPaKU6Z2ZV5AL4jL7eb+aVl5mPV+jL9ekTUaE5rX5hmmsMfrbcAEF3H596d91QHIioY2yrdxY9ColV8tKDzb+RhEwyDgE47g3JNs6MaLv+qjUiS7qwgEjfYjgUCpUNgjQvhZipzsJnxh9cYkmoOJEsUwCHfnMQvqp2CI/Kp1HV34bwGrQxAZHAIM4MdJns6vJa25e3x9W79SvpXV42Na6uAdkvporA7VpUdfwwQg6ZKB1s7Wqv7jyHPaN6FNE0rWcRb7it4rY7mIX5UiTxfC9c4CDrgh4ObRMMuzBKzdwB87llh9q7h+nXjC5I6qmcCKFusr/Idv1VoQaiw0GAHaQUiqpXC9REAG9FRa9S6qODb7/ed74vWw0KRhXnWJpKap7a2u3NSkxLzIyvDvNbvW3zg9rIDqVlTooJ8y99HaVIesWlLAYP2A7sHUUfmN6V9Vj4gccwvBmVc/2gskVjTupVHtVJ8fUv7x/UqMB4B3C1NYqJRfWo0Vefn56sWqGkzhDnxf/w6vl7zN2eurpQFUPE5bbosoQ6z2jt3dy9G+Xe+wH5iQQjv9x2oVF7M8/LHgQmEcYcuYqGghWOBXEotdlbP7Ady/5hmcmKemdXx8TYZyE0ieDtAZPA0LdcZQDmAbD5eGUDONFjS/bUszxVEqIevFWvx6ExEM9LMEXHl8HK/q5MaYyDJeTgiPvjvLxS1p3OY4Gc4SN3pAQKkgeM7/mUIFpnQZgJes4Hg6Rxx2y3WVPHZfwvBx9/cRwJ7lFd9QbK6GOhkeVgQsZYjE6ojMyXoZZCTaWc0OKXyZtSXY5oH1Rigr88//3w1s3r37t2jfTlGB+dTUKGgQQEVAwz+ruCR+aRAV2nQ6wMBH4CTtqU7N0egMuszf2caeFcp15eFfNC6t8ZG+6wmwC2/Ne6vpmzMuY1jJlpNTxuoWvjRC4IsMVA6JnuQZ0sT4BoHjVFFyfEPTCD2Xj80V/2WOtNcRjTQA9Aa+wG1e2EXI98bIQkIcmbKPHcmH5CCpffs7j9dQWOJ9VWzfjv+6DxELpfkVa2KAipgDwdu7T5ieWVynukOvM5IYgBT1/nmlbRGg0N7rVFD1RoNZzdqcwwoCxHK15s2D7/5hYJBXdYHdH4Yx4p4AB4GAFqKa5zSd+rRQ6CAn9p1bekAWGl6S4AqTlsCmLe5Q1AwsGHNCu5nb+UqoDJBwnlRXs10W+CJhXNm8lLTX3a+mgrMLUDFQpNpysCHauXu3r3b8Scz2R2jA2X1v9KX8YGBXqZNy/iRhdnYAhoKiNiJW+lW/mofrsIDfOe4YNM0BRCtJrcMRDLtavLmejiv0pmZZPEf9ejBx5zUoZ3BGWvylB7lR63bi9Jb7aNrmMjfygJ4nle3FwcHCKBYFyGJsnzfLAIrFcLpIbaUF/KizPfdkboL6lkTwMEdwes6F5rnELqh1hpCSIyOwcmIVC2LEy/gr9bVhQiXzs5EljYGMcgNzW4gWm7av5BAzqKz13leQdQkSjziWQaseC5s+cUxgHGc02JXgf8d7dQQ6gbwyRQ6GR9qrcvuRl8f4/nKMC17HxuoC/MK/cM4Yn5wG3PM3O1aFY2d5w+qwaXu6fLVvFNYw2heOCCWMvoMc3pLgCoVDiqAzfrAlSxo+G0503jwAq8BK0dClBMLEq4/E35K20gIcoJQYoE2MoPqd6aZ6RqZ/JCyHX9qElTtDPMhAyG4N9JwqWN2Zn5lf6OM/yMeos+4nwl15jO3vUW39gsADO0dS7wzkec0gBXPowwcj8aAU2aeZh6oiVHLZc9bNq4a+LaUUtU0y/Wq6RnpaQRVjDNYaEEQAnsQ/giAKYQJOHw4gCUGVOxPFQS/JtGsMC0Acqz1CJlrDTGSVqlY8rYAqKCpSA4mViHbJQhimJWyswMJpGVWqwBiIOQbUGUBPeoPA9AO2zTghPFjQAVzpAvofanhUWt9G+ClwBP4T+nSUsrC1wDCAEDneZN2Bm2lLHOR5+tW8l2E9kKt8+znKwNYAeQ4HeLQXyvtwhv4Fvr4wHfM1y/KJP5UoSAhZw+Aq3oSMAHx1ziw7OG1wLTsGeZ2bz2oyoQ0a2q2tpyzdgP1MCBQwaAOu7jO//WNnu+PhPAo70hzxf3k3wqCtG+oIxOuatpRrYQKXk2ZpooFewakmA9clv9rykymqDsL8cBJ68T8AP0qyHmsWGOX0bhFN+oAfRwtf0vLiYRo+cjPgErnD4+t9mkLxGU7+fh6Ri8/a+Bh5jOl9eicyPKrppPT0waqVEaz8GaN0Dw9CLGb5jlqoHCMhr/Ri2RkGRIAQpXvKhXqKhx8+NuFLtgo5XV6SrzvzXHkcdQHEEZgQ/njQkrnDcCTmPygZSPZ2aVUE6V9LEkeEfLIMwI/qsT18/YafyZ7b1en1h2u0bE7GDYHIboDTsy13XiMaC9FIoKvcyEFIJLm/QfX8SwlACoeJx3nWoMibe1k1oZEoQ8JQOjim/q5ryo30hp2Sd5IVPsV6BGN8VsKVC0diEJF39jVdMWCE2WzGDyZsNpyRGfhAmHBQiS7zw7HCjz4e6btyQAJ7qlW4Cqam8zhnnkx2rk3StqHLG2Z3LQepVmPdWGQnAl35gPzMNPuKf8Q5+mq/R5d49ANmZYmo1nHn9PILMd9zOZiRhtr0bgdPTKJ58LWuGkfGJhmYGlUVvnyNIKqDDB4zCfevTVN7tQchA2/QasTOFUcZMgQrdRewzQnARpLWYq27eqhfFmbCEId9/WMPMmsQIZ54EIsE6LTFA50Bp+AMZU1R1OjaTjNU7VUXwXq4Kwe94kjshPqyzYtMN1+LIwAq1p7kFFKjXa3IykDVqjf+VeK83MLkHFf1aSrJmMGVOCXAnndzYgCh/3r69zgNXW+X+vlZYjaz6FBrsQMPAMNmIK2q8wjBV23HlTp4q5aHwjaUlYNDoMONSupCUtjP0VmrQJITSWZxoDNR0xLFiOpH5go6I75/4AGNf1wHqUR1zL/F+7HiFYVgNpGRivnz/qg9INOCPqzFk6YAV/W52xMSynpQc/Kh60o50q/9nnUXx4fJJ4bmT/YqD6eX9k4Y+4zPxVcsr9fplEC4GL+stZu1E+dM/if8U75mvG01lrtKTr777nnziN4ULMPtri372yecI3E/oMVCAvCLiAWoAsRNv6bGmdnaRcGjOBIqrrQw1bzjQjTKlg2hRKATNOOpAK53a8APAIg2RQEbZ8DLAQV1bnHAAQp0drlncuvOXDicxtLqdO+RFOTqH14AwHqC0f7oP7kHEPmg/MlCXPuZHfPm4x/1jXKpCDIx0MQ13B+tLkN8hSklUJmTfGVQqMwhTt4B200d8r0yvLBYdxXQUUAUgL0w/QZ8Yh/UKdudfDP5557LgiATAipkNDjW5Y+R2GBRV/frFUgK2jJTERICuKW8doGKWhnlI75TW0J5Azcod/qU6YCUQUzt8cgN+MRa5NGScdNadAPg2bun/aZNXE6XzRlmirmufYNdSAqO9/XsdkaryxQ5tYcAE06z1En85LnHZsQFexrm2pCZwA76iO3q5rbEf+zZ5ivMy31FgCi6/iYraCqE2YEjtyk1Y4QwQLtj2ADVC6XAUzwRt4+fiwLC91WiIV8N+U4vHR4ztbqHwZz4PoA1yzfWYglGg4zMp9x3KKmSUAfHZyBv83UlkWo9/qofDD7NDXh5iOJchcXUTvS6vTdZ/bSCpxK6UNUqKZqmiJo3tCSzXON90sJ5zgGXlAdHEJKedQ1MwJj0ysxcnlWVok180O2A6hiX0H2F8PLcCmLr9U81719YOUlr0XtoGqzBdxqQN3UN7A2X0UOFlsStgtgSp/jus7f5TE6r3W0HoxuPKlPBmCyhTnLw9+Rd7Q1fxnIXPuxMOoQ6hgl1WIxvVnSvFv3srxajn8rgGRNm2p8Mp+vTFPGGhNtk/nLfM0StCbZsTEKeDmExIiPWX+Vvi2NkWptMn7UGp3Ktc1j9KEeBUjHzGzq95bNB52XzF99IcjmjPJ5xBNtT+cC80R5p/RmbdH8eb3eAkB0HZ879vYAGLqFupRVU1U4UxgkF2CuNSpRyNVS8rf8WgNg2nzfgcZLBHkGjpS07L7ey/KOQFenQEKn5rjdvotXVKrzsmur5Q1Tlguqz9agz7XW9fiay8vIn/bDBfrh5W0mIXGHlS7K0mUFgwgwahX4QiT75RTwb6RSagyNQBrNtCwTTeQyAWW+H01+2LVxebmG+Uh2o3Id8/QgTF03AxNPuLzvEG0HTXN1tZQekCf8YvoxrxaA+JXD9WtXF2BzY2m32/24mX10cPsZM/upK1aFvF9tZr/AzP6xmf3dpI5n2n++9nYzu2Nm/8DMXj/SxrvN7IeSOq5Cmya0+zEz+/EjebV95Hk7leX0pbb2JePBu1u7d6Q+lP1FQpfS/QW2zSszs19sZg+O9IFpu8p4j/qb8fLtZvZpW/vK17M6kL7alrnDNCutxxLa/qLW1sPMAU5bbYK/z5jZF9syHqP8PKaftjHv8XxgjFDvVenK5pq29aVm9kW11l846NdbKn3ebvfjn03WsGfNnvmJq88Xe9bsmXeZvetdZl/yk/aM/aj91Mc+YfbjZs8+Y/YTVM+73m72CZ8r7zJ7+1ea3fkRs3/wD488k8+aPfM1Zu/+uFmr+8rUCQ1My1feMfv4x1aaRnlx72vebXb/h5Y8sS/cp0/Ys59e61nrRB9+yJ792E/Z19xZ60L6ii81+/JfFGmKdZuZxfrz9EvMfvFHaQ1D2/fNfugnzH6Kx/gq4730a8R35eW73v6sfeLTaM/MbKk/59ma7n612d+h9YvHY2tsYvoF9rYv/Xz7yc+s9PZlMfe25tOIL+Dts2bP/Iy984t/2t54fUTfF9o7v/Sn7avamP5UMi+y/1/zbrNP/H9mH//7D0OX0rDmw/Wv+FKzfzhcv24cVJ3SKZ3SKZ3SKZ3SKT0N6XNumoBTOqVTOqVTOqVTOqWnIZ1A1Smd0imd0imd0imd0jWkE6g6pVM6pVM6pVM6pVO6hnQCVad0Sqd0Sqd0Sqd0SteQTqDqLZR2u93X7na7n9ntdr/upmk5pT7tdrvfvNvtPrPb7X7pTdNySqd029Jp/brd6bR+XU86gaq3VnrJzD5ca/1uvrjb7f7Abrf7M7vd7mO73a7udrsf3qpkt9t9zm63+w92u9393W736d1u9/d3u9237Ha7Zx8l73W0dxP0PUza7Xa/fLfb/ZHdbvdVeq/W+p1m9oNm9uLjaPuUTuktnk7r12Og72HSaf16AmkUwOr0uV0fM/tVtgRN/M3JvWpmb5jZd5vZj5nZDx+p61tbme8ws99ly2L3z8zsVTP7nDeb9zrauwn6HnIcvqG19y8O7v877f57bnrOnD6nz235nNav0/r1c+Vz4wScPlccKLMPmNmPmtnnJ/fu0Pe/sbUomdl7zOxnzex/leu/pz1M//abyXsd7d0EfW9iHI4tSj/PzH7CzP7YTc+Z0+f0uS2f0/p1Wr9+rnxunICn6WNL9Ok/aGZ/3ZaI7p+yJRLuf/uI9X6emf0TM/ufrpD32KL0n7eH6tfI9S9qD9P//mbyXkd7N0QfFpl/ycx+vy2RsX/azP6OmX295P0jRsfP0OdPSb5XzOxHrnFe/RYz+/k3Pb9Pn6f7c1q/Hq29G6LvtH7dss/n2SldS9rtdl9oZv+3mX2lmb3flsXobWb2z5nZozr+ndvyBvGRR6zHzOxX2PJ2FOqqtX56t9v91Xb/zeS9jvZugj6k/8KWo1T+hC2L0u82sz+12+3+bq31wy3Pd5jZl5vZv9vy/612XY8o+ctm9ht2u93X1FrvPwQNXdrtds+Z2WxmP7Db7S5rrf/kUeo7pVPK0mn9upb2boI+pNP6dUvSCVRdX/pNZvbLzOw31Fo/dM11v7v9H52R+DDpK8zsE7XWn07uvWZmF7vd7gtqrZ95yLzX0d5N0If0hWb2K5B3t9v9WVvOyftmM/uwmVmt9a/vdru/bMui9N211u8d1IVxeo+ZPdKiVGt9bbfbvWBmf8bM/kJbmP7po9R5SqeUpNP69ejt3QR9SKf165akE6i6vvT29v/rdrvd/1Fr/dlrrBsHN/7YNdT1NlveZLL0acrzmYfMex3t3QR9SP8dL15tMfg79ube0t9o/7/kWMbdbvdHrljn95vZr7ZlYfr1tdYrH9R7Sqd0hXRavx69vZugD+m0ft2SdAJV15f+rJl9k5n9Z2b2zbvd7s+Z2XfaYhf/WTOzhtgPZvbLbXlD+aor1l3b/9010PmTNn5YvojyPGze62jvJuhD+lhy7Q1bzCEPmzBOdTPXkv6Th6z7V9rS548/ZLlTOqWtdFq/Hr29m6AP6bR+3ZJ0ilN1TanW+mO2+A5cmtn/bGa/zsz+nJn9pd1u9wUt24+b2R+3xRn0YdKPtv/vuAZS/6GZvav5UGh6zpbF8jNvIu91tHcT9CF9dnD9zQgCjNOPbuYys1rr7tjHzJ61ZYv1z5jZvtb61C5Ip3Qz6bR+XUt7N0Ef0mn9uiXpBKquMdVaP1tr/Yu11t9rZr/EzP5HW+KznLX7311rne3hUfrfaP+vI9Lt99sy7l/HF3e73RfZ8gb6/77JvNfR3k3Q97DpKm9vX93+/43NXFdIu93ubbYIt3/BlgXpzz5qnad0Slk6rV+P3N5N0Pew6bR+PeZ0AlXXkHa73S/c7XbhjaDW+llb3h6qLU6Hj5KKLdubf+Uj1mO2vIVWM/v35frvssV+/+1vMu91tHcT9D1sgpPl1lv3rzSz12utf/sa2vtCW3ZO/ZxYkE7pyafT+nVt7d0EfQ+bTuvX407XFZvh5/LHzP60LTsmXrLFL+GbbUHn1cz+qyT/b7EjUYOTMu+3Rf3+hcm9325mf6h9Xm/58Pu3J/n/mK1RfL/RzL7Flii+32t9xN+HyfvDy5R68+09TvoGfP0GGwTDa3X8sFx73hZh8wNm9jvN7Lea2T9P9689eN5V+nH6nD5v9nNavzzvaf06rV+P3t+bJuBp+NgS2v/Pm9k/sGU3x4+Y2f9pyZEMLf+bWZS+rj08/0Zy73stD+pWzex7k/yfa2a/z8z+dqP3NVsW1J/3iHk/YWavPUodj5O+QVsPtSi1619vSxyfz5gEz2v3qpl97U3Py9Pn9LnK57R+ed7T+nVavx75s2uMPKUnmHa73W8xsz9ar757BuVeMbNna62/5nHQ9Shpt9v9MjP7a2b2O2qt779pem4q7Xa7v2LLQvav3zQtp3RKjyOd1q+nN53Wr0dPJ5+qJ5h2u93nNifEz19+7r5osPNjlH6fmf2q3W736x8PhY+UfoMti9KfvmlCbio1YfO1ZvYf3TApp3RK155O69fTnU7r1/Wkk6bqCabdbvcNtvgWcPr4w77xndIpndIpPel0Wr9O6ZSOpxOoOqVTOqVTOqVTOqVTuoZ0Mv+d0imd0imd0imd0ildQzqBqlM6pVM6pVM6pVM6pWtIJ1B1Sqd0Sqd0Sqd0Sqd0DekEqk7plE7plE7plE7plK4hnUDVKZ3SKZ3SKZ3SKZ3SNaQTqDqlUzqlUzqlUzqlU7qGdAJVp3RKp3RKp3RKp3RK15BOoOqUTumUTumUTumUTuka0v8PfToT6VVQza8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -1789,7 +1339,7 @@ } ], "source": [ - "sim(100000, 10)" + "%memit sim(100000, 10)" ] }, { @@ -1802,7 +1352,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 20, "id": "640d5489", "metadata": {}, "outputs": [ @@ -1811,68 +1361,50 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.01s: computing suffix array for s1...\n", - "0.02s: computing suffix array for s2...\n", - "0.02s: finding forward matches between s1 and s2...\n", - "1.38s: found 0 forward match cell(s).\n", - "1.38s: computing ReverseComplement(s2)...\n", - "1.38s: computing suffix array for ReverseComplement(s2)...\n", - "1.38s: finding matches between s1 and ReverseComplement(s2)...\n", - "2.73s: found 0 total match cell(s).\n", - "2.73s: density = 0.00%.\n", - "2.73s: converting match information to COO format inputs...\n", - "2.73s: creating sparse matrix from COO format inputs...\n", - "2.73s: done creating the matrix.\n", - "Matrix construction took 2.73 sec.\n", + "0.00s: Validating inputs...\n", + "0.01s: Finding forward matches between s1 and s2...\n", + "0.14s: Found 1 forward match cell(s).\n", + "0.14s: Computing ReverseComplement(s2)...\n", + "0.14s: Finding reverse-complementary matches between s1 and s2...\n", + "0.25s: Found 1 total (fwd and/or RC) match cell(s).\n", + "0.26s: Dot plot matrix density = 0.00%.\n", + "0.26s: Converting match information to COO format inputs...\n", + "0.26s: Creating sparse matrix from COO format inputs...\n", + "0.26s: Done creating the matrix.\n", + "Matrix construction took 0.26 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.00s: Done visualizing all match cells.\n", - "0.00s: Slightly restyling the visualization...\n", - "0.00s: Done.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.01s: computing suffix array for s1...\n", - "0.01s: computing suffix array for s2...\n", - "0.02s: finding forward matches between s1 and s2...\n", - "1.42s: found 0 forward match cell(s).\n", - "1.42s: computing ReverseComplement(s2)...\n", - "1.42s: computing suffix array for ReverseComplement(s2)...\n", - "1.43s: finding matches between s1 and ReverseComplement(s2)...\n", - "2.83s: found 0 total match cell(s).\n", - "2.83s: density = 0.00%.\n", - "2.83s: converting match information to COO format inputs...\n", - "2.83s: creating sparse matrix from COO format inputs...\n", - "2.83s: done creating the matrix.\n", - "Matrix construction took 2.83 sec.\n", + "0.00s: Validating inputs...\n", + "0.01s: Finding forward matches between s1 and s2...\n", + "0.13s: Found 1 forward match cell(s).\n", + "0.13s: Computing ReverseComplement(s2)...\n", + "0.13s: Finding reverse-complementary matches between s1 and s2...\n", + "0.24s: Found 1 total (fwd and/or RC) match cell(s).\n", + "0.24s: Dot plot matrix density = 0.00%.\n", + "0.24s: Converting match information to COO format inputs...\n", + "0.24s: Creating sparse matrix from COO format inputs...\n", + "0.24s: Done creating the matrix.\n", + "Matrix construction took 0.25 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", "0.01s: Done visualizing \"1\" cells.\n", "0.01s: Visualizing \"-1\" cells with spy()...\n", - "0.02s: Done visualizing \"-1\" cells.\n", + "0.01s: Done visualizing \"-1\" cells.\n", "0.02s: Visualizing \"2\" cells with spy()...\n", "0.02s: Done visualizing \"2\" cells.\n", - "0.03s: Slightly restyling the visualization...\n", - "0.03s: Done.\n", + "0.02s: Slightly restyling the visualization...\n", + "0.02s: Done.\n", "Visualization took 0.03 sec.\n", - "Total time taken: 5.59 sec.\n" + "Total time taken: 0.54 sec.\n", + "peak memory: 155.79 MiB, increment: 7.50 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<99981x99981 sparse matrix of type ''\n", - " \twith 0 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<99981x99981 sparse matrix of type ''\n", - " \twith 0 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1882,7 +1414,7 @@ } ], "source": [ - "sim(100000, 20)" + "%memit sim(100000, 20)" ] }, { @@ -1895,26 +1427,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "afd8783f", "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "binary = True...\n", - "0.00s: validating inputs...\n", - "0.08s: computing suffix array for s1...\n", - "0.13s: computing suffix array for s2...\n", - "0.18s: finding forward matches between s1 and s2...\n" - ] - } - ], + "outputs": [], "source": [ - "sim(1000000, 5, markersize=0.001, fig_size_inches=(10, 10))" + "# %memit sim(1000000, 5, markersize=0.001, fig_size_inches=(10, 10))" ] }, { @@ -1927,7 +1447,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 22, "id": "6e61242c", "metadata": {}, "outputs": [ @@ -1936,68 +1456,50 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.02s: validating inputs...\n", - "0.12s: computing suffix array for s1...\n", - "0.17s: computing suffix array for s2...\n", - "0.23s: finding forward matches between s1 and s2...\n", - "13.74s: found 953,056 forward match cell(s).\n", - "13.74s: computing ReverseComplement(s2)...\n", - "13.74s: computing suffix array for ReverseComplement(s2)...\n", - "13.80s: finding matches between s1 and ReverseComplement(s2)...\n", - "28.06s: found 1,906,167 total match cell(s).\n", - "28.06s: density = 0.00%.\n", - "28.07s: converting match information to COO format inputs...\n", - "29.06s: creating sparse matrix from COO format inputs...\n", - "29.63s: done creating the matrix.\n", - "Matrix construction took 29.88 sec.\n", + "0.00s: Validating inputs...\n", + "0.10s: Finding forward matches between s1 and s2...\n", + "4.30s: Found 953,210 forward match cell(s).\n", + "4.30s: Computing ReverseComplement(s2)...\n", + "4.30s: Finding reverse-complementary matches between s1 and s2...\n", + "8.85s: Found 1,905,740 total (fwd and/or RC) match cell(s).\n", + "8.85s: Dot plot matrix density = 0.00%.\n", + "8.85s: Converting match information to COO format inputs...\n", + "10.19s: Creating sparse matrix from COO format inputs...\n", + "11.09s: Done creating the matrix.\n", + "Matrix construction took 11.21 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.07s: Done visualizing all match cells.\n", - "0.07s: Slightly restyling the visualization...\n", - "0.07s: Done.\n", - "Visualization took 0.07 sec.\n", + "0.08s: Done visualizing all match cells.\n", + "0.08s: Slightly restyling the visualization...\n", + "0.08s: Done.\n", + "Visualization took 0.08 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.10s: computing suffix array for s1...\n", - "0.15s: computing suffix array for s2...\n", - "0.21s: finding forward matches between s1 and s2...\n", - "13.76s: found 953,056 forward match cell(s).\n", - "13.76s: computing ReverseComplement(s2)...\n", - "13.76s: computing suffix array for ReverseComplement(s2)...\n", - "13.82s: finding matches between s1 and ReverseComplement(s2)...\n", - "27.89s: found 1,906,167 total match cell(s).\n", - "27.90s: density = 0.00%.\n", - "27.90s: converting match information to COO format inputs...\n", - "28.81s: creating sparse matrix from COO format inputs...\n", - "29.37s: done creating the matrix.\n", - "Matrix construction took 29.62 sec.\n", + "0.00s: Validating inputs...\n", + "0.10s: Finding forward matches between s1 and s2...\n", + "4.37s: Found 953,210 forward match cell(s).\n", + "4.37s: Computing ReverseComplement(s2)...\n", + "4.37s: Finding reverse-complementary matches between s1 and s2...\n", + "8.73s: Found 1,905,740 total (fwd and/or RC) match cell(s).\n", + "8.73s: Dot plot matrix density = 0.00%.\n", + "8.73s: Converting match information to COO format inputs...\n", + "9.64s: Creating sparse matrix from COO format inputs...\n", + "10.22s: Done creating the matrix.\n", + "Matrix construction took 10.34 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", - "0.38s: Done visualizing \"1\" cells.\n", - "0.38s: Visualizing \"-1\" cells with spy()...\n", - "0.66s: Done visualizing \"-1\" cells.\n", - "0.66s: Visualizing \"2\" cells with spy()...\n", - "0.90s: Done visualizing \"2\" cells.\n", - "0.90s: Slightly restyling the visualization...\n", - "0.91s: Done.\n", - "Visualization took 0.91 sec.\n", - "Total time taken: 60.48 sec.\n" + "0.39s: Done visualizing \"1\" cells.\n", + "0.39s: Visualizing \"-1\" cells with spy()...\n", + "0.79s: Done visualizing \"-1\" cells.\n", + "0.79s: Visualizing \"2\" cells with spy()...\n", + "1.13s: Done visualizing \"2\" cells.\n", + "1.13s: Slightly restyling the visualization...\n", + "1.13s: Done.\n", + "Visualization took 1.13 sec.\n", + "Total time taken: 22.77 sec.\n", + "peak memory: 832.50 MiB, increment: 682.71 MiB\n" ] }, { "data": { - "text/plain": [ - "(DotPlotMatrix(mat=<999991x999991 sparse matrix of type ''\n", - " \twith 1906167 stored elements in COOrdinate format>, k=10, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<999991x999991 sparse matrix of type ''\n", - " \twith 1906167 stored elements in COOrdinate format>, k=10, yorder=\"BT\", binary=False))" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2007,7 +1509,7 @@ } ], "source": [ - "sim(1000000, 10, markersize=0.005, fig_size_inches=(10, 10))" + "%memit sim(1000000, 10, markersize=0.005, fig_size_inches=(10, 10))" ] }, { @@ -2015,12 +1517,12 @@ "id": "20c420a9", "metadata": {}, "source": [ - "Yep, this is much easier for wotplot to handle. And the plots might actually be informative!" + "Yep, this is much easier for wotplot to handle. And using a larger _k_ means that the plots will probably be more informative, anyway :)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 23, "id": "c069ee8c", "metadata": { "scrolled": false @@ -2031,70 +1533,107 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.08s: computing suffix array for s1...\n", - "0.14s: computing suffix array for s2...\n", - "0.18s: finding forward matches between s1 and s2...\n", - "12.59s: found 0 forward match cell(s).\n", - "12.59s: computing ReverseComplement(s2)...\n", - "12.59s: computing suffix array for ReverseComplement(s2)...\n", - "12.64s: finding matches between s1 and ReverseComplement(s2)...\n", - "25.64s: found 1 total match cell(s).\n", - "25.64s: density = 0.00%.\n", - "25.64s: converting match information to COO format inputs...\n", - "25.64s: creating sparse matrix from COO format inputs...\n", - "25.64s: done creating the matrix.\n", - "Matrix construction took 25.64 sec.\n", + "0.00s: Validating inputs...\n", + "0.09s: Finding forward matches between s1 and s2...\n", + "1.16s: Found 1 forward match cell(s).\n", + "1.16s: Computing ReverseComplement(s2)...\n", + "1.17s: Finding reverse-complementary matches between s1 and s2...\n", + "2.15s: Found 3 total (fwd and/or RC) match cell(s).\n", + "2.15s: Dot plot matrix density = 0.00%.\n", + "2.15s: Converting match information to COO format inputs...\n", + "2.15s: Creating sparse matrix from COO format inputs...\n", + "2.15s: Done creating the matrix.\n", + "Matrix construction took 2.15 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.01s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.10s: computing suffix array for s1...\n", - "0.15s: computing suffix array for s2...\n", - "0.21s: finding forward matches between s1 and s2...\n", - "13.76s: found 0 forward match cell(s).\n", - "13.76s: computing ReverseComplement(s2)...\n", - "13.76s: computing suffix array for ReverseComplement(s2)...\n", - "13.81s: finding matches between s1 and ReverseComplement(s2)...\n", - "27.55s: found 1 total match cell(s).\n", - "27.55s: density = 0.00%.\n", - "27.55s: converting match information to COO format inputs...\n", - "27.55s: creating sparse matrix from COO format inputs...\n", - "27.55s: done creating the matrix.\n", - "Matrix construction took 27.55 sec.\n", + "0.00s: Validating inputs...\n", + "0.11s: Finding forward matches between s1 and s2...\n", + "1.08s: Found 1 forward match cell(s).\n", + "1.08s: Computing ReverseComplement(s2)...\n", + "1.09s: Finding reverse-complementary matches between s1 and s2...\n", + "2.07s: Found 3 total (fwd and/or RC) match cell(s).\n", + "2.07s: Dot plot matrix density = 0.00%.\n", + "2.07s: Converting match information to COO format inputs...\n", + "2.07s: Creating sparse matrix from COO format inputs...\n", + "2.07s: Done creating the matrix.\n", + "Matrix construction took 2.07 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", - "0.01s: Done visualizing \"1\" cells.\n", - "0.01s: Visualizing \"-1\" cells with spy()...\n", - "0.03s: Done visualizing \"-1\" cells.\n", - "0.03s: Visualizing \"2\" cells with spy()...\n", - "0.05s: Done visualizing \"2\" cells.\n", - "0.05s: Slightly restyling the visualization...\n", - "0.05s: Done.\n", - "Visualization took 0.05 sec.\n", - "Total time taken: 53.24 sec.\n" + "0.03s: Done visualizing \"1\" cells.\n", + "0.03s: Visualizing \"-1\" cells with spy()...\n", + "0.05s: Done visualizing \"-1\" cells.\n", + "0.05s: Visualizing \"2\" cells with spy()...\n", + "0.07s: Done visualizing \"2\" cells.\n", + "0.07s: Slightly restyling the visualization...\n", + "0.07s: Done.\n", + "Visualization took 0.07 sec.\n", + "Total time taken: 4.31 sec.\n", + "peak memory: 620.31 MiB, increment: 146.04 MiB\n" ] }, { "data": { + "image/png": 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\n", "text/plain": [ - "(DotPlotMatrix(mat=<999981x999981 sparse matrix of type ''\n", - " \twith 1 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<999981x999981 sparse matrix of type ''\n", - " \twith 1 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=False))" + "
" ] }, - "execution_count": 6, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(1000000, 20, markersize=1)" + ] + }, + { + "cell_type": "markdown", + "id": "91e52431", + "metadata": {}, + "source": [ + "# 2,000,000 x 2,000,000" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "930fcd3a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "Matrix construction took 4.26 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "Matrix construction took 4.31 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.04s: Done visualizing \"1\" cells.\n", + "0.04s: Visualizing \"-1\" cells with spy()...\n", + "0.07s: Done visualizing \"-1\" cells.\n", + "0.07s: Visualizing \"2\" cells with spy()...\n", + "0.11s: Done visualizing \"2\" cells.\n", + "0.11s: Slightly restyling the visualization...\n", + "0.11s: Done.\n", + "Visualization took 0.11 sec.\n", + "Total time taken: 8.68 sec.\n", + "peak memory: 662.76 MiB, increment: 561.01 MiB\n" + ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -2102,52 +1641,115 @@ } ], "source": [ - "sim(1000000, 20, markersize=1)" + "%memit sim(2000000, 20, markersize=3, fig_size_inches=(10, 10))" ] }, { "cell_type": "markdown", - "id": "c9b02399", + "id": "1a3679b6", "metadata": {}, "source": [ - "# 10,000,000 x 10,000,000" + "# some other stuff while i try to figure out how the memory requirements grow" ] }, { "cell_type": "code", - "execution_count": null, - "id": "ead8b7ef", + "execution_count": 9, + "id": "8ba99fd4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.02s: validating inputs...\n", - "0.70s: computing suffix array for s1...\n", - "1.55s: computing suffix array for s2...\n", - "2.40s: computing ReverseComplement(s2)...\n", - "3.66s: computing suffix array for ReverseComplement(s2)...\n", - "4.51s: finding forward matches between s1 and s2...\n" + "binary = True...\n", + "Matrix construction took 5.12 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "Matrix construction took 5.21 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.04s: Done visualizing \"1\" cells.\n", + "0.04s: Visualizing \"-1\" cells with spy()...\n", + "0.08s: Done visualizing \"-1\" cells.\n", + "0.08s: Visualizing \"2\" cells with spy()...\n", + "0.12s: Done visualizing \"2\" cells.\n", + "0.12s: Slightly restyling the visualization...\n", + "0.12s: Done.\n", + "Visualization took 0.12 sec.\n", + "Total time taken: 10.45 sec.\n", + "peak memory: 808.40 MiB, increment: 627.28 MiB\n" ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "sim(10000000, 10, markersize=0.005, fig_size_inches=(10, 10))" + "%memit sim(2500000, 20, markersize=3, fig_size_inches=(10, 10))" ] }, { - "cell_type": "markdown", - "id": "8a05dce4", + "cell_type": "code", + "execution_count": 10, + "id": "457193b4", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "Matrix construction took 6.25 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.00s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "Matrix construction took 6.25 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.05s: Done visualizing \"1\" cells.\n", + "0.05s: Visualizing \"-1\" cells with spy()...\n", + "0.09s: Done visualizing \"-1\" cells.\n", + "0.09s: Visualizing \"2\" cells with spy()...\n", + "0.14s: Done visualizing \"2\" cells.\n", + "0.14s: Slightly restyling the visualization...\n", + "0.14s: Done.\n", + "Visualization took 0.14 sec.\n", + "Total time taken: 12.64 sec.\n", + "peak memory: 946.15 MiB, increment: 742.33 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "This also crashed Jupyter." + "%memit sim(3000000, 20, markersize=3, fig_size_inches=(10, 10))" ] }, { "cell_type": "code", - "execution_count": 7, - "id": "878c8ea5", + "execution_count": 11, + "id": "1b732464", "metadata": {}, "outputs": [ { @@ -2155,68 +1757,77 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.87s: computing suffix array for s1...\n", - "1.53s: computing suffix array for s2...\n", - "2.23s: finding forward matches between s1 and s2...\n", - "146.85s: found 82 forward match cell(s).\n", - "146.85s: computing ReverseComplement(s2)...\n", - "146.89s: computing suffix array for ReverseComplement(s2)...\n", - "147.82s: finding matches between s1 and ReverseComplement(s2)...\n", - "301.83s: found 149 total match cell(s).\n", - "301.83s: density = 0.00%.\n", - "301.83s: converting match information to COO format inputs...\n", - "301.83s: creating sparse matrix from COO format inputs...\n", - "301.83s: done creating the matrix.\n", - "Matrix construction took 301.83 sec.\n", + "Matrix construction took 7.46 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.00s: Done visualizing all match cells.\n", "0.00s: Slightly restyling the visualization...\n", "0.00s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.92s: computing suffix array for s1...\n", - "1.63s: computing suffix array for s2...\n", - "2.42s: finding forward matches between s1 and s2...\n", - "152.31s: found 82 forward match cell(s).\n", - "152.32s: computing ReverseComplement(s2)...\n", - "152.34s: computing suffix array for ReverseComplement(s2)...\n", - "153.06s: finding matches between s1 and ReverseComplement(s2)...\n", - "311.14s: found 149 total match cell(s).\n", - "311.14s: density = 0.00%.\n", - "311.14s: converting match information to COO format inputs...\n", - "311.14s: creating sparse matrix from COO format inputs...\n", - "311.14s: done creating the matrix.\n", - "Matrix construction took 311.14 sec.\n", + "Matrix construction took 7.33 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", - "0.13s: Done visualizing \"1\" cells.\n", - "0.13s: Visualizing \"-1\" cells with spy()...\n", - "0.26s: Done visualizing \"-1\" cells.\n", - "0.26s: Visualizing \"2\" cells with spy()...\n", - "0.39s: Done visualizing \"2\" cells.\n", - "0.39s: Slightly restyling the visualization...\n", - "0.39s: Done.\n", - "Visualization took 0.39 sec.\n", - "Total time taken: 613.37 sec.\n" + "0.05s: Done visualizing \"1\" cells.\n", + "0.05s: Visualizing \"-1\" cells with spy()...\n", + "0.10s: Done visualizing \"-1\" cells.\n", + "0.10s: Visualizing \"2\" cells with spy()...\n", + "0.15s: Done visualizing \"2\" cells.\n", + "0.15s: Slightly restyling the visualization...\n", + "0.15s: Done.\n", + "Visualization took 0.15 sec.\n", + "Total time taken: 14.95 sec.\n", + "peak memory: 1100.48 MiB, increment: 887.74 MiB\n" ] }, { "data": { + "image/png": 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\n", "text/plain": [ - "(DotPlotMatrix(mat=<9999981x9999981 sparse matrix of type ''\n", - " \twith 149 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<9999981x9999981 sparse matrix of type ''\n", - " \twith 149 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=False))" + "
" ] }, - "execution_count": 7, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(3500000, 20, markersize=3, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "fb50f056", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "Matrix construction took 8.72 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.00s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "Matrix construction took 8.81 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.06s: Done visualizing \"1\" cells.\n", + "0.06s: Visualizing \"-1\" cells with spy()...\n", + "0.11s: Done visualizing \"-1\" cells.\n", + "0.11s: Visualizing \"2\" cells with spy()...\n", + "0.17s: Done visualizing \"2\" cells.\n", + "0.17s: Slightly restyling the visualization...\n", + "0.17s: Done.\n", + "Visualization took 0.17 sec.\n", + "Total time taken: 17.71 sec.\n", + "peak memory: 1253.46 MiB, increment: 1031.39 MiB\n" + ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2226,13 +1837,13 @@ } ], "source": [ - "sim(10000000, 20, markersize=2, fig_size_inches=(10, 10))" + "%memit sim(4000000, 20, markersize=3, fig_size_inches=(10, 10))" ] }, { "cell_type": "code", - "execution_count": 8, - "id": "7ba8dbae", + "execution_count": 13, + "id": "ec184f01", "metadata": {}, "outputs": [ { @@ -2240,68 +1851,85 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "0.88s: computing suffix array for s1...\n", - "1.58s: computing suffix array for s2...\n", - "2.39s: finding forward matches between s1 and s2...\n", - "141.65s: found 0 forward match cell(s).\n", - "141.65s: computing ReverseComplement(s2)...\n", - "141.68s: computing suffix array for ReverseComplement(s2)...\n", - "142.51s: finding matches between s1 and ReverseComplement(s2)...\n", - "284.12s: found 0 total match cell(s).\n", - "284.12s: density = 0.00%.\n", - "284.13s: converting match information to COO format inputs...\n", - "284.13s: creating sparse matrix from COO format inputs...\n", - "284.13s: done creating the matrix.\n", - "Matrix construction took 284.13 sec.\n", + "Matrix construction took 9.86 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", "0.00s: Done visualizing all match cells.\n", "0.00s: Slightly restyling the visualization...\n", - "0.00s: Done.\n", + "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "0.89s: computing suffix array for s1...\n", - "1.57s: computing suffix array for s2...\n", - "2.27s: finding forward matches between s1 and s2...\n", - "143.42s: found 0 forward match cell(s).\n", - "143.43s: computing ReverseComplement(s2)...\n", - "143.46s: computing suffix array for ReverseComplement(s2)...\n", - "144.29s: finding matches between s1 and ReverseComplement(s2)...\n", - "284.48s: found 0 total match cell(s).\n", - "284.48s: density = 0.00%.\n", - "284.48s: converting match information to COO format inputs...\n", - "284.48s: creating sparse matrix from COO format inputs...\n", - "284.48s: done creating the matrix.\n", - "Matrix construction took 284.48 sec.\n", + "Matrix construction took 9.78 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", - "0.10s: Done visualizing \"1\" cells.\n", - "0.10s: Visualizing \"-1\" cells with spy()...\n", - "0.19s: Done visualizing \"-1\" cells.\n", - "0.19s: Visualizing \"2\" cells with spy()...\n", - "0.29s: Done visualizing \"2\" cells.\n", - "0.29s: Slightly restyling the visualization...\n", - "0.29s: Done.\n", - "Visualization took 0.29 sec.\n", - "Total time taken: 568.91 sec.\n" + "0.07s: Done visualizing \"1\" cells.\n", + "0.07s: Visualizing \"-1\" cells with spy()...\n", + "0.13s: Done visualizing \"-1\" cells.\n", + "0.13s: Visualizing \"2\" cells with spy()...\n", + "0.19s: Done visualizing \"2\" cells.\n", + "0.19s: Slightly restyling the visualization...\n", + "0.19s: Done.\n", + "Visualization took 0.19 sec.\n", + "Total time taken: 19.84 sec.\n", + "peak memory: 1382.60 MiB, increment: 1152.11 MiB\n" ] }, { "data": { + "image/png": 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\n", "text/plain": [ - "(DotPlotMatrix(mat=<9999901x9999901 sparse matrix of type ''\n", - " \twith 0 stored elements in COOrdinate format>, k=100, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<9999901x9999901 sparse matrix of type ''\n", - " \twith 0 stored elements in COOrdinate format>, k=100, yorder=\"BT\", binary=False))" + "
" ] }, - "execution_count": 8, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(4500000, 20, markersize=3, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "7e058fe2", + "metadata": {}, + "source": [ + "# 5,000,000 x 5,000,000" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f81946dd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "Matrix construction took 12.11 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "Matrix construction took 11.73 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.06s: Done visualizing \"1\" cells.\n", + "0.06s: Visualizing \"-1\" cells with spy()...\n", + "0.14s: Done visualizing \"-1\" cells.\n", + "0.14s: Visualizing \"2\" cells with spy()...\n", + "0.21s: Done visualizing \"2\" cells.\n", + "0.21s: Slightly restyling the visualization...\n", + "0.21s: Done.\n", + "Visualization took 0.21 sec.\n", + "Total time taken: 24.06 sec.\n", + "peak memory: 1506.46 MiB, increment: 1330.28 MiB\n" + ] }, { "data": { - "image/png": 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\n", 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iGgw/iFPStJhJ1ZyqE6oTqc7xH5yZ50+4S+vKzJ8BH6kLEfF84K3A71FNBfHtuurlmXniOs19q769W/meSpoWmbmdngt0eib/7A4ZuAHVnFSPrku/p9flxcBfr/NcV9ftHtfzXJ+hmvPvD9kZw1aGiGHfARJjWKt4+m8ORcSvUx2h+hlVQvVfa9TdMyLuEBE337QODu7HvgM2f6W+3ae+/SzVIfKX1OMN+tu4Qc+h9rOpBqs+KyLuNKBu9Ny/ef076B9jIanlIuLG9f/voBjSX/dA4NnA5zPzi/Xmy6muGu4vz6/3H1///Ml12h4mhn2V6irk50XELw1oY0s3ttVH5/8FeGREPHRA3d4Ytm/9O7jxWn3UxnmkakbUl+vepv5xP2D3iHh5/fP5mfmeut5tqBKqX6C66uV+9UD1Xh/LzMvr+/cC/pXqUuDDe57vxsAf1T/eor59YM9zfrJ3APiw/VvD1yPi36mu7LuQ6krF5wLXAO8HyMzLI+IZVGMWvhkR76T6NncTqsugf4vqCpxTMjMj4nepplQ4LSK6UyrchOqw/PHAMfVzvw54JtUpx1PW6aekMYwSIyLiLlTTqQDcv779nZ4LWY7JzJ/U9w+lunjllcCRPW28mmps5WlUQyDuDvwu1RQGv9OtV4+h+vCA/u5f3/1uZl5v/wCfi4gfU02p8AOqWHM41dGm99TPlfXv4WTgnDqG/SfVAPfbU8Wwl7Lz6r8jgC8B/xIR76aaBuYGwL2BbcBf9NR7Rf36uo9VEzLTMgOF6sM+Vymn9NQ7aI163bL/gPrH9j3f/uu0cfg4/Vvj9b0E+DeqI1FXUwWlDwF3H1D3zsB7qYLjNVSH9r9EtRTFPn11f6Wuu1zXvZAqKbt7T51j634eNOm/s8Uyq2WUGMHOZGSYGNate2RfG4fWceFSqotgvgW8HrjJkP3txsC3DFn/OVRfaLux5odUpwEPHlD3NlRXG26r615ClTC9DrhVX91b1nW/3xPvPgc8pKfOkYPisqV8ifoXLkmSpA1wTJUkSVIBJlWSJEkFmFRJkiQVYFIlSZJUwMSnVNh3331z//33n3Q3pKLOPvtsrr22WjN1y5Yt3PWud51wj9rlzDPPvDgz95t0P0owhmnmnH021PGLLVvA+LWLteLXxK/+O/DAA/OMM86YaB+k0vrXS530/1nbRMSZmXngpPtRgjFMM6d/vWfj1y7Wil+e/pMkSSrApEpqwNLS0sD7ktR6vTHL+DWSiY+pkmbR8vLypLsgSeMxfo3NI1WSJEkFmFRJkiQVYFIlSZJUgEmVJElSASZVkiRJBZhUSZIkFWBSJUmSVIBJlSRJUgEmVZIkSQWYVEmSJBVgUiVJklSASZUkSVIBJlWSJEkFmFRJkiQVYFIlSZJUgEmVJElSASZVkiRJBZhUSZIkFWBSJUmSVIBJlSRJUgEmVZKK6XQ6RAQRQafTmXR3JGlonQ5EVGXc8GVSJamY7du3D7wvSW3XG7LGDV8mVdKMWFxcvO4o0eLi4qS7I0nDW1zceZhoiuOXSZU0I3bs2DHw/mZaWloaeF+S1tQbsyYWvwbfH8WWMl2RJFheXp50FyRpLCXCl0eqpBmxsLAw8L4ktV5vzJri+OWRKmlGrKysTLoLkjSeGYlf05sOSpIktYhJlSRJUgEmVZIkSQWYVEmSJBVgUiVJklSASZUkSVIBJlWSJEkFmFRJkiQVYFIlSZJUwIaSqojYGhG3KtUZSdpMxjBJJY2dVEXEnsAJwHci4tByXZLG1+l0iAgigk6nM+nuqMWMYWqbTgciqmL4mk5jJVURsTdwPPAAYDfg/QYltcH27dsH3pd6GcPURr0hy/A1nUZOqupg9C/AvYBTgQS+gEFJ0hQwhklqyjhHqh4CHAg8ETix3vYY4IvAnxfqlzSWpaWlgfelHsYwtVJvyDJ8Tactoz4gMz8REbfLzAsj4u71tisj4jeBrcV7KI1geXl50l1QyxnD1FaGr+k3clIFkJkXDth2JXDlhnskSQ0zhklqgvNUSZIkFWBSJUmSVIBJlSRJUgEmVZIkSQWYVEmSJBVgUiVJklTARpOqqIskTSNjmKRiNpRUZeaRmenRLklTyRgmqSSDiTSkTqdDRBARdFxCXtIU6XQgoiqGr+aYVG0yP5in1/aeZeO3u4S85pWfzlOpN2QZvppjUrXJ1vtgXlxcvC7pWlxc3MyuSdL61vl0XlzcmXMZwjRvTKpaZseOHQPva/KWepaNX3IJeWmg3rBlCGuP3pBl+GrOWAsqa3xLS0vXHaHyg3m6LLuEvFR9InePUBnDpobha3OYVG2y9T6YFxYWrjtCtbDggURJLbNuDNt5hMoQpnnjW75lVlZWyEwyk5WVlUl3Z+Z54YBU1soKZFbFELYJvHCgVcY6UhURvwzcCbgZkMBFwLmZ+e2CfZMa5xV988kYppnhZX2tMnRSFRG/CjwPeALQTYe7MxFnXWc78EHg7Zn59YL9lKQNMYZJatq6SVVE3A54PXAocCXwBeDtwHeBS6iC0j7A7YH7AM8G/igiPgr8RWZ+r5muSxvnhQOzzximmeaFA60yzJGq84CvAYcDH83My9eqHBF7UX0TfGH92D022EepMV7RNxeMYZpdxrBWGWag+hMz88DMfM96wQggMy/PzHdn5t2BJ2+8i5oWDvpWSxnDtD4HfKuAdZOqzPzkuI1n5ifGfaymj4O+1UbGMA3FAd8qYOQpFSLinRFx7zX23ysi3rmxbklSM4xhkpoyzjxVhwO3W2P/bYFnjtUbTTWXcdGUOBxjmPq5josKaGJG9b2AnzfQrlrOQd+aEcaweWT8UgFDJVURcWtg/55Nd4iIBw6oug/wB8B3Nt41SSrDGCZpMwx7pOp3gVdQTZCXwMvq0i+AHXV9SWoLY5ikxg2bVH0c2EYVcN4JvAP4cl+dBH4GnJ6ZPyjUv1bqdDq7TBjpaS+p9T6OMazS6ew6WaTxSypmqKQqM88GzgaIiNsAH8nMc5vsWJs5dUBzImKXnzNzQj3RLDGG9XDqgMb0hS8MX/Nn5IHqmfnKJjoiSZvBGCapKeNMqTD3nDpA0tRy6gCpMWNNqRAR9wWOAA4AbsrOld67MjPXmgdmqjmGSppucx3DjF9SY0ZOqiLiGcC7qOZx+Rbw/dKd0vxyDJWaZgxTUwxfGudI1cuAbwIPzcwLC/dHkppmDJPUiHHGVN0G+DuDkaQpZQyT1Ihxkqr/BraW7ogkbRJjmKRGjJNUvQ14WkQslu6MpDI6nQ4RQUTQ6XQm3Z22MYZJbdbpVJN+RVT3p8g4Y6rOBA4DTouItwL/Baz0V8rMf9tg3zTlFhcX2bFjBwALCwusrOx8mzgrfbOcoHZNxjCtb3ER6vjFwgKs7PoWcWL6Bk3xBLXjJFUn9dz/B6qlHXpFvc1vgXOum1D13wc/9DVRxjCtrzdm9cUvmOrPfTVonKTKhUallltaWtrlSKB2YQyT2mxpadfDgFNknGVq3t1ERzR7FhYWdjn912sePvTXOv3ZNE+nrs4YpqEsLOx6+q/PFH/uD2ed05+NmuL4NdaM6tIw1koi5uFDf63Tn5Jabp0kYuZD2DqnPzWYa/9JkiQVYFIlNaT3lGf/6U9JarXemGX8Gpqn/6SGbOYYKkkqyvg1FtNPSZKkAkyqJEmSChg7qYqILRFxo4jwFKKkqWMMk1TaSElVRDwlIj4dEduBq4EfAVdHxPZ6+2830ktJKsAYJqlJQ31Di4g9gU8CDwauAM4CTgGuAvYAbgkcBDwyIp4NPCYzryjfXUkanTFM0mYY9rD3q4AHAi8A/j4zr+6vEBFbgecCRwGvBF5cqpOStEHGMEmNG/b035OAN2fmWwYFI4DMvDozjwGOAZ5SqoOSVIAxTFLjhk2q9gO+PmTd84B9x+uOJDXCGCapccMmVduAQ4as+6i6viS1xTaMYZIaNmxS9Q7gsIj4YETcLyJ2690ZEbtFxP0j4kPA4+v6ktQWxjBJjRt2oPrRwP7AEcBhwI6IuJjqkuStVIfKuwnaW+v6UqM6nQ7bt28HYGlpieWZXzZeG3A0xjC1TacDdQxjaQmMYVNvqKQqMxN4YUS8HXgqcCBwC2BP4DLgbOB04AOZeW5DfZV20U2o+u9L/YxhaqXeuGUMmwkjzSScmecBL2+oL5LUKGOYpCa5TI2m1tLS0sD70jCMYZq43rhlDJsJJZep+YxLPGgzLS8vk5lkpuOpNBRjmFpleRkyq2IMmwkll6l5EHCISzxIahtjmKTN4DI1kuaBMUxS41ymRtI8MIZJapzL1EiaB8YwSY1zmRpJ82AbxjBJDZubZWo6nQ4RQUTQ6XQm3R1Jm2u6Y1inAxFVMX5JrTX1y9QMu1SJs29Lc+1oWhjDhl6lxJm3pakw9cvUmCxJWk9bY5i5kjRb5maZmqWlpV2OaEmaP1Mbw5aWdj2kJamVpn55hmGTJWfcltQ2Q+dKxi9pKoydVNXrZe0JXJGZ15br0mhMliSNow0xzPAlzZaSa/992nWzJLWZMUxSk0qu/XcQ8EjXzZLUNsYwSZvBtf8kzQNjmKTGufafpHlgDJPUONf+kzQPjGGSGufaf5LmwTaMYZIaNjdr/0maa8YwSY2b+rX/JGkIR2MMk9SwqV/7T5LWYwyTtBnmZu0/STKGSWrSSDOqS5IkabDiSVVErETE9yPiGaXblqSmGcMkjauJI1U/AG4AHBsRX2mg/ZnV6XSICCKCTqcz6e5I88oYNqZOByKqYgjTPBppTNUwMnN/gIi4C/Dw0u3Psu3btw+8L2nzGMPG1xu2DGGaR8WTqq7MPAc4p6n2JalJxjBJo3KgeossLS0NvC9J06A3bBnCNI/GPlIVEVuo5ni5IjOvLdel+bW8vDzpLkhzwxhWniFM826kI1UR8ZSI+HREbKeaifhHwNURsb3e/tuN9FKSCjCGSWrSUEeqImJP4JPAg4ErgLOAU4CrgD2AWwIHAY+MiGcDj8nMK8p3V5JGZwyTtBmGPf33KuCBwAuAv8/Mq/srRMRW4LnAUcArgReX6qQkbZAxTFLjhj399yTgzZn5lkHBCCAzr87MY4BjgKeU6qAkFWAMk9S4YZOq/YCvD1n3PKoV3yWpLYxhkho3bFK1DThkyLqPqutLUltswxgmqWHDJlXvAA6LiA9GxP0iYrfenRGxW0TcPyI+BDy+ri9JbWEMk9S4YQeqHw3sDxwBHAbsiIiLqS5J3kp1qLyboL21ri9JbXE0xjBJDRsqqcrMBF4YEW8HngocCNyCauK8y4CzgdOBD2TmuQ31VZLGYgyTtBlGmlE9M88DXt5QXySpUcYwSU0ae+2/iNgSETeql3qQpKliDJNUWsllaj7jEg+S2swYJqlJJZepeRBwiEs8SGobY5ikzeAyNZLmgTFMUuNcpkbSPDCGSWqcy9RImgfGMEmNc5maObC4uEhEEBEsLi5OujvSJGzDGDadFhchoirGL7Wcy9TMgR07dgy8L80RY9i06o1Zxi+1nMvUSJoHR2MMk9Qwl6mZAwsLC9cdoVpYGHu+V2lqGcOm2MLCziNUxi+1nMvUzIGVlZVJd0FqBWPYFDJ+aYqY9kuSJBXg2n+S5pIxTFJpJdf++7TrZklqM2OYpCaVXPvvIOCRrpslqW2MYZI2g2v/SZoHxjBJjXPtP0nzwBgmqXFTsfZfp9O5bpmVTqdTsmnJ99d8mFgM63R2rrLi20vF+QZrlalY+2/79u0D70sl+P6aC9uYUAzrfUv59lJxvsFaxbX/JM0DY5ikxk3F2n9LS0vXHUFYWloq2bTk+2s+HM2EYtjS0s4DCL69VJxvsFaZirX/lpeXSzfZOp1OZ5cP9nl4zW3h73r2TTKGzcPbq9PZ9XN9Hl5za/jLbhXX/msJx/VIzTOGNcNhPVLFtf8kSZIKKJ5URcRKRHw/Ip5Ruu1Z1juWx3E90uQYw0bXG7IMX5pnTRyp+gFwA+DYiPhKA+3PpOXlZTKTzHSMjzRZxrARLS9DZlUMX5pnxVdnz8z9ASLiLsDDS7cvSU0yhkkaV/GkqiszzwHOaap9SWqSMUzSqByoLkmSVIBJlSRJUgFjJ1URsWdEvDQivhgR34iIz0fEiyJia8kOSlqdi0GPzxgmTd6srQc9VFIVEZdFxBN7fr4R8CXgNVQzE+8O3Bd4A3ByROzeQF8l9XHS2OEYw6R2mrWJY4c9UrU30LsA6V8BdwFeBuydmb8E3BB4E1Vg+pOSnZSkDTKGSWrcuKf/ngy8PzNfl5nXAmTm1Zn5YuBf6/2SGuaksWMzhkktMGsTx46cVEXEXsB+wHGrVDkOOGAjnZI0HCeNHZ0xTGqPWZs4dpwjVdcAK1Qruw/yM2Bx7B5JUrOMYZIaMcrkn8+NiIfW968EbrdKvVsDl2yoV5qoTqdz3aDnpaUlj4BoVhjD5kWns3PU89LSbBwC0VQY5UjVA4HD67I38KRV6h0MnLuhXmmivKKsLKc9aA1j2LyYtUvKJmzWpj1o0lBHqjJz2KkX9gH+HThlA32SZopJ6uQZw6TxmaMOr+jaf5l5KfCnJdvU5ltaWtrl9J80L4xhM2JpadfTf9ImaWxBZU0vx1CVZZIqbTJjWFHmqMNb95B4RDxk3MZ7BoVKc8tpDybLGCZtzKxNe9CkYcYZHB8RJ0fEb0bEupcZR8RuEXFoRHye1eeBkWaag9NbxRgmjcCB6eMb5vTfr1Mt3fBJ4KKIOBE4DfgucCkQwD5Uk+XdB3gIcBPgc8DdivdYmgIOTm8VY5g0Agemj2/dpCozzwUeHhH3BZ4PPA74bSD7qgbVZHofBf4uM08v3FdJGpkxTNJmGXqgemZ+Gfhyffj8HsAdqZZ6SOAiqnldvpqZO5roqDRNHJzePsYwaTgOTB/fyFf/ZeYK1aHz08p3R5oNDkhvL2OYtDbD1/jGWftPkiRJfUyqJEmSCnDyT2nORcQuP2f2j9+WpPbqC2FMMoR5pEqSJKkAkypJkqQCTKokSZIKcEyVNOccQyVpmrUphBU5UhURT4iIoyPiWRGxpW/fZ0o8hyQ1xRgmqYQNJ1URcQTwFmBP4MXAqRGxT0+V39joc0hSU4xhkkopcaTqCOARmflc4NeAs4CTe4JSrPZASWoBY5ikIkokVTfPzLMBMvPazPx94GTgXyPiplx/0VJJahNjmKQiSiRVF0fEbXs3ZOafAv9aFwfDS2ozY5ikIkokVScBh/dvzMw/Bk4B9ijwHJLUFGOYpCJKfAM7YrV2MvMFEfHXBZ5DkppiDJNUxMhHqiLiLRFxfPfnzLwGuCYi7hERnf76mfn9DfZRkooxhklqyjin/w4GrgsyUa3GegpwGvDfEfG6Ml2TpEYYwyQ1YpzTf78IfK3n50cB9wPeC+wA/jwiTs3MTxfonySVZgyT1IhxkqoEruj5+XHANuCZmZn13C4vBAxIktrIGCapEeOc/jsfuCNcd9j8McAncucCYp/t7pekFjKGSWrEOEeqPgi8KCKOA+4N3Aw4rmf/DmCfQQ+U5sni4iI7duwAYGFhgZWVlQn3SDVjmDSMxUWoYxgLC2AMW9c4SdWbgScBn6NavuEs4MSe/bcHLtpwz6Qp102o+u9r4oxh0jB645YxbCgjJ1WZ+dOIuCfVOISbAB/uOWxOvf3sMt2TpLKMYZKaMtbkn/W8Lh/q3x4R+wJfZNdvfdJcWlhY2OX0n9rDGCYNYWFh19N/WlfRNa0y82IGLPcgzSPHUE0fY5jUwxg2MlNPSZKkAkyqJEmSCjCpkiRJKsCkSpIkqQCTKkmSpAJMqiRJkgowqZIkSSrApEqSJKkAkypJkqQCTKokSZIKMKmSJEkqwKRKkiSpAJMqSZKkAkyqJEmSCjCpkiRJKsCkSpIkqYBWJVWLi4tEBBHB4uLiRPvS6XSu60un05loXyRNh8VFiKjKJENYp7OzH4YvafO0KqnasWPHwPuTsH379oH3JWk1vWFrkiGsN2QZvqTN06qkSpIkaVq1KqlaWFgYeH8SlpaWBt6XpNX0hq1JhrDekGX4kjbPlkl3oNfKysqku3Cd5eXlSXdB0pRpSwgzfEmT0aojVZImo8kLM7zoQ1KjGr4yY5TmTaokNXphhhd9SGpUw1dmjNJ8q5OqNk2xoLV5NELq05b5FbQup6BQKa1Oqto0xcKkTEuy4tGI6dbkhRlze9FHW+ZXmKQpyVacgmLKNXxlxijNt2qguq7PZEWbockLM7zoY46ZrWgzNBxj+puPWL1uq49UtWmKBa1tbo9GSKtpy/wKWpdTUKiUVh+patMUC5OytLR03RGqNicrHo2Q+hi/qgyle4Sq1fFr0j3QrGh1UiWTFUlTzPilOeMxaUmSpAJMqiRJkgowqZIkSSrApEoak5PTSppqTlBbnEmVNCYnp5U01ZygtjiTKkmSpAJMqqQxOTmtpKnmBLXFOU+VNCYnp5U01YxhxZmaSpIkFRCZOdkORFwEnD/RTkjabLfJzP0m3YkSjGHS3Fk1fk08qZIkSZoFnv6TJEkqwKRKkiSpAJMqSZKkAkyqJEmSCjCpaomIuHNEXBsRD5t0X9SMiHhcRFwTEQdMui9Sacaw2WcMW59JVXu8CTg1M0/o3RgRuUr52bANR8RCRPxJRHwjIq6KiB9ExFERsddG64/a9jT2bxQRcbeIODIi9u/fl5mfAL4GvL6J55YmzBjW0v6Nwhi2QZlpmXAB7gsk8LgB+xL4N+DpfeXJI7T/N3U7HwWeQxX8fg6cDCxspP6obU9j/0b8Wx5eP99Bq+x/Rr3/TpN+31kspYoxrN39G/FvaQzbyO9v0h2wJMB7gIuA3QbsS+DYDbR9J2AH8JG+7X9Ut/3UceuP2vY09m+M3/d6AWlv4HLgmEm/7yyWUsUY1t7+jfH7NoZt5Pc36Q5MSwFuBLwMOAf4CXAZcB7w1g22uwX4KfDPq+xP4Fhgd2DvMdr/q7qN3+jbvkf9j3HcuPVHbXtK+9cNMA8G/gz4LnA18C3gmX11j6zr9pdj++odD/yw4Hvz8cANN/P/wTJ9xRhmDDOGNV9cUHkIEbEV+AJwG+BdVIFoT+DXgI0O2LsHVeZ/2hp1nkB1uHwxqiUxPgC8PDN/MkT796T6prNL+5l5VUScVe8ft/6obU9j/7peC9wAeDtVQPoD4NiI+E5mnlrX+Shwc+C5df2v19u/29fWl4FHRMQdMvMbI/TheiLilsD7gTMj4pDM/OlG2tNsMoYZwzCGbQqTquE8FrgL8IjM/Fzhtu9Y3/a/abtOAz4EfIfqm+ajgCOAB0XE/TJzvcGetwAuzsyrB+y7ALhfROyemdeMUX/Utqexf11bgXt260bEh4HvUf0tTgXIzHMi4stUAemEzDxllba6f+s7ARsKSJl5QUQ8ieo98i91UBp6ALDmhjFscH1jmDGsKJOq4fxCfXuviDgxM3cUbLu7KOOlg3Zm5r37Nv1TRJwDvAZ4YX27lj2pvpUMclVPnWt67g9bf9S2p7F/XX/bG7jqQPAtxvuWf0l9e7P1KkbEkUO2eTpwf6qg9PDMvHKMfml2GcMG1zeGGcOKMqkazoeB5wOvBo6IiE8Bn6A6n70DoM60XwDcjeqbxf5Dtp31bYzQnzcCrwAezfoB6QpWf+Pv0VNnnPqjtj2N/ev63oBtl1CdThlV92+da9aqvGLEtu9D9ZrPH/Fxmm3GsMH1jWHGsKKcp2oImXkp1biBQ6jGAjwM+BTwxYjYva72I+AtVANBR3FRfbvPCP35OXAhsO8Q1S8E9q3HVPS7JVXwvGbM+qO2PY3961pZZfsoHyRd3b/1RWvWAjIz1ivAXlSXV18L/HZmTmUwUnOMYavWN4YZw4oyqRpSZq5k5mcz84XA7YD3Us3Nctd6/wmZ+X5Gz67PrW+HPgQbEXsAvwhsH6L66VR/53sNaONuwBkbqD9q29PYv1EN883t9vXtuWvWGkJE7En14fhAqmD04Y22qdlkDDOGDckYtgEmVeuIiP0iYpdMPjNXqLL+pBosuBFfpbq0+T4Dnvumqzzm1VSnbj81RPsfoOrnH/dtfw7Vufj3baD+qG1PY/9G1R1guda39vsA2zPzmwWebyvVlVdTH4zUDGPYmvWNYddnDNuInPCcDm0vwLuprnR4E9WYhCOoAkECbxhQ//HAthGf411Uh9639m3/v1SXrr4WeB7VHCMn18/978ANBrS1rfqz7rLtGHbOyPts4CiqGXlPYfBsv0PXH6PtVvdvwHMdzioT4dVtbOvbdmuqD6szgd8DngLcu2d/8YnzhnkdlvktxjBjmDFsE//fJt2BtheqKfk/A/w31VUYPwROYsByDHX9cQLSveo3/WF92x8HfJbqm+RV9Rv5LOAvgT1Waeti4IK+bYvAi4Bv1q/hAqoAO3AivlHqj9F2q/s34PEjBaR6+zOp5gG6hr6J8+p9Cdx50u9ty3wUY5gxzBi2eSXqX5IKiYjHA0fn8FfOdB93PLBXZv7GBp77LsDZwLMy813jttOUtvdvM0TEV6iC2G9Nui/SIMaw1bW9f5vBGLY2x1QVEhGL9eDB3aofY49VrthYzYuA+0bEwzfQjUdQ/cO/ewNtNKnt/WtU/WF1Z+AvJtwV6XqMYUNpe/8aZQxbn0eqComIw6nGFfQ6f9Rve5I0CcYwaeNMqiRJkgrw9J8kSVIBJlWSJEkFmFRJkiQVYFIlSZJUgEmVJElSASZVkiRJBZhUSZIkFWBSJUmSVMD/B32WKa4zJdF9AAAAAElFTkSuQmCC\n", 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" ] @@ -2311,21 +1939,21 @@ } ], "source": [ - "sim(10000000, 100, markersize=3, fig_size_inches=(10, 10))" + "%memit sim(5000000, 20, markersize=3, fig_size_inches=(10, 10))" ] }, { "cell_type": "markdown", - "id": "ed7388ab", + "id": "3e2d5b9d", "metadata": {}, "source": [ - "# 100,000,000 x 100,000,000" + "# 7,500,000 x 7,500,000" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "c96c2e25", + "execution_count": 8, + "id": "b644bbc0", "metadata": {}, "outputs": [ { @@ -2333,68 +1961,170 @@ "output_type": "stream", "text": [ "binary = True...\n", - "0.00s: validating inputs...\n", - "8.45s: computing suffix array for s1...\n", - "20.59s: computing suffix array for s2...\n", - "32.71s: finding forward matches between s1 and s2...\n", - "1,472.87s: found 9,415 forward match cell(s).\n", - "1,472.90s: computing ReverseComplement(s2)...\n", - "1,473.27s: computing suffix array for ReverseComplement(s2)...\n", - "1,486.33s: finding matches between s1 and ReverseComplement(s2)...\n", - "2,846.41s: found 18,594 total match cell(s).\n", - "2,846.45s: density = 0.00%.\n", - "2,846.45s: converting match information to COO format inputs...\n", - "2,846.46s: creating sparse matrix from COO format inputs...\n", - "2,846.48s: done creating the matrix.\n", - "Matrix construction took 2,846.49 sec.\n", + "Matrix construction took 16.89 sec.\n", "0.00s: Visualizing all match cells with spy()...\n", - "0.01s: Done visualizing all match cells.\n", + "0.00s: Done visualizing all match cells.\n", + "0.00s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "Matrix construction took 16.83 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.12s: Done visualizing \"1\" cells.\n", + "0.12s: Visualizing \"-1\" cells with spy()...\n", + "0.22s: Done visualizing \"-1\" cells.\n", + "0.22s: Visualizing \"2\" cells with spy()...\n", + "0.33s: Done visualizing \"2\" cells.\n", + "0.33s: Slightly restyling the visualization...\n", + "0.33s: Done.\n", + "Visualization took 0.33 sec.\n", + "Total time taken: 34.05 sec.\n", + "peak memory: 2205.87 MiB, increment: 2040.55 MiB\n" + ] + }, + { + "data": { + "image/png": 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3qecEqu7lAzKzU+dHIuJCqmTp2dRzGzLz/0XELYFXUV09A3Ad1ST1xwH3pRqC3MifAR8FvhgRF9f1nEg1KfW6usyv1LfHb1DPUn17p/r2vzZ5XkktFhF3BR4AnJSZ32voaTox7l+64g2Z+ZOI+DjwLKqpFV/foA5j2BwwqZo/P6hvV9Z4rHNFy//YqIKIuD1V9/cbuxKqjg9QJVUPpWvCaGYeFxFvAe5ONXT4tayuuvk94IeZuWFSlZmnR8T+wKFUE98fBjwTeEVEHJyZl1F1h0M1V+Er61R18Tr3S5pOz6tv+5qgPqSR46YxbD6YVM2fr1KNwa+1rsrt6tsfbVJH59zFNR7bped2u8y8Fjiz8309yXIfqjVfNpWZV1Ctq/Wh+vzfpVr36nnA64Bv1UWvXKMXrtcF9e29+nluSe0TETeiWrPqEuBjDT7Vl4HfZkeM7NZv3DSGzQHnVM2ZzLyK6hd6OSKe3PPw79S3nbF7IuLmEXGXeky/45tUc6qeFBG36KnjiPp2wzVfolpJ/VjgWuD1m7W75/k7zq5v96pvT6IKbC+LiL16C0fEjSOiMzfiHOBrwHMj4oA1ykbX17eu34OBLqGW1LhfpfrH7F2Z+Yu1CkTEHvXv761HeJ6PUs2n+s3uK6TrOp9EtWTMhRtVYAybD5HpQtazICJ+ix2rof8+cCOqCeIA382uRT7r4bsvUy2UdxzVJb6PpZrf9M+Z+eyuskdQTZp8ZWYe3XX/64GX1Oe+lWol5AdRDQt+B7h3Z0iv/oU/AfgkVTf6EtWcq/2prprZdAHSiLgE+A/gP6m6v29NtXr7MnC/zDynLncoVQC8gmpewoVUqzPfhWoy/ZMz89S67H2BU6h63N5OdSXNLaiGLj+TmcfV5U6o2/uwzrmSyhokhnWd82mqC2vumplrzmeKiEOormp+Z2Ye0XX/zevnAbgN1T+VXwA+X9/38e4J4BHxQuDNVInM8XX7focqFj0+Mz+7yeszhs2DSV9+6FHmoJr0mOscp65Rfj/gPVTd5tdRTbB8CT2X4VL1PN3gUmOqsf8XUAWIK6iu4ttC1ZW9T0/ZJapLkn9QP9clwIepAkm/r+9lVJcZ/4iqd+v7VPO37r1G2btRrX58Uf18W4EvUW2Ls1dP2TvXZVfqshdTBbR7d5U5ga5LmT08PMofQ8SwX6LqMT9tk3oPqes4oef+/TZ4vgSOWKOuX6NKjK6k6rn6LPCgPl+fMWwODnuqJEmSCnBOlSRJUgEmVZIkSQWYVEmSJBVgUiVJklTAxBf/3HvvvXO//fabdDMkjdFZZ511aWbuM+l2lGAMk+bLRvFr4knVfvvtx5lnnrl5QUkzIyK+O+k2lGIMk+bLRvHL4T9JkqQCTKokSZIKMKmSClteXiYiiAiWl5cn3RxJGszyMkRUhzFsICZVUmFbt25d82tJmgrdccsYNhCTKkmSpAJMqqTClpaW1vxakqZCd9wyhg3EpErqMeqcqJWVle07lq+srDTQQklaW5HpUCsrkFkdxrCBTDypOuecc5zUq1ZxTpQGcdZZzudVezgdarImnlRdf/3127/2D5j65RV2ahvDlwbiFXYzaeJJlTSMJnuTnBMlqXENdSk5HWqyJr5NzS677LK9t8o/YGoD50FpGIYvtYHha7Im3lN1z3ve00m9Gpi9SWqL+9zH+bwagl1KM2niPVXSMEzAJU01Y9hMmnhP1TRwUrSkaeacaGk8ZiKpajrp8RJ7SY1qOOvxMntpPGYiqTLpkTTVzHqkmTATSVXTnBQtaZo5J1oaj9ZMVF9cXGTbtm0ALCwssLq62ve5S0tL23uomkh6nBQtaUOLi1DHLxYWYID4BVSZTqeHqpEYVrxKSWtoTVLVSah6v+6HSY+kieqOWQPGL8CsR5oRDv9JGsji4uL2C0MWFxcn3RxJ6tvi4o5rQpoIX61JqhYWFtb8Wu3lUhPzaZRe5ZnVHbOMX9PBdSbm0qidyptpzfDfIHOo1A5edSnVjF/Txysu1QD/pZI0EHuVJU2rpjuVjYhTpG3DbS41MZ9WV1e379dpD7MG0aoRN9eZmEurq9VenZnNdDC3ZvhPm2vbcJtXXUoaRKtG3IxfaoA9VSPySihJ06zpq6GkeWJSNaJxXgnlcJuk0pq+GqqbI26adQ7/TRGH2yRNM0OYZp09VSPySihJ08wltqRy7KkakVc/SZpmhjCpHP8vkSRJKsCkSpIkqQCTKkmSpAJMqtRabVtBXpIG0qol5DUOJlVqrbatIC9JA2nVEvIaB5MqSZKkAkyq1FquIC9pqrmE/NxxnSq1livIS5pqxrC5Y0+VJElSASMlVRGxW0T8UqnGqFmLi4vbr6ZbdDt6yRg2RRYXd1xIZ/hSWw2dVEXEHsDngAsj4snlmqSmbOvagn5b09vRSy1nDJsu3SHL8KW2Giqpiog9gc8ABwO7Au81KEmaFsYwSU0YOKmqg9GngfsBpwEJfBGDUustdG1Bv9DQdvQu2Dk6h2mbZQybTt0hq6HwBbhe58jmfJx2mI/mI4ADgacCJ9f3PQH4d+CPC7VLDVhdXSUzyUxWG9qa3gU7R+cwbeOMYVNodRUyq6Oh8AW4XufI5nycduCkKjM/BuyfmZ/ouu9q4PHAYwq2TdI67BEcnjFMmqxZ7g0cqhM1My9e476rM/OnI7dIU80FO0fXzzCtPYKjMYZpPa7XOaI+xmlnuTfQxT9VlAt2jq6poVlJmzOEjWjO45eLf84Rh4xmhz2CmkezPGw0T2a5N9CeqjnikNHsGEeP4OLi4vaJ8gsLC/agaeJmedhonoyrN3Bxccdc+YWF8XSi2VMltdgkexe9ClHSSCbctTiJCxFNquaIQ0bTx95FaYdZHjaaSXPYtejw3xxxErkGsbCwsNPwnzRphjANYmFh5+G/sTzniOdHfUhqwCR7F8exWGwLGMOkpky4a3FcC8Z2GympysyjM9N/YTVXxjnPaWVlZXtiY09jecYwzaVxzXVaWdmR1cxJ/DKYSANynpOkqTaHc53GxaRKkiSpAJMqaUBeRSlpqnkZZWNMqqQBdeY5LS0tsXXrVleolzRd6rlOy0tJbF1xhfqCTKqkITm3StI0c2pVeSZVkiRJBZhUqYh53KzZuVXSDJnD3ZqdWlXeUCuqR8QvAwcAtwISuAQ4LzO/VbBtmiLzOBTmulHTyximG5jDsTBDWHl9J1UR8SvAbwNPATppfGcl4qzLbAXeD7w5M79esJ0ao+Xl5e2J0dLSksmDZoIxbE4sL+9IipaWzBw0VpsmVRGxP/B/gScDVwNfBN4MfBv4MVVQ2gu4I/AA4PnA70fEh4E/yczvNNN0NWWYXqfOlXCdr6W2MIbNmWF7nJaWdk7GpCH001N1PvBV4Ajgw5l55UaFI+ImVP8JHlWfu/uIbdQUsDdLLWYM0+aMYSqgn4nqT83MAzPzXZsFI4DMvDIz35mZ9waePnoTNW5OwNaMMYbNE2dfa4I27anKzI8PW3lmfmzYczU59jpplhjD5ozxSxM08JIKEXF8RNx/g8fvFxHHj9YsSWqGMUxSU4ZZp+oIYP8NHr8D8OyhWtOHeVwPSVJRRzDRGDZ3yyFJc6OJxT9vAvyigXqB+VwPSdJYNRzD1v5a0vTra52qiLg9sF/XXXeJiIesUXQv4HeAC0dvmiSVYQyTNA79Lv75HOAvqBbIS+Dl9dErgG11+Ua4HpJKcZHTudKiGOZySBqda5y2U79J1UeBLVQB53jgLcDpPWUSuAI4IzO/X6h9N+AfPpXiUPJc+SitiWFN1ax54jByO/WVVGXmOcA5ABGxL/ChzDyvyYZJUinGMEnjMPBE9cx8pcFIs8BFTueTMUyzwDVO26nvDZWlWeNQsqRpZfhqp6GSqog4CDgSuBNwS3bs9N6RmbnROjCqOVlaGj9jWBlOlpZ2NnBSFRHPAt5BtY7LBcD3SjdqnjhZWhovY1g5TpaWdjZMT9XLgW8Cj8zMiwu3Rw2yV0wCjGHTyW4xTYFhVlTfF/hHg1EZ45wsba+YBBjDihnrZGm7xTQFhkmqfgDsVroh82plZYXMJDO39xy5v6HUKGNYISsrkFkdO3UcucGh5tQwSdU/Ab8REYulG6NKUz1KLiFQVhuT38XFxe1tWlz0V3QdxrCmNdGr5BoCxbUu911c3NGgKY1fw8ypOgs4HPhyRLwJ+G9gtbdQZv7biG1TYc6hKquNw6nbtm1b82vtxBg2jYxfxbVuRLU7Zk1p/BomqTql6+u3UW3t0C3q+6YzzWwB9zeUGmUMa5obHGpODZNUNbbRqCr2KE2HNia/CwsL23uoFhaGGd2fC8awphnDpkLrct+FhR09VFMavwZOqjLznU00RJo2bUx+V1dvMIqlHsYwqdK6EDYD8Ws6U0FJkqSWMamaM228Yk2S+tG6q9WkHiZVc6aNV6xJUj9ad7Wa1GNqkyrX45E0tWZgPR5JNzS1SZXr8QzHBUClFpiB9XgmwfU/1XbDLKmgKdbGK9YkqR+GL7Xd0D1VEbFLRNwsIiaSmHWvweN6PJIGNdEY1h2zjF/SzBjotzkinhERn4yIrcC1wE+AayNia33/rzfSyjWsrq5u34jYtXmmk1ciatxaE8NWV3fsRGz8mlpejaheff2HFhF7AB8HHg5cBXwFOBW4BtgduC1wCPCYiHg+8ITMvKp8czVLvBJR42IMUxO8GlG9+u32/kvgIcCLgLdm5rW9BSJiN+CFwDHAK4GXlmqkJI3IGCapcf0O/z0N+PvMfONawQggM6/NzOOA44BnlGqgZpdXIo7GZUUGYgxTcV6NOIIZXVak356qfYCv91n2fGDv4ZqjeeKViKNxWZGBGMNUnCFsBDO6rEi/PVVbgMP6LPvYurwktcUWjGGSGtZvUvUW4PCIeH9EPDAidu1+MCJ2jYgHRcQHgCfV5SU1yGVFBmIMk9pkRpcV6Xf471hgP+BI4HBgW0RcSnVJ8m5UXeWdd+VNdXlJDXIpkYEcizFMao8ZjV99JVWZmcBREfFm4JnAgcBtgD2Ay4FzgDOA92XmeQ21VZKGYgyTNA4DrSScmecDr2ioLZLUKGOYpCZN7TY1kjQKY5ik0kpuU3PiOLepmSZuxyK1gzFsSO7HIvWl5DY1DwUOK7nFw+Li4vb1dxYWFqZ2Yq7bsUiTNZEYtri4Y/2dhYXpnpjrfixSX1q9TY2LG0oqZPwxbEYXN5S0PrepGQO3Y5Emzhg2CvdjkfrS6m1qFhYWdhr+m1ZuxyJN3Phj2MLCzsN/08wYJvWl1dvUrK6ukplk5tTOp5LUClsYdwxbXYXM6jB+SXPBbWokzQNjmKTGuU2NpHlwLMYwSQ3rq6cqK0cBdwdeA5wCXAJcX9+eArwauGdmvqjeEkLSHGrjumzGMEn9GmVZNrepkVRUm9dlM4ZJ2swoy7JN+SUpkiRJ7eDef5KKmpZ12YxhktYyyrJsJff++6T7ZklaWVnZvhRK29ZoM4ZJ2szKyo7VUAYNYSX3/jsEeEzJvf8kqQRjmKRxaPXef5JUiDFMUuPc+0/SPDCGSWpcv0nVRPb+kzT9WrJulTFM0nAGWLiq1Xv/SU1oyR/5udGSdau2YAzTDBhlYUoNaYCFq9z7T3OnJX/kNV7GMM2EURamVPPc+09So5aWlrYnrxNct+pYjGGShrG0tCOD7f56DX0lVfU+WEdFxJuBZwIHArcB9gAuB84BzgDel5nnjdJ2qWkt+SM/N9qwVpUxTLOi9++7xqA3hkWsW9S9/zR32vBHXpNhDNO0M3y1m3v/SZIkFVA8qYqI1Yj4XkQ8q3TdktQ0Y5ikYTXRU/V94MbACRFxdgP1S1KTjGGShlJ8d/bM3A8gIu4BPLp0/ZLUJGOYpGEVT6o6MvNc4Nym6pekJhnDJA3KieqSJEkFDJ1URcQuEXGziGist0uSmmIMk1TaQElVRDwjIj4ZEVupViL+CXBtRGyt7//1RlopSQUYwyQ1qa//0CJiD+DjwMOBq4CvAKcC1wC7A7cFDgEeExHPB56QmVeVb64kDc4YJmkc+u32/kvgIcCLgLdm5rW9BSJiN+CFwDHAK4GXlmqkJI3IGCapcf0O/z0N+PvMfONawQggM6/NzOOA44BnlGqgJBVgDJPUuH6Tqn2Ar/dZ9nyqHd8lqS2MYZIa129StQU4rM+yj63LSxO3uLhIRBARLC4uTro5mpwtGMM0bRYXIaI6jF9Tod+k6i3A4RHx/oh4YETs2v1gROwaEQ+KiA8AT6rLSyNZXl7enhAtLy8PVce2bdvW/FpzxximsVte3pETDRXCumOW8Wsq9DtR/VhgP+BI4HBgW0RcSnVJ8m5UXeWdBO1NdXlpJFu3bl3z61EsLi6yurpapC5NlWMxhmnMusNWkRAWAQsLYAxrrb6SqsxM4KiIeDPwTOBA4DbAHsDlwDnAGcD7MvO8htoqDWxhYcHeKhnDNJ0WFm7YQ2UMa7WBVhLOzPOBVzTUFmknS0tL23uolpaWhqpjdXWViCjZLE0xY5jGaWlpRw/VUCGs0yNlDJsaQ2/PUG/tsAdwVWZeX65JUmVlZaVIPd29VQsLbnepijFMTSsUwnbusTKGtVrJbWpOdIsHtdHq6iqZSWY6n2rOGcM0lVZXIbM6jGGtVnKbmocCh7nFg6S2MYZJGge3qZE0D4xhkhrnNjWS5oExTFLj3KZGGlKJxUk1NsYwqdvIK5NqLW5TIw2picVJ1ZgtGMOkHYqvTCpwm5qJs7dDGgtjWEPs8JB2cJuaCbO3Y3qVWJxUY3MsxrBG2OExpUZemVRrcZsaaUilFidtq+Xl5Z2Sxml+vcYwqccU/z73ZXl556RxTK/XbWomzN4OtdUs9qIaw8qzw0OtNKEuVNe7n7CVlZXtq31Pc0/ApDk3TZqMlZUdi30bwobjvLTZYVKlmdDbq9JJsDqHBtfdc2ovqtSctTpVOklW59CAumPWGOPXKBsq7wEcBTyOapLnVqptINZdXE/S9Jj1nlNjmDTDJhS/+uqpiojLI+KpXd/fDPgS8NdUEz5vBBwEvBb4fETcqIG2SuuyV0UbMYapzSbUqaIG9Dv8tyfQva7LXwH3AF4O7JmZ/xO4KfAGqsD04pKNlDbj3DRtwhim1nJe2uwYdk7V04H3ZuZrMvN62L5v1kuBL9SPSxPTSbA6x7Rwwv3YGMPUap0kq3NMBWfcD55URcRNqPbR+tQ6RT4F3GmURknzahaXMWgbY5jUEFeCHaqn6jpglWrBvLVcASwO3SJJapYxTFIjBkmqXhgRxwNvBq4G9l+n3O2BH4/aMKmUaRpSm4YJ99P0fvYwhmkqTc2o2jTMuG/4zYx+5ptExLY17v7PzDxojbJfAn6WmY/ppwEHHnhgnnnmmf0UlYbSu07VNM2xaqMS72dEnJWZB5ZqUx/PZwzT1Opdp8oQNoICb+ZG8avfvf/6XXphL+A/gFP7bp0kNcwYJmkciq6onpmXZeYfZubHS9YrjWIahtSmySy/n8YwtdE0jKpNjYbfzKFXVJemhetWrW15eXmnzbz7fZ98P6Xx8lduDcvLO+/k3e+b1PCbWXzvv4hYjYjvRcSzStctqRyXb1ibMUyaAi1dvqGJDZW/D9wYOCEizm6gfklqkjFM0lCKJ1WZuV9m7gPcC/h/peuXVMYsz40ahTFMmgItnWjW2JyqzDwXOLep+iWNxrlRGzOGSS3W0vjVxPCfJEnS3DGpkiRJKqDfBfGujYgPRMRh0bucsiS1nDFM0jj021O1K3A4cCKwJSKOjoh9m2uWpLaa0r3/jGGSKg3u/zfI8N/rgLcBNwf+D/DtiDgpIp4aEbsWbZWk1pri9a2MYZIaXeNqkKTqnMz838BtgOcCpwOPAt4LXBQRx0TEAUVbJ0nlGMMkNWrgieqZeVVmnpCZDwbuAhwDrAIvBs6NiC9FxHMLt1PSgJoappv29a2MYVL7NThC1+gaVyNd/ZeZF2TmHwO3o5qv8GngvsBbC7RN0giaGqZbWVkhM8nMqV/ryhgmtVOju9CsrEBmdRSOYUWWVMjM1cz8SGY+HtgXeEWJeqWOKZ0crSlhDFPTGu15UWs0sU3NxZn5mtL1ar5N8eToiZn2YbpJMYapCS3d/7e1WroLzab63abmlbhdgzRVpn1orjBjmDRFpjV89dVTlZmvzMzzmm6MtB57XTQKY5gmbVp7XjSYxjZUlkqy10XSNDOEzYdNe6oi4hHDVh4Rjxz2XEkqwRgmaVz6Gf77TER8PiIeHxGLmxWOiF0j4skR8a/Ap0ZvoiSNxBgmaSz6Gf77X8AbgI8Dl0TEycCXgW8DlwEB7AXcCXgA8AjgFsBngXsVb7EkDcYYJmksNk2q6smdj46Ig4DfBZ4I/DqQPUUDuBz4MPCPmXlG4bZK0sCMYZLGpe+J6pl5OnB63X1+H+CuwD5UgekS4DzgvzJzWxMNnSbLy8vb11JaWlpykrXUAsawPi0v71hIaWnJGdbSAAa++i8zV6m6zr9cvjmzwYUqNSkm9Jszhm3CVSo1QdOe0xdfUV2aR23ZRseEXtKg2rSFzrTn9CZVDXChyvljMqOZ4SqVc2faE5k2cfHPBjjkoklZWlraafhPGpjxSxO0tLTz8N+0MamSCmhLMmNCL2lQbUpkpj2EmVRJBZjMSJpWhq9ynFMlSZJUgEmVJElSAUWSqoh4SkQcGxHPjYhdeh47scRzSFJTjGGSShg5qYqII4E3AnsALwVOi4i9uoo8eNTnkKSmGMMklVKip+pI4NDMfCFwd+ArwOe7glIUeA5JaooxTFIRJZKqW2fmOQCZeX1m/m/g88AXIuKW3HDTUklqE2OYpCJKJFWXRsQduu/IzD8EvlAfLtsgqc2MYZKKKJFUnQIc0XtnZv4BcCqwe4HnWFdb9lyTNLUmFsPatOeapNGV+A/syPXqycwXRcTrCzzHutxzTdKIJhbD3HNNmi0D91RFxBsj4jOd7zPzOuC6iLhPRNzgf63M/N6IbZSkYoxhkpoyzPDfw4DtQSYigqqL/MvADyLiNWWa1p/ufdbcQLYdOsOxnUNqmdbEsO6QZfhqkc6YbOeQ+jTM8N/tgK92ff9Y4IHAu4FtwB9HxGmZ+ckC7duUe65JGlBrYpjhS5otw/RUJXBV1/dPBLYAz87MI4ATgaNGbtkAnKwuaQCtimFOVpdmxzBJ1XeBu8L2bvMnAB/LzM5aLid1Hh8XJ6tLGkCrYpiT1aXZMczw3/uBl0TEp4D7A7cCPtX1+DZgr7VO1HzY8bdJaiVjmDZmDNOQhkmq/h54GvBZqu0bvgKc3PX4HYFLRm7ZAJaWlrb3UDlZXdImWhXDlpZ29FAZvqTpNnBSlZk/j4j7Us1DuAXwwdy5a+KJwDllmtcfJ6tL6lfbYpjhS5odQy3+Wa/r8oHe+yNib+Df2fm/PklqFWOYpCYU3dMqMy9lje0eJGkaGMMkjaLE3n+Sptzi4uL2ZUkWFxcn3RxJGsji4o6lSSYZwkyqJLFt27Y1v5akadAdtiYZwkyqJEmSCjCpksTCwsKaX0vSNOgOW5MMYUUnqkuaTqurq5NugiQNrS0hzH9JpRG476SkaeW+k+WZVEkjcN9JSdPKfSfLM6mSJEkqwKRKGkH3XpPuOylpmnSHLMNXGU5Ul0bgvpOSppXhqzx7qiRJkgowqZIkSSrApEqSJKkAkypJkqQCTKokSZIKmPmkyhWvJU0tl7yWpsrMJ1WztOL14uLi9gRxcXFx0s2R1LQZW/J6cXFHjmgI0yya+aRqlmzbtm3NryVpGnSHLUOYZtHMJ1WueC1parnktTRVZn5F9Vla8XphYWF7D9XCwsznw5JmKH4BLCzs6KEyhGkWzXxSNUtWV1cn3QRJGpohTLPO/xUkSZIKMKmSJEkqwKRKkiSpAJMqqeY6YJKmlouAtYJJlVRzHTBJU8tFwFrBpEqSJKkAkyqp1r32l+uASZoq3THL+DUxrXzn3QRZk7C6ukpmkpkTWRPMz/1scA9kTcTqKmRWxyQWBPODD7Q0qZqlTZClfvm5nw0ztgey1B8/+EBLkypJkqRp08qkyk2QNU86w37d/NxPL/dA1lzpDPt1m+MPfiv3/pulTZClzfQO9WXmhFqiEgxfmiu9Q31zHr9a2VMlSZI0bUyqtClXGm+Ww91Sc1xovGGOd++klcN/ahdXGm+Ww91Sc1xovGHGr53YUyVJklSASZU25UrjkqaVC41rnGLSVxpFxCXAdyfaCEnjtm9m7jPpRpRgDJPmzrrxa+JJlSRJ0iywM1SSJKkAkypJkqQCTKokSZIKMKmSJEkqwKSqJSLibhFxfUQ8atJtUTMi4okRcV1E3GnSbZFKM4bNPmPY5kyq2uMNwGmZ+bnOHRFxdETkBscv+ql4g/OvWKf8QkS8OCK+ERHXRMT3I+KYiLjJKGU3aN9AdYy7fYOIiHvVP7f9eh/LzI8BXwX+bxPPLU2YMcwYpsz0mPABHAQk8MSe++8B/OYax2vr8h/us/4E/m2Nep6+Tvm/69QPvIAqWP4C+DywMGzZDdo3UB3jbt+AP8sj6uc7ZJ3Hn1U/fsCkP3ceHqUOY5gxzKN+fybdAI8EeBdwCbBrn+XfXH+oH9dn+QRO6LPsAcA24EM99/9+Xc8zhylb4vkm0b4hfpabBaQ9gSuB4yb9ufPwKHUYw4xhHvX7M+kGTMsB3Ax4OXAu8DPgcuB84E0j1rsL8HPgX/osf5P6+b8PLPZ5TgInADcC9tyk7F/V5R/cc//u9S/Sp4YpW+L5JtS+ToB5OPBHwLeBa4ELgGf3lD26Ltt7nNBT7jPADwt+Np8E3HQcvwce03sYw4xhxrDmj13QpiJiN+CLwL7AO6gC0R7A3YFRJ+zdhyrz/3Kf5Z9KFRz/PjNXB3iep1B1ly9Gta3G+4BXZObPesrdl+o/o53ak5nXRMRX6seHKbueQesYd/s6Xg3cmOo/7GuB3wFOiIgLM/O0usyHgVsDL6zLf72+/9s9dZ0OHBoRd8nMbwzQhhuIiNsC7wXOiojDMvPno9Sn2WQMM4ZhDBsLk6r+/CrV3IBDM/Ozheu+a33b+6Fdz/Oo/nM4foDn+DLwAeBCqmD2WOBI4KER8cDM7J7seRvg0sy8do16LgIeGBE3yszrBiy7nkHrGHf7OnYD7tspGxEfBL5D9T6eBpCZ50bE6VQB6XOZeeo6dXV+1gcAIwWkzLwoIp5G9fP9dB2U1py8q7lmDKsYw4xhjTKp6s//qG/vFxEnZ+a2gnV3NmW8bLOCEXFn4GDglMz8736fIDPv33PXP0fEucBfA0fVtx17UP0Xs5ZruspcN2DZ9Qxax7jb1/EP3YGrDgQXMNx/+T+ub2+1WcGIOLrPOs8AHkQVlB6dmVcP0S7NLmNYxRhWM4Y1w6SqPx8Efhd4FXBkRHwC+BjVePY2gDrTfhFwL6r/LPbrs+6sb6OPss+rb9/WZ90beR3wF8Dj2DkgXcX6vyi7d5UZtOx6Bq1j3O3r+M4a9/2YajhlUJ2fdW5YqvIXA9b9AKrX/N0Bz9NsM4ZVjGE7M4YV5jpVfcjMy6jmDRxGNY7/KOATwL9HxI3qYj8B3kg1EXQQl9S3e21UKCJ2obqU9cfARwZ8jhvIzF8AFwN79zx0MbB3PQej122pgu11Q5Rdz6B1jLt9HevN/ejnD0mvzs/6kg1LAZkZmx1UE38/D1wP/HpmTmUwUnOMYdsZw27IGFaQSVWfMnM1M0/KzKOA/YF3U63Ncs/68c9l5nsZPLs+r77drAv2CcAS8O51xtcHEhG7A7cDtvY8dAbV5+J+a5S/F3DmkGXXM2gd427foPr5z+2O9e15G5bqQ0TsQfXH8SFUweiDo9ap2WQMM4b1yRg2ApOqTUTEPhGxUyZfX7GySvXhu2jEp/gvqkubH7BJuU63+dsHqTwibrnOQ6+iGv79RM/976N6XX/Qc/8LqMbu3zNk2fUMWse42zeozgTLjf5rfwCwNTO/WeD5dqO68mrqg5GaYQzbzhjWH2PYKHrXWPC4wfoZ76S60uENVHMSjqT6JU7gtWuUfxKwZcDneAdV1/tu6zx+G6pu0f/so64t1Y91+/d/S3X566uB36Zap+Tzdfv/A7jxGnUcx44VfJ8PHEO1gu+p3HC1377LrtW+IetorH1rPNcRrLMQXl3Hlp77bk/1x+osqj8izwDu3/V48YXz+nkdHvN7GMOMYcawMf6+TboBbT+o5gCcCPyA6iqMHwKn0LMdQ1f5YQLS/eoP/eHrPP5n9eMv6KOuS4GLur5/InAS1X+j19S/DF+p69x9nToWgZcA36xf80VUAfkGi+4NUnat9g1ZR2PtW+P8gQJSff+zqdYBuo6ehfPqxxK426Q/2x7zcRjDjGHGsPEdUb9JKiQingQcm/1fOdM57zPATTLzwSM89z2Ac4DnZuY7hq2nKW1v3zhExNlUQezXJt0WaS3GsPW1vX3jYAzbmHOqComIxXry4K7Vt7H7OldsrOclwEER8egRmnEo1S/8O0eoo0ltb1+j6j9WdwP+ZMJNkW7AGNaXtrevUcawzdlTVUhEHEE1r6Dbdwf9b0+SJsEYJo3OpEqSJKkAh/8kSZIKMKmSJEkqwKRKkiSpAJMqSZKkAkyqJEmSCjCpkiRJKsCkSpIkqQCTKkmSpAL+P2h/2o6lX60TAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(7500000, 20, markersize=3, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "c9b02399", + "metadata": {}, + "source": [ + "# 10,000,000 x 10,000,000" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "ead8b7ef", + "metadata": {}, + "outputs": [], + "source": [ + "# %memit sim(10000000, 10, markersize=0.005, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "8a05dce4", + "metadata": {}, + "source": [ + "This also crashed Jupyter." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "878c8ea5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "Matrix construction took 24.16 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", "0.01s: Slightly restyling the visualization...\n", "0.01s: Done.\n", "Visualization took 0.01 sec.\n", "binary = False...\n", - "0.00s: validating inputs...\n", - "8.62s: computing suffix array for s1...\n", - "20.72s: computing suffix array for s2...\n", - "32.94s: finding forward matches between s1 and s2...\n", - "1,348.05s: found 9,415 forward match cell(s).\n", - "1,348.07s: computing ReverseComplement(s2)...\n", - "1,348.40s: computing suffix array for ReverseComplement(s2)...\n", - "1,360.58s: finding matches between s1 and ReverseComplement(s2)...\n", - "2,669.76s: found 18,594 total match cell(s).\n", - "2,669.80s: density = 0.00%.\n", - "2,669.80s: converting match information to COO format inputs...\n", - "2,669.81s: creating sparse matrix from COO format inputs...\n", - "2,669.81s: done creating the matrix.\n", - "Matrix construction took 2,669.82 sec.\n", + "Matrix construction took 22.60 sec.\n", "0.00s: Visualizing \"1\" cells with spy()...\n", - "1.93s: Done visualizing \"1\" cells.\n", - "1.94s: Visualizing \"-1\" cells with spy()...\n", - "3.44s: Done visualizing \"-1\" cells.\n", - "3.44s: Visualizing \"2\" cells with spy()...\n", - "4.85s: Done visualizing \"2\" cells.\n", - "4.86s: Slightly restyling the visualization...\n", - "4.86s: Done.\n", - "Visualization took 4.86 sec.\n", - "Total time taken: 5,521.17 sec.\n" + "0.15s: Done visualizing \"1\" cells.\n", + "0.15s: Visualizing \"-1\" cells with spy()...\n", + "0.29s: Done visualizing \"-1\" cells.\n", + "0.29s: Visualizing \"2\" cells with spy()...\n", + "0.43s: Done visualizing \"2\" cells.\n", + "0.43s: Slightly restyling the visualization...\n", + "0.43s: Done.\n", + "Visualization took 0.43 sec.\n", + "Total time taken: 47.20 sec.\n", + "peak memory: 2904.02 MiB, increment: 2666.21 MiB\n" ] }, { "data": { + "image/png": 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\n", "text/plain": [ - "(DotPlotMatrix(mat=<99999981x99999981 sparse matrix of type ''\n", - " \twith 18594 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=True),\n", - " DotPlotMatrix(mat=<99999981x99999981 sparse matrix of type ''\n", - " \twith 18594 stored elements in COOrdinate format>, k=20, yorder=\"BT\", binary=False))" + "
" ] }, - "execution_count": 9, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(10000000, 20, markersize=2, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "7ba8dbae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: Validating inputs...\n", + "0.85s: Finding forward matches between s1 and s2...\n", + "12.58s: Found 0 forward match cell(s).\n", + "12.58s: Computing ReverseComplement(s2)...\n", + "12.61s: Finding reverse-complementary matches between s1 and s2...\n", + "23.93s: Found 0 total (fwd and/or RC) match cell(s).\n", + "23.93s: Dot plot matrix density = 0.00%.\n", + "23.94s: Converting match information to COO format inputs...\n", + "23.94s: Creating sparse matrix from COO format inputs...\n", + "23.94s: Done creating the matrix.\n", + "Matrix construction took 23.94 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: Validating inputs...\n", + "0.80s: Finding forward matches between s1 and s2...\n", + "11.92s: Found 0 forward match cell(s).\n", + "11.92s: Computing ReverseComplement(s2)...\n", + "11.95s: Finding reverse-complementary matches between s1 and s2...\n", + "23.12s: Found 0 total (fwd and/or RC) match cell(s).\n", + "23.12s: Dot plot matrix density = 0.00%.\n", + "23.13s: Converting match information to COO format inputs...\n", + "23.13s: Creating sparse matrix from COO format inputs...\n", + "23.13s: Done creating the matrix.\n", + "Matrix construction took 23.13 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.10s: Done visualizing \"1\" cells.\n", + "0.10s: Visualizing \"-1\" cells with spy()...\n", + "0.19s: Done visualizing \"-1\" cells.\n", + "0.19s: Visualizing \"2\" cells with spy()...\n", + "0.28s: Done visualizing \"2\" cells.\n", + "0.28s: Slightly restyling the visualization...\n", + "0.28s: Done.\n", + "Visualization took 0.28 sec.\n", + "Total time taken: 47.36 sec.\n", + "peak memory: 2888.31 MiB, increment: 2412.53 MiB\n" + ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2404,17 +2134,134 @@ } ], "source": [ - "sim(100000000, 20, markersize=2, fig_size_inches=(10, 10))" + "%memit sim(10000000, 100, markersize=3, fig_size_inches=(10, 10))" ] }, { "cell_type": "markdown", - "id": "ced5cb89", + "id": "e530c7a9", "metadata": {}, "source": [ - "So we can actually create a dot plot of two 100 Mbp sequences (using a large enough $k$) -- it just takes ~50 minutes, at least on my laptop. (The left plot took ~47.4 minutes, and the right plot took ~44.6 minutes. Sometimes you've just gotta... start something running, and then walk over to the gym, and then come back later in the night.)\n", + "# Trying to figure out where exactly Jupyter notebook crashes with the new method\n", "\n", - "I should probably note here that this result is surprising to me -- I reran this after adding in support to `viz_spy()` for drawing not-binary matrices in color, thinking that this would cause an increase in total runtime. It's weird that the right plot finished faster than the left plot, even though the actual visualization step took longer! Of course, this might be due to weird variations in other things my laptop was running in the background -- this isn't a very formal benchmarking result." + "(Since the laptop I'm testing this on has ~8 GB of RAM, presumably this is when the peak memory gets too close to somewhere around there.)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "28f39647", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "Matrix construction took 73.73 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.16s: Done visualizing all match cells.\n", + "0.16s: Slightly restyling the visualization...\n", + "0.17s: Done.\n", + "Visualization took 0.27 sec.\n", + "binary = False...\n", + "Matrix construction took 49.00 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.28s: Done visualizing \"1\" cells.\n", + "0.28s: Visualizing \"-1\" cells with spy()...\n", + "0.53s: Done visualizing \"-1\" cells.\n", + "0.53s: Visualizing \"2\" cells with spy()...\n", + "0.77s: Done visualizing \"2\" cells.\n", + "0.77s: Slightly restyling the visualization...\n", + "0.77s: Done.\n", + "Visualization took 0.77 sec.\n", + "Total time taken: 123.77 sec.\n", + "peak memory: 5579.32 MiB, increment: 5361.40 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(20000000, 20, markersize=3, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "7580ea00", + "metadata": {}, + "source": [ + "So far, so good..." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "80a14053", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n" + ] + } + ], + "source": [ + "%memit sim(25000000, 20, markersize=3, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "8d38b715", + "metadata": {}, + "source": [ + "Okay, cool, that killed it." + ] + }, + { + "cell_type": "markdown", + "id": "ed7388ab", + "metadata": {}, + "source": [ + "# 100,000,000 x 100,000,000" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c96c2e25", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: Validating inputs...\n", + "7.39s: Finding forward matches between s1 and s2...\n" + ] + } + ], + "source": [ + "%memit sim(100000000, 20, markersize=2, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "c9712139", + "metadata": {}, + "source": [ + "Okay, the new method crashes Jupyter (on my laptop). But the suffix array only method doesn't -- interesting." ] } ], diff --git a/docs/Benchmarking_7397b18.ipynb b/docs/Benchmarking_7397b18.ipynb new file mode 100644 index 0000000..adb7c51 --- /dev/null +++ b/docs/Benchmarking_7397b18.ipynb @@ -0,0 +1,1968 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c8636170", + "metadata": {}, + "source": [ + "# Informal benchmarking\n", + "\n", + "Done on my laptop (a Dell XPS 13 9360 with ~8 GB of RAM).\n", + "\n", + "Some notes:\n", + "\n", + "- All of the sequences I \"simulate\" as test data here are generated randomly. Creating dot plots of similar sequences should give more realistic results.\n", + "\n", + "\n", + "- **For this notebook: the benchmarking here uses the \"old\" method** for computing the dot plot matrix (only using suffix arrays). It is slower than the current default method but more memory efficient -- for example, it can successfully generate the 100,000,000 x 100,000,000 dot plot matrices shown at the bottom of this notebook on my laptop (although this does take about 45 minutes per matrix).\n", + "\n", + " - (I did this benchmarking using an old version of the code, before I moved this method from being the default to being only available using the `sa_only` option.)\n", + "\n", + "**Additional dependencies**: the `memory_profiler` pip package, as described in [this document](https://jakevdp.github.io/PythonDataScienceHandbook/01.07-timing-and-profiling.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "67cb6ec0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The memory_profiler extension is already loaded. To reload it, use:\n", + " %reload_ext memory_profiler\n" + ] + } + ], + "source": [ + "%load_ext memory_profiler" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f1162ff1", + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "import random\n", + "import wotplot\n", + "from matplotlib import pyplot\n", + "\n", + "# Set a random seed (so that we should get the *same* random sequences when rerunning this notebook,\n", + "# making the benchmarking process more consistent)\n", + "random.seed(333)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7a778818", + "metadata": {}, + "outputs": [], + "source": [ + "def genseq(n):\n", + " # generates a random DNA sequence of length n\n", + " s = \"\"\n", + " for i in range(n):\n", + " s += random.choice(\"ACGT\")\n", + " return s" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4821b147", + "metadata": {}, + "outputs": [], + "source": [ + "def run(s1, s2, k, binary, markersize, ax, force_binary=False):\n", + " print(f\"binary = {binary}...\", flush=True)\n", + " t0 = time.time()\n", + " m = wotplot.DotPlotMatrix(s1, s2, k, binary=binary, verbose=True)\n", + " t1 = time.time()\n", + " print(f\"Matrix construction took {t1 - t0:,.2f} sec.\", flush=True)\n", + " wotplot.viz_spy(m, markersize=markersize, force_binary=force_binary, title=f\"$k$ = {k:,}\", verbose=True, ax=ax)\n", + " t2 = time.time()\n", + " print(f\"Visualization took {t2 - t1:,.2f} sec.\", flush=True)\n", + " return m, (t2 - t0)\n", + "\n", + "def sim(n, k, markersize=0.5, fig_size_inches=(10, 7), incl_fb=False):\n", + " # Generate a grid of dot plot visualizations for two randomly-generated sequences of length n,\n", + " # given a k-mer size k. If incl_fb = False, then the left plot will show a visualization of the\n", + " # binary matrix and the right plot will show a visualization of the not-binary matrix.\n", + " #\n", + " # Set incl_fb = True to add a third dot plot (on the right side) showing a visualization of the\n", + " # not-binary matrix created using force_binary=True. This is just another layer of paranoid\n", + " # benchmarking to make sure that parameter works as expected.\n", + " s1 = genseq(n)\n", + " s2 = genseq(n)\n", + " if incl_fb:\n", + " fig, (axB, axN, axN2) = pyplot.subplots(1, 3)\n", + " else:\n", + " fig, (axB, axN) = pyplot.subplots(1, 2)\n", + " \n", + " mB, tB = run(s1, s2, k, True, markersize, axB)\n", + " axB.set_title(f\"{tB:,.2f} sec.\", fontsize=18)\n", + " mN, tN = run(s1, s2, k, False, markersize, axN)\n", + " axN.set_title(f\"{tN:,.2f} sec.\", fontsize=18)\n", + " \n", + " if incl_fb:\n", + " mN2, tN2 = run(s1, s2, k, False, markersize, axN2, force_binary=True)\n", + " axN2.set_title(f\"{tN2:,.2f} sec.\", fontsize=18)\n", + " tt = tB + tN + tN2\n", + " else:\n", + " tt = tB + tN\n", + " \n", + " print(f\"Total time taken: {tt:,.2f} sec.\", flush=True)\n", + " sty = 0.86 if not incl_fb else 0.77\n", + " fig.suptitle(f\"$n$ = {n:,}; $k$ = {k:,}\", fontsize=22, x=0.51, y=sty)\n", + " fig.set_size_inches(fig_size_inches)\n", + " \n", + " if incl_fb:\n", + " return (mB, mN, mN2)\n", + " else:\n", + " return (mB, mN)" + ] + }, + { + "cell_type": "markdown", + "id": "88d0831d", + "metadata": {}, + "source": [ + "# 100 x 100" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "462722a6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.01s: validating inputs...\n", + "0.01s: computing suffix array for s1...\n", + "0.02s: computing suffix array for s2...\n", + "0.02s: finding forward matches between s1 and s2...\n", + "0.04s: found 2,453 forward match cell(s).\n", + "0.04s: computing ReverseComplement(s2)...\n", + "0.04s: computing suffix array for ReverseComplement(s2)...\n", + "0.05s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.09s: found 4,960 total match cell(s).\n", + "0.09s: density = 49.60%.\n", + "0.09s: converting match information to COO format inputs...\n", + "0.10s: creating sparse matrix from COO format inputs...\n", + "0.11s: done creating the matrix.\n", + "Matrix construction took 0.11 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.02s: Done.\n", + "Visualization took 0.02 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.02s: computing suffix array for s2...\n", + "0.03s: finding forward matches between s1 and s2...\n", + "0.05s: found 2,453 forward match cell(s).\n", + "0.05s: computing ReverseComplement(s2)...\n", + "0.05s: computing suffix array for ReverseComplement(s2)...\n", + "0.05s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.07s: found 4,960 total match cell(s).\n", + "0.07s: density = 49.60%.\n", + "0.07s: converting match information to COO format inputs...\n", + "0.07s: creating sparse matrix from COO format inputs...\n", + "0.07s: done creating the matrix.\n", + "Matrix construction took 0.08 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.02s: Done visualizing \"-1\" cells.\n", + "0.02s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Done visualizing \"2\" cells.\n", + "0.03s: Slightly restyling the visualization...\n", + "0.03s: Done.\n", + "Visualization took 0.03 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.02s: finding forward matches between s1 and s2...\n", + "0.04s: found 2,453 forward match cell(s).\n", + "0.04s: computing ReverseComplement(s2)...\n", + "0.04s: computing suffix array for ReverseComplement(s2)...\n", + "0.04s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.06s: found 4,960 total match cell(s).\n", + "0.06s: density = 49.60%.\n", + "0.06s: converting match information to COO format inputs...\n", + "0.06s: creating sparse matrix from COO format inputs...\n", + "0.07s: done creating the matrix.\n", + "Matrix construction took 0.07 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 0.31 sec.\n", + "peak memory: 109.77 MiB, increment: 8.23 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(100, 1, incl_fb=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a93c8357", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.00s: finding forward matches between s1 and s2...\n", + "0.01s: found 657 forward match cell(s).\n", + "0.01s: computing ReverseComplement(s2)...\n", + "0.01s: computing suffix array for ReverseComplement(s2)...\n", + "0.01s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.02s: found 1,125 total match cell(s).\n", + "0.02s: density = 11.48%.\n", + "0.02s: converting match information to COO format inputs...\n", + "0.03s: creating sparse matrix from COO format inputs...\n", + "0.03s: done creating the matrix.\n", + "Matrix construction took 0.03 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.02 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.02s: found 657 forward match cell(s).\n", + "0.02s: computing ReverseComplement(s2)...\n", + "0.02s: computing suffix array for ReverseComplement(s2)...\n", + "0.02s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.03s: found 1,125 total match cell(s).\n", + "0.03s: density = 11.48%.\n", + "0.03s: converting match information to COO format inputs...\n", + "0.03s: creating sparse matrix from COO format inputs...\n", + "0.04s: done creating the matrix.\n", + "Matrix construction took 0.04 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.03s: Done visualizing \"-1\" cells.\n", + "0.03s: Visualizing \"2\" cells with spy()...\n", + "0.03s: Done visualizing \"2\" cells.\n", + "0.04s: Slightly restyling the visualization...\n", + "0.04s: Done.\n", + "Visualization took 0.04 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.02s: found 657 forward match cell(s).\n", + "0.02s: computing ReverseComplement(s2)...\n", + "0.02s: computing suffix array for ReverseComplement(s2)...\n", + "0.02s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.03s: found 1,125 total match cell(s).\n", + "0.03s: density = 11.48%.\n", + "0.03s: converting match information to COO format inputs...\n", + "0.03s: creating sparse matrix from COO format inputs...\n", + "0.03s: done creating the matrix.\n", + "Matrix construction took 0.03 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 0.17 sec.\n", + "peak memory: 115.38 MiB, increment: 0.13 MiB\n" + ] + }, + { + "data": { + "image/png": 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kgMcB+EOl1Is7utuhvWp/ANp/l/wftJsgTwPwXwBcopQ6u6M9Bu0S8MPQ/mV2L9rNk/cDsF0p9eiO7hEA/hnA3/V1BauHkX3iaLR7qvor+Hd2LJ6Mdjy+TSn10x593wXgbmjH7QG0jyo5E8CDATxHKfX6ju7uaB+TcGe0m+IbtBeh3wfgCQDepJQ6p6O9fafXfdD6zwVofW0ngG1KqZ/r6M5Gu/n9t/u6gtXDmD7h0GE/gBsV44nqEicyY+q/H87pQHvb4VfR7tn4NoCr0SY+Jxpo97fmjeOB1oneivb5ODd2tFcC+HMAd2Xq+wi0Vz370V6JX4/2VR7Pgvb3c7RXQC9F+3femwF8E8BlaB8490Ma7W0B/AbaJeeDaJeFL0IblIayFQZ/s5Vj9Y4xfaKj/S4Av4t2denb3fj7DNq/cG9j6PtktM+p+veu/rUAPgrgKQbaU9A+xuTzg3H+GbR/Lb+vRvvdAP4Q7a3DWwBchzbx++kBzdmdT5wzdb/JUe4Y2ycsOuwH/5EKEicyHrJSJRAIBAKBQJABsqdKIBAIBAKBIAMkqRIIBAKBQCDIAEmqBAKBQCAQCDJAkiqBQCAQCASCDJCkSiAQCAQCgSADJn+i+imnnKLucY97OGluuukmHH/88eMoVDluuql9bdSc7VFzf15yySVfU0rdwU9ZDhyfwE03AZXacGx0LjFrc9TcnXPxiZrnlbEhcaIsnD4x9TMddu3apUxommbzE8Dm71IozT+HvN4WJntw+IXINNG66vt45+jPMfoIwMWqWp8YfAEGJwphZJ+IkdebwmQOH7tQcUZ6FxOmAindOUYX1e0TzeanxIkjdWLjRKg8iRPLR5VJlW7QMRxlDIfMIa9pGqOj+PiFyDTRuur7eOfoz7H6qNYAshR4x0ioxkjcMshrGnNC5WIXKs5I72ISqEBsQjVGF9XrExInXHVD40SoPIkTFSdVJiP6EgQO3bDcJyNXJ3DbEjJwc9ENHc2nU6jO3H5IQYhOsXarJYD0ag3VYy+KMFdITNlIEB8uDI0xsmb3WZhYX7nJ1iYmwTpzFUiALZ9LkaeT1eMTTaffEQVLxAmddivFCVe8NPGYQ5xI0cdGV3VStWPHDgVAra+vszLMpstE19fXN7+7AuuQ91DGsG5OR3HJieUXUtc14E36pcgK1Sc3P5vO3LaY6GoIIDt27FKAUuvrirUS0TQt3d71A/wVkp65tlqyyScXdHlN41WRwy6k7oHmgPG7Rb00YYH65OZnVZnZFhNZHT4xXpzQV0v6slyQOOHWJyc/l76l4sTkSZXtCsQFfTD6DGL67L/nHiQ2Oan8uLQ+J3XZusTAzm1bk5PbaLk8h6ghgNhWqlzYu35APQvPagMsJwvrPzXaBT65YGhMypAITaj69gy/e9SLExaoTyl+VpXZPrH4ux6faDr9eO2IjRM6LTeRC4HECbM+Jfi5+JaIE7N8pML27dvRNA3W1taSea2trWXjNTWGbamhXbl1qKFNY2ENGwufPjxm+/V4afNSnLp2Kjaw5qTtyzewtkQ75JMLQ3k9uO0yIaTuqWunbrZn+N3Ez8TXZ8tQ2HTIyc9mH25bUvqmJuSKEznjTQ2QOFEYtmxrrCN2WZezytSX+27/5YIuL1VOqQx+zGXdknBdZYWOpR6o4ap8xw4Vdf+v8d9a68sNd/+K3O7S5TVNopzcOhoVLCNqFFiUZrfFQFiDT4wZJ4a0EifmHSdc+paKE5MnVbJRnccvB13vvBydQnXm9kMKQnSKtVsNAWTXrl3me1KuNmnJgLvNRz6XaAP4cGFqiok5Wx6XMMQQFvoUnbnik2BiYvWJOJ61+MRYcUKn3UpxwhUvTTzmECdS9LHRVZ9UmRqQkg2H1hvKiwnSueTFtpdz9RZiUxOtq76PN8e+Pn04+udwyFoCiKFxKmXZJHQPz1Ccra6LZy55sXuPDqzvddsr1J4GehcLH3uOfV3Y3DvnaUOOvVu1+oTEiTBeIfN0qH4cHlslTlSZVKU0PNbRXB2SMlC48lL49Eu1HNoQviH1fbxj28h1tNQJtketAaRrZFSbYjdH9wHfVNfFM5e8WD6b9db3+gWGKhjAwsfeZV8XFup4Eqocm+Jr9gmJEzwe3GQlRr8QHlshTlSbVA2NEIq+Tkpd/Zxr8HDl+QZgrN4pAyTVyUo4lf6dWyelH/rzNQeQgaLucgP6wBozVIxBuWms54PkGQhMK1WhekcnEhxB3vEVVsen60JVzb6+Sin90J+eg0/EzvWxc+fc4kTJGMGhqS1OpLTJFyeqTqqahKwypS6Hj37eJ4+rTy69OUjV2VSeq89i7RXbpv48gEtVxT7RRbmo7CihKo+Rdt4rj6lQNr194Ajy0BiLc/UZl0+mfuhPAydU7ROxc07OuXZV4wRHztziREqbOHGiiqRqOOBMjXOd8xlG582t69PBdN4kzyabKy+304TagzNYQ+tw+XH4DG3uOseR0TlMHVflvV6mdnjO+XKCIeslWm7f2egMgdnYFFf7fGxzBxKHQYyiGElgaB02Pw4fSzucVYeF2liqxSdKxAnTfGiaTzhY1TjBsUfNcSLW1rFxYvKkyvZXWdcAjf2rrOsvrDkGpS7PpSNHnq99ofxMdrDJCnWCGKcKhcmGoXsbfHRVBBDbIxVciUxHN/jqJOU8UiHHPK3La5plOUNaNkNucuErNypoEWX0iTTxydCZOGzLMpuBsAafGDNOuFaWVj1ODHVZhTjhsk2pODF5UmW6AuE4gem7i9Y0CLjyQuCSM/ydM1ni8Bs6io2vyx4pgzOHfUMnHa4sna6GAGJcqeJkS8tfnaR9TmEqDMldfDDmhLFB31DXSsPJLodGcCVNBn4uESHio2FjYvWJAL4D1OITY8UJ2xyz6nFiWG7Sz6T7HOKEi1+JOFFFUuVrRI5B7MMYMnLIMzk9l1+IzFAZ3EkrVI8QGTlQSwAxIiBxyoGRXSJenjE7ZDAMFehKuiLYu5JMNra4T0icsNeLiROh8iROzCip6pHz6mDu6G0xZ3vU3p81B5AeOVeRZo/eGHM2SOUdOg+fqHteGRMSJ8rD5RPbUDnW1tawvr6+Mu9dSkFvi/77HCH9mY61NWB9vf3c8uiN0X+fI6RDkyHzyhFInJgW1b9QeWNjA7t378bGxkZQnRR5oTxzyfPx6W2h2yNF/tjYs2dPsf6ckx1SsLEB7N7dfnJx1cZV0fJsdV08c8nz8umNoRkkRf7YuGrPecEdym3fnOyQAokTi7R6nJjb3DjrOGFbwhrr8D7oUIXvBUKG519weeaSx+Wj3yuvfZl0iF5XztPf9Tocu+SwA2Zwq6NtL79NKU/WHvOJ6npdNh9tT1WuJ4mPAfbT3011PO3bCk9UH0LixGKdnmZOMUKp+ceJ6pOq2EGYWlc/ZzsfIs/FI4QPh2+uuqltSuEXateUfujPzyKARPS3PFGdCY4g7/gKqyNPVJ8uTsTOnXOLEyVjBIemtjiR0iZfnKg6qWoKXE3k4qOf98nj6pNLbw5SdTaV5+qzWHvFtqk/D3miejwj7bxXHlOhbHr7wBHkoTEW5+ozLp9M/dCflieqx/Oae5zgyJlbnEhpEydOVJ1U9Y2IhauTS/Ax0ekDKUReibaH0sWU59C7H/wcuZx+4JQ3niuQsY4SK1W+qsErOzZGhsDslMUep4a6gWDV5ejDSAKj+Hr4cV6gbJPnFe9MEuv3idg5hzvHpPCqNU7kihEcmtriREqbfHGi+o3qubGxsYGdO3eOsnEvRdZUdWtAr/++ffuc5XNtXyo2sBZddw0bS+eu2rgKL9/58qBNzTYd9PO6PF0Wty1r2IjS0ybXBo4+PhqTjVP7rNf/vH0nG2l8djXpxNHPV29VsepxYhXm0GrjhC3b4hwAjgVw9xQeU9z+C+HnWwYcZsw2Op8+Nr6lV6p8OsWU5+oz0ysSdFqTvNg29eeRePuvvE+o+FthjsohK0A2NkvnLYTDfT6stgwIS65UcfTx0hgIcvXZ3vUDTj5Wu3oUsBZ3BSdU7xNxcw5nrkjlVXOcyBEjODS1xYmUNnHiRIqjHA/gXwB8G8CTYvnozmIbbDFIqcvhE6rrsIND5eVqi4mvb3C52plDVxs/Lp/YftDPdQ4TfaujlE/o0S5pKGTzCeZ5b1+wyMwEBXyCo0/TmBNK8w8/P5ce+g8un9h+WDpZqU/kihM559VVjRMcfeYWJzh1YuNErKOc2DnK4e6Idpihs/RZYKkEogbEtLGkXXy89fLcutTQ50MdYgNIKZ9QTaPG2aU9HaKaWNAuPtZ6eW5VqujygRK1+UQNc0ZpSJwIkz8GuHEi1lE+BuBg93kIwIdiHcZ3BZKjLBal5MXULSkv9IrCdFVio+PqV8pZXG0zlcUEkNI+4YyuzjFqrxaNSF1S2E4hb1jOWSQzrV5ZCRmw8ssA66qaRdcafSJmbh5jjskpU+LEcr2x44RN19xJ1RMA3AzgJwG8rHOW4wB8GMAnQvlx/9XhylRtZakDzHbPui/TH04WMihz0HF5cfcNmGh99jb1T39wryxsto61l00nn35N5FX52D6xGfwcSxq2oqShNWRqYgwoteQTDJ5M0bngMNvSSSOtx96bxfpJp2AGP4tsKwPDzwUVhj/W1426tST1+4QvTpSIETrfVY0THFvOLU4Y5v0lfWz7tXxxIjipUq3D3KX7fBmAQ9334wB8dyivkA2ILuNxnSgErk7XDe6Tx9Unh94mnlxZtsFmqmvqH9ck49PRNrh99Vz9oLfH5ZhI2Kg+lk8oPTA7fcJdNQqu5EALzF55TIWy6G3gyRW0lNQ4EtmlYv1kkE84kiBfRUc/LLWnJzAkxIBSsc+pqi1O6OdzzbWu+WruccImxzR32uqb+sc2D3N01OuG2stUR//e05gSYl+ciEqqNisPnCX22LVrl9MZfOdcxhx2mEkGtzNDnNQlJ0ZeTqcx6eKTxRmsoXW4/Dh8TE7pc1SXM8VclasCPqFcSZPnnMtsw7hujPHcvrPRGRISazAPkGesmwsOg1iTLwa7kDpsfhw+lnY4qw4LtbFUi0+UiBOm+dA0n3CwqnGCY4+a40SsrWPjxORJ1Y4dOzYzwhwZp4m25z2U4asbA11eqpzcOpr0KyVrDNh05rbFRFdFANmxQ22uHASuTAy+Okl71kurKpmXhHR5TZMoJ7eORgXLiBoFFqXZbTEQ1uATY8aJkJWlGEicGA8ufUvFicmTql27dm0usXFfoDik89XReYfUjUFuObl1dNm6hD1Kw6ZzzFhSqo4AsmvXriO3Yrh9sjDeeKTr6wbaIj5hYJ0iJ7eODlvP0CWsSrPbUqlPjBUndFqJE2VllYZL3xJxYvKkaoqVqvX19dGuQLjtMiGlriszn8MVCGccyErVZkM26WJXqjZfgTLCStWB9b3RcpLq2l4APZOVKt/DS119KCtV4StVqStIPt2mjhNce8w5Trhss9IrVb2y3I7SO5lD23/qS665MZQ3HJwxfFLr2gbS8NNUNjW4k6CrD2PGklJ1BBDvnipzQ0xfnaRNcyShehae5X23XCyG8jZlre8N5pOlri2xGn4aiqaGU3+93OoTTGGV+sRYcUJPplYxTnDm2OGnqWxqcOOEyzYl4kQVSVVIY0KQGnBD+fgGYGgHlmh7KF1MeQ69fZOZy66xbeqcsIoA4tbfWeyGpXLo619sOiydNxAOZYUG+tIvVObow1rtieDr43egOeDk47Sr1yfsBfPwCXf7YuqtepzIFSM4NLXFiZQ2+eJE1UmVLxP1GSTHMqWNj37eJ4+rTy69OUjV2VSeq89i7RXbpv480t9zVtgnVPwtqaTKfjZL5z3y2Opk0tsHjhgvjYEgV59x+WTrh64gw7v/qowTOefaVY0THDlzixMpbeLEidSk6hwAh1N4cK5AYgdOrgHnGiwh8rj6+Do7pyOl6mwqT+GpOx4Hufqh8VyBcI5xfCIhv8jmE8zz3r5IFNiXFW5XEI3RJxKYagkaB9n6YTY+ETcvjjGXzj1OcPjMLU6ktMkXJ5KSqhwHx1k497ZzOgeHZwl5Pgyy5CD5JWg5TmKjsV0BlIDLkUwyUwNIjoOTVPUrC06zFfGJUcX50RsjdCmoBC0jmTKyGnZojNxQWJI0m7h5+IQ/Towxx4wl0wWJE+GwxQmbvFknVX3DbEbuy0v9Q2MseSF6hQ5+rq5cWhOdfs5nv1gdQ6BPtBz95hBAWv3tsXiToNA/+UwsC4jjw5tdGui5ynJpDXT6KW9/xeoYggFfPTm3iZuPT9jjxBhzTEhZaUic4MMWJ1zyZp9UDRtv+m76HQJbXRfPKRyFA5ONQp0rls7UJyn8UuhM9JwxM5cAcqQNR74vbcSOHKOuDd0ulpW6xEJ7Nr+HJmGRdKZcib3Znik3ePO+lvj5xM3PJxrv91DExgKJE8t0c4oTNj4rk1QNG1p6g+Ecwc2yp9CnRn4mzC2A9PD95X5sPrVg2J4a2pZbhzHaNFefyDVf1DCX5oTEiXTMMqnyGSSnwUIy5ZwyS/ALXZnx8ePWt5XFXAW5ZJTup6oDiKftOQM1Q1x2ZJfXMTSuVMUIZKxEccqy2rdpiieJNfvEWHEi5zwWIzc3v9CVGR8/3zlf2SrFiSqTqtRMM2ZgpGxyzCUvtr2cJ+qG2NRE66rv482xr08fjv45HKnaANI0KmWPTcxzqHpxrgdOlpYXmzB4n7weak8DvYuFjz3Hvi5wn4CfI+Gq1SckToTxCpmnQ/Xj8NgqcaLKpCql4bGO5uqQlIHClZfCB+A9UTeEt62tsbxj28h1tNQJtketAaRrZFSbYm8R9QHfVNfFM5e8WD7sJ6+H2tPoE/HsXfZ1gfsE/Fy3Bmv2CYkTPB7cZCVGvxAeWyFORA1wAPcG8CQA/w3AL3bf7xXDq8STcvs6KXX1c67Bw5XnG4CxeqcMkFQnK+FU+ndunZR+6M/HBpAxfSImuUq55WR7tYvrlS9seQYC00pVqN7RiQRHkHd8hdXx6bpQVbOvr1JKP/Sn5+ATsXN97Nw5tzhRMkZwaGqLEylt8sWJEAfZAeA1AK4GcKg7DndH//vLAF4NYAeXrzxRvYzeHKTqbCrP1Wex9optU38eAU+PnsInuigXlR0lVOUx0s575TEVyqa3DxxBHhpjca4+4/LJ1A/9aeCEqn0ids7JOdeuapzgyJlbnEhpEydOcJzk+wG8vXOGGwG8H8BvAfhZAI8D8OPd95d1ZTd2tG8D8H0+/vLuPzvfEm0PpYspz6F3P/g5cjn9wClvPFcgqhKfiAnOvqopf8t3nTeRxWwW78lKv/uPpQ8jCYzi6+HHud1nk+cV70wS6/eJ2DmHO8ek8Ko1TuSKERya2uJESpt8cYKTVH0bwMUAfg7ACQz6EwCcBeBTAA766Md8+7hSi5u6UzqVI68z/qhvHx/WdQ3k3IM8J1z66+XcicwlawhmABnBJ3r9WM1YpPNVGjJvmoW9N0WGwEBeL2vvetzm7NS6psTKaetKfMK3P4rVh4EJbI96fKLp9OO2ozF+d9H2cwpnjknB1HGCM8cOP01lU4MbJ1y2KREnOEnVT/loHHWf4KPZsWPHZsNzL+MNjap/+urGQJfXNA27XSak1LU5g83WJeyRAs44sOnMbYuJjhlACvvELgUotb6uwu/2LPxwEPfMO9o+GGe/zabLaxq1d/1AtJyUuraEymrrIgaJh2+lzdmHzLaYyOrwifHixLDeKscJrj3mHCdctikVJ6KcIOexa9euzUySm20P6Xx1dN4hdWOQW05uHV22LmGP0rDpHDOWlOIFkNJH6xO9fqxmLNL5Kg2Za7RFhoChMSlycuvotPUsfSK0wE1Wj0+MEyd0WokTZWWVhkvfEnEi5qriDQB+yFF+BoA3cPlNsVI15hVIipzcOs7pCoSDqVaq9CO/T4y/UrXEJxcMS0EpcnLrOKeVKg6mWqnSjznHiSGtxIl5xwmXvtWsVKH9F8fTHeVnAjjE5affK+d0lt7JHFr9k1M3Bhw5IXJN/FLg0s816bh+59IpZ10uT73tkQGkgE/0+vFi+lIywCE2MC8yVw7l2eQE+URwlXB+PiH6+dyGS/KJNJ560+vxiabTq2ycKD3f6fJsciROuPnnqFciTpRIqn4BjI2H/TH8V0djyAhLBNxcfEIHUe+wvuzYxLfU1YHvyk8v13Ux1QudDGz8Qgc8t57Nvl1bSwSQBJ9Q5hWUSGQbQsxkwyuvT+w8qyimHKbIIhJHH31ZS6M3VgtR1MWPyyemHwwqtE2tzSfyxYmcc+qqxgmOPnOLE5w6sXGC6yCnAnh4dxwG8DuD38PjiQAuAvBZDl+llv8qqzd86iVRGx9TJ3OWmPsBGiMvN4aDJKTc1eYYu5v4cfmk9MMQg6V/1jN5xvUJ7UdkNpEtEbExMiQDTnlDAk9CZROXFRx9htmGQRlrEhxqeBM/Lp+UfhjgyB1i3nOq5hYncsUIF6+5xwmOPnOLE5w6KXGCm1S9DIsPb7MdhwHcCuDnOHyVwVlMBoxFTIeFlIUOaH1QxeiSUsdE42ubT+dQuhAdufZN6Qf9PPeqfAqfUL3eST6RidaVdITIW+jvSF1iK5nKOUp4dDZ2k9En7KKsdNzMMqEf9NM1+0RqnAitt+pxInTunmuciI2X/fkcK1UPQPtMkbM7h/if3e/h8fMAngzg7hyeyuEsTcYrCA7mLo/DL0SmidZV38c7R3vH6qOAADKqT3TRLSmhCsHI4vLL8zEMFWigd7HILb4cEz9q9Ym5z9tjy8s9T0ucSEiqFiq0VyP3D61nOzgvyhxjEI/lKKnymqaJzvBDZIbK8PHO0Z9j9BE3gKgJfEIP6KUxskvEy2ua8FWnGIGBq01B4mMbv8V9QuKEvV5MnAiVJ3EiQ1KV++C8fmB4L9RFlxtjy/Oht0VoJl6CluNMIVcrpezpclKTzJgAkvvw+4TibEUqEnBTkogi6I0RuWcpKy0j6TKysq04lTKoJTm3iZuHT/jjxBhzzFgyXZA4EQ5bnLDJm3VS1TfMZuS+PPeS39jyQvQKHfwpt/24dPo5n/1idQyBPtFy9JtDAGn199z9cRbGwcWygDg+vNmlgZ6rLJfWQKef8vZXrI4hGPDVk3ObuPn4hD1OjDHHhJSVhsQJPmxxwiUve1IF4MEA3gLgkwCuBPBF7biSy4vjLMPGm76bfofAVtfFcwpH4cBko1DniqUz9UkKvxQ6Ez1nzMQGkOl84sj3pdeYRI5R1+tQXCwrdYmF9mx+D03CIulMuRL7pdBMuSkvwx6KsImbn0803u+hiI0FEieW6eYUJ2x8cu+p+nm0/+A4CODTAP7ZdHD5hTjLsKG5MtZS2e8U4GbZU+hTIz8TIvePTO4Tvhfujs2nFgzbU0PbcuswRpvm6hO55osa5tKckDiRjtxJ1T4AnwNwl9C6piPGWZTKe9VR0vilro58dUKy/5KI1cFWL+aqKgSRAaQKn0gJrMbVnELIpWdonT6xmhqxOtjqDdtXAnP2iVzzb+m5dIo4UXouDcEqxYmYpOoggOeF1rMdroe6lcCYmblNFke2XjdE39A2+uhKJ6Em/i79S/RhzysygBT2iWzNNGLMFRyrLEYj9bohdgluo4+56b5eTmj8fPqX6MNehTp9osnWThNWPU7EtE/iBC9OxCRVVwB4UWg92+F7/UAJjJmZhw4EU90SDsDVx+S0YyzVhjpwLh0iA0hBn1CjbAAfcwXHmFAxGzlMqELtEpRQhTxkKncnWfj59M+dUPUq1OcTEidMdUPtEhpPJE7w4kRMUvUiAA2Ao0Prmo6cVyA5O7CkDBOPmMExRntN5bnljjF5cdsYGUAK+0R0s7Pu3Skqw9BIH1+TXbIlFhOtVEVtpE+R40DiSpXEiQL8JU6UQ0gCmzupeiSATwC4BO1LMR8Jw/uduPxi75WbGjvcfBcL2wuGe76xy7Q2DPna3sFnq5ejvWMj5kom9corRFZkAKnSJ/RN2rG4cP1C460l1+bv1H1TPd8L1y8MqpejvWNjuCeKewuP2z4TXeitwlXyia0aJ0Lq1ICx40SIHKXyJ1WHtcP0XqdDXH65nEUp94Dm1jcNQJcj5pDXNI3VSX31U+SPDV1XrqNw2uejy+EstqNmn0j915stuXElMDnkHWgOWJM5X/0a/uXHha4rN6HitM9FF2KbVfOJrRYnYupMianiRIh9cidVZ3EOLj/uQ91CkHpFEMozlzzu4Ml5BTQ2TPpz6uSkcyEygIzuEyqwrSX+cVfqlmDoPxGbZtkcc0ioehxoDoR2Z9JKVSjm4hMSJxbpQ+vUhDnHieCkKvcR8vqBrY7eFnO2R+39GRNAch/eANI0apTd6zNAb4o5m6P27pyDT9Q+r4wJiRPl4fKJbagca2trWF9fx9ra2tSqTI7eFv33OUL6MwPW1oD19fZzi6M3Rf99jpDuTIfMK0cgcWJaHDW1Aj7s2bMHu3fvxsbGRnDdmDohfPTzPnlcfVzydu/eHW2PGJ1iyl11+jZwbBprr9g25bJpcezZA+zeDUT5RCYdbIyW+iKST4C43bujzRGnj3d8hdXp28AyKbeRmfphPi4RFydy+vyqxgkOj7nFiZQ2eevalrDGOlzLurYNgRzkWj608TFtpnPJy7GRri/PtSSaqrOpnNNODr9Ye8W2abBkfqmq2Cc27xVF+USm20w2Rtp5rzymQj4y056qKHD08dAYixl8XW3brMrtwEz9cOTW6glV+0RsnMh5i2lV4wR3Pp9TnEhpEydOVJ1U9Y2IhatTSvAx0ekDKUReibaH0sWU59DbNym47Brbps5hqt8/4g2qEVVTXsrrOm8iW5DFHqeGuoFg1eXow0gCo/h6+B1oDjj5uOzqFe9MEuv3idg5Jyaoh9LXGidyxQgOTW1xIqVNvjhRfVKVG9zMdmpZU9WtAT79S7ZvDgEkN6p4TU3FdWvAFK+p6bEVfWLV48TcY4RS9caJKpKq0Iw7JOPUeQ8z2xLGdsmL4ZX7KsTV9pocLLRfQ+vb6GoJIL1a3C5ZoPNVGjLvvse8T48NrTExjxDokVrXBKetK/IJ7mtqrCoHrgr2qMcnmk4/bjsa43cXrSk+rGqccNVZpTjBaWeonCJJFYBtAE4CsC2Wh1IKO3bs2LwfbruHqf/m3hvteeqfnLouHWznfXJCOzBERy5fk34uWdzJKKQOlx9Htmkvhe9hd7Y2N55lXd+Rzyd2bW6bsm1d0n+z9930TPvPkL03Dh2s53V5TbMghz1UInTksh2qtzCULMK8so0+kagkk8+wPQuwDSaN71KTq/GJMnFiWN7zDtkD5dLBdn5ucWI4v84tTtjs6hsXQ76hcSLUQXYD+CcAX8Xi03G/2p3/mRB+SrmvQDgd6DLIcECYZHAdJWQDoi6v/84d+Ca+OTHk65PFGXQxGxBduoUmvfokq/eDT2e9XuhG9XI+0eur689ItFwZzzDiGrIabkLF2KduljcoYidIGmFml9jkZ8w7DPYJ3fSdlAgOKnP5LLXDmmmZ9dPrnVCNTzSdWosGiI0T+nzTn3PxscGlw5zjhCmJnVuc0OlM/e7TWe8/V5zgOsnxAD6E9tUCNwK4AMAeAH/XfV7QnT8E4MMAjufwVSpsA6LPcJxzIXAN2Bjn4+pTykE4Zdw2mWxjGoChOnL726WjjYdPv85hWFfl0/qE+buTkFXBD1uy159bOu/1iUDBuWAd1/6TzoRKI9BPBTXDwY9b1XjCop+t7fPwicb43Ubjow3BqscJjt3mFic4McPUd/355JUqAH8E4BYAzwVwrIXmWADP6+hexeGrGM6iNcTVyKyDbGx5pRCiK5fWRKefKyE3FEO+XP0CAkgFPqHsKxfOwji4WBYQVw4hynJpDXT6qSAblTLogO9QhEvcvHzC7NdjzDEhZbVB4oR5FcsmL0dSdRWAP2LSngvgSxxaxXAWvUM4dBx6DoYdbyozOS6HH1duLoTYjdsmk230cyHtcPHj1jX9DtGv8VyBqGp8wvzdSciq4McwQTCVLZ33+kSg4Fywjmv/SasqBuPop4Ka4eDHrWo8YdHP1vZ5+ERj/G6j8dGGYNXjBMduc4sTnJhh6rv+vMsnuE9UvwOAy5i0nwNwCpPWiY2NDezcuTP6aeqxdTl89u3bt3DeJ4+rTy69OUjV2VSeq89i7RXbpv48gOOY6k7kE8DOnZFPuk6q7Gezb5923iOPrU4mvX3giPHSGAhy9RmXzxIdsx/27TMXnFC9T8TNOTnn2lWNExw5c4sTIW3apzkFK07Ysi21eFVxGYC3MWnfAeAyDq0KuAJpIpZZUzL5IU/LisbSZugar0BcdtNlmWh99jb1T3+45Pr42WT72jD8rfP16ee7Ahke0/rEkc/g239JPnGEpYmtcS90jStVDsMZV3gMt/WcPDfH3+IpZ38x+FllW6obTwz4DkVY/xw4G59oNj9tsSB3jND5rmqc4NhybnHCMO8v6eP6p6nLJ7hJ1QvRbj58K4AfBnAbrfw2AB4C4G1oNyG+kMNXGZzFZaDYsliUkhdTt6Q8jnPov7l0XP1K9J+ug0u//ntAABnRJ1ztczbeURiHaF1SGE8hb1huojVllYwkLSiJLOQTamHcG08v/K7TJzRlGWVjzDE5ZUqcWK43dpyw6ZojqSIAr8GRv8Z+B8BXAOzvPr8zKPtTAMThqzRnGWaJq4qYNpa0i4+3Xp5blxr6fKhDQAAZySfUfDaAxyKikUXt4mOul+dWpoJOH6pQn09MP2eUhsSJMPljgBsnWAN6kxi4L4BXAPgAgE8DuKL7/ACAlwO4fwg/5bgCGdt4Y8qLybhDriJCaXxXE3qfcK4+QspDrlRKgXMFYjrG8YnFz9EwpsCIlZmQxabgct+qk94pnNWskHK2T7DIohC6UqVG9Ylm4XMsrHqcCJ2nJU4kJlUlDtO9ck5WmtNwvidw50bJLN40yENlmmhd9X1lOdrb8wh9E30oQgNIicPsE8q7eJHrvW+bL+4dc7Uks7whu6Fdhq9yCRFnpHcxcZTlsm/PYu962fcZ1usT48WJXPNYqMwx40SoPIkTmZMqZHr9gG0Dos9Rcg22sTrBJDc3P91pTAM+Rb/QycvmxLEYI/lNCSDlfcKud64X6i7wGXtpLLtPLLZHt1GoOCN94GpTbvvuXS//oui6faKx6p0rTuSex0Jl5+bnihOh8iROJCZVcL9+4L3I/PoBG4bG99XR6WwZei645KTwi6F3DfhQZ4hFiUmBwz9kLA0RcaujiE9sBtyApRRusjBkvUQ74JMLxqakjIvAuqaVKiM/o08EiQrWpwg/q08wGVbqE2PFCdMcU2oekzhRhifXriXiBNdJir1+wPeiTFPjXKsxJtrUFypzoctLlZNbR5N+pWSNAZvO3LaY6LgBpKRP7Nqxo3VNz0twBw3ZpBt8dZIa3qesvJUjoMtrmkQ5uXU0KlhG1CiwKM1ui4GwBp8YM07oKzcSJ5qlsrnECZe+peIEN6kq+vqB4QD2NU6n89XVy011ffJCymLkxOoQw8Nlr965Y/XSz4XoHtvOlH4wtTcggJR9JUevFyeh0uh8VYflSzRceQFlRn1SxnUWnzD8MI5pvjgjnX4yyCfYpKyK3n6w2KEWn0iNE5z53EQncWKZbk5xgtvvJnqbHXIkVZO9fmDYOF/GmWtfVD9obKsgLl1SZJaoE6Irl9ZEp5/j8AqhjcGQr37VZZMZEEAm9wnVNMq2/NAX5drE7NpcXWpje8xtMk6dEFW5tEY6/SSDWexGei4WxsVQiEPgnHzCNW8PV4VyQOKEm3ZucWJ9fX1pnNjk5UiqbgbwTCbtMwHczKFVIQFEuQdHrs1pLucr4Zg63xJ1QvnG0pns5aqvO1cJDJ2D82TjgABShU+4om6uTcyuzdWlNrbHbLwPqROiKpfWSKef9CRUKRvpuVgYF0MhFoFz8wnbXJIz0ZE4waOdS5zQb8X6dMuRVI32+oEUo+UyuK+TS/D38Y2pk6KPqzy33FKOYpLlKw8IIOO9kiPBPlkfs1BQhqmJXr6GSrnay1mZCqHnonRCpctxomKfkDiRr06KPq7yucWJkMQzR1I1yusHcl1F1IzSVxu59TFdKeTUpYY+H+oQEEDGeSVH06gi94EqQlQTC9rFx1ovz61KFV0+UKI2n6hhzigNiRNh8scAN05wk6qirx8YdkRItqh/d9Gast1Sg88nJ9RRQuuE8vPJSNE/RKecdbk89bYHBJCyr+QYRmxOWxb6k0dqZF0oSVlivTSmUhkmwMDPJ6LUSlUWflafCKxfmU+MFSdKz3e6PJsciRNu/jnqlYgTrAGtjjhN9tcPhPxVth/wwPJGMlO9vjz2kQqhZbo8rhyXjBzZ+XBA2Gw9LAvh6ToXMymEwGYf27jQ6Ux24AaQ/ijhE0GPVOgzo45u8NVYrS+PfqRCYJkur2mYclwyMizjLLXZ8UgF7v9fjColZF9RTbTYxzouhj+0sdSjBp/IESdsc5s+L4auuEic8PN0nSsZJ1y24cQJW99kS6pKHNy/yroM4DOc6TNEXmhZiBwfcjiKPknY+MY8A8Ylh+voqROK7bw+Zkz66ZNDaAApcbAfqWCJlJbYuFA+pDMW+uQFlBmbkjKuMyRUS8mkhW/Eo8LsJwMSwqTc0eoTGl99/Fiy8Vp8IiVO+Oa2IW+dRuLEIuYWJ3z9Z4sTtrGklNsnqkiquIbwGScFNcgrxY8zGXFoXROAbzLiOCBXtxD4dNZRSwAxt4V70lvEgysjKyEwu0+4y7jinPmtlsx6hQx/e33Cq1qUyazJrYVZ3T6xrLNtnsgx5656nODK2ypxwsZrdknVMEMcA3OXx+EXItNE66rv452jvWP1Ua0BpGlUjrtefIwtMLM8H7tQcUZ6F5PcCpRhwUK9PjHveXtsebnnaYkTIyVVAJ4B4CNcetuyri9B4NANy30ycg5cDu+QgZuLrhlcJfh0CtWZ2w8pCNEp1m4lAkicT/T6DXV1tcP2w0FsWEkJ4sOFoTFG1uw+CxPrKzfZ2sQkWGeuAgmw5XMp8nSyenyi6fQ7omCJOKHTbqU44YqXJh5ziBMp+tjoxk6qfgPAIS69vPvPzy+nI/s2IOa0R2nYdOa2xURXKIAE+sQuxd2n3rZjQLfww0Fs2KnuqxoFXV7TJMnJraNBvXLCRoBVZWZbTGR1+IS8+8/HT+LEMlz6looTR0EgEAgEAoFAkA5btjU8AHwx4LgOAVcgu3bt2vwHFvdvmkM6Xx2dd0jdGOSWk1tHl61L2KM0bDrHjCWl+Ffl5X2i149rB9sPB/H6+hJtkSFgaEyKnNw6Om09S58ILXCT1eMT48QJnVbiRFlZpeHSt0Sc4CZVhzsn+AzjuCbEWeT2n5+fLOuaMeXtv7I+Ibf/fOzk9p8ZU97+W5U4MaSVODHvODHF7T9uUnUlgA8yaX+z1iuQ0LoxkCuQcTHhSlVhn+j1YzVDVqoSICtVbrJ6fEJWqnz8cmGV4kStK1VvBXAtk3aUDYjr6+vZVqpKZvhjX4HoVxU+/VJkheqTm59N51JXIEqN5RNxK1V71w9kWanau57npcRGeROsVA1fHqy/SHiKlapcL3028Zt4pWol4oRppSpnIiFxwq1PTn4ufUvFCW5S9ZJuafceDNpnAPhnDl+l+E/KHUIfjD6DmD7777kHiU1OKj8urc9JXbYuMbBLLEtzbMuVqdMFBJDCPtHrx2qG2rt+QD0Lz2oDLCcL6z812gU+uWBoTMqQCE2o+vYMv3vUixMWqE8pflaV2T6x+Lsen2g6/XjtiI0TOi03kQuBxAmzPiX4ufiWiBOsAV3ysD0p19cw2yCIQUxgzj2wcsFko1CHi6Uz9UkKvxQ6Ez1nzHADSMkjxCeGEdCWLITCGfBdTCv1CdNKVYiqXFpWUtY07ISKKzc0QVvgO/xhETg3n7D5fKmkReJEGN2c4oSNz0okVa5sNnemO4W8UgjRlUtrojNdHeSWG4ohX65+swogTaNst3QcRfFwMS0isAxCVOXSGun0kwGCS5lzge/wh0PgnHzC5tdjzDEhZbVB4oR5W5BN3uyTqmEH+GhyYmx5HPSdHVonN61tEuHw4tTNBd2hfTJnE0CGgdpDkhUVrlT1OUFondy0Rjr9pNUn4uWGYinx8wici0/44sQYc8xYMn2QOBEGW5ywyUtKqgA8ykfjqPtoH43PWUIz2RyYwklCMvXcG+zHhH4lMKZcDjgBZGqfUAHLGDn37pSWEcO3N0VvjlK6lMSwO8fSP0TOHHxC4sQijcSJOJlcpCZV3wHwEQCPB3A0g/42AJ4E4KMAbvHRh1yB+GhyLA26+OSSkcK3H2SldBkDY+sfIosZQCb3CW5ClWNTtItP7o3XMXz7lapSuoyBMfUPlTMXn5A4sUgrcSJMVoic1KTq/gD2dv/q+CqAtwB4Qec8PwzgIQB+EsB/R/uX2usAHALwfgD39fGP3YBoKst9BWJzGJ8uKTJL1AnhncJTP+fjNSwvfWVnGh8mmcwAUpFPuAtzr1SZ5MVs/g6RWaTOSPf/mHf/NrGgf8H7f6Y+s4mbn0+YG5J77pY4EUdXa5ww9ZlNXpY9VQAeDODvAXyjc5xD2nEYwNcBvAHAA7l8ZaN6WYToyqU10ennSsgNxZAvVz9OAOmP6X1C2e8COgvj4GJZQFw5hCjLpTXQ6aeCbFTKoAO+QxEucfPyCbNfjzHHhJTVBokTE25UB3A0gDMAnA3g1wC8CMBZAHYBOCqUX8jzR0x0vrp6uamuT15IWYycWB1ieLjs1Q+kWL1MExkXse1M6QdTe0MCiCrqE72OvvYb6HyVh+VLNuHJCyoz6JMyrLPMqQZdrMkpV6DRJ7wkQfySqnn6wWaHenyi6fSzNVAtlOu+z5nPTXQSJ5bp5hQnuP1uorfZIWtSlfuQJ6r7+cUOOtPgtdk6RU+uPrn52XTmtsVEFxNAch/yRHU/u5C68kR1V4GfrA6fkCeq+/hJnFjm59K3VJyYPKmSJ6rz+HFpfU7qsnWJgZ3btiYnt9FyeQ5RQwCRJ6rz2HEgT1QfgO0Ti7/r8Ymm04/XDnmiup12K8UJF98ScaKKpCoGOQdg7kGSi3dMXdfkMAVidfAlS6XaVksAiUFKoHat5uRGLj1D6/SJ1dSI1cFWb9i+EpizT+Saf0vPpVPEidJzaQhWKU7MNqmKRe6suJSsqerWAJ/+Jds35wASizEfRZAia6q6NcCnf8n2bUWfWPU4MfcYoVS9caK6pGqsQTwWUpZPU66UQuh9tKVX9mJsVEqHGgPIGMN1zGTDKIvZSNZtrhC5NnBvocYqEyHfp3/uPuxVqNMnmqxtNWHV40TumCJxosKkypZZzjmb1hGTPQ/r9MdY+ujlObJ/fRKY+oppqENtAaRplH3j8arA2khelf4YTR+9PEJ/E0u2/BEwVKE+n5A44asjcSI/uHGiqqSqV9zWkFVBTFt6J9H/nTKGPjknL1N/1tC3nCuQsQ7vSlUFQTc7onziiCmym2PElSpjd1bQt3NaqZI4caSOxIly4MQJasunw+mnn64uvvhiJ82ePXtw5plnjqRR3dizZw8AzNoeNfcnEV2ilDp9Sh04PoE9e4BKbTg2OpeYtTlq7s65+ETN88rYkDhRFk6fsGVbIQeApwJ4NYBfALBNK3uvq27OF2WuOkpdgYyJ2vsTma7KS/rESq5URaLYStWIqL075+ATtc8rY0LiRHm4fOKoDBnbcwG8FsDxaJ+c+3EiOnlA8rBUGU3TYG1tLbjexsZGqmgnH/28Tx5XHxvd2toamqaJtkeMTjHlrjp9G2z6D+vG2iu2TbnGyxg+gaYBonwiWbKb0VJfRPJhkq2ttaaINEecPt7xFVanb4NN/4Wq3A7M1A+5xkutcSKXz7t4zT1OcPSZW5xIaZO3ri3b4h4ALgfwgO77NgB/AWADwMnduW+66ruuQEyb31y0rroxGN6f1vnoD4TzyePqUyJDD9FJ/27TxWQb/VxIG0x1Y+zlGjMu/QZXd5eqin1iaVnD6RPuqlEYbmTSGWmPJffKYypUYiXHyMsiaGmvk0UZo2n0k0E+ofHjGkKjcw6ZoRDtqeFHVgFPqNonXD6v07nqxcI1X809TtjkmOZOW31T/9jmYY6Oet1Qe5nq6N97Gv1J+pw4kSOpusFw7o8B/F8A3wPgG676nGVd3Sgug5nqxsDV6S6D+3hyZecCx4ldtD57m/onZLDb+Nlk+9ow/G1zJJdjIcOtjtI+oYbR0RHgTUXJCZUtOXAEZi9PpuhccOYmhoSKs4ncaBr9JDcpsvGzyLYyMPy0JmmWdyK1JPX7hC9OlIgROt9VjRMcW84tThjm/SV9bE/S98WJHEnVlQC+13D+1QA+DeAmV32us+jfXXQceg6GA8FUFuqgUziLj5+vDba6Jtvo50La4eLHrWv6HaKfz1m4R2mfUEO9nX3LOxeEYXQ2lVmCuZdfHjI2rPwsCROnstE0+skgn3Dw41Y2/LTqZ00W6/cJzrxRIkYMeaxqnODYbW5xghMzTH3Xn3f5RPKeKgAfRvsm8gUopX4FwPkAbhvLeGNjAzt37oy6751Sl8Nn3759C+d98rj65NKbg1SdTeW5+izWXrFt6s8DOC5Y8WUU8wlsbAA7d0ZtdkmoymO0b9/Cea88pkLZ9PaBI8hDYyzO1WdcPhodux/27TOeBk6o2idi55ycc+2qxgmOnLnFiZA27VvyCUacsGVb3APAMQCOd5Sf6qovt//i6bi8bHbTZZloffY29U9/uOT6+Nlk+9ow/K3z9ennuwLhHqV9Qg1XF+T2XzAcZjOu8Mjtv/p9whcnSsQIne+qxgmOLecWJwzz/pI+o93+Q/sPjg9o57YB2AXgTqH8Qt7p5DKeaVDHYjgAQspyyCxRJ4R3Cs/QCSvGMUIx7C+OfjEBZEqfcAXZpsn36pJNPgZ5rrIsMgvUCVE1Mo8xn/QwS3kNDxcL42IoxCJwbj5hm0tyz90SJ+Loao0Tpj6zycudVF0K4C8HvwnABQAOAbgVwO+F8Mv1osyQjDeWTy4ZOfiW0mUsjKl/iKzIAFKlT+R6ya6LT6kX+cbwXfWXJk8lZ5V8QuLEvDCW/qFycidVNwB43uD3TwA4DOBNAN7YOc3jufxyvn08x9WBaUXDxztVnksut+5cEHPVkYMuh7PYjpp9og+cKYH6QHPAmlDZeKfKc8nl1p0Lhrpy9U6lC7HPqvnEVowTc4oRSk0TJ0Js5PKJmI3qCsBNg99PALAfwFlKqbMBvBfACyL4ZkGODXC2zWkmnrk23OkbGmN41I4YXWvbuGlB1T5x1cZVePnOl+Oqjaui616z7xo2zxzyrtq4CtfsuyaKT4r8sRGjK7fOxHao2ie2UpyIjS1TYfZxwpZt2Q60zxU5Vx1Z0v0KgD8ZlP8ygKu5/Eos66Zk5a7NabYlwhxXPDBsaPTVy9HesTG84jLZ0lUnli5EFuKuyqv0ieFtnpSVmwvXLzTeLur52spiMeR74fqFQfVytHdsDFfXuLflUlaqRrr9V6VPbNU4EVKnBowdJ0LkKJV/peqtAP4rET0KwEsA3BHA+wblhwGcbKpYEr7H2nOxfft2K59cMmx8t2/fHlwnty5jYUz9R5BVpU+cunYqXtq8FKeunZrE507b72Tlk0uGje+dtt8puE5uXcbCWPqPJKdKn9iqcSKkTk0YK05klWPLtmwHgO9CexVyCK1jfAoADcrPBXAVl1/Oe+VKpW1sc11h2HjmkhfLJ0X+2IjRlVsnlx0Qd1VetU+kbIB2rUSV2LyurzbF8JnThvWSG/Jz2WEVfWIrxYk5xQil5h8ngpOqlh+OAfA0AM8GcHut7AoA7+HyCnlSLhfDpcPYuvo52/kQeS4eIXw4fHPVTW1TCr9Qu6b0Q38+JoCokX1CRfR3H1hjhooxKDeN9XyQPAOBaeN2qN7RiQRHkHd8hdXx6bpQVbOvr1JKP/Sn5+ATsXN97Nw5tzhRMkZwaGqLEylt8sWJqKTKygw4Be0/O57BrSMvVI6jC0GITvp315WXqX+G50KdXq8bYy/XmHHp159HhhcqD4/cPqHaKHckCDp9wl01Ck1jZyQvVF4u1k8G+YTGj2sIjc45ZIZCCr5QeXhMFSf087nmWtd8Nfc4YZNjmjtt9U39Y5uHOTrqdUPtZaqjf+9pJnmhcuohT1SPp+Py8jmxi9Znb1P/hAx2Gz+bbF8bhr9tjuRyrNir8pyHPFE9mozNy5qbGBKqJVqPvRcSquFJblJk42eRbWVg+GlN0go/UT31kCeqx9Nxebniq492bnHCMO8v6TPZC5VTD5uzcDqXW8ZBDfJK8RsOaC4fnz1MA801YeWYSGJs5tNZR80BhJMEMIt4MDFwMU0VmN0n3GWh+YnP/kvltuTTWsFOmkLjrMPQp26fWNbZNk/kmHNXPU6EJiirHidsvGaXVA2zxTEwd3kcfiEyTbSu+j7eOdo7Vh/VGkCaRmW/BebE2AIzy/OxCxVnpHcxya1AGRYs1OsT8563x5aXe56WOFFxUmXKen0JAoduWO6TkXPgcniHDNxcdM3gKsGnU6jO3H5IQYhOsXarJYCYVkdcTbKuPriIDSspQXy4MDTGyJrdZ2FifeUmW5uYBOvMVSABtnwuRZ5OVo9PNJ1+RxQsESd02q0UJ1zx0sRjDnEiRR8bXdVJ1Y4dOzbvO4dsOFtfX9/87gqsQ95DGcO6OR3FJSeWX0hd14A36ZciK1Sf3PxsOnPbYqKrIYDs2LFrc3tSyL7kvesH+CskPXPDhua96xkfRaDLaxqvihx2IXVdr4ExqJcmLFCf3PysKjPbYiKrwyfGixOmjeU5H54pccKtT05+Ln1LxYnJkyrbFYgL+mD0GcT02X/PPUhsclL5cWl9TuqydYmBXXr52jVRcnkOUUMAsa1UubB3ffBMIk4W1n9qtAt8csHQmJQhEZpQ+Z575bR1gYQqp31N/Kwqs31i8Xc9PtF0+vHaERsndFpuIhcCiRNmfUrwc/EtESeqSKq4cA3AEgMyR2eMDZONQh0uls7UJyn8UuhM9JwxU0sACWjg5ldbshAKZ8B3Ma3UJ1Kfe8WlZSVljeX5XglyQxO0Bb7DHxaBc/MJm8+XSlokToTRzSlO2PisRFLlymZzZ7pTyCuFEF25tCY609VBbrmhGPLl6jerANI0ynZLx1EUDxfTIgLLIERVLq2RTj8ZILiUORf4Dn84BM7JJ2x+PcYcE1JWGyROmLcF2eTNMqmyDVKXYVJQg7xS/IYDmMvHZw/TpGU6x9EvVLcQ+HTWUXMAYa2E8Ip4sCVPpQRm9wl3GVfcMCdyCVkqNwkZ/vb6hFe1KJMtJX4eZnX7xLLOtnkix5y76nGCK2+rxAkbr9klVa4M0dfYGJS4Z+4Cp32x/FyDY4pHKvQ65fqrbOm3rdcaQDgrFzn36bAE5kRmeUN2ttt/IeKM9C4mjrJc9u1ZZP1jgQH1+sR4cSLXPBYqc8w4ESpP4sSMkiql/Bl1rsE2VieY5ObmpzsNd1M3V7/QycvmxLEYI/mtNYAo5U+ocmyAXuAzVkLVo8BKlWujeqg430oVpyy3fYv8sUBD3T7RWPXOFSdyz2OhsnPzc8WJUHkSJypNqkI7dGh8Xx2dzpah54JLTgq/GHrXgA91hliUmBQ4/EPG0hDVBJBer4ClFG6yMGS9RNvwN1JzYWxKyrgIrOt6pMICP6NPBIkK1qcIP6tPMBlW6hNjxQnTHFNqHpM4UYYn164l4sTkSVXs80f6gR7y/JFczwXx6Tbl80dC9SslawzYdOa2xURXRQDZsaN1zdAHVTXN8KuT1PCYKuWtHAFdXtMkysmto1HBMqJGgUVpdlsMhDX4xJhxInYjNRcSJ8aDS99ScWLypEqeqM7jl4Oud16OTqE6c/shBSE6xdqthgBiXalytUlLBtxtPvK5RBvAhwtTU0zM2fK4hCGGsNCn6MwVnwQTE6tPxPGsxSfGihM67VaKE654aeIxhziRoo+NrvqkytQA1wPJOI0OQS3ySvHrJwpuVm6i1c+ZymxvY+fI5ugVYzPXBGDiVUsAMTRE2VYgHI13FLphEedkmTKcbfKKMeSuAva8DPyWThnK9K2aw/zNK56TlcUYzZI429jU6hOh83bqfLvqcSJkL9JWiRM2PrNLqkyNcRkrx+CbWl4qXBMJdxOgj9Y1+HWHdDmXS65PvxDo7eEs69caQDqll35aY2qGLMWUUNlY5kiKMruEnaEt43HR9omVTYTBAHreppN4Eyrurd8QDPjqTbOJq9knuPN2jjk7RF4umWPHCc4ftrZKnHDJqz6p4hh0WD6k89XVy011ffJCymLkxOoQw8NlL5uTcPUyTThcxLYzpR9M7a0lgLAC76B8gc5XeVhuSNQ48oLKDPpMnnwZdLEmp1yBrqTLThLEL6mapx9sdqjHJ5pOP1sD1UK57vuc+dxEJ3FimW5OcYLb7yZ6mx2qTqpko7qfXy4dTfqVkjUGbDpz22KiqyGAxL5QuWn0Hw5ixwuVsw4BXV7TJMnJraNBvXLCRoBVZWZbTGR1+IRsVPfxkzixDJe+peLE5EmV7wrEd85lkH6wDum4dX06mM6b5Nlkc+XlHryh9uAMuNA6XH4cPkObu85xZHTOM3kA8a1Uec+57NY0i0sSS7azV+XQGYO5oTGu9vkY557PHeYwCvPKj6nD5MfhY22H0yfM31VVPtF0Ki23IzZOmOZD03zCwarGCY49ao4TsbaOjRNVJFWuhkydvdv46Od98oblvo4M3QwZi16W7T66rdzV5hi7m/hx+aT0wxCDq9RLVWU+obSgGr14klTZz2bpvEfesNipkktgRnD06WlsG9BNusaY3cSPyyelHxbQLd+dUKFP5IgTuWKEi9fc4wRHn7nFCU6dlDhRVVJlM34scg0w12AKkRfSofrvUkuuvuX0mI2FoY7i+rcIl0eIfJt9u7ZWcVU+UG4p4iUNg2w+wTzv7Qtm0uHN4PKAo49vA7qpYmhCZePH5RPTD0YlKvSJnHEi55y6qnGCo8/c4gSnTmycqCqp4jY2FWPIcMkqNQhiZHBoQyeFUMTYqJQOtQWQTrmsbTWh5GtOOLK4TVyoG2iXkDb6WJtyvJww8fPpn70PK/YJiRNmupzzfii9xIlKk6rSKJXN55Y1Vd0a4NO/ZPtqDCClkeu9gaVlTVW3Bvj0L9m+regTqx4n5h4jlKo3TlBbPh2I6FoAB0YWexyAm2cga6q6NcCnf6n2naaUukMBvmxM4RPbsO24W3HrKOMlRdZUdWuAT/+C7duSPoHVjxNzjxFAhXFi8qRKIBAIBAKBYBVw1NQKCAQCgUAgEKwCJKkSCAQCgUAgyABJqgQCgUAgEAgyQJIqgUAgEAgEggyQpCoTiOj+RHQrET1mal2mABE9gYhuIaJ7Ta2LoA6IT4hPCBYhPrH6PiFJVT78MYCPK6XOG54kopcQ0duI6ItEpIhov4sJER1FRC8kosuJ6CARfYmIziWiE1Joc4CI1ojoHCK6h16mlHo3gM8A+IMSsgWzhPiE+IRgEeITq+4TtgdYycE/ADwY7fuAnmAoUwCuA3AegOsB7Pfwek1X550Ano3WCb8D4CMAjoqlzdTOszt5j7CU/3xXfr+p+0SOaQ/xic1y8Qk5+rEgPqFW3ycmV2AVDgB/D+BaALcxlH3f4PtnXc4C4H4ADgN4h3b+ed0gfHoMbcZ2+pzlRADfAvBnU/eJHNMe4hOb5eITcvRjQXxCrb5PTK7AaA0FTgLwGwA+DeAGAN8A8DkAf57IdxuAbwL4Bwatz1le0Q3Gh2nnb9sNwvfF0Drk9YP/RwG8CMCVAL4N4PMAztJoz+lo9eONGt0HAHwlU589EcB3TT12VvUQnzDKE5/Ywof4hFGe+ETAsQ1bAER0LICPATgNwN+idZLjAfwAgNQNc7vQZt6fTOQDAA9Ee1WxwEspdZCINrryGFoffhft4/z/Aq2z/BKANxLRFUqpj3c07wRwZwC/2NFf1p2/UuP1CQCPJaL7KKUuD9BhAUR0VwDrAC4hoscppb4Zy0uwDPEJL8QnthjEJ7wQn2BgSyRVAH4KwA8CeKxSam9m3vftPvVBE4O7APiaUurbhrKrAfwwER2jlLolkNaHYwE8sKclorcD+CKA5wL4OAAopT5NRJ9A6yznKaXOt/Dq7XA/ANHOopS6moh+GsDbALy/c5gbY/kJliA+4Yb4xNaD+IQb4hMMbJWk6vbd5xlE9CGl1OGMvPuXKl6fgdfxaK8ATDg4oLklkNaH1w2dqhuon0fc1dl13ecdXUREdA6T30UAHoLWYX5MKTX3F4DWAvEJN8Qnth7EJ9wQn2BgqyRVbwfwHAAvB/BcInoPgHejvZ98GAC6bPf5ANbQZvb3YPJW3Sdl0PMm2AfZbQc0obQ+fNFw7jq0y+Ch6O2gnFTAywL5Pghte8d+U/2qQnzCDfGJrQfxCTfEJxjYEs+pUkpdj/ae9uMA7AHwGADvAXABER3Tkf0HgNei3aQYgmu7z5MzqPplAKd09/Z13BWtE98SQevDIcv5mAmgt8O1LiKlFPkOACeg/dvvrQB+RiklwSMTxCe8EJ/YYhCf8EJ8goEtkVQBgFLqkFLqg0qpFwD4fgBvRvvckAd05ecppdYRnuF+tvvM8YTYi9D2yRnDk0R0W7RXRhdH0uaC76oCAO7ZfX7WSeUBER2PdkJ7OFpHeXsKP8EyxCeyQHxihSA+kQVb2idWPqkiojsQ0UImrZQ6hDbrVmg366WgQfu32wcl8gHaqyMF4Fe0889Ge9/7LZG0udBvAHRdbT0IwFeVUvsSZR2L9t8yVTjKKkF8IivEJ1YA4hNZsaV9YivsqfojAA8loncDuAJtIvlYAI8H8Cql1JdTmCulDhHROwE8kYiO1f9lQUQ/hyP3nO8A4Bgi+s3u9wGl1N8PeH2GiP4c7f38dwJ4H4AdaO/hfxTA/4qhzYiL0P499zeI6PZon3Pyb0qpC7u2ngjgYQDekCpIKfUfRPTgzJtFBS3EJ/JBfGI1ID6RD1vbJ1QFD8sqeaB9JP57Afw72n9BfAXAh2F4VYA68iCx/YEyzkB7NfAUQ9n5MD8MTQE430B/NIBfBbCv0/dqtK8VODGF1qL32bA8+bbTe8kOAM5C+/yWW6A91K0rUwDuP3W/y+Hsd/EJu97iE1vwEJ9w6i0+EXBQ10hBByJ6IoBXK/6/Ovp6HwBwglLqYSX0mgOI6FNoHezJU+siyAfxiXiIT6wmxCfiseo+sfJ7qrggoqO7zXu3aX/SbS3/mLDhVwE8mIh+rIyGdaObZO4P4MUTqyLIBPGJNIhPrB7EJ9KwFXxCVqo6ENHZaF9NMMSB0CsRgWBVID4hECxCfELggyRVAoFAIBAIBBkgt/8EAoFAIBAIMkCSKoFAIBAIBIIMkKRKIBAIBAKBIAMkqRIIBAKBQCDIAEmqBAKBQCAQCDJAkiqBQCAQCASCDJCkSiAQCAQCgSADJKkSCAQCgUAgyID/D5k0dqXm5+BTAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(100, 2, incl_fb=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ddfe6383", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.00s: finding forward matches between s1 and s2...\n", + "0.01s: found 145 forward match cell(s).\n", + "0.01s: computing ReverseComplement(s2)...\n", + "0.01s: computing suffix array for ReverseComplement(s2)...\n", + "0.01s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.01s: found 267 total match cell(s).\n", + "0.01s: density = 2.78%.\n", + "0.01s: converting match information to COO format inputs...\n", + "0.01s: creating sparse matrix from COO format inputs...\n", + "0.01s: done creating the matrix.\n", + "Matrix construction took 0.01 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.00s: finding forward matches between s1 and s2...\n", + "0.01s: found 145 forward match cell(s).\n", + "0.01s: computing ReverseComplement(s2)...\n", + "0.01s: computing suffix array for ReverseComplement(s2)...\n", + "0.01s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.01s: found 267 total match cell(s).\n", + "0.01s: density = 2.78%.\n", + "0.01s: converting match information to COO format inputs...\n", + "0.01s: creating sparse matrix from COO format inputs...\n", + "0.01s: done creating the matrix.\n", + "Matrix construction took 0.01 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.03s: Done visualizing \"-1\" cells.\n", + "0.03s: Visualizing \"2\" cells with spy()...\n", + "0.03s: Done visualizing \"2\" cells.\n", + "0.03s: Slightly restyling the visualization...\n", + "0.04s: Done.\n", + "Visualization took 0.04 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.02s: found 145 forward match cell(s).\n", + "0.02s: computing ReverseComplement(s2)...\n", + "0.02s: computing suffix array for ReverseComplement(s2)...\n", + "0.02s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.03s: found 267 total match cell(s).\n", + "0.03s: density = 2.78%.\n", + "0.03s: converting match information to COO format inputs...\n", + "0.03s: creating sparse matrix from COO format inputs...\n", + "0.03s: done creating the matrix.\n", + "Matrix construction took 0.03 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 0.12 sec.\n", + "peak memory: 117.02 MiB, increment: 0.02 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(100, 3, incl_fb=True)" + ] + }, + { + "cell_type": "markdown", + "id": "4a56ee47", + "metadata": {}, + "source": [ + "# 500 x 500" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "9c1bc5a8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.37s: found 62,526 forward match cell(s).\n", + "0.37s: computing ReverseComplement(s2)...\n", + "0.37s: computing suffix array for ReverseComplement(s2)...\n", + "0.37s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.67s: found 124,904 total match cell(s).\n", + "0.67s: density = 49.96%.\n", + "0.67s: converting match information to COO format inputs...\n", + "0.73s: creating sparse matrix from COO format inputs...\n", + "0.78s: done creating the matrix.\n", + "Matrix construction took 0.79 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.00s: finding forward matches between s1 and s2...\n", + "0.31s: found 62,526 forward match cell(s).\n", + "0.31s: computing ReverseComplement(s2)...\n", + "0.31s: computing suffix array for ReverseComplement(s2)...\n", + "0.31s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.58s: found 124,904 total match cell(s).\n", + "0.58s: density = 49.96%.\n", + "0.58s: converting match information to COO format inputs...\n", + "0.63s: creating sparse matrix from COO format inputs...\n", + "0.67s: done creating the matrix.\n", + "Matrix construction took 0.68 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.02s: Done visualizing \"1\" cells.\n", + "0.02s: Visualizing \"-1\" cells with spy()...\n", + "0.04s: Done visualizing \"-1\" cells.\n", + "0.04s: Visualizing \"2\" cells with spy()...\n", + "0.06s: Done visualizing \"2\" cells.\n", + "0.06s: Slightly restyling the visualization...\n", + "0.06s: Done.\n", + "Visualization took 0.06 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.33s: found 62,526 forward match cell(s).\n", + "0.33s: computing ReverseComplement(s2)...\n", + "0.33s: computing suffix array for ReverseComplement(s2)...\n", + "0.33s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.61s: found 124,904 total match cell(s).\n", + "0.61s: density = 49.96%.\n", + "0.61s: converting match information to COO format inputs...\n", + "0.67s: creating sparse matrix from COO format inputs...\n", + "0.71s: done creating the matrix.\n", + "Matrix construction took 0.72 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 2.28 sec.\n", + "peak memory: 148.77 MiB, increment: 31.34 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(500, 1, incl_fb=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "eebf1fd6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.00s: finding forward matches between s1 and s2...\n", + "0.10s: found 15,501 forward match cell(s).\n", + "0.10s: computing ReverseComplement(s2)...\n", + "0.10s: computing suffix array for ReverseComplement(s2)...\n", + "0.11s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.19s: found 27,478 total match cell(s).\n", + "0.19s: density = 11.04%.\n", + "0.19s: converting match information to COO format inputs...\n", + "0.20s: creating sparse matrix from COO format inputs...\n", + "0.22s: done creating the matrix.\n", + "Matrix construction took 0.22 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.11s: found 15,501 forward match cell(s).\n", + "0.11s: computing ReverseComplement(s2)...\n", + "0.11s: computing suffix array for ReverseComplement(s2)...\n", + "0.12s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.21s: found 27,478 total match cell(s).\n", + "0.21s: density = 11.04%.\n", + "0.21s: converting match information to COO format inputs...\n", + "0.22s: creating sparse matrix from COO format inputs...\n", + "0.24s: done creating the matrix.\n", + "Matrix construction took 0.24 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.02s: Done visualizing \"-1\" cells.\n", + "0.02s: Visualizing \"2\" cells with spy()...\n", + "0.03s: Done visualizing \"2\" cells.\n", + "0.03s: Slightly restyling the visualization...\n", + "0.03s: Done.\n", + "Visualization took 0.03 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.11s: found 15,501 forward match cell(s).\n", + "0.11s: computing ReverseComplement(s2)...\n", + "0.11s: computing suffix array for ReverseComplement(s2)...\n", + "0.12s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.21s: found 27,478 total match cell(s).\n", + "0.21s: density = 11.04%.\n", + "0.21s: converting match information to COO format inputs...\n", + "0.22s: creating sparse matrix from COO format inputs...\n", + "0.23s: done creating the matrix.\n", + "Matrix construction took 0.24 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 0.74 sec.\n", + "peak memory: 122.66 MiB, increment: 1.03 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(500, 2, incl_fb=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "15afb2e2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.02s: found 237 forward match cell(s).\n", + "0.02s: computing ReverseComplement(s2)...\n", + "0.02s: computing suffix array for ReverseComplement(s2)...\n", + "0.02s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.03s: found 476 total match cell(s).\n", + "0.03s: density = 0.19%.\n", + "0.03s: converting match information to COO format inputs...\n", + "0.03s: creating sparse matrix from COO format inputs...\n", + "0.04s: done creating the matrix.\n", + "Matrix construction took 0.04 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.03s: found 237 forward match cell(s).\n", + "0.03s: computing ReverseComplement(s2)...\n", + "0.03s: computing suffix array for ReverseComplement(s2)...\n", + "0.03s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.05s: found 476 total match cell(s).\n", + "0.05s: density = 0.19%.\n", + "0.05s: converting match information to COO format inputs...\n", + "0.05s: creating sparse matrix from COO format inputs...\n", + "0.05s: done creating the matrix.\n", + "Matrix construction took 0.05 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.01s: Done visualizing \"-1\" cells.\n", + "0.01s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Done visualizing \"2\" cells.\n", + "0.02s: Slightly restyling the visualization...\n", + "0.02s: Done.\n", + "Visualization took 0.02 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.03s: found 237 forward match cell(s).\n", + "0.03s: computing ReverseComplement(s2)...\n", + "0.03s: computing suffix array for ReverseComplement(s2)...\n", + "0.04s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.05s: found 476 total match cell(s).\n", + "0.05s: density = 0.19%.\n", + "0.05s: converting match information to COO format inputs...\n", + "0.05s: creating sparse matrix from COO format inputs...\n", + "0.05s: done creating the matrix.\n", + "Matrix construction took 0.05 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 0.18 sec.\n", + "peak memory: 122.82 MiB, increment: 0.02 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(500, 5, incl_fb=True)" + ] + }, + { + "cell_type": "markdown", + "id": "134b6579", + "metadata": {}, + "source": [ + "# 1,000 x 1,000" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "55febd16", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.38s: found 62,688 forward match cell(s).\n", + "0.38s: computing ReverseComplement(s2)...\n", + "0.38s: computing suffix array for ReverseComplement(s2)...\n", + "0.38s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.68s: found 109,544 total match cell(s).\n", + "0.68s: density = 10.98%.\n", + "0.68s: converting match information to COO format inputs...\n", + "0.76s: creating sparse matrix from COO format inputs...\n", + "0.81s: done creating the matrix.\n", + "Matrix construction took 0.82 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.33s: found 62,688 forward match cell(s).\n", + "0.33s: computing ReverseComplement(s2)...\n", + "0.33s: computing suffix array for ReverseComplement(s2)...\n", + "0.34s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.64s: found 109,544 total match cell(s).\n", + "0.64s: density = 10.98%.\n", + "0.64s: converting match information to COO format inputs...\n", + "0.69s: creating sparse matrix from COO format inputs...\n", + "0.73s: done creating the matrix.\n", + "Matrix construction took 0.74 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.02s: Done visualizing \"1\" cells.\n", + "0.02s: Visualizing \"-1\" cells with spy()...\n", + "0.04s: Done visualizing \"-1\" cells.\n", + "0.04s: Visualizing \"2\" cells with spy()...\n", + "0.05s: Done visualizing \"2\" cells.\n", + "0.05s: Slightly restyling the visualization...\n", + "0.05s: Done.\n", + "Visualization took 0.05 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.33s: found 62,688 forward match cell(s).\n", + "0.33s: computing ReverseComplement(s2)...\n", + "0.33s: computing suffix array for ReverseComplement(s2)...\n", + "0.34s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.64s: found 109,544 total match cell(s).\n", + "0.64s: density = 10.98%.\n", + "0.64s: converting match information to COO format inputs...\n", + "0.69s: creating sparse matrix from COO format inputs...\n", + "0.73s: done creating the matrix.\n", + "Matrix construction took 0.74 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 2.38 sec.\n", + "peak memory: 146.96 MiB, increment: 24.48 MiB\n" + ] + }, + { + "data": { + "image/png": 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Vfs2xE+ttUErl4e0Lk/H2oSeBe5RS00VkE97+APAKX40nOZGub7uOn/+3nIo+odFvTb0U7+Sk9//BtpT1f4Z/V0ERuV0p9RdgBt6+cRXwa6XUEhHxpTRReOXAhd9S1f4Tq+3f/l/hV6q+P9vwmvzz8VqKAFBKWYAs4MvvUYdv4Nd/zTHDSZ/fhs8VF/o9yiIi+/E+7I/2B9VuAR5WSj0v3teKQiACr3n5u9wVR4A5SqlIEan5Ptf381/LD90ntvV/jgb+dFLZUXgH8O/MyyPeQN8v+jeUUsP6z7sdr1Ap4n8tCiu/o7p6vDnkhn/Xdf38v+BU9IkTmQVEAk9/jZL2Xfhccd9rnBaRErx54p7tb+9yvBNIHheRWrxyIgPYLN5Z6N/GEbwv8sM5KWj/vx1/TNX35028A+0vT9r/Y7yuildP3KmUSlVKDTyp7MH+z8tPKhsCzME7OBf173N83bTT/qm1V/I1M0y+pmxof8yHhog04w0oDMRrIQB4CW9i0a+1VCmlIk/413efS06uW6n/zX6tlDIqpQb2z6Ly89/JD9onRKQIb0zhQqVUzAllY/DOjlotItXf1uD+GJCTOYTX8hTaf50GvO6L+cqbbPTkOpRSKqK/rAd4Ha914sqvK3vC3/b+PvGdlgM//7Gcij5xIr5n6s9fd1ApZeiPATx5fzzemaoNwMZva3D/c2k8cZ9446AK+v/1pe95Ca/O8NA31HOinHit//PBb5BjJ/aLgUqp1G9r438Svkh9P98DpdSzeN0R7+MddH2ZcjcAE0608vRPD08UkRMfnkS88RwOvJ1rA96B/Md4XRzXisgL/WXn4p3R8S5eodIGJAOXAHHAPSJy93e095d43Svv99fRB5yJd0rsWyJyfn85I/Ax3jesZXhnbLQCCcBEoFtEzj6h3jeA8/FOOf8Qr+DLwDt7cEh/mSS8yttaETnr29rp5z+XH7JP9JcfA6zBm6/n2f7di/G+zY8VkT3f0d738fafz/GmGAnA+yyPBn4mIr/tLxePN01CNF5hsguvQEnBq+y95Ot/SikHXsE1EG/czHq8rpJswCAil/SXuxzvNPTv7Lt+/nP5V/vECcdi8M6+3iEiI7/hWiF4x9mleJWgJmAAXvedFbhARN7+unNPqGMu8Ae8suYw3okjI/D2we0iMuqEsn8BfoT3ef8Yr6U2Dm//SRORlBPKPox3NYQDeJXNarwy7Fwgv/8FH6WUAOUikvRt7fyP4XQHdf0nbXhdFL/C++D14I3feAKwfk3ZMu/X+3f7U/HGaRzDq+S04jUJz/+acn/C+ybf0l+2Gu8sixnfs71Z/dcqwptEsRXY038P5pPKGvB2/G39ZTvwmntf5aRAR7zC5Vq8wrATr8K3F7jrhDJJeN/Yvjjdv5t/+7/bfsg+cUL50XhjCdv7n73lQM73bO98vC8Cx/rbWwesBRZ8Tdlw4FG8roxuvDmt9gFP8/eTPULwBvcW4Z0U0oDX/XPeCWUu7+8Td5/u382//d9tp6JP9B/7Tf/z8uNvuZa5X07sw6tQ9eHNB/UOXsXl+7Q3GW8ew4L+vtfR//e9gP1ryl/S/2y39veLMrxL65z/NWUvwKtMtvXXewhvYlTTCWUEKDvdv9up2vyWKj9+/Pjx48ePn1OAP6bKjx8/fvz48ePnFOBXqvz48ePHjx8/fk4BfqXKjx8/fvz48ePnFOBXqvz48ePHjx8/fk4BfqXKjx8/fvz48ePnFHDaM6pbLBbxeDx4PB5sNhtBQUHU1tYSFBRET08PfX19AHg8HnQ6HW63G71ej1IKEcFgMOByuQC0fS6Xi4CAALq7u7V9SilMJhMulwu3263tMxgMiAi+Ntjtdjo7OzEYDJjNZlpbW9HpvLqny+XSjvf19WG321FK0draql0nKiqKpqYm+vr6cLvdKKXQ6XRYrVZ6enpwuVyIyN/dh9FoxGQy0dHR8ZV7UUqh1+u1NgP09fVhNBq19vf19Wnlfd+T73rd3d3o9XqtzsDAQDo6OjAajYgIvb292nXMZjMOh4Pa2lpcLhdKKWw2m/Z9AFrbfZ9ms5ne3l6Cg4O1tns8HkwmE7293tUYdDrdV+7zxHoGDBjAoUOHcLlcREdHU1VVhd1up62tTTvXYDDQ09ODL1+cTqfD5XJp35+vbkD7Xn2fJ7cnKiqK2tparFar9tt6PB6Cg4Pp7e2ls7OzT0T+LlndD0m4xSKJHqHMk0CSrYm6wHg6qttIiu6jrMGKuFz0Ysbs7sSq7wK3G9HrqVHRBEkbPZgBhUX1AIJV3017twEsFgJ7mqgiGrPqwSw9YDZBTy/tBGH09ILRSB8GjLjoc+sIllaCbDro7KTD6KBbzFh6WwnSdQJQ44nAGdxFZyfQ58Jq1yFKR01rIAbpw6WMZGbC0eJerH3NiNtDowrDoWui0xpFYs8RyvtiaCMYj8uD2eD2fgkGAxZ6sFp6CW0/yhEyvP/TTjtWxGCkpxfMuj4Q6HBbcBrqaSSMcGMr4X3VlJEIQLfHiFnXh7Jaob0dPG4wmwnqa6aBcMKCuujoVATpveu+NnQHEa4aCdc3opTCM2AQ5Ye66HbpCVNNdNiiobODRMNxyvtiCDJ00+EOoFtMmOlFGfQk9RwBWzD1nQG0i5V2TwBBxj7aewwYdW7CTW20uy0g0G0MxiJdJHCUI65k0gfqqDjURUtfIEOi6qioMRNk16NaW2nX2wminQ5DCPT2en8P1UOQroOOvgBEp6NHHwhGI+Y+77NgcXd5j0sQ3boAzPTQ4zZi1rvo8AQwMBOOHe5EAq2otlZ6dAGY3F0E2xT09lDTWdPXLd2ntU8YjUbxjcMGg4HU1FQOHjxIdHQ0jY2NX5ETvrHAN2bp9fqvyAjfsa6uLiwWC11dXej1em0s8I0VvinyBoPhK7JFRLDb7XR1dX2tnPCNJ52dnfT29mK329HpdHR0dGjjamZmJsXFxX8nJ3zjo+9+ThzHfMdOlBO+9vrK9fb2fkVe+druu2df+0+UE+3t7Vo9vvYFBATQ3t6O2Wz+ipzwjbknjts+2eF2uwkKCqKjo+PvZJbBYPiKnPBd32Aw0N3djU6n0+7jm+TEwYMH8Xg8REVFUVNTg81mo62tjROfC19dvt/a9xvq9XqMRuNXvlffs+Fri+8ct9tNZmYmhw8fJigo6B+WE6c9pUJiYqKMHj0aEaGvr4+VK1cSEhLC9u3bGTFiBHV1ddhsNsxmMy6Xi6ioKDIyMsjPz+exxx6jra0Nh8NBXl4e48ePZ926dWzZsgWlFGFhYTQ0NBAaGqoJ9traWtra2ggMDMRgMNDS0qL9bbfbqaysJCgoiJEjR/L555+Tnp6Ox+OhoKAAp9OJiDB69GjWr19PQ0MDs2fPRilFcXExqampfPrpp4SGhuLxeLTyzc3N5OXlaeVKSkoICAigq6uLxMREysrK6OrqYtCgQdTV1dHZ2UlSUpL2Q9fV1ZGfn8+qVasIDAxEKYXT6aSxsZHFixezbds2lFLk5ubyxhtvICIkJyezZcsWrR21tbUAtLW1ERwcrNUdERHBkSNHyMjIYN68edx5553YbDYmTJjA5s2baW5uZuDAgaSkpLB161ba2tq49dZbeeKJJ+jt7SUxMZH6+noiIyNxu900NDTgcDgoKChg1qxZ2m/hdDq1jr9//34GDRrEkSNH6OnpITIyUutoaWlp2j3X1NQQGRmJUor8/HzKysqIj4/X7re93btSwoQJE9DpdKxcuZLg4GCqq6uZPXs2paWl1NbWanW4XC4OHz6MXq8nPDycxYsX87e//Y2Kigrcbrfv928XkeDT0BU0EhNGyOGxw7jK8wdGuNay7+PPcA2exgsrx/CT5Feplwh+HvQnXtPdwCg2oIuKYkP65Ywd5eHCB4fw89afcyhsDvfeUEipcRzu9euQDZvZqY9gcIiwqnUAr9ru4lr9b2mor+OgaxSDOpfTGJgDUVGYyjYQaxGO6tL4NOQCbqycQ3dgDuNGuaj56FOKM69EKeGS4sU8GXIXoegZO7KPH627kpeahlAz6xcc0p3FmJJX2Zx0HqM/WMSO6Bk8G/4yr+ku5sLel/hJy0OMynNRr1O4i4t5uWQBP7f8kdfa55Bp34Nqq6BN2RicJJTW2enqbOPqlM0YdB7+4v419Y31OELCsTSuh9Y2hifbadG5KWsI5YWf1/O3bQNQorh4xCHOfmYu6WOdnOFey/rlHaSlVFKkG4+q3UehexR53c+THmBll2EA3a4oSqNG82DJJI6kXoQ7MYktHx+hM9CC8eyLuGLrebzZMJzhgxIxpCTz4cpOou21ZOcn4964naf1N3Jm1AaSatZhjIzgF+5X+HnDpbjDUtAVbKZg4K+4uPYxrvD8jVfOeIGU0je5w/MsAw8+gWvgKA7uF0byFgGRsdS1DCPK9Qkx0xayu8JI9qEVVBhdYLWShB7dyFH8rfxsLkr8Asu21/hTw6/QG+vxWFO5dEwhOo+bzavLOWKZxI+armPd9NfQle9AqqsZFdlGnwderZ7CsKZn6Xacg8HcwMhrp6FeuYe/lV7BFF4k0hbM3cefa6+X2tPaJ0JDQ2Xy5MmMHj2aNWvWsGzZMgYPHsyqVatITk7WFBKfnIiMjGTgwIHk5uZy5513YjAYCAkJ4Sc/+QlWq5Uvv/ySzZs3e5Xm/jHSR12dd5nT1tZWbDYbTqeT4uJiAgICtHGzra2NkJAQ8vPzWb58Oenp6YgIhYWFhIWF4Xa7GTVqFMuWLUOv1zNp0iSOHj1KcnIyIsJ7771HbGwsERER2thUUVHBhAkTGDVqFM8++yytra2afAgODtaEe2JiInV1dTQ2NjJ9+nTKy8upra3F6XTi8Xioq6ujra2NpKQk9Ho9DQ0N/PSnP2XPnj2ICDk5OTz33HOMHDkSEWHlypWavKmp8a5oU1tby+DBg6mvr6e9vZ2zzz6blStXkp6eTnx8PB999BE2m42zzjqLFStW4PF4mDZtGmVlZTQ0NODxeMjPz2fz5s0YjUYcDocmJ6qqqoiMjKSuro7m5mYyMjKoqanB4/EwduxYioqK0Ol07N+/n/DwcJqamujp6SE6Ohq3201jYyNTp06loqKCkpISRASbzYZSihEjRnD06FHtHgA6OjqwWq2MHj0aj8ejyYnKykqys7NJTExk27Zt2jNQW1tLTU0NYWFhmM1mFi9ezIsvvkhhYaF2L8eOHWsQka9dGeG0u//a29sZOXIkHo+HkpIS2tracLlc/PWvf6W2thaTyURzczNut1t78/BZrFpaWgCvRr59+3YWLVrEjh07GDFiBFFRUej1ehYvXqwpBSKidZiRI0cyduxYEhMTaWpqwu12o9PpEBEaGxtZsmQJHR0dmiIQERFBTk4OHR0djBkzhnHjxgGwadMmioqKqKmpIT8/n66uLqqrq8nPz9e029DQUEpKSigrKyMlJYXExERCQkLo7u5m3rx5nH322bjdbqqrq2lsbCQlJYWUlBQuvfRSLrvsMkSEM844A5vNhk6nY9SoUWRkZPCzn/2Mn/3sZ+h0Ovr6+hARrXMPHTqUuro6PB4PVVVV1NfXA5CWlkZ4eDghISG0tbWRnJzM9OnTycjI0AaMgIAAjh49Sn5+PkajEY/Ho2nwfX19bNu2jaamJiZPnkxycjJRUVEAXHjhhej1epKSkggMDEREGDlyJA0NDfT29tLU1ERvby9KKRoaGggJCUFEaGpq4swzz6S7u5s5c+awZ88e2traCAsLo729nba2NvLy8qipqcFoNGIwGAgLC6Onp4e4uDiMRiN5eXkEBgYSHh7O0KFDKSsro6amhsbGRmJjY7W3lZ6eHjo7O3E4HLjdbgoLC3G73dpbJPCV5RpOB+0dit+P+D0u0bH5iBPp7aG6RujudtHQEYDT2sn2xmRcHsUG3Th63IJOB5f3/YlftN5LvPEoSX1FvP5MAz3dHraWRtOXn09YpGK3YSw3/NJNYGYSKiWJiNYidO2tjLEfYGB0Cz+61M3ZCYcx1deR5C7iZd2FoBSb69I5/+EstrmGkxtbgVsMbHVM4pfZa6C5Bd3o0XDmmWz15NK3eQsUFuKuqiTPtZ5l7ol4WjvwLDgXl+gAgRAHPSUllJXp0KWmcV3Cu1zh/hMmI5x3jY1wWxc21Y6rrpaiehtJqaCSYlGXXcyYy1KI8NQw5tIUlE5HuK0bXXoyKmMAF/4yFN1Pr2KDGk+vywMIBr2H/FwPF+YUUNIbR0mZEXdvH7X1epIpITrdji4inNjQZsq7naSmKZg8mQ1pl7OBM9nvSsIaDKVH9UhuNtZAFwbloU+vJ8zSSUtdD57sfHY2pjJ2tJu4eA/lUWPoFR1csAil1xGfIEQEtrMo7gt0UU4m171K++B8tjaksKD3b+h0ClVfT2ZYLW50NDcaeCzxCTr0QWxjNFW7athmm4zY7DR2WNnWNoTL8w/jPl7LFt0ZFOlS0RnAbheSXYX8KHc/Pxp9iFRrFenOFlTmQFRZOZ7qGuoadJwXt5EdaiTp4c3Q58JdU0tqSD2Xef5KaWEffS7Y1jmcje4z6CbotPcJpRQjR45k48aN7Ny5k76+Pmpqauju7tZekltaWrTxuqGhgbFjx+LxeOjr68NisdDX18cf/vAHuru7KS8vJzc3l6ioKCIjI7noootIT08nOTmZ1tZW2tvbCQ4OJiIigksvvZTExEQaGxtpamoiLCyM4OBg6uvrGTx4MB0dHcTExGgv8llZWXR0dDB27FjOOeccurq6WLVqFdXV1ZrxAKCxsZEFCxYAXsuJz2Kya9cu8vLyCAgIoK+vD51Ox2WXXUZwsFevra2tpbGxkbCwMLKzs7nooou0e73sssvQ6/UEBweTnp5Oeno6P/nJT7DZbIwaNUrz1Oh0OvLz88nJyaGrq4uSkhL6+vqor69HRAgKCmLOnDmEhYVplqNzzjmH9PR0TU4GBARQUVFBamoqoaGhlJWVad+JzxBQX1/PyJEjSUlJISoqChFh7Nix2hjucDiIi4vTlKyhQ4f+nZzwvWi3t7cTFhaGTqdDr9ezZ88erFYrQUFBmpzQ6/XU1NRoCqWIEBwcjMfjIS8vj9GjRxMYGEhYWBixsd5lR7ds2UJ7ezuxsbHab+hyuaipqSE0NBS3282RI0d8FirNA/NNnHalKjAwkCeffJJPPvmE2tpaAgICaG5u5vXXX8dkMnHdddcxYMAAurq6CAsLo6ysjL6+PgwGA0ajkfj4eKqrq2lubmbmzJl0d3ezbt06pk+fTm1tLTt37uTIkSN8/PHHxMfHY7FYuO6666isrGTAgAGUlJQA3reT/fv3c+aZZ2I0GnnzzTeB/9V2GxoaqKioQER47bXXePrpp4mMjESn01FeXk5jYyPnnXce4DVZlpaWUlxczP79+9m9ezc1NTXExsZSWlrK/v37KS4uBuCpp55i9+7dOJ1OnE4nYWFhxMfHs2zZMjZv3kxXVxddXV309fWxePFinE4n5eXlFBcXs2TJEp577jm+/PJLPvjgA5555hkyMjIoKyvj8ccf1+6rpqYGl8tFa2sr7733Hvv27aOgoICuri7KysrweDxs2LCBzZs3A17rVVVVFWvXriUkJISysjKOHDlCVVWVNoj19fVx++238/HHH2udUinFNddcw8aNG5k4cSK7du2isLCQ7u5uDhw4QGZmJiUlJUydOpWwsDAMBgPz589n0qRJBAYGMmjQIJ599lmUUrS1tREdHU1AQABtbW10d3dz/Phxtm7dys9+9jP0ej0pKSkcPnyY9evX8+yzz1JXV8fx48dJTU0lKSmJ7u5uUlJSWLFiBXv37iUhIQGLxbvcYVlZGXq9noyMDM303v+W5vqhnv1vIihQ2PbsUja9f5ym5iZWmX7NtuNDeecXr/Ky6ddc9NNgfp62jS1dwymKOIPXy8aR3LcBk8HN8/pfsF1GcaSuh27rIHY9t5RF7id5a00sZy9IxFPbQPEGD384NJr6jz5CBQUSkergF1cEkMdG0jzreePwObgtAaysG86r+3N58IwCnEGd7P5oN+HoqNu9gy3lTqx9wpGjsRw1BFP5+uuYnlrCE+GvUqHS2FTqZFljBldk7+ev3MY69yKWvBvI34rH8dP958K+Feyv9xAT5+ZwkZP3D0Tx8/qf8J5+Ac/f00iC6OideA3Hos6gMnwikTGJvPqpk0PrFSnuzZTWW7n4MiNZ111MdFgE24qiOHLEyWv3lrDu91/Cl+/y6fvVPPZMA7c57mH3M+/wwPP1nNv7V1w9oRiL1nGoN5/mrnaufvtqtu/rZu2+KG7vuw5d4REOMBrdpg9I9WygmQF0WvNxVzfw0po8MiyBeIqPsqMIdteF8kXfIurefI0xvSu4aOhqdi2ro70rku3FkWw1DWTwjy9g1ZdxHB//G95aGUXGrAjO9/yFlY98TlBmFmtKw7hvUim6KCdFpvHcN8fF8MnZfGi+gNRgB0e2t7PDOJ3emhpqbTPoMmczun0lnl4XB6tDOLKliYSrr+U891uMvyyHotou7nymkcdehqJjiSTWfUhf8kRyEuvY0DaB+rRzuOmjOJKKXia34SNWO+9hpW4qnrIyTAaITRtIoyGSnxn+iKFmKx0EnPY+0d3dzVNPPcXnn3+uWZbq6upYvHgxVquVH/3oR2RkZGhyor6+nq6uLkwmE2azWXvZtVqtPP/88/T09Ghyoq6ujm3btrFx40Y++eQT4uPjSUpK4sc//jFKKTo6OiguLkYpRXd3NwUFBYwcOVILwQDYvn07ZWVluN1ujh07psmJZ599VrOUNzY2smXLFrKzswEwm828++67FBcXc/DgQVpbW+nu7sblclFWVkZtbS0FBQXo9XqWLFmCTqdj0qRJmpzIzc3lgQce4PXXX+eJJ57gyJEjXHzxxZqcKCsro7i4mEcffZRVq1bxyCOPsHTpUp5//nmys7N5/vnneeGFF+jt7dWs+G63m7a2NiZMmMDTTz/N/v37aW1t1dq8ceNGenq86zqHh4dTVVVFWVkZjY2NuN1umpub+eyzz7T77+vrIz09nc8++4zu7m5KS0vJzc3l3HPP5dixY+Tl5bFy5UomT56M2+3mkUce0eTE5MmTMZvNDBgwgPnz52uyOSwsjJ07d6LX66mqqiIqKkqTEz09PVqbrr76ajo6Orjsssuorq7mqaee4uWXX6auro6qqiqcTiezZs2iubmZM844g2XLllFQUEB9fT0xMd6lRUtLS9Hr9QwYMADwyvZ+naDjm57V0x5T1dTURFpaGi6XixEjRlBaWqqZ7xISEnjoIe/ajVFRUeh0OsaNG8eOHTvIz88nLi6Ogwe967EqpYiLi6Ompoa2tjb++te/0tbWRlZWFuvWeRcLX7t2LUlJSTz44IM4nU6effZZJk2aRGFhISUlJQQGBnL06FHS09PR6/WEhIRQX1/P4sWLqampISUlhZ6eHmpraxk5cqTmVszLy2PFihXceuutzJo1S3vIxo4dy7Jly7DZbHR3d/Pll19y1llnsXfvXvr6+hg6dCg6nY709HQKCwuprKykr6+P3bt3ExYWRl5eHm+88Qbjx4/nzTffpL6+npaWFoKCghgzZoz2FuaLDQgJCeG5555j3LhxfPzxxwwcOJDDhw8TGhpKe3s7vb29vPXWWwQGBpKYmIher6e+vl6z1BiNRgYNGqQNCklJSaSlpeF2uxkxYgT19fW4XC4KCgqIiIjQXJ9VVVWMGTOG119/naamJuLi4igpKcFms7F//35iYmJwuVxs3LiRpKQkvvzyS6xWKxEREYgIn376KWazmYyMDJKTk+nu7qakpIRDhw6h0+mYNm0adrud6OhowsLCeOaZZ2hsbNRM962trZrrsLi4mA0bNmAymYiLi6OwsJCenh7NhTxlyhRWrVrF+PHjcbvd7Nu3D5PJ6xofMGAAhw8fPu1LDDQ2gcoIZ3RfMWm5vcwqfpaPD+fS63bzK/sS6u4s5ec6F9dFvIBOolBnJbN8q47ufB2m5BhmH/gjR9UgalrziAtv4y1ZSJK7iLd/W8OW9tn8Lvc9XtzYQDtxRLYdoqTNxeKHjCxXC5n+2k42n3MvgYX7eLb4HD6wnMfNlRdBSiIeTykXqOd4rvM2rjlzD4GVkVyWsp4Ezw7+UHs+nXlnsjt6JKPYwbDccJpX72Txxxdz+d1JXPTBp+jrajl/XDm7P1HUByUz1b2M9WsUZ5zt4aJDT7CtO52bxqwjf9fv+dFPgtm1dBs5ta9T1KHYu7sFfUQEnvzRvPnGZsZnHGPxtS4atmxFtUYzJeBDjKPzaVCCywWl7eEkB5XgDo3gobIxnJV4hKiSg7zifBh9wwHGD9ARV3SA8I4y9r1jJsl6nPikQN7W30JRvZ083VaKWxOp3yU8feshXvitjjp3PIPSUhmUuosixnNBvgdPUQXZwS3sak4ncqieB58wM9axiw2VkZx1ViB9r7zJ6gYDi5KKGFKxif0hibx6n5W8qdNw7u+mZcMX/Cytkdu/zEdnLyIlzMlS3QjWfXKQ5+URnsq5n4HSzKTQT3n76GzOP/okX7rORKafgyn4KLOjd2AID6X+9x/xvOt6Eh/bxdmsIKX1KGl0YRs8m5cKcpm5dRcruJALkpeys8CGnTp22OcTFh7NTelv0f5lDTljzbjcHo4fOkCoq4z3TJNIHhyI40D9ae8TLpeLkJAQPB4PI0aMQCnFJ598gsvlwmq18uCDD2oxrb4x9e2332bhwoUEBgZqHoqWlhZCQ0NRStHT0/MVOfHJJ58AXpnU3d3N/fffr3lHpkyZwuHDhykoKMBoNJKdnU1FRQUffPABISEh9PX1MX78eI4dO0ZKSgrd3d1/Jycuv/xynnnmGT755BNuueUWli9fTl1dnSYnrFYrn3/+OZmZmaSkpLBz504Axo0bx+bNm/nZz37Gu+++y/HjxzU5ER4eTkJCAr/+9a9JTU1l8eLFbNy48e/khMfj0eREWFgYu3btwmazUVhYSFRUFPX19aSkpFBWVkZvby9ZWVmsWLGCgQMH0tTUxHvvvYfL5aKtrY0DBw5w/fXX8+KLL2qx0Pn5+YwePZq2tjaeeOIJgoODaW5uZtCgQfz2t78lICCA48ePM2bMGN58800aGxsxm80A2Gw2Hn/8cSZNmsTBgwc1ObF+/XqCg4M1Q8rBgwdxuVxkZ2ejlMJut1NRUcHhw4dRSjFt2jSCgoK0mKs//vGPBAUF8cQTT2hhOD5vTlFRER0dHTQ0NJCamsr69etxu92EhIQQGRlJUlISmzdvJj8/H7fbzf79+7WYr7S0NA4fPhz6Tc/qabdUhYaGIiI4nU7WrVtHa2sr06ZNo6qqisLCQiIjI4mJicFoNFJXV6f5l9evX8/Ro0exWq1YLBYmTJigWVPS0tLIzs7WzIaRkZGEhYWRmJhIeXk5w4cPZ8yYMej1enbv3k15eTmBgYFMnjyZhoYGioqKeOmll2hvb8fhcPD222/T2dnJ0KFDKSwspKWlhZycHCoqKqivr6e4uBidTkdDQwPLly+noqKCvr4+jh07RlRUFG1tbXR0dBAVFaW5MX0Piy9grqSkhJ6eHpKTk8nJySEsLIx169bR09PDrl276Ozs5Je//CUTJ05k5MiR2nmvvPIKRqOR0NBQXC4XYWFhbN++HaPRSGFhIZmZmbjdbsLCwgBvYGNvby/Hjh1j3759OBwOkpOTiY2N5eDBgxQUFDB+/HjOOOMMUlNTqaioYNOmTTz//PN0dnYSGBiIyWSiqamJkJAQrFYrY8aMYcOGDYgIV155JampqZhMJpKTk4mOjub48eO0t7eTmppKTU0NgYGB9PX1aR1rwYIFDB48mMzMTKKioqiqqgJgzpw5TJ06lTVr1tDY2IjRaCQxMZHrr7+etLQ07HY7FotFixHr7OwkIiKCcePGkZubqynGMTExtLa2sm3bNjZs2EBXVxfr1q2jpaWFRx55hICAANxuN4cPH4Z/A/dfRmg9ozyfYXC6qFy7naea7iJsxjkcWXOYx5t/RV5sC3+NeJQn1M0sb8pg3ZEopod8yhubPDxZPIs/m37NCuMsFv7UQYfbTW7Rn9AlJXHh8DJ+n/EbXncvoNUZxtlhOzAYFNNsmzhjZjpFadMZ4/qYkdue5Yyyl3jcchufTnicyxseY2DRp2x5bTM/l1f5cewnrNqlp+14I48P/B3PH8hjuus1rszezoGSODbXZ/BmYT5bPKO4xPk3Rt59ASvd59OCjg3F8aTEdjK440u2NsRxRlwhjQJ3ee5kq20GTy3PpNyTwCvvWujrCWNNez5JKU5GjwjmkvBPSfviQUb2fkThUbi8427e+/F23p7yAbtGXke1GBB3H1tfW8/51jeJCqkmylPA7Z230+aB3X2JLKvL4dNzXsdddZTEsADKDan0KR0lXQlsK41i/t67mOL4CE9iHJfYX2O6/VNueGgA0860cOuZG3km5WlKjkYRv+l3vP50KaW9MRRHzWSO+yV+XHorFwe/Rr0pnFfPeJ3KNXtZ4c7llct3syP5Au7U/5bt0eNRUU7OXX45kZ5DyKTJvFgxiuygerp7bJQ1h3CxYTtnzstm1vDj/Ea9wdCZ8Ww4ns7mvnyOT7+DT6a9wZDVd/F5ezo7jPlkpNXguPpaCtQwPp36CmuMM9muhvGKzMHUUsuD0c8TO3oEt494hTVcSFP4KJqDUvh5/Z3kH3+XJZsu44H6xSxb08NnPcOIf+Bhmu3JJPRW0nPgCF3/Bu6/oKAgDAYD4eHh7N69m127djF37lxWrVpFe3v7V+RETU2NZmFav3493d3dmEwmAgIC+NGPfoSIcODAAVJTUzU50dvbi8PhwOFwoNPpCAgIYO7cuaSnp9PX18euXbsoLy/H4XCQnp7Ohx9+SGFhIVVVVbS3t+N0Otm1axfV1dXk5OR8RU6Ul5cjIjz33HPExsYSGRnJww8/rLkCjx07htPppL29Hb1er7kS9Xo90dHRLF++HL1ezzvvvENfX99X5ERwcDDFxcV0dXVRWVlJR0cH11xzDdOmTfuKnCgoKKC7u5vQ0FDN2+CzstXX1zNt2jRqa2s1ObF06VKsVivHjh3TrDpJSUkEBQVhsVh48sknNTmRl5fHzp07+fOf/8ySJUsIDQ0lNjaWtrY2jh07po3RY8eO1eTEJZdcwtixY9mxYwdjx44lPDyclStXAjB58mRqamqwWCzU19eTnJzM4MGDmTt3Ljk5Oej1eubOnUtlZSW9vb3Mnj1bkxPp6emYTCYiIyO54oorEBGmTp36lXi4jo4OIiIimD59Orm5udpkA5vNRnV1NZWVlezcuZPa2lrWrl1LS0sLDz30kOY6LSwsBO+ajl/P6V58MCsrSwICAsRqtcp9990nFRUVUllZKSaTSQ4cOCD33HOP2Gw2CQwMlD179gggZrNZALFarXLHHXfI/fffLwcOHBC8CzNKYGCgGI1GbZ9erxez2Sx33nmnWK1WKS4uluDgYDGbzWIwGCQoKEgsFos0NDRIeXm5WK1WMZlMsm7dOjGbzWK1WmXLli0CyLXXXqtdZ926dWIymQQQnU4ngHzyySdisVi0/2+++WYxGAwCiMVikeDgYLn99ttlyZIlsmvXLu1+zGazGI1GOXz4sFitVu18g8Eg27ZtE0AKCgrEarUKICEhIVo7zGaz3Hzzzdr/NptNhg0bJqWlpdLU1CSPPvqoFBcXi9FolNLSUq2cwWAQi8UiVqtV9Hq9BAYGyooVK7QyISEhUlBQoN3jLbfcov0GO3bskJaWFpk/f744HA7t/nzt27Vrl4SGhgogQUFBotPppKqqSh599FGtjgMHDkhdXZ3U1NSIw+HQvo99+/ZJTU2NtLW1SVtbm1beYDBIQECABAcHS0hIiJSWlsrtt9+u3c+ePXvkySeflKqqKq1NBoNBaz8gy5cvl6CgIPnlL38pgBw+fFiqqqrklltuEb1eL8Cu098nciTLskZC7V3yyWMrpaa8QeqqOmSy4fdScaBGPn1spYRYe8QR4pZDe7oE+mS4abVUEigh1h758L7l8tmDH0tDQKRk84EM40NxBHfJZ8Z86TpQKH0o6Qqwy0pTjiy/931ps0ZKT3mldAWHyxpzllTpo8Vh65MaY6z0NbRIW3mVtJjDZU1AtpStKZHhli/Ebu2R4KA+CQvpkQ9ufk8+YKhAn+xfVyfZ5pVSjk2y+UiaMEndJ5ukyhQrw0xrBHrk7btWynDDSnmKcyTHvELqAmNk+QMfy4oln0iLJVxWGrKkzeKQKmOMZFtWSc3hOumwhskyfa6EUy7LjHmy/Pa3pAclPbZQ6TpQKC2YJdzWIUsZKdkslSzjSll61yeSw1J5n2GSY1ohz537O2kqrZOuti5Z+fQKaSquks8NI6SmtEaGG9fIMMMqGaJfJXYqJdTWIx88tFJyAlZJ4Zqj0lVaIS2YJczeI+UFLWIN7JF0Vsu7dy6XpgNlsooB0rKrUFY+u1I+eWyFhAR3yTDDKsm2rJIGU4T0oJOaXUcl3NEjH6rRYrN0yjJjvnTU1MmKp1dK6Z4GSWeNlB5ok5a6Jmmo6ZLwMLeUbauUcGqkcl+NdNS0SVdbl3S1dUnZniaBPiknXlqCoiTU1iM2q1saarrks/s+kqc5R9JZKWX7mmTVc6ukrqpDwh29UkeAVKoomaT/vXzMYOnAIEc3lEqIvU9euflzgT4pPtwjLVVt8uHdn8hw02oB3WnvE8OHD5eAgAAxGo1SWVkpFRUVUlVVpcmJ++67T2w2mwQEBIjJZJKAgACtz+/atUvuu+8+uf322yUwMPDv5IRvfP3Vr34lFotFCgoKxG63a7LAYrF8RU7U1NRIZWWlWK1WMRqNsm7dOrFYLFp9oaGh2vjik1M33HCD9r9PTgQGBn5FTiiltOOlpaVy1113yf333y/BwcFae33X8MmJE+XKTTfdJIAEBwdrsu9EOaHT6b4iJywWi8ybN09KS0ulra3tK3LC950YDAb5xS9+odV1xx13SGBgoKxZs+YrcsJXXq/Xy7333qtdf9euXfLkk0/K/fff/xU54fs8fPiwtj8gIEAMBoPU1NR8RU4UFxdLXV2d1NXVicPh0K71bXLC953Y7Xapqan5ipzYt2/f38kJQCZMmKD9vWHDhr+TE8XFxSfKiZ3f9Kye9tl/SUlJsnjxYrZs2UJRURG7du0iLi6ONWvWMHDgQIKCgujs7MRkMmGz2dDr9Vx//fXMmDGDIUOGaNP6586dS3JyMi+//DKhoaEYDAYGDBhAa2srBoOBiooKEhMT+eCDD4iNjSUvLw8R4YMPPtDaMm/ePM2kvH79ekaPHs3gwYNRSmkWnLVr1zJz5kw6OztZuXKlNuutt7eXq666iieeeAKAzMxMmpqaiIiIoLCwEJvNxpgxY3C73SxfvpyQkBDN9NjQ0EB9fT1ms5mAgAAt4Do+Pp6xY8eyZMkSrr/+ej788ENtVkZAQABlZWW89dZb3Hbbbej1eoYOHcrWrVvZsWMHOTk5fPzxx0RFRaGU0oLWMzIyKCoqoqenB71ezznnnMPRo0cZMGAAN954IyNHjsTpdJKXl0dZWRkFBQVERkYSEhJCSUkJvb29/OY3v+GBBx5g3rx5lJeX43K5KC8v57rrrmPZsmV0dHRQWlrK7bffzquvvsqRI0cICgpi6tSpbNmyhePHj2OxWHC5XPT29hIXF0dQUBDFxcVMmDCBzz//nICAAO2tqKqqis2bNzN58mRuuOEG3n77bXQ6HUeOHKGvr48ZM2bQ29vL6tWryczMpKamhsWLF3PffffhcrlIT0/X3ph8s1tCQkJYtWoV11xzDXv27NGCR4EeEbH8wN3gKyQl5sovrtvEldt+yl8Ksti3v4ALcjoY+OZTzE7fTGZkAzQ1M0xVY3CY2KibwPhf5nDVrDoGDBIu5THiDB4GL5lBZksR0/84j/lhK2kw9FCVcTlXdt7FXuMkthY70Zdvo9Azmikp6/hcdzkXz2ml/v77+LjvEi7Rv8GmOQ/Q8+mf2Nk9k40bhOljC0g7Zxx5O55nZVMqv5y0m9eWZaKbNYNfd93LzSuTyI5uI15cfNkxgmE/yeLTR5cxwriXqImz2LrbiskZwqaCEK4P+xPNZ5zBGb2rKfy0me6wGO6r+QnXRj3PsQZAQYyxnWOGNCKsVdQ5xxCXoCMyZzitTy7BtviXHP3kQxoadDw5/Es2qXS2V0Tw4zcv5IbbrZyh1tM9OI/nHu1k6y9fR7dvNzHvP8OC7O1Q46GhsYHwnj4yhhfy4e4ZpBs28ZnrAn4zdSsNVcepGHgpqSndvPHwNmbErCctN5eN5RZM+5az33ktM+0rKT3cRISlnIqz72b5cgPT5+i4vOKX/M11Eaq0hPuv7eGF5Tom9a7n8yOh3Dq1ld8dGcnth67gyRlfMCRgKwUb3KyusWMJsGHsasHgKSIkLorrzOu4s3g49/86kjseN/Ihl3F/9M1sV3l8cGw+27YZWDvlfi74VTR/fquGuw7eyswhOxl94H1+dE4Nta5Qrl49kaYB0xnT9AyJV19L26P3U9wdz8DUIH5XMRtn33GGdP+BvSxiiP0Qt61eyNprHmTl9hwKsFFOLiaG9NRK7WntE2FhYXLjjTei1+t588032blzJzk5Obz55pukp6cTGxtLbW0tRqNRGzd++tOfMmfOHIYMGYKIYLFYuOuuu+jq6uLPf/6zJifS09NpbW3FarVSWFhIaWkpOp1OC3b2zYr2Cc2cnByOHDlCd3c3v/jFL3j88ceZOXMm27Zto7m5mbPPPpvPP/+cmTNn0t7ezurVq7V0Meeccw7Dhw/n4YcfBmD69Ons2rWLsLAw9u/fz4wZM8jPz2fXrl188MEHDB48mEOHDmG322ltbQXQLCsul4uJEycCXg/Enj17uPLKK1m6dCkNDQ0MGTIEs9n8d3JiwIABPPXUU1x//fXs2bOH9957j6ysLBoaGrR0OifGrIoId911F0uXLmXQoEGkpqbywAMPEBkZSW5uLjt27KCuro4BAwZw5MgRLeh88uTJLFu2jLlz51JWVqbFio0fPx7wxqF1dHQwceJEioqKtPsPCgpi48aNHD9+XEuhUF1dTVZWFl1dXRw5coQbb7yRRx99lICAAIKDgzGZTF+RE+PGjePo0aOUlZWRlJTEoUOHmDp1Ki6Xi1WrVmlyIjc3l61bt1JfX09mZialpaUAWkofn5y46qqr2LVr14mPZIWIJHzds3ra3X8ej4c333xTy9UxdOhQwsPDtZxVLpeLIUOGaIoBwKuvvspdd92F1WrFarXicDgYMWIE0dHR5OfnU15ezvHjx1m3bh3Lli1j165deDweysvLtUD4Dz/8kI8//hgR0eJ7tm7dil6vx2KxsGDBAmJiYtDr9ZSUlOB2u1mzZg1WqxWPx8OXX36pTbc866yzSElJ4YsvviAmJobBgwdTWVkJeGO9HA4H48aNY/To0ezYsUPLK+V7eJuamjAajUyZMgWLxUJLSwsiwp49e3j44Yfp7e3l/fffZ8+ePdjtdlavXq3NOrzjjjs0l57FYmHbtm3abL3AwEAtvUN6ejphYWFajFVkZCSBgYFs3ryZ/fv3s379eh599FH0ej3t7e2aIuoL4jabzdp5wcHBxMTE8P7779PZ2UljYyPJycm88MILHD9+HIPBgNvt5q233tKmzyYlJVFaWkpvby8Gg4Hx48fT29tLdHS0NkhlZmZSUFDAnDlzsNvt1NfXY7PZsFqtzJs3j9jYWN577z0aGxspLCzUZqH4zPW+1BfV1dW8/vrrTJ06lUGDBmEwGEhMTMRoNGKxWIiOjsbj8fDoo4+ycOFCLVWHbxbj6SZU6nnjTXC5FTsM48mL7yQ3CcJDdQyy9TG8pYCizCt4TX8R99TfQJlK4vJXp8Cdd9IZEsfLupvoDosi/7LxWB0mLhpZyG9LZ3FW9accWVtLz7I1PLnlTHI8W3nB9ADLeycQtW8fFxy6mx89NICxspGBwcfpDXOwcbOeQcZKwq3d3LDwKC22kYzZ+Rw71CjqdRGoz1ZQbMthmGcnuV88SrVlODf+1MZl48owpiZyzfJLcNtTmZjZw+/2nUWZPpki0hgZUYzpjNH8POcwL+8aRqfLyBtcxBSWIyKE6eo437yC2Mln0ReYxsSW1YjA9p06tixZT27fJrY9tYVJ1R+R0FjE5G0P8tr2AfQVlvPr2y3kudbh6nMREAC/8DxJ4Aev86osZKipiNzobkaygWnpjYyIOELJIQPKGU66s4VzrBu4aPvNfLQ/nYNrazj8yTFCbLFMbV3JQvU+paUKh6GbDH0JRyz5xAVVM3FgO6NMO8kIPs6z78chfW4OV6eSmOgh59krObNqGW6dkf19I3Gt38JvK84jPtZIn97EbSU3c6HrdWxGA8+dtZoLPX8hKD6ayOH5nFX8R3TxGdy6YgaPzTwAOgMftMwg1iGk2+q4e95u5sVs5cp3zuHjxmlM9qzkqd3zcYWF8xfDVXxono/TU8OcAw/z+bExXPzGHH41qZqcQWb26XMZlVTDhfo3yIvrZGB0D8kUkrhkMd3zf0OhfiAG5xDSonpoJOx0dwlEhHfffRePxwN4Y2yTk5MJDQ3FZrPR1NSkvQD7gqbfeecd7rnnHmw2GwaDAYfDwdVXX01YWBijRo2ivLycyspKli5dyq5du9iyZQsiQmBgIL29vRw4cIDDhw/zyCOPfEVO+BQqk8nEmjVriImJ0eKfRITPPvsMq9WK2+1m9erVxMTEcN1115GVlUVQUBDLly8nODiYwYMHs2/fPm2MDQoKIjAwkJ/85Cd8+umnBAYGAt54Mt9YZzabmTx5MhaLhc7OTpRSbN++nc8++4zOzk6efPJJqqqqaGxsZM+ePZqcuP322zU54Wvb+++/j4h3Zl9CQoImJ8LDw+nt7dXcaAaDgXfffZd9+/axdu1aPvroI4KDg2lra8NgMGiz5E0mk5bWYcCAAZrbb+nSpXR3d2tyYuXKlVRUVBAWFqa5aMvKyoiNjcVgMFBcXKzJiUGDBlFdXc2wYcOora2lqqqKmJgYVq5cyezZs3G5XLS3t2O327FarcydO5eYmBh27dqlpWnYu3cvISEh2vh/opwoLy9n9OjRmo6RnJwMeIPwT5QTvklokZGRPjnh+KZn9bRbqsLCwqSvr4++vj4GDBjAnDlzePTRRxkwYAAiQnl5OXFxcRw7doyAgAD0ej16vZ7c3FxKSkqoqqrSkjmmpaVpGvuQIUM4cuQIYWFhtLS00N3djdPpJCoqipKSEjo6OrSHNi4ujuLiYnp6epg5cybV1dV4PB4SEhL47LPPfIFpWCwWUlJStBQMeXl5GI1GSktLOXLkCFOnTiUrK4v33nuPI0eOYLVaqaqqwmKxkJ6ervn7fQpXVFQUHR0d6HQ6zj77bAwGA1u3bsXj8VBTU8OgQYNoamrC4/EQGRlJbW0tIt60EBEREdTX1zNlyhQtFs3pdGoJ3HxvDgcPHkQpRVBQEDqdjrFjx2qWoBMDEz0eDwMHDuSCCy7goYceQkTo6OjQcpXk5uby2WefYTabSUlJYe/evVoCTZvNRlJSEg0NDYSHh1NeXk5sbCzHjh2jo6MDp9Op5Qvr7OwkOTmZ5ORkvvjiC7Zu3crEiROprq7mxhtv5Mknn+Tss8/ms88+QymF1WolMDBQG8zMZjNxcXEUFRURHh5OZWUlwcHBiAhdXV2IeKf6hoaGEhERgcfjYffu3djtdiZNmoSIsHnzZnQ6HSNHjmTTpk00NjYyYMAAysrKaGlp6RAR62ntE6EjJMd1F4c7szlzWCEPzdjD0Psv4v4F7+ApUuws1/No3KtMr/g9nsAg0vQlWNRxnhu5jL8UjmPrgS7q3GGEDh6GqfkA8bnhvLI0jQuGfsobh2dxfeiLbGwbxtFOxdmRu1htuIJFjS/wpmchU8I+prh1KM8nPsbEw89R0xfCdTMP8W7VJKZ5/szi3lf5VdF5FITOIUWKGdf+KbXJyZQ1hdKr4hg1opshxg28WLSAtJKXiUpLYsGHl3D9jFIo2YIrKAVD1XbqjAnMGrSVrYbpHDyWysDa9wAXOYOtLD9oZ9qQNswDU0jxbOGazTczyr0OU8NB3APOQt90AFpbcaeOBfFAUQmH9YNQFjMDmz4gcUYm21Z1QFsb+TGlHFXp0NJCqCqixnMGxT3xpAfu5Ih7DAONmxg2Jpq9K4tRZhOJKfBZyXhcboW5rxR7VAAvrc9jZmY51foYnB2lXDxoM8amBqrzRrFiaRvuiGwGmTaT17yL7boUqrtCOGQ+m4tT36OiIRRXWCbFZXrOjf2CdwpGkGHfR1aisOKQDYcjnEHdywlJTKI5I4OiFe08vD2fm846hPt4DVnTQ/jt+lH8YtxWnvx4EM6gDnTKw8XB7yPOCB4/MBuxmBiTeJzSIy4wmXF07CAzeA82m40jxzNoxE1jYDZpITXonJGIy4Vp31t4Ygcj+mieXpvBW+P/TI3Hw82jj/CHDQN5ouEKLhzwIRUVJt5ufqCjW0pOa58wm81isVhQSpGSksJbb73FoEGDmDVrFqWlpZSVlWlywpfQMy0tjeTkZAoLC7XEkZmZmbS0tJCVlcVHH33E4MGDOXjwIEOHDtUUHF+ZhoYGLU61o6OD2NhYCgoKEBFmzJihxX4mJCSwbNkywsPD8Xg8dHR0kJycTGNjI83Nzdx000188MEHJCUl8fnnn5ORkcEHH3zA7NmzKSwsJCgoiKqqKsxmM+Hh4VpOQp9laujQoRw4cIAhQ4aQkZEBwNatW3G73dTW1hIREUFERASlpaWkpKQAaLMVg4ODqaurIyMjg6NHj2rxXz456HsB7+3txWg0otPp0Ol0jBkzhpUrV2IymdDr9SQnJ1NUVERfXx9Op5P169czfPhwRIT29naCgoKYPHkyvb29fPTRR0RHR2MwGGhoaNASrfomSDU0NBAREUFZWRkxMTEcOnQIq9VKQkICRUVFOBwOTU4kJSWxdu1atm7dSl5eHh0dHUyZMoWNGzcyZswYli1bRkBAAAaDQYubamhowGQykZaWpuW8am1tJSgoCJvNRm1trZa+YsiQITQ0NJCdnc2HH36oxeV98cUXjB8/HhH5JjnxjfkMT7ulKigoCKvVitlspra2lj/84Q+ICEVFRcTHxxMXF0dqaioTJ05k1KhRjBgxAofDQXFxMbNmzWLkyJFERkZqU1HdbjdDhw5FRAgNDSUnJ4ekpCTNDXbeeedx9tlnM336dMaPH09qaioLFiwgMzOTwMBAjh07xoIFC7y+UaVIS0sjIyODwYMHk5KSQnJyMg6Hg9WrV2M0Gtm0aRMJCQkkJSUxePBg3nvvPTweD4GBgWRnZ2O1WklPTwegqqoKpRRDhgwhOjqaq666iuDgYGw2GwCFhYU4HA7CwsK0jOfDhw9Hr9drieLcbjfTpk1DKUVoaCilpaVYLBat/MUXX0xkZCQBAQEkJiYSEBCgKSZjxoxh7969DBgwAJvNxqxZs0hOTmby5Mmkp6fT0NCgJUpLSkrC4XDQ2NhIeHi49pbky1cVGRnJ4sWL0el0xMfHU19fT05OjqYIpaenY7PZmDJlCrm5uURERGiJR31vA2PHjiU3NxeXy8Wtt97KCy+8QGpqKnv27CE8PFxzrfqCJMPDw7FarZhMJiZPnkxubi7Dhg0jODiYoKAgIiMjGTBgAKmpqTgcDkSE+Ph4YmJitFmfO3bs0DIc9/T00N7ezrRp07TcYED3aeoKGlYrDA7ZR1zgEay163n6uSMkG3dQsPoQAxIrGDWhj21pE0mekMy0MSU8kfcqERGtvFESzqK5XYQPDkCiIjFXfI5SzcTqCxk1uA2rqZ6LI16kdfQILkv/kIyoVgKM9Vx0tYWhU/R8PvVRYkaFoR9go3vBhajBg/ll0B9xVW/ngjmtGPX1bE89iwsG7WRgdDGX5K2jISMF5wAdYyO28sjKYVjMxWza2oBKiiU/uZ6MuHLev+EVDE2bGJV0iKdzX+ZS20fkD2ygQR+CtW4zg80rYNgwkmxNXPnWTKLtNVQaQUkxm8t0jI9cR3x0IWMCvmSc4W+MymvAYKzn4vllxBo2Mj7sQ9LPiiLTspJIZwvGo5vIDN5LjLmcWF0ZF/w4AF0IdBv0PHf2W0wPehOj3c00x1ISxsVSf3AdsRl6IhwNjF6UwKD0Ku6e8DajndvJDD/Cznc2kRm+iZhkI3c776WsrZG0iBKcumJiTBUkuFYwJnQLV6Z9wagJfYQairkw+T0szQfJzW8kxrCRUFsVAYMMhNqqWPSrGK5M20B0YAXRxo20BFsxpUM4JSSdbebh/IeJ0m1g6BQbTZs+IiJecXzfdrYOupghjvWcaXiJIZGHSU+sQRcZSqZjH7GmLXw67SmmTz4GMTH02UNoDoskM66QXw1ZzhXpL5IWfgiDrprU5GpCbb1ckrOP0VcNZMmEZ5mRfZRGo4GVXSlUdHcw6hwbiQN0pCT3oeg47X3CJxBFhJqaGs444wz0ej0rVqwgMTGRM888k7S0NCZOnEh+fj7Jycnay3JKSgpTpkwhMjJSSyEDXmUFvNaH+Ph4nE6nlibnmmuuYcqUKUyZMoW8vDxSUlJYsGAB0dHROJ1OqqqqWLhwoaaUpKWl4XQ6yc/PJzU1VbOibd68mT179lBcXEx2djZJSUnExsZy/fXXU1dXR0JCAiNGjMBqtZKRkUFISAhbtmzBZrMxePBgbDYbb7zxBsHBwVr2b5+c8Hg8OBxeg4kv9+GsWbO0l+izzz5bkxMNDQ2anACvt8eX93DcuHEYjUbsdrs2Y3Dv3r2kp6djt9sZN24cycnJTJw4kdDQUMLCwnj11VexWq2aB8Bms2kWNbPZTGdnp5Yry/db+eSELzcVePMm+ix5aWlpWgZ3n5wQERISEsjPzyc+Pp5Jkyaxbt06EhIS2LNnDxkZGVrOQV+qCafTqZ179tlnM378eGJiYggODtaOZ2Rk4HQ6cblcOJ1Ohg0bhs1mIzc3l6uvvpqzzjqLYcOGfUVOTJ069UQ58e8bqB4aGio5OTmyYMECOffcc+X888+XqqoqOe+887SgQqWU6HQ6CQoKEqPRKIGBgWKxWEQpJSaTSbKzs6WwsFCMRqMWqB0YGChDhw4VnU4nISEhEhUVJZmZmV8JFgQkIiJCCya8++67JTIyUgBxOp0SEhIiBoNBAgMDJSYm5u8C/4KDg2X48OECiN1uF0AGDRokUVFRYrfbxWQyydy5c8VqtUpISIhER0fLsGHDJDY2VmJjYwWQuLg4GTx4sFZHZGSkBAUFybx588Rut4vBYJBp06ZpbfK1b+jQoTJ06FCx2+0SFxcnpaWlEh8fL4BERUXJggULJDg4WBYsWCDz5s2T4cOHi1JKpk+fLiEhIZKVlSWAGI1GCQgI0L4vpZQMGjRIAMnJyZF58+ZJVFSUWCwWeeihh+Shhx4So9EoM2bMEKWUFBQUiM1mk6ysLLFYLGKxWCQiIkLsdrsMHDhQdDqd6PV6GTJkiGRnZ8usWbPEaDSKUkqCgoLk3nvv1b6L22+/XYKDg2X+/PkybNgwiYuLk/nz58uQIUPEbDbL0KFDZciQIdp3DUh0dLTWvlmzZonVapX4+HjtnnzfsS9Yffbs2WI2m2XmzJmi1+tl9uzZotfrxWQySXR0tADdp7tPZIeGS352lyxc0CfnL+iSi87rkMpKt1x2XrO0mMJkIa9IgOoQo9EtgQF9Yja5ZWHgUqkyxopD1ygmfY/kZPdJ1Zyr5MKYVXIer4rD3idVplh5bvAzUodDRtn2S51zkDwdcYcs4Tq5SPeqtGGWFoLkkYh7xKFrlGzrYXn2vkZpcqbKIl6RR8LvkVBVL+cGfiCxUb3iMLXI/Ki1EmLtlsPEC7glK/CA5A9rk3v4tYSqeqnDKj1hkfLw0N9LSHCPmM1uOW92uyyyfSh5QfvlgphVsmToH2VEdIWkxHVJExbpmLVQ2iKT5WF+JWG2TjnXuVqaAqOkbfYiGRm8Xx5Xv5THp30gT3GNNFmc0jIoT0awVfKGd0rNkLMk37pfLohdLQ2lDXJpzOdSR4BcOGSXXLygRbqCwqRr7vnSMv9SeWLoC5LPFnlk+qeSHFIvucM6ZREvyzxeF4upVx4Y/EfJCz4gFwa9Lw2DRksNThmd3SF1866QRTGrJcDUIw/c2yNPPtgmbUa7uAdmSps+WOoKayTPdlBGDO2UAGOPVBripMY5WBKsNTJ/0B6xUyUXBi+VmnlXycjsLnl09mdyvu5NCaVWHrHcIU13PiLnRq0WA71ScduTMsJ+WM6f2yFPx94vI7O7pGn+5dIyZLSEmlrkvsF/lgeH/Fkcwd1yPn+TKsIlL6tbzo1aI0GWHmmYeYk0BUZLYkynnBe0VB4y3yk5bJGU2A5pwiItmOX8Wc0SEOCWshnXSKCuQxZMb5c4w3FZpH9TFsWtERhy2vuEw+HQ5MSCBQtk0aJFUllZKeeff/7fyQnfGEh/cHdwcLCYTCbJysqSuXPnamO5T074ZEBWVpZERUVpY+yJk4WcTqc26WbYsGEybNgwrQ673S5BQUESHR2tjX8nygmj0Sh33XWXANo45HQ6Zfjw4ZqcmDNnjhiNRjGZTBITEyMzZ86UkJAQmT17tgBauw0GgyYnAgMDJTY2VrKzs8VgMMjUqVO1gG/fGD5s2DAZOnSoBAcHS0JCwlfkRGZmppx77rnamDt//nxNTmRmZorZbJasrCxtYlhAQIAMGTJErFar2O12TZ5mZ2fLnDlzxGAwSEhIiFRWVsqDDz4oZrNZBg0aJGazWQoLC78iJ3xjsd1ul4yMDE0Gz58/X3JycmTWrFnaBC+n0yn33nuvBAcHi06nkzvuuEOTkTExMZKdnS0LFiyQIUOGiNFolCFDhkhwcLCmLwAyfPhwiYmJ+YqciI2NlcDAQO03mTVrlvabzZkz5ytywnfMaDT65FXbNz2rpz1PFXgTVPrSz4eHh3PDDTdolqeQkBBtnSOfqywgIEBLxGYymfB4PFxwwQUMGDCAo0eP4nK5cDgclJWVYTKZ6OvrIzk5mdraWm3tIp9W7Ztm6cuV4dPeu7q68Hg8WiI5X8Kzvr4+hg8fzp49e7R1pkJCQrRYrLq6OiwWi5ZwrrS0lNTUVO1eGxoaNGsOoE25tVgsxMbGUlxcTHh4OG63m8DAQHp6eti9e7cWN+BL6V9XV0dUVBRWq5WwsDBuuukmHA6HtkRBZmYmH3/8MUVFRZSWlmpxUPv27SMuLo7Y2Fj279+vZSL2Bc7r9XpaW1sJCQmhsrJScwMaDAZ27NiBUoqoqCgtUejrr7+OwWAgJiaGvXv3YrPZiI6OpqCggOPHjxMQEAB411jyZZ4PDAwkMDCQ5uZmbeowwL59+9Dr9drSNtXV1RQXF1NWVkZPTw+NjY20t7fT19enWc1EvLlpHA4HO3fuxGg0Ul9fj8fjITw8XHsDCwkJoaCgQFsDsqKiAoAdO3ZoSw84HA6qqqr0P8Aj/62Uk8DU2s2I20lpo5Xk0DbmzxvE0mkv8lN+S4V9MEXtA5nNh9T3OMiTbZSZM5mjW87N7feyyzoBcaUyd+ddJIU2oxfFpNbPmBO2EU95B0uM88l37WR69E48JSXsJ4UhHCDTWIzCQ7gSJnhWUGYdw8ZH17PB+keWkU1R1zFulkfYqx9LdEcR5+leZXfDcFJMJVw85CDn7n+dseoALknifuuDTHAtI89TwCY1jfcNl/KbgCXs7hnA78ue5K/Jl6EkCdE5eas2nTRVxFPd08jiAD/LCmXn9l1ssQ/l+tjXeLxkEZPDtnKx7iBJQbU8030D4Ts9FHIGTxjvZ2zbQWoMcYyp2cL1zqdJCa5BFxHBa7/ewdDQEtKPVzC1cS9PDnmRqz76LeyIwO0RinUZeKI97N3Txta4BbyWcBMbD5jZoRvNzN6lfNA0BVQ7fR49U1vfpDA4hjuqHuINTy5jWz8DYxv7dk+muNzC64MqWXTgLp4z/IKrXw1CZ2jkgrjVbD7QydjgXTicwTgPH8RwtIIMk5unu3/KLzlMSvEKdtYEoawWJgYe4HfN13CF/j0sRsUC3iaQHuq6g9FtbYD2oSSzlZ9zPXklrzKxdxm/b7wU1dHCRM/nFDGIIYYjTHAXM3ZUL88XTuG1nRN4zXQLI5tXUupOYL1jBsbuNtbbZjPZdZiaRiNj9UbmmJbxwdFhPMStsNvJdv0VjHIUclHws7yH67T3Cd8SYy6Xi6NHjzJx4kTmz5/PlClTtPxCJ66H54vH9LmnAgMD8Xg87Ny5k/DwcJRSNDc343A4qKysxGazafE6hYWF2tp1JpNJi3kC7zhWXl5OX18fer2ewMDAr8QWiYg2OWrYsGHamLh06VLsdjsmk4m2tjY8Ho8mM3xywufGExHWr19PQkKCliQ6JyeH7du3Y7VaiYmJobi4mLCwMMLDw7U1/nbv3q2tcdfc3IzZbKaurg6n04lOp2P48OHcfPPNOBwOjh8/TlNTE5mZmXz00UdaLC5AdHQ0lZWVpKamEh8fryXI7urqoqmpSVuL1Sc3jh8/jsj/rp/7yiuv8N577zFo0CAtD+CJcmL37t1aEuauri6OHz+uha34vFTV1dUEBQVpq3iAN7bsxLUOfZnQwWsc8uWzampq0n4rEe/ajb6M6oWFhezcuRODwUB1dTWBgYFarJUvnUVDQ4O2FuGJckKn02lZ4CsrK78xzchpj6nKzs4W3/Ijvb29xMTEoNPpOHz4MCkpKcycOZMDBw5QVlZGdHQ0e/bsweFwaD9oUlIS+/btIycnh08//RSTyURSUhIGg4GEhAS2bdtGeHg4zc3NDB8+nGPHjvHaa69x4403ajFZ0dHRdHR0kJubS1FRkRa3FBUVpQX3dXR0aJlnffFUvmzlvsy9vsUrdTqd1qmjo6MpLS1FREhMTKS5uVnLCBwdHc3q1asxmUwEBQWhlOLKK6/kww8/1GbVJSQkaMrHZZddxvLly+nr66O2tpauri7cbjdWqxWj0UhLSwsJCQmaGy8pKYmMjAy2bNlCXl4e27Ztw2azUVlZSXd3N3a7ncjISHp7e7VEoD09PZxxxhlUVVVRWVmpLULZ0tKC2WzW4pd0Oh0LFy7kt7/9LePGjWPt2rUkJiaSnp7Ohg0bGD16NJWVlXg8HhoaGujq6mLs2LHs2bOHYcOGsXPnTm0ZmnXr1nHNNddQW1tLdXU14eHhWo4Wi8XC5s2bsVqt2vIySUlJvmeHP//5z4gI1dXVREdHk5WVhV6vp6+vj/379zN06FB2795NS0sLwcHBtLe3Y7FYtMD+Xbt2cfXVV1NWVkZRURFdXV3fuKbTD8WI7Bz5cWM2W9wTSPRsINrcw4bcx7B/fBMt0x7iwvztFO7Q4yoqIyO2nHE73+C1iJlsbhpEj300ifpNHG92kJAbRuWq3YAwKD6YepNifPQxnt17FtkhR6huDmGUYyu9CZO5+JFsXrllF6VlZRRUxDApro63W6bzSe6dPFKeR0XPKEKbP6QldA6X659gXW0KKIUu1EFYwx52dg7g7pGHuaPufEbXvcmSlvu5iKcoS5xA2TEDKdZaRnuWc5H7S7bFnMErxaMJpJjBiS62Ng3E7baR5GxlWe8FJBS/CAFmBse7iWvZzpzLhnHzJ0OIKPFm03bFJ+KpPEpz3CRSB+gY41rPbSU3Ma7xcZo6AglwVTIspJlilYSntY2DQVMYKBvp6uqgM/4Cnl20gev/YObRnM38attkUsKOUFriJKLvIDWOkSCwMGI1x5QN8cArx37MxLOqWVExhruqz+Mtw0wSeipxdhxke18WCQMjKC9tw504ifz4teze1MZ9owv566oebClOqtNmsna9kV+PXMP7+wbiHB7O+g0xDGA5868fxNo/bScoO5dxO5/lC9s5tHe3cefan/HHqzfRVLCLo8Ez+ZHpaQ6786hNSWcc63l1azoLQ1Zyb8s9pIcXcVH8WsqORrHgrzO5cfYG9K2FhEgzTfYRXDh8H25lRCcu7tr7M84ddpDq9SvZJ2M5HDSJ3xgXM7drA7f0XcyigI2cseM1nr9mO/sqdNQfqmdr148a66XjtEar91tXAHA4HDQ1NTF69GiWLl3KzJkzGTx4MPv376e0tFQbjxsbGxERRo0aRXFxMc3NzYwYMYLVq1dr47HBYCAyMpJNmzYRExNDR0cHWVlZiAgPP/wwt9xyCyUlJVRWVhIdHU17ezs5OTmUlpZqY1tkZCR9fX3a2O7LNO5yuRg+fDhlZWXY7XaOHDmihXdUVFRgt9u1heIjIyMpKCggLCwMvV5PaGgojY2NOJ1Oent7KSwsxGw2a7GrP/rRj3jxxRe1pM7Jyck0NTURGhpKSkoKer2esrIyqqqq6Orq0haUDg0NpaWlRVuztbOzk4SEBBYtWsTvfvc78vLy2Lp1Ky6XS5N5PpefT3lzu93U1NQwZswYqqqqOHbsGD09PVgsFpqbmwkICCApKYmSkhISExO1HF55eXmsWbOGoKAgxo8fz86dOwkICMBisRATE8PGjRvR6XRce+21/O1vf2Po0KF88cUXpKamEhgYyCuvvML111/Pvn37sNvt2su473fcvHkzQUFBdHV1abpBRUUFf/nLX5g7d6623J3D4SArK0tb7s4XyN7Y2EhbW5tm8HC5XNp97dixg3POOQePx+PLC/aNs//+Ldx/cXFxcscdd4jdbpeKigqpqamRc889VzP/+cx2gAwYMEDLHeUz+86dO1cefvhheeSRR2T48OESHBwsNptNdDqdGAwGMRqNMmvWLLFYLBIUFPQV99/AgQPFbrfL3LlzZdCgQWIymbRrzZw5U3NN+fKD6PV6GThwoGaufOihh6SyslIWLFigmTmLi4vFYrHI4MGD5dxzz5UFCxZIdna2ZGdnS1RUlNhsNs08ffjwYcnOzhabzSbDhw+XwMBACQkJkcLCQp87SpxOp2bGnDFjhua2HD58uNhsNsnOzpYHHnhA7r33XtHr9RIVFSVZWVma+zEmJkb71Ol0Mn/+fCkuLha73e7LuSGBgYFit9vlnHPOEYfDIfPmzZNhw4ZJdna2xMTESGxsrJSXl0tlZaXk5+fL2rVrBZBf//rXEhISIr/5zW80c/i+ffu0dut0OpkzZ44UFBSITqcTp9P5FXNqYWGhZo4uKCiQ7Oxsueeee7Tjs2fPlujoaNHr9bJnzx6JjIwUm832dy7Y7OxsGTp0qLbfZDLJ4cOHJS4uTs4991yZP3++hISESHFxscyfP19iY2MlPj5e5s+fL4DEx8f72u063X0iJzRMLot/XT6+7xO53PG41JQ3SVNlk9yfd688afqV5LNOEmL7JCqgXgayQhYM2C13GBfLDfZfS1xAjZjplIVzOmX5Eyvl88eXybKcKyQxuE4eC7hFLjE9I+fzuow2fypVM38kdxkXy6NcJ8kclse4Ti7jIVky8AXJCy6QhXN75LzMPXKX6edynvk9mccSSYjqlCUBt8mF0a9JYnCNLOR1GWn8WN4f+mOBbkkIrpVlj62QusouuXB+u9xt+aW0HK6QmvI2GW35VM4dsl8uWNAlDfOvkMtGrJBlI66QS2JekxFBByQhulsu4G/SUFApz2f9Vp6y3iqX5qyQ8wOXyvO2m6WusEYuiXlNpvJnuTn8DpnGX+WpgJvkicBbJSG4Ti6OfV0eHfKCXB7yqCzL+ZEsX/KpfP7Ix/IcV8sd0XfJ5Qm/lacsv5aW2RfJvfH3SsOcy+WCmNUyVb0sF85vl4biOnkh6Ab5jf56sdAkF+qflkvNT0vNtjL5nf1GaZp7uVw4fK88PewFuTP2Xrk0/g2pKW6QlsomWZF3hTyR8aRczgPyyR3vy8X2pfLBXR/LYD6TRwN+I1X7asRBtdwYcY8E0iRVuyrlk0c+l9Hmj+XmyHtktG6zNM24UC7mRWkqrJTzYr8QA51SWdAgF2UfkE8eWCbnBX4gSbY6qZt7hdwRfbdM078iFXtq5KLYNyQpuEYe5Vq5iL/I+TNb5JIRK+Wy3JXyROZzsoSfi4Vmuc1wvdQdrpML4r+Qi+a3S9Pcy+S39pukobxJFs3vkjtj75G74++T8+d2ShzlckH8GqnaVyUWUk57n3A4HBIXFyd33nmn2Gw2qayslMrKSsnJydHyOJ0oJzIyMr5WTixZskQeeughyc7OluDgYC3X0+DBg8VsNmvhCSfKCPpdZXa7XWbNmiUBAQGilNLyTM2cOVPsdrs4nU4td5Ver5f09HTNrbRkyRKpqKiQhQsXitlslsOHD0t5eflX5MScOXMkNDRU7rzzTu1+fO4/39hot9s1OWG3278iJ8LDwzW55Lu3yMhITSbm5ORockKn00lUVJTExcWJzWaTefPmSVxcnCYnlFJy7rnnSnFxsdhsNk0WK6XEbDbLtm3bJDQ0VJMTWVlZEhsbK9HR0VquyREjRmihLbfccstX5ERwcLAmJ3yuSl8+MbPZrMmJ6dOna2EmBoNBlFJSXFws2dnZmhvQbrfLvHnzNDmxY8cOMZlMYrVatd935syZmgw+WU4cOHBA4uPjvyInysvL/2k5cdqVKofDIbGxsWIymTTfd0BAgEyfPl37MZxOp1gsFtHr9WKxWGTIkCHaDzFkyBDt2EMPPSSxsbHicDjk9ttvl4CAAMnMzJTo6GhJSEiQAQMGiE6nk7S0NAkKCpIJEyZo8Tk+v2pKSooYDAaZOHGi1tmMRqOWLDQkJEQee+wxmTFjhgQFBUlcXJyEhISIw+GQW2+9VcCbAG3GjBmaghYXFyfnnXeezJ07V2JjYyU4OFhTqhYuXChZWVmaYmcwGGTWrFmSlJQkCxYskClTpojFYpHbbrtNYmJiJCsrS4KCgiQmJkZGjBghDzzwgOanzs7Olttvv13MZrPcfffdAv+baM1gMMiwYcNkxowZEh8fL0lJSWIymSQqKkqLX/J9pxEREWKz2bRYNIPBIEOHDpWAgACxWCxyzjnnaJ0+Pj5e4uLiJC8vT2bOnClZWVmSkJAgkZGRYjQa5ZxzzhGllFgsFi0x38CBA+W8886T4OBgOf/88yU+Pl4GDhyofZe+B95isWi/jy+RqMlkkqFDh2pxVMHBwZKdnS333nuvKKW0+wkMDBSHwyExMTESFxcnubm5MmTIEHE4HKLX68XpdGo+eIvFIuHh4b7vqu9094kER4bkR5XJhYY3JcF8VOzGdhmpNknlrmL5re6n0nLz3fJI9EMSZzwuwTSI3dguTw75nTw68ClZyGuS5TwquaZdkmfYJi/k/E5aFlwq+SEF0nDHE5JkKJeageNlRGSZXBD/hYwI2C/59oPyQOi9cnHsKqmZdpFcZPtActgqI4y7xESrHE0dL8n6Mrn3zHclhy1yXsQqSTKWy8LoL+RB013iCO6SRx/okAWzuuWxwDskP6Zc8hyHJcHWKI8PeEq6MMno0AKZP6NdHOZ2idUfl2fjHpCLFnbIc/M+kwtiVsr5wR9Jjn6XNGGTP+W+IB2x6XJR1l5ZOK9TwvRNUjf7ChmZeFwuWNAhj0z9WEaZtsuSqR/K89m/lwti1sh5MV/IhbGr5NkRf5DH76mXi4bvkXzjdrkoa590DMmXF2LvkqpbH5RF/E0SVaks4RcSqmuU84cfkMemfyJPxT0ooxMrpC0oUp5x3ilZQ3olL6pMFg7cLkkckafC75aLQj6UBFujNDkz5ALd65I7pF0SdOWSbCiXx2+vlnzWS83Z58rzsfdIfmyF5I/oknNntsvzWb+T3yY8IDmRR+V8XpFHbqmRi3hRLopeKdkB+yVfv13qMsfLJed1yYW2D6Tr/Mvkgtg1Mt/ykTyb83sZYdolFpokmnJZGP2l5NsOyPm8KOc6PpckSmSEfpucN3ivXGB4Q54Mu1tGWXZJwwPPSdM9T8iF6lVZFLlKsof2ykLLu5IfUiB5sRWyKPYL+UPu76QlMl2SElwSoOuWqrCB8sSQ52SEYZckmI5LU0S6PGe+XnQMPu19whc/ZLfbRafTaYLflzD4RDmh0+lEKSW33nqrDBkyRIuxslgsYjabJTs7W0tafNttt4lOp9OUiYSEBAkMDNTGv+joaJkyZcpX4jj1er04HA7R6XRyyy23aC+QZrNZYmJiNDnx6KOPysCBAyUqKkoCAgLEbrdLTk6ONs6GhITIzJkzxWQySf/sRikuLpaFCxdqMT8+uZSXl6eN//Pnz/9aOWE2m2XKlCla/JAvdjcnJ0eGDRsmjzzyiAQEBEhWVpZkZmZqSionxY8NHTpUIiMjZcGCBZKUlKTJQV888Mlywm63i81mE5PJJHa7XUJCQkSv12txZGeeeeY3ygmn0ylKKS0paWxsrAQFBYnJZJKMjAxJSkqSzMxMWbRokVitVomIiJDc3Fzte1FKSWRkpPb7+BKoRkVFydChQ8VoNIrD4ZCAgAB58MEH5cEHH9TOsdlsMmDAADGZTDJv3jxJSEiQESNGSGRkpCQmJn5FTviUSofD4VPS27/pWf2XZv8ppcxKqfh/pQ5Am+7Y1tbG7bffzqRJk7Q8UL/73e+Ii4sjJCQEt9tNcnIyR44c4dChQ0RHR9Pc3MzEiRMJCAhg+/btWn6mTz75hK6uLlpbW6mvr2fIkCGUl5fjdDo5evQofX19rF69mrFjxxIfH8/kyZMJCAigoaGBsLAwVq1axezZszX3V3x8vLa8yssvv8zq1atJTU3F6XRy4403MmHCBH7/+9/z0EMPcdttt7F+/XoyMjIYOHAg1113HcXFxWzdupWWlhZSUlJwOp0EBATwxBNPkJaWRlpaGkePHsVkMnH8+HF+/OMfs3HjRlatWoVer+f555+noaGB+Ph43G43LS0tREdHc88991BdXY3dbkdEePnllzEajSxduhSLxUJiYiImk4mMjAzS09NZtWoVixcvZtOmTQwdOpTGxkbNF33o0CHuuOMOzXybmJjIyJEjCQoKorGxkZtuuombbrqJ/fv3M3XqVC2JJ0BMTAzLli2joaGByy67jO7ubkSE/fv3M2/ePG644QbNLN/V1UV2djZGo1FbrqG8vJyf/OQnJCYmEhkZyaBBg/B4PMTGxhIcHExLS4sWP9HY2EhXVxdms5nk5GRqampYunQpQ4YM0RZ37unp4dprryUqKorRo0dz3nnnERQUxN69e5k7dy4Gg4Fjx45pCzufffbZHDhwAECd7j4RTj1ndD7L2PBPmdr7ALfd0saHGb/g7pEPsz5sDj/7XTbvRF7P6PBDTOIvTEkrovzQHg4eKaM0cjQmE1wy+ThnBL6BchfwRlk46dYqXv7AxHj5Kzc0305Cy4c8NuxFhrrf4/zel/lj8yX0NrZx84pUcscZMMTHcunUGoYEHuOp+nyuC32RsrVr0A0egE6vWBD0AsaIUN4zLmQ2zxHw1p3sXFHLjvSFjI36jM9/vYLRE83sq+jAVVzEx79cjm3D75g4oJyooeFc+FM7kSUvoba+SUzHZ+iSEqiLzGSx4xUWvruQl8c8yyjdJhLK/8Yd5od451ge515pJWrzYxQs30y+4VUOrtyO6/hxEA9GnYfojs/ojY3h0AN3MaruaUaHfYST9fy18RwKW1u54/l6iIphZEQJtXYjtw5+mzNSjrF/1Q4Mi6/l080hvJJxJ0dbGjGVHmJMw6MklL7IjgMWAgLgDwkPMialipdGP4UpuJLxLU+w4zdvsHPmbQQuexxPeAw3r8lA2Wu5WP7CxfF/QT79Ha6aKi6+XI+xqw2zqZT3f9fAiLtnMyb8Y5K7PmVgwGp+1Xonzwz/EwYDdD78MB6PsNZ1Bue+PpcrIj7iJ9HPMC6qBJPexYL4L7EE1+Jp3cemqXdwtvFvGJtqEXMAO5rSuGBCBQ+8p+f+D4OQzEykvQNjaSGBfXtZtvgjLotejn50Phec7+HtpBvZsqmL2fMVSyzns+dYNyo0hDEBO3jz7Oe56OBN2Gg47X3CbDbT1taGTqfD4/GwZs0aMjIyGDVqFLGxsfz+97/X5IQvFvaFF17g4MGDREVFYTAYmDhxohZj61ua7OOPP/a6lF0uTU643W5EhLa2NlpbW1m1apUmJzIzMzEajXR0dBAZGcmSJUuYPXs2ZrNZi7nxyYmXXnqJw4cPs3jxYkJDQzl06BCpqanaQsc33HAD69atIyMjg0GDBvGb3/yGiRMncvDgQTo6OsjPz2fgwIGEhobyzjvvMHbsWAwGgxYrfPz4ca6++uqvyIlVq1ZRV1enxYC1tLRo8a6vv/46drsdgPb2dpqbm3nqqaeIiYkhPDyc4OBgBgwYQEZGBi0tLYwePZpNmzaRnZ2tJUWtqqqipKSEAwcOEBgYSFJSEgkJCZx11llarOzPf/5zZs6cyUcffURUVBRr167V0hedKCcuvvhi6uvriYqK4g9/+AP33nsvISEhWrLvnp4errzySmpqarREzn19fbz55puEh4fjdDpxOp0YjUbi4uKwWq2ICJMnT6apqYn6+nqcTietra2cddZZvPfee7z77ruanGhvb6e8vJypU6disVgYOXIkixYtIjExkY0bNzJv3jxNTvhmnk+aNIl9+/YBfGMy3H86pkopFQh8BowEFonI+/9MPfHx8SIiWsyLTqejrq4Oo9HI5MmTKS4u1tbwE/GmOThy5AhKKS688EJ27NjBpk2btAUh9Xq95vdtbm5m2LBhHDt2TEscevXVV7Nnzx5EvOsuHT9+nHPPPZc333xTy7o+f/583nnnHQYOHEhhYSHx8fFaHNLAgQMpKSnh1Vdf5d5772Xjxo0MHz6c48ePM23aNFasWEFfXx91dXXk5OSwbt06EhMTEdFWt9ZivK666iothcSoUaO06b4ul4vKykoSEhKIi4tj7969DB06lIqKCpqbmxk8eDB79+7VFpVsbm7WckRddtllfPLJJ5SVlXHmmWdq6weGh4eTnZ3N9u3biYiIoKmpiSuuuIJ33nmH5ORkjh49Sl1dHddffz1PPvkkNptNC6h0Op3ExcWxYcMGPB4P0dHRdHd3s2jRIpYsWcLQoUNpampi2LBhlJeXU19fz6hRo7RYLqPRyObNm2lqasJutzNmzBjA67Neu3YtQUFBXH755Tz//PPExcXR2NioTWXt6ekhNTWVqKgodu/ejYgQHh5OWloaOp2O4uJiLa+Ybw1EX3yewWAgOTmZbdu2ERUVxUsvvcT06dNxOBzU1tYybNgwNmzYwIQJEzCbzRQXF7Njx45/OqbqVPWJEfEJMkGu5KymlexwDKOyI5A5zav5zDEW29kzideXcsydwfXyMtvcsfxNdzNji++iWKURc+7FWN+7l6Tag6xsH0RKcCP6kSPoOKLoNDVQVJ3CuVmHeev4GSTXbqbRoOOey0w8sT+PUnI5g5dJLd/BgfnPcMkbM8kre50rB/6J62aYePajbrqTx1FR4mGRvMaWlAvoLS4hPsNDaTH8/OVz+eTe9ziwqY47hh3hV5WXkxDbQ5LtKO51mykMzac8/hKOrdvOpKSDmAx1qOpqIugkPsLI06WzeWljHo+f8QQpiW5USir1RxsZ7TrMYXcEqyoGkJDgIS2pj8Yv95Dzi1lULP2SLc0DeWjwBpbu1XFEkrCHCy11QmO9AZxOFl0VTfEfP6C800TFuIdp+uILZtk/YptM4LzsQ3yxtxtjSDI9TQ1MuXYErtfeYlPiIrp3biYlrIWBV0yn6IlXWWA5yIXtDzJG9yFFYecwMrGYss8KSDNXUZg8kS/V5VyW+BeaPt9Id3I+Le1tDMgJxVhyhOT6I5SMmkXF56WcccsEXtl9JtEr7sYdGITOoCdtZBg6pSOup5IVG1rRWRzYMkdSt/MLbgv9kid7ZrDe8XMuabiBbW0DcKdkERvj4rbtP2OTSqPYOZR1KXdxuethZNcetqhkHA4zWxvzICKcCF0xAX0uzjJswxMby2vrwkiZOJifZO7jydcaODrsJgbuvJvWwVOp23SIx87cy/sBozleBM9vv76xVjr/qZiqU9UnQkNDxadY+SYT1dfXYzQamTRpkqZE+Mb1yspKYmJiOHr0KBkZGXg8HrZs2UJLSwtWq5WRI0dSXl6O2+2moaGBrKws9u7dq413s2fP1sZYl8ulpdp59tlnMRqNhIeHM3fuXN5//33fQuwAWpLj9PR0SkpK+Otf/8pDDz3E559/zuLFi/noo4+IjY3FZrPx5Zdfagsi++SE2+3WlCJf7JUvJ1NSUhKpqalaPJcv0bIvCH3v3r1ceumlfPjhh1oMsS8paW9vL2azmfr6esLDw1mxYgWTJk2ivb2diRMn8sUXX2A2mzGbzWRlZbF9+3Ytx2Nubq4WLL5r1y4cDgdXXXUVjzzyCMHBwVRXVxMcHKzFs3722WeYTCbthd7pdLJmzRoGDPgf5v47vM3y7P/HX7emZUmWJe8pbye248Qze5BJdggjIaxSSpkJo1A2lJVCoCWsQMvTQimzZYSZvacz7Gw73jNekpfkpXX9/qC6vuV4vn2+n2f8Pjw6Dh+QJd2S7ut6n9d5vke2xAC73c6BAweYMWMGJ0+e5JZbbuHixYts3bqV0NBQ1Go1kydPRghBTU0Nra2tJCYmkpyczJEjR4iJicHlchEVFcWlS5cYHh4mLS2N0dFR+vr6sNlsqNVqMjIy8Pl8lJeX4/P5JKcsaBcUzDpcsWIFr732GjNnzmTChAm8//77FBQUcOzYMcaNG/efw4n/SisWMAH7gcA/fkaBK/6r47+g7D44e05KSpKtzuTkZCnBD0pf1Wq1lM+OHz9eJCYmyj8L/gRbkMFfK4oiR4XBOWtwLBXkXvFPUkqLxSKWL18uW6LBcd38+fPlcy5evFhKbYM/jz32mAgPD5ft1KCsMykpSZhMJqHX60ViYqIwm81yFh58vYSEBBERESGzpoJ/lpOTIxRFkXPmf7724OcRlAHzjxHZypUrRUFBgWxJR0VFidDQULFo0SI5ajWbzT/6jMxms3juuefkdfEPHkLwWvLz8+WM3GazCavVKtvr0dHRQqfTybbs2LFjhaIo8vn1er2IiYmRc21FUURycrJoaWmRrfzHHntMfsbB0V5sbKx8zWBr959l00lJSfI14+LipNw4eP3BOXxQFvzEE09Ijh0gYmJiRHh4uFi5cmWwhfwvpbL/t9ZEodUmVisfixTqRfuym8WrzzrFtcYvxfXjysWqcefEtQl7hUU7IJKVRvG89TfCQpcoUh0XiVSLRO0lURTXJErjGsVVfChSqBFFHBVJ1Ik1xi/EM8pjwka7KOCoWM0H4trs4+Ja5SNhN3WJQo6IEtVxkaxtFeE6l0hWGsUV/E28tvRb8ZrmXrEm9HNRkDcikmgURaoTokBdIUKUQfHygm/ENfxZGOgXzy/eLopj6kUiF0U4HSKZatFe2S2uM30hipQTwkK3GKe7IIp15WJN7A5xnfELsYqPRXL8qLBo+kWBqkKUaE6KUvM5ca1ps5ic0CC6bZlisv6EuIpPRQkHxbWqj8Xq7GOilP3iWs2n4prIHSKZalGsOi6KVCdEKYfEatUn4irrdpFMjSjkoEjRNok1K3rE1XF7xdWGr8R1ueXixcinxWRDufjt4u+EXdcqik3nRaHpvAinVRRTJtpt2eIG3ceit8EprovbLko4IAo4JlYv6xcJSrNIoV6sitohXs19Q6zhPTEhoklcl7BbXDfmuFjNh+LamB2iVHNCrOIjkUK1uDLnlAihTxRyTEwwVorVysfi6pidonS8W6zOPydSVQ2iNKFZdLb0iqtjdgkNI6Lh178TdqrFhrmfixdDnxLXx+8QG6KfEVdmnxEGen4Yx/K+KFafEEnUi9WhX4rS2EZRGHJWGOkV4yObxWrTV2JD9LPCTr0o4aBYpfqbsNIlruI9kUqtaD/fJuyGS+LKy/uEiiExztIo1oR9LV5ZuUOUWC4IG1E/+ZoIUge0Wq3Iz88XLS0twmKxSKuWf8aJf96P+QcfKogp/7x/BnEi+PdsNptQq9UiNzdXqNVqydUK0jiCY0VALFq0SNITli9fLhRFkfvkP9vgBPelf8YN/sGR+meMCuJEeHi4UBRFjiKNRqPQ6/U/Gq39M07wD5pESEiItDjQarUSl/557wtyrP4ZJ4KUlKClTnR0tAgNDZXXbzabf8RBioyMFHq9XjQ0NEhrCkD+nbi4OJGQkCD37JiYGJGUlCT/PDo6Wn5OOp1OjhJVKpXMwI2Njf13ONHU1CRHfMFR4YIFC4TBYBCJiYn/DieCGKEoijCbzSI+Pl5+13FxcSIsLEyEhIT8iD/3z5/N+fPnhU6n+xFOWCwWybn6j3DiP92pUhTFBGwBSoDjwBRgDzCd/8JJxGaziUAgINVlVqtVum/39vby2GOPsXnzZmpqaqRiKzQ0lN7eXkJCQpg1axY7d+5kcHCQyy+/nDNnzuB2u1m7di0vvvgiKSkpdHV1YTQagR8yfdLS0qirqyMpKUkq0zweDx6Ph7y8PFpaWtDr9Xg8HhISEqiqqiImJka2E4NJ2c3NzbS3t0uJf35+PocPH8bj8ZCRkUF9fT0+n4+srKwftX2DLrVOp5P58+fT3Nwso1R27NjBnDlzpDpOCEFVVRXz58+XyseamhrZhVEUBafTyaVLl4iNjeXmm29mw4YNLF68mO+//x5AXt/8+fNpbW2VVhBC/CBfzcrKwuFwMDAwgEqlIiQkRMqE7XY7VVVVZGVl0dLSgt/vx263c+HCBcLDw/F6vVitViIj/5+i/dKlS0RHR3Pu3DkWLVrEoUOH8Hq9DA0NoVKpWLFiBePHj+cPf/gDv/rVr3jttdcwm81otVpqampkWrtWq0Wr1eJyudDr9dLWYty4cTgcDtRqtexIFRQUsG3bNqKiooiJieHcuXNEREQQGxtLV1cXU6ZMYWRkhLa2Nurq6jCZTPh8PgYGBtBqtSxYsIAjR45w6dIlnxDiX8pl/2+sCbstW+T4XiDC1YBW52ZcuJ+/dc1nwbjtbG1cxZZf7+GuL2YTqK5lwD+MQ5PHAvPnuAddfBl4kPvSvsJfU8/O0RyKYhuhuJQd+5P48u7tXPNCKn+1v86djrVYQ41kDG4jxmhiFA3lqsncEPk+Ba1HuMfzEgWjx3jG8wB3j/uYfY3TmWT6jIOuq0kzdaLrPc/F7JtZcXEDvig1/uKJXFTNoqERFnS+RKQfjipTSFGO8AEPcB+vUBFVTGV9At2jYUzK6uHmjL9zpDGOxno1z6lfY+XgX0mJGGBK1EVQ4BfpBzjsT+Xp7Sv4fN5brDjxOFlR1dgDNYgLF1Dn5hCp0nC0Owt/QKAbrGVcko92jcDRGUZnhyA6TsOEAgu9B/YSY/eyofJ+1IEAU1VfUa+dxjfzX+fNlolU+aYxSXWUo4FJpDd+xHb7o9iadxJtHKbSNYFrTV9wfGg8R5nELxK/ZH9tGKWZXdRdiEKlVZE6z8Qb3xXx13GPcbTRyq6wtcyJ+I4WdSZFgTpEpwMl0krZuWGKnryZp9drWRryCU5PGIX+I8QtX8zPxp/B9/a/8eF9ZRx+o4LRnkF082ZS+201md79fK+5mfnRp2hwRaJy1ZJm6iTgNtCrUrDl5FHTqOcG8+coAwNkz9Xh9Sk8vXUF6dEDNMaUklH5Z0qtvWjjYtjXmY26tJjixk+4LX0Pv9x5DfbQ0wRQs7tnIWn6NsS8edQc6qK2Y7KvX7T+pGviH6Hs0mpnyZIlfPvtt+Tk5NDW1sYDDzzAF198QU1NDcPDwyiKwrx589i7dy86nY6kpCSpDAy6lh84cIC77rqL9evXM2/ePI4fP47BYGBgYECqnNVqtexsDw0NMTg4iFqtJioqCrfbTWpqqsQLp9NJTk4OFy9eJCoqioKCApqbm0lPT+e7774jJSVFpmoYDAZGR0eJjY2lrq4Or9dLREQEd9xxB5999hkXLlwgIyODmpoaIiMjiYqKQqVSkZ6eTiAQYPv27cyZM4cTJ05Ik+Sqqiqys7PRaDR0d3fj8/mkuq+5uZmZM2fy3XffERMTQ0FBAQcOHCAlJYWLFy/i9XqljcDcuXM5deoUEyZMoLm5GYfDgd/vJzY2Vka9BekXLpcLtVr9o3QNl8vF6Ogos2fPZtu2bYwZM4bW1lbCw8MlTgQCAZkQ0tnZyeOPP85LL70kFXk+n4/ly5cD0NDQwI033shvfvMbDAYD06ZNY/PmzTL3NzgyDOb1AZhMJlJTU2lsbCQ0NJShoSHmzJmD3++X7vdBOkpfXx8PPfQQ7777LiUlJdTX15OVlcX27dtlVF4wOm7ZsmVBnPiXGbH/laJqOfAJcA1QCDzJDyeSb4FQIcTk/8zzBS0VoqOjqa2tJSMjA0VRpHdFcXEx06ZN46OPPqK9vZ2oqCgURZEeRUIIent7KSgooKWlRdrPK4rC6OiobBdrtVoCgQAajYarr76aTz/9lI6ODkZGRkhKSpIA7XK5sFqt0l/Kbrdz/Phx3G43ZrOZnp4eMjMzSU9Pl+7cwZZsSkoKJ0+exGazUVdXJ4ue3t5efD4fJSUlnDx5ksHBQWnX7/f7GRkZwWg0EhERQVpaGk1NTbS3t8tx5/DwMHa7XYZc1tTU0N3dzdDQEHq9nujoaNnKTE1Npby8nN7eXsLDwykqKmL//v3MmDGD5uZm6urqZG5TMMuqu7ubiIgIadOQnp7OqlWrePXVVxkZGZEcgZGREcLDwxk/frzMU3Q6nZIDZzQamTx5Mo2NjTI+QVEUAoEAPT09GI1GOjo6SEtLIzk5mX379mEymTh48CArV66U32fwO+zu7qa4uJh9+/aRlJQkv/d/Hgfv3r2bxMREHA6H/C4dDgcTJ05EpVJRVFTEZ599RmdnJ5MmTZJZXPX19SxYsIDXX3+dFStWSP+b3t7efxk/8H9rTRQVFIqfO4o4HrGSlPrPiLEIjhS/gGHnU5xO+y3zsyuILilF9ckHZHVupjBikGeV1agUhXYxnfSuz2lVZ3LVHeHs/HsTigLJQk2rys+MQDlv91zL3bYPOSoKcTsc2CdO5YRmOgW+Q5w9Vk2HO45wewYadYCXPPfyyMAq8iyCuqYaBuw3kKo6jMrhIKCoOMEklvS/jSolnlWZLu4/Pp8SaxmajHmkNnzGoZTV7NijZW5KFXHdx7g2spYyMvi4ey52cYDIiXk0nuilsj+XCSldfNx7EzP638CtsTAuxU+sqOaqtAEebLqWko6PQQUXfQm4HF4Sc5NRZWai1DcQkZxEw/Hj9PZpSTI3ERmhp6EnnLTIAY6rFqJ0VqMdqOWM5V4+v+Vb7n1dwxuzTvBWw3icTc249OOwDZ/lgnkBMZEBrnO8Sq2IRkSE80HTL8jM7GTiVUWkvXEDfxpcjNFgokTZTXl3MvbcKKL9NbznuIcc5XtUg908M7OZP+8NEGFW6J60msZGFfauoxwTE1lbeICnT97CFN5lzgQfnx8wIzIKuSrxIG/um0C65TxPHriDX624RIxzM/aiUsY0fkRlZxZ9sTaKEzt4fd8EilM6aVSmkMEhJqd18W791SgZKWgPf4lBXEQfGUN1SwJFSW3M6P2ew6XriFUrrJlwgafe7MUUHctO5UZudt7NCnMN99TOI33RFB54rZAPVnzOMX8aXfUuzg6scbeJoZ90TQQtFWw2m/QbLC0tZevWreTk5JCSksLkyZP56KOPuHTpElFRUVJyH9ynVCqVtKwJOqED0lanvb1dJm8ECyCv10tZWRnDw8NyDwrSM+x2O52dncTFxSHEDzY8wULM6XSSkZGBEEIeCPV6PcnJyfj9fvbt2yf5oMHEiubmZpKTk0lNTWX//v3Sg9DpdOJyuWQ2nRCClJQUKioqMJvNNDQ0EBYWxvDwMCkpKRJDEhMTZWixVquVEW82m43s7GyOHj1Kf38/FouFm2++mTfeeIMZM2bQ1NREZWUl2dnZMlx65syZnDhxQvLVWltbSUtLY9WqVbzyyisMDAyQmZn5I+uHIAXH5/MxPDzM9OnT2bt3L4FAgCeeeIJPP/2UmpoasrOzpf2REIIJEyZw6NAhOc5rb28nJSWFa6+9lkOHDlFeXs748eNlwRcTEyPxJDExUfpPBmPYUlJSOH78OD6fj8jISFpaWkhKSqK7u5vJk3+4DUtKSti0aZO0tOjs7MRqtVJbW8uCBQt49dVXmT59OuHh4TQ3N9PX1/cvx3//aaK6EOIrIF0I8c0//d4wsARY+J99vp6eHtl1CX7ZV111FQ6HQ+bxvPLKK9jtdqZNm0ZGRoYMTE5JSaG5uVmSjSsqKrhw4QKJiYnU1NQwZswYioqK5IcUDG3ctGmT7FLde++9ksS9e/duYmJifnTj7tu3j8mTJ/PYY49RWlqKxWLh3LlzHDt2jMLCQpqbm6mqqqKrq4utW7dy++23k56ejkajISMjQ0YLtLe3s337dkpLS6XXyD333APA/fffT2RkJFVVVbKwCEYmDA4Oct9993Hu3DlpBuf3+5k0aZL0pAqGU9bX1/PNN9+Qn5+P2+2muLgYrVYr09br6uqYO3euXJzBm2/ixIn09fUxPDzM7NmzSUtL4+OPP+aBBx7g8ccfZ9KkSXi9XubPn8/tt9/Oli1bOHToEHFxcajVai5duiQXdbC4nDJlCunp6dTU1JCWlobVapUnOyF+CB199NFHmTRpEtOnTycQCJCenk5aWhpjxozhpptuYsqUKej1eh5++GG0Wi3XXHMNGRkZ1NXVUV9fT0NDA0lJSdTV1dHe3i6FAJMnT6apqYmLFy/yxhtv0NHRQUdHBwcOHOChhx5Cr9eTlZXFyZMnWbZsGUlJSTQ2NmK32+E/ih/4v7Qmup0KF9V2ElMUhqwRMLmQKyedJOD2MSvpIK1f76R748soyckokydzb/pX9Df3kOIoZ1pyA/rhJkojT9Dw6U5G6urorWxDJMQzUt9IefrV/Fvhx2gVPwMOJ0ODgxy5GENazV84fjEK02Aj797byuyMVt5Mf5XwXX8nMlohkJaKSeVmjXojrb0qmDiJ+IklLL67iJ7wGM5VC+47soprCis516xh/plX2FEfgedoGU897mOivYsLQ1Hck/oljaoIFKUfZ6efU1ubmDnex/KMQ6QMlHFX4QEmZ3bz5r1efEKhotLLq/5rSAjUoYqycim8AN/wCCnjDHg6u/HW1KOkpnBVzUtYSksoTHPQ0aOmosWGJUZFZaMKcfYoBrrRjLpZfYeZP1Vlk5/h4C2uxNXYTM4cO1HaBlRpqcSp6gh0OakuvoNKdSrlLVaefKKNtDSB6+PPaLn3L9z6m0xSJ0dyashOyfJoStekcKHGz9cHDaiGnSRnKDzechWd5hSq3FZ8tXWsT/qEGZO8lBb72b29l+tvC8GqOGi9NEha5ggJ/ho+3K5h3kOzyZlkY8O0N5gU2E/GpEi8AhqyJ6P91Vomp3dxPGQa9z4ZRqs2nd9deYiJad0caoimTqSibjhKaeRxtF2tuGva+FPFdNoGtARKimlsVJFw8W9seLOPIacDV309S70fIiaV8EX2w4wdp6a8zM8nS5/Hn5xMWOM28tI78CJ+8jURLICcTifTp09n2rRpFBQUMDw8TFxcHN999x0bN24kOTmZ+Ph4Vq9ezfnz5+ns7JQH9YiICL744guqqqo4f/68zBCdNGmS9Orr6upCURQaGhqora2lvr4el8vF/fffL3Hi1ltvZcGCBaSmpuJ0OrHb7fT09DBp0iSmTp3K3XffTXh4OOfPn6enpwefz0dPTw9DQ0Ns376dY8eO8dBDD5GamsrQ0JDEC6PRyNmzZ/n+++958MEHAVCpVJSUlJCamip/r7KyEkCaPVutVmJjY2WRV19fL32iJk6cSHJyMj09PXR1dclos0OHDskw4rVr13Lx4kWJE/X19SxcuJCmpibS09NlA6GkpASNRkNbWxsPPfQQ6enpfPzxx8yYMYPGxkbZwZs3bx7XXHMNlZWV7N27l5GREex2uzRZVavVbNy4kdTUVBYtWsTKlSv57rvvuO222xBCcOnSJYkTdXV1PPzwwyiKwieffEJzczMTJ05Ep9MxZswYHnzwQRlvE8SJYHxQcE8P+oRdunSJ6upqysvL6e/vZ9KkSZw8eRKv18tvf/tburu7qa6uxuv1MnnyZLKysiROrFixggkTJtDU1CR9Ev+jm/+//AM8Bfj/O89hs9lEfHy8sFgs4sUXX5SeF3FxcWL58uVyjmo2myXHyWAwCI1GI6MHli9f/u9mxVarVeTk5IjQ0FApr8/NzZXyyrCwMGG1WiXvyGq1ivz8fHHFFVeIYHRObm6u0Gg0IiEhQTz33HOSkxOcCS9btuzfzfAXLFggrFar5Hjl5eWJuLg4kZiYKBRFEXa7Xaxfv15GJhgMBjF+/HhhtVqFVquV896EhASh0WiE3W4XTz31lNDpdCInJ0fodDrJLyssLJR+HEELiqBcdP369WLlypUiMTFRLFmyRMTFxQmr1SrWr18v4uPjxbhx40R8fLyw2WwiOjpacrqWL18ueVIRERHihRdeELGxsdKyYunSpUKlUomlS5eKNWvWiGeffVaEhITIeJ4g92DZsmXCaDQKq9UqQkJCRFJSkoiLixNPP/20KCgoEIDYsGGDuOKKK4Rer5f2FxqNRuTl5Ynx48eLCRMmiMTERGkPER4eLj2qNBqNSEpKEk8//bSwWq0CEE8//bQoKioSK1euFIqiyJ+gNBYQjzzyiFCr1dIjRaPRSJ+rf0RPOH76NVEofhf7tLjOvFlsfM4hXh13n7g8YYdoyZ0hnhr/hrgp/gOxjXzxhunXYtMV34tejOLq0C+EAZdw6mLEjoIbxIal34vxbBFJ1IkUpV6s1z8ppoTtEMvzzguD3ismGKtEuGlY/Dr3bRGiGxWPxK8X4doBYU8YFqUFI6JbnyBSLE7xwrg/iCdW7hDWMK+YOH5AbItbKF4zPiDeiPuNGE5IE6MJKaL9ydeFVhkW3RjF7mW/Fl/oZwvwihyOCi1D4qunt4oplp2iOypTDKIX/bkTxWvxz4rSmDqxRr1RpCQMif5nXxHO6CyRaveJ4vHDomTCsJgStlNsNswS8+J3iMmWXaIwqkEUaU6K1KRh8eRjbqFRjYrx2l3i1zlvCw0j4rnIZ0TpeLco1RwXq4xfig0LvhYTOCrUjIr1kU+L3ud+L16/Ypu43vJH8ftnnGJN/Cci1XxJbH1xixiMTxX94yaJV2OfFTY6RXdsrlhzxYC4zvyl2PrCVrE6f5cAr2iOGC92v/i1GIxNEf0ai/j9U91izfhdQqsMivblt4kbVg+L3z3tFDfqXxPduVNEd+wYMV63W2gYFt8ufUr8LuQhkRbSLDptY0RKvEs8kfiMcD79e/GbCW+KJ/iFeOO3PeK1la+Jn+meFr2KWby+dKOwcUk8nLdJvLpyh3iiYJO4MeEj4XrieeHELCxmr7CaR8Sj6nvFKtWnYkHSbrFh2TYxOb5e9GIQg088L64vOCu2XfGUuJK/iyx2i/HKVlFLilAxKjSqUfHq8jdEvylWDJ+/KHrRivu0d4rr8k+Lpws2if78ycJE1E++JoLWO2azWaxYsUKsXLlSJCUlidzcXLlP8A/ekMlkkhjBP/g+V199tVi6dKncr9Vqtdz3s7OzhaIoYuHChcJms4nc3FwZX6PT6URSUpLcaw0Gg8jPzxfPPfecsNlsIiEhQcaixMfHS07RU089JV8/NDRUZGdnS4wI8ketVqvcl/Ly8iS/ExAvvPCCuOqqq8S4ceOE3W4XEyZMEIWFhf8OJzQajRg7dqxISUkRTz75pMTFMWPG/AgngnYzQZ/DIEd3/fr1MhItiA1Wq1XuucH3GsSVIKfo6aefljwpjUYj6urqBPwQB/Piiy9KO4Ply5eL1atXi/Xr10ucCPppGY1G8eyzz4rQ0FBhMBiEzWYTycnJIj4+/kc4EfSfDNYCwYi0vLw8sWLFClFQUPAje4ggTqjVamE0GkVSUpJYtmyZ9EMMPncwYi54T8yfP19oNBqJbyaTSZw/f16+x6Bv4/8XTvy3HNUVRXkKeFII8V+OMYiIiBDJycmcO3eOnJwczpw5A8CSJUs4ffo0hYWFHDt2DJVKRVRUFA6Hg5KSEgKBACdOnJAOuW63m4cffphvvvmGgYEBOTMOVtFdXV1ER0fLsZRareaLL75g6tSpBAIB+vr6GB0dJScnh97eXo4cOSJPJhqNBofDgRCCKVOmUFBQwKpVq5g5cyZCCEZGRjAYDHz11VcUFxejUqlYtGgRJ0+epLe3l8zMTFatWiXHUMHrAKQKQQhBcXExO3bsIC0tjba2NubMmcNrr73G+PHjOXToEPPnz6e3t5fk5GQGBgaIiopi8+bNLF++nMrKSrKysvjb3/7GggULuOOOO3jttdfk3BpgwYIFctbucDgoKiqiqalJzp6Tk5P57rvvCAkJYXR0VM6TrVYrP//5z3nhhRcYHR1lzpw57N69m9raWgoLCzGZTMTExPDVV18xceJEnE4nY8eOpbGxkbvvvpvXXntNttstFgsRERFSUXn27FlUKhUPPfQQzz33HNHR0XR2dspgzpGREcLCwpg6dSrff/89RqNRPkdQjiuEYMmSJbz88stkZmai0+no6OjA6XQSFhaGRqOhpKSEMWPG8MorrwCQm5tLXFwc33//PXFxcdhsNvr6+mhraxsUQph+yjVht2WLafbP8J+vRmRnoj33Pt3k8nHlXDZNfo2SX8/iyJsnqfRPh7hY6jrM3DTxhy6n5vhh2iKjqb0YR59viMvHurlpeS/r3ithysRqPtg9ncem/Z2PWq/C3+VEq+rAY8lhrP4INWIKr3+dzCtT3qTWU8pw3xAHR0t5Nv9FDjiX8cbhCdyb+T7+7Jn4nb2MiTyPqq+PytIHmFQKN1/ZyyeXPcJB3zwGfMm0YOf64vOEbt/IEc108h++iw/fdtPbq7A261sCV6/B9eWH4OjBYLHxRXUpW+a9wquns4ilkZrIUvSJKVTs6GdJVhnfNU1j4rww7t5Ywq/y/85vj17B7+e8idMdyph4CyOuDoiKYu2Xq7h7WQt1VT7Ss9T8fvFWvtwZznVXjHDHb5NpdMMVUef4omc8i+ZqUfWdxDBooaIvkjcKv+HdpsvozUilriGWksQ2TnxXSZT5Es2e6bjVPqZqvqE6dA25Nxew67nvMNJJyaM/49sN9Xx/MYWNhb+j3jQBYmLY+NUEfjtlE9oeF6OZaXResPL749P4VfF+vJEx6Ebq8OtTmBG7hZbEOdDSyEBVBS7s5KSFU99YjTMwm2aPGhGaylTNX2lyx2AwpFJ6mYH3vokgy9RBUvhp2n0TyYit52JtLG8+2ITK7+Hel0LwZU4nTnuMS+3pBAYaUJmNCBFFacEIVyqbeWpPBDsCa/lz3pOcjVnBoS0X0UQX8IuYv3CxK5UHOv7qHhH1/6nx3//0mjAajSIrK4u6ujoURcHtdhMIBKisrGTy5MmsW7eOd955B5VKhdVqpa6ujlOnTvHwww+za9cuZs2aJXEiNzeXK664gvfff58JEyZw4MAB6Q4eDL23Wq0ypP7bb79l4sSJBAIBOjo6CAkJITs7m+7ubg4cOEBOTg5ZWVkyZs3pdDJ58mSJE9OmTaO3t5fExEQMBgOJiYls374dgGeffZY33niDnp4ebDYbBw4cYOXKlZK+UV1dzZw5cyTdIjjq2r59OyaTCY1Gw/Tp0ykoKOCdd95hx44dzJw5k6GhIeLj4xkYGCAyMpK0tDSKi4t55plnyMjIYPny5WzdupWrr76a9evXMzAwQExMDN3d3SxYsIBz584xfvx4Tp06RUREhHQtb25uJi4ujm3btknbA7VajV6vx263k5aWxvfff4/H4+HRRx9lw4YNXLx4UeJEdHQ011xzDR9++CEXLlxgyZIlbNu2jWPHjlFaWorNZmNwcJCwsDBsNpscp54/f15+drW1tajVaoaHhwkLC8Pv98sAZ6PRSHt7O+PGjcPpdAIQFRVFQ0MDDzzwAH6/nxdffJGMjAxaW1tJSEjgwoULzJs3j8rKSsaNG4eiKOzcuRO9Xk96errECaPRiN1uZ2BggNbW1n85/vvJiyq73S4iIiJk7pDD4aC0tJSGhgbq6uqwWCySQB1s5aWlpWG322UB4PF4eOyxx9iwYQPDw8PExMQQHR0tuU5+v5+GhgYuu+wyOYMX4geLA7fbjcvlQqfTSSJ3ZWUlc+bMYevWrYSEhEh5bJDUBxAbG0tPTw9ms5nOzk4URSEyMpJg5I7VapVkvu7ubnQ6HWPHjsVut7N161aZxi2EIC0tjaqqKkJCQqQtRFtbG7GxsZIX0NnZyT333MOHH34oC8tgBI/D4SAiIkLm/lksFknaC3K3gsTA8+fPS68Vj8fDhAkTgB/yF8eNG8fWrVtZvHgxFRUVMi6mvb1d5mqFhYVJy4irr76aw4cPY7PZZKs4JSWFsrIyYmNjSUhIYO/evQwMDKBWq3n66af5wx/+IGXDcXFxsgg9fvy4lLCqVCqcTieLFy/G4/GwZ88e5s6dKzdHnU7H0aNH8fv9UqLb29sr5+ETJ05ECMHOnTvx+/2oVCrJSQgLC5MeX7GxsVx99dVs2LCBvr6+4C35n+ZU/fPjf2JNFCXbxZLIR/nefwPZ6jIOdxRQUqoloekv/KbmN7wSsZbveq+mWpVFemoAR10/N6f/nXUpR7nr+yVUEgGKwjcPnOGxdyOxd5WxI+p+nol7mimpPt6tm4wiFDrr62g2F+AbNDNjjo4bjt7Fodjp/LzyBVQBQX/ATO3lawlpvsCdVfezZt4Z7vz2Z6yJ/xt/5X6muLbjmzmHuh3HeEr1LPdGbmWt8ym2W+fS0WYlVNXGt9m/RVd5jNnRtWRrjnLANYfrTX+gsd3AsFZN7lg9hpR0Pt2qI0bfz6fum1hnfIEJoe2cUM2gcViFPSWaSexjTOe3VEctIltbwSudq/k08mk0GXZ8Qs3tx34OxYWkH9uIEhWJ4nAQsEWg6u5maseXfJC/AbWzntc7HiJw+SJ+fzqXKt9UmrsH+fRcEb/I2c2AysJ8/xaqY69CExPJDepXOeQr4q9n5nDX4lq0FadQIiMQ+PB39fP3oSn4BwcRY6fzXMNipvnPczR3OX/xr2GCaGJbXSSx2RZeTv6Auw9fT0PiFPweyG35K8V9x+iOSyTynvv5/s0TzPce5LPeYnwRuXxd+hR/U1/PK8dnccg0m/u0mzjmTOekM4N7F1/gNe9d6HZv5xdzGzi4c5S1s8s5oyll8tePs3qpmznfXs843QlqlUKuMhxkvL6Mi6X34Per+cuOBBRFkDS6nVu971KpzGVj5JM4nTrujn6JvbG/5uqrBG++NMSN/Y9TRxof8me3EJU/6ZqIiIgQdrudQCBAZmYmR48epaSkRIp/LBYL/f39P8qGValUFBcXs2vXLhkH8+CDD/LnP/9ZHrKjo6NJS0ujrKyMqKgo6urqJCdp9uzZlJWVERkZSUNDAy6XC61WS3Z2NpmZmXz33XdkZGRQVVUlc0b7+vq47LLLZNEUExNDR0cHGRkZXLhwAYPBQEZGBmfPniU+Ph4hhOQ8OZ1OTCYT6enprF69mscee4zo6GgcDgchISHSSiLodRi0F8rKyiIjI4OjR4/K9yOEoKysjOLiYo4fP47VaqW5uZmUlBS6u7txOByMHTtWjgXnzZvH6dOn8fl8dHV1sXjxYrZt24YQQubdqlQq+evz58+zZMkSKajq6en5UX5vVFSUjHwbM2aMjMkJHuIByXEO4vPAwABxcXGsW7eOTZs24fV66ejoYMWKFbLAPXbsmIyocTgc9PT0sGjRIokTs2fPZs+ePRKLdu/ezZw5c/juu+/QaDSo1WqMRiNqtZqSkhJUKhXbt29neHiYkJAQKZKKjY2V0USxsbGsXLmSp556StYpQLMQwv7/dq/+t8w//yceNpuN2tpampqaUBSF22+/ncbGRqqqqnj00Ue59dZbmTt3LmlpaZJQ3NHRwbZt27j88su5//77ycnJ4eTJk7jdbmkOFySBX7hwQXY+VCoVS5cu5euvv5YzekVRWLRoETExMZJgd/nll3Po0CGqqqqk6ajdbufixYvMnj1bVsb33nvvD+0+RcFsNuNwOHj00UfJzc2ls7MTv99PTEwMZrOZkJAQurq6OHDgAJmZmWRmZlJWVsbg4CAXL14kOzubsLAwvv76a7q6unA6nZw+fZqOjg45kx8YGJC5fjt27KC7u5vTp0/T39+Pw+Ggvb1dvn9FUXjkkUcYM2YMsbGx3HXXXSQkJLBq1SqMRiNCCPLy8ujp6aG1tRW/38/Ro0eprKxEo9EwMjJCdXW1fK7gScBms+FyuVixYgW5ubk4HA45m29ra5NhmPPnz6eiooKwsDDy8vIICwujoqKC6OhobrnlFkJCQsjPz6exsZHXX38dm80mSf133nknS5YswePxoNPpmDNnDjt27MBisXDq1Cmqq6uJjo7m6NGjZGVlSfVmdHQ0xcXF+P1+6uvrUavVzJ49GwCj0UhISAjJycnk5uaiUqk4ffo0N998M0899RRPPvkk4eHhAD0/2WIIPiIicDfUE9mwjUzVIe6b+gl6zQjuC+cJnDnBtHtKWDP/EgtTL/LMtfuZIg4x2N3Fr7ZmUrwgjMsvF+TnBfjD9zoGO9pp0USTEqhne5edg95UtlRaudTloEWVweTJfcyYp+OGV4v4S8z9bO9KJU93hLvnniU7tg+VXs0n2TdQeHkY3x/xcbDShFYdYIaymRTTaYwVX/Gzyy+y2TOdktHDjHlsOrnKYfqxkqpq4v5LP+Pws1+QoztC5GAFkwOHmRrTgMZsJM54Cbezi4v7zjJurI/S9C7eX/gXBgfdnBk2khFVxeSwQ7z6dQIV3WFsdaZx8mwXW9oTSVcdZW39DbxcO4WjPju1vVFod/+Blm6FljMNuNwuhnqcNHUJPjTdgbrhNCHDjfDk42hmT2ckLoY37rpAZqybP1/7DjGhbrI1pxF5Y+nr7Sah62vqAuEM9fdwrM7KoEHPx4NX0F5XR7Oi0KP4yBw5zFhjFQvSj/DxyBx8Dz9KbUox6qZjeLyjZPj2EN5+kI21hbQ6XDyydB9RLdtIsAcgv5CWPg3plJEfU8PYtQVk6lu5vOQ8f2xJ4fo3ipgUXslmTRFNDfCH+w6hWTSXVI5zQpvO0bm3otnzETFmF2fKndjrPkQ1biwhrzzPuNwAal8/sYOn6I+NRCkqwO4ro6+pFo1GsGpWC2GqQT7W/JzPzD/n19M/4je5HzCkVbCd+Yyf3+Ln3ifMTP3tUjTh4YTQ/JOvidDQUBoaGmhsbERRFCZOnIharebMmTNUVFRw++23M3fuXFJSUmRWncPhYMuWLZw6dYrLL7+cMWPGsGXLFjo6On6EE6Ojo9LrKChkmj9/Pq+++qosaoI4ERsbS2ZmJkIIFi1aRGtrK1VVVWg0GoQQGAwGTp06JZVmwXD7oCpvZGSE1tZWHnvsMdRqNb29vfj9fuLi4jCZTCiKQlVVFZ988gm5ubnEx8ezaNEihoaGcLvd2Gw2GdDc0NDAyMgIp0+f5siRI9hsNurr66mpqcHr9f4IJ86dO4fb7cbhcNDR0UFMTAyNjY24XC4eeeQRZs+eTUxMjMSJ+vp6PB6PfJ9NTU0SJwYGBqirq0OtVv8IJ4aGhqQSLzExkdHRUR544AESExOlctztdlNZWYnT6aSpqYmEhAScTiepqank5eVJYntMTAy33norRqORhoYGAF5//XVJ6m9qauKuu+5i4cKFMvh6zpw57Nq1C4vFgsPhoL6+nvT0dF555RXGjBmD1+tlYGBA4oT4B2dLo9EQFRWFyWRCp9NhNpspLi4mLy9P4sQvfvELNmzYwJNPPikNVP/V4yfvVCUnJ4sgyU6j0VBdXU13d7dUhJ08eZK8vDycTidut1sauaWnp1NfX09tbS2pqalkZ2eTn58PwEsvvcTIyAgxMTE0NzeTmJgoAyqjoqI4d+6cHIlptVrGjh0rZZMOh4Ps7Gy6urqYOHEidXV1OBwOurq68Hg8FBYWEhcXx/bt2wkNDeWRRx5BCEF5eTnV1dWMHTsWr9fLzp075WkiEAiwevVqjh07RllZmWztulwuEhMTqaqqwmQyMXPmTM6cOUNzc7MseAYHBwkNDSUiIoLKykqp1gtKehcsWAD8kMhdWFjIa6+9RkxMDHa7XRp6RkREoFKp8Hg8nD9/Xt4sKpWK1tZWnE4ncXFxTJ06Fb/fzzfffMOCBQs4cOAALpeLCRMm/Eh1eMcdd3D69Gn+/ve/y89q6tSpHDx4EI/HQ1JSEjU1NeTk5NDQ0MCCBQsQQnD8+HFsNpssToMmcTabjfb2diIjIwkJCWHdunV8/PHHVFRUEB8fT3x8vFQC1tfXU19fjxBCWkPMmzdPKmoCgQBut5v8/HxpawH/jylfMLW9u7ubSZMm0dDQQE1NDenp6aSmpvLll1/+r+hU6WMq2Wy/n1+r1xN5ZD3zovso+uwpzs24lV2XMmgYt5ILndk0DMWQlQE7fDMhM4s5dX9EfXYHK8a2MfHWVAqGqwkMeyj83XU8IO7iY/MLPNJ1PWtjd3OP7T3ye75kivcCGxxLiA0NYY3/LxzW5FKTcR0uv453+tbwq74bOJL2OKLbiRKjUNpxkEPRK2mu7+TRwcd4Ln8HK+MO88S2WSw2/YVfPm5nUqCBtcev583aBXySfR3ei/W81PEU0QkG8Hm5XvUBgSuvZOyJV/j4xFiyuiv5MvwX7HGX8KLpdmKHzqNWBC2zfsGl8l6KOj7mRM4ddDh1RPYPsMb8Zz5138wk8RF1nlj2Wn/NWM1h7P3lNM57nEkcBY0GdVEBN71SiC8ukX9LfgxjxXEckZHcIT7hLWU1mhHBxapGhsdcR5buCA/xHgOtLub0bMIYk0JWnIuf39BOzSOvcsX8aFbuW8PckfeIypnGkbTrSTn6ComxA/gSZhHS3sqak/eyO28Nm5qXMWGGgT/snsyzqltIsIfx/oUcNlrfZ9rIDh58xoL3wAG2l6t5N+w3vFwzjnmX6RFbt/O1eRoaYzSbO25ggflthtNv4sabHNz+VA7jhz8hLaqX9Ng4jjqy2FjyMWvr7mG44RBzPJXkDm+nfNzdiLR0hF8weGAnpmHBt55sPs37gNNZl3GwIY4a72SmpTSz+vj9rNcuo3PiE1x/9Domltp4tmkaB2umMj/9ABGpGdz35dqfvFNls9lEWloaV111FWfPnmXv3r3ExcXx2WefMWPGDDo6OhgzZgwOhwO32012djZer5eMjAzKysro6+sjPT2dG264gUAggMfj4aWXXmJ4eBi1Wk1ISAhms5nw8HCcTqckTJvNZrnPBIG5tbUVt9tNTk6OVGSXlZVhs9lobGyU9JPY2Fi+//57xo8fz89+9jNGRkY4ceKElOxXVVVJTIIfOjepqank5+fzwgsvEB4eTmxsLLW1tRiNRtlF+WecWLZsGSdOnMDpdJKVlUVzczMejwe/3y8Pqi6XS+7BGo1G4kR0dDQpKSmUl5fLYkVRFIkTwcOn0+kkPDycyspK2bm55ppreOKJJ5g/fz47d+4kEAiwdOlSNBoNBw4ckBjU1tbG6dOnSU9Pp6OjgylTprBjx47gAZb+/n7CwsIYGRnh6aef5sCBA5w4cQKr1crFixfldEmv16PT6aQyPCMjg1WrVvHiiy/KyUNcXBzd3d0UFRVx9OhRBgcHMZvNtLa2kp+fT1paGoFAQCoQ3W43sbGxrF27lr/97W8oioLdbqesrAxFUZg6dSpHjx5l4sSJ/ymc+Mk7VUF7AY1Gw/jx44EfyPMPPfQQiYmJwA8tw9jYWObPn8+VV16JWq3mrbfeIi0tTSrOvF4vZ8+e5YsvvsBoNKLT6bBYLCxevJiIiAgaGxsRQpCcnCxvXoPBQGZmJikpKdJ9PTw8nLS0NG677Tbq6+upqqpi27ZtGAwGFi1aRCAQ4NSpU8TGxmIymSgvLyckJISysjKys7Px+XyyYFu6dCm1tbXU1dWxadMmjh07RkFBASqVivb2dmbMmIHL5ZKnlLNnzxIWFobFYsHpdDJx4kRSUlKkii8iIgK32824ceMoKSnBYrFIzlltbS0nT55kaGiIK6+8km3btpGYmEh/fz8JCQlcunRJWlYEiy2/309iYiKxsbEEAgEmTJhAXV0dISEhtLW1kZCQQExMDFdeeSXFxcU4HA4AvvzyS3w+H7GxsbS3t6PX66UbvcViISQkhNjYWK699lp8Pp/sREZFRZGcnIwQgtOnT0v58j9zn4LjwKBLr8vlYvny5Rw9ehStVsu1116L2WzG7/cTCARQq9UcO3aM/fv3k5yczMjICGazmczMTACpEty5c6d0YQ/6jb3xxhvyPZ0/f57Gxkb4L6j//scfg4M8nfwy92teZdWkchCCDwPX8OXjWxkJj6XFb6W+AYiOYd4c2LHiTSr0mejeepWUFIEpcInNTemMeNW8XjGW8u/OEh06SJ/GxFcRN3F8yZNMiqihr7mOeiUGD1rqTQWs8f+VsuzFfJD+FPvsN/N2700cyr8LjcXI6+kbuf4eP3V1giyljElXJZNm7ubowifJVh1j/Nk3iI32YzYFaC5v5K+qG1Af/w5VRhr+gEId6czQfsf3i14lp/mvdNde5PQ7f6exoo24gki+0l2G33GRvhlLaB0xU2Ofhd9sof10C1fadtEQmsWknr9zX/E+bsz8ht2xS3hlztcoFjNp+k5UsVEklUQzYg3jpmlljD35Gj11NYw5vpEjI4m8ZH+SQ4fauNK0jUnd3/BaymMUd3zH3oZIEnJD6WtrxO3o5pA6h78lrqUgpo1nVHfzM9Xv8fn8VIfk8GlzKY/YP8YRlc11V3m4aVoZrYOhVPvSyDmzidULezhsLubz3lLuCv0Tya3bWZxdhrCE8blmFaZ4Ew9MOUjC6HGu6f8DA62NREUK3kp/FGcgisYLPeyPWooABnq1uEKisKhcFF5lR6d4OKyZicqgJ33wPDdeMcimshLWat9iwjUZhIXBdf6/MmK08ffGbA7ua2bnGS3ehGTyAnuxm/vQZaVyWDWNhjqF0dp9pFe8zQfR61AUUGob2BGzDDa9htOp4PcJWqqcOBvrAc9PviZGR0ex2+2cPn2al156SaqqH330UUlJaGxslDixYsUKdDodmzZtwmaz4fF4aGxsxO/3c/LkSb788kuMRiN6vZ60tDSmT5+O3++nsbFRFiPBgio1NVXiRH9/P1qtlssvv1zuMXV1dQQCAa699lpMJpPEidOnT5OYmIjT6eTw4cOEhIRw4sQJ6fIddIH/Z5zYsmULFy5cYM6cOXR1ddHQ0MDs2bNlskRYWBhnz57FbDaj1+tpamoiMjKS7Oxs0tLSmDNnDlarFY1GQ3x8PMXFxVgsFvLz89mzZw81NTWcPHkStVpNUlIS+/btw2w209XV9SOcSE9Pp6WlRdpEjBkzhri4OHw+H4FAAK/Xi8FgkMrvyMhINm3axIQJExgcHMTv91NeXs7ll18u/az0ej2tra3ExMQQFxeHTqcjMzOTKVOmMDg4SH9/Py0tLdJlPogTwaQVQI4Lr732WrRarewsDQwMsHz5cg4fPoxWqyUuLo6QkBDCw8MJDQ2lsbGR3bt3U15eLnHCaDQSFxeHXq+nsbGRyspKysrKiIuLQ1EU6uvr/19x4h+ds3+5Jv5XdKqC1aff78fr9eL1emVcyuTJk1Gr1Rw8eBC3243BYCA1NRW1Wk1DQ4Mk4wkheOCBBzh48CA7d+7EbrdTW1tLIBAgLCyM+Ph4fD4fLS0txMXFUV9fj9Vqpb+/H41Gg8VikdEGQU8qtVrNuHHjJDdHCEFUVBR33XUXmzZtYmRkhJkzZ9LW1obH4yE1NZW9e/diMpmkr1NISAiJiYlcc801+P1+NmzYgBCCxMRELly4wLhx46iurkan03HPPffw6quvSuO5YJert7eXuXPnsn37dkkqDxqIzpo1S3bKSktL8fl87N+/n1/96le89NJLaLVa3G43YWFhlJaWsn37dnJyciTPSghBR0cHsbGxRERE0NzcjBCC1NRUzp49i06nQ6fTkZqaSlNTEwD33Xcfzz//vCROCiFk90cIgUqlkostKSmJ3t5e6Rs2OjqKyWTi5z//OevXryc6Opr8/HyOHj2KwWBgZGQEvV4v290RERGSy6BWqxFCyPEl/LDZXnbZZRQXF/PEE0/IjmR0dDRxcXEkJCTQ1tYmP7fa2lq0Wq3MkfR4PDQ3NzN79mwqKipoamr6l6Zu/7fWhD2pSEz1v8Rh1VSmevcyafhPPCXe41TFEFcXdXHNtGZUKoWPD9hhcJAbDJ9z1H4NxapjfNw8gxRdOw3aDNLDe9HkZlFa5OfD9c0sSN5DTXUMvUqAuWEXOBV3BQXtX3BCNQPR72Ji2BmOMwVnfw9WrYE68wTSL+1BF6NQNVREemgrqDRMFIf42H0FmarDdLtCWRRTy813mLj9j0X0Dvbx7qxv+HXrr3jDext/EtfzWVMm6cYuiiKcGFqauEbzBevsm9l41X7e86xi2+8O0ks2KzSf88fBnzHNtp/h3m7yIvu542YTy34/nzFhp7le9QFHlIlc9E7B2ePEGhGJTukk2XWabaa7sQ2WE6N2UDQnCfyCE8e1vD7pA+6q/RU1jjCu/LmRLza0sMy4mX/z3M5doX9AM3Eip7Ydw5u9nIy+b9nqv4GAXzC29xv81jEEoqJpaNFiDlykL3UB8y88QpU6lRBNMsXp7Wy9GIGi1/P+PfUseXYaadEuerWCSD/cFP8hf22/DqF0062KJrLjHAfFFdw+v5Kvy+ykJngRnZ0objea8GFe/kUnNz4TQXpCA4m5BXyxO4Hp0d/yhesO7ta/ycm+XHpCNBSZzrDLsYRkXQtl6pkQ8DAjbDe+fiPVpKMKt3D9OisBX4DtT33D3PBqzg5YGbXloYmPpTi5DVVTI6qMdD44mslNym9Y5TnEdcMvcHlaN6MeH39vnU3G7CQayns51zx91C0aftI1YbPZhMlkIjIyktraWgwGA16vl2PHjlFSUsLUqVNRFIWDBw9KQ8qFCxfS0tJCXV0doaGhaDQawsPDGTt2LMXFxaxfv57ExETOnTtHUlISHo+H2NhYyZF1uVySfxO0/lGr1dIwODQ0lClTpnDu3Dm8Xi/Dw8Ny34+KiuL222/nueeeIy8vDyEEISEhxMfH09DQQFNTE0ajkfDwcFpaWggJCUGv13PgwAE++eQTHn30UXJycuju7sbpdMoxZGRkJLfccgsbN26UflpB42a1Wi0z9oL+U0FKTHJyMldeeSV/+tOfKC4upqGhAafTya233spzzz2HyWSSZprFxcVs2bJFcqZcLhfJyclcuHCB6OhoIiIiaGtrk3vo6dOnJQ8pEAgwPDwMwN13381vf/tbyTcLBAJERUVRX19PWloaTqeTtrY29Ho9M2fO5Pjx4yQnJ9Pe3s7IyAgmk4mioiK+/fZbSTUJ+lMG+co9PT0YDAb0ej0DAwP4/X6MRiNGo1GOJINdu3Xr1uH3+3nsscew2Wx0d3eTl5eHy+Xi5ptv5uuvv5axZsHRZxDXR0dHqa2tZeHChUGc+JeCpv9up0rhvxlA63Q6g6or2tvbUavV+Hw+nn32WQYHB9m9eze7du1Cp9Ph8/lITEzk4sWLVFRUSGJgsCDasWMHO3fuRKfTATA0NMTs2bNxOBySXGcwGKiurkaj0TAwMMCvf/1rwsPDsVqtwA+dM5PJRGdnJx6PR+bNLViwgOjoaOCHTo3H4yExMZG9e/fK3z958iR2u53IyEgURSEpKYmhoSGuueYaPv74Y5555hk8Hg/Tpk3D4XBgsVj45ptveOqpp0hLS+Odd96RhUTwhBF08K2oqACQiycQCHD//fezbds29uzZQ3t7OwcPHpTt308//ZSRkRH6+vrkfwEMBgNXXnklJ06cYNKkSTidTtLT0wE4e/Ys06dPlz4tOTk5zJ8/HwC/38+sWbOw2+0yGxB+yJQK+k8FvVjy8/OJjo6mv78fr9dLZGQkubm5dHV14fV6URRFqksmT57Mtm3b0Gg0aDQa4uLi6OzsBH7oWA4MDEguQkhICAMDA/T29jI4OEhfXx8TJ05k586dfPTRR7LlbzKZaG9vZ3R0lAMHDuDz+Zg6dSqpqak89thjMpequrpajoJbW1vZvXs3gOa/cz/zP7Am3D0jxAxuY1bni4T1bKbOOIZS96f8dvxThPsusOPgKI79e7ha/TEzxLv0xyUyXL2PsxequEL9Kbdqf8e1lq9Rzn9C1MEXaf70Q67QfU6jksnIaAMRl82kfaCXwKiPEz0Kh/vG0OhR8/uBWxnxNLDwkTkoYWauDf+GGjJRe5rICGkhfOAbUvq/40NxA9M0f+WFGcfoi56GXtfC81+FsmFkLffYv2L9/ihKY2r5g/86DtZ4efRRQUZ0D7q+cnriUrlz9BUKVtj5+9/qObf+9+Qph7h+ai2n+7KJyYnijRNLmfX0zTRFT+Kd9xqwDZZDTBQXSu4hyjaAfvgUcSEt6IdO0eUO5bhqKtd4/0ye+ihF6xbRtutLKnadRe04wjNH06kTyeS4PsX5xuMEzBa+6RnPdPWH7Ogbgwj4CTMN8eo1B/nViftImxxNUv83PJO8GW3fUfS13/DkQy1o1ApKYyPm7BxyF41Fq6lHr2pk4TwTMYqDDd8Y8RtMDAzUkyuOoHbXUZ9SwqShd+hxh7Bw3DBpUQMU8Tnak0e5amoLcc4vCOn6Dp2mFhR49ewE+guuIGdSNMe3V5HqqyZrchSTPAc43zdCwGqlmKOcdGQzxrAHg+88U0NOMnvkbRIHKjgYmASedq61fY/x0ycxfPYs4WPyeNN7N1eE72Wgs5KU0d1U7GvGK1RQMpnMSRGop07i3Zh7yU3v4mTdAEcuDJDuqWRs60d8vSeUUNw/+ZoYHR3F6XRy5swZXC4XkyZNore3lzFjxuD3+zl06BC7d+9Gp9Ph9/vRaDScOHGC8vJyPB4PERERWCwWOTr85JNP0Ol0klt700034XQ6JWd3cHAQt9vN0NAQQ0NDPPTQQ1gsFpngoNFoCA0NZevWrXg8HhRFwev1ctlll0k8+Prrr+V05Pz587z33nty+nH//ffLQimIE7fffjvTpk3jmWeeQa1Wk5qaisvlYty4cRw7doxnnnmG6Oho/vjHP+J2u0lOTiY5ORmr1Spf3+VyyTGh1+slEAhw7733cubMGb788kva29s5dOgQQgicTicvvPACNpsNp9OJx+ORB2Cz2UxRUREnT55k7ty51NTUSH/Fmpoa7rnnHlQqFQ0NDcTExPCb3/xGZvEFfQe//fZbuWcHcSItLU0GWoeHh2M0GtFoNJw9e5YpU6bQ0dFBZ2cnPp9Pig0mTJggpzsOh4MpU6bg9Xrp6uoiMjJScqWCtUNQ/R2kzoyMjGCxWPjwww9/hBPwg+fX6OgomzdvRgjB5MmTKSkpYdasWcTFxZGSkkJ1dTXnz59Hq9X+M07860PGf8c75H/ix2q1CovFIhRFEYsWLRIbNmwQcXFxIi8vT4wbN07ExsYKi8Ui1Gq1iIqKkv4iKpVKhIWFiQkTJoiEhARhs9lk5k/QlyiY8afX66Wfh9FoFAaDQeYNmUwmYTabZfbQ4sWLZeZcMAcwmNcHiKVLl0r/kRUrVkivi6C/yPPPPy/i4uLkr4OeGYWFhSI2NlaYTCaRkJAgwsPDRWRkpDAYDNLjpLCwUERFRUl/J71eL0wmkxgzZozQ6/UiMjJS5lGFhoYKi8UiwsLC5PX+c8bTlVdeKfLy8kRYWJiIioqSn+PixYuFzWYTdrtdvqdg1mBsbKzYsGGD9NgyGAzSw8RisYjCwkKRl5cn1Gq1SEpKknlTOp1OFBYWivDwcJlHFfS60uv1IiwsTF5H0IfMarWK+Ph40d7eLmJiYoSiKOKJJ54QgJg7d66wWCwiNDRUxMbGyucK/hiNRumjlZiYKPOxEhIShNFolO9LrVYLg8EgQkJCZE7V008/LWw2m1iyZIkA5Od9xRVXiJSUFMEP6r+fdE1MsEaIFFO7WKV8In63+Fvx+vNO0amLFzeuaBev5L8lXo55XliMIyJBc0lMiGwUCn5xVchm8RzrRJjJJ4pim8Rr8c+JF9QPiuvUH4vVxi+FVekR7RFjRWnoGeHEJOzqRrFRfZ/YOGaj6MUsVhm+ENfygejVRYhBY5SwhznFy6oHhEXjEm1LbhZvmB8Wv4t+UhTmDYlEzSVREHpBWC1+UaipEGuW94nneFCAX1y1YlSUjusV3RiFTdUjNnCnGG1rF87YMSLcNCzAL0xGvyixXhSvTvijuC56m9gY+qDYGL9ehGtdwqmPE/8Wfr/wJthFf1ymmDS+T7wc9bToNcSIYnOlSNE2iY2hD4reMSXiTX4hnJpIsSZ2h1jFX0Vp6FnxivlxMTH0tCgxnhNXRe4Uqdom4cQkrjd+Ll5Z+r1YnbBXFBvPi86c6WJN7A7xpuVh8fKS70VKeI8oSW4TqxP3iKt4T4To/GJl1C5Raj4nBjt7hSs6RXRiFIYQn2hb8UuRFNohbJZh8Ur8s6J3TKl4Q3O3KI1rEt2RmcKZM1nYtc2icPywsJqGRKcmVgyjE2vyKkQhh0WR7pRITvSKDYZHRVFEnfh9/tti4/h3RGp4l+iPzRKu9m5xZeQOoWdQ/PbxHlHCEfHs3K9FcliPWBW3V6yK3SWuHntaGOgXnVjFBu4RycZOkUSjaCNWvBn/G/FK3LPCpu0R18TuEVcbvxHJ8cOikOOiF5P4XcjDwqp3idc194pRdMLZ0ClsVr9oWnqb0OAW4y31YpXpa/Hqiu1iov2S0JPyk6+J0NBQYTabhcFgELm5uaK9vV2EhoaKlStXivHjx8v9LZjPp9VqhVqtFmq1WowfP15m/wWxIJh7GhUVJXPiEhIShFarFWPGjBEqlUrihNFolDjBP3wQFy9eLD2Qli9fLj2sglm2y5cvl7l+BQUFYsGCBXJPAkRbW9uP8uiCOBEfHy8z+pKSkuQ+aLVaRWJiokhISJA4ERoaKtRqtUhMTBQmk0n6bYWEhMis2iBOBP9eXFzcj3Bi+fLl8jVzcnJkfurChQuFWq0WycnJ0o8q+Lwmk0l0dnZKj62QkBBRUFAgtFqtKCgoEElJSWLs2LEydzaYyxfEiaDfVGhoqNzbdTqdzMSNjo7+dzjR1NQkQkNDhaIo4vnnnxeAmDdvnggPDxcxMTH/Dic0Go0ICQmReZHx8fEiISHhRzhhNptFaGio4B95icE/VxRFNDQ0/Jdx4ifnVAXHQSaTicOHD7Nx40aGh4fp7e2VSrKgim5gYIDs7Gy0Wi0GgwGDwSAdZXt7e3n00UelnUJkZCRut5tFixah0+nIysqiuroak8nE8PCwzJW77777MJvN5ObmMjo6yrFjx+QM98SJE4SFhRESEkJRURExMTG0trayePFiEhMTaWhooKenh6VLl5KUlERubi6ff/45cXFx2O12cnNz8fv93HvvvaSkpDA4OIjVamXChAlyxBVUOUZFRcnE9JSUFGbOnMnChQsxm8243W7S09Pp7+/HYDBgNpuJiIjgnnvuITMzE6PRyNDQENnZ2YwdOxaLxYLf76eurg6Xy0Vvby8Oh4Np06Zx9uxZHnzwQY4dO0ZxcTEmk4nMzEwiIyMZGRnhwIEDDA8PYzabSU9Pl7lOc+bMITU1Fb1eT0xMjGxzazQa9Ho9y5cvl74pixcvpre3V8qP7XY7U6dOpbu7m87OTrq6upgxYwbR0dGsXbtWene9++675ObmcuDAAZnx1d3dTVdXF2azmYSEBPR6vTwp9vb2kp+fj81mY/78+URERMgRMvzgRRV0tr/tttu44oorCA0NJTQ0FK1WK31Z4Afu1a5duwD0P91q+OHhHDUxLWwPOnM/Zw9VUr/pDX7mXU960x/prqvF4eqhVL2NuAgvhsFKVuZcIFtziN7wEDKNrURo6jhiWcgxfxQZuU5umHOazDgX5QmTsY6eJbD4CsaYz+DLzqCloZY/aW9HO9LIBP0FTkSVonrwfiabz3IyZw0Wn4OvTqs4bJzDJZ2GyKbt3Bb+Z/IiTjPvMg9ror5H23KcCUuN2BO86JsOMb3/TT5b9inzc5oZDDex9+NzbEq4lyWZh7kyr5Ix6ho237WN3vRkokd3UhFRgH/8OMJV/QQysrjh/EME7rufY3FTmaJ8zE5HGmXZC7l+Xis3LqvBaTXxmmsJnfFJvGa4iZTBHTTGTiM78gLX/yqS6WOPMM/yJQZvHTfkbsE3dgIZ1nO0tTaSO7wP2+AJ3uidi6q3ktEpk+k6V8G6BzXsPh7G6yUfkBNWSW72KIbRerJVhzn4bhkvj1zF/eYPWZZ5kQuqWG6K+BN3zz2EqriI+7p+QdoCC+muCo4Nx/Gmdg3TDdt45tqDlIYf5k3jjby39HPUvZWM1Z1EsVq4vfggrowEop3f4ezuwOloZ9P01yE6gg/v+YyA4xQx6m4sVZ+hMpmoPXSWYt1p+ob60DjPk9H/NSstn3F/3N/ZFTKVMZqj/Fz9Z97iao7YltA3ZSJrl51kcsxFJniPM0Y5zBgO8tq49ZwKSWdBZj3XP27Hs/IavnxsM5cnneeiJpoH418lvv8b6kQa3U0NfLHbiPp/wZoAsFgsaLVaqqqquPPOO/F4PNTW1lJTU0N/f7/MpwviQ1ZWFgaDQVI9bDab9CKcM2cOMTExREZGEggEePjhh3G5XDJqRafTSZwwmUzcf//9mEwmyd8qLy+XNI0TJ05gsViIjIxkxowZUiC1ePFiLBYLCQkJHDhwgIsXL5KTk4PJZOL9998nPj7+Rzixbt06oqOjsVgsjIyMMGHCBAKBAGlpaZw7d461a9f+CCeCjuSlpaUSJ6Kjo1Gr1fT19REfH09ERATr1q0jLCyMwsJCiRNjxozBYrHQ3NzM6Ogobrcbp9NJd3c306ZN49y5czz77LMcP36c9PR0jEYjmZmZuFwuVCoVb7/9NsPDw5hMJqxWKytWrCAmJoa0tDQKCwvp7Oxk/vz5DAwM0NfX9yOcCPpJZWZm0tvbK/GssLCQ1NRUurq6JE5Mnz6d6Oholi9fztDQEKGhoZSXlxMeHs7+/fulAtHhcMixbXx8vNzjzWaznJaUlpZy+eWXExERgdfrZXR0VCoVx44dS2RkJA8//DDLly/n0UcfJTExUeJdkNryf4IT/y1O1f/EIyIiQqSkpJCSkiI9QoKktJ07dzIwMCD5Q16vV5pz3nHHHaxfv17ybR599FEuXrzIoUOHZCBzcJG1t7czPDwsgxWDpLlgiOXw8DB+v5/k5GTpW2W326mrq8Pn85Genk51dTU5OTmSfNja2kpYWBhz5syRXhdBonogEJBxLUGfLEVRyMrKIj4+ni1btiDED/Lb7OxsFEWhsbFRFgtBUrrdbmf//v2SN+b1eomJiaG2tpZZs2Zx9uxZ6UNis9lITU1l27ZtpKenc+7cOcLCwjCbzbKVGvQj2bNnjyxEo6KicDqdhISESIPNuLg4qQbRaDQy76qnpwer1YpKpaKtrU2qGIP5g1VVVYwdO1Zex2WXXcY333yD1WrFYDBgNBoZHBzE6XQSGRlJT08PDz/8MO+88w6tra0888wzfPXVV8THx3Pw4EH6+/uliVsw2zExMVHG1CiKwsjICNHR0VLpEZy7jxs3juTkZPbs2YPX65X3gsVioa6uDqvVyv3338/OnTvZsmUL8EMIp8vl+m9xqv5n1kSRWJtyGw/Y91HWpKEg2Y9GBPjIMItHvl5DytABrgvZz53KO3gCat7Lfo5t/ZnM/0Uhx17Yy88GH0av05F/+mvKn3yP3x2bxpyuXey0zaY7kMXYmD7Gt3/DrtE8/L4A5Z7ZhPj6cWriKAw9yOqQ/RwbGs/b3lu5OXUXx3rSiBpqZlHKXi6eMdMSnsjmuCe5t/VBVClJXHfhNl6PX8+fW67lAeMfuGleBdM1dbywM5lvk5+i2wEnS27nzX0xmJNSOdmkpWEkjusN73E8/RZeSviQt78zMBTQ84rmJR6M+z11tiXUd5t5Srmb9/33Ua+kkxnfREGSjx173JQYz7BVuQkREYnDARX+Qphcyn3li7i6sIbXy6dQbK1FpGey+SsVV+ScJ65lH/e5PiAn20fewDdUeSYy1rmZ/HlpnN3bhD1igG+c09CGp3Jl3zvs1hUTZR7hYn8+iimUjFg3gYCCCj91qkyeVd1FWZ2V26Z3cePZWzg7PJlwx2FeHPchz3Y+xqK4rZTUfspz6V+xPe1u3tsaTSA1lWPnR9gXeze/iPsLtw5/wB/d8/lL+/VMjT3KYcdU7noklPK3Kijs/JZTK57gLdX9DHlVZG19nbOmyaxMPEqHU8/9JXu4q/ExfCnp9FR3kVy1gxD1KJ/7Z9BqSSLFNMLD3rcYcTSxRr2Db3IeZWvqHazbsYxI736OGJbTEcinbNb9fLonnpPh4ylZu4Qr9q7lV9/PpQETlnCFlr4rRi8I/0+6JoLmn6mpqdLfKPjf7du3/zucGDNmDAMDA9x+++08//zzuN1utFotZ86c4cknn+TYsWN0d3djs9kYGBhg7ty5koYQHFmNjo7+6AA/ODgojZ4TEhJob29Ho9FIK4aEhARaWlokzyiIE0lJSUyYMEGaiwZ5WwUFBezbtw+73S7DnjUaDY888gifffYZ586dQ6/Xo1KpsFgsxMXF4XA4pOGmRqORAcVBaxuNRiPtJLxeL6WlpZw5c4YJEyZw8OBBEhMTSU1Nlfzc+vp6AoEA2dnZ0uC6q6uLMWPG0NLSQmhoKF1dXeTn51NdXS0Llb6+PsLDw4mIiMDn8+FyuSgpKeHw4cNoNBry8/M5d+4cIyMjUpkYNKyurKwkNzeX5ORkduzYIfm7CQkJREVFMTw8jMvlwul0otfrUavVrFu3jldffZW+vj6uvPJKAoEAPp+PnTt3YjAYSE5OxuFwMH78eFpbW+ns7CQqKkrSYYIFYLAQDhLP8/PzJWE/GKStUqmYPn06e/bswWKxcP/997Njxw62bNmCoihBnPjfq/4LEuuCpo/ffvst3377LYWFhZjNZtl9CQ8PJyoqip6eHkpKSqioqMBmszFu3DgiIyN59dVXKS0tpaSkBKvVKiWb7e3t8kQQHR2NwWBgzJgxhIeHs2DBAtmVMZlM1NbW4vF4pAGbVquVLuYGg4G6ujoKCgq49957ueKKK1CpVDQ2NtLY2EhmZibLly/n4sWLsqByOp1YLBays7P5zW9+Q2ZmJufOnSM6Oppx48ahVqvx+/3U1tbi9XqZMmUKbrebkZERurq6aG5uZvr06bS0tHDrrbcyMDBAZ2cnZrNZGrVNnz6dkpISHA4HWq2Whx56iIGBAZ599lnMZrP0tQrKag8fPszYsWNRq9WMGTMGq9WK1WolOTkZnU6HRqORRm4NDQ3SKyvYKauqqmLZsmVyPh4SEiLJ6YsWLaKtrY2ysjKEEFRUVLBs2TLpvzI4OIiiKNhsNkpKSlAUheeeew6fz0deXh7PP/887e3t7N69G6/XixCC6upqXC6XDIM+deoU/f39ZGZmSgHC9OnTefTRR+nt7SUjI4OQkBB8Ph8nT54kOTmZ7OxslixZQmFhIZWVlbJoP3ToEAcPHiQ6Opq8vLzgPeP9SRbCPz1SQh3UiSnoyg5T5Svmoc0Gjn17njW/W8lE7S5+s+gIZ8bO5Z3wddwZ8Skf9Szm46L3UZ8t54h1IYfiVlEc3semBX9hmqqWpfdMpsI6h6URW9CIANd3Pcrf437F5cmdTAs/S03GQm6J/QtXZFfx/ax3GTe4FcVsxmcKZ3tVMitVvyfb3IEtLYM+SxhJCRF8OjAfZ5iRtMYPqc+/mQXrpnPvFU0MaRwcbEmA+gZqUq/nmpSD5Drf5+97Brk46wk+7F3OXsNN2MemcONjM7gu5RBvncrg7ohdbIt+gBWxxxB+D7ENf+FG1TOoSwvIHvqeG1XP0tXu41SrmoUz9cwc3MZNxee42bmWme43eT9mHa+dzCQ5UEvTzAe4vEhQ58ymQTOdXy728oT2r1x//2RijS4im3dS4qth7OgOXl5YTsORA3gzpqMogtxsG1sjr2d35GzCUzIoLLIS6TvDze77ecP7SxrrOwiv+iOiq4vqlNX4B4fZvN3B3J8XMNTvZcfCDwh1tJCtOoJfUfHRvK+4sfseyo500qgBVWMT+U/8gsFRLUa/wsPuO7D6/KyM+Qs3Fp/nDa6l6rnHiVId4kTkIrTf/5Y/H7Lz+t5I0Gr4ne9ycho3oXL1crwpHmpr+cvxLF4ZmElRdAufR1zJnNhObnpkGpPvmE9kXxlj08M5aUhmlf8vnDrRzg3pX9GRdQup86ZyX8pnbNim4WjobFKpxXfsKI8eyqU4uo7MCSZ6TQV0EvGTr4kguDY2NlJeXs6XX37Jli1b2LhxIwALFy4kJyeH8PBwGZr7y1/+koqKCjQaDbm5uURFRUkLmnXr1mGz2bBYLAQCAWpra2VXPWiTEBUVRVZWFjNnzpRcW61WKwVPBoOB++67D61WS2JiIn19fZjNZokT69atk4r2oCP65MmTZWbr7t27mT17tlQ/B+0TKisraWlpIScnh4iICIll9fX1P8KJ4AESkMbHxcXFtLe309vbS0xMDKdOncLr9aLX63nwwQfp6emRuBYSEsLjjz+OTqejtrYWAJfLxfz586mtreWyyy6TBPTU1FSsVispKSkUFRXh8/mkF+TFixdpb2+nvr6e2NhY+vv72b59Oz//+c/p7+9nwYIFDAwMSM/DoDXF7t27MZlMNDc38/jjjzM0NIQQArfbLXHCbrczOjrKb3/7W/R6PXl5eXzzzTeUlZWxZ88eWdRevHgRl8tFRUWFVO11d3dLf8LExESeeuop7rnnHnp7e0lPT5fNgoqKCmbNmsX48eOZO3cuycnJfP/995jNP9RMQZwwmUzk5eUFfar+pfrvJy+qgh+kz+cjOTmZ6OhoaUsQDH8MjmgAqR7w+XyEh4fT398PICX2QfB2OByyAxVUUAQ9Qerq6nC73Zw6dQqDwSCJ5UHH2OCvk5OTOX36tLTLD7Ziy8rKOHnyJKGhoTIEWK1Wc+7cuR9ZNERFRTE0NASATqeT161SqeQpIGhCFwyaBKR7uRBCLt5Tp04xOjoqC6SgQ63P5wtaASDED5EKFouFM2fOEB4ejhBCbkjt7e34/X4A6TjvcDgYHBykp6cHRVFYsGCBHLupVCp5Gpo0aRJmsxmtVsv58+exWq1S9Tg0NERCQgKNjY0MDg7KE5PX65XFb2RkJIODgzKGIPjcKpWK3t5empubUavVKIoi/b2C90UwedxgMEij0ZaWFtxuNwANDQ1y87x06RIej+dHY2GHw/Gj9xIUJggh5Gca3JD+VzyGBlEIMBTQ409NQwkLw6PoUeGj1HyWk4eG6XIoHGEGNSIdVUwUqsZ6VH4fkZFwbLiAd5Sb8QsICIUbPX+ibjAWpacXlduFX6hwOgWiuwsVAk1PF42OMNRNdWjqq/GFhSMiIvmjcgMajSBdaWZS1EUUBQgLQz3Qg8cWiQIEUHE0/XrUZYcpO6HGbBaoU1PxpI+lXp2FobWBhYv8CEsY9c1qlKgoRjwqSlRlfKj9GTS34PML/sgNNA3Y+J35N6gVSDX2oCiCI6qpCKGAawCVKgB+H6rmRvzGMJTGBhTXAMroKEe7svH6Az9ck8+HuqkBBKiEn1+0PI0PDX89m8fE0LOofaNcZd2FSlH4uGUSCIGiUqOOimRT+u/A0Y3bDSpnN/q2RtY9ZkTlHSHQ7USjBIgyjJAZ2QelkwjoQ/AbQtGfPkKGrRfTyX14AypUQy6U1FTqGlXgduNBi5MYhv1aPn/PzdxZflSKQrcrlEBkDAy6USsBFBVoQqCvR80RZyZag4JXqFClphKu6qN3OAzFM8rExHYU/IyYIhn1KzgHQ8l0V6Dp6eaPyi386eR43js9jihdP5pLDYyMCujuxhcZy6GeDOr7wpni38/1qo9Qoq00xJVSEtkEfj8uj56T7nzSVHVcW1zNIP/l1Kb/scfo6Kjc4202G9HR0XLMbzQaOXTokIz+CnYTggfP0NBQBgYGAKSKOwjeTqdTErodDgdOp1OaEAf3paamJkJDQ2VXyOfzERISQmRkJKdOnSIpKYn+/n5sNhvwwz6clpbGsWPHaGpqkte7atUqmpqaaG5uZu7cuYSFhdHS0iK7M5GRkTz00EP4/X7pmzg0NCQLppCQELRarTwUejwe+fk4HA6sVitNTU243W5Z9ASnFH6/n4qKCoKTqaAZZ0VFhVTKBW1tguaoLS0tREdHS8wNFnItLS088MADEifUajVarZbU1FRWr14NIMnnVquVU6dOSZwIWkwEO2lB/8S//vWvzJgxA5VKJU1OBwcHSU9Pl+Km4PcRdFcP4sTo6KjECfhBjBX0tQRkQXf8+HFOnjwpcSL4GQUVmMEiNRiJFxsbK7Hf4/FIC5+SkhL4D8Z/P3lRZTQa6ejoYGRkRHYozGYzf/vb32hubuaJJ56gtLQUlUrFwMAAbW1tCPGDBX9PTw8TJkxArVajUqk4ePAg9fX1GI1GSkpKZPt2ZGSEiIgIrFYrfX19zJ49W2YLjY6OygJidHQUnU5Hd3c3R44cobe3l7y8PFpbWxFCoNVqOXz4MIFAgMLCQrRarZzpezwePB4PLS0t9PT04PF46OjokErEw4cPY7fbZRWemJjIyMgIgUAArVYrTxwWi4W0tDSpQvF4PPT390tfqKSkJEwmkyy8/vrXv0rVR3V1NcuXL6elpUU694aGhjI4OIherychIUHaEnR3d9PQ0CAXRHh4OEeOHOHAgQNERUURExPD8PAwBoOBhoYGPvjgAzlqDcbUhIWF4fF4SEhIoLy8HK/XKwvMYH5gcHwXXEQtLS2kpaVJv65gqnlKSoosdBobGwkEAphMJjmuC94jQ0NDpKSkYLfbycrKkkVp0PAuOTlZtnCDMRXBGKSg3Df42dTX15OdnU14eDjp6emcOHECQPsTLQX5cITaSez6hkVDm2jcu4980cINuh38ftmf2C5uIOKhJ1lS6EOtEiwafJNvm/JYJx6j6VgZ2d0HmZvYzieam6nxZ3FH7Y28dCKH1NBOOouv4TLlA95QrWWjbzXHI5bgQ8Vt0V/iz57FeHsXd6qf43fu2wj09PKZ+mfc51nPSXUxh9ozaTlRRpQ/QGn4RU63aCgKHKFcNYnrj1xLtm83xwtvR1HCmFT/CXfW3Mc3I3Nx+AN8siebo/55/MZ/J3svZXNRGUOFKCL10O/Zn7SapiEzX2p/xgPGV5nq2kKNP4s9wxNpj5zI5MARLhoXcSz9Vu7yvc5kx8d0BAR/cCygDS1H0n5JUpRCICKKliETDf4UVB89Q6ffh9ZVzZrau/lFyjau7HqGupp6moaimWas4ur2p8jRdYA9FbVag+L34et2ML9+E9dq3+Rh/UYyxAHafYJnXk7ni8hfcXlMBQ/6fss5pQh1Uxnpn9xLmaeEr8T1pHqOonJ0cXfMJv44fAVj4/3EH/uIJ8S9HEq9jY2q+4g3ednMVD674XOa99ZR3m2k0HiW0y0qnOkLGF8Qw2vaX6GxJZA3r4gpcQ2Ywix8otyM0tjIXb43ENHpxNkErvoq0ru/I891kO+HC0lINhEIC+eRMQd4n5tp90O314/TY6HUfok7rd9Roc7gz4FfE14ymTW27xlFzUK2kqHqYXNrKX9uKKG/vp5pGVpEuJWa1Bv45EQmRtw/+ZrQ6/VyH7lw4QJCCMLCwli8eDFqtZqHHnpI4kR/fz+9vb3SciGYBxg8NNfV1XH06FFMJpNMYIAfCreIiAgA6f2UnJwMwMjICN3d3XLs6PF4cDqdVFZWylFYS0sLPp9P4oQQgvj4eDQaDV1dXXz66afS2ufgwYOo1WpGR0dltFlvby/jxo1DCIHf7yciIgKDwUBvb6+8hoiICBm3FRsby+joqOQdB18/PT1dTiCCOHHkyBFGRkZwu91cvHhRxpfV1dXJ0VhnZ6fEiUAgQEJCAt3d3fL1g7YIXq+XN998U+JEsNgtKyuTVg86nU6qCa1WK16v90c4MXHiRGlppNfrWbNmDQcOHKCrq4uQkBCJEyqVCqPRKF3pU1NTCQ8Plwp1n89HXFwc4eHh1NXVMTAwwMjIiCy6VCoVubm5Uhno8/kkToSEhBAREUFvby8rVqyQ/LpgYdXW1kZLS4s0a9XpdKSnp1NeXv4f3qv/KzhVfr8fj8fD2LFjWb58OX/4wx+AH7pSLS0tssUXNPlSqVSEhYXJjkhPTw9hYWFyvOR2u0lISPjnPDcpq1Wr1fT390sn3SCpe2RkBI/Hw+WXXy5tFAoKCti+fbtsv3Z0dJCfn09zczNut5vFixdTX19PS0uL5GzdfffdfPPNN9TV1UnStF6vx2KxyAKgu7ubQCBAZGQkQ0NDGAwG4uLipCeVEAKXy4XBYGB0dJT4+HguXbpEaGgoQvzgKxUsCM1ms+wOwQ+uvEajkZGREdLS0mhubmZ4eJiIiAiGhoaYNWsWO3bswGQyoVKppLdKcBHfeeedbNq0CafTiVarZfbs2Rw7dgwhhAwabW9vl9mBwcIrKSmJpqYmwsLCGBgYICUlhdraWnw+HxEREZLzFIxk6OzsRK1Ws3//fmbNmkVbWxsPP/wwL7/8MnPnzuXAgQPyOwsPD5exM4qiEBoaSm9vrwxfDnIggi7z4eHh8vUURaG1tRWz2YxGo+Huu+/mz3/+MzabjerqavlvgiHWnZ2d/y1H9f+JR0REkSj2PUWYRyE0z8iLi86xbON8bk77Ez4yKG9R84rmJW4bfJlGywSSneXoQxxgsFPCUfoG+/EKNTvC7iBjYDsqk4nKrmzGxFRzyD2HkpFDNOoyUXubmR1ZwcfuX3K3/zVe9/6SaYatTNC0cov6E37pepHj/lJuX3COtypmMYMv2Bj2OvfWrmY0PBe14uf3PT/jrbGPsaMxm2S3k+lLTKS3fM7tF59nqufv1IfO5qsTsdx7VRvqhjJGPRGEBFoJ6PTEWDvpFllUe0t5cuAmTozkURV7FWp3HfnJPs5qp3Kt6nXucmyieOQA/cMuHCH5RHvPUGA4z8fuXxBlHiFN1HO0J5uJlip0QzUQZqLLFUoU3QgRoMGbxGXavSRZHez3XU/9UBzzTJvZznVkubdTPCsBx+7dBIwmVGoNW9oXIvR6dLouwhQXfy2bxrrLzrLdWUSaqplv577Mp8ftdKtUNA7E4LVPpqXNyVX6w5wZjSLe0MVHrl+yOvUzLrVoqQqdhxgY5IbUfQyfrWWvYRIz7T3suRRHdJiJ68XvqY1aRJejF1tAcN2hX3D/rCoKm77E//hjvLbBz7r553l1XyFTzGdpUFK51roFf30rHyjX0aOKYpLpHLVdFjSmEOb532VUHeAyXxmVhjlsd+fQF16K3X2GBlMBKlWAKZdeosxyBT4Rx/cVEXw0/W3GRNVRWLWDz6Lu5N2BK1mYvh9vp4PfXfo394ho+EnXhNFoFIqiSG7q559/Tn5+PikpKajVapqbm9FoNHIyEATG0NBQoqOj5ZTAZrPR399PeHg4ly5dIj4+no6ODukt6Pf7ycrKoqWlBY/Hg8/nQ6/XExoais/no7e3F41Gw+WXX055eTmKolBQUMC2bdtkp6e3t5fMzEyam5vp6+tj6dKlwb2Fjo4OwsLCOHbsGFdfffWPcEKn00lifDBHL1g0BEdWGo1GXkcwZic8PBytVsvo6KikrwRzUc1mMyMjI/LQHsyu02g0jI6OygJlaGhImmkODg4yY8YMvv32W6KioiRO+Hw+2cA4evSoHF1qNBpSUlLo6uoiNjZW5uS2trai0+nwer1ycpGUlERDQwMajUZOic6ePYvBYCAlJYVLly7J64+Li6OjowONRsPBgweZMGECLpeLJ554gvXr1zNv3jwOHjyIXq+XjYHKykqZ/WgymaS9xOjoKBqNBo/HQ1hYmPx9s9nM0NAQJpNJOuirVCpOnjzJjBkzfoQTAwMDZGRk/H/ixE/eqUpOTpZmjqtWrWLz5s0MDQ0xefJksrOzqaioICYmBrVazW233SYLg+AY7Y477kCv11NUVITL5ZLdKYvFwowZM3C73ZL3c+DAAeAHP6mYmBjmzp0rPZGGhoZkgLDf76e0tJSWlhasVivR0dEy8TotLU0mfzc0NKBSqejr65MnjU2bNlFZWSmNx4Jjr8jISIqLixkYGMBgMBAbG0tRUZHkSdXU1KDRaLjtttvo6+ujv7+fjo4Opk+fjsvlIiQkhFtuuUW2sUdHR+UYMDQ0FKvVyujoKEajEZ/Px4IFC8jMzMRkMpGTk4PNZpMLanBwkM7OTgKBgLwBrVYrpaWlbNiwQRZsLpeLPXv2SO+Tnp4emZXU39/P8ePHCQ0NRafTyTT1YOEbjAay2Wx0dnbidrvZu3cvSUlJ2O12XC4XQghmzJjBzp07iYuL44svvmBkZESeKLOysoiIiJBcBbfbjdFoJCIigoiICH72s59hMpkwGAxotVoGBgaYM2cO8fHxzJo1Sy4SvV4vN6INGzbIbMVAIMCuXbtIT08nISEhOD74yXPO7MnQYyrkmCgmb8UkHn4vlAzjJQ5nPcMtWUd49dRKbo/+giPKNJbcEsvmkcvxzriWTYE7KVOmcSH5RnaqbuKbCb+hdqSI0X4j3aoYro/ezv3Tyxjn3caa0M9JFW6ib7+TX6Vv5pdn7+bBqL/w+rQ9bHekMyewjfqheCZFVFOsPsCD/hd4u/Rb3lNdzwXrcg678+nu6eXG0E1Up97Elf3fcShqOWnNX/CkdyMlg1s44F3Cd+plnJ+wEM2FPZwLmc/mkUW4w8ZxcHA+sZZo/CWLWDD8B57WvE1lzFVsGv0FTpeKrsrTpHR9xVOB17j7l6PkDH9PtKuWyJ4j/GX6Zi5pUqnQT2Z91OPkRJ3n7tEN9A33owy68QbicJqK8BkzqBktYbPnZnZZ1uIpXcM09RHWzGgiNsZGmq2PgC8SvaaJ91x38F3HD8aiqMCmq+eqywJEzJ7PfcUHGBt5jkdHH0c7UsuG/ZG8P3A1r/U9RK07Gl3PWVb3f45B4+O1iuW0jcQQETrE3upUPLOu5dmIp8h1f01XShpv6e7nT7O28mVVAZHDI7y6bwIfxr1IWnI3r/bcxwkyeHvm82zYmcOHcb/i0usvExVo57hmKtOUw2RFV3J55HfQ081Gy1OoB13cG/oW2hg/qlA93x2LZKf6Z0Tpwlgz/DWnBiJYONfE5Qk7UM+ZTWbHXq6ybOEL9a+5pv/vXD+wkV/N3MwT7WvZ3Z1FnK+ZJbvWkZkhuDvxCB9dupZRhn/yNaHX6yVXdvXq1cyYMQOr1crYsWPJysri9OnTEidSUlLk4StIJwhyLQsKCqTnVRCI582bR19fHzNmzJCRYikpKZw7d47IyEhmzZpFR0cHgKSlBL0Ci4uLaW5uJjw8nJGRETo6OtBqtaSnp8uD3r59+1i2bJmcsmi1WvLz87lw4YJUbgdxYtq0adJU2WAwEBMTIykKZ86c4dKlS2g0Gn75y1/S2dkpu/cWi4XExERCQkIkZnk8HkZGRqQwK2g2Gvw3kZGRTJkyBUVRmD59uvS8CnLMAoGAxEedTodKpeKyyy5j1qxZTJw4UeKE2+3m/PnzDAwMSNqN0+mUJqnl5eUyn6+6uhq73Y5Op6Ozs5Pk5GQMBgOzZs2isrKSkZER9u/fT1JSkuSeBQIB6a0YExPDhg0bpBdZIBAgLi5O4kTwAB9UJapUKsrKyggJCZFjziBOZGVlUVpaKjubQUFY8F4I0oYCgYCM1omPjw/iRM2/ulf/S0WVoihZiqJcoSjKbYqi/PIf/5/5X3mu5uZmoqOjsdlsHDlyhLq6OhISEmhoaODgwYNSReD1evn73/8uq8jBwUG6urp46623ZFsx2D0JDw+nt7dXOqTr9XoiIiK4+uqr6ezslC3f06dPk5ubS19fHwaDAavVSl1dnewknTt3DpfLhcPhYO7cuZhMJulmHix6gmGPwYfb7cbr9Uo7guBMuqenhz179pCamsqcOXOIioqivLyc+Ph4lixZwujoKDU1NbzwwguEhYWRn59PQkICra2tjBs3jpGRETZv3oyiKHLjWL58ubQYGD9+PKGhofT19REaGsrUqVMpKyuT8/kg76qgoID4+Hjy8vLkqS4jIwNFUairq5PSZCEE+fn5zJw5U1bvc+bMITMzU7r1Pvnkk6xbt47R0VGys7Npbm6mra2N0NBQGb6p1f4wObDZbMyZM4fExESOHTuG2+2moKAAq9UqW95BQcDevXsJCQlBURRpkhpU3QQCAdra2nC73bzyyivMmDEDjUaD0Wjksssuo6Ojg8TERPbt24cQgsrKSmw2mxREBM3nbrzxRvx+P/n5+bS1tbF3794gZyLip14TSnMTmdH9TI2uRn3yMK4+Hzcqv0MBXtwaxe8mb6Lq/CUIBDj1RS2KRgvlx3l38GoOdGbS099DaqKHt3ZYyNA3o/J6iYnwo3F0oGpr5b6orZzQTmNT+GOU/2EL/lNnuHvGLgJ9Lkyt1czPcVPfF0G6qRNhtSEam6CrG59X8LfziQhFIdo8gtM2iV77fGqbdNwQ8hnOXhX7OlLQtJyghBO4FAsf9C/F41ORGtKMEhsHWi0N8dMpiWviVG8Wmn1/457kg6TNTeOIZgaaIRd/W7SVx7JPgqsfTeNR+l58mmnmsxTmhRIZE0tYWzUT842EevpRN9QQUMCgDRCVksrGJafQaBUytQ2UlnhRQg2ECheZUb3opk1j2Ovn5IFWrks8iLb5GIpawV6SSkyCDnXeTJQhFxlKA30p87hF/THKsSMow01MFYe5k7fx5c5mzjQ9WMLQ6DSsmK8jU13Hz02fcSAwjdBHH+D1tT3keHfhzZ5JfbMOTWM1G/Uv09yqISoiwAOHrsCn1vJ65mvcN3sXvuRUDp/UkDZ6iPETwggPU/Nw/r9R54okJclHpqihd/dO8pMuoRYBcDoYtUYzOKzi+pAvuCXwLt0NLhga5vScG8lI9qBPTEATHkbunAw07W0EklNp2NNEBoc5WzWEEhPNz/mIn/MBBAKMqo3cfmMYIhBg7fj38be18+aBWEpim9AT+tOvCUWRiuSPPvqIQCAgOzBbtmxh8uTJnDt3Tu51Pp+PwcFBGSoshCAhIYFt27ah1+vx+/0/womgQ7rNZmPTpk2cO3eOGTNmMDAwQGtrqwz7VRRF0gmCFIqzZ8/KIi46OlqmT+h0OlwuF0NDQ/zxj38EkIdwj8cj5fpqtZqoqChCQ0M5deoUPT09LFu2jNTUVMm3Wrp0Kbm5uQwNDVFTU8OLL75IZGQkJpOJuXPnyrHd8PAwTU1NUrkdxImgW3xBQQGhoaF4PB6sVivTpk3D7/ezf/9+4uLiZGpGeno6ZrOZcePGSdpMkNpx/PhxyVMSQhAbGyu5YCqViocfflh+HsEoobVr10qcCFJsoqKiCAkJISwsjKNHj6IoCunp6cyePVvihMfj4ZZbbuHSpUsUFRUxODgoR7K7d+8mOTn5RzgRtB1SFIXm5mYCgYB8vri4OIkT7e3tMgcQfmiqFBUVyU5cIBDA7/dz00034ff7mTBhAk6nk7179wazGpP/1b36f1xUKYoyVlGUVxVFaQMqgc+At4C3//H/VYqiXFIUZaOiKGP/T5/XaDTKN3Hy5EnJd1m4cCF9fX2sXbuW/Px8qbQL8qWCYBqcZWs0Gn79618zbtw4dDodhYWF9PT0MDo6SnR0NLGxsfILmDZtGjqdTspEg68fLKhUKpVUn82aNUt2bIILNhgk6XK5SEpKIjo6mvDwcB544AE8Ho/stISGhtLT04Ner5dqkJ6eHnbt2iUXpdVqZe/evajVaqZOnYpGo5EE68jISBISEti9ezd33HEHvb29MoW9p6eH8vJy7rjjDgoLCzl37hxz587loYcekhEvwe7axYsXUavV2O123nnnHVQqFU1NTZJrEMzCi4+PB6Cnp0cWSdu2bWN4eFheR01NDevWrcPhcHDmzBneffdd7HY7fX19kusUVHSoVCrGjx+PXq/H4/FgNpvZs2cPiqIwf/58tm/fTmNjI3PnzsVmszE8PIzVapW2FzU1NQghuHjxIgkJCbKNnJycTGpqKmFhYezdu5eSkhLuvPNOdu7cicfjoby8HLvdTlxcHOPGjSMmJobExETy8vKoqqpCq9Xy9ttvs2DBArKyshgaGpJjS/4Tjur//1oTGI2oCfCG9w4qjgpwDzKl/zgbnu5lh/da1t5sICsnnokcoblZISakn9eLP0CZNRlFrcY26mdqyydEj8ngzblfMmWBgQx1A4HCQj50LOSodix10ZP5MP5XBAJR6OKiKLANcDxzDSMpmQzVV5EuapgYOMqO2hT2d2Xxgfpn/JvvWtoDeaRbe8lwlxM1VMG8+t+gqq/h44fLuXwBnOrNIinehjE2mvRYN97ZM3l29AGEUMhI9RIdMoDDIVCrFCaVeHjprn42Dcxn8s5niPS2c4d4k5dP5fLbhkmow8wsn+KhUTWVQFQc2/uzUcXCnxIfwbFrJ3+e8W/40zJp7I1AjMkmve9b3jydSfEvxzOxcJTy0zrSLkvmo/EbeJO7uKr3Ld50/oxK/Tw+2JtAtZhCSXI7uzYdI913kbHNH6JRBK+lvYKt9xh319/LuLwRtvlWIhxOAmPz0LacYM+uAdSufmbHnKdyRxWiu4t/W3ecHZ3jcQ8JTr63l0BiEWN7viY9xYOSnkZFRAGq+nqu7X+bwnWTafAn8776eryWbFQ7d6BRCa6a62Vw5xYutmrJmz2eOabjlLfGU2Stomconpdqr8Xn6KUhkM4fKudzWewFQgKDfKi9nhJ7ByqjgYkWB9OaP+KWK3oov/1N9u3s4bCnlBPlaq5KPkBcbBQleQYmRtRy97i9vB/7IIrTwf+Pub8Mk/JK1/7hX3l1l3V3SXdXtbsrTUPj7poAgSiZyIQkkIRk4h4ixH0ycZvYkAQIIUBwgrs10E67u1fV+n8gtZ7JfvbsPTPP3m/e+zj6QLr0rrrWue7rOsXurefjt6t4eMpu/OJGo+jt5bx+EmUtAaj//6AmfArjwMBAysvLZcD9Y489hsfj4frrr5c44SOi33777XLTUFdXR2VlJcnJyYwfP57JkyfLddnH3/FlzApxKY7MarUSGxtLeHg458+fl49dWVnpc9Vm5syZALLT1NfXR3FxMaWlpTz00EMkJCTIjpkvF3DcuHHyYjcyMlLSGbxeL9u3b+fuu+/mjTfeoL6+nqamJgYGBjh06BBFRUUYDAZGjRoluzQJCQnStmfPnj2MGjVKrseJiYkSJ0aNGsUVV1zByZMnGT9+PJmZmahUKkk+9/PzY/fu3TITcMuWLYwaNYqKigqZP9jU1ERZWRlpaWly9JiYmEhPTw/PP/88NpuNjo4O3nzzTZqamrjjjjuks7kPJ3zvc/r06ahUKn7++Wd6e3tZtmwZACqVCrPZLHEiNDSUV155BaVSSWRkJGFhYZL+0tvbS0lJCTU1NRInLBaL9KWKiYmREXRVVVXMnz+fW2+9lZ9//llmRY4cORKTycSUKVOorq4mJSVFKgd9GcNTpkwhLi6O3t5ezGazFMf9wxr47zhVCoUiFngOmAf0AruBfUAJ0Myl+IEgIA4YBowC/IBvgXuFEKX/1eNHREQIXzaPSqUiLi6O5ORkXnzxRSZMmCBjZ6Kjo4mMjGTv3r2SmO27esjIyEAIwYYNGwBIS0ujsrKSUaNGcfz4cck3UigUcpRnNpspLS1l0qRJVFVVAfDRRx9x/fXXMzg4SFlZGaNHj2bXrl1ER0dz+eWX8/bbb2O32zl58iR6vZ4JEyawc+dOyVlqaGjg/vvv54cffqC8vFzmKB0/flyS/RISEoiMjKSqqopZs2bx6quvMmbMGA4fPkxrayuTJk2SioyqqipUKhW33XYbq1evZurUqRw6dIi+vj7Cw8PxeDwUFhZiMplk+rfX6yU1NZXq6mrGjRsnd9xKpZLdu3czevRoDh48KEmCvgXEl7c0duxYAHbu3Mno0aPJycnhb3/7G0VFRdx9990oFApWr17N3r17WbZsGd3d3bS2tuLjxfk6Qnl5eZSUlFBVVYXT6ZQ8saysLKqqqqRfzOnTp2UqeHZ2NgcPHmTYsGGkp6fLTKmUlBR5nioqKmhtbZXEfZfLxa5du+js7OTQoUPceOONREREcPjwYcm/85E9PR4P9957Lx999BFZWVkyQT4mJkYavZ45c6ZZCGH7PWsiNzxSpCsfhgAXcdojWCICSUh18PVzvzBngj+793vY7Z2GO3IYk6P389HeYUweeJ383l28l/AF6R1fEpMdiuPw3zjQGIPweDiTeCc31PyBiBEJjDn4Cc9q/8hIzx4OaeJYMfADr4Tewx+rX2OdO4X5BTom13zKUvE+0z6+gp+vf4r5vXt4uy6Vc+GL8Ta2oHDYKPQWkBA9gOviF0Qf/56Vqu9YPnUPjXsP8HzLKq7UfMRd4nkUjz6M+Nu3/PniKA5oruSKvAM0Ha3G3LqfHkxcnlDN4bjFXCjT8mf3/RxQxpEXMcC+w1181D6Sa8d2oDtxlI7ASNaU5zJC9TOK0SOI3fQpSpuVvuw8SnYMcjhuEpe7v2DNOQfCYGPIGD8Ob2pn8cDXfOm6GX3vRR5cFsrJk23UaK04e+s4+ks/geOiWXcoCVuQF1VzEzQ1cCZuKderHudwZSiL7k5Fv38bBT+/w5UTa/jD8J18+pWe1vOlLPuTHT+Fm9JV7zB13/tsXvAI7qxs9hywo1B20tWt5Bb9N4xwn+a5UR9RVuKF80X0TbqW8SdWUGTLJy7GS1Wxl2NnlHx0bwffnDdSerCNvw3cwd0Fn3JwXywjR5QwLVnBR4XRDBnciztvBE+/oGXz8Dc5WKPnhabrMHtU3OJ8n11hC2ncvJnzgxm8d3A6525+lJ2uK6g+3MDVba+xR1nASWUiN3X9hbHaIj6c9jTvFy/lupiPeev7BCZllBIb6aLy5DHqgobxt2OLm3tFw+9aE+Hh4cK3WcrPz0ej0RAXF8fzzz/PxIkT2bdvH0IIIiMjpV/R5s2bEUIwbdo0yZ/yrbODg4OkpqZSWVlJQUEB27dvJz4+Xubr+UZJvrirUaNGUVVVhdfrZdasWRQWFlJcXMz58+cZP348R48exWazoVariYyMpLy8nBMnTqDVarHZbFgsFnmRCHD//fezbt06ysrKJE4cOXJEXgg/8MADbNiwgdDQUGpraxkYGCA+Pp5Dhw7R3NzMpEmTOHr0qFT9qdVq0tPT2bZtGzabjezsbOlL5cMJH0d2y5YtUiTU29vL8uXLOXnypNyM7t69m4KCAjZv3kx8fDzR0dH8/PPPJCUl4Xa7qa6uZvny5Zw4cYIdO3bgdDr5+uuvGT58OGazmaVLl6JUKlm1ahUHDhxgwYIFpKamcuzYMdxuN319ffT19REfH09iYiIDAwNs3bpVnsfQ0FDCwsK4ePEiJ06c4JFHHmH9+vV4vV5aWlrIzs7myJEj5OXlkZ6eLjuFKSkpvPLKK4wZM0byooOCgmTAsi/D9+DBg/zhD3+Q2OHv709jYyPJycmcP38ef39/JkyYQFlZGS6Xiw0bNpCZmUlUVBRHjx7973Hiv4sH4JIfw2HgasDwT9zeAFwLHAX6/rvbBwYGyjiAzMxMaYmfnp4u8vLyxBNPPCFycnJkjIparRZ2u10EBASIiIgI8fTTT8uYAYPBIIKDgwUgEhISZJyMLzolIyNDuFwukZ6eLtRqtUhNTZXxBPxqbz916lQREREhcnJyxIIFC0RgYKDw9/eX1v6rVq0SERERwuVyiXnz5omcnBwBiMDAQBEcHCwyMzOFv7+/MJvNAhAKhUKYTCbx9NNPi8zMTBkjoNfrhcvlkq89IyNDPPPMM8JoNEqrfK1WKzIyMoRGoxEZGRnCYDDI98KvMTsZGRnyuXQ6nYwDmD9/vsjKyhIKhUJGzmRkZIjQ0FBhNpuFXq8Xs2fPFgqFQuh0OqHX60VYWJiorKyU541f7f79/PxEenq6fK02m02oVCqRkpIinzc8PFzk5OTI1+f7ncPhkFEMvvidefPmifnz5wuLxSISExOFy+USRqNRRis4HA75uhUKhQgICJDn3/d5+vn5iZSUFBnj4PvcfZE4Wq1WKJVKkZycLJRKpcjMzBQul0sEBweLwMBA4XA4hF6vFxqNRhiNRhlLAHT+3jWRHWgVUZqL4nluES+nvSaWOl4R1ejFa4/WimuGnBKNq94U+dndYoF6jVjg2C40ao94zvGMWGL6TkRFusWLaW+KViziKj4SLytXiFdnbBBRlIi1ydcJm6JOrCdHWHWtYiGfi6tTD4luV7xY4vxZxPhVi/a0fLGZTDHcWSbKsAvoF99PfUC8HfGEeCP7LbFoXrew6trFPNaIYaatYjIfi5eeahdXhm0TURGD4v75W8XwzBbRiEVYde1iifl7sXnVOvGDcqgID+0RSqVHKBgUOaZzovWpV8Wr6a+LR7lZ1Kqdwp8O0Zw6UlzLKvGmaprYlHm1ePWpRvGa8W6xTjdKpPGTGK5dL15Nf11sUueKd5wPiQ1+o8QI9ffiOZaLq3leXMPz4or042KI8YwIo1hYta2iPXWYeENzu6ifs1REWpqFPy2iUh0hYrQVojFtlFgR+rDIM5wWk7VfitdmbBAvcLvI1m0XQwynxZLwHaKzul5sUWaJakwika3iBf0VwqptETlp3eJqnhLryRRXBG8WBnWvaJ59tdhAlohSlonJrq0iP7tLbPQbITaRLB5KfFHksUs8N+MnYQ1yiwV8JvIMJ8VV5u/ExrkPi6vmt4jNppHigdT7xGLbRhGhKBPX2l8RC/lQLLBvERrVoLiDFWI4a0SEqUEE6dpFI/7iFW4SS/zfFjZ9u2i2x4lutUm0p+WLRSHbxTC+FVGmOpFv3CKGao+IVkyiMWWECFI0iiXOn0W32SFemf2KsAX0iu9D5opATZuIVJaKl00Pi+ayejEssFAEYf/da8IXN+JbaydPniwA8cQTT4ihQ4eKVatWiZycHBlNpVAoRGpqqggMDBQ5OTkiKytLrl9KpVLGjyQkJMi1xrdOZWRkyFgT39oHyKgrQKSmpoqwsDCxYMECsWDBAvmcvgiWp59+WkRERAiLxSJmzZolY730er2wWCzi0UcflXFff48TTz31lHA6nUKhUAir1Sqfi18jbrKysiRO+O5nNpvlGup7Hh+m+t6vwWAQGRkZcr1OS0sTWq1WzJ07V8bE6XS63+CEVqsVOp1OZGRkSAwMDAwU4eHhorq6+jc4AQiLxSLmzp0r/+10OoVarRazZ8+WzxsWFiacTqeMh/G9t5kzZ/6nODFv3jyh0+nE1KlThcViEWq1WoSGhgpA7gf+Hif+I275+fkJm80mtFqtjDPy4YRCoZCPNWPGDPn6jEajjHP7d3Dinxn/LRBCDBFCfCqE6P7vbiyE6BZCfCyEyAEW/Xe3N5lMTJs2jYiICC6//HK561yyZAnTpk3jgw8+YGBggDlz5rBy5UpmzpzJgw8+yP3338/SpUs5ceIEGRkZaLVaHn74YVasWEFWVhbd3d0kJyeTnZ3N1KlTpfXCsmXL0Gq1zJkzhx07dhAREcF1111HdnY2Wq2WU6dO8cc//pGtW7dSWFjIhAkTePjhh7FarTidTq6//nruuusujh49yv79+xkcHGTu3LmMHz+ew4cPU1hYSEBAADExMUyfPl0S4m+88UY0Gg0ul4sZM2aQmprK0qVLCQ4ORqPRUFdXx6FDh7BYLFIFkpKSwpYtW3A6nWzYsEHaQ8yePZvw8HBCQ0PZsmULkydPJiwsjBkzZrBr1y5mz57NhAkTmDVrlpSUKpVKFi1aRHNzM6NHj8Zut/P666+zYMECkpOTmTlzJitXruSmm25CpVKRnp6OWq3G4/EwYcIEfvjhBzmqXb58OQEBAWzdulXGP1itVvkazWYzLS0tZGRkcN999zF69GgyMjKwWCyMGDGCgwcPyoT18+fP09jYyJ/+9Cfq6upITU0FLnGwtFotQggKCgp44IEHcLlcZGZmotVqZft+8uTJzJw5k7vvvhuTySQ7bZMmTSI0NBStVktWVhZXXnklO3bskF424eHhrFy5ksHBQSZNmsSf/vQnRo4cCf8cUf1/tSaaTZHcNrOEN8Nfo2/uFagaTnMtL7L4j0aGuz/g25NKrvM+gmb2VEbePZyqmbcQ8MAK3n2khiPXvkqNTsOk9EqUlmYOz3+a694by4jMbn7pcXBf2vfsyrmJs9PvQZuVToH2K9695QBjQ3/i2MyHUG/fzF8jb+VvS79nYWYlT2sfZ2/hID033M7SbdcyruQhLsy8C//5k7k65kcywytY+gcl7/2pmGOHenAf3siV4imWz6nk3LSVvHlPGZve2sG32tEcXfY+jdOX0uRI58ZJFShvvoEKrZbyiBzunn2eZ8PeQvntVygsGk4YU9nc7EB19BuOmGP4QT+Um4zvc23qTq75+Rq+CPsjs/fdyVrtUIapf+D4rEdQhptxRPTxzs+xXDu1jtHhVRTPuhv1z5vYf9mLrJ38DodH3ckfdY9x3/RjzPF/i0/mf81AexNXjC0jI6SYq98axvHLn+HGlI1cO72eEXcO5YObaBDxfwABAABJREFUv+YL7WTmppTzR8NfODdo4eSUlWxaP0CnxshXqsm8+sdCqhInon//Dd4PvIU5IR8z17GRH34c5DttAe8Yb6O3pw6VM5zbPhnDuYIb0GZlMDpoLbljdWw/1scw8QU/RC6g4UwThta13DbpGJrG05QnTsal2UdRzGQ6dGrSlZs5NHolRfd/THZoO5+lv4hJV8axiXfyTMQ9jE1r4LMb9zB65RBGBh7gwIT7GKNZw6Ip9dzhep6nNVfzePb3vH1rIe+sOMbp9ac5kH87+8Kmcfqed5jCag6Pv4Nv7vuOxaMraEH5u9eE0Whkzpw55OTkkJ+fz+bNm1Gr1dx444309fVx6tQp3G43c+fO5ZFHHiEjI4Ndu3Zx7733Mjg4yNVXX01WVhYGg4F58+bx7rvvkp2dTXd3N6mpqWRlZTF+/HiysrJQKBQsX76c4OBgZsyYIbk71113HU6nE7vdTmtrK8uWLeO9996jsLCQadOmMX/+fCIiInC5XCxdupS77rqLc+fOcejQITweD/fffz8zZ87krrvu4vXXX0elUnHLLbcwa9YsgoODGTduHLfffjshISGEhYUxduxYwsLC+PbbbyUuNDQ0SJyAS5OPuLg4RowYwfTp09m/fz86nY7e3l7mzJkjceLRRx/lmmuuITw8nBkzZrBlyxbmz5/PxIkTGTVqFCqViilTpkicaGhoYMqUKdjtdq6++moef/xxUlJSmDRpEnfddRc33HADKpWKtLQ0AOl6/vLLL0sX+BtvvJHExETef//93+DEiBEjiIuLQ6lUEhcXR1hYGB9//DEjR44kKyvrNzjhI6T/9NNP6PV6Jk+eTG1treThxsTEoNPpEOJSGPKMGTNwuVzMnDkTjUbDhAkTiIiIID09naVLl0qcGDNmjHSf91FU0tPT+eMf/8i9997Lhg0byM3NJSIiQuLE+PHj/x4nmv/Rd/V3t1SIjIwUeXl5nD9/nra2NqqqqkhOTiYxMZH169czZcoUOQK0WCw0NjYyffp06fbtdDplDIzD4eDChQuMHz9ekpp9GwO4ZPy2du1aZs2ahVqtZtSoUaxevVpKan0u6LW1tTz22GM89thjTJ06lf379xMZGUlfX5/MdHK73fzwww9SUafT6aQKBeDee+/ltddeY/z48dKY0mq1ymiA6dOn88wzzzBnzhwyMzN5/PHH8fPzQwjBxIkTUSqVaDQaRo4cyerVqxk9ejSDg4MUFxdLovrw4cM5duyYlP5WVlYSGxvLpk2bOHHiBHFxccTHx1NVVcXAwAB2u52bb76Zd955B4/HQ0NDA7NnzyY3N5fjx4/T3d3NTz/9xLhx4ygpKSE9PZ1jx47R2dmJQqHAz8+P9vZ2kpKSOH78OJWVlXz22Wd89dVXtLS0sGzZMr766iuZTWWz2Vi4cCEPPvggJpOJ6OhoGQ/Q1NREfHy8JLZff/31PP/888TExMiR5ujRoykvL+fcuXMkJCRQVFREamoqCoWCyMhIdu7cSVhYGElJSQgh2L9/P7fccgtqtZovvviCU6dOoVarmTRpEsePH6e5uZm+vj7gUjxBQ0ODVBT6xAnA7x5TExmZK+4b8gzbL4RR3mLEWrMGd2g6a24vZPkDPVzxZDK/PLGNjdqbUVpMxDfuZfjMQPaWOuHEYZQhWk57RhLcf5SAyDjUlSUMGamlXa/G6vHyi3IsBWI3+0QBqq2f8wtzeHPs25RqhuEtGM9Hz9ZAYw31/gncE/M1jS0N/LnmFh54VMuax7ewbtpaZu59kCv9v+Sy3GpG/PwEBTODeNtzE8u/S8Ot1vG1+wbSlOeJT1JRcbYQhdqfjfefY8XzEbw58Xs+OJrCX1XXMdW+kfNRV+EtucirYS8wZ+PNzHsgnmN/OUJbbwd2GinrdzJmio5QlRuVWoW3YBwfPV9H/MgQNMU7WeTazWNVD7E4eieKvOH4nzyAcLsZGBQoKir4rHw0iyfUcP1rQ7nV9R0xznLOeUfS1tJIi3U4j99xiqJXDnNQFEBdHd70TN5d9DN/NdxM75Yd/PlHNTOmDvLNqckcy17Ky0fjcbT3cEBdwGl1FvqOU8RMH4di7RrerZ7N2x/r6P7qQ0qaE3nztkKWfZ3Mqf7hpLetIyWoG/+Fl/P5wyeJnplFYtVfKapPIEaxi6rmQPpjRhNS9Skqi4W7si/y4q4Admhvx9t4mqtsB2kdPhxVeTGlpyy8mvouUec2Ep+mYSbvYysuo2nSJH44kMLVK4O54cBNfLAnkptuN7FHk8jJT6v5+GQk/lo3ayZ9z9zddzHgFoT2bKGQmdyWtpk/Nr3Ao72XsUu3jOSGNQwSwt94qn9QFP6uNRERESHy8/O5cOECFRUVtLe3y+zQhx9+mAcffJAXXnhBev4NDAxInDh+/Dipqak0NTXR19dHZGSkHPv50heqqqqkwsy3YRs3bhwAo0eP5rnnnpPy/okTJ0ol3t/jxN69ezGZTGRnZ7N161ZmzJjBwMAA69evR6lU4vF45Cbk9OnTqFQq7r//fl588UXGjBnDpk2beO6553jjjTe4+eab+eabb3A6nWzatIkHH3yQ999/Xxp7ejwexo8fT21tLQsXLkSn0/Hiiy9SUFBAcXExYWFhVFdXExkZybBhw/jmm29YuHAhe/fupby8nIqKCsaNG8frr79ORESEvIhtbGzEZrOhVCrJycnh8OHDNDQ0kJaWxuWXX47BYGDTpk0SJ4qKiqQp9NmzZwH405/+xOrVq5kxYwZr166lurqaTz75ROLEDTfcwHvvvYfZbJYO9YsWLeKhhx5i5syZVFVV0dDQgBCC2tpajhw5wsiRIyV1ZufOnej1eurr6wkJCSEvL4/S0lLOnTuH1WqlubmZ2bNnU1JSQkVFBaNHj+bw4cPcc8897N27l3379nHzzTdz7NgxLly4QGFhISqVinvuuYe33npLKgQBMjMzqa+vp6OjQwq7fj0uCiEi/9Mv63/Xdv1P2rYfAPn/xe+HAh/8s48XGBgoDAaDUKvVYt68eeKhhx4SBoNBpo+7XC5ht9uFTqcTdrtdqFQqERoaKiIiIoTD4RApKSlCp9MJk8kkLBaLTM7OzMyUYy+lUilHZb7Wo1KpFCaTSej1ehEQECDTw2fNmiVCQkLEkCFDxNSpU4VGoxEOh0NotVqhVqvF1KlTRUBAgFCr1WL69OlixowZsj0YEBAgHnjgAeFyueRITqlUCo1GI+bOnSvS09NFYGCg0Gq1QqFQyNairx3razkGBAQIrVYrjEajTCYPDw8XoaGhsu1rNBqFXq8XWVlZws/PT+j1emE0GoXFYhEWi0Xk5ubK1G5fSnlAQIBsp1osFpGUlCT0er1Mc8/KyhJ33323MJvNslWenZ0tTCaTSE5OFgEBAcJkMgmXyyXb1YGBgQIQaWlpsrWrUqlEUlKS0Ol0QqfTCZVKJfR6vXA4HCIiIkJkZmaKpKQkERQUJEpKSkRwcLBQq9XiwQcfFAqFQowfP162i/38/ITT6RQGg0EolUqh0+mEzWaT7XG9Xi/MZrM8H2q1WhiNRmEwGITZbJYp9MHBwSIgIEAmyufm5gqz2SwcDofQ6XRi2rRpvtb9fzvq+N+uiZzAINFudIpIZYVonH+TeO6hRhFJmWh/9i1xZdoxsTB0q8i1l4sc9THxguNJ8arqTvFiyFMiOnJQXObYLlz+DcKi6RKXO3aIPEuheDHlz2II+8SS1CPiWf4k/P08Ikd1VOQqDotFScfEfP8fRLh/vcjloMgJrRJ+eo9IC6oUOkWvWMQn4vXpa8ULwU+LK4ecFdmJHWKx9hux0LhWPO/3kLD6dYmnpm0WSyzrxBXKr8Sr09eL52ZtFgHaTpHJMREV0CyqD1SIPGeFeNV4v3hRcZfIVx4QC9V/E4vn9Yj6tLEi11IotFqP0NItshwXRZCqVUSGu8XC9NPipTmbxMXAdBFtrheLtd+I1833i8Vh20Wuq1oMMReKhaHbxBX+34sARauYb1gnov1qxOtZ74hWv1CRrzsqrjCuFbmmQpFrLhRDcwfFIuP34grFl2JoWKVYpX1ERJibxcvztog87VGxyLxOPJ/8lohQlItXVXeKXoNV9LpiReXOIjHEeEaEUy5eYrnIz+oSV1rWivrkMSJSUSEuc2wXi83rRZ7pjFjk2imiA5pFI4GiO2OYeCPsCbEgeJvwV/WJuYmnhZ5ukWMoFC/aHhdD9cfEwuBtIjLCLa5IPy4qk8aLqMAWUV/SKBbYtwg9XaJyyrUiT3FQPDNxrXidZWKo6bR40e8+caXzZ7HIuE6YaRW52mNite0xsZhPxUK/tcKs6RIRYW6RbSwUUfpqsVj9tXjF/16xyLBOhBvrxVzrNhGhKBeX+68XQfpOUX6iUSwwrBf5OQNioXGdyLWXXvpuTV4rlljWiiAcv3tN+NZXs9ksMjIyxKlTp4RarRZPPfXU/4UTvvXV5XKJsLAwkZSUJCkPvnXAN3byjcR8a6hKpRKpqanCZDLJtdbpdMqxnW9UOH36dOFyuUROTo7ECd9z+Pn5SZzgV0rJ7Nmzf7MOHzhwQISFhf0GJ9RqtcjOzhaZmZm/oTwEBwcLpVIpwsLCRGZmpsQJi8UilEqlCAkJEeHh4cLlcomAgACJcSqVSmJcaGioCAkJkThhNpuFxWIROTk5cm11uVxCrVaLgIAAMWPGDKFUKuVo0WQyCY1GI9f/nTt3/gYnAgMDhdPpFDNmzJBUHYvFIkwmkwgNDf0NTvjwUafTieTkZAFI/Pbz8/sNTsTFxQmr1SoKCwuFyWQSarVazJgxQ6hUKjFhwgQ5tvXhhA/rdTqdCAoKEhqNRn62vtGeDyf+HoN93x0f/ebEiRNCr9f/Bic0Gs0/hRP/jqXCdUDsf/H7aC7Nyv+pY2BggClTppCWloZGo+H1118nPj5eSvyrq6tpbGxEo9HI4F6fhL6lpYWioiICAwOxWCw4nU7a2toIDg6moaGBsLAwJk2ahMPhkEnTjY2N9PT0EBQUhEKhYOLEiXR1daHT6cjIyODYsWO0trYyffp0SXR0Op2ye3b27Fnpkr5r1y6OHz8OgF6vp6+vj1dffZWOjg7ZBrbb7TgcDg4cOEBlZSVjxowhKSlJ3n7q1Kncd999XLhwgR07dtDT04Ner2fq1KlMnjwZh8PBiBEjpPGaEAK9Xs+UKVN4+OGHiY2NlZlWPsf2qKgoSfQzm81ERESgVqvp6uqSDuPjxo2jpqaGoKAgkpOTZT7iCy+8INUqs2bNIiEhgdjYWPz8/Jg0aZL06bLb7QQEBHDnnXcSGBgoPaW6urpITEykq6uLhIQEaQERFxdHf38/mZmZnD17ltLSUiIiIrjsssuor69HrVbz4YcfkpaWJsmAgYGB6HQ67HY7sbGxBAcHk5CQIANFW1tbiYmJwWAwYDQamTJlCgaDgejoaFQqlYyr8X3WbW1t0oV3zpw5MizU6/WyceNGwsPD4d9zVP8frYny/lD+OLkEe7aLO1SvUPjGxySGlfKRdzHR5z6itbaKwMadNOrC+EKzlE+D7+JL5TXs95+ItqWR5MFtxAU1oe8vIiZsgIMVoShCnES1/sjp8CmUTbqZ64J/JN7RjrrmEId6Uhg1+BVxyjKutv/Ik5O2o+9qItVYzojMHppOnuSb1im8NHUj9vNrcAcEUhY/jaPWiTw4cT/rTyWRqj7GXmUBjXt2c/pIAxOU29CovSzrfZFzkxaTpNzLvqjFfOm8g4X2zSgdQXj37eOai3eweFw18xLOMle1gaU9b1Py8EccH3oTuoq9/LS1m0Vdz7LE+B5/nr4W1cQx5NuKSCqwsshvDbruIhICTzHJfzd+0ydz+MHvEDExTLUeYPG0ZoZH1xDbeYT4CREsCdvOCPah0TawMPssuxSp2LvLSB0hiLO3o5wwgcOVLmyGXvalLOX6uB2M9m7jwckbSTQdx6FqQTt7Kk/Fv0R+TD2z9JsZOjeYbj8Y4neMbf6zUSu8LLvbj6ssH3FD3DZ+CZqLvq+YR5I+xdRzmhmpxdDdga6/h8WT6tD3l7Aicyuqwp0sKLmL/PBq/nbZ07gbj5KiKOSHehsEO9h5GNwhISSYTnJSG8NbjsdRxkQR7+whNlHDzwPZnCeeFncf8bZmlgV8hNpk4MjUh1HqNbTERVKqjGWkWEttczvD7CUM9/zCveIZHp35LYcGM1k37wPKjJmkNH1EozeI45uLGRpZTwdBv3tN+EjWvkzW6dOnExISglKp5MyZM9TU1Eic0Ov1UhwTEBBAcXGxtFDo7e0lLCyMiooKiQkul4vo6GgSExNxOBwy6sVnEGm325k8ebJ0J3e5XPj5+cnO16ZNm7BarcTExGC1Wpk8ebLECZVKxZYtWzh27Bh9fX1otVr6+/uZOHEiQlwi1rtcLmw2G/7+/ly4cIGmpibuv/9+NBoNNpuN3t5eHnnkEfLz8ykrK5M44efnR3JyMitXrsThcMjOW2dnpxwXTp48mQcffJCQkBCcTidTp04lMjKSjo4Oxo0bR2RkpJyKDBkyRCoC9Xo9wcHBTJgwASEuGT8nJibKsd2kSZNkpmt6ejr33XcfAPX19Tz++OPSosLf3x+NRsPKlSslTgQFBdHT00N8fDx+fn6kpKRIz8VJkyYxMDBAZmYmZ86cobS0lIKCAonTHo+HqqoqHA4HR44cwel04ufnh06nw2azERoaKrHJ4/H8xj4jICAAs9kscSIkJITe3l4UCgWNjY1ER0df2hQplcyaNQshBHPnzpU44Xa72bhxI5GR/3mDynf8b5h/GvgXQmm1Wi1lZWVER0eTk5PD1KlTWbhwIQcPHpT8GLjEvcrJyQGgra2Nrq4umdEXEhLC0qVLuXDhgrRCaG1tJTMzkxMnTqBUKmXrLjg4GLhUpL6iCQ4OxmazsXbtWrkJWr9+vZSOhoeHExMTI/2ZfJlKvjgZX7u5v7+fu+66i/j4eCoqKvB6vYSEhMjEbZ/ju+9LPHbsWHbu3MnJkyfx9/env7+f+Ph4OWY8cOAAZWVlPPnkkzQ2NmKxWGQ+4MDAAGvWrOHnn3+WCsiKigo8Hg8hISHs2LFD+kpddtllckTW399PT08PpaWXxDYqlYrm5mba29spLy8nKysLh8Mhzd6GDBlCVFQUpaWlZGVlMX/+fHp7e9m9ezcKhYIjR47g9XopKiqitLQUhUJBZ2cndrud8PBwBgcHCQoKQq1WExMTQ25uLn5+fgwMDBAVFUVMTAxarRav1yuN2FauXMnEiRMJDg4mNjaWH374gdbWVoYNG0ZsbKwscqPRiFqtpru7m7q6Op599ll8rssGgwGdTiezIBsbG1EoFDLg2WcGGhISgs1mk2HSQNf/ewn8X8e/VBNG3SBx5R9zXcRWrh76C0OnGLhzeR9lb74CyfEYqUOhUFJgOc1VuYXEimKSun/irraH8dqtuJTFzHBsIDpyAO3FvbT1dBAliqlphqxMNyuPLmGvKEDTU4zdUEuIugWFnx/FiliOVgh0ygHiHe0kB9az+PvFKB02Yh3tvL5eT7DFjb6vhCvCtqFQgFrlZlLQBnY2xyDc/Sgio7AqSqh0uwhwF7LGMx/PAw8Sa29DfXEfMd5SWoJtaDovoG/aTUj/SVTefpLUu9Ea2zhomcAr6/R85r0cBYLQgdOMTyynqtvK6rICdu9Vc6xMsCTjZ/7WMhUAr9XGRXcYOQM7ee1vcGhLMQkdPxE/ZIBDpQqq0BNz4X0uHtmLd9I4YlJ1ZI70kpfUit17loG+AbRdF4gp+Ritqh51fw/epiZivLtJ7v6JK5+MJ87RjloDvWotyuH5eKMjSSr7mD8M28HyW3rZ0hhF3449aLoukMY2HIoGoos+RF22D4TgdGs0MbY2hoVfREc1vWPH0lZVRlS0h5QCLyp/HaGDZymIvIiIjcWsH0SlBG9MDInqElY84AcjC4h1tBMZ64X136NsbWFp3ilGxFRhV9SjUGoINXQwLWgd585XY63bgfe5VahUjXgVCuKMdahVEKDoQteyh039KXwn5pOX56HAUcJxVTjKpgbsTjUFjiLU+h6alW70tPzuNaHT6SgrK0OhULBu3TpGjhzJH//4R95++22Sk5N93S+MRiNGo1GObVpaWkhJSZHrfHR0tEyZ8OFEeno65eXleDweent7iYqKQqfT4efnh1qtpry8XN7f5XKRl5dHTk4ODoeD6upq0tLS6O3tJTw8XObyBQYGysBhf39/MjMzpTO5EIKVK1cSHBwsccKXqOHLrZ0/fz5qtRqn00lAQABr164FkHFq8fHx9Pb2Ul1dzaeffkpTUxNJSUm0t7dLLy24hBPfffcdJSUlnD59mvT0dC5evIhCoaC4uJhDhw4xceJEUlJSGDJkiMSJpKQk6uvrKSkpwW63y1gej8dDR0cHDz30EHa7Ha1Wi0Kh4KqrrpKGqGq1mj/84Q80NjayY8cOOjo6ZHaeDycAafPj26SMHj2aqqoqiRM+nyufUtE3ZoyOjkatVrNy5UqGDx8ucWLDhg0oFAqGDx+ORqPB4/FgMpnw8/PDbrdTVFREbW0tq1ev/s058mU2+jbJQghycnKw2+3SmT4kJISQkBD5fvkvApX/KU6VQqGIAKJ+/ecO4Cng5//kpkHAg4CfECLtv31gLkllfYaZarWa0aNHS+PGmJgYoqOjyc/P56uvvqKhoQGHwyFn2z4TT5/NgC9Q8e+zmLRarXTUVqvV5ObmAnD48GEGBwfRaDTk5uZKb5H4+HgiIyPZvXs3K1euZM2aNTQ1NeH1emUXyJdiDlBeXi67Qr7/c7vd7Nixg8jISC5evEh4eLjsMlVUVEjDTqvVSlNTE11dXYwfP14alvkyBH1O874gyra2NoKCgmhoaJDFaTReCjttbm7GbreTnZ3N0aNH6ezslByx+vp6UlNTCQsLY9++fTidTtrb28nOzubQoUPytfX09LB7926mT5+O0WiktrZWRgD4wjpNJpM0zfNlAKanp9PSconLarVaaWxsxOFwyHMTFxfHgQMHZHDxuHHjSE9P54MPPsBmsxEVFUV5eTkKhYKGhgZsNhsNDQ10dHQQEBAggywHBwfp7e2V5zkiIoIjR47I7Km+vj5JpodLtg6ZmZm8//77WK1W5syZw4YNG3C5XGzfvp24uDi5GM+ePZvvv/+ekydP/lMxNf+bNZETHikyu5ZzRf8aNuhHoo2I5IGzD/KE+RpcI6eTpTrAmSErUX71OYdbAikMnMn1rbdTqoihIvtOUso+ZGTjWvaqRhBMOd6hQ/llXwIF9h9ZWz6aO/zf5RX1XQzx7GFQDQ9ln+fTyjH84h7O2PaXiHdXcyZ3BVcVryLy/EaeTV9Fb8RYyn/ZReiyP1H40WaiRTEl9gLiSjfSFROLUCqpibqKGHGAwcoL3Ofayx0XryFGUULewhi0X33G580jOGm+Ck3FAcZFFmLQNWB1t1NeoWKC9iQv9S3jw9HreXlPELHGRmKHuCjTuHAXCWI5xDtlBZhMAqu3lqDmc3iSRjJceZjPG6eQFdBKTVUZbo+HwYAANB5Ba5MSgh1cnlZO9S/nKVXZKQ2+lYo2M9f3rmRPxMNcGfEVG/e6MYZFMdDazPjMflTHjvISdxPafRS7pY97ttxA4cRrSTd1Mb1qFdeYP2O/dyJ2exuKs6eZYivip+D5bK+eyk26x2hu6uNszJ8I7NxAt8LO4sB9qBpr2WObieLcBQanzeacGEnErsdo9M8kpOc4E8b6oRw+BNWrb7DPNQqjK48DB7WEBhcRWVtDS0gI79Zcz1L1ai4q4vB4FahUgrd67uFlzxW4Y+I4P1jAe4obOdho4hd1ArYgHXtLExHmABoUdkao9nNP7mkGMnK541Vwjc5gpeqvrNHls7NvEUk772YwYgglilEM4xdirohm7xdlvHHioa420fi71kRQUJDw5c7pdDrGjBnD9u3bARg7dqwMuv3qq69kBFZAQADt7e3k5uZSUlJCU1PTb5zQjx49isViobi4mOjoaGpra/Hz88PpdBIeHs7Fixd/Exqck5PDwYMH6e3txWAwMGTIEI4dO8ZNN93EX/7yF7xeL1arlYsXLxIREYFSqUShUDBnzhw++ugjrr32WtauXYtSqWT27NmsXbuWxsZGrFYrFRUVuFwu1Go1QgiKioqIjIykvr6ekSNHsmvXLgwGA8OHD8fr9VJRUUFNTQ1KpZLu7m4MBgPd3d3ExMRI64GAgABpgAmXGhMtLS3YbDauu+46Xn/9dYQQRERE0NbWRltbG3FxcbhcLn755RfCw8Nldp9CoaClpYWOjg4sFgtbt26Vhtg1NTV4PB5iY2Pxer2cP38eq9WKzWaTgdVtbW0kJSXR0tJCZ2cnY8aM4ejRowgh6O7ulmT5bdu2yeiYcePGkZKSwhtvvCEtDnybrPr6eukn5fF45Ofa3d0tN8N2ux0hhNwY/f3n4+/vT09Pj7xI/+qrr8jPz2fEiBFSKOazevDhhNfrZe7cuaxdu5YTJ078P8fULP21SLZzSbL44K9//48/3wLZXPIr+acOX8dhYGAAg8HAtm3bGBgY4I477uDChQukpqbyzTffcPr0adra2jh37hzDhg0jNzeXzZs3U1paKiMEEhISUKlUNDY2MnfuXADZ1ejp6SErK4sffvhB+lzl5ORQXV3Npk2bOHv2rAw4/vnnnxk5ciRPPvmkJF03NjbidrspKysjLi5OurF6PB62bdtGRUUFSUlJrF+/nnXr1hEREcGZM2fo7e2luLiYuLg4Fi1ahNlspqGhgfb2dk6fPg3wG2fXkpIS+ZodDge5ubn09fWxYMEC7HY7arWazs7O3yjxHA4HSqUSh8NBdnY2ra2tjBs3jgsXLkjn2MLCQo4ePUpBQQGlpaXU1NSwa9cu6eGlVCoZMWIE6enp9Pb2yjFpT0+PJA12d3dTXV3NzJkzZUaT2WyWi9WwYcOIiYmhp6eH+vp6OWP+4YcfpNN5d3c3paWlnDx5krq6OmJjL00IfHEIjY2NnDhxgtraWgYHBxkYGKC2tlYGfioUCsLDw6mvr+fw4cNUV1fjcDjIz8+no6NDvh+r1cr27dv55ptvaG9vp6Wlhe+++47jx4+zbt06VCoVERERCCE4ceIEH3zwASdPnoR/fvz3v1cTwDnDAka4C0nR+xF17jxm0ccDe+/j2U0jSE4O4q9fa/CevoC7VU/j+XYW5IIzO5/1P+mxnL/IyNqdhNhsXGm7wB6uoajFytxZYRQpRpDtLuMCIyntyiJswIv6wD763YKSlkAWZg6SV7OTTzc5GSg8TZ/wZ2vfVXy9OZTIYWN59ik44x6BpbaVH0tG4D+oJ6qohLroq3ALLW//PBznoAL/rT9yocSJX3AMs+8bSfLp7ZyxXEXDhXZO9I3kr+dnc3tkGdcsDCfWT09+wx7O9w0h78cnqOnK5ZfWmeSXbGWJew+q0jKy+4vZKa7mjPUaonKHsty9AUdkFEOi4Jx3OJrmJiL8jDQyioRlK6izz6eQ6Zy1XcNfq67gSuNJ7hzRz5pzSdR3G9nRsYDiCx5GHP6G6BFj+fzcHKpqk7hl5x1kDlzkHAWcNSzCkZpHTKKe5J5y1I31nOovYFvtdH5omoHTraRhMIv8+n1UhS3heKOLmekqbldtpbjNRot7BAN5VzMsapBRHQex1jUSOCAwpufxt3U6LrpH4bGmEtY1wKcl88jf9zVD6g9wIewmhFDg7ujm29pFKLv7MRwvorZBjdmt4Yx7OF/WzqXPnIK2pRaHEFhCIvjpfAx9g2pG123nntwGFkS1sqFrLqfdBVxgOCaLFe3Wn1Cv+YYznul8fnQMt/08jzmbn6doXTGF/TMwxySA14vn1AVuemk0L524Eh2K370mfDmnFosFIQQ7d+6ku7ubgwcPsnnzZlJSUn6DE7W1tcyfP1/iRHFxMXV1dVitVqm49uGEEEKaTnZ3d1NTU8P+/ftxu920tLSQm5srccJHWgbYvHkzS5cu5cknn2RgYEAajA4MDEic8Hg8fPTRRwwODrJq1SqUSiVOp5OnnnqKwsJCbDYbp0+fpre3l7Nnz/Ldd99x5ZVXotfrOX/+PF1dXWzevJmuri56enooLi5GqVRSWlqK1WqVGa8+nIiIiJAbhebmZoxGIyqVigkTJshIGpvNxvr16zGbzYwbN44zZ87InMGzZ89y+PBhjEYjLS0t1NfXc/bsWSIjI1EoFFgsFjIyMkhMTJQ40d3dTU9PD42NjXLU2tDQQGRkpHRC941Lfa/FR0fxdb7S0tJYu3YtHo9HBkGXlJTw7rvv4u/vLw266+vr5WTl+PHjVFdXMzg4yODgILW1tTL+Bi6Nac+dOyc/G9+ko6OjQ4rXXC4XhYWF3H333Xi9Xk6cOMG2bdvYtm0b33//vcQJj8fDyZMnee+993xitP/nTlUmkMWl9f4D4C9cMnb7+0NwaXRySAhR+c8Wi9VqFWPHjiU3NxeFQsGaNWsIDQ1l4sSJvP/++5w6dUrOtQF5wn1hy+3t7UyYMIEhQ4awceNG6urq6O3tpbu7m+joaGpqatBqtYSEhNDS0oLX65XhxP39/SQkJNDR0UFgYCCTJ0/mgw8+wN/fn5CQEAYGBrh48aL8cng8Hmku51OtTZs2jdLSUvr7+ykrK2PSpEkAbN++Xebc1dbWolQqpekoIJPJfW1in4P64OAg7e3tjBs3Ts7hhw8fzv79++nq6kKr1eJ2u4mPj0elUqFWq1EoFHz++efSUG7atGlotVqKi4sBuOyyy1izZg3l5eV4vV5ZeMeOHZOxL06nk2HDhlFSUkJZWRkmk0kGUubk5FBbW8u0adM4ceIEJ0+e5PPPP2fMmDGsXLmSt99+m/Hjx8sNcVRUlDwXW7ZsITExkTlz5vDhhx9yww038MQTT8gOmy/E1O12SxfjJUuWsHfvXjZu3EhoaCg333wz77//Ptdddx2HDh1iy5YtcswXFxcnQ0xTUlI4cOAAbW1thIWFST5FdHQ0Wq2W8+fPExsbS3NzM3l5eZw8eVLmYPk2qE8++eQ/26n6X6uJSGuiWDH2z/gPyeQKxV959s+VjLt+OOW26ex66ltKanVYdG6sgUEMYT/7rXOp6AhgifVH9tYnoG89ybDx4cTrjlOkGMbuw/64+9wYOvcTG2GnuAHSNI0o7EEcbwvgbG08Wmro8Yaht+iZFrGNjS2zuc66ngmT+njmQwXpmh40oVYOlGsp1E/i6pxTHPqljmZTFDNsxfTVNfJW3SLmWd4jcNIEVl54mD80PYuys52CSXVoSs+zvX42XpuDNFctp2tCGKP+hYNNFpYE/cRn7tvpbeykotfB4yM/ZesJHc3NKoQtFqeniNpWFXPHD3L0lJbi9lQSxmi48GMnGnURQqcnZ7CBtvhIhFKJXa3lF08Br30ZzGf3HuOv35uJn5vCKPU+tp4NJV71C6GLFlD31ddUltkJ0Byg0XklCQmN/HgwEdo7SBjYTlqchjOdCSy+uY+/vXCaTG0XNbZg+rpaqM+5E211BVfNuMDFk5X0Huyg9ZrlfPRSO+/cd4RPXmokZmIUxZu70LlPc0XcOb4sSaZ3zE2U/lTMZY9mcrPiHV79oAfztX9g99Of022KRTHgJl63k85uBzsGFrEw4n1cljDSroph94e1dNWew2OyYFt6J+s/bmfb1e8zcOIcd2xNY3PvlUQoTnLlFDeqhgY+a5rG6PRzbNnmZLT3PfYG3sFTwY/w2fkhDMSMIqdlIyc7E3HZDnDRuIS4hGY+O1TAXPECtS0pqPVtZN2xkGcejelqEg2/a00EBQWJsWPHMnz4cLq6uvjkk0+48sorcTqdrFq1ipqaGlQqlXQ2Lygo4PDhwzLYt6+vj5EjR0pz4kOHDtHd3U1XVxcWi4X+/n7CwsLkRXlLSwt9fX1oNBoMBgMul4u2tjbMZrPkZ/qoGL54lLS0NHbs2EFQUBA2m03ihNFo5E9/+hPff/89NTU19Pf3S2VzU1MTAQEBREREUFNTw8WLF4mOjsbj8dDU1ERqaiqHDh1i6NChnD59WqqqfeO4adOmcfHiRS5cuCBVd16vF51OB0BUVJTsmGk0Gj777DOJEzNnzkSlUslUkUWLFvHVV1/JUajRaCQvL4+KigoZDp2enk5bW5vsdPn7+8spkUajISoqiqSkJE6dOsWJEye4+uqrefHFF1mxYgVvvfUW48aN48cff0SlUsnu4PDhw9m4cSMPPPAAfn5+vPPOOxInDAYDg4ODUj3p8XiwWq3Y7Xb5ektLSwkICODmm2/m3Xff5brrruODDz6QSsaGhgYmTJhAU1MTjY2Nv8GJgIAARowYwaZNmxg/fjynT5+mp6dH5unGxMRInOjq6kKtVrNixQqeeOKJf4wT/4aq41Eg7V+93z/68ff3l4Zp2dnZYvr06QIQc+bMES6XS6o6tFqtVAiEhYVJJZ9P4QaI2bNnS6O2qVOnSpMvrVYrABEaGipCQ0OlYVhoaKjw9/cXdrtdPsa0adNEWFiYuOyyy0RGRobQ6/UiJCREPsacOXNETk6OCA0NFXPnzhXz588XISEhIiAgQMyaNUvMnTtXOJ1OERYWJg3OzGazePLJJ0V2drZUewDC399fKjVmz54tnnjiCamS85muZWZmCrPZLGbMmCFMJpMwmUxS/WcymcSTTz4pz19ISIhIS0sTJpNJZGVlSaMzflWXhIaGitmzZwuTySTCw8OlUsNnKpqdnS2efvppabKnUqlEcnKysFgs8rX51DH8atLmU1pcdtllIisrS6r/fKoOnzJTo9EIjUYjDAaDyMzMFM8884ywWCyisLBQ6PV6oVAoxJQpU4RSqfzN56FUKoXRaJSqTv7OHNRkMkkVp+/5fEZ3Go1GhISESHO37OxsMXPmTHHZZZeJwMDA3xjNKhQKMWPGDBEWFib4J4wI/7drIsg/VUSZm8QiPhFXZZ0Qq6evE/nsFJ1ljeIK53ax2LVdvOB4QixWfy2GWs6KSHOzuCJsl3g+4x2x2LldvOZ/j3iVW8VQzRHxqmuVePnJDhFFqXhq0kbhT5coMmWLCE21iFBUiMuDt4khpkIxlzUiQNEqXkh7VzT7hYpXgx8Xz3KHgH7x5OTNYmh4pXh17mbxnONJEamrEYuM68TQkHLxDHeLN+f+JPJyBsUVrh3ilbmbxBuXbxYvhz4l8syFYpFzh2isaBWvOh8XQ8MqRZihWWjpFEPMhaJ91eviquyT4krjt6KeIBHJBfF00jviSvWXojZ1jHh93kbR+uRrIlpfKZ6yPi0C1G1iSGavuCLztHjZcL9YlH5SLAzZJiLVFWKh8muxxPiduML4vXh5VbeIsjSLcErFEGeVWJh6Srxmul+0Z4wULlWN0NMmntI+JoKUTeKlkKfFyzN/EFeY14klrq3ihZmbxAL1GhFhqBeB+i4xNKxKNJe1iiuUX4ocDgo/RacoS5gkhloKxSuPt4mh7BGLFV+I3Ix+4aJCLHTuFKu5S1h17WLhvB6xJOu0WBzys3hJeYd4JflVsZCPxKLQ7SInpErkaY+JPM0R8ZLhQfFSxp/FG8+0iZeN94vqwotiqPawuJxPxRXTG0QeB8V8xzahYkBcxlcikDqRbSwUC4O3iyv4WAzhoFho/1mYaRU5qqPiNW4VvZn5oj11uMhhv7AoWkWkoVbkaI6JF4MfF4tDt4khHBRDMvvF885nRGNJtRgWWCga08eIF9PfEXnsE3mKg+KlWZvEFWHbhYHo370mVCqVMBqNQqvVioCAAHHixAkBiLKyMqny8+GET/k2c+ZMuSYZDAYBCK1WK5xOp3jyyScFIKZMmSIAERcX9xu1nW+d5VcjaoPBIGw2m/w/33rhwwmdTicMBoM07vThhMlkEg8//LCIjIwUc+bMERaLRTidTlFRUSHCwsJEeHi4xAmTySTmzp0r5s6dK/GGX42UtVqtSElJEfPmzfsNTvhMLX0m0Onp6RKvFAqFxImMjAyRnZ39G5zwKSl9eKjRaCROzJo1S5jNZhEWFiZCQ0OF0+mUyrjw8HBRVlYmccL3PJmZmeKpp56S2OFT4PtUeT6c8GG3Wq2W63ZISIgICQkROp3uNzjx9NNPS5zwKQ19ZqI+w+e/X/d9Kn6VSiXNQX3vLz09XWKXT8Xpu820adOkGtTpdIqSkpL/Cyd8n/uvhq3/sCb+ZaK6EOJxIcTpf/V+/+gICgpCr9djMpkYHBzk+PHjmEwmGWx46623EhoaKtV/nZ2dMuCxs7OTmJgYnE4nwcHBHDt2jJaWFvz8/Kivr5c5QD5lYH5+Pj09PUyZMgWTyYTD4ZBzWF8Hqbq6mo6ODoqLi2lpaSEqKorOzk40Gg0qlYqSkhLgUoflyJEjFBUV0d7ejlKp5OTJk2zZsoWenh4GBgakytBoNHLq1CmZnh4aGkpKSookUbvdbnbu3Mnx48cl+VqtVktCn9frpa6uDn9/f0nA9qkBv//+e8LCwqQSRqPRoFQqWbx4MWq1GqPRiMViwWKxyBBnX2v36NGjOBwO3G43JpMJt9vNM888g9VqxWw24/F4qK2txePx8Oabb6JSqdDr9bI75jv3JpOJ/fv3S78wjUZDc3MzJpOJhIQE3G43/v7+xMXFERAQgFKp5Msvv0QIweTJk5k4cSIul0t6t8AlYqper8disaBUKmWXzmg0IsSlaJ2IiAhCQkIk2V2n05GYmCivMvr6+mTuo8fjYe/evfz000/09PTQ3NxMRUUFKSkp2O12dDodXV1d8C+QZ33H/3RNRAW2c0w3HJ3ZyJuDN9Gwbw/xhib49lt2M5rc20dwJHQeo3X72a6cxPLOVeQFFvJayx841x6CIjaaQ655RFs7OKgs4OC3ldyu/wsXWnXcZXmFBYOvkBNwgWEhZSjtDqJNjZSlzSLM1svnymuZKT7gg7YFfGe+kZms43yTmqjWo+yvcPGV4jpyLRcY7d3BhK63WKsdz5KiJ4gXF3hn8A8cO9JCz/lSXm9bimugiF9EAdPTTnCkx8lG8xWs6H6a6dYjxBjr+fJ4Im9Gv4hK3czMkKOYg/xYVXE99Xo9S0uu5OChdvxP7OOw/1j2+A1jqv5vTCt7HISXI+oYSpoC0KjqGW7bT4UhhTjFPlqUCnTffs4h1zyGBZcT4S1lb1sy+yyT+eyqjbi1eiYFnmSdbSl3BL7DUfs0qk8dR+HnT1znFj4/lEy5XxLvcDnF0ZPZErCQqRm1qIK9qI3+/FE8ysqGBQz0e1n61hASNYdJMh4hRhTThBXv0GGcceVy2pDPzYfn8473BlTKBtZoJtLQ3sEB9XjysvupqVcSY21nYcIhvjDfzDF1Iou/nMNPiqE8O+1T5k9ooMKYTeipv5CgLmak2MUs7SYynOe4IeQ96jx2PJ2dlGrSiDdWc4P6BSJ19cQmqDngms+N8dv5RLsUtaaVcQlVvG25ibjAVr7pX0C+vYiokG4G6pt5uvNOvh33EHO7P+XqtkfZXxZKdLKeqx2bOKAZS3FHCGGU/+41YTKZpCJYr9czffp0TCYT33zzDUqlkmXLlkmc8HW/q6qqaGpqkvxcp9OJ1WpFqVTy3XffSZxQq9XS08mn2DabzaSnpxMaGopKpcLj8dDT0yM7QMePH5eeUT7+khCCtrY2dDqdpHH09fXx0UcfYTKZ2Lx5M3q9HqVSSVpaGp2dnZjNZnp6eggMDEQIwejRo6msrESn05GWlobdbqeqqko+5uHDhzlx4gRGo5H+/n70ej21tbW0trZiNBppbW2VeXdmsxm32y2nJFFRUYSEhKBQKOjo6MBkMnHllVfi5+eHxWKRGbZ2u52dO3fi7+8vQ6QVCgVut5vY2FgsFgtZWVkSJ4QQMtrtjTfekIRyALVaTV5ensSJffv20dDQgFKpxN/fn+bmZnQ6Hbm5ubILFx8fT0BAAAqFgtdeew2Aq666ipSUFBk1pNFoEEJIRwCfiMvj8aDRaCSu6fV64uPjcblcJCYmyn1EUlISGo1Giqhqa2tJS0ujpaWFnp4eRo0aRW9vr8SJ5ORkjEYjWq3WN/79x+KN/6krif+XTpWvexMcHCyjAGbPni10Op203+fXnaJvp5yZmSm0Wq3PMl7wq8eUL3Jm1qxZ8jF9O+qwsDChUqnkVcCvnQn5e37dqWo0GjFr1iyh0WiETqeTVxJarVbY7XaRk5MjgoODZcfMd7u5c+fKK5y/j6DRarUy0sZ3xcSvu2mHwyE7VnPmzJE7e61WK9LS0kRWVpb08PJFsPBrl8tisYjHHntM+qGEhobK26elpf0m2oVfu1szZ86UVwJhYWHy73q9XkYX+M6Pz8Zfp9OJmTNnyqsA327f97w6nU5kZmaKrKwseU4dDof0DPHdz3euXS6XmDlzptDr9eLxxx8XOp1O+oj9/ev1vQbf5+j7v8DAQKFSqeT70+v1IikpScD/iSfw+X/54hpcLpfIzMwUwcHB0sPGdyXlO3e/XtEM/t41EeEfIa4yfy+60YjB0HBxdchPohu1aC+qF3rdoMgOuShyDGdFJ1rRrTCICE21WOTaIXKyBoVLXSNaMYhuNOJq7Rei3REnlsztEgv5VCya1SECaRSXOXaIcE2NyOGgiDA2ihzNMWFSdQil0iNyswbF89wlIjTVoowAAf0iO6VHLNZ+I16e9ZMIpVzoNG5Rj1XkGM6ICE2VaA1OFMNy+kRzcLJY7NwmlmSeEI2qYBGmrhFhLrcIC+kTjdoQcUXoVhGqrBEwKJyqGtE+/zrxTvYbotsvSLzIbUJDuzAZ3OIy5RqxKHSbuCrzhOice6X4MzeKhcFbhU4zKC7POCOuzDopXlOvEEsyToiFoduFn7ZfNGIRnX42McxyVrQ+/qrIM50V4ZSKMKdbhLsGxavGB0R96jgBHqGgR8xljQikXrzsf794dfaPIkd9TFxuWCvCnYNioeobsdDwncjXHRWvhDwhhpjOiiXKv4oXuFXo6Bbz7DuFTusRjTOuFVfzvmhFK7JT+wV4RJhzUDQSIIZqjoglmSdEZ9ZIcY1ri2jFKF5zPCLy+EU8bX1KgEdcplgjFqm+FkM0x8SQ0Arx0syNIl93VLzwWLMYoj4sstkn8lLbRCt6sUDxjYBBUUawsNAgwCNygi+KTrRiEKWoDUoS4BHh6irRjk70p+eKxtQxQkOnUCg8Yq7+exGlqxbNKpt4zf9PIowKEeYcFLnmc6J+5jUignKxIHSnyEobEBGUihe5ReQ4LoowTY1IR/G714RKpZKdCL1eLztMRUVF/ylOAGLevHkiOzv7N10fXwfbF6fiw4nk5GS5nvg6Yj4vI9868fc44bv9nDlzhEajkfFcJpNJ4kR2drbw9/cX6enpwmw2i6CgIOnz5PO+Cg8Plzjh63D5vAR9z+Vb80NDQ0VmZqZ87U6nU0aYZWZmCrVaLdLT04XL5ZL3NxgMwmKxiPT0dBmpFhISIj2bfGs5v3Z7fPdJT0+Xfn86nU52+/R6/W+6Vr77arVa4XK5ZOeJXztDgAgPD5cxOJmZmdJX7O+nEna7XSgUCqFSqYRCoRAajUY4nU6RkZEhAgMDxWOPPSZx5O/X7f+IE3/fqfKt9b7XmZaWJuPTfLfz4ZXvPPhi3GbOnCm9u/4BTvzDTtU/nT7+94dCoRgO3AbEA1YuzdD//hBCiP/Ko0Qeer2esLAwysrKyMvLY9euXXL3GxQUJMNzjUYj0dHRVFRUSEWYXq/Hz89P7siPHDlCR0cHZrOZiooKnE6n3Im2t7cTGBhIS0sLCoWCgIAAAgMDGRwcpKurSz4egJ+fH9nZ2WzatEkGZLa3tzMwMIDT6aSurk7ulBsaGvB4PPj5+fHLL79IywSbzUZLS4vsvJSWltLc3ExcXBz19fVSpaDRaIiNjaWsrIwjR45gNBrxer3Y7XY0Gg0xMTF4PB7Ky8tlUKfPndzXHTMYDPj5+aFQKKitrcVut8tw0IaGBuky61PI7N69Gz8/P0kKdDqdNDQ0EBUVxenTp7Hb7bS0tBAcHIzD4QDg4sWLBAcH097eTlNTE1qtltGjR1NWViaVe7GxsTQ0NGA2m3E6ndKjqqGhAYPBgMVikV3GXbt2ERcXx7p166T1hI9Y6bvStFqt0nPF9x58oaV9fX3STkOlUtHZ2SllySEhIdTW1tLS0iK5AV6vl5KSEvz8/ADIzs7m8OHDUunR1dWFn58fnZ2d/5CA+P+rmrDpuyEsik/KV7Aku4yQvVvZr03j5OcwUreRIarTbHQXcKPxK0ZG1yHK9eRZL5DrKeZJ3bUsN7zMcHchscojfKxYgufAQSosOTxWdQcq11W8HvAo0zSfs7h1DS0mf+4YeJPlIa8x2G7g7Yhv0Nb+wmtdD7Deey3hfh1M03xLmLaIeRnBfPSjmuBAJZ8rVtCkTWSo5QJfqlewoOZ5ctTHSVDuI6ThFFpPFyqNhz8OvMD3A8M4oouj1J4P7QNY1ODwdPBJyVBaWhpRxkWjarBjbFUw1n8v4wPO4rXbSGxcz+2Ni7nK+CYx6mrK7HFolV7einkBrecMf2Afe5VWtPZrWdP+B7wx0SxR7eGz4wnEmeuINkCZV8WC9ndRxLn4KuZeQkvbSBXbGRZVh6nsa3SqfmJHqGje7iLO1IHdW8tQ7XG+TniExd6PUAg7QedPcV3IJwyv2c3rrpdIdBRxSD2M5RV3MsL/U06os7mqaTUlxgc4MPRW/EviSKw6ilsMY1ncBq5tXIS/QUV7qIOYzkZO+o1CrYR861lO62JZGHCAE22BHN/dzrq4Z1i9/kpS1M1s11zHuM5v+MxvGcnqg4R7x/Bx4G3M7FzPdv1VKBwOtPXgdjj5k/YRXG01/Nm2jC+6l+FWxvNJywxSgzuIVR7DP9REfvU5TjQ5aXX3ojRoyW//kQKxl+9PKFFolGQOGeSXAx6G6jegUhiw9h+jQTOcmkFb3+9dEzqdjri4OKmWO336NFqtlq+++kq6cg8ODmIwGDCZTHR1dVFSUiLXdZvNRmdnJ16vF4VCwcGDByVOBAcH09raSmJiIqWlpVLKbzKZ6OzsJDo6mvr6ejo7O+VzxMfHU1lZ6XufmM1mzGYzWq2WgIAA1Go19fX1UoGn1+tpbm7GYDDQ39/PwMAASqVSKsBVKhW9vb2Ul5fT0tLC5MmTpZDIz88Pg8GAw+GgoaGBlpYWuab5+fkRFxcn1W++PwMDA+nt7ZU+VEIIad0ASI+/uLg4ysvL6enpISkpifPnz8vEjoqKCgwGA3ApjSQhIQGv14vX65VcsObmZvz8/GRahi+KrbW1laamJoxGI7m5uQQGBkpLjJiYGEpKSjAYDOTn57N161Y0Go3kGGs0GiwWC62trRQWFjJjxgzef/999Hq9tADy2eJoNBqMRiPt7e1yutLc3CynEz6vrP7+ftRqNY2NjYSGhsqOlo+vdeHCBWl/JITg0KFDqNVqiRMajQav10tnZyd6vZ6uX8ca/9nxL4//FArFNcAe4DJAD1wEKv7Dz8V/9vH8/f25ePEiBoOBzZs3ExUVxdixY/npp5/o7e2VskqDwSBbquXl5Vy4cAEhhCT5BQUF0d7ezuDg4G/8Qtrb2/F6vcTExMjW6KRJk9DpdFRWVkpFXUJCghxNeb1ennvuOWw2G5GRkZSWlpKens7g4CDnzp1DiEsyzaCgILq7u9Hr9fKDM5vNOBwO2VaOjo4mOjqa4uJihBA0NTUREhLC2LFjcbvdBAYGEhcXh8ViwePxYDAYKCgowGazUV9fz88//0xzczNlZWWo1WomTJiAQqGQNg++qByfP5RKpaKnp4dffvmF/v5+Jk+eTGdnJ6mpqURERLB27VoiIyOx2Wz09PTIzaEQgs2bN2M2mxk2bJj07oqJiZHKFKvVyvjx4+nu7sZms3H8+HFpmtbQ0MDmzZux2+1ERUUBlxQ7AQEBhIaGYjKZ6OjooKqqiqFDh2I0GtFoNCxatEhmJObn58sWa2pqKg6HgwkTJkgFpU+k4DMsjY+PJzg4GI/HI01ffUZ+brcbq9VKUlIS0dHRwCVvsmHDhuFwODh27BhtbW0kJCTIz+hX8vy/fKHxP10T+PsTUvlXagwG3tiuJdTpIi3Oj7Orn6bEbwSaYfmoE4cyxHCahIovcHhqOVXRzpniegJpZmHkQWLjWlAovJT19uDXe4TLIvZw0JtNgvIX7mh7lGnKT0iJq6Wy15/Pgm7lgn0OqugIVu7J5M/2e1ColCxKOM6ogNNUK6MZ8AieebkKZUA0Dm0Jzb3d5FvOcbg1Cm/ZdozqIvI9+7BZAlH21OHW+DFSv5Ezg1bqDblkhisY1foKoYo6ZsbuIT3uIq0Vh+nwetnd6qA51MHUlCOcGEgiOmeQAxRwzjoDq7KMPFMjRbm3MN2xgdjGb3lym4MHK8by0sXRnLfNRDFsGosN62hoaaXJ3cf5jT8SKnbhUu8hpecbTqvDOHKxm8rj29EF6bDGxnOufoCceAVxMc3s+6qUkbGniLadQ9dbzDFtFIs8H2Jo2cvFi6W0qlO4kHsb6lAHBbYiyqMWEta7F03xBuJiG8mMUmDUlqBS9PHg0SF8oh5Dblg/oc3f4tj2NBds03HHJmEUKtp0Cq60forZ2I9RV0aEKOJMdQ/e3El4DGbu0r5F2LzLyZyaiyMIsq6fg1BpQSEYHVfL7UNLyR3rIrJ/H5oL2+myhnNgIJz0gHZUzhC+CH6KyNh2WprPkKTcjCYkAIPLw7MRX9A+0E12UBe3xR1iXNB6UgJOcjRoMrOzId9aQtHxUmxt+9HHjubquIOERPuTEnQaA13/svnn/3RNBAUFUV5eTnt7O0VFRWRnZ5OQkMATTzxBYGAgQ4cOJTk5GYPBINXK5eXlFBUVYTQaCQoKIiIiAo1GIyNHfIq2vr4+CdY+UUtgYCAul4v4+Hh27twpL+Z8RsRHjx6Vxp42mw2NRkN3dzeBgYF0dHRInGhrayMqKore3l60Wq306DObzcTExNDQ0CBxwmda3dHRwfHjxxkzZgwxMTEMDAxIY06HwyFxYtiwYRiNRvbv38++ffsoLy+nrKxMGkb7+fnR3NwsVW2+sZuPQlNRUcG+ffuwWq2kpqZSU1MjceL48eNERERgt9ulN5bH46GxsZHy8nL8/PzIz88nODiYqKgo4uPjaW1t5cyZM+Tm5koFolqt5ujRoyiVSvl+t2zZgsViYcyYMRw/fpygoCACAgKkiMA3uh06dCgajQatVsutt95KQkICUVFRLFu2TNJMYmJiGD58OBMnTqSvr4/m5maCgoLwer04HA6CgoJwOp1ERERIo+eQkBBcLheBgYGSNpKQkEBwcDBms5mgoCDy8/MJCgr6DU44HA6io6N9VCHdP/zuCyH+1WI5D3iAiUKImn/pzv/JERkZKXJycrh48SLz5s3jxRdfxGw2c8MNN7BmzRppaBkQEMCQIUM4ePAgeXl5cjepVCpRKpVkZmZy7Ngx6T0lhGDIkCEcPnwYq9VKa2srOTk5UvHm20D5vKwGBgYYOXKkLJbrrruO1157DX9/f3Jzc9m1a5f0MKmurkar1dLW1ibN5Pz9/RHikpmcr4Pmk6+Wl5dLbyXfbbxeLxaLhcrKSskZ8nWGysrK0Ol0qFQqhg4dSnl5ubxvcXExAQEB0gMkNzeXiooKIiIiKC0tpaWlBbvdTlxcHMXFxTQ1NZGdnc2xY8fo6enB6XRSVVWFQqFAp9PhdDqlSmL27Nk8+eSTssvkMzQNCwtDrVZLA9Pw8HDq6uoYNWoUxcXFNDQ0oFKpyM3NlT4uRqOR7OxsufGy2Wzk5OSgVqules9kMtHQ0EBwcDAKhYLm5mY50/epI30dq6ioKE6cOEFWVhZHjx6Vpqu+K0Mfd8Jms9HW1kZWVha7du2SV5xut1t2JAcHB0lNTcXr9Ur+V3NzM0qlko6OjmYhhO33rIkhkZFiSc67fH1xNPOmt3LhpVfxJI0nbUYKGR/ewi/ksb8rm3PGqQzLdVN0qI1rh5zgSr5g2eE/UNntod44lDdznuOv5XPJbvyRrxTXcL3mMS7L9vDno/GYAqyomupotDsIaW6i0R7MXfUv0jdkGFftXkijXzatvf7sGXUvP5xw4/VGMfsaP/7wcgxjYtv5VnkFCRVfIqJjKBG5fF+dT772GJf1PE5TxFg8Jb0UKRL4MfwG/lYSxAH/sfQ6J3Ghzc7CoA2cqHCgjowgWr0fIeCzpuuwehv5aXAyd/evwKYsBYWCM/4TGWovpvdiOWN1ZzioymfZkFLurVzMi/2P8W1HAh7U7PEsRuGA6KZ9WLJzUV+8iDcyEkrLuL70cW6ZdB6VapBXfhnNUdcwCl2X0Xz8JJvbZjI1fi3rz80lSF3KJP1pjqqGoVY38dKQn/jcs5Cjm4tx2FqJ8XioRE1XfzehoTGsUVyBtWIrzsBGXux7DqU9FG9iHCvLlhDWeJgKbzSevMmMOXYPe1vzIEjDGfMVJLYcIrt1G5oYO82JqZR4sgjZ+QKn3PmEGLqwtO1EY49kzcDtLOq8m6roW9DoWni68k4e8ruNfA4wx1TKiriNVBxpZlHWCU6eqiWtoZSMpFpubnyToZYi9rfEcrXqNW4P+IkXOqcQnJrDqV8qEQolZzUT2NKRz6fKqzmm0LCV5SyJW8cW71WM1n7F3rqJTOl+m/Pu4XzVfWezEKW/a034VOIAOTk5PPXUUyQnJzNv3jzefvttVCoV7e3t0jnbp3iLiIjg8OHDkqObmZlJZWUldXV10p8vKyuLX375hZEjR3LixAmCgoJoaWnBarVSX18vu/s+nPh7P8Ts7GyZQarRaCguLiY2NhaVSkV1dTVqtZqGhgYmT57Mtm3bCAgIwGq1cubMGSwWC+Hh4TQ3N2O1WikqKiIxMRG4FPju84qqr6+XmxrfuulwODh79iwBAQGEhIQA/GbNd7vdaLVagoKCaG5uJjs7m8rKSokT5eXl0tpg7969BAcHS98/nxraZ09jNBolhubl5eH1evnxxx+x2+3yAl+r1RIWFoZWq6W5uVl2xgIDA0lOTqa4uFj6hwUFBdHY2Ehvby8RERHSA6uhoYGkpCRiYmJQKBRs3rxZXhw3NjaSnJxMS0sLNTU1pKWloVAoqKurk4p4q9VKZGQkJ06cwGq1yk2Uw+GQ3w3fJtM3SQoMDKS1tZWGhgYSExMpKSlBrVbT39+PTqeTkyKfCezAwAAajYa2trZ/mP3372yq+oB7hBCv/zvF8R+PiIgI0dTUxMDAAP7+/tx111289957NDc3k5ycLH2M9uzZgxCXHMF946GkpCQiIyPZv3+/lMb7iIDh4eFUV1fT398vHbt9RMe4uDh27NjB4OAg/v7+BAcHU1NTQ09PD5MnT6akpISioiLuu+8+PvjgA1paWoiOjubChQvExcVJmexNN93Eu+++S3NzM4GBgXR1dXH33Xfz9ddfc/HiRdli1Ov1chTW2dkpd8dWq1Xu+ocMGSI3Ox6Ph4qKCnyfjZ+fH/39/bIDdOrUKbmJGxgYkJE3CoVCds+EEMTGxtLU1ER9fT0pKSmyPezz8bDb7ZSWlmKxWOjq6qK/v5/du3dz4403UlxcjEajYfjw4ezdu1cS/gMDA6msrMRisUhZb3BwMF6vl56eHum+PmrUKLZu3UpgYCAhISGUlJSgUCgQ4pKb8Nq1a/F6vXz99dc89NBD7N27l5tvvplVq1YRFxcnu44hISE0NTXJQhVCkJiYSEdHB1lZWdJUtLe3F4fDgUql+s15zcvLY+fOnRiNRpRKJddccw0//vgj1dXVdHZ2ykVs9uzZvPfee9TU1PxTlgr/mzWREx4popvuJnmwiA6LPyE33cpNr+bxkPIK0sePJ8nvBB9672bgl0NolPVsaJ3FHzSPoBroY1fC00wUnzOicT2He5Jo7+tHYbOzq/NyHo16ntcvzuPD7ptZ6v8Oed7d9AZaeDhgI5+rr2ZfQxxjut9iBqe4O+JbVlcuIb17L59Neo7zFaGUlRbhvOMBtr+5nyBvE8URC4gv/RlHfCOqiyV8Y3iS5dd3cPrj73mm7nGu1b3JKNUv3LHtOjquuoVba65ha98SUrQHiDdUE6/cR6fSgaG1jTxDEW/03cA3oU/wUvUYbnPuxJuUynNVowj3eFgy8AlXXrwbvIIMzT4i3WW0qaO5LXwPy5VvM6TkKw4rowgbPEetMCC0AdDfR6fCzM0BP7K5JQ6VwUO16yZKWoNY2r2SXREPc5XqdX7xZFPRFITXK4h3tOA9V8pHAY8ybuB9FEoFz229DOPSBXiLKohQlnFsxG3cvG82fopGkgfOcVvkAV6pG8Fu3c1cr30Cd2snHxleIFG5ie5eFe8630NbVsw7Yz7i5OYiotL8+cm7mFFFj9BoG4qj+yT33Gblno1DeLHvEdxrPmXNQyV8siWcBcv8OPbiASKSWvlr07Ust33KMfJQNp6hpCWQNYPX865mIWfjr6esNYht1svZXR/Ewb4QSkhlUJeOSttGoWUKKdXf8Kp2Ne5hI7h5Uw6Z1lbuEx9Qu2U/l10ZxHUNt/DXlsuIToogT3GQtEXBfPZ6O99X39HV9k9YKvxv1kRQUJDo7u6W4/wdO3YwZswYBgYGmDp1qlzj9+zZQ3t7uxzXuN1upk6dSklJCQ0NDQwMDNDV1YXdbpcXiD7vJ99jxMTE+HhcNDY20t7ejl6vx+FwUFxcjF6vJzIyEq/XS2VlJStWrOC1116jr6+PhIQEysvLcblcVFVVAXDnnXfy/vvv09fXJzcq27dv59prr6WiokKOsXym0L712+l0UltbS3h4OOXl5TKBoqKiAoVCweDgoFynzWYzLS0t6HQ6iRPFxcVyze3q6sJsNkuciI+Pp6ioCK1WS3R0NK2trbS2tkpvLYVCQXl5OQaDgaCgICorK+VYVaFQsH37dpYuXUpxcTEqlYrw8HCqqqrQarXSL8t3H98FrS86xicM83q9BAUFceHCBZKSklAoFBQWFspN0MqVK/n2229RqVR8/fXXLF68mLq6Om644QaeeeYZ4uPjpRmp77Oqra2V3S3f+woMDKShoUHGDJlMJjmRUqlUtLS0MHHiRHbs2CGjdzZt2sTVV19NVVWVxAmPx8O8efP+W5z4d2JqqvgvWl//6mG325k5cyazZs0iPj6e1atX4/F4OHXqFKWlpdK/Sq1Wo1KpMJlM3H///Tz44IOUlJRw8eJF1Go1DzzwAI888giTJ08mKipKpox7PB7GjRvHhAkTuPnmm6mqqiIrK4vIyEhGjx5NQ0MDZWVlaDQaEhIS2LJlC9XV1UyaNInVq1dz0003ERAQwOnTp6Ua7p577iEvL4/HHnuM/Px84uLiCA0NZfny5TzyyCNyFh0QEMDYsWNRKBSMGjWKAwcOYDAY6OnpITMzk1OnTqHVaqmrq2PDhg3ExMSgUqmoq6uT3IBRo0bR2trK7bffTnNzM4BUIggheOyxx3j44YeZNWsWTzzxBMuWLcNkMrFy5UpKSkrIy8uTvDK4lI7u9Xppbm6muLiYcePGSUf3e++9l7y8PGpqarjzzjvlFYlvbt/Y2Mj58+fZt2+f7D7ZbDby8vLkqNbXPdq2bRtTpkxh6NChlJaWYjQaue+++7BYLDz//PPyiiIxMZEXXngBm83Gk08+SVxcHJ2dnQB0dXUhhKCxsZGJEydis9mkB1d2djbl5eV0d3dz9913c//991NTU0NGRgbl5eXccccdhISE4Ofnx9ixY3E4HBiNRlatWiUX2AceeICtW7fS3NzMu+++69ts/kfexz9z/I/WhMJhwzBrKctn9XLAeQ+nn38L9+SZPHt6JTfvuYERGXreUtxOqSKW3cwj0KbhwZVhPPRADEtKn+Gnhml8zEpWXniERx6J4+FhJcRFDnJRZcM+biTfGUYTNH4cAWMnUhM0l2Xqd7gy5hDDh7iZNcrMve1X4ikuZbnmdeKSVFTsucBXFeMIHz2Jky/sZtIwNcWGCaQUvcpw1Zd8WroE++0PUTBkkLqnH2MgewHLkzbTGjuZP94SyBfZt/BA1Uy0Iy/DatcQNTaPHG8pRcNWcf++W+kOCOTTtqVMyFfivVBMi8fLM+cSuWdHOlXhV/Cl8lq+bk8h1FxHaFATjoJxHHZn4T9yHF+pRxDc+gP9Y0djNzXQq1GT+eCdDHngJrJn5DP2kWsoCO7gkelt3HNbNCMufMy1t5mZrz9LiSaFjwZup6moiKSes/S2NnH7hSe5dWITuYN/Y3DsH8i4/RqGZ/fyaVMKPXf9iXGKT3hzUx+TtMeoDltAYU8oD9TNI+TWO7i65VUWZPVDgIW4YYF09yrRjZ7PN7qRfBQwh707ylgVvx7b/Mu59tT9hE2YxJAV86jRTeT7Nw7idaVz9+kxPJn8JItfSOUy1zZKn3+WjHEGvmpbiqO9mOrmWkJVe8mr38fCCYI7g/+KYcp0wnUHuMrzPsTG84nybm5ekcnq27w4m9aRkepHRM3feH55L8tca1mh+wv5E+KxWm009Ppzf9qrlF3oQ9ncyI/3FvLO1gS+aJzM0JdXkFVzkHasv3tNGI1GZs2axWOPPUZMTAw5OTmMHz+ewsJCduzYQXZ2tsSJwMBAAgICuOeee3jooYdkjavVas6dO8eTTz5JQUGBTMdISEjA39+f8ePHy/Xa56M0ZMgQxowZQ0NDA+Xl5QQEBBAZGcmpU6e4ePEiK1asYPXq1RQUFBAYGMjZs2fp6emROBEdHc2qVavIz8+nt7eXP/3pTyxfvpzs7GzKysoYPXo0gYGBjBkzhpaWFvbu3cuZM2fweDy0t7czYsQITp06xeDgIKdOnWLHjh0yf+/06dNMnDhRcomsViujR48GLkWujBs3DpPJhBCCVatW8dBDDzFr1iweffRR1Go106dP55577uHcuXMSN3zdu5MnT1JQUEBzczNnz55lxYoVdHV1MWHCBFasWEF2drbECSEEp0+fJiQkRBo2+zabDQ0NDB06FJPJxJAhQ+jt7cVkMnHjjTfidrspLi4mPj6eyy+/nJMnTzJlyhSWL1+OxWLhueeeo7W1lWPHjpGWlsb8+fPJycnhiSeeYOLEiXR0dEiOrw8npk2bhs1mY/z48XJjHRsbi1qt5u677+bOO++kpqaGzMxMuru7ueGGG0hISECn0zF27FiZtZiamiqnMA888ACbNm3iwoUL/PnPf6apqQmg5R99V/+dTtXdwJXAECGE598vk0tHRESEaG5uRqPRMGnSJJ555hkmTJiAzWYjIiKC7du3ExYWRlVVFeHh4ZSWlhIUFERoaCj9/f2SuDd16lQ2b95MYGAgtbW1uFyu3xg79vb2ypah7z6+tl5kZKQcM86aNYuSkhLa29u5+uqrWb16NQkJCZw7d04Wms8cbdKkSWi1Wnbu3ElXVxcmk4kdO3Zw7bXXcurUKeDSyM7tdhMWFiZJidXV1QCkpKRw7tw51Go1SUlJqNVqXC4Xu3fvlqGWarWaiIgIqqqqcDqdNDc309DQgN1up6GhgZCQENra2lCr1Xi9XjweDxaLRZ6TLVu2EBgYiNlspry8nHHjxrFx40YpJ+3v75eWEBkZGUybNo2PP/6Y7u5u2trayMzMlG7yvrGej5fg8XgYHLyktg4ICKCnp4fo6GjOnz9PTEwMbW1t1NfXYzab6e3tZeLEibI1W1tbS39/P4cOHeLee+9l3bp1HDhwgPz8fI4cOcKwYcPQarUy4sfn3OvjR5w/f574+HgKCwsxGo1SoOCTPfuCnwMCAjh58qQUJ4wYMYJ9+/bJ7uGNN97ICy+8QHh4OEVFRQwMDPw747//0ZrIDY8UT3dEc6PnG96Z/BdSnr6ZEWONPBLxGP3BBRza04A3bAjnKvQsidrD9UUP8bL9djYH38Oi/g/58lwEvQp/Lrs3j72v/8xQw0k2Vk8ixVXCqp5nSOw+wgzNJtp7OhiS1kFRUyoViiii6w/QbNCzu3sS0xJK+LE4mQpPON/O/gs9pbWc6rDgTptA/OanOBc0i2Edm3hNdQdXRK6lqngQr9dBwWQ90eoTLP75XmYMvEtJ8Gx+/FEw9cogZl54iNvcn/OmYhFFg9GoIkwssB3i4aqH6G0sx6LsoC8gA9FcSFtwAcMcF0nW7mWp8zhjtj/MNX3PYtVpOaxOoNYQQ3uXi9ioQbJrv+OZtruYEHiYmqZ2pjhPkd++hS8US4gSxezvz0PodJg0jYxRV7LEupWru5/iz7pVLK68m1njPez6qRWrqploexufNPyBu9zPkmI6jjLQTPraPzN9mqC+08Sh7ljmpRVzdcvrRIvDPF57A65pYzHu+JTcKC+HavwpFtF813ctJ20ZHOhJ55TzKtYVJTI17gI7iiLJV//EF+HPs6TyHiZONLPlpB67xcKS5kdZ1vkX9h718MU9Z3hmfR7Hpqxk/p57WP9LEP7pcUwKPsl66zV8r1lEb2MrD7Y9QLyljmts61CdOcce62zOtypxqovxCjNtqiSmDn6ITaNiIC6eV5v/QJ75HBRuxE+tZ6PqOo4c7ufbSe+yRTOUmWIf7ptu5ZPV9cyM3kp5kZc1fU+1dIl66+9ZEwaDQfgsVW655RauuOIKxo0bh8PhwOVysXPnTtkd0ul0ci30cZV+/vlnlEoljzzyCM8//zwGg4Hq6mpcLhdNTU2yc+F2u5k+fTrHjx+XHCIfD8qHE319fcyYMYPq6mpaW1u55ppreO6556TAR6vV4nQ6KS8vp7e3lxkzZjB06FBeeeUVOjs7cblc/PDDD/8pTgQEBBATE0NdXR21tbXS+Lq2than0ynTM1wuF7t27ZKTD5vNhsfjoa+vTxpO+9a/+vp6GR7tI+H7qBUKhQJ/f39sNpu0ZSgvL2f06NFs3rwZlUqFv78/ZrOZuro69Ho9gYGBrF+/npkzZ0qcsFgsREdHMzAwwPnz55k6dSrbtm2TnTWVSiU5tl1dXZJ75nK5pE2Ry+WitraWCRMmSJyoqqrC4/Fw8OBBFi5cSGFhIRMmTGDfvn3s3LmTzMxMQkJCpFVGfX29DEl2uVySr93a2gpcipDzNTY0Go3kgrndbunIrlQqOXToEBMmTJBZf/8KTvw7naojQB9wUKFQXK9QKMYpFIrR//Hnn32wlpYWSYa+cOGCVFWEh4ezfft2FAoFZ8+eRQhBS0sLZrOZ4OBgnE6nbIN6vV7WrVvHypUrZexNbm4uXV1d3HPPPRgMBvz9/WlqaqKkpISWlhYsFgtz5syR4cc+q/vS0lLKysrYsmULq1atQq1WywiYxMRE/Pz8mDJlCjNmzODUqVMcOHBAkuZuueUWsrOzOXnyJFOnTsVms+F2u3G5XAwZMkTmLvk4S9XV1UybNo3p06fT0tLCwMAAGzZsICwsDJvNJjtyra2t3HnnnXJn7lPszZ49mwMHDhAUFCTn01OnTkWlUjF16lR27NhBb28vtbW1nDt3jsDAQMaPH4/L5ZKeH0ajkdmzZ+N0OomMjOTpp5+Wz+MjZyoUCm677TbgUoyM0Wikra2NSZMmSZ+xgoIC7r//fpqamjCbzVJRl5ycTHd3N0qlko0bN0p1htPpJCYmhoULF/Ltt9+SlJTE+PHjCQoKIjMzk97eXhmbUFpaSnZ2Nu3t7bS2ttLY2Ch9W4KDg/H392fGjBkIcSkLMTY2loqKCurq6jh9+jR6vZ60tDSGDx/OsWPHaGpqIi8vj4yMDB555BEZYP1rwKbx966Jcy123g1/g9o+Kw8Vr+ThrL/gX7+fmZ/cRduWn1H6+3FV4Y3Ue238tXkan1iWscl+N+tD/8gfi+8j1q+a0sEM1j+5jXrXZCw5Q8FkJmxIMJd1f8zD93v4s/89nPWbRHmFlk0dw5jc9TYqfy1T7p1MSpqG4aVfonH3cIf3aRrKKnmtbB7PbxpH8g/3EWgxsU81ihtid3FXzHouakeRNTWJ96Z/S8rJtzlwCHR6BdmKahaZ1nO0YAnK8sMsn9zMGuvNrBx8BxGaSXJWLK82Xok72IXeEcMizwaudf5EYlo4tw07glbbzMCgYOr6hQyPO8fKoB+46f4Qsh+4lvPKccy+K5aWlha6+7sJt7RR7hzJ5bPNrNi3nEdMn3G2N48Vzj0EJKTSEjON0SMjUTY0c2XhDdT3RrOo6Db6zMkMnaxjWnApImksVnswXkcw187p5CHzX7k/4G/clb8WVU8Z1d0m9EEBzFB/xfXeD7lw8yecUYzjzE8nSBwdy02FK/FOWEKlYRTX+r1NUf4KVtzjorWzlYAASNXvx0QHk+Na8C86QaM5n+Nbigga8BDbvoEvg2/HEWdh3cKX2Pv9ce5XrWLjacG5/kjmZhzkfZZi7jnJNedu5qrzD3Nt5lm6e+BCq4PDLYHsZxgV/WrKPDmMmRjDzIkGrlZ8TpnfaJITmviyZBTBbb9QVVTFCF0jWYkaxsVd5LGZ33OkMYYZuR6uTTvG0UdepKTHARUV5Fra6CPI8HvXhNvtlirsZ599luHDh3Px4kU+/fRTfvrpJ0wmk8QJnw/T3XffTUREBFu3bsVms+H1ennwwQcJCwsjNzcXk8kks2DvuusugoKC8PPzY/v27bS1tdHe3o5Op+OBBx6QY72+vktCSK1WS2lpKddccw2rVq2Sobzx8fFER0dLnJg7dy7Hjx9n1apVhISEEBQUhMlkoqCggKKiItlZcbvdmM1mxowZg9vtJiQkRCrcHA4HaWlp5Ofno1QqGRwcZMOGDYSHh2O1WnniiSe44447UKvV3HXXXTJizGg0EhoaysyZMykoKGD69On09fURHh5OWFgYsbGxjB07lqamJtkN8+FEQEAAmZmZpKamSp7rrFmzCAwMxG63k5ubS2dnpxyN+sRASUlJ+Pv7s2HDBkaNGsWZM2eYMmUKBoNB4sSDDz7I4OAgbrebxMREvF4vCQkJVFZWYjabJU40NTWh1+uZMGEC48aN48SJEyiVSo4dO0Z/fz/p6enysz5z5owUg7W3t0vOsxCC3t5ePB4PkydPljhhMBhQqVQ0NTVRWVkp/y8hIYG4uDiJyX+PE11dXVRUVPhw4h92Yf+dTdVWIJ9L2U3vcSkwc/vf/ez49c9/6tBqtVRUVDAwMABAcHAwWq2WQ4cO4e/vL+X//f39BAUFyXylzZs309nZyU033SRl8s888wy1tbX09vaiUqlQKBS8/vrr0qQtOzsbj8fD2LFj6evrw+PxcPHiRVkoANOnT2dwcJD77rsPk8kkc5wCAwM5ceIE4eHh7Ny5k507d0rDMh+B+8UXX/QlWMtEbIVCQWtrq8yE8oF3cHCwDJA8ePCgtGLw5Ry1tbXx3HPPsX//fgYHB3n//ffJzMxEpVLR1tbG2bNnOXLkCAUFBbS2tiKEkLlNdXV1FBQU4Ofnh1KplOdCrVZz+eWX09nZSVlZGVVVVXR1dVFUVERraytHjx7F39+fsLAwqVR0uVzU1dXx3HOXYro0Gg1lZWUAPPzwwzLo+NChQ/J9NDQ0MH36dDo6OlAqlQwMDDAwMIDNZkOlUrF06VJKSkoIDw9n8eLFuFwuSSptbGyUys2YmBjJHduwYQOA/Kx8wco2m43+/n62bdsGgNPpZN68eTIZ3c/Pj97eXhoaGti0aRMBAQEAcmHyESfHjh3rG6+6//lSkMf/aE3odaCsKEPp6UOpUtMbMIIiRuL/0APcaf2Jl7aMY7S2FKV7EKUtCGV9DWFV+8jb/BTuPg/e0QtRGCycZixlZ/vYv30A+vooEgWEa6p55gUNf+xdTafbQGKYEqFUc9OIZtweJXsPqCktEbj73fQp/BGouWF6L50DepbfZ8ZmNHFl+3uomhugtob+ogq8UdG8viMXftlLQbYBQ6ubhiYVn/fP5ZWiuaTpWjk1UIDywgUU9bVogdyO7XxXMxqjW0nlRcAeglKpZ3d9IvsqQvjrwTjOuodjVaqpNY/krLuAW1qf5Ybn49i7T4HHA3/+i4qznuFcG3KSwlYnnqIS/nowjlsLjhLVcRyFQsGy8yvYU+pElJajKRjGVfo1BKFFoVIxoI6gSesic0426q5ulBfLuKLqdTpruuD8OWKtbUQ3H8Srj6QrdDgCJQMtbVhcYdDUjOrF1SiUCspUw3hnXz5udDz3pBuVSonFLVAdPoj60AHODAyjvlGN37TLEe5BDkcsYgAV5e1BDAalolCruP1qLXkl24mKVLBwQRT60Fy0aiWz07309iup1WRzteYbOqInEOBvRKmAgY1bLtXEgBK3285L3uWEjMhHaTKypno0il2/APBK+MuMnBlFWPd5DneP4Lx+Ap5+wWsX5rD5fDR9WYtQ4MEz0I/ypx8YVKVjDjGzYkw9qtYWPCh+95pQqVSUlZXR2dmJQqFg2LBhADz00ENYrVZ++ukniROdnZ0MDAzw9ttvs3HjRqxWK0OGDJHGnWfOnGHnzp309PRIw8jVq1dLax5fXM3o0aNRKpUcPHiQiooK+vv/j9tKWloaAwMDnDlzBpPJRFNTk+SvFhcXExkZyc6dO+W6pFarKSwspKGhgZKSEvR6vRx/1dbWApfoDj55v6/L5iOCV1RUcOjQIRko7O/vL3/36aefSpx49913pdVMa2urxIkNGzZI9XxhYSGVlZUUFRUxfPhwafvjE32p1WpSUlI4ffo05eXlmM1mzp07R1FRkSSA+6J7hBASS48fP86BAwcQQsjzBvDEE0/8Bif27dsnLYpSUlIYHBwkIiKCwcFBOjo6sNvtEicaGhrIyMjgjjvukPY+2dnZdHd3S0rQ3+OEjy/c19cn7ZJ8Ssjq6mp+/vlSvndoaCixsbE+w2e6urrw9/eXfOqcnBxp0+HDCX9/f8aNG+fDif+37L/f3EGhuPafuZ0Q4uN/5nZWq1VERERIKWtGRgZ/+9vf+OGHHxg2bBhVVVXSGb27u5vk5GR6enrIyclhz549sutx6623IoTg4MGDfP/999KiwNcK9MlePR4PNTX/R4zi7++PxWIBYGBgQHpbqFQqsrKy2L17N/7+/tTU1Ejn9+DgYE6fPo3RaOTMmTN8+OGHrFmzhubmZm666SaUSiVPPfUUcXFxNDc3o9VqGTp0KAqFgj179tDa2kp/fz9+fn5ERkZSXFwsZ/qHDh2iqamJmJgYGRwZFBSEUqmUHlT19fWEhITQ09PDxIkTpYdVamoqzz//PImJidKTw6eI820ge3t7sVqtOBwOmTruU0ZMmDABt9vN5s2biY6OprS0FD8/P5kV6EsJ9/GeNm/eTHJyMrW1tYwZM4b169djMpkICQnh/PnzZGRk8P8R99fRbV5p2zf8E1uSLdsyM0PMbIeahpmaYtIUpjPTmTJzUuakSbkzU5pmUqYkDTPaiZM45MQxQ8xMsmxL2t8fmWu/7XO/892972fmrdbq8koty/Kla+/j3Od5wJkzZ0hLSyM8PJzi4mKCgoI4c+YMc+bMYfPmzSQlJdHT00NjYyMLFizgxIkT7Nmzh6lTp3Lp0iVCQkKk8iQjI4O6ujrKyspwOBwYDAZGR0elO31VVZUkg4aFhckMKMX3q729ncDAQDkWzsrKYnR0VGYM/jNwe1gI4fZbrglfn2xRGW7hzqgtvK+7i89FLgecy/ngbwaSUwRdzcNUWAv4fnguvxt6D3tCOjmD+8nLdvDBoVQ+a5/O0dBrWLM3gy9/NFJU6CL9+6fZ6DWHgOE+avFio+NmFvkepFUVQEenBuewDRVa1AYt6cYjhBmcaNQq3hi+i6td7xBsBKNOxasDdzLOcYB7w74hoewTntK9wjaPO3kg8B+8d7aAE5655J75no/+YeK6fyxg3MA23rnzAMXHXDy86yYIDWOks5+Z2p1sLXiee1lDZNFb/KNjOb8bfo+X9c+xyPodQ/Y+2ojhh0mfc9exZVR2q3g+fh2ajlbu6HyfGL9qyltjCDZWwvAQC8VhbL5uFNvSWD95A/fU3E9eZDPXpl4k+vU7SEp0sUy1jjWVC8kLb6LOkEjk8AVq6zWkOH4k2WOUvqBAPmn/HYMDgvV9eaz3eAa8vXllayoLcs6iisnluZq5fKxbij68gPejV3NP8Swicn2pqAliZBg2XEzguvRDUNnDbZOPkb3lA+a6f0dkuBPVuXMc8P8T41q/470nGviiNJMbjt7PrICTaM7uJHD6lVzcfpxrMw9x8VI+le1Gbkv9nmF1Msu/nMfdqfuJppBa/zxGfdNQdXbgys5nXO3nxFb9g0WDm3GiZ3FAIVcGX8ThdLKlNpjDfZP5miu4O6SQP93m4NRHxeQ6D3PEdyF76+N5YcbHLC79glttz+GVkcOa0btYsPUOYgIHKMi289ef5g6XCtdvuibMZrNITEzk2muv5fjx4zIL7q9//Svp6ek0Njb+F5wYHBwkOzubgwcP0tHRQVhYGHv27OH777/n6NGjfP/991gsFvr7+/H19ZU5gEoHQymi9Ho9er0eDw8PXC4X3d3d6PV6Ge6clZXF4cOHCQ0N5ezZsxiNRtzd3SVOpKamsm3bNj766CO++uorent7ue222zh58qRUDiqcL7VazY4dO2QDwNvbW+7PSvbc5MmTOXbsGC0tLcyYMYPTp0/T2tpKSkoKFy5ckPuisu8NDAwwefJkGhsbCQsLkziRmJgoU0LCw8PRarU4HA7q6+ux2Wz4+vri5+cn1e1NTU1S7LVlyxZycnKkXZBGo2HmzJloNBqOHTtGWloaly5dYmRkhLKyMsaMGUNTUxNXXHEFGzduJDg4GC8vL86fP09QUBDNzc088cQTXLhwgSNHjkicmDVrFlu2bGHevHns3r2boaEh0tLSUKlUfPnll2RmZsrswZ8rHffs2YNWq5Uk/YCAAOlj+HOcCA8P56abbuLTTz+V1/vSpUtMmzZNBlorOLF582ZCQkLIzMxk06ZN/xIn/sdF1b/74ePjIyIiIqiqqpKhvEJcji8pKiqio6NDEgejo6NlwLFaraaurk4x4pJSU4XkHB4eTnd3N56envT19dHT00N0dLQMj/Tw8JBeUMPDw5ITFRERQX19Pffddx+vvfaa5DT93PxTKVYUUzXlZlNM6BRfKEWeqZDlFJWgMvdVijcvLy9paqoYuxkMBnx9fYmMjKSyslLKPJUZc0xMDGq1mtjYWIqKigCk54per6egoICioiJaW1tluKebmxv33Xcf77zzjjRSU/6mjo4OcnJy2LRpk5QUBwUFSQNWRdba3d0tN6LJkyfT0NAgLSOio6MpLCxkYGCAiIgISaxXeAaKerCzs5P+/n6Cg4MxmUycO3cOHx8fdDqdtJtQuGGK94u3tzelpaUEBASgVqvljNzDw0OS8BX/MIU/0NbWBiA5AX19fRgMBrq6upgzZw4nT56kq+sy31CZnff29v6P1X//7ke2j68YE76XcdXruWlKA0/vCWS2bS8XXzrAphf3kGEqZXv3WOI0feRFNfFm7XXcH/MDGhU8U7Wcuaq/k+cop08PXiZ3DquuoLovgKejV/F5x42scn+ahf3rWdb7Hl1eZv7U9gEP+73OaL8HH0z+hpFDReSNHuGO/ld4x/woN0V/Q1BtHdfdF8C0l1JR+yVwPf/gXfX95HtXMl57GHVnN687H2CM6hAB6nbWXvojmbrz3GX9BxvsuTzueI5nYrdxqdyOTWMhTl3OzdH76O3u5B73jfy1fT4v9dzHNO8TTFQfAB9vYjq387XmBpb2vI/D3ZNnVO8S49/HX6JXo64sA5fgcJcP67mR3N5TEBsFKg3ERlF4VI8Aqojh+s73MSRGIaKjeG17OmMc+5gZ28GpSgc5mkvEPDqRO1cVkGc+Rw0xXNfzF76KeYzluq9wuZxsv+jJ3ZZPGdd2iLSAFpb6f8YX3bcx1rucsZWfkqw5TKn7XJ4ZeozSK+7Eve4Md9X/jtGIAtTRUdxcdA0F3UdZHfMM5fWROM0WNnZN5GWf1ziljSTDOkhJmxGGhnjBfz1r3K6iq6KPPeIWpvpsJKOrmi6dik+dD7Lc8gF1g8Ec9LgZXx/Yf8Ybtb8vf9K+xL62ibxrvZMGWyIiNoa/t8/D6XQSrarH4GfH2a7htrYHOai6gk/dnmKs6jDjnIfReHfyausz3DGrjHdPTCK356/kO5vZYyzgohhHf9+Ygc7/ofrv3/0wm80iISGB9vZ2/Pz8aGlpobOzkxdffJHnn38evV4vaQYeHh7S+FKlUlFfX4/BYJDfN5vNin0K4eHhUmYfEhJCeXk5ZrNZmkkODg5KDo/dbqe/vx93d3euvPJK9u/fz9SpU9m+fbsssJR9TqfTSUm/3W7HaDTS3Nwsv+dwOLDb7SQkJFBRUSFVfykpKXR3d5Oamsr+/fsl50mlUskDtWJbYDabcTgcTJ48GSGEjDVrbW2VEWhKNJrS/W9vbwcu78lxcXHExsayY8cObDYbY8aM4eLFi+j1eiZNmsShQ4cwm81Ska5EoTmdTun/pRhxhoeH09PTI3nDSnTP0NCQDI9WcCIyMlJ2jCZOnMj+/fuxWCyyeNRqtdImp62tjZkzZ3L27Fm6urpQq9V4eXnJ6YxWq1VMm6WZd1tbmzT4tNls0gojNjZWepg5nU5Jym9tbZUUn4GBAekD1tvby4wZMzhx4gSdnZ2SjwX8/7Xe+d+M//6tD5PJRFtbG8PDw9TW1v7CUVulUvHMM89I2XtbWxtDQ0NyNDUyMkJ+fr7kTCkOs0qL1OVycf78eVwul+TaGAwGpk6dKg3fFBDX6/UMDQ1Jx9gNGzbg5eUlXdwVgrgQl3Pn4PIIyc/PT85jdTqdtHBob2/HbrfL9xYTE0NOTo50lY2MjKS3t1eO8lQqlXSehcuOt5WVlZLjpRjJKSQ7pU1ZVVWFj48PTqdTOub29PRIPxHFt8nPz4/o6Gg+/fRT9Ho9AwMDjI6OolKpqK6uxuVySRsCjUYjN4Xy8nJ6enqktFjp+ikKD6UV3N7eLt/nwMAA3d3d8gSonICUxeDj40NMTAxNTU20tLQwe/ZsKRFW1CFarVaSz7u7u6mtrcXlctHb2ytPFIp6x2q1YrVaJSHzn+oM3NzcpFJSMYSz2+2YTCaKiooYHBwkJiZGjv8UufNv/jCbKW+3MjBi4A9Vj1OjTiRF1YpWq2ah+ylW3mMiIc6PChHPP9oX0DzkCUKgab1EDFWMhuXjcPfA082MECrG+pbjFKDTuKhwRnO20gZC4HA3U+G7gG/9biffvxedpwm32gu82zcbX1cbLr2RPrueCZpiDrsK+OonM3F+WlSo+KJvMfF9O9Bd3Ms6bmXYakWo1OSpj1FmXcDH/B6XwYiRIVaOPMUxdS4Ol4b2EQtmsyDGvR1VdByW7FzWNE5CDcRYu/iw6yo6+3rQl2/hmDoXe95iPnF/Fq3ahffAKTpravispoBVdVewrnsWGrVArVYx6lJTXKulvbqCoupgXFZfnE4BAv7k8Tmq9mZ+l3WWcRyh2yuXW1rXcsFzAc7oaPZ/dIo8w2m6B/tY5voElcuJpuEEh1wFHGU8nio9Bq0Th86EtfsYYXV78O2q4FB7PEXDYexXjUft70P80Bms+n6OdXpx3jCdjq4uymt1qFWCoyMR1PT4IgZsTMwZItV1GuEcZcQ7heMd0SwL2s2FsBv4sDkb356LpE/LJFDXiw/tFA5ls8l4Fy6hRqXWonY3k9+1lfaaft7ndv7SvxSXSkOA2wCT/dtwuJu5NeYwMdZuxnRtROtjob37n+pf3Qy8E8fg525ngvk0t4x+yDF1Pj06P9JOvI1qoB9d1CRO+U7nq0nfUOA8zCDu/xv137/1YTAYpCWC4ouneFFZLBYeeugh4uPjAaS5pxBCZssFBAT8Aie8vb2lafLg4CCtra0SJxTuU1BQkDzwdnV14XK55Ps5fvy4tF1QfLH6+/vp6uqSmKN0ibRaLb6+vqjVaoxG4y8KwJ/vSXq9nhtuuAFvb2/2799PZGQkZrNZ8rvOnj2LVqslJycHb29v+vv7cTgcFBUVcezYMdra2ujs7PxFVl9VVZX0iIqKipL4ZrFYaG9vJycnR3o5KQfw6Oho6cuojFIVnFBwWRkV6nQ6bDYb586dky7qyoH3539/e3u7xIni4mLc3d1xOp2cOXMGu91OXl4ew8PDCCGkd5SPjw+BgYHs378fq9VKbGysrA+UJoiCewpOKNY7TqdTFpIKPy0qKkp6j/n7+9Pf3y+xPCkpCV9fX8xmsyTy6/V6CgsLGRwcJDY2Fjc3NyZNmsR/14j6X8XU/Dsf/+wO4HA4aG1tlcANyDDflpYW7Ha79GVS/KoGBweprKyUqgbFcGx4eFgqNbRaLT09PbhcLkZGRujv75cVrGKopvhXAPLfdrudlpYW2f1RALempgaz2SyLB2WG297eLitzQN40ra2t0rQzJiZGco4UbyXFnn9oaIiamho521XMx5QCc3R0FF9f3190yRTPLsVjRLH3t9vtFBUVSTWD4idls9kYP348W7dulYajSktbCXYeHByUo1MlaFmJd1A8ThSVjN1ul+9Bq9XidDrx9fWlra1NSmsV1R5cLkKVeIP29nZGR0cZP368VBYGBQXR0tIii1cPj8uH48HBQRnQqVyH+vp6HA6HLKCUz05xDVZ8s9rb22X4tuJ+r/CylM1BkTL/833+j92j/92PDnxxdLnxkv1ezG3u6FyBxI9ew7N9du5uewWGHie7/Ue+tz2EzqVB47RT7MzmXfuLHOyP5XDNLHbY72aaTwl1w4Fc0/wdVQNBZIaAqLBxwTmWiO4SvnTOJUbTxbqBq9nteTO63kmMmFx85rgbb0cPr3APJjrJGSrj9sGnSR/6CV1rMzGGXjbZp5PAEN7YqapRM2xow6UBS88QwtnBWu5CMzjAjXyIfqiD2/Xf4NHUis5pZWzrZmrVkWiqrIjYWC7aQ+nudydfHEXtGmCb4xqWqr6gQkykslpH5eCV5JsOY7UNU+GWwuBIM5/Z7+Z2/ceUh8wnq7WCT4avp0MdzLiRgzDiorrbCzpHiNOfwDE6yGeGJbgKa5g4sBG1ENw1/Bxtah1f2K/gmnHV7NnqQa0mg9l9+/hSu4yG4QhG2u0ILx96h/RgfphK4UvHqDdCF0Gc7SSV6ji+d92CyQ5PNL3BrSPv4rLZeWpgFU2jFjp0SXh5qjhrXcjnTVk4HUF0ilEy7KXEOU7zZfdcInzgUqcXuV7ldPTr2TFyAzvy3uIzhwYxZCfACB8wE0OPmrDh82zzWE6cuoLxQ99QbohlBc/iPdRLkLcviY3f8jfXcl5oX8ZIxXdUd1iIGfFkbNsPfKq+DS9RwRv2O/DrVKPubMfp7OFj11L2OW9idMjFBZFCkL6VbE0xL7dfi+vI7dQM3s4w5t8cJ35ufjk0NCS7NDabjdbWVhwOh8QJl8slgXV0dFTGgtlsNnx8fBgeHqa1tVUq5RRld0tLi+yA2O12OeVQLAuUfUxRZttsNokTJpPpF/tKTU0NJpNJ/lx7eztOp5O+vj5MJpMsVFpbW+W+9XO6ikqlory8XJoVK0UMXI48UxR0zc3NeHh44OnpSU1NDe7u7jJ2TOGUKtdEEWkpe7XBYJCHS8XsGZARaooqThmfKUWq4oX4c5xQilOlMFKup7K3KxwnrVZLaGioxLHh4WGJ2cpo1Wq1SsFTR0cHPj4+JCQkcPHiRQYHB2X3TLmmSqzdz3Fc6dI1NzdLu4Wqqio6OzulqlP5m10uFy0tLXJi5XReFqsqkTXK5zE4OMihQ4eUadi/PGj85p0qZXSnxKY88MADzJ49m2PHjmEwGFi9ejUajUbexHq9nrKyMjo6OjAajfT09DB37lzc3d3lPNzNzY2TJ09KEtro6ChxcXHS3Gvnzp2Mjo5y8eJFUlJSMBqNpKWlYTKZpKz04sWLzJgxA7isPElNTQWQI7uWlhZiY2Px9vYmLCyM2NhYuru7eeyxx1i4cKHkTKWkpDBv3jw0Gg1FRUUyoTwyMhK1Ws38+fNJTk6WNy0g59MqlYqLFy/i4eFBZWUlFy5ckCoTp9PJmDFjqKiokDwns9lMdXU1Op0OjUYjM6pMJhNxcXFER0dz5MgR5s2bx1NPPUVAQADDw8Pyhq6srOTxxx+XCsrAwECmTZsmR4UvvPACzz77LK2trUyePJny8nJJdBw3bhznzp2jvr6elJQUbDabdGRPTExkwYIFlJeXYzKZ6Ovrw9vbG4PBwJo1azh+/Di9vb1cddVVeHp6kpSURFJSEsPDw/j4+GC1WhkdHSUlJQWA2tpa+vr6sNvtJCUlyTbumDFjGBgYkCfPtLQ0dDodiYmJTJs2DaPRyNmzZ0lNTSU6Opr+/n7pBjxp0iSeeOIJAM3/tyvgvz7EwAApukPM8d9Ovv1TDt79OQmpWvo/XMmAVyAfvjXACTEOf9MAkSOHmeO2m5iyT3iw50bKjRlofSxMm2+k19ZLvPkUfTo1Fg8n64/H4j18lkLNRC4JPTHxam7pXUGc7TSfXsjGOTjEW5U5PJSyg6XGH4lN8yDY3U5xvy/CZOBo+TAiPp73uJOJHrvQB/vyDneSbznABW0sHS12vo59jJV+z6ENDibXr4r7hh7AdraSsfOsBDlOMs+0hyvTu9i64H302lYiCl/Hza2VO5K2own05e/6O7jppTHoMpIYrzrETPERnqIDjVZNwRwLPpoK9pWZudbrUzZ2pHGoKojrHV9yUZdCoqaI/MQOHBV7mC4+ZVbCEWItZ7jL9RbTXJ9Q19TAMv895JtOEh9wkXvjNxEXOUppURPLF/VQ/fQ6fh+wkQTHfoadWnz6juNftYlDxQYK9EdpN4YxLqSWW6Y1cqv5LyzQfMaLz2qYOU9HqTGBa617Oba9nBmT6gnVtPDm+HdQn99LUXUwpKWjG+rnevV7rD40iVdnHSYhuZvGyjpWeK7gm75plLhfwQG3WWjXvMbho1o6HF7cuPfP6HUa/hj9DxKC7HToA8nzqyTRv5aU4S2MSVQRYKiks7aPt7gLw/lzTJ+r46wuipmaf/DXlHe5ZfAvNAz5EdX6IwEpPmjUguvGnKA4+RZOeM2k5LCNV9I/JzO+jqf7buRkSxieplHWTXqXDStKMGD7zdeEQjJXioTDhw+TkpLC+++/j7e39y9wQgiB0WikvLxcdiUsFgtz5sxheHgYk8mEVquVODE6OioPjwkJCfT29jI8PMyFCxew2WyUlZVJnAgMDMRkMsnCbvfu3UyfPh0hBCaT6RcxMkpk2BVXXIG/vz8ZGRnSpPPs2bPMmzePoaEhiRNz5szhk08+kfSQOXPmkJiYiMFg4IUXXiA9PV0eGOEysTw1NRUhBBcvXvzFxEBJFnE6nSQlJdHe3o7L5SIuLk56HA4PD9PQ0IC/vz8eHh74+PgQHx9PTEwMw8PDJCUlsXLlStLS0mhra8Nut8uYoOLi4l/gxMKFCwGk3+DcuXOl/cKOHTsYN26cxInS0lJ6e3uZNm2aVOodPHiQGTNmkJCQQGVlJWazmYGBAWJiYhgaGuLll1/m4sWL2O129u3bh8FgICEhQQq+/Pz85JQnOTmZ0dFR6urqZL0we/ZsybEaM2YM/f39DA8PU1ZWRkhICDqdjsmTJ5OamoqXlxeHDh0iLS1N4oQy5pwyZYqCE5Z/da/+5kUVIGezigpj165d8mKPHz8em82GxWIhMDBQOtvC5YWWk5NDbW0tzc3NsnOijNrc3d2ZN2+eIoGUFW1iYiKpqanMnz9fGn8pp53AwEBUKhWJiYkcOHAAT09PLBYLN954I6Ghofj5+WG1Wlm4cCFqtZrKykoaGhro7e3F09OTN998k59++omJEyei1+tlyKTi5GsymbjmmmuIiYkhNDQUlUrFddddh1qtliPD7OxsLl26RExMDHPmzMFgMBAXF0dKSooc5VmtVq655hqsVisqlYq6ujoGBwdlEZSUlIRer6e2thaHw0FFRQWhoaEy97C0tFR6Z61cuZLo6Gh0Oh1r167FarXS398v+Utubm64u7vzzTff8P777zM0NERRURFPPfUUTU1NeHh40NzczNy5c7FYLLS1tTF16lTc3Nz485//TGtrK8eOHUMIgZubG1lZWfT19fHAAw+wZMkS2traePLJJ3n//ffle2tsbCQhIYH6+npcLhdms5kLFy7IVm9KSgpeXl4sXrwYl8uFj48PRqORqVOn8sADD2AwGDh79qwc7wJ4e3tz7bXXcvHiRSIiItDr9TQ3NxMREUFNTQ3btm2Dy9Eav+lDBfibB+jsgtDRMt5aXYH17A802D1ZOvoGYfdfQc9wP+M8z7Iw8DDNhhjqfbPx1HbTq/Xh7fSXyK34CI/Bi9DTQ50rgnHRLSTm2gky9vD2vG1M9ztBruoQuzR55PldpDsjFVV6MvnzrCxLOM53hqVc1bwa7cgQewLmMFFdxKSEOrrrqrk3eiMB6nZiCvx5MHMP9/p+zlL/HSxepGGM7ijfXwjjj00rMAz0EOTWzKIrKoja9SzZE/U06GIo7EjgXvVaFo98QeuAjinmI9x6tR0hoCjl91zvWg+xscQHVjPU1syVo1+RmG1H21DD2Ohm7pp1ATedkydSN5HgXcrfQu/kKc/XCPayceNVQ4T5dNMoIqmr0VDX70dGQg+XLOmEhDmYrdvFls54qpxRnKkcZnXEGsbOcFKsHcvHZ1KYFXwKlYc7K5/RkB/dSIDXML+/ooguPysFtr3ofbxZpf8DazUPoDK6wdd/x23bR1xl2UXe0D7sK17A1VDLGM/TnGzyY/Z8QZLPGW5oX8Wzk7/hjC6Xonv/Ttb+NwhsOki8uoRCdQ4teeO5v/9u7I88yTNXbcDQU0R+Uh9rb/mRGMdFWi40o/fxYpnvp5yqV7HW/kfa3WOJK9tMivMMEz33sCDkFO0ZaRTUr2dJ4D5qfXP5s+Fj1s/8iL8/eYgz+gKmX1jBrP53OeXIIkddRG5EI99Pfojj1T7sib6JFzTPMtJxmj+FfsuJWg2LNt2Cmf7ffE3A/4MTSof79OnTsmt+xx13YLPZ8PDwkCO++Ph4tFoto6Oj3HbbbdTV1UnKhUp1OQA+NzdXxsUo6R2Kh196ejpJSUksWLBA4kRbWxteXl7ExcWhVquJjIzk4MGDkrtUUFBARkYGfn5++Pj4MG/ePM6fP8/p06cpKyuTVJNJkyaxbds2rrjiCokTzc3NpKSk0N7eTnJyMhkZGXR1dZGcnCxd0BV+rN1uJysri66uLgoKCpg/fz5ubm4kJydjsVgIDQ2VOXZXXXUVarWa8PBw6urqGBgYID4+HqvVSkhIiNwH4bJqPSQkRBZXpaWlxMfH4+7uzooVK4iNjcXLy4tJkyZhtVrp6+uTxZLi/Xf06FG2bNkiw6MVY+af44SSCThr1ixMJhP33nsvhw4doqWlBZfLhcFgICMjg5aWFk6ePMm0adPQ6/XExcWxbNkyRkdHOX/+PP7+/jJBQ9nnz58/j6enJx4eHvj5+ZGamipJ+n5+fhiNRpkp7OHhQWNjo+y4AdIYvK6u7hc4YbFYqK6uZuvWrXDZLuT/9fGbF1Vms5m+vj78/f3x8vKitLSUqVOnMjg4yIQJEzhw4ADBwcEEBAQwfvx4yUUKCwtj/PjxFBcXU19fz+zZs+np6ZGtvZMnTxIaGkpjY6OUqQohmDZtmhz7bN++nfr6eiZOnIibmxuzZ88mPj6eyZMn09LSwsMPP0xVVRWTJk3im2++kYq50tJSTpw4wXXXXYe3t7ckxSvOsosWLWLXrl2EhobS19fHhg0bOH/+PMPDw/j7+7Nq1Sq2bt3KzTffzJYtW/juu+/Izs5maGiIhx9+mEuXLlFTU0N7ezsHDx4kOzubqqoqFi1aJG8KHx8fVq9eTUdHBy0tLcDllueuXbsIDg7m+eefZ/z48URHR+Pn58eUKVPYtWsX6enpbNq0iV27dslsqh9++EEasD3xxBPExcURFBSEWq1m4sSJREREMDAwQEdHB3l5eQghmD59Ops3b+bs2bN4eHhQVVXFgQMHyMzMxGAwMHbsWOLj41mzZg0BAQHY7XaSk5Ol71VnZydlZWVs2rSJ6dOns27dOgoLCzGZTKxcuZLIyEgSEhKYNGkS06ZNIy4ujvT0dFJTU8nMzKSzs5PU1FTefvtt2tvbOXfuHKGhoezZs4dTp04RGxtLRkYGMTExlJWV8eOPP6LRaFi6dCkJCQmcOXMGq9XKU089hU6no7m5WSF6/sv08f+vHj6mIRLsewj0cWD003Hv2UfxnTsVTXcb7/3xPHve2IdXYDjaQH8MY/PYEnE7ccP76Q1M5veTzvDJgQCKmnREzkhC77qEpfsoqtZmdp7UcU3kMRY0vUeVK5azFd2YzUPg5497aCTDzW1sOuRiTt07LJzUzN+Mj7Bx1nvMiGoid6obF9uMWKdM4IqmV4iNHGZ83WfkRbWwuSOCb0v9UBcVkrU4nUj/Nj4MegqN8wJNXll8ey6fhmmPMrBnGxtD/kDQwGZ8Nz3BxvNuhLkqafDL4Y9r3BjqOkdqSCN/eElwiAmUhl/HiN3Giw8Msa7+amrrahHtrWw9MkKnWss33TPwzszmD1Gn+KvhIcKtvTz6loOhrk6iOrfhoarEfaSUsxfbMfaXcHZjKd9lPctHM3diNdTx7JWnuHNnFiHp4eh+Wkvjrm0s77gHtVqg+WYdhrrjxI/s5bOySfhEx1IbkM97mnsILMjivphNxA3vobRpiKQHruLHcj/23f8VxW9upKm2gxfM76KrPUHfgd24pWfzjv4xzuY8iK+P4OE3VZyY+gCd/U78r0yn16DDY8ROft/3fHEmicd+uoaESenU9vnywPxhEjOMXPdcHu9p76E++npen1TIg9NPc3/8T9Slz4e0FLKzLWxzTOf20KMcqBZ8v7kbzdmd5ITUodnzETVHR7graQ97U5/lYuA16M//nVMX2viiay6L9r9Cbkwb/aeO81TA38h99HrOaguwNh9gYt0L2GDwv79r//OPwcFBDAYDixcvpqSkhPnz59Pa2sodd9zB22+/TXBwMIGBgcTGxjJ16lSqqqrw9/eXMTIKTii0jLa2Nk6ePElISAj9/f1UVlZSXl7OlVdeSWBgoBTb7Nu3j4aGBiZOnEhISAi+vr4sX76cyZMnU1tby8MPP0xDQ4MUUkVFRdHZ2UlpaSklJSVkZGTIaURnZye+vr6cPXuW2bNns3PnTokTZ8+eZfPmzeh0OiIjI3n55Zfp7+8nLCyM5557DoCoqChsNhsPP/wwTU1NdHR0sHPnTurr6yUlJScnh8jISNzc3PDx8WHt2rW4XC42b96My+ViaGiI7u5uenp62LRpE1lZWcyePVt2a3bv3s38+fP54Ycf2LFjB0VFRXh4eLBhwwYqKysZHBzkwoULxMfHExwcLIOH4+PjUavVHDhwgEceeYSKigruv/9+3nrrLWnNoOBETEwMQUFBGI1GwsLCWLNmDVdeeSX9/f1Mnz5d2iXY7XaefPJJDhw4wKRJk+jr62PBggWkpqaycuVKdDodsbGxTJo0ienTp5OSkkJmZqY8vPv5+aEI4X788UdOnz5NaGgo+/fvJywsjIiICDIzMwH46aefOH/+PN3d3Rw6dIioqKhf4ERAQAAtLS2KpdC/z1Lh3/0wGAxi1qxZnDx5kszMTLZv3w7A9OnTOXnypKygg4KC0Gg05Obmcvz4cbKzsykuLqa1tVWSz0pLS5k1a5ac8SrAPX78eElu9/X1ldYEBoOBwsJCxo0bh8PhoL29XbYTd+/eTXJyMkII5s2bJ0mRQghGR0elrFchmB87doy8vDxOnjyJEILMzEw0Gg2bNm1i9uzZAOzcuVO+vy1bthASEkJRURF6vZ7s7GzsdjttbW0EBweTl5fH3/72N/70pz9J/tS2bdskAXL8+PG8++67uFwu8vLycDqdZGdnc/LkSfLz8xkZGaGkpITGxkb8/f2l+/qkSZMYHR3l3Xff5a677uLo0aMyaFoJXlZ4YHPmzJGnvrfeeos77rhDKg2VuXlycjL79u3j4sWL3HPPPWzfvp1p06ZRUlIiyed6vZ7U1FS2bNnCzJkz2bt3L35+fuTl5VFYWEhLS4uUNCvFH1we2wohWLhwIRqNRnqgtLW1ydeeOXMm586dIzMzE61Wy9atW3/BhWhra8Pf3186tKvVajZu3MjFixe58847+emnn6SUubS0lLi4uP+xpcK/++FjSBCPz3qLkpMGsrKGqNi5lfahUFaXXMOzY9fTY9cCGnQB2ag1asYVjFJcpCY3z0lRsRZdeyF29xwc3WcZNycZnVZF4VEDweqDHGydy47KGO4YfwrXqAO33kLOjcwijP1c0kxm+dw2fveXifwp/zgjI1DT5sGVwVtoYgKv7kzgnqTPMfqlUzBBhVCrcRMObKgRIw6OFRsI0R8GBGEZBRw9pkatUTFpYhUVhW34p2djUKtZt9HK0tltjKjgwq6TpM3KxzE8yjtb43lkYRXLPhiL3k3L0+lvMDrqoL7ZRHSInbCCAm77YAKf3H4IoQLniIvTO06ACoa8xnHFRBfL38nF4XJxd9ZxhIDcfCfHi3Xk5Y0y4nBy8rienpbzXDEtguJdFeh9U5kyrQ77SAS3vJvPuruOcuSogcwcJycKBWoEV1xZTeGGDkods1k6vxMPYy0OZyRL38rlwz8UcXZnCcmT0jh1zgxOB+nZo5TuPsWqstv49N4SSrefJHVaFs1njtM4MpbyFk9uvaoLm22Ewq0XGDcrnnN7z+Dr5yQiO5f6k3u51OCinKuZHrGB+qGp6PuLsbvnoe8tYmDEwKRFqWi1Gg4V6hFOgaHnCKX26YSzH71fBtl5Ixh0GlSo+McGL8aF7KSwaTpjA7dT12TEYE0hb4IKjRqaTu+lcWQ6bx/L5O+3H6Hop/2UcTXpbjt57ezviY4bOzwgan7TNfFznFDUaE1NTZSUlFBQUCDtD5TDoEqlIicnB4AtW7bg7e0tA3jnzp2LTqeTPkr/J04ofBuFAzRv3jzef/99GeGl1WqZP38+xcXFpKamsmvXLnx8fCgoKJC/W+FCHT9+HLgsPCorK2Ps2LGo1WomTJjA4cOHf4ETs2bN4sSJE2g0GnJycigsLKSjo4NFixZJxXZ6evovcCI3N5cPPviAe++9V3Zbtm7dKq10xo8fz5tvvsm9997LyMiIxNlTp06RnZ2Nw+HgxIkTNDc3M2PGDHbs2PFfcOLOO++kuLiYzMxMTpw4gUqlYty4cfz4449SuFVSUsIDDzzA2rVrue2229i+fTvTp0/n1KlTAKSnp7N7926JE4p/WH5+PseOHaO9vZ0FCxZgt9vZvHnzL3AiNzeXn376SXaSQkJCgMtRPEqun8vlYt68eZw+fVqS17u7u3/hKJ+XlydHgFu2bMHhcKDVaqVi0cvLS44pFSFCUVERt99++/8IJ/7XRZVKpdICJsAmhPhfy6bMZrOwWq0IIfD392fevHn8/e9/x2q10tzcTGtrK25ubuj1eoQQUo03efJkjh49KonKyg10+PBhmfrd0dFBcnIy1dXVkhTu6ekpTTkBOS9WVA6JiYl0dXXJ7sr58+dJTU2lrq4Oo9EoPxQlNVuxNtixYwdxcXEsXLiQU6dOsWfPHkJDQzl37hweHh5SxhsQEMDZs2elPDMhIUEWaw6Hg9raWhn4WFBQID2j2tvb6evrw2w2y5ZwZ2cnOTk57Nq1C5fLJSNiEhMTJf9KkaEqbXDF7yM6Olr+3cp8fcyYMYSHh7N//36EEHh5eVFQUEB1dTXR0dEUFRVJawWHw0FbW5v8bK688krJWfP395fPaWlpkVLc/v5+yYmIiIigoaFBnnAcDgePP/4469evJzExkb179zI6OorZbJbXWJEDK+RT5bNQFBtms5nW1lZ5rSdPnsyePXukfUV8fDzXXXcdb731FgEBAURGRrJ161ZsNpvkn506dep/XVT9u9aEjzlF5Pq8jdUh0AcJXpl7hqvenM6N0/fTt6+dvZ1ReLl5UqNPpF3lS15EK251R1gz5Qh3Ft1Ed3MDfvpunDETSXA7yqhQs/78HG7w+Tuft9/MmZQbmVb1Pt72s2Rpi9k1spQo5wWqiGO+5VueiN7HX9vmc7g/jUNDedyVuInvu2czy38L5Rf80Tgv4RoziepuH7Y5pnGf6ikcQsPhromMTezm5qhvqNKMo2h3A9mmFm4+cR/r7jrCll1DWMKi6Tp3mgDzIP6WZjqIR/glEX3+Y4ocmUwPaMBuUPHQ2Eo+qhhLm8PFZ9VXcZf7h5zWxuMaNx/19n8QaW6mWj0Rl1Pg7B2gVh9PbOQocV0bEPkFFG0bwJ9WIiOd1JU5iPTtYmBggEujE6kcDmVO4Ba2dS9mjNhL7px4ju+pIzrKiaujk4quVAq1Ewi0HcXLPMpnJydyX8ZByklA7enBrrEr+LSygJ64aCq31+AMzUHTW06KvYJzHUbCgwZY3/9Hlk2/wIk9/XgbPRgfVMnR9lhS23bxw0ge8+aaKTvVycWeZJ7zeJR1/X8gJraFoNparj31IDOi6lHj4JqViXz/90EWjTnN27syCTJ14xqFpfFHcNMIjrTGUSFiAMFIUysaXCRrC/E1NuDl6Yn7iGBLWxRV7jPIcx1j3FQd63eHMWboG1xBY8hXV3FT4R+4c1wpt/p/Rl6Eg99tXszR4SwmuO8gKk7wasma4VFR9puuCb1eLxTah5+fH5s2bSI1NZUpU6Zw+PDhX+CEQhH4eXGi7Bfx8fESS86fPy9Vw4sXL2bTpk0AUn2mRHBZLBZiYmJobm6W3KSFCxdy/PhxqT6sqKhgzJgxdHV14XA4JM9TGXddunSJZcuW8dxzz2GxWCguLubuu++WEw3F93B4eJiZM2dy6tQpGcgcEhKCWq1m7NixVFVVMTo6KnFCpVLJ/VZRvLlcLmm8rFj5eHl5UVtbKzFUUdr39vYCSHPtwcFBRkdHmTt3Lnv37iUyMpKqqirJOVPsIZRDuCIoCg4OlurCXbt2ERERQVdXF8PDw3R0dODv74/dbv8vOKHYLwwODjJ79mzOnj1Lb2+vxAklou3o0aMkJiYihOCll17igw8+ICkpSfpRqdVq6e0ohKC/vx8PDw96e3ulUaibmxuenp5SFKdwsQICAmhra5NRQBqNhiNHjjB+/Hj8/Pz+C07ExsZy+vTpf4kT/6Pxn0qlul6lUv2kUqlaudz+6gaGVSpV6z///w3/08ViMBhwOp10d3dTXl7O1q1bJYl8eHiY4OBgyZdR3MbNZjP19fUynVuRWJaVlWGz2bBarWRnZ2M2m7n22mvx8PDAYDBI6WtwcDBpaWkEBwcjhJCcJ4PBIFUWw8PDNDY2ytRqDw8Pxo8fL32N5syZg1arpbi4WNrjh4WF8fHHH3P06FGZ26e41So3r5KMDeDj44PD4ZCk9fb2diwWi7RDcLlcREZGSm+WadOmERISIi0mvLy85O8eGhqio6ODhIQEyTuw2+0YDAa5yPV6Pbm5udJbCy77PF155ZUyX2rXrl1ERUVJHy+XyyWDlLu7u2lpaZGfV0pKivSDOX78OOHh4dLpOD8/H51Oh7e3t8wXVNQtUVFRaLVaoqOj2bRpE4GBgSQlJVFTUyNJgmq1moSEBDw9PamvrycyMlLKmsePH09oaCgBAQGyWBwdHUWj0WCxWJg8eTLe3t7U19fj6ekpPaiio6P58ssv6evro7m5GbVajbe3txQfKCPQ33pNuBtGSXIe4MbelURVrmfjFgM/Dk3l7Paz/M1wP36BOrS+XuxwW8Bf3G9Br3bhbW7kxboCatXR3OX2ITeMrCNx4Cd8W4/T2OHiDq/P0OTnkehegmvJEhItZ/DTdtGs8ycuoBdVWgadoWn0R0dhd+k4phnPm8N3oTbqOKuLI05ViUo0U+UIp8M3keWdTxFj7ebzsWvI7d+ATtNN4Zxn0WhU7DyhYWnlC+B0cjxgHNlj3VhW+RKJ5lOo1Sr6Nd60u3ww9TXgqypnuXotedoSXGj5JuhhhkbhU9dyNDExBHYd50Gvj9Dl59KGD1GuQnwjRwjoP0t8/ihjJ6ioHzObreF/4lbNGzi9vKDiEEHOMjS2Fho6VbT7JuAnGnDZetitnUaHKZzBwX40OhUR2jrGjBfgdDHS0k6xyCfOepa7rzhBottZEkynWJTTSn5UCzd6fA/+AXzqWs7Wzlh8L24hov8Ub3dcj9rVzasjD6AOMhLYf45xkW3Yjh1kbsR+Jk1wcBuf8kHuR9iMo0wIOMMbhybi1XucGZ4/sN02BhEbg0qjwhUTzbebvUkIHeD6wL2cuWhiq+V6hooOYDP5siH0XtTeHnxXF0tHVBTvd1/Hy6o/siX/eRq8sohPMXKtYz3uzi6srjq+1NzCoCWUP11ZitHXxm0NL3Kj5XtQq2nDh0K/hegffhTR08dPLZGsVt+M3t/KHW4f04EfxZV+BFP/m68Jxdupq6uL2tpaHnjgAUZHR9m2bRsGg+EXOKGQxK1WK3V1deh0OrlP9PT0yLGZ1WolJycHi8UiHdcNBgM6nY7AwEBSU1MJDQ2VxYJC/FaCh5U8u8bGRjkt8fHxYdy4cRIn5s+fT1NTE1VVVaxfvx53d3f8/PwYO3YslZWV8qCuvJZOp6OhoUHygDUaDQEBAVKZFxUVJZVxyl7udDrJycmhr6+P3Nxcxo4dS0JCAhEREQB4enrK6YPNZqOtrY3Y2FipTFS8ngYHB6WdjsKlbWlpQa1WExgYyJVXXombmxsmk0kaf3p4eEhyfk1NDUeOHJEHbkVxHxQURF9fH5GRkb/ACcU+wcvLC39/f4qKiqT/loITPT09TJkyhR07dsg9//Tp03h7e3P48GFMJhORkZF4enrS0NAgLYRMJhN5eXlYrVZSU1NxOBw4HA5GRkbQarVYLBaSk5Ol72RAQIBstPj5+fHwww/T09MjcULxz/oZToz+q3v1VxVVKpXKpFKpdgGfA1cCFcC3wD/++bXin///HyqVardKpTL92sViNpsZHBxEr9fj5eXFpk2bpA3AhAkT6O3tJS8vj5CQECZMmCBvlIiICP70pz9JZVp0dDS1tbXo9XrpeWUymSgsLJSzZqfTye23346fn5/kXvX09HDrrbdKg8i4uDhuv/12uru7efjhhxkeHmbBggUMDAwwPDyMt7e35DDdcMMN+Pn5ER4eLuWuShhwd3e3dHBVumBKV1A5AS1dupQLFy5QXFzM/Pnz0ev1/PnPf6auro729nYqKipk67K5uVl6isDl8VtZWRktLS3SxqG3t5fm5mapEBw3bpz0RomIiGBkZIShoSEGBgYksV4IQV1dHf39/eh0Ohk9oxAiVSoVSifR4XDIjcXf31+23J1Op/SmSk9Plx00Hx8fbDYbwcHBOBwOaSkRExMjpaq33noreXl59PX1sXbtWrq7u3n00UfR6XQYjUZ5UkhNTZXxPsq4U4kSUFSGcNmjprGxkaysLClYGBkZoa+vj4SEBOLj44mOjsZms5GcnMz999+P1WrFZDIpn8uv4o/8J9eEj9nOqG2Ar9XLsHn7cu1PS3nE9zNcwy523/wJAcNnELm53BX8LccK7iYr/BJWVQfR0YIlf/DkE3E1H6lvIOsPGVywWYkU5/neNp+g6p3ku5/hb8cSEMKFdqiJaI8G1ub+g/zIJm4fXoVn+wXu6HiOtN8XsNC0k7Hu51gefZi3bjvJUPcQ8fOiSLTt5pjvTFBDn0NLmWcypo4LPOR6jYKlkXgFavgk/DHUmgGuDT3E6RIXX8Q+QW+3g7SgWoLFRQKHTtHqMOFJO4ecOXxkX4SOHtZP/ytlLUbsI4Kr0yso08Zw0216XLV1BHYUoSq/gGf7eS5oIskZPsjNGee4xrWOe8RaDjlyabjQia1jANPoJdRiAPNANTPFt5wf8KTfqeW+0HXcE/0jTo2Kq8MP0Oj0ZmTksqVIc7eaudbtuFyCkhpf3Ecv4adpZ9v5IDQ6NWofH2LbDqPCRba1gg6VhfOuCNbnrMKju4yHxx8gwlZCiT2KDOdBRgYHKO/2YnHyRf7Q8RIf5b5PhSuONruJB8btZ2BIgyori1GNlpyoZoJEFSNCxS03C/LzXXypWk4ehXwR8wQTnrySGa5tPKZbxVL/7UyLqiA328Fd1s857LeAb/Nf5xHDa7we+TafcA2NNiMnOgOJdlaQP7yR8/VWrs0o57OYFTiyc3A5exkzsJNs5xHU778L0dGM2mxkZTvJvyuPsz5XkuJ5jqCR87Tj/puvCUAaG0+dOpW//vWvcn+5+eab6evrkzgxbtw4srKyaG1tJTw8nD//+c+yW3/rrbdKQZOCE0ajkSNHjkhJfU5ODrm5uURHRzM6OiqDk3/3u9/h5eWFEILc3Fxuu+02RkZGeOihh+jr6yMoKEiODf9PnIiNjSU8PFwaI5eUlBAbGytNlpVxoc1mk5J+uHwInzFjhjSpzsrKkjmzdXV1tLa2UlNTg9PplEbT2dnZ0qtRUQY6nU45lejr6yM4OBibzQZc7oRFR0ej0WiIiIiQKRVtbW10dXXhdDoJDQ2VkW4ajYbz589L/62Ojg46OzuZO3cufn5+2Gw2cnNzaW1tZfz48XR2djIyMiLtGbq7u0lOTqa7u5vo6GjUajU2m42xY8cyMjJCTk6OxAkfHx/q6uq45ZZbyMnJkV3G2NhYHn/8cZxOJ25ubhInFixYII2kFQyKjIxEq9Vit9vp6ekBLuOE4hdZUFBAWFiYzBd2uVy8//77xMTESJx44IEHZM7sP8eQ/5JThRDiv/0PWAWMAHcBhn/xHANw9z+f9/qved1/VqrCbDaLgIAAkZaWJt58801x9dVXi9TUVBEeHi48PT2F2WwWarVaAAIQer1eaLVaoVarRWBgoFi8eLFIT08XBoNBGAwGAQhvb2/h5uYmVCqVUKlUIiQkRAQHBwuj0Si0Wq18raCgIGEwGERwcLAwm80iMzNTvs7ixYuFxWIRarVaxMXFCUAkJiYKLy8vAYjU1FSRkpIitFqt8PHxEYB44YUXRHZ2tnBzc5PPSU9PF5mZmSIkJERYLBaRnp4ukpOThdFolO/L29tbpKSkCHd3d+Hl5SXS09OFRqMRGo1GjBkzRmi1WqHVakVwcLAAhFarFSEhIUKn04ng4GAxd+5c4e7uLlQqlTCbzeKpp54SERERIiMjQ4SEhIiMjAwRFhYmQkNDRVpampg/f77w9PSU71On0wmz2SzeeOMNERISIjQajTAajWLJkiXC09NTaLVa8cILL4jnnntOGI1GMX/+fKHRaMQjjzwi3NzcxKxZswQg3NzchMViEe7u7kKv1wuNRiN/v9FoFBkZGSI0NFR4eHgIb29v0dDQIMLCwgQgnn32WaFSqcTChQtFZmamAERGRoZIT08XgAgMDJSfnUajEV5eXiIlJUWEhIQIk8kk0tPThbe3t1Cr1UKtVguLxSI8PT1FYGCgSElJEYCoqKgQYWFhYsGCBfI1LRaLWLJkiVi0aJEA7L/1mgj3jherjY+IN4OeE+1pE8QHq7pEd8Yk8cqCzSIyfEREWlrE9eYN4k3t/aIdT5HNURFKrfChSVyn+Vp0+seJ7gU3imXu34trjd+JfPMZ8SKPiWj3S2Kx/kdhok8sUX0rrgvaI8ID+oSXulvosQmDaki40SOyg+tFhL5JrAl6WVzvvlEUpPeJ63Xfinx1kXgt9a/CR98tXjE8KV5xWylM6kFRP2aqGOt+RlzHx6I7eaxYlloiclXHRBbHhZle0dnYL97Lel+8ZnhU5HBM3JByStyQcU6sTXtfLAvYIdaYHxVLU0+Jq/32CJN2SLw2e7vIC60T0Z5t4rWUd8Vq81MiytIqrksuEdeovhaRVIqr408Ib5pEuK5ehAfaxPWsE68YnhD5gdXiOr4QSwN3itfnbhHZxrPCTK/INp4VtU+sFVERDpETXC+uTzsjbsg4J5aG7hHLgnaINel/EasW7hDh7m3Cm2bxCveKNb4rxDLtF6K/tV/kBdeJXNUxcZ1pg7jhqgERYWkT16u+EJ0rXhPdV/9O5FvOipBghzDrB0XdY6vFUv3XYs28TeIV7hIR2npxvcdGcb35RxGuqRfXs14szTgn1qa+L1aZHhf56X0iL6ReZLqdE77WUdHc0CtuCN4tIqgUrafrxA18JtbO3yxuDN8r2gPGiKUZZ0Ruuk140iTe8HtevKm6W7zIw0LPkDCpbaJxwe/Fm6nviOuNP4icjGHh42kXdZoo4U2buN59o1hq2SCu89slcjxKhY+2W7TWdYtl4fvF9fO7hYFucV3AbvGm5Unx3pLt4p2rd4gkVL/5mvg5ToSGhorW1laRkZEh5syZI8LDw4WXl5cwm81CpVIJQKhUKqHRaIRarRZBQUEiKChILFy4UHh5eQl3d3fh6ekpALmXq1Qq4ePjI0JDQ0VwcLDcZ9RqtdBoNBInPDw8hIeHhwgKChJGo1G4u7uLxYsXC6PRKNzc3ITBYJB79s9xYuHChcJoNEo8amxsFDk5Of8FJ0JCQoSHh4ewWCxi0aJFIjk5Weh0OjFnzhwRGhr6C5zw9PQUXl5ewmq1Cq1WKxISEgQgDAaDCAoKklgZEhIiAJGSkiLmzZsnccJkMoknn3xSREREiJCQEJGWliYyMzMlTpjNZrFgwQKRmZkpr2tgYKAwGAyitbX1FzixaNEiea2fffZZcfXVVwtvb2+JuU888cQvcEKlUomUlBTh4eEhtFqtUKlUIi0tTaSnpwuTyfRfcKKmpkYYjUYBiNLSUgGIBQsWiLCwMBEQECCysrJ+gRMKdiqfx4IFC0RGRoYwm80SJ5RrpdfrhZubm5g7d67w8vISGo1G1NXVifDw8P8VTvwqTpVKpaoHvhZCPPQrnrsauFYIEfbfvjAQHh4uhBCysla6IYrrraIWA+TcGC4bg6alpZGYmEh2djYvv/wyer0erVYrOztKhpNCiCssLCQwMFCafQkh5OkiOjqa48ePMzo6SmBgIJWVlcycOZPR0VH279/PFVdcwU8//cT8+fOprq6mt7cXPz8/mpqaUKvVZGVlsWfPHmJjY9FoNDIipaCggIKCAgoLCzl27Bj9/f08/PDDqNVqvvrqK+D/iRXw9/enu7ubkZER/P39ZbdNuS7KPHtgYACNRkNYWBgNDQ0yIbytrQ2r1Upvby9/+tOf+Oabb2RmYEhICAsXLuTFF1/k6aefpqSkRLrxajQafHx8qK+v55577uHDDz9UPksZGaPVasnLy6Ouro62tjZyc3M5fPgwAQEBsuulKEqUkenAwADTpk2Tc/4tW7YQGxuLXq8HLvt/1dXVYbFY8PHxoaqqSuYwZmVlcfDgQdzd3bFYLJSXl5OUlERtbS1qtZrQ0FD0ej2LFy/mhx9+kMaAyimws7MTT09PAgMDiYyMJCsri3fffZfAwEApNrh48SImk4kZM2YwduxYnE4njzzyyK+KqflPromI8GwxxvkqQqgIdpbiO1LGOfNCQocPsCS8BVVEKEX1IWx23oS1s5DO0RjGiP3kdnxDccpzRMd14pGWw7kX38HpFU5owAB7NTdxY/t9HHdN4urejzjudSXW7FzUJ37A6ZvDmM5N5Hp1U9juhTo4gHLGIiIiOX5cTSw/UOF1G9aadcyf7s7p6lB2dsXi7+ciomoPqikTyav5nns63mRJ4DoczS1ECg1qXyuxNV9zafY1lB/rodWSy8WuMWwf+wyf560h4sjrfFscDAODvHq/AffSYhwXqzkWPYnKE824VGouemVR3h3PAr4iynuUr2qTCDTaGFKDubefYb2GGI9ODjmWYrdVclPEcX6sjMYVl0W4qETd0c7tnvt4oucPZBd0slx1krdPxDFs8cRgMHDb7EGeX1VN/GMr6C09h6d9hBN76+nwisHf20l7B9z7AOx++xhNjvHoaCJWXYRt1IcS1Tgy81U0n6rhWssRJlLGfpLZqcrmYlcccV6VVLRHkmzfh9Fkwq5R09zjT/6UcDRaNU3l5TTWD7E4vJxmnReFzOAqx9fsajBi8PCnaTifMONuvmq/k6u8/054Ti6nTtbjSyuTPat58+JMvOKS6amvwF3bydgQwUB/J9Y//ZnYY6v5umYCyzRfkRqm4vGSPBydgiivdrT+/nhFhPM71XrsFXWsGhhHUMZktBXb2FSWR6rHGZqnPsUtE45y3p7Lo48lDQyJht90TfwcJxRrGmUk6O/vT2xsLNXV1QhxOa7Fw8OD0dFR2tvbycjIYOnSpbhcLlauXInVasXPzw+tVktjY6M0Po6Pjyc2NpbDhw8TGBgoHcb/z/GQ8jsUDk9BQQHl5eXSBbyiooLp06dTWVlJU1MTERERtLe3S7J8ZWUlc+bM4dixYzKvLj8/Xwp3lBDm0tJSHnjgASoqKoiMjJS2NIoKXcmI7e3tlV2fqqoqSZHRaDQMDg4SEhJCdXU1M2bMoL6+ntbWVokTubm5wGWHeKvVik6nY8GCBbzwwgvS+iA1NZXXXnsNT09PmcP6xz/+kQ8++AC4bJKpcK9iY2OJjo7m5MmTeHp6SgzRaDR0dXVhsVhoaGjA4XDISYlKpSI/P1+6ttfU1Mj93eVySd8us9ksO2ODg4O4u7uTk5PDyZMngcuWG4qnWFfXZQ5lWFgYXV1d3H///RQWFsoon/DwcA4ePIjNZsPPzw8/Pz8WL17M6dOnqaiooKuri+zsbKqrq7lw4QImk4np06czbty4/xYnfm1RNQTcJYT46Fc89zbgHSGE8b99YSAzM1NUVFTg5eVFY2MjV111FUIIfvjhBwIDAxk3bhz5+fmcOHGC8vJyIiIiOHbsGGq1mry8PGpqaqirqyM8PFza6CuSzMrKSm688UbWrVsn850mTpzI22+/zYcffsg777xDSEiILE5CQ0Opq6sjNDSULVu2kJqaKm8ItVrNVVddxXPPPYdOp6O0tJQHH3yQnTt3MnXqVKn+Uz608vJypk6dSnFxMYODgwwMDODn50dwcDC1tbWYzWZyc3PluHB0dJS9e/fy+OOPo9frWbVqlUwE1+v1OBwOjh07xjfffIPD4eDLL7+kpaWF5uZmjEajVNlNmzaN4uJimpqaCAgIID8/n23btjFz5kzOnDlDZmYmu3fvRqPRYDAYCAkJYfHixXz99deUlpZiNptZuXIlGo2GwsJCXC4Xhw4dwmazSTKgosjMzc1l06ZNPPHEE6xevRpvb2+Ki4t55JFHyMzM5Msvv5Qz/5qaGpm/9dhjj7Fx40ZiYmIYN24cy5Yt4/PPP8fhcHDw4EFOnDiBt7c3y5cvx2638+qrr8qAZSEEmzdv5h//+AfDw8OsXr1acuoyMjIQQnDttddSUlKCRqMhKyuLt956i7a2Np566il++ukn7HY7Fy9eZN68ebz99tvcf//9MnR1dHT01xZV/7E1kZWZKabU5NHploK27Rz2hc8hHA6MPz3Dinmj7DDnsyhDzb0nbyagch3B4RG0nNgBCO7N7mPFiVz6BwRXTBzl3P4aPFUDBF+5GLO+GldFNarrHsH51WtUtbszODBAxhNPcustKhwff8pz7zdyyGcFV0cc55tLE/kh9A421FmwhU3h4vaNRMemYNHWcrQrnpfzTvBV2kucefEVvI39PHTmdXjgQZ7e7Y1t8mP4n3iPhGxPrip6nwfHHsBv9wqCr1iAseRbLvZ4MjjQj0ewBadPDJfqNYR7tLEiu4IH96eTNSUVVU4WZ19/jTEPPYlB50L1zkM4vCzUdKrpaVeRMy+am9+/FtZ9xUeuW6j5Yh2irYWBtkY89NA/osPiNkpMpImSGjUMDPBsUhn6JQt48vUG4qfN4tyZS2RljVC9p5Ye/Mm1XKTGP4d75jpZ++YZ8PCgtWc8BU9NQ++m5erD9/KlazHi6Hec6vemyx6GcdZSgg88xX3B53mjN5fuDjUrHwjmxdVVeASYePLIw9z3iCeZqaOceX89+XmCBQfe4tm+KYyZnsDZXQ08/0gwa7aYaYu6njfz16O9+UY++UTL8hN38Wn6Wk5/sJ5XPb/im+UbWTb0V758oxDnlMmsr72JcaoveGzTdbg/cA8jr7zCrek/YO07icriyZiISNy1Ncy/KoYNZ9QcVi8nO22E0mdXkBVgw5l3HUXq8TjLavAo/wvpc5O59u1l3H+fjnGFd1HRbuTD4a8G+0S7+2+5JsLCwkRfX5/kh86aNYuRkRE2bNggPZpycnIkTigB7mq1WirGBwcHmThxInv37kUIwdSpU9FqtZSXl7N8+XKeffZZeRC78cYbWbZsGR9//LG0a1BwIiwsjJqaGsLCwiROOBwOyWnKycnhmWeeQafTcfr0aR577DG2b99OXFycpEEUFRUxduxYtm3bxpQpUzh27Bg9PT04HA58fX0JCgqSh+q8vDz279/P5MmTKSgo4MUXX+Txxx9Hq9WyevVq+vv7mTJlilSXf/DBB6xbtw6VSsX69etpaWmRHFolweOhhx5izZo1Mqd2yZIlvPrqq8yYMYMzZ85gsVjo7OxkcHAQIS5bEaWnp/Paa6/h7u6O3W7nqaeeQqPRcPjwYWpra7Hb7VRWVuLm5sbkyZPZtWsXkZGRdHR00NvbywMPPMCqVaskTjz88MNcvHiRmJgYXC4XR44coauri+nTp7Nnzx4eeeQRPv30U+6++270ej3XXXcdX3zxBYWFhWRnZ/P222/j5eXFrbfeyuDgIK+++ipTpkyhsbERgI0bN/LAAw/wyiuvkJWVJY294+LicLlcXHXVVZw7d04q+FesWCFVnIpp6IULF5g3bx5vvvkmCxcupKmpiZ6eHux2+7/M/vu1RdUF4JwQ4ppf8dzvgCQhxJhfs1h8fHyEEJfjZ5RZrhLc63K5fiF5HB4elp0RDw8PaX2vmL6Fh4fT0NCAy+UiPDycqqoqoqKiaGpqwuFw/KITJv5J2vPy8mJ0dFRycry9vRkaGmJ4eBg3NzecTqcksbu5udHV1YWfn58ktCv5enV1dYSFhdHb2ytB3t3dXcYCALIyV2S5Go1G5lUpPlfKzL2rqwtfX1+qq6txOBzylOPv7y/DLP95vWXkjZJj1NfXx8DAgExX7+/vx9PTE5fLJVV3irpCcS1XcqRcLheenp6Sg6BkX5lMJgYHB2W4Z09Pj+RyhYaGyqib6OhoXC4XHR0dcn6t1+tlbM3o6CghISH4+flRXl7OypUreffdd+nq6mLmzJkcPXqUrq4ueYJRQqaVtPaf8+eUv9Xd3V12Ou12OwEBAfT19REdHS0XtPJzo6Oj8qQUFxdHZ2cnly5dknE9/f39DiHEfxtV859cE9k+viLd+SiLHZvZ4UwjLi6OpVUv85zhaopHf89k1vG510vkdG2jzzFEn28+ywcepMozg096HiJnaAO5oghjkBc+qnqqRQQHe5ewMnIV71bM4i+Rf+W65ieY4tjKsGOYFXzBn3UfoVG5GKf6Bwu057nK+T3z7F+zlvu53XsN9QNpeGoKWd//KPPN3xFONes9VnL7yCrK+lT4+Am+dj2GBgdX697gMe/dLK+9l2z3c3yhfoD9ngu599I11Bln4eisIlVfjkVTSbJHBy3OCIaa+9ipmsEY0zCxnmfw9bFys+pzXuyZRXR3H9eEF7G8dyX+Pk58qncRaSujJzCH+3x2cGfn8ziEmlgO4nQ66NNp0Pf20WX3QhXgS3hPBb40cM4RxI7RBwkwDzLO/gEdhiuJoBBXeATH60PIdT/HpUE/rnF+yR3uG5nc/SY+xn6OcAtbDQvRatWkqU/zB8unHGgMJMn9DMbmNu7z28mr2mV80noHz4hbEEYjxZY/YuUIDYOBfBTxGag03Nm2ksj2LRS7XcEJ9UxuUj1DmauAxOG9dFjnckvwejLP7+CLp85w+IMLHGyJZ9J8E/nF79LW18t79ieZbD2BXuWittNOrF8fb3Q+xDuGZVyMuJGai052MIPXRq+n28MNvbuFI92LiBvdy0Gf33Hr0HM8FHWEj9tmsL/TE3dfP3Kp4vrcaubvfZh818d4xsWxvX0OYY3F9Jkv80SL+u9y9IpLv+maMJvNQskQVXhG+/fvl4dJh8PxC5xwd3fHaDTKWBtFKBQSEiJVcv39/YSGhlJWVsacOXPYuXOnnIwo+4+CGUq0TG9vr3QKHxwclBil2BkouagKTgwMDBAbG0tlZSVRUVFSVajX62XXxmQySe6S0WgkKiqKqqoqbDYbGo0Go9Eo3dxVKhUdHR309/fLEOOfT28UHy1FBadE9ijJJXa7HT8/P2k5pGTVKnmEHh4eOBwOLJbLhuEul4uuri6sVqvM8FMKM8XsU6PRyGva3d0thV0qlUoqAN3c3PD19ZXk+JiYGBwOBzU1NbJQVgRjSu5rSEiI5BDff//9vPDCC/KzLyoqkvFzSpJKZ2en7F7q9XoiIyOpq6uToi2j0Yi7u7uMoTOZTNJd3t/fn9LSUgICAoDLDYO9e/dKnOjo6KChoUHiaH9///+dpYJKpbofWM1lsuFaoFgIMfqz7+uAPOA+4CrgISHEml+zWMLDw4Wvr6+8yGq1muPHj1NYWMi8efOorq6WlXxvby/R0dFotVoiIyOprKyks7MTf39/brjhBhkA+eqrryKEwGAw0NnZiZ+fnxzzKRlISk6TWq0mMTERjUZDQ0MDIyMjhIeH09vbyx//+Ee+//572RFSq9UkJSURFxfHli1b5Cnnu+++Y//+/dTX1xMWFkZubi4rV64kMTFRFl/Lly/H4XDw/PPPy+RxpfBqaWnBw8ODFStW8Nlnn1FZWYnFYsFms8mWc0xMDKdPn8bX15fe3l50Oh2jo6NShehyucjJyeGDDz7A29ub2NhYqqqq5M0eGRlJfX09JSUlpKamyqKto6ODxsZG2RVMTk7mtddeY+bMmVJirMS6KB3C++67j71797J582aCg4MBZGGpyJkbGxtJSUmhoaGBK6+8UrZ2AcrKynjiiSd45plnAJg3b570kjEajezfv5/58+dz/vx5+dl1dnbKTqDyOopKZMqUKahUKilyGBwcJCMjg+XLl1NUVERlZSXR0dHU1NRQWVnJpEmTOHDgANOnTycrK4tXX31VJr1v2LDh13aq/mNrIjs8Qtzq9xRHopaT79xLw/HdNOeu4N2/qvhk6pecqA3AMW0WlUUdqAf6uDn6MC6VA6JjOVgezNE6P/yjPdm+1cFXX6u5wf4pM1+8ggmqTwjRuXOoywO3wCwK/C6iEg5EeyfrO+dxg/Zbjokc7KIRTdwU6jTxXN/4Go0jPYSFx1DcFY8zdywFx1ZT7D0PbcVm+kaNmJMn81b8O2T/9AxXGL9mzflb+eobM2L/fkRdDa5IqK0WtLbHM86/GqcQCBXol1/PtcOf8cCrdnYP30iA1wjR3ScxaS6itjXh5aEl+rEncH75NafK2sjxqaXG5kPzaAE6bQ2jzmgC1IcR9mEOWx9izNA3qIaHyZ2dzc26r/i78wZuzr7AJ+8NUOi7GHVsOFlH3uZ3eRe5s+5h3o1cxd1V96E7+xFDY35HaP9PBHj7c6ItlpHWk0zws+EWFsji9Yt5POOvpM3IpmHbZnocWsYkJ2KMieD43nP4RLvzdGwRf7swnpNlHuiCesl0tmHw7+HvVbeQr/qMHkssfU2D1FivxuCy8+NdO/n6fCJHKwNxOZwYKn/itYd1/PkFB1ZdDTHTF/Palixu8VhBW/Q9vPetDx+lvc0hRyBT/M9g887jVG8CzpwCVJWVGOq3kTLUyQlnJpUpC4mLE6iEE+1Pa0kRvRSN+DIu1QO35TfBsSIKK/x5J3YtdxUuJVC9hbD0KZQcLiNrWgbOzHy+fO0S113ZiFDDkz/8YdAuqn9Np+o/tiasVquIiorihhtu4ODBg9KP74MPPmDGjBn/BSciIyMxGAxERERQXl5OfX09MTExbNmyhW+//RabzcZLL70kM0KVIkyhB3R0dMgCQq1WMzIyIu1vLl68iMPhIDk5GY1Gw6JFi/jrX/+Kl5cX586dkzgRGxvLjz/+SHp6ujR5PnjwoBxvKVQKX19f5fqQkJDAqlWrCA8Pl8aaNTU1qFQqeTh+8skn+fTTTzl//jzz589nz549DA4OkpKSIk1AbTabDA0eGRlh1qxZUmmfk5PD+++/j4+PD9HR0RQWFpKbm0tDQwPh4eESJ9LS0qRYycfHhzNnzhAQEEBISAjr168nIyODmTNnsnHjRgAWLFgAIMOg4+LiuHjxImVlZfj7+yOEwMfHh3PnzsnXbmxsJCgoiMHBQe69915KS0upqqqSQqxHH32U559/Xqq0f2599M0335CWlobD4cBqtRIQEEBHR4f0vlKaLx0dHSQlJREfH4/L5WLjxo2/wIkbb7yR4uJiysvLiYqKkjSgvLw89u3bJ3Hi5ZdfZurUqQD8+OOP/xInfq2lwlrgbWAJcBCwqVSqZpVKVatSqZoBG3Dgnwvl3X8+/1c9lFPBsWPHqK2tZePGjbS1tfH3v/+dzs5OIiMjqa2tRaVS4enpSXt7O9HR0QD09PRgtVppa2vj5Zdfpre3l5MnT+Lu7i4Z/8q8VKl4Ozs7iYqKwt/fn9mzZ+Pm5kZnZyctLS10dnbKtOv09HTWrFlDSEgIWq0Wd3d33N3d0Wq1ZGdnM3PmTPR6PfPnz+fDDz+kqqqKuXPnsnXrVl5++WViY2Pp6OiQ4cCKEZzFYsHd3V2mlnt7e8tqubCwkEuXLuHl5QVcls9OmjQJrVbLokWL5OnBy8sLLy8vfH19ycnJQQhBcXExx48f5/e//z09PT3k5ubS2dlJRUUFdXV17N69m6CgICwWi7zmarUaX19f/Pz88Pf3x+Vy8frrr6PX66mpqUGn08nCVDntKH5ZO3fuJC0tTb6WRqNh8uTJ8qRjNpvp7e1l3LhxnDhxguLiYjo7O+nu7sbf35+SkhIsFgs6nY6SkhKSkpIYGBjA4XCQlZVFfX09Wq0Wm81GfX09Pj4+7N69m7a2Njw8PIiKikKtVkv+VmZmJmq1mqioKBmu/cYbb0gnfSEuW17Y7XZ2796Nh4cHIyMjvPbaa5jNZurq6jhx4sSvvW3/o2uiQ+WLwwWFx7RQXYu6pY0Lm09gt8GOS0FETTUxpvZTElTl3OLxHbc2v8Sx2JtwCA2GnlZucv8btDRzb8FmDh6Ej503E+PeClExCK2KgaAM1lqfo9A5ls6eXo74XkVCQAWjMVG4Zs2mXxeOuqsdZ3MLdHTSaYnjWGciuTku3PZ/jsrXD1VvN2E+TuweMbynvQdtegols55Ao4YT8x9k/0cVLK18HltIDFu3qOmsGeSdrI/4Y/Oz3Nr0Msdc+VxrX8fbJYk4zKEEWYa51rGOoz5zGDaF0u2RCBYv4o++wck6NcLfn0jRyvSodrKmW2hVxZFypYUuz3jUZjORPv0IjzCc1miW5VbxqfMGior1OE6c4WDuw1Rp48nK1vLV4GJW7w2isD2aNfsCSQtrwt3bhBqBm0vF19qbqQicwO8D96EL9scRFsktGXvpMfrzj+pJTNacZcjgy6nuOG50rafJFkptmYPeuEy+rsrDOX8hzSKOTrWKWHUHm6etpscrnkZnNJGeHfSMGPn2z9tZ9PY0jlwMIL57I+ruTvD34+TpPgbNCai0RtpOH2eW/1mGHCbKm915K+8tXELgYRqlesCH7+onkm+t5vCOISraPfH1sHPcexqdwQGI1jaysyA300krcWjiIpnmWUyJehyFb26mrbqKXHGYD5xLKfPOR9PVw7Kj99LqnoF6yE7z6heIMTVTcknN10fjcGfg15oZ/sfWBFzmMn355ZfSFHrz5s3YbDbq6upkrIjSJWloaGDJkiUANDY2Sl5TXl6eHP8pOGEymQgJCZHWAIrPob+/P9HR0UyZMgWDwUBHR8cvDnSK4m3t2rWykx4QEICHhwdarZasrCySkpLo7u6moKCAjz76SFoMbN++ncrKStLT02lra6OtrY2Ojg5WrVrFgw8+iKenJ97e3nR0dEifQ3d3d0wmE0VFRTQ2NmI2m6mqqiImJobU1FT6+vqYMGECHh4espum8KC0Wi3p6ekcP36c4uJicnJy0Gq15OfnY7PZ2LVrFx0dHezZs4fAwEAMBgNhYZfpbgrn2N/fn8DAQEJDQ8nKykKv18vrodfrqa+vp66uTioO4+PjJX/s5zihmGr39/fj7+/P0NAQd9xxB++++65slCg4sWHDBjw8PGRYckREhORE5+bmSuuHgYEBWVDu2rULb29vLBYLarUaPz8/yZHKzs6WTQbF53DNmjUyCNrpdOLl5UVnZydFRUVYLBZGRkZ49dVXUavV1NbWKjjxf6f++5lyIwl4AdgGnAEq//l1G/A8kPI/eb1/Ap2wWCzCzc1NvPzyy6KqqkqEh4eLkJAQ8eKLL4qQkBDh4+MjPD09xYoVK6SyITIyUiQlJYkxY8YIvV4v5s2bJ9UOgAgJCRGpqanCaDQKs9ksADF37lyRlZUlkpOThaenp/D09BQGg0HExMRINd1LL70ksrKyRE5OjnjssceERqMR8+fPFxaLReh0OjFr1iyphHjqqadEUlKS/LderxclJSUiLCxMqhOV92OxWERgYKAIDw8XGo1GAOLJJ5+Uyrv09HQREBAgnnvuOeHp6Sk0Go3Q6XQiLCxMLFy4UJjNZvH0009LJZ6/v7/QaDTyfXl4eEhVoL+/v9Dr9eLZZ58VXl5eIi0tTaoUFeWESqUSfn5+wtvbW5hMJuHm5iaysrLEihUrRFpamnz/CxYsECEhIcLNzU0q6YxGo/Dz8xNXXXWV/N0Wi0UEBQWJ9PR0oVKpxOOPPy5CQ0OFRqMRbm5uQqvVipUrV4qsrCwxd+5codFoRGZmpqirqxMLFiwQBoNBlJSUCLVaLU6fPi28vLxEamqqyMzMFIsWLZK/NywsTCQlJQmDwSAViIqCJjAwUHh6eor09HSRnp4ujEajCAwMlEpPrVYrVZLp6elCr9eLlStXitDQUJGcnKw8r/63XhPhYVniWa9HxDLD12LX6u2itaJBLAvdI/4S8Tvx2ooOcVPI56LdGiPeszwqBle+Ij4w3CVWhr4ooiJGRGviRPGk6X6x3PCWuGFhr5ipXidm6L4U1/O5mBG8U1yXViq8DX0i03xeZLJFPDp3uwgPGREvzdkpvPV9YlroPhGprxeNsVeICHWdWBq2T7z23IDIyRwWN+fuE/UzbxU3u70l3g56Xrzl/qh4N/R58dPsJ0QKu0QnnqLzqZfF5ozbhAabmMpnwuo1KipLukVBcI14Rn+PeFt9p7hJv1bM4BNxs8er4qmQ50R+cK1Ypn1LLFO9IdITB0UmP4msgDqRl9YvtoXMFaue6RYR7k1irHqDyNUdFzND94gn0v4ivDxHRVb6kLgu5azwVneLVQEvi3HqH8Vyj7+I5fo3xXLLX8QM1Toxhj3iCfdHxINeD4vrkk+LZRlnxIr0v4jrk06JseqNorG0QSznVXETr4vHAp4Tkepascb0qLgp9HPxTPjzoqGkUVyXek64qe3iBv03Ys3czeLdkGfFDvfxYpZ6nXh5xlaRzG7x6uwdYnnWbrHc60Ox1PSdeNbyoNgROkdkp/QLs6pfNDz6ilhq+FbM0H0lXvJ5QYzXbhStK94Qz2X/Rbw+5yexQnu3WJp+RjTXtYs3F24Wb+vuE6vnbBIFphLRWtos8rwuiDVpfxXL0s+ItxbuEP1BcSLC0CTywhtFa9JEkas7Ka6d3yeWad8UV6leFyv4g7g+aLeY4blBvJn+vliT8ZHw1vWITJ8acROPizHsFAaVTdSX1Iu33R8Vz6S/K4b1ZtG94hWxNGSPeHTM22K5erXwR/2brwmTyST37NbWVlFTUyPCw8NFaGioeO6550RoaKjEieTkZBESEiKMRqMIDw8XTz75pHB3dxc6nU4sXrxYqNVqqRIPCQkRSUlJQq1WCx8fH6FSqcTKlStFRESEmDNnjjAYDCIkJOQXOGGxWERNTY3IysoS4eHh4tFHH5XPc3d3F2FhYWLOnDkSF5KTk8VTTz0l/221WkVJSYkIDw8XOp3uFzhhMBiEp6enojATWq1WpKWlCUAEBweLzMxMiRMWi0UAwmg0ipycHJGSkiKsVqvIyMiQ+72CEwo+KF+NRqMwmUzCYrHIffbnP1dcXCz3zYCAAOHt7S3c3d1FaGioCA8PFyUlJSI9PV0q90JDQ0VAQIAYM2aM0Gg0YtasWUKtVou5c+eK9PR0iREWi0X4+/sLb29vodPpxJNPPil0Op1wc3MTXl5e/wUnVCqVyMrKEjU1NWLhwoVCr9eLOXPmCJPJJEpLSyW+KTgREBAgjEaj8PT0FGlpacJisYiFCxdKNeDPcUJRGxqNRqHT6eTfq1arRUlJicQSBSeCg4NFcnKy8jnW/at79TePqfHx8RGPP/44119/PYsXL+bcuXM8+uijlJaWsmnTJoaHh1GpVAQGBsou0aVLl/juu+9ITExkaGgId3d3nnzySex2O2vXrmXcuHGcPXuW/Px81q5dy3333Ud5eTldXV20t7czOjrKrFmzOHLkCOPGjWPv3r1YrVb27t1Lfn4+Q0NDPPjgg7z00ku4u7szffp0jh8/zpYtW8jMzCQhIUG+VkBAABkZGRw8eJCJEyeybds23NzciImJISYmhsrKSurq6rDZbAQFBbFv3z4yMzMZHh5GrVbz4IMPsnz5csaMGSNTvyMiIliyZAm///3vWbBgAREREVRXV8vxZUREBH/729/46KOP0Ol0fPnllzJY+PXXX5ckQSWVXK1WU11dTX9/P8888wxr1qwhODiY8vJy5s6di0qloqGhgVmzZvHSSy+RlJREYmIiq1ev5pprrpFBnMrsXpmzazQa0tPTaWhoAJCjyvXr1zNhwgSKiopIT0/H5XIRExMj289nz56VbrbKbN/LywuDwcCWLVuYMGECZrMZq9Uq5/RHjhzh3nvv5c0332T+/Pm0tLTQ2tqKwWCQrsHZ2dkcOHCAiIgI2XouLS0lISGBqqoqrFYrNpuN/v5+MjMz+fHHHxk3bhxtbW3SvX1wcPA3j6mJ9EkQH618l7FL0nht0ffUnW3juqczqD3dyI9fmzHSjI1gvANDUOs05GWPMHipmtu/W8acmHJCHLvw8PDkxmeiYdTB5682kTIuiJbTJwjPH8tNa/P45L4TdJWdp6Gym/PO2cSbTuIwx5MUUIZ7SDhf7Qok2rePNXvSeSzvGy4MZbPiiRZWPONgbnIDAQlxHD2m562d8SxL3kt2Uh+VbfH0tjWRFFZLUFo+pw/Vk1IQyqbtg0xKbUWr1eAdFU1bZTWXalSoh1vxC4CH9/2Zh7N+wOGAKkc2K55sofqEhuK9tajtbQg3fyIjXeTfGEfBsjzenv8FIPAMi6G7thKhUmGNjOOPf8nm0LpiVBoVhf+oouCGKByjLt5+spP7nrWw82+nOdg0m+lJxehULiqqtXQMmLjnBStfvXqJ0PBRSi54MXOWFadeR29tFc5RJ1vPhTE7qZbAuESuX5vLe0u+xBoZQ2ddNc4RBxqtmlGnmuqOePS2Sm54JJjCbxoQCECNGsHtn1/FY+M2sGrfLJZmHKRXm8jTT7dy7Id6nE4Xx0+ZCTDU47Dm4ysO0tOlY9hzLMGGIzy++488VPATdrc44vzPAypquxP5S2EGn917nKVv5rFq3udsO5tHovkEOF34ebZh8fPFMzSKkwcbCItyEhIVRVNlNcfPuZMYUE2HLQSHORa3jgOcd81lXloxD/y4iKcn/I39DbPw5zA+HmZ+6H/pN4+psVqt4rHHHgOguLiYzZs388gjj1BaWsr333+Py+X6LzjR0NDAt99+KwniHh4ePPXUU9jtdtasWcPYsWM5e/YseXl5rF69miVLljA8PExDQ4P0xLJYLPj7+xMSEsLu3bvx9PQkLy+PxsZGSktLiYmJ4fz586SkpBAbG8vJkyfZvn07qamp0ohZcRRXIsYiIiL46aefSE5ORqfTERUVRXl5ORcuXECj0TB//nxWr15NTEwM8fHx1NbWcv/991NWViZHfWazmYiICBYtWoTZbOb48eNUVVURGRmpZNMRERHBX/7yFz766CNUKhXvv/8+f/jDH3A4HLz88ss8+uijfPjhh3R3d0tDaQUnMjMzJX/twoULzJ8/H4D6+npGR0c5d+4cKSkpMpP17NmzAOzdu5c//elPbNu2jdHRUbq7uxkYGODuu+9m8+bNStGNEIL58+ezbt066Y7v5ubGgw8+yPbt2xkdHeXs2bO4XC7mz5/PgQMHUKlUGI1GdDodO3fupKCg4L/gxKFDh2RkT319PW1tbdKj0t3dncDAQMLCwjhw4ADh4eHo9XoCAgLYunUrVqsVu92Ou7u75HSnpqby448/MnbsWEn2N5lM2Gy2/zui+v/rD/6b4gesVquIjIykubmZ/Px8jh8/TmtrK48//jgbN27k3Llzch6rUql+YSRZXV0t41AGBwd54oknKCoqYv/+/bi5uWG323Fzc8NgMPzCSbWiogKTyYTJdNl7zs/Pj5aWFpkXFxQUJEG5u7tbOvO6XC6mT5+Oy+XixIkTMndPpVJRV1dHVFQUlZWVOJ1Oenp6pHFZeHg41113HV999RUdHR1yjm80GgkICKCmpgaz2UxOTg67d+9GpVLh7e2NEsugtDo3b94ss/g8PDzQ6XTcfffdrF+/Xs6SlXm0Iq8tLy/HYrEwNDQkiXtRUVFoNBrCw8MpLCyUxM7c3FyGh4fZsWMHFosF8U8BQUJCAtdeey3vvPMO3d3dTJkyhVOnTtHV1SWTyCdNmkRjYyNlZWVSHaI4lStmpDU1NTIiYdKkSezfv1+awil/l5eXl3TH7evrQ6vVSu5CQ0MDGo2GgYEByXNQ5NERERHs27dPjlq9vLzw8/Ojra0NnU5HdnY2Go2GoqIiVCqVNIvbvHkzWq2W2NhYYmNj+eGHH34Vp+o/uSayrL4iOXwPq1uWsT7/VS4e2Mfc/oPkl33FB1M+Y6S7h2LP2Xg4ddRqotEEBLBpdAbfxj/GJ1WTsVZvYbLhLEN6uLegBpJTmLVmFrd4ruKzngd41usJ7lB9zZ+HVzGodXDn8Oc8NHgXTkME74a/THGPD59YXyap6SdW99zB8wEP4vDJQxUbzU9HNfi6IMO3hj090eT1bqdqyhNki6O8WTyJKzV/Jzw7jPtU3zK35i1uZB2aKCfieAmfer+BQ2WittrBE9Gfo18yj5jvHuNYZyRudsGq3nsoi1vIuz1TCFTXggouZVwDe/cSoq5lg/sf8Q/SkucoI7Z9MzW+M6H2AEeHM7B7FRCnKUSjEfjccRcjn3/N8fZYNGNzebdiFi6Nlk8jHufocTd6Otv5W9T7PNm8jNTgYepb6ukMuoF4w1HuDTvESOFJFo2+R4TBQX5gFYlLAql/8a/MM1VzrfMdZqq/oDz8brKvjaDj5ecI0TbgmHATX5xK5yfHNI6p4vjctoDwKdHsrsnlltrfE+Fm46vhKSTauvnB549E5fuTXfkZu+oDmBHWSPOlOiaP16Ddf5CftOn02gLZP7qM2V4fEKU10RsUwBc1i5gw/CFqlYrR+HmodBrWNlzL39XXcXbEg9GRKG4aeZlS7zloxxUwipoz++sZGbLSq+pisnsj6SG1HGyPYYdjGTflXWBZ/Uu83DOeA15P8IzmQUrDr+XQtoto1eEkxjbhHR3L4z/ePmAX1b/pmjCbzSI+Pl5yRJWRWVlZGVdeeaXkzyh4poy2hBAyr1T52bFjx5KRkcEbb7yBXq+nt7eX+Ph4ent7GRkZQaPR/IKUrsSE+fj4UFlZicvlwsfHBx8fHxISErh48SI9PT14eXnR3d1NX18f06ZNw+l0sn//fmkOvWTJEjZs2IDL5SIsLIxjx44RFBSEEILa2lpCQ0OJjY0FYPfu3ZhMJoaGhggPD5cgr1KpyMrKYvfu3djtdql4VnLwtFotFy5cwOVyYbVaJZE8OzsblUpFcXEx+fn5VFZWolKpiIqK4ujRo3R2dhITE8OlS5eIiIigtrZWmjU7nU6EEDQ0NGA2m/Hz82PevHm8+uqreHh4YLPZpPI8NzeXV155hZGREWbMmMGJEydkFp/dbmfSpEmUlJQwMjLCwMCAvGbe3t7k5uZSW1tLdXW1pP1MmDBBYqLD4cBovCwWdXd3x8fH5xc4ocQEKQVxb28vXl5eNDU14e/vz7hx4xBCsGfPHklnCQoKktetq6uLrKwsyXVTSOsRERFs3rwZjUZDXFzcf4sT/6OiSqVSXQ/cCOQCP6/SOoDjwD+EEF/8TxaL1WoVivLMw8ODK664Qua1paSkcM011/Dtt9/KC19RUYGbmxv9/f0kJSWxePFi1q5dK7OOFJ7NxIkT2b59O0lJSZw/f15mNIWGhhIeHs6xY8ek98jw8DCXLl2ir6+PZ599lh9//JGOjg7S09PZs2cPvr6+pKamcvjwYa644gr27dvHjBkzeP3110lJSZEO6f7+/jKUeHR0lP7+fmw2GyEhITgcDoaGhlCpVISFhVFbW8uVV17J/v37iY2NZcmSJXz77bd0dXWRmZnJpk2bZPSCogwZO3YsBw8exG63S7K7QtxTYgySkpJoamqSC1dx0zWZTJdVZEuX8tZbbwGQkZHBoUOHmDhxolTSHDt2jJtvvpmSkhL0ej1PP/00L730kpxre3h4yM7OypUrefHFF2XxFxAQIAmGJ0+eJC0tjaSkJJqbm+nv75fvo6SkhOuuu46lS5dyww03kJ+fT1ZWFkIItm3bJt1vU1JSqKmpkTPzoaEhhBCkpqbS3t7OuHHjqKys5MKFC8Dl2B8hBLfffjuvvPIKRqOR0NBQLl68KGXK119/PatWrSIkJITz58/jdDpJS0tj/vz5fPLJJzQ0NAwKIf5bUu5/ck34WLPEFUO/44J9DAXeR3k8v4HEba/yB/NKXprWyZmJSzn5WRNvddzEBP/DOMv7cOpbmDL0E6Pxs2mKTGTfPlD1d2NVtzAmqIvve//Ae1Pe48vtvmTFa4it+oZ3HLcz338XhT53827UatSFh/gy9Cr2jN5CpjjG2spFjB/awh9f8uTTL8IZ0/8xN4/p48MjAWxnFlePH6bktI5x+RVo9uziwLTPePP1QV7JWsXe7quZpfmcye7FFBxbz5QrBVdo1tHUlcxS24t8G3QvUZpizgwkM+AMwC/KnYgzG3n8KX/ueCeQvMmhLM2p5KUf3Pi2aRn35ewncfMKjgbOI8Cvn5218fw+qpgvxZ2sHrmbmbV/xaBvYbLpEL22fpptIYgRO1GqWqamDPHOxXFEmKt53ncPd1fcw4j3EFq7L/GJ7UxYFsn6tV0gIDrXmx1bBYunqCg9co4BtSdvFV3FomuNVJy2s8K4Ct1j99KxehV1nnGcbwqmwnAFL+t+x7WDe/hmwbP8uMVAp+c0JujWow4MpHE4lyNlvhw4aWZRahHPzSui5qhgX5cXJjcTgfoaHjt+Hw9dX0bmklxuvnmYO7NP41BpWHPLcWJf+hOL3D9nrW4V88NOElu1g5vd/8I6+zV83nMtqeqjaJPHcnPHWgrz7qZ6TzFZmu20Est4XSMZhqMk3TqTW1aF0EYysVEOTGXfc0PAUaoCF3Ltj9fycd77tAX5UnrBG/dhqE1fyPM37OXLd7r56tIjv8qn6j+5Jkwmk3C5XDLKRdlf1Go1c+fOJT8/ny+//JLu7m7Ji1KEODNnzgQuE6j7+vqAy3vV8PCwnC74+fnR3t4u8/Lc3NwIDw+nqKiIoKAgAGnFAvD888/z3Xff0draSmZmJnv27MFgMDBx4kRKSkrIyspi7969TJs2jaysLEm2bm1txd3dnePHjzN9+nSZ9qAkTygRYP7+/pL4/vTTT/Pmm28yZcoU8vLy+PLLL+nq6iI9PZ1NmzYREhIiSdVhYWHodDqGhoa4dOmS7O4oOa2Ki/r8+fPZtWuXjORRDt8ul4vY2FiuueYaaZ+QmZn5C5xQDqc33HADJSUl6HQ6Zs6cyYEDBwgLC6O8vByj0YjD4WB4eJg5c+awY8cOmcyhZP4NDg5y11138corrzBr1ixZ3CnejCUlJVxzzTUsX76c66+/nry8PFwuF7feeisvv/wyRqMRvV5PREQEVVVV6PV6yf/19PQkKiqKlpYWCgoKpJJPo9FgMplwOp0EBQXR0tJCR0cHs2fPZtu2bfj7+xMUFMQPP/xAXl4eQUFBEidSU1NZsGABH3/8MZcuXfqXOPFr1X8mYCMwhctkw1NAI2AH3IAQIAMwAvuA+UII269ZLFarVYSEhFBfXy8tETw8PMjMzGTLli2MGTOGsrIymb+jSOUNBgMlJSUEBwfLhGmdTkdLSwtGo5Fp06ZRWFhIaGgozc3NDAwMcMUVV7B582Z8fHwwGAxSsdbT0yMlnUo799lnn2XlypUYjUY8PT1lKK/NZpM3X19fHyaTic7OThwOByEhITQ2NkpFYXV1NTqdjsHBQUJDQ2V3qbq6WprYhYaG4u/vz7lz57BarfT09JCYmChVi4ovl7+/v8zYU2wXdDodISEh0sBTkQB3dXUxY8YMNmzYgF6vR6PRYLPZMBgMXLhwgYSEBIxGI729vVKC29bWRnp6Otu2bSMhIYHa2lqsVivBwcGUlZXJay+EwGKx0NTUxIIFC6ivr6epqQk3NzcyMzOpr6+npqaGiIgIGWJ66dIldDodsbGxDAwMMDIywuDgIF5eXrJQVAiFNTU12Gw2HA4HKSkptLe309XVRVxcHGVlZQQGBuLj40N1dTXDw8OSwKlYOphMJsaOHcuBAwdkOKjRaJQkRL1eT19fHxkZGdIAVglB/eda+FXjv//kmsiy+oo9IQncXvs4IjKSvZfimGjfxYcPnWXdy63YE+L4vrKAJhFEgI8DbU8H30Q/xjW67wk//RO7PBbiso8yxXocgxpyenZyUj+OnMk6OHqCzwMfQdPWRFjXaWo90hht6yYxSYWoryN9qpnX9k7G0n+JVuHPVR67eDPsdeadX8WSp6J59YVRHvf7mG/si1ku1nEgehl762OZqj+MTq8it2cn691vp6QlEA/1IDF+A2xqTWaspYb7Ir7n84u5qI16FvSu48PQFeyzLOZh7Vq21sSjGxnk7uHX2RpyOxHUUOWKRqtyEtZzFk1sFLqeNsb6lmOPiOHLYwnE+PSSozqKBhdv1i7hzsgNnNLmMy6sjquPPMT92rcRuHA2d5Gb0seZ2CWk//AMJ8yTSTOd5ZvuedSoYikvd3JPwi5qjEn80DuJ+8wfMSWhmWtH12EfVlFQ/hG/T9zHD5V5/N5/Ew5/f6iqpdB9Ooc7EvB1GyDe2ICmrYVVC/bzUMO9vHHpOh5ye5uCrGH6qht5r24JgTFmnBU1aMxuLG19hWMBSxC+/hT2xHOX4w1ODCRT6ZXDzrEr+dOhZRwbSud4xFXcXvEwexwTeMrxPMdTbianbQPajk6cSck8e+5apvqf5gq/UpznznNV/EUya78jZoyG2I5jqPv7yDGexjg2i94j53i56w7cRR/B5l6i+s5SoU6gI2AMXS1Onkpeh1tnB5+LG2lu13Of81VUuHiUncOj4sJvuibMZrOIi4ujtbVVHp57e3u59957eeWVVxgzZgwXLlyQ31P2D6fTSWlpqeyeK10JZS+bNm2azJCzWCzU1dVhNBrp7OwkPj5eqpcPHjz4C4uYOXPmsGHDBubNm8emTZtkjqvT6SQ6Opr6+no8PDxwOp20tbVJ0rnRaMTb25vGxkY8PT0JCwujsrJSGnWmp6ejVqsJCwtj+/bt8oCphNILcTkurKenh4SEBOrr65k8eTIqlYqioiJpq+N0Orl06RLh4eFSKS6EkH6NXV1dJCYmEhMTw/fff4/JZJIHZoPBwKxZs9izZ49UHQYGBhIQECAthsrKykhMTJR5rTqdjs7OTvR6Pe7u7rJz19jYyMKFC6mvr6exsRE3NzcyMjIoKSmRdkSKWWtTUxMhISGS9G+32+no6GDRokXodDr279+P3W4nIiKCmpoahoaGZLHT2tpKV1cXHh4e9PT0EBQUhKenJ+Xl5dKCR7Fr6u/vx2QyyUzF8vJyqXBULCH8/Py4dOmSxAkl1g5QrJT+5fjv16r/ngOuAO4BfIQQE4QQ1wkhbv7n1wmAD5elshOBZ3/l68rx0vTp0+WH7+/vT35+Pmq1mnPnzskKU3GNVYoUrVZLU1MT3t7euLm5sWvXLoKCgjCZTBw/fhy73U5YWBgOh4OIiAgJ3ooq78KFC4wdOxa9Xi/VApcuXeL/x9x7h1dVpv/en7V7dk3fyU5PSAghBRKS0AREpPcqqNhHHURHHbugYhfFMnbHPvZRUVGKNEF67yWkE0J679n7fv/A/Rw985v3+DvnzOu7rsuLy+yd7LXXWs/zfZ67fL4Gg4Fdu3YBKJ6U31+ou7ubAQMGUFlZqbhZl156KWFhYQQFBeFwOAgLC1OhQqvVSmZmJg6HQy2G7HY77e3tGAwGNmzYwOzZswEUy6mmpobrr7+eWbNmsWfPHsX3WL16tVr99+nTh8suu4yhQ4cSExPDkCFDuO6662hoaKBPnz6IXDCKNplMajGn1+uZPXs2/fr149Zbb1XcrPPnz2MwGDAaL6Bozp8/T2BgoDJHTk5OJi8vj0suuYQ+ffoQGhpKaGgoq1evZsqUKfT09HDttdeyZ88eioqKWLRokWqjra6uxul0MnbsWAoLC3E6ndTU1KjrcerUKYWsqKurY/jw4ZjNZpxOJ8eOHaOzs5PQ0FAsFgtpaWlqQeVPGxqNRkJDQ8nPz1fcltWrV+P1eomLi8Pr9SpvK6fTqTpa+vTpQ15eHlVVVSrSOGHCBAD9Hz0mTnfH837fZZjGX8JI03YekSvpdAfQfd1NvCuT+OR4POO63+Zuwwqur1/OD3GLGNnyHdNjdmIyCB+35PNw4HPYTTXk3JzLZykPMdBygDV7zXzcNoPEeB/f9kyiOOkSAht3c4xkio+X8EPbxby+dyT3DdvARYZdPB72LINsB5l+bhmVeg/6A3uYyD/4QlvAFQlb0JxWAujhZEciuvxcXj07mQM9ETzmfojHJmzmqOsien0aM1zfsSDhK27Q3uan5Bv43jKblZlL2eyYzp9a7yM/8RxP2J/kYFcfnjAu44vNYeiGDCakfT8P9i6iotNHQ0MNz11/kitm9fDZnn4khLZwojqIL0r6sLrUzZ/Mr+PoE0X+/CQW5JcwNXo/g4cKz153iq90M9nX5wqe5W4eMzxKdU8PX0beQYj+DGP0G3l97ucMTa3hm8Vr6ec8xzbnRGaffYFx9Z8wpeUjkk2HWFWZQlVYf+bkl7HX2JddiQt4c/C73D7+CP2DDtOTP4zjjjzi17xG/6lJXNX7FC9dc4Ardi7m27Mp3Hirgckn7iE1ro34qm185L6PgTfm0b/oHRa73uOrmgx09jZqmgw8WphHz/l93NJ0P08ZFmBKjGZRwNN8Yr2OxJKPWNOZxQfuOzEYYGz/s5jcwdSUlXIPTzL29IPc7XiRHxNu5u3cN+mNT2JZ3WJiNzzHG53XcEPKR/SXn1gZcROn+s+gKqwf9xv+TJEukWOpV2LKzmBkzTO4vaV8wSXsmbiMMOr+8DEBF8bs8OHD1aIpKCiI6667TtVp+nXCz4vyp7f8G2A/MfyGG24gKSkJm83Gnj17aG5u5sorr6Suro64uDi1ST5+/Djt7e0cOHCAYcOGKceOgIAAdu/ejdFopKCgAEBFtvx8pq6uLrKysjh37hxWqxWTycS4ceOIj4+nt7cXu92u0oLJycnYbDZl7puQkKCiTP5N8ebNm5VHqt/vtLa2lltuuUUhBEJCQjh//jxnzpxR3dPJycnMnTuXlJQU+vbty5AhQ7j++utVCQ2gOF/h4eEKIbFv3z4uvvhibrvtNhyOC0HKc+fOUVdXR0tLC5qmKZ1wu90MHjyY1NRU4uLiWLRoEcHBweTk5GC1Wlm3bh1Tp05VOrF3714aGhrIycmhpKSE2NhYBau+/vrrKSgoUPBRq9XK/v372bJlC1VVVTQ1NWEwGIiLi1M6cebMGbq6uggNDcVms5Gamkpvby9nz57FYrGoKFxCQgJ5eXlKJw4dOkRlZaW6DsHBwfTp04egoCClLX6d8C+oNE3j0ksvBfi32Yz/X9jU+POlQ4cOpaenRy1qgoODlemxTqdj1KhRrFu3TkWaampqCAgIoKuri7/85S889thj6HQ6TCYTYWFhyurEn1+9+OKL2b59OxEREbS2tiqDSX86beLEiYgImzdvVtDQ+vp6UlJSaGxspLGxEYvFQlNTE729vWRkZKj3+BcxSUlJVFZWKlsZt9vNuXPnMJvNBAYGEhUVpXZUfoaK2+1W6a1LLrmEI0eOKLCcy+ViwIABbNiwgb/+9a+888471NbW0qdPH86ePavgbgkJCRw/fhwRUQBTv0mmvzbKXwyZnJyMXn9hnoyMjMTr9dLe3k5cXBwnTpxgzJgxbN68maCgIPLy8tizZw+VlZV4PB6cTifFxcU4nU6GDh3Krl27lCWNf/V/6tQpxowZQ1lZGSdPnlSwu7/+9a98//33dHd3c+zYMbKysrjyyivZtGkTmzdv5p577uHJJ59k1KhRHD16lOzsbPR6PUVFRVRWVtLZ2UliYiLd3d2KqeIP+zY1NZGZmUl9fT2DBg2iqKiIgoICVYPlHxB9+/bl9OnTZGRkcPz4ce6++27eeecdWlpa/O/7tzuQ/+/GRI78STeTP3f9gyPDZpPrO02zz8Gqw8JrAc/Tr+F7choOcqPuHXSXXMwHa8OoCI/hfe4kv3411/EUotfzwejv0H74B0W+OCbr97Al4mLsA4ayZ0sHoQEtmOqPMbpPER+Vz+OmoftZvuNiBrm2E1LfQJ53J7t6stGmTKYXPTt/bGFU6hE6DzcQYK3jRdMz3NK5nNfjnmJ7bRB31tzDht7Z/CXtR65seJCZlR8xjG/Z65hPgMXHKN1W+nWuIbS1nZ3hQzlfKXjMpcSGQlHoFBYWLmKLDOZlHie35xvqQ4dikF4ea72Cw8Pv49ND6Rg7SujtDSMkqIo/B3/M1SWvkhDvIyHWy+61jexJuYKrym8jnGp8IsTF9bL7RAjlPeE8E/EC58whPNb9KsPyekgu+4wzHQNpKDjJP06O5o6Uj4nXl7JDdxENviSuCPuO/ZHDiavexfe1U5k16hzPbhzKhNA95Azq4cA+A9fV3MlWyyVcPbyRieuuRJ+SR2bATi7nI/5ROY/U9rUMdhznvqAvqD7VxKFxd+Pbvov5zY9zpGcwGa6DfHRrAYe/P8xb7beReuINgjIGwhWX49vyE9duvoGbxxxHNv3MSyO+IPfQ2+wY9Gfu0F7kdJGRzdX9uaF5OVpSEi94byH39McMHmvnqk2T+cJ7KZd1fcm7ae/R0NLIxJwupLiCFUfGEG5uYlj7G6xhFiXkUz7xT3y1zklVvzTuO3UP7Xfdy9tvCatbM9A62imQK+tKxPuHjong4GCx2WyICIsWLWLPnj3ABQN7l8ul2vB1Op2q5WxqaiI0NBSn06kafcaOHas2p0ajkbCwMLKysli3bh3JyckUFRUxYsQIdu3aRX5+Pjt37sThcNDS0qLKN/r168ecOXNYvny5QrP4MxkdHR1qUeQnpPvnyjVr1gCoaJnZbFYQ5V/rhMVi4a677uKhhx4iNDSUrq4u2traVHlFbW0to0eP5vDhw8pKJzo6ms7OTs6dO0dsbCyxsbGsX79e1Ul5vV46OjpURM+vE/6N9KBBgygvL6erq4tTp07xwAMPsGzZMnWeJpOJgIAAtVFubm5mxIgRbNq0CZfLRWRkpMLXhISEkJ6ezvr160lOTlYLNX+UyGKx0N3dreqI/SDPrq4uAgMDueWWW1i1apXSienTpzNs2DB++uknlVLdsmULQ4YM4ejRowwcOFDpREVFBd3d3TgcDoKDg1X97vr165XW+3Vi4MCBlJaWUlBQQEdHByaTie7ubnQ6HePGjWPdunWkp6dz/Phx7rrrLlU284tOlItI7H/5bP/ORdV/zH4gJCRE/HnokJAQDhw4QFBQELfddhtPPvmkopZbLBZVcD1q1ChSU1N59tlnf/P64sWL+fvf//4ba4IbbriBL7/8ktraWkJDQzl+/DhWq5Xo6Gj69u3L7t27OX/+vEqf+VNh+/fvJyMjg9DQUKKioigtLWXIkCHs2LGDiy66CJ1Ox7p169Qqvr29nZtvvpnly5cDF4CWO3bsoKOjA6PRSFxcnFph+/O7XV1dXHLJJVgsFr777jvCwsJoaGggJSUFEWH27NmYTCbefPNNFi5cyA8//EBpaSkREREKZPbCCy8wffp0amtrGTBgAJqmcejQIQYMGMDq1avp7u7G5XKpQs577rmH5cuXExAQQHt7OwkJCYqyPmXKFJYtW0ZERASAogZ7vV6ys7NVYfnIkSNZu3YtM2bMoKysjMrKSsLCwrj88sv55JNPflPTICIcPnxYefj5r5WfgeXf8fh9/fy1TgAej0eR5v/yl7+wYsUK0tLSAFSBos1mIz4+npiYGLZu3YrZbFa1CX7Iq9vtVgvU4uJiuru7yc7OZty4caxYsUI5xP8yqH5v+u8/NibiQvrKohGv8tq+kdwe9BaGw9/wTsDdfH0wm3lpWxntPsL62mx6jXH0Dari+c5FfDnyeWalHqPPU9cz2LCGAl8+w8J34MudRO+ZMkrqHCwb9Ban95vR3XgTvV99w57qeK5pWcpJ3xAag538ufMfmG75Eze9mc2J84HUG93cIG9yMiyVUzV9+XJ3FBOyDvN9ytPc1/YAp3x9uGLQEQK2bGLGiDpu0V7mzNpdPBryPB/7biWnaQOzRtQydu0Ccl2FDBoZzRXbbuODjll8oruChUlbqdVDQdzlFG0oo7e9kypLHEPjKig1JvJI1Tx26vIoqg0isa+em72fYZozA51Rz61v9OfZhQd5bVUAg2pW83DY5yQmaQz1buHKF3N5b9oX7Kvtw/IBH3H7gYXoBueiabDln9VcYXiZz8IfZsG5+yhxXMwVS+zcuGwANwe8xSsdNzI0/hy5iVUYzxbT5Y7lvdUaAyNrOaMN53PnDdzYdg+uXh0vZb/PlLWLCDYU8cbIHxmxbgl7pz/K1NIXuKT6RW4PXsM/Lvueui8+Zo13ARMaX+b77itICG3iq6OJzEw7g6X1JDk9J1nbkcUtlrco0QaxR+dG6hs4Zl9AWveXHI+6gckn7uOojKQ1OpTsph/5qPsWfr7jn4x4fi4hfYNJ1W2j60At/aIL+LB6IfmTQhAfFG8s5buA2bwWtRhHLxws1SPdXfQ4++HVjJTp4ri27mbaupP4Ivtpvhj3Og++0Mnx7nF0Sz1F5OHzDexqlaI/dEzYbDaZMGECxcXFVFVVUVlZidls5uDBg6SlpREaGqo2vTabjebmZu666y56e3t5/PHHsdls9PT0EBwcrDZdDQ0NSieuueYavvvuO6qrq9Um3uVy0dPTw+LFi3n99dc5f/48Pp8Pk8lEamoqx48f55577uGxxx4jJSWFjo4OfD4fAwYMYNu2bVx00UVomsa6deswGAx0dXWRkpJCTEwMa9asUX5yfhuwrq4upkyZgqZpGAwGVq1apTa/8fHxGI1G5WnrT0/29vaycOFCRIQ333yTK6+8klWrVlFZWUl4eDjJycl4vV4GDx7M7t272bt3LxkZGezbt49hw4YhcsESTi7gjSgvL1dWLj09PcoZY8yYMej1es6ePUtERATff/89kZGR+Hw+1Wjkjy75z8+/mPGn/86dO0dYWBgLFizgo48+UiUuNTU1OJ1OTpw4Qf/+/WlqalLlHE1NTUyfPp3Nmzfj9XpVbW9sbCxHjhxRXr/+wIa/5rlfvwug/uLiYqxWK01NTYwbNw4R4aeffsJkMmE2m3G5XIq6HhISohZV/mhlTk4OY8eO5dlnn1UZjV904t9vvn8PIwQ4AXzxO9/7JXDi97xXRIiOjlaO4dOmTZMpU6aIxWKRzMxMmTlzpjzxxBOSlZUlNptN+vfvL3q9XtxutxiNRomMjJSnn35aMjIyJCwsTPE3jEajREREKKdup9Mpdrtdpk6dKtHR0TJ58mTFFdHr9RIRESFGo1HMZrNMnTpVPB6PxMbGKoaR3W4Xt9stgDz88MPidDoVJ8nvjO3xeASQcePGSXh4uOKBeDweiYyMlFmzZklGRoaYTCZJT0+XAQMGSEZGhuh0OvW+WbNmSWZmpthsNjGZTKJpmkRFRSmuR0REhPq7er1eDAaDuFwuiYyMlIiICDGZTGK328Vut8sTTzwhM2bMEI/HI+Hh4coFPSYmRjlup6enS0BAgJhMJnE4HBIdHS3Hjh1TbCc/u8XhcKjPCQsLE7vdLhERETJgwABxu93idDrVNbNarcp13WAwqPtgtVqlf//+MnDgQJkxY4bExsaKx+ORzMxMmThxojidTsWKGjt2rPqdyMhIxZHxn5PNZpPAwEDlPO52u8XhcCj+lJ8X43eL97NYNE2TtLQ0iY6Oln79+gkgqampMnDgQCkuLvbfw9o/ekwMjI6VOEe1zOZzeWHK93Jn1stSpkXJlbMb5cUZP0rD06/KoKwOyXGclDnpxwS8Mid8ozyv3Sqx0T3y4tS10pA2RFaY7pT5uk9lXsQGiTWelR8iJ0meu0jWkS759iPyvPU+eXnqd9IRmSB/y3pVrnCtlLbIeFlvzJZ8T6lU6KLFpW+S76c+JC97HpHXYh6Rp5Y2SayjVrJtxyTftVnGah/J3x6tkees94nF3CP3zdws+en1UoNV4gxl8jfDYln1yCr5wX6RxES2C3jF4+6WQZ5yqZt5jVyefkAeNi2WuvThkhdZKnXhfeVhw83yunmC/Bg9Xq6Y2SAvZLwqa+3DZazhExmifSN/i3xY1kWOlzeMN8pa2zC5yvMPWcFNMs70qSwx3iZ59iOSE1Eqs90bJc5QJnXmCLnCuVJqHn5B5mYdk1x3iVT2v1guTz8gDRlD5a+xyyTHXSJjXd/I3PQjMod/yADLTzIn/YjkRZdJ5YkqWR81TiqwSZq2SV6Kul6irecl0N4hD9jukh/cE+Rv1jtlUGS5tMxZKD9ETJJY6zkZE7VJEqLaZI1tmKyjnzyc+bIMYqe8kPW2RHt65NmA+2V++gH524BX5YcZyyTB0yxroyfJspxH5KkJqyTOWCZ/yXhVBrFNnhq3SmKjuuSBqMflCs9HMivtqFholwqCZAWLZaxzpcTaa6QhY5i09M+TuvRhEms/L5e73pbLMg7LuNiNkmM9Kg3YpC51sMTaquQl613SorPLazNekjhPm6zMvEGgXWan7JeXc/4ulcVNMijqrNgJr/ujx0RgYKA4HA4xm82SmZkp06dPF7PZLHPmzJFZs2bJ008/rXTCarWqudBkMsm0adNk9uzZkp6eLlarVXQ6nXg8HqUT/jk1MzNTHA6HTJkyRaKioiQrK0tcLpfi7fk1wOFwSGZmpng8Hhk0aJAsXbpUXC6XWK1WsdlsommaPProo+JwONScM2HCBMUyNJlMct9994nNZpPo6Gg1/0dERMjMmTPF4XCIw+GQadOmSVRUlERERIjBYBC9Xi/R0dFKS3Q6neh0OnE4HBIYGChpaWmKP+XXI79OGAwGGTBggNIJP6Pqsccek8zMTImMjJT09HTFbvJfH6fTKZMnTxa9Xq+ufUxMjJw4cULphKZpEhAQoD7DbrcrZlhERITMnj1b6URkZKTiMAJKP/2cRrvdLunp6UonYmJi1LXw35/09HSltdHR0RIeHq50gl9YUzabTex2u9I5v/75dcLPsPKvEfxcS6fTKQaDQaZOnSoxMTG/0YmsrCwpLi7237N/qxO/t6bqTWCWpmmfa5o29Be7AXVommbUNG2YpmlfANN/ef/vOvy+dXChjdRfC3X48GHOnDnDZ599Rl1dnfL3+YUlBFxAIezatUuhFQB6e3uVz1BDQwNpaWmICF1dXWzcuJGQkBAqKioIDQ0lJCSE/v37Ex4ernYSOp0Ot9tNT08Pq1atoqWlBafTSV5eHk6nk4MHD6pU4dChQzl58qQqMoyMjKSmpkaxs2w2G+fPnwdg27ZtnDp1CpPJhIioYm673U5mZib5+fns2rWL0tJS4uPj0el0qt3T77PkdrvR6XQEBAT8psartraW8+fP093dTUxMDDqdjscff5wzZ85w/vx5qqurVWh20KBB6PV6nE6nsvwZO3YsmqZRXV3NqlWr0OkuPBZ2u53hw4cr/6m2tjZ1vxobG5k8eTJVVVWIiCLe+0Pb06ZNw+fzKc/Cnp4eZUGQnZ2NpmksXryYfv36sXHjRkaMGEFjYyNGo5ENGzbQ0NCgPLEaGxtVK60fJ2Gz2Th79iy9vb3K+NPhcFBXV0d2djbd3d1omkZDQwMdHR2qWyYtLY22tjZ0Oh1Go5GTJ0/i9Xq55557/LtC8x89JmrbLAzs+oQmWjj100a8NTVcJw9h/uZ+agtP8tlejX5135JoP0+Sfhux9hqs7XsoM/QyLOg4hpK1LC8dwtbuYEy+o3h0PxNmbKQ0LIXght3kpNpI0bazvzucE5s383bYndRroNntfBQ+jdx+ZvqEN/GR+Rp03g7KjOH4wkOp9lXR8u1H9NO2kqrfTuyoPEI9EegOfsE5YzdTJ/YyfIiXtIJn+YDrSdVvp85qIsBuYKcuj1G6D4mx1RBTtZpU30+8tNOC6fRn9BgN7NKSCDq/FdNNV6PZbFw+MRBd/iBce19mX4kOX2IiOh0kuVvQhTawpi2N+H7t7AwcC5qGNyCEMHMTEhJINu8QW/slvVW7yOn9jF0pl2JoP8CTzx3F0NOJoWo/T5cNou70SXYaUkjMCyHNsB23vZ3UlHNYTHUkjRmItXQN/Zo/49iaI2xlKHfyBm22NJKyPfTXb2eq631KOjx8UjeOIgMY2hr5sCeHdXXx9NXtJEo7xdTQD9kROIaThjHkz4kjhJP0iS4ligoOd+gxnfyW4uJCdPm5jDR9Rt6NlxDWJ5wTmw+RF1iAXq9D0Dj+0yHCeyvxCdTU6QloOMxFjnXczovsI54wWwcRznZe1BbwdOlwXirty8XaB/gssZgajjIgy0eo9ygrjNfxQtMEcto/oD7Iji69HzqzmQithrPiYIhxPb2n19PR1cM3935CmrYVPWL6o8eEv7mlq6uLkydPAtDV1cVXX31FUVERu3fvVo4YdrsdnU6HzWYDLrCV/D5z7e3t+Hw+fD4fAQEByqsvPDyc4uJiurq62Ldvn6rJstvtBAcHK53wn4ufMH727FlWrVoFXChgvuSSS/B4POzfvx+dTseUKVPo27cva9euVb/vLwXR6/X4fD6lE5qmsW3bNlpbW7HZbJw5c4bKykpuuukmrFYrU6dOVTpRVlZGamqqIsiPGDGCs2fPkpSUpOZcq9WKxWJRRfR+Peju7uaSSy6hs7NTWfVUVlZSVFSkdCIvL4+AgACcTicGgwGbzcbYsWMpKSmhqamJH374QemE0WhkzJgx2Gw2vF4vXV1dNDU14fV66ezspKOjg7q6OnWNoqOjsVqtGAwGFZmLiYnBYDDQ2trKiRMnlE7odDruvfdeKioqlAetyXThcdywYYPCTPh1wn+IXGiocjgcioTu/27+iJrdblfdoEFBQZw8eRKHw0H//v2V3vgb2E6ePImIcM899/h5jP9WJ/5wmxq4EE4LDAxE0zSuueYaYmNjsdlsVFdXU1ZWpoS6pKREpdH8D87OnTsxGo04nU6ysrIIDQ1V+Hmfz6fMk/35eE3TKC4upr6+npMnTypgpd8k+dc+Sx6PR/3OgQMHVGGjxWJh//797N27l759+zJjxgzsdjuRkZFMnTqVcePG0dbWpnhQer1eWcK4XC7Onj1LZ2cn+/fvVwubX79uMplwuVyEhYVRVlamzrG+vp7o6Gg1KP0LGYvFgslkIjQ0VLG2ent7qa6uVm2nQUFBNDY2UlhYiF6vV52PBoOB/fv3IyIEBAQoTktMTIwyJLVYLISHh+N0Ounbty8RERHYbDaeeeYZLBYLDodDsaX8NQrfffcddrudyspK5ctkNBrx+XysXLmSgQMH8sYbb7Bs2TJCQ0PZtm0bCxcuxOPx0K9fP1VwGhwcrMK+0dHRykW+sbGRqqoqKioqfmOMef78efbt24fZbGbatGlERkaqyTU5OZn8/Hzi4uJoamqib9++eDweysvLOX36tL9z5n9pHPufHhOaBs6AHlpt0XToXNyyMIgD9jmYrBq39n5I1Y+FeIP7sVM3jE0lySxKWEWovoY+4e2gaXxQMomNhknYwmPRYqJICmum3hBKDI2Ea1V8aLwCdBo6awD9pASttgb3mQJeb5yHlJZzi/YqudpeXgldyljjz8QX7GaXDKe61UpZbx63yQvUOhIxFp9hkHcre3ZrJDib2LVHx0c7csjp182BWY8xOLyQi1zHGDQ3i8IxD6Jra+XWhJVMMG8gUV9IrT4CZ5iFPY5xvFA6HU0Hvq++ociZzQdcwQDtLObQUE7Zx3OaXP4S9g/iwhooLDNS7wtne30yISHBPNPzKK+ELqXakYjoNDSnk7iACgJN3YyOOo6hvgYsATR2B/K36jnMs26nURfOmKACPq0fT+mJXjSdRnxYA8NLPkazWCjbU4t0daBpkDU9izMyjOKYUdzmeJsi3SBud7xNSJhQY43jVOqV9HXVsdY4Ee2HtZRZ+hPmcJIdeIryUrAHR/BRxtN88FksYrDw8vYcvh30CDqXk/PmNASNM5+eYf7As3z6ZjNTl02kJzCfvS39WDyhnfqYQUQnB7Gg7S0+5VbGBp5iIR8w2HWMHZFzOePKpiBsIj/W5xJcWMIG3URKdfFogQ6GsIUrqleweVcCueb9FE5+jMLwGbjMXQx1F/Gx+VqmPjmVBe4fKWpw8GDaSiwRA3m5bA6Vp4T4sCa6sP3hYwLA4XDgdDoxm808+eSTasPZ29vLxo0b1f93dHQQHByMXq8nKCgIr9fLpk2bFD4gJiZGNRPJL/WmeXl5qi7K6/VSX19PUVERTU1NFBcXo9Pp0H4xeO/t7VU1Wp2dnarcICgoSFml7N69G7PZzNatW8nLy8Pj8XDXXXcRHh6Oy+ViwYIFjB07ltbWVqUTfkP49PR0hUTQ6/WsXLkSl8uFpmmqRMWvE/4Si3379qlNZFhYmCrWDwoKQqfTKYaX2WxWnW0Wi0V1tfkt2AIDA5VOBAYGEhISwr59+3A4HOzbt4/29nZ0Oh0zZ87EYDAQExOjNC02NhZN07DZbKSnp+N0OjGZTPz444+qS9v/3qSkJDIzM3n77bdxuVz8/PPPZGdn43K5VLf2ypUrGTBgAG+99RYffvghcGFBO3HiROLi4ujXrx9NTU2YTCaCg4NVA0B0dLSqq/Z6vZSUlKjF0a+bs/wQ1ZycHFJSUpQumkwmnnrqKcLCwlSX5X9HJ37XokouHLcBGcCTwAagBuj95d8NwBNAlojcKvI7CrV+OeLj45k4cSKLFy/G5XKxYsUK7HY748aNU+Let29fBg0ahMPhIDU1ldGjR6sbGBERwR133MGll17KlVdeyfDhw7njjjtobm5mwoQJ1NbWMn78ePbt20ffvn3R6XSMHj2aiRMn0q9fP6qrqzEYDNx4440sXbqUY8eOKXjkoUOH2LNnj4LBiU4ysyYAAQAASURBVAgGg4Fbb72V3Nxcvv32WwwGA4MHD+Yvf/kLffr04fHHH+f06dPY7Xb69+/PyZMnufnmmxk+fDhDhgwB4OKLL+bgwYOqWP3EiRPKvNjPMsnPz1fdjk1NTQwePFh1PowaNQq4wGWKiYnhvvvuY+nSpdx///3cdttthIWF8cADD2A0GrnjjjtITU1V3YGHDx9m4cKFaoCOHDkSvV7PPffcQ2JiIsuWLaO7u5stW7YQGRnJypUrCQ8PVwuzqqoqFi9ezEUXXURYWBhJSUnk5+fT0tJCYmIiNTU1itZ+ySWXcO+999KvXz+uvfZa5aV16tQpRVLv27cv2dnZjBw5kqeffpqrrrqK5uZm/vKXv+D1etXkGB0dzZ/+9CdGjx5NXV0d9957L2FhYYwcOZL77ruPe++9F51Ox/33309bWxuXXnqp6qw5dOgQt956q9pp+OGsaWlpDB06VF3P2NhYgJ5/fUr/vx0TIXF2EsYO4J4HdGAJ5IlnTvHGHdsJTwrlQHMIQ0aauCb5K4bk9eJyaRzuu4Axo20YI0LI020npQ/MvD2H4aM7mXdrIil9XdzyVzMHmuzEjEsmoOUAfS6N54l9sygJyqI3bzB9U+vgnntISHTgrl+FgW7+sqiX/PtGsLlQj3gFs8NBUtNq8m+fjNsNEfUrsRjLqJJEEhbPZfjgboJXP0SxLpHcISbCb1mE5GTzYtytBO15mahR6RxOv5rbj9/HbTcHE5qfT/IQNynmvYwfaeGTgxdhaKojb2ANxau/5KH1FwSjr7uApsZTFA4aR1NzE5a4OGz6OryhwdQ3nuJN8xgW3dBOsmEnkaHNBES6uXTJpcxdlkvqnXPIH+rmskvbyZkUhyEqgvQlI5iTeJKWYUPov3AEdSePs+zycjp0OnJ8RVw26iz9LevxTMgnalQWd/b9iFT9Sr7aYuOsO5CC71fiCwmlXpdE34Tz5DW/RvyfZ2OIiiQxLZTMPrUk5Hk53RyEIy6OjqbjXBH7HgGFX7B43FEm3zMSa3kBc+5OIyO1HltMDA2lB9gmeZysb+Shvo8yJP84t4zeyzPPHef6q5s512Kke+RQJhpeoD0KfGiYIkK4dZGP0aN95De/TO/YsaT1q2H2X3OY92A+ly2Ox2wpJ+Ou2aR5P2XoxRaSDXvpm1rH8mPXMWz+ICZH7eGBPo+yxzORwLZyzMkeLh5RyNAxFobq9rAobjfQ+4ePieTkZMaOHcvtt9+Oy+WiX79+3HTTTaSnp6v6ndTUVAYNGoTT6WTIkCGqM7quro7Ro0dz5513MmLECBYtWkRaWhp33HEHTU1NquFo+vTp7NmzB7PZzKBBg+jTpw933303fpSDwWDgzjvv5IEHHuDIkSN4vV4SEhI4dOgQd999t6rH9fl8GAwGFi9eTEJCAo8//jihoaHs27ePXbt2MXjwYGJiYti2bRtjxoxRxdCDBw/m/vvvp2/fvvh8Pv76179y9OhR6uvryczM5JtvvuHHH39Ui7ujR4+yefNmDAYDLS0txMXF4Xa7f6NpIkJoaCgpKSksWbKEJUuWcO+995KcnMyYMWOYNGkSkZGR3HnnnSQmJjJkyBCuueYajhw5ooCX/k5wPxNs1KhR9O3bl66uLjZv3ozJZFJ61tTUxLBhw6ipqWHx4sV4PB7S0tKIjY0lPz9fRYaSkpLo6uqisbGRW2+9lfvvv5+KigruvPNOkpOTSUxM5OTJk5SWllJaWkq/fv0YOXIkt99+O0888QRXX301TU1NjB49Gq/Xq/wNU1JSfqMTgwcPJjExkTvvvJMHH3yQxYsXo2kaDzzwAD6fj6ioKObMmYPZbObYsWNcccUVREdHk5iYSHR0tNKJIUOGEBMTg4j4daL13z2r/7+wqQkICFBddt3d3ZSUlJCSkkJNTY2KWHR0dBATE0N9fT2RkZHMmDGD119/nY6ODmpra3E6nfTp04fq6mpqampUAeDIkSPZtWsXNTU1agDCBY6HP+RrNpsVYHPatGkcOHCAa6+9lhUrVtDV1cWYMWPYsGEDffr0oaamBovFQk5ODkVFRYhc4BydP3+eJ554gueff17xknw+H1VVVWoFHBUVhc/n4+DBgwBERETQ1tamTC8BZeZ54sQJJk2aBKAouP4dkIgQFham7Auef/55mpubcbvdREREUFNTQ1VVlWqx9Xd46PV6du3apcKqYWFhGAwGFWUaMWIEa9euJTQ0lLa2NtV267eA+e677xS59tChQ0yZMoVVq1bh8XgAGDJkCCIXiLXDhw/nwIEDNDY2KvxBv379KCsrIyEhAaPRSHV1NTfeeCNvvPEGIkJmZiY7duxQhYLh4eF0dnYCcOutt/Lkk08SGRmpiubtdjsVFRWKG9bZ2Yler1e7Dj+TpaKiArPZzKRJk9i5cyfnz58nMjKSRYsW8fLLL1NfX694Yj6f73+bqP5/6wgJyZEJ1nvYXjWYq9K+55rOzxlU8CkPz/yGd38eR6p+J7m+0+xpy2Rwwnm6qms4HD2MFdOPc+uraSRWfs0e3yCC07MwNJ1AwsM5cdDF+Cn1rFkfxRUXl9C1ax9f1w7g4ojDrNcWMid4DZ8WDWfy2HMUrmtikOMEn1ZdSqdA6tRUivc388jio3x4fyOarRWxJeIDBoeepF/d93ysv5KXctew6MztXGF4iY+r5xNf/QOOiRP5265hDJdt9DHsxNXtZV+1lSJSuDLmO3a7L6OnIxj9sU346OVE2i2EHP+asP79yUupIa3sU5acf5iEwHr0p7eSMymFRr2Bkh8LGXj/lezZK/T8vBOTQQeBLnTle5n/QBwvPN4BTc3keErZpxuG21dJePtBPmlcTBg1uJ3l1DRHk27ZweO7pnLDwK2EarVUR2bR6E1kZtAPbDrrIbyPnZOnPfgCAqjvdpDTsRVzUgy+xiYW5mxi2aosfNYU+gQd53hFMv2zGqg5UUtdyGAm6j/golwv7+vupHB9OV9f9CzT1yxirHst75y7kjTjTib1raO+tIgzsQtINu/m9LkkBv0pnf1/P0Zuw3p2JMylpDGEOT0fsKL6CkaEn+FUSwSaTsfqO34k//FphEfqmJd9gue+z8DdL5DwY5+T4TqK3e7g24oJBJtKuLRPLYdMI6CmGnw+DJWbOeccRJMjm28HPsinPwRzMDKXlxbV8d7f6vlHzRRcAeW0tOookOta66T6Dx0TZrNZwsPDFZbGz3GaPHkyu3fvVpiFjo4OoqOjKS8v59JLLyUnJ4eXX35ZsYbS09NpampSc+yll17K1q1bufjii/nxxx/p7OwkLS1N0bjLysq46KKL2LJlCyaTiZqaGjRNY+nSpbz77rvk5OSwYcMGANW0FBwcrGCb2dnZFBcXU11djU6no6WlhZEjR6rsgL80oqqqCoCoqCiGDBlCQUEBhw4dAiAjI4Njx46Rnp6umEu1tbXqO6SlpTF//nyefPJJHnzwQXbu3Knm0ZCQEIqLixk5ciRbtmxROhEZGakQBV1dF7yB/S4ker2eu+66i2eeeQav14ter2fixIkUFRVRUlJCQkKCwuP4U7Imk4mRI0dSWFiouGCBgYGcP3+efv36cerUKcXQ8uOSNmzYwNChQ9mwYQPBwcHU1taiaRrJycnK+aO+vp6wsDDmzJnDa6+9RmNjI/Hx8TQ1Nam0Ynh4uIKaDh8+nLVr1xIREUFubi6bNm0iLi5ONUu5XC51L/xNC1u3biUuLo5Dhw7hcrlU1mvNmjW43W4WLVrE3/72N6qrq7FarX6dqBeRkP/qWf296b//2OFP03V1deH1elW75bRp01TnGUBLSwunT59WOIP9+/fT1NSkUmP+XUNISIii7ra0tLB3716FThARmpqaaGxsVK7gLS0t6rMBBQM9cOAAgKL3dnZ2UlZWBlyIEO3YsYP6+nqSkpLo6enBbDb/ZnADNDU1ARfyyMOGDSM+Pl7VWAE0NDRgsVhobGykoaGBpKQkGhsbqa2txWQyUVhYSHFxMY2NjWiaxu7du/F6vVRWVnLu3DlELmAcrFarCgtrmkZTUxPJycnqQfN7OBkMBpYuXQqgws0NDQ3KesF/P/zgtfb2dnWNdDqdithFR0cDsGXLFgXSCwsL48yZMxQWFqq6hF8PWIDq6mrgwsIxOjpagea8Xi/nz5/HbDare+V/vx9N8c0336iwfGFhIe3t7er6+hkx/u9ZUFCgPB7999Wf7vTn4DVNY//+/Srv76/D4Pen//5jh01awRfK4Z5U7vP9ndUBsynyxXLF87Mp6IjhaM8wduku4q3meVx38h4+bZ1NZ5ebPx+4kYLWSO71vc6XXMdw3TZeCXoJX8IQ+nhPcZqLON8ZzLbdVj5rn0MX0azxLqS7sZ0VZ2ZzsKMv3xVeRHb7Nj5pm8FKuYSj9OdUsZXEloOc3KFxSpfKt71X8WLN5RS2efiweDSDvac5EToDw/ataI0NFMbN5ZWem/jBdAMfFY9GZzLzim8RBb6hfNA6j09YxFn9IK7I62VwrJe3q6eTzRk2MYdTJRaC9BZ8jU3sKY3mooRurmh8BV9dI9+YbmZnSSwFZ9xke4vZ82kRPadLWds6klerZvNm1QxOyXCG9Z6mLiCbal06a8Lu5rj3InJ8hdwduZNzRFGgpeDo0qg2RDJQq2DlQ8ep06XRE5DESd8w4psOcajMQ70vmQE9BeiNGslth7i5YwXrvJfQVdfC6raRDNGXkkgLa7tHcyJ4BgcZwIZzI/jQ+xe0lnYKw2YyrGgtWmEJP3aO4Ou9cST0nsLe2UONPgqXwYJWXc1J3zAKGsIIjEnkTF0IZlcgXp+Obe3pFBvTWFc9EBDO4eG56oWc1yI53NmXW76+mCO+FLbWpHFt4SOc87k5X9jBp9zI4zHruT1oDadJZkP3DPaUxXD6vIs3eq5nsO9njmozOGmbiK+5DbtZ42P9Qrp8Hm7cfxM7GMFlve/SYM3mvDGbCGr/8DEhcgF66UfpmEwmenp6eOmll5S3G/wPnWhra0PTNDX/+1+HC4sef6TEYDCoFJ//c2pra2lqaqKwsJDW1lbKy8uVTvjf89VXXymAqH++qqmpobm5WelEcHAw69atUzBJn8+H1WpVJR3++co/j8EFtEFubq46H7hQE+bz+airq6O8vPxfdMLr9fLpp5/S29vLRx99REFBAS0tLVRXV1NZWQlc4C0mJCQoyGVNTY1y3fBDS/14HoPBwHfffafqTkWEwsJCCgoKVD0aQHNzs6qZ6ujooLy8XNVZdXd3q1quhoYG9f6wsDCKiooUW8qvrX7N9FsQAao7sLi4WN2nlpYWDAYDNTU1au1QU1Oj5nH/nN7Y2EhRURHt7e3qWsbHx6uOTn8dWVlZ2W80yl9nZTZfKJn6tU54vV5sNpt/zfFv6wz/txdVmqYZNE1zahe8nf63j66uLlpbW9WNio+Px+v1cvjwYRwOh2op9ZNy/VGMkpISrFarKv7zL8D8iyyfz6celO7ubvVQOp1OtYjy1wv5a27ggs+P0+nEaDQSGxurSLT+/PngwYNVy2tubq6KAvkXHXl5eeq8/ediNpvJycmhrKyM1tZW9XOLxaLy+vn5+eTm5qo0o992xv9euPBQ+vlVLS0twIUB7v/udXV1aJp2oQPhF7se/3t8Ph9Op1N95+DgYOX154fVlZeX8+CDD9Ld3U1nZyciF1gmgLKE0DSNs2fPqnPyA0sTExNVwWBXVxchISHqu/ofUH+UMCwsjIsuuoiAgABmz55NfX39b+6Z/54DCknh/9329na12PI/D34OFaAmz9ra2t9cv7CwMPr06UN+fr4qPvW3ZwPk5OQQGvq/RPH8vx7/t8aE1tWF1tKM4ZdM5LbY+Rjwoevtxm4HowlEQKfTQK+nWgtHa6ilqFgjwV6FLuDC87zjVDC6miqGZHcDPnTSS2uvETSNmi4Xms9Ljc6NwaDR1nPhHun1GlgsYLfjQ8OLkT6JXoY7jmA26IkPbqK3V0OngwRbJbXdDnxDhqHTaRiMGi8Peo+dxhH40FGthVPfANs2dmLRd1/4XNwIBkItrehyBqIvLYa2VgQzNQSTkuQDn4/c4JPoUpIgLw9jdzto0NXpwyeCTq+B+ND0GlpdDd3dAj090NqCJgKahtbeSo3PRW2NRkSEoG9tQ6cDgwE6xMgA737afQHoXHZ0Oo0kczma3cqQfB+G3q4LY6i7E2tjDT9sD8LY24Gxu4lur44BoUVoGjBgABo+dL0Xaq8AzGbA24mupxPi40CvR1dXDV2dEB5GIXFYTEZCQ3zourrYUdePIlLoE96MYfgwdFYzc2Z0UFTvoohEEqI7MPS0spsh6AAfvXS0X7hFJQ3B6BAM3W1QW4MGmKQLHQI6/9R+YV7t9Qm1DRfGlV6nUS3BhIcLyYE19K5YQY01juywQs4Ua2yvTMSIjyvyTjA4+PSFv/e/+yz/XxoT/jmvtraW9vZ2Hn300Qvf6xcO1K91QvuVX52/uNlfeFxQUEBtbS25ubnA/5gvvF6vElv/nNHZ2alet1gsyisWICYm5jc64W/Ft9lsSid0Oh0Gg4EZM2bQ2NhIbm4ubW1tNDQ0sHnzZsVv8n+ezWbDaDSqZi3/4W9cCgkJITk5mUGDBv2LTvz6qKuro7Ozk66uLrVJ9XvC+jem/qifX7f8aASv14vT6SQ2NlbVWPmbvvw60dDQwO7du5VOwIW6aJ1Ox/Tp0wH+5bz8VmqJiYkAv9EJ/33z16v55+6wsDDmz58PwJw5c1SDWkxMDB0dHeqe+zmLv9YJP0T71+ei/eKD+Ov7XldXpxq8AMU1W7FihTJr9kca4cKi95c1x/9ZTZX/0DTtMk3TVmmaVgV0AQ1Al6ZpVb/8fP5/5+/BhdW83W4nICAAn8/H7t27MRgMnDlzhvDwcK655hqGDx+O2+1m9OjRuFwucnJymDlzpsp96nQ6BaUEcLlcAMo7LyUlBZPJRFZWFiEhISxZsoT09HQWLFjgb9dVHQX+tGBqaiotLS0EBweTnZ2tiuH8Kb9169YpcJh/YDz00ENs3ryZjo4Oent71Xn09PTw+eefExsbq7op/BYztbW19Pb2curUKfbv309qaqriZWiaxoQJE1TK7eKLL8bhcJCWlqYAn782LtY0jfHjxxMYGEhpaSmhoaEKhuqPZvlX3JWVlRQUFNC3b1+SkpIUQO75558nJCQEt9uNXq+nrKxMUW39C7DIyEg0TeOrr75C0zSSkpLYuHEjkydPJjs7W/G4PB6Pcj8HuPTSS9Hr9cTHx7N7926sViujRo1i/PjxjB8/ngMHDmC321UkKTw8nICAAAwGA9dcc43qiBw2bBj9+/dn+PDhykneD/7z3+8xY8ZgNBrJy8vDbDZTWFiounD8DubTp09nwIABREZGUlZW5h/M/zZX/v/VmAgN9pHkPMKNxg/YJP2J2PoMN/J3Przra6Ijunnk1lPohg3hjYj7aL94IsOch7k2ez1zZ3RRFD6EZYG382f90wzq28hy/VXU7tuDzmZnpOEfTIg8THLYCQb3qaG/eQfXhv6d9aOf5OGlPub0P8HD03/koC+CxOAG7tD9nVjtPKlsxRcWQtxAL+WGRGaG/pP3gm7EpJ1neOgWdpXqGc+7NK7bzuLyq0kqeJ+3tcsZof+Gm69uY07uHp5om0NS0HGGOQ4yWL+O8J6D/OOLchJiK3gi8Db2GxLI1m8lKbqdXinhcFkrC9qfYOfeWi7vt5e+YceZzMv0ZQvzpxRT4Wvn2Q8CuT5vI3PCvuSN/k/yVNCtpPZ8zbbeeCY4/km6tp2RfMm42J+ocQbwRNOlRJrryHGVciogivH2n6nX+9B8hTR1t2Gp2YK5ZCuDUqpJTjzHuLBVJGR1MnloLYlhp8EdygjTKgrONZASUMb23dV0UsXzpmsZ532bYFMLL1y9lnv1tzI3cTtRmx9ly4x7uXzAZm6xPEFc1Fn0RgsJN2bT1diGUV9Jzlg7/fQ/kxJ/lrQdT3Kp9XMev/hV5o+vJSE1gIDt7/BG+D0MN+4i2lTNq5GLmBS4kmBdHXOusXKj9i6vRCxlz+DLyPVUsPMv73Gr7gnuq5/Gct0VpOt+Zn7EF6T1OcftYw7woflqLsstJE//Ff1qv0Zzufhi5F8Z6t3CsbJG5k9rY/jANrrdbvZXGCmvbaUF3R8+JvzNOTabjdjYWMaMGYPBYOCOO+74L3XC6XTSv39/Zs2aRVRUlOoeT05ORqfTsXPnTgIDA1W3t6ZpBAcHYzKZyM7OZvTo0SxZsoSMjAzGjx+vOpn9c70/4tOvXz9aW1tVCYder1euDyIXQNLfffcdvb29quB74cKF5Obm0tzcTFBQEIGBgQBKN/x1UP4Nu8fjwefzUVJSQldXFwcOHKBv375qs1xfX8/EiRMxGAx8/PHH5OXlKb/awMBAlRL1l6IATJ06FZfLpbIlVqsVs9msAgwlJSUAyuLtqquuUm4aWVlZDBs2TDUg6XQ62tvbiY6O5quvvgIuRMb8GZx58+Yp0/qNGzcSGxvLVVddhdFoVA1R/lpaQNVTx8XF8cknn2C1Wpk3bx4TJkwgMzNT1ftqvxDnIyMjlU6MGjUKnU5H3759yc/Px+12c+utt2IwGFTQwZ/6i4yM5IYbblD+hv4oWVBQEMOGDcPn8ymdyMrKUjZGvyywqv/tw/o7mSJWYD0Xtj2twM/AZ8D7v/z78y8/93KhGNH6e/kjfk7VpEmTJDAwUGpqaqSyslIxJYxGo6Snp4vNZhNAcUYMBoMEBASIy+WSxx57TB577DHFPrJarRIYGKhYTwaDQSZPnqx4HpqmKZ5FZGSkOJ1OmT59uqSlpSlGCCCPPPKIYieFhIQo/kVUVJT63RkzZkhubq6MHz9edDqdlJaWyooVK8RoNIrD4ZBHH31UZsyYIdnZ2ZKRkSEul0s8Ho9MnjxZAJkxY4ZERUVJYGCgZGZmSkREhAQGBspjjz0mRqNRAAkLCxODwSCATJw4UQDF2dLpdNK/f395+OGHJSsrSwwGg1itVpkyZYq4XC556KGHJDo6WpYtWyYDBgwQnU4nkyZNkoceekgcDoeYTCbF9zKbzfLwww9LdHS0DBgwQCIjI2XgwIGKD1NcXCyVlZUSHx8ve/bsEUDuvvtucblcMn78eMUEmz59umKXmM1mmTZtmjz55JOKC+NyuRRnpaKiQqZNmyaAnDp1SoKCguTJJ5+UJUuWiKZpsmTJEsUSefjhh9X90el0YrfbJTIyUp2rn/HFLzyr2bNnS05OjkydOlWmTJkiRqNRSktL1TXX6XTyyCOPiN1ulxkzZsjSpUsF6Pmjx8TA6Fi5yvm6rJq8RK4OXC5NVQ3SUF4nD0fdJC+4H5L5uk9kXv/DMsB6XDJZLfNsK+VeFstM3bOSbTshsfZqeXZZkyydvUGWDnxVHoxaJoMcx2V+wJdyueMtiaZABpt/kKcn/iBL7HfIZdqnkss2mcNnMo6/y2URG2S+81u5bEaHzMs4LA867pKcgKMygedl3uRmeS7gHrnC9abkOo7JZXwo4+xfyYLwj8VEg+RElsoPMx6RvJwumdf/kIzX/0NqKtrkxadbZZzpU7nM+a28sKxeamZdL1cPXCurBlwv411fy7yIDTJ3YqPkskOef6hWFkRvlMudK+WhrFdlvmejLHB+I88urZOxpk9lCJ/LX0OWyEC+k3nWr+SZsGUSaGiSy11/l/lh62Qmz8iqrGtl9eOrZGnmK5LHdnnAdofcnvk3edHzqDQsWS6PxCyThodWyIKMQzJe96E8P2W1ND3yrLxovUsu5zkJpEIWWF+XK00vSFNpnbwU9ajMzzoqC2J+khezXpWlzrvkKvMLUlNQKU2VTXJVzCfybL9X5Soek1VLv5bLnSvlu4kPyAC+lbmWr2XetDaJo0jutt4lgVRJ5dJX5MEZ62Sc82t5IPIRucLxtTT1z5crdR9KU0WdPDdlrQRRLZWn6iQv8LisfWq1zI3aLHlRZVKz9HlZ4lkm43lXnn6wTsa6vpFc+zFZzu2ygPfkuaU1snDAWlkavUxezHhVnjbdL0HUyH36O+Ty2e2yYOBxWTFptczPPCJ5lgPSUtkgr85cK0s9D8sy3Y2y4uEGGeQ8Ic/P+FGqHnlZrMT/4WMiKipKXC6XTJw4UVwul9TV1Ul5eblER0crptKvdSIsLEx0Op1omqa4gcuWLZPZs2fLwIEDJSoqSrGa/POf1WqVyZMnK74Vv3Cefq0TU6dOVUxEp9MpOp1OzUt2u119vs1mU6yoiRMnypNPPil5eXmSnp4uBoNBKioq/kUn/GwkP7tp2rRpsmTJEqVFMTExEhQUpHTC5XLJjBkzJCAg4Dca5XA4xO12i8VikYCAADXXpaen/0YnAgICJDMzU6Kjo+Xhhx+WmJgYpROapklmZqY8/PDDEhkZqTTTzzUsLS39jU5kZWWJ0WiUwMBApRNxcXGSkZEhgNx///2/0YmAgAB55JFH1Hnr9XpZsmSJTJ8+XRwOh+JZpaenK111uVxiNBqluLhYgoKCZNmyZRIRESEej0edJyAPPfSQmM1mxSwDZMmSJZKdna3YiP77pNfrZebMmRIbGysPP/ywDBw4UCwWi1RWVv6LTthstt+lE3+49199fT1Wq5WSkhJ8Ph/vv/8+ixYtUqbDPT09FBcXY7fbMRqNjBgxAqPRSHBwsIrWvPzyy7z66qtkZ2fT2tqqIl8iwvjx47FYLOzdu5eOjg4sFouqRQK49tprcTqdFBYWqvSgw+EgICCAr7/+moKCAiIiIvB4PKSmpmIwGJQxr9vtpry8nBkzZnD06FHlbu3PnV900UU888wzKh/tN432+/g5HA4GDRrEn//8ZxITE6mrq6O9vZ34+HgOHjzIxIkTMRqNuN1uzGYzdruds2fPEhAQQN++fcnJycHtdnP27Flef/11vF4vOp2OhIQE1qxZg9fr5c0336Suro7XXnuNoqIiMjIyFI3Y35br53QZjUaOHj2qCuxzc3NZsGABSUlJ9O/fn7vuuov333+fhoYGHnroIQDeffddHA6Hwjo4HA6ys7PxeDzKULS0tJTt27fT29urcud6vR6Px4PJZGLNmjXo9Xq++eYbRo0axRdffMHbb79NQEAA77zzDqGhoURGRiqshc1mQ6fT0d3dTU9PD2fOnKG1tRWPx0N7ezvh4eHo9XoyMzM5c+YMu3fv5sCBA6rN149+SE9PZ/ny5Yph9utU6x85JkrrHYhLzydlF4HWhe/dj7lkgon6ThM+r5c6Xw9acRHY7FhMkH2RkfMWN5dEHqOvo4K+PZs48PpqirZV0YKODp0On8VKcsgpajqd7JnwGH3MZzm8v4G27h4K6EMCJejxkmE5xGvX7+Eix0HkTCFSVYs+0AVOO0mucxg3/UizwYfEJ9In0ccrfV8mUl+I21iIW99CcngLZ8tbuWxWD/2av2Ww/RBOpw70BiJs58gfpqNh+RO8VDAAW/EGvihOJSTOTh/tZ8yr/86V7rVkuPbz1uKjDO1TRWtDPVsa0slLqCbryEvkTggixXwKr8VAmqMSzRmIWa8jIbgJEhO4YvDPREZ38kVxP9a9spdIztDXuJtWh4OOgtP4urv583NJNPngz69noivfTW56C03nStltz6AxxAkOB3EhPbT1dNGi6cBqYZsM52R1IIMGdvKn+V1clFRFWLqFF+4+zo2LTYRRyDW+d9HoYP3KKk4FDKDMGkO8uRgtOIjcPB1Do0rROxyksgMTnbQXFyPtHUTpLkTYXzRdTX5EMSaTiU/WhpFICVanhd64Pmz7vAzx+ujx6rj171lcFHaG/Khy9h610mtz4bU72KMN5iT92P/mOhwl62nX4IrYnznaE0pcaDvl+gSyMoXTZ4SzP28kRfczV/Tbg8VuQSstIiq8iSEZbexevpnKVgf7N5WwP6DPfyf59x8bE35u3YEDB1R5w5QpU2hubv4XnTAYDISGhmK329Xc1tnZyauvvsr27dtV6Yefdwdw++2309PTw969e39TJwUXoi7XX389TqeTXbt20dHRQUZGBna7XSEPNE0jMTGRPn360K9fP6UT/vKH119/na+//lp9D6fTiYj8RieKi4s5e/YsIoLb7Wbjxo0899xzREVFodfrueWWW0hISFA64a+RSklJUSUnfnSBnwifkpJCdnY2VquV8vJyXn/9daVPdrudEydO0Nvby3PPPUdXVxevv/46RUVFZGZmYjAYVFrPbrcTFhZGT0+PYmCJiNKJ+fPnq0L6O+64g8WLF6uUKsDKlSt/oxP+qJ/T6VTetn6kUVdXl9IJg8GAx+PBYrGoVKbVaiUuLo6vv/4aTdPw+Xy89dZbhISEYLfbOXDggGrA8jcPvPnmm5w+fRqdTkdUVBTt7e1YrVaF0PD5fCxfvhwRoV+/ftjt9n/Rie7u7t+nE79zB1IGPPs73/scF3xxftfftlqtijybmZkpU6dOFU3TZNq0aeLxeFQUx2KxiN1uF4fDoein/zNte/LkyWqV74/o+FfZfiKux+NRuw+PxyMul0sCAwPVzyZOnCixsbEyc+ZM6d+/v5hMJomMjBSz2SwGg0GmTJmiyLQzZsyQmTNnSkxMjNjtdpk+fbrMmjVLRcz8q+HAwEBZunSpZGdnS2BgoIpA+aNeQUFBMn36dFm6dKlYLBaJiooSk8kkAwYMkKysLAkMDJTJkyeLy+USu90umqaJ0+lUES3/bsvtdqtoWGZmpiIA8wv1NioqSmbOnCkul0tiY2Nl8uTJYrFYxGq1isVikYEDB8rjjz8uZrNZXdOBAweK0+mURx99VCwWi6LqAmpHZzKZZPr06ZKZmSlRUVFisVgkLS1N9Hq92Gw2cTgcYrFYFP13wIAB8tRTT0lQUJCUl5eL2WwWo9EoU6ZMEYPBIKGhoeq8/REp/+5Qp9NJeHi42pH5qb/p6emiaZpomqaI9H4aMb8Qe6dPny5z5swRm80m2dnZisyr1+vVfQc6/+gxYbPmiCegRgJokUFZbVI65WbR0yllJ2rk5ahH5PLIH6UiuL/EGM9JjKNWZlq+lXxPiTRlDJEXIpbJHMtKiaZEYg1lkuspleceaRIXtfLs+O8liGp5yf2IzOFzCdZq5cnQxyTeWSPLuVPy2CV/y3xNrnStlKqQfhKrlYiD8/Lc+FUSH9srL05fLTWhfWWu7nOJddTI3IhN8orxNnlu2jpZkHVI5ni2yMsz10nNrOtlcHSpPGVeIq9FPSJtFXUyOKZM5ro3yhzrSpnDu5LvPCaVD70seQPaJM5ZI/N0n8kc3pVX0l+VfNM+eS3nDXlt9lopX/qaBJh7ZJ5nk1ym/0zmZx2VyzIPS57zmMzLPCx5njKZrftSYoznJM5ZI5c5v5FnlzVLrL1aYjgjT4c/Ipdn7Jc8xzF5rv8rMlf3ucRQIINsRyWGYpkXuVFemrlOLrOvlPlRG+WFSaslznxWMiwnxWVolLjoLqkqbpE401mx6jskk93yatZr8qLjPnl6abO4qJYgU7PMTT8gz7NYFkRukFhDmQSamuXJGRtkXuYxyY0qkwTLOXm832sSx2mZ7d4oz4Q/IvHGMsnR75MXrPfIywNel+cfa5Yrgr6VpvI6yTXslTl8KE9NXi0Bug6ZGbZJoimSaMNZiaVYVgTcJ0+GLRMLbWLR2mVAeJkMYI/EmcslhmJZkfGaPJ/+qsznH5LDLhloPS45xv0yKKJMciLKZA7/kPkZB+XKuE3SVNEgz9mXyhsDX5aG9GEyl39IoNYgz01cLfOjNoqe1D98TOj1euVk4XQ65dSpUwLIiRMnJDo6+jc6ERAQIDqdTjleuN1usdlsotfrxWg0SnR0tDz22GMCKNJ5Zmam0onw8HA1p/KLO0RgYKAEBgaqn02ZMkViYmJk2rRpSif8rhMmk0nphM1mk4ceekhiY2Nl+vTpYrfbJSoqSioqKiQuLu43OuGnl8+aNUssFovKTmRkZIjFYpHs7GyZNWvW/6tO+B0ljEajOieXy6UcPP5nnfA7X/jnc79OzJgxQ1wul8TExKhooM1mE7PZLDExMVJcXKzmdEBF0JYtWyaapinnEL/O/s864fF4xGKxKGK52+2WiIgICQgIEL1er3TiySeflKCgICkuLv6NzhsMBqVvBoNBOW34v4vRaFRabzKZRKfTSWZmprrP/shbeHi4mM1mmTBhgmiaJhkZGRIXFycVFRXicDj+t3Ti9xYPhnHBguD3HMeB313xazabiYmJ4fTp08TExPDzzz8rKJm/k627u1sVBJ47dw6Xy4VOp1MdHv7V5t69e2lqasJut1NWVobH41GQ0MbGRsLCwigtLVU+gkFBQYiIKv52OByUl5crEvsPP/yA2WwmODgYnU6H1+uloqKCqqoqdDodu3fvVoXbLpeLbdu2KfJvamoqzc3NuFwuuru7+fbbbzl//jwej0d1MfgLH6Ojo9m4cSN79uxRLbbh4eGICPHx8WiaRnl5OVFRUZw9exaz2awgoHv27FH0dn9OOCAggMTERNUd4nQ6aW5uprm5mbS0NNavX4/P51M5/oiICGpra4mIiGDp0qUEBQVRW1urEBAOh4N//vOfhISE0NjYyLlz57BYLIwaNYqSkhKKi4spLS0lNjZWFfQZjUZVY+A/Dz/yoaqqiieeeILExESmT5+Oz+cjNDSUAwcOYDQaVfemy+Wiq6tLkdpra2tVHYTfyDQ8PFxR1SMjIxG5UI9QVVWlOi0dDgfV1dUUFBQQHBxMZ2cnUVFR7Nu3D6PRiNFoZOvWrf4dSO8fPSZSzCWkeCrJLfmC3thh3LFtIF/rL+arT7+iua2FuIDtzGxdTrCxmfgoHz+encTS4Hf5gMv5oGU0QcYChukPkqrfjstrQ3tNI8k2m8xznzLeE8A1zu/4ULuaB5uf5ZCxP7e2LuegJ5vk1kqujt6A1GSS17qVXDax1zGKjMovuKN+K3P6BTHlu2fpDcskh+MUaMloqddxpiSZy88/xzPeu+mz+1mulMuYXvEiTxsf4uGeFexOm8w4LuKbqIcoaLWgt3kZL+v461fDGdfwPLdEr+O2+ofZUJ/D3ysy0Yddy1Xd3/H0zqlcv2MotxsfZJQcYknEG8T7Wng1fjmf64eyoP3v7CaMf0ReyeLal9HFJRCg76Vj7w6GOE2IQ/iKq1h3YiDvpT2BLykJQ1kn/XsP8Hb037i2bDH6ZiPJuRY+WJcC2Mnf+y63alv4MPkRHuADxOfjnrRO3gpeRdb53eR6zpOof4Ml9qV0f2VivH0TqfodBFeb+TToZtbkLKO3rILFJVfzZdEC4uN9PFk7gxw5wK3mTxhsO4HPa+efLVNZHPwB+/VJ7AmdT1Ltd+xcvpHJsRV8Ou0J0gzBrNddTdyhd3jQsI2funOJcHQxxv4xFR1u9ljHcCpoCE/WPchc12ruMjxEgaEPr7tu4MOOmwDhw9pJ9PUUkUIrhLUjVV5Sat+jUEtmq3U2dxU+x8Ket7l16DN81v0AhbG3kLFjHYMs7zBGfqL5559BLkJP1x8+Jvw6UVNTQ0REBGPHjgXgyy+/pKWlhYCAADo6OhT922QyUVxcjF6vp6OjQ8Ez/Y1LL7/8sopG+OekzMxMCgoKMBgM9Pb2KuRNfHw8dXV1qjnIHwnyd6IXFhYSEhKimmz69u3LuXPnqKqqwuFw8Pzzz+NwOPj++++VtqWmpqr53Q9sbmtro7S0lLq6Oi6++GK2bdsGQFVVlYJb7ty5k507dyqdCAgIIC4u7jdd8L29vcpHNioqShkFG41GPB4PmqZx5swZkpKSSEpKUrVa0dHRFBUV0dzcrKI3/gJ2n8+nmpF6enpIS0vD4XAo377Y2Fhqamr46quvcLvdNDc3U1dXR2BgoPJa/LVOnDlzBk3TSE1NpaSkRDWg+bXW7XZz/vx5HnnkEcaOHcuIESNUXfDBgwcRETo6OnA6nVgsFnWPu7q6qKmpISgoSJk2m0wmVQ9cU1OjdAIuBJW6urpYv349ERERFBcX4/V6GTJkCD09Pb/RCa/Xy5YtW/x1aW3/9mH9nbuK/6j3n3/FGhQUJIWFhXLq1CmxWCwSHh4uJpNJPB6P2O12tSLlV/4+TqdTpkyZIvfff7/6ub/mxh+lMBqN4na7xR8V89dM8csK2eFwSFZWlkydOlUiIyPV6w8++KDY7XYB1Gr117/rj5b5dzeAHDhwQNUI6XQ6mTBhgtq92O12tZvx++75ffP8r6Wnp4vT6ZTU1FT1OSkpKQKIy+WSvn37ql2F2WxW12HixIkqAub3PPJ4PLJ06VKJjIyUBx98UO1aIiMj1e6KX6JYOp1O9Hq9PPDAA5KVlSV2u108Ho9Mnz5dLBaLuh4nTpwQg8EgW7duFX7xRHK5XBIcHKxy5f58uNlsVv57aWlp4nK5JDw8XKKiosRsNovdbpfi4mJVX7Zv3z6xWCyyZMkSWbJkiQQFBcmSJUvUbmb8+PHqOul0OomMjJTIyEi105s4caJYrVZxuVyiaZp6PSIiQl2rI0eOSFZWloqGPfDAA8rn65d7/Ht35f+xMTEgKlYmWP4ul2eskWtCnpCygkqpPFIi15puk7KU4fKw+VaJdreL094jWZafxKTvkKu0pfIKl4jL2i5DXBtl6fS1sirjarnavEwW6h6SIHubfK/Pk4Wej6QBk4y3fCZr3OPlddcMacMirxoWSRNWeZsR0hQSK7nOE/Ji5psyd2qbrI2aJAsC/inXcKfMHVctC4x/k8GuTRLo6JI5fCozA9+UF5ko0CUD+7fIVTFvSA1OGWv+TH4kXRqOlUjl1GvkEsPbYtZ3yN1TNsmVno/kFsutcpXjGbnK9bosjVomV2StkxassinzMumIjJW6gHCZGfSmLEjbLy32UFmVfo0M4Wu5mvvk1Ygr5WqekCZLsNSkDZM8bZcMcW2QbyyjZBYPyVWO5fK3qS/L1ZbHZA395GrTI3JT8N1SlT5Cqu5/Sv4ef7VU3vekLHPdJQudr8vYqI1yedZ6ucL0kixguRhokyucz8kEw6tScaRCOgbkSoslVOKiuqRy2rWywP6WXKy9Jd8t+0HqjhXL3w1jpHLMZfJ37WJ5bdpLEm8rl8s9b8pI3pIKo0faQmNksPOILLC9IUP5WmZPbJJXY66T8Z618nrMNbLC/bAMNX8vTTa31BWXy1MT14hVa5OiA1USbzkr3y37QeZmHZfBA9ukcsnz8l3m9ZLOj1Jx6ZVyReBbEmxvlTna59Kkd8pDU1bJIsutMsbwlpRPuEZWO0dJiKNFLjf9TRqCYuV598MyI/BNWaPPkR6dUapOlEnuwA55Oep66c86eeS+WsmPKZMHB7wulw/cIBbi//AxERUVJQEBARIeHi7R0dFSXl4uR44cEaPRKGlpab/RCX6pqfLPn/45ddKkSb+Z9/w64dcUfy2SX3f0er16za8TGRkZkp6eLi6XS9UyPfDAAyoK78+6/Fon0tPTZdKkScqDD5Bjx46p2lO/TrjdbtE0TUXfMzMzVQTF71nq92FNT09Xta5Go1FlL/zzf2pqqjon/9xnNBplwoQJSif83rEZGRmydOlSiYqKUjrhdDrFaDRK//791bXUNE2sVqvo9Xo5cuSI8vmLjIyUKVOmCL/U+i5dulSOHTsmer1exo0bJ5qmyfjx43+jE4BMmjRJLBaLmosnTpwoERERyu/WH4lzOBxy6tQp8Xg8Yjab5ciRIxIQECAPPPCAZGZmSnZ2tjz88MNKJ8aNGycmk0mcTqdYrVYxGAwyfvx4FbHy64T//vvvd3p6urqWJ06ckAEDBvxGJzwez+/Sid8F/9Q07XYuhGv/yQVrgT0i0vOr141AHhdy5TOBv4rI8//LP8wF+GdMTAwnT54kOTmZo0ePqi62I0eOkJGRweHDh/3vpbGxkaysLAAOHjxIZmYmW7dupaWlhQceeIBvv/2WxsZGMjMz2bZtGyNGjKCkpIT6+npcLhf19fUEBQVhMpl47733mDx5Mj6fj8bGRtra2hQc7ocffiA3N5ekpCQMBgMNDQ14vV5yc3MZPnw4U6ZMYezYsaqVVqfT8e2335Kbm4umaYwdO5YDBw5QX19PamoqU6dO5dtvv6Wurk5FXfwdbn5mSFZWFps2bSIxMZHz588zYsQInnzySYYPH87mzZsZP368gt/V19cTERHBJ598wuzZszl9+jQpKSl8/PHHTJw4kauvvpq33nqLc+fOYTKZ6O3tZfz48VRUVKDT6aitrWXQoEEUFxcTExPD2bNn8Xg8rF+/Xtnm+FttnU4nCxcu5Pnnn1cw1B9//JGdO3cyfvx4bDYbERERfPjhh4wZM4bW1laioqI4f/48N910E6+88gpwof05MDCQsLAwYmNjKSkp4dSpU4gId955J8888wwRERFUVFQoW4HOzk4CAwPJz89n/fr12O12rFYrISEhNDQ0KJLuhAkTWLFiBYmJiZhMJqqqqmhtbVWdkYMHD2bAgAE89thj+Hw++vfvT2RkJKtXr8btdhMeHk5TUxNlZWW/C/75nxwTcSF9ZVj0P9GdPMHAxPOcOnmEswzh5T2jWXTpIf58q47P324nx1uIhIezp6Ev+QNawaDxj93pPBS4lMKiYNZ0ZTE+vR3vjDnsfecIF+Uc4YMNo3hs9Ge8UzIXrbaaRN9W3GFhVGs6ivQX8bePHBwafxNv9txNXuOPPNp+G1dmfEVNQypPre7DdYN2EJKcSl799+x1D6Zv3XZuHHiGL4c8x4QZVh6+9B9E91YQo9PY4htO9sBO1v9YQX/dUcLuWsL+d0+wuzqe/NQmXpi2lle/DcBQX8ctjtWML3iZPhOSST7wPO1o9Ampx+Ox8uWGcAanlPBt+QhyL3Gy6LEU3hj6IjdvWcxTE9+nrsVKVoyDxsZa9O4QrvlkJnfPOk/RiW6S0szkTYvA+P3XTBnfyvCXrsLTspX4MBuN9dW8O34tb51P5mT3VPo0fU9B9mIGl3xCTWIKxWeCyYo6x/r1TWRY93HeN5QaDVJ0O9hrvZnPrvqapU/2otFMyr038eyzNo7saOStMS9zxj6IxPBGrv14Ni+Pew1HUyNhsT52ns7n0S0jyBoRyLig7RjbixgUcJbySA8XR1dgKivl81NOesRNckIYRWVFdGhDMHQU85P1cmboV1De6mZfwHxuHnGEo2trEKuVcNcxtvZeyaTwVYSXlHDZ7WG0+8zcsMJDUGIyEcY9VFfGk9KxFq/NRYFvKNqQfAZ7f6J83Vec00+iT3IVAZEJ7F59mCFh3RyMHMyp2hSKzg36XfDP/+SYsNlskpycrGpv/RiV3bt3M3bsWG666SY++OAD4IIrRWFhIXv37uW+++5jy5YtDBs2jJ9//pnW1lbS09OZM2cOb731FhkZGQoS7dcJf6Tnl7Qjn3zyCWPHjsXr9XLu3DnMZjN9+/aloaGBVatWkZ+fr9hRoaGh1NfXk5OTw/Dhw5kwYQLjx4+nurqa5ORk9Ho9kZGR/PTTT/T09LB06VLeeOMN6urqCA0NZe3atVx55ZXU1NTgcrkoKChg/Pjx7N+/H4DAwEBiYmLYsGGDitIMGjSI9PR0PvzwQ77//ntlf+OPsIWHhxMdHU1ubi5PPPEEycnJzJkzh5UrVzJ58mReeOEFmpqaFBB03LhxHDlyhOzsbA4cOKA6w3U6HWVlZURGRrJx40bFOuzu7sZqtRITE0NcXBzr16+no6ODBx98kKeeeoodO3YwduxYbDYbbrebCRMm8N1333Hq1ClGjx7N5s2b2bRpE6NGjSIoKEj57f661ur06dMYDAaio6MpKSlRHEq/JVt7e7uyuKmurqZ///7U1tYqVMO5c+e4/fbb6e3tZfny5SQkJFBRUUFUVBTFxcWMGjWKI0eOkJeXR09PD2vXrsVsNpOcnIzb7Wb16tXY7XYSEhJobGykvLz838I/f++iSvtlkNzyy498QC0X2mXNXAjj+oveXwFuk9/zh7mwqLrkkkvIysrijTfewOfzcdNNN/H666/T0tJCc3MzBoOB1NRUGhoauPbaa3nvvffIyclh9+7dnDt3jsjISIYOHYrP52PTpk0MHTqUw4cPEx4ezpdffsmsWbPwer0UFxdjtVqprq5m7NixbN68mbvuuot3332XsLAwPv/8c3Jzc7HZbAQGBlJQUKDSXGfPnuXDDz9k4MCBhIaG4vP56OjowGazcd111/HOO+8QFhamFk11dXVcd911fPfdd9TU1FBZWYnNZuOOO+7grbfeorGxkeDgYG6++WauvPJKMjIyaGlpITw8nIiICObOnYvP5+P1118nOzubvXv3KkSCx+NhxIgR+Hw+PvvsM2praxVx3U8zX7NmDTabjfj4eOACmK6urk6hC7Kzs9m8eTPx8fHExMRQXl5Od3c3x48fJzMzk8TERF555RVlF1NUVESfPn3w+Xzs2rWLvLw8Nm/erAyc4QKs0+1289VXXzFixAiuu+46nnvuOVwuFwMGDGDLli3ExcVx+vRpjEajwmEcP36c4OBgoqKi+PzzzxkxYoSC5flRETNnzlSf89lnn1FTU0N9fb1KB7a0tHDPPffw7LPPKsZKVFQU69atIzk5mfLychUmLywsJDk5mWnTpvHmm2/S3NysJtujR492iYjljxwTcSF95b5L7yIhJ4q9r6wmyNtCwp9msObFjZxqH0ZARzEt+jjGpDbR3lzLTVc7eP69RvrkhfDGT5PIqHuXeI+eyMEhgI5dG9pIGZZB/eGd2MIiuPvLiTw96wfo6abhzGkaGIlmrMNnTSTauJ0HrzXzp7fyGR5xmpmfzeW+vLfpNmeRGrmDHw6kcUlmFcMTa3m/eDavfB7IE1lPoYWGcqZtBO09DVwUvIm/XOVm+btAUCDry/vxwPBNbDgSwJ1XuXjjOyPFVXac9TvBYmbSPaPY9co+zjRHc8Z2CY/dXUBBdw5VL75AXUMDLlcI5ohQBi9ModcHG1/cQZ+QRs5LIghoOj2uuERSRxkweHvY/uleGs8LyUPCEJ/Gd985mTShnqPrCtjvuo2x4WvpMmqYK89TXhdI3kQjO/eEcFnOSf62eQB5cecwxyVTd3AHPp/Gydpk8lLr8CQkMOOVi3n99p/xejUii9fSJ+ECCmb9PjNns2/FvOYlBk8OobxAiNYVc6o2kKCQQO74egbLR7zN4BsGsGJpMw2ZM7m+7wec3lFN35BGVh7LoZ/tIElxMRTpDNSdqKfNPpj4+ELu+nQ6K8fcy2bn7STqtqPThFJDXy6b5+NiOcrPulQ2fljCj2cuIk2/lVh7FY3tLRgdgcTd+GcOPPslkTG9mPXCsOhS/rEmghB3K3UkIcF9Gdb0N9q6Ejgf4+aiWfFsfmU3ZTX9ae2qIGRAGqsPzu+qk+o/dEwEBwfLJZdcgs/no6ioiNraWq677jqef/55RERBIVNTU6mvr+e6667jvffeU/Nca2srbrebwYMH4/P52Lx5s9KJsLAw/vnPfypRLyoqQqfTqQ2lTqfjuuuu4+233yYkJIS4uDjKysqoqamhoaFBuUX4aeeffvopGRkZalHQ2dmJzWYjLy9PoQr8lPMDBw5wzTXX8O2331JUVERLSwvp6enMnTuXxx57jJSUFBobG7n55psxGo288MILVFVVERYWhtvtZvbs2Rw6dIjCwsLfAJz9xsXDhw/H5/Px8ccfU15ezujRoxG5gHoYNmwY69atIywsTIGj/VDsfv36odPpiI+PZ9OmTcTHxxMVFcXBgwcV87Ffv37Ex8crzdyyZQt79uzh5ptvZt++fezZs4fs7GzWrVvHuHHj1Hevrq4mPDycGTNm8M477/DDDz+QkZFBZmYmCQkJ7Nmzh6CgIE6fPk1vby+TJ09m3759NDc3Y7PZiIqK4pNPPmHUqFFq8etHXUybNg2dTseXX3554QH0+SgtLSUgIID29nYcDgd//vOfWb58OVFRUTQ1NbFw4UKee+455TEcEhJCbW0tPp8Pj8fDlClT1MK3u7ubjIwMjhw58u833783/PrLs58GPAasAQ4DZ375dw3wKJD+3/l7IkJwcLDEx8fLnDlzZP78+VJTUyNNTU0yb948lVIzGo1iMBjEZDKJ0WhUReX+n82bN0/Ky8vFYDCIpmkqXeVHH5jNZomMjBS3263Cr/7/wsPDxWAwSExMjMyZM+c3od9p06apz46OjhZA/csvRfDTp08XnU6nPuvUqVO/KTScNWuWeDweiY6OlsjISImOjlbFf/6/5y+m9xdc6vV6mT59ugpTT5o0SV0HfzjS4/Gottno6GiprKz8Deph9uzZEhkZKXPnzpW5c+fKzJkzVYg8JiZGZs2a9ZtrodfrVTGlv8AvNjZWZs2apVKnNTU1UlVVJWazWU6cOKHC2AEBASr8yy+hcrPZrFp8w8PDVQH/jBkzxGg0qvtYUFCgzvvAgQNitVqltLRU5syZI1arVWbOnCnTp08XQKZPn64K4fklHO0vovSjG359/yMiItS99Z/LiRMnJC4uTqVo/agFj8cjs2bN+t3pv//kmBgYFCIJMZ1y2ZxuWXhZu9RVNUhHU5ssnNMoVSF9ZS7vi8nQJSajVwLMPWIweGWe7jMpJ+TCz4wdctmsTqmbcbVc7vlRZvO5WC29UkaoXBn1o1RhlXhTmTSFJ0lTWJy0YJLLeUeaMEsLBmkKS5RY4zm5LOYnuXxOp1SFp8rlps9lnvapxHk6ZBafS4ynSwLMPTKDzyUxul1OEC3glZjIDpk/rVHqcEmcsUxqsEpTYYXUzLxOAkxdYjB4Ze6sbpkftUkWRG2Q+e4f5fKoDTIvapPER3VKDXbpmjZL2iLipYYgSfC0yOWeDdKgOaVh6hUSZyiT+bwvDePnyOW8LQ1YpSYsReIolDhPh1SG9Zd4Q6ksiNooTZVNckXkOqnCKpdH/ihXzm6SJk+qtM1cIB1zr5CWGZfL5abP5TL3jxIX0yOXzWyXufrPZQbvi0aPzHJvlgRTmdQV1kibJ0GasEtCTJdUzrhe5kRskgBzlzTUdEhXZaW06W3SNnmutGCWpoJySTCXyczJbaKjS8oJlabgOEkwlcrM4I1ipUHmTO+SutnXS0J0u9RMv1bmGz6TWF2JNOiDpaagTOaEbxTolqJDNZIQcE5qCmvkspifJDGmXepmXStV068XCy1SN/VquSxqo1iN7TKb96UGi1wxo1nmejaJxdglNVOvkSrCxGZqlzl8Jg2BsTLf8JnEe9qlDqe0YZSaE6USH9crZVP/JEZaZNakZom3nJO5ns0yb1a3QPofPib8OjF79ux/0Ql/eso/V/vnx1/P0yaTSebMmSMzZ86UqKio38wT/t+JiYkRj8fzm9Thr+c0vw745xy/tkybNk30er1ER0erVNuvdSIiIkIKCwtFr9er1wsLC/9FJ/znGRkZKVFRUWq+hAvoHY/HIzqdTumEv8TF/1n+ontN01SaLSoq6t/qhMfjUToxZ84cmTdvntKJiIgIsVgsMmvWrN9cD//PCwsLf6MTM2fOFL1eL3FxcdLU1CSVlZViNpuVLhQUFPyLTkyZMkUsFouam6dNmyZz5syRuLi4f9GJY8eOqbTlsWPHxGq1SmFhocTExEhsbKzMnj1b6cTUqVNVWtSfvvXf9/9KJ/wF734t/3c6YTAYfpdO/OHef7GxseIvihs2bBh79+6lq6sLj8dDUlISBQUFVFdX09PTQ1hYGAUFBSoNGBgYyPDhwxkwYACvvvqq8uUzGAzKLPHEiROEh4crmKU/rFpeXo7dbvdPAoSHh1NbW0t4eDhVVVVomsbQoUM5ceIEZWVlDB06lDVr1rB06VLeeecdzp49S0ZGBvX19Zw7d46UlBQKCgrIzMyktraWzs5OmpqamDJlirKI2b59Oy0tLdx3332ICF9++SUFBQV4vV6MRqOysfFHwPyRH7/Fit9WobW1FZPJREhICC0tLSQlJZGQkMCGDRvQNA273c6hQ4dYvHgxJ0+eBC7QZGNjY9m8eTPDhw+noqICn89HbW2tKuwzmUz85S9/4dlnn6Wurk4VuWuaRnNzM2PHjqWwsJCSkhLGjBlDcXEx8fHxrFu3jsTERM6dO0dTUxMiQkhIiGr7hf9hPzB06FAKCwspLCwkNjZW3Yeenh5F1x8wYADR0dGsXr2asLAw8vLylLFza2srbW1teDwetVP78ssvOXfuHG63m8TERH7++Wc6Ozvp7OwkNDSUkJAQEhMTWbVqFf3796e+vp6BAweyatUqHA4Ho0ePZtSoUfz88898+eWXdSLyf4ZW/z88cmJj5Rrvn+gWjauHFvLAxlAmWU5ROvxW9hTriIv1UrSnjqyuQhYGr2VK8YvEBjWyu74vg0MLuDr3J3IGBPHXp6FTF4MxyEl653ZOe83081j58ng0cREOhoQXcNDYh+5zGrU6jUZvIqCRrG2nQBvK7JD1HKmLIzKigKhz1ewxDCcpX2PtziRm9XxIk17YWJfNN/cXc+ffU+msqOfijB3sqs/lyNlENJuTui4b9874noIfi4iM6sPnBXmkTOlLrmzHoAm1u3bS29yC866H2XvAQPHO81wSvIrK0lY0HcQkOBhS/T2ftY7AZ43EV9eAL7Q/CeEFrDuSQ5phNVpYGO0VQSTZ9lHhyKK7zcHwxEq8CYl8tPGCCWqSo5rXDw1j8c096HZ9y8DcUFrKzmCLjKdo6wbih19CS0UJBd5hnDrWzYSAz7l3dBnv7+9P2l35rFq+g4qzyZhsTTiCqtnrXUhi6xEWjthB6ZEqfvYu4HT4RaQk9nB573J2bmpDnxhPwLlGjjV66e11EBbRwpaGWVyevIsD+lwG+bZTX1/HmfxbiSz6B9Vn9BAXhbP8B0zWUH6qn8UlYe9RWp5J/5wOwjwefPu/pVgXS+Wg2/l5ZT03h3yAoaWNCmlne9Dt9DXu5Nmbmvl0fxLbdhgxR3iR+GwG7/4r7zfcRkrPJpLczZwKnIquvo6ChlAuDvuAc4GXE59Yyysr05gW+DFPjTrJydGXcXyr8MwX4+pKxPuHjomYmBjx26hERERQV1dHT08PQ4cOpbS0lMjISPbt20d3dzfNzc2KVt7V1UVaWhqzZ8/G5/Px2GOPYTQaFRTTj8epqalh4sSJqjyiqqpK0dX9USv/4S89gAvU7+TkZLZv365ssVpaWrj//vv5+9//rsoq3G43x44dUyUVkydPZv369URFRXHmzBlVhgLwww8/EBISwu7du7n99tsVqLS0tFRFjyorK6mvr1eF2N3d3YwYMYI1a9YgcqFZp7a2Fr1eT3BwsPp+BoNBmTL7deLPf/4zO3fuJDs7m/LycmJiYti4cSNWqxWPx8OcOXN45JFHEBEmTJjA3r17ueuuu3jqqaeUv2paWhqnT5+mX79+JCQksGvXLnQ6HeHh4UoD1q5dS2JiIidOnFCWdElJSRQVFZGYmKjApL/WiTNnzmC322lvb8dut6uC+3PnzpGTk0NkZCS7d+/GZDIxaNAgVq5cidvtBi4U+Hs8HnQ6HTfeeCMHDhxg+/btSie+//57zGYznZ2dmM1m7rnnHpUhczgcKir53Xff/bd04g/3/oMLHnk1NTX09vaSlZVFTU2NwsZfe+21DB48mJ6eHoxGo8p3h4SEEB4ezqBBg1i+fDnNzc1YLBbi4uJobGwkLi6OoqIi1UF4+vRpYmNjCQ8PJzk5mc7OTsLCwqiqqiIwMJBTp05RUVGh3hMREUFmZiYNDQ3Y7XZlmumvn3K73aSmppKbm4vZbFbdcv4UU0dHBz09PXz77bds2rSJYcOGqXztU089xdNPP01nZyctLS2KTTV//nz1QPg9m/zGyQkJCQQHB6uB7vfLS0pKoqqqih9++AGv10tiYiKtra3ccsstdHR0cPjwYYqKiqioqODs2bNYrVa2bNnCiRMniIuLo729nZ6eHjo7O3G73cybN4/29nY0TaOtrY329naam5uJiYlh1apVHDt2jLi4OL788kt8Ph8//PCDCgdHRUUpvye/B2NdXR0VFRWcPHmS4OBgdu3aRZ8+fRg9ejQVFRXExcWRnZ1NT08PEREReL1eQkNDWbVqFXCBT7Nz505MJhPV1dWq489fM7B8+XJlNXPkyBF27NihFqVWq5VBgwZx+vRpNfE2NDTQ3d3NoUOHFO/kwIEDXHbZZeoe/9FHLWF0N3ZyV+Vfea93Af1jhCmVnzF/4BkGx/cSNXoEr+Su5tP2mXxuXsCPXcMxhofiDvPyVtC9vF8yi4Rn/sxh+zS2ayPIHdjDl3WX0hs/AAoraNFc5DZu4PnjU0iPEQoiRhAaGkZS+2EkIoID5yOY4vqRB45exYBzX2CPi2eXexZERHB35j6ubHqFL9qmM7xpDVpvDwadDzQd70fcQ//kAJYP2sAhbRBzez8m3A1xgxLZ5hvPTdVPsqV7MH//0sme9a3I0Itw5A5hXefFLHvSiPfr7/CFhvP90Tiqul30JGVzx2XC+yFPcVJyiD//M30owBcezvriVLxuN+fDhuJpLGKNNo7dnYM4XeVgaEIVvqpq/vFdKPN7PkQS+7C1OYub/wxDti1nQO1BVuwcSUBZHZ+UjcTidLJ/YxtFx7rJia2gkD5c1LGeD/amoHOHkTUzj5+bL+KfzGRO28ucbw3nisa/8beop7j7++G8XbcAr+i54uQSvJqBe1ePIrBbY3jNN9zs+Z6zoUPZ7cvCEOzmcEcsxrgoXimdwnPHJuMKCqdgRwPOPsk8e8kuzpSaCe/jJiYnD0NvN3G+en5gItbwWK78bh7fNk/C1tjMsO3PcovpLe6rvZ+Huu7HHhrOgubXOR46k8Qnruf94osR8VF16Bz5O14gteUYCc5aVhpu5njOX9FOnMArGgX6FOLzEnmhYjb79ut4KOAlsqJtTNnzCIPm5LJ9XTt1v79J7z921NfX097erizNsrOzqampIScnh4SEBMaOHcvgwYNV3WZnZyeJiYlK1L/66itWrFhBUFAQer2egQMH0tDQoLrWtF+8VU+dOkVMTAwRERG43W5aW1uVTrhcLqqqqjh69CihoaG43W6Sk5PJzMykublZbQr9nes6nQ6r1Up+fr4ih2u/eLRmZGQAqPno22+/ZePGjYwcOVKlMAcPHszKlSsJDg7m6NGj6jv5dcLfgehnMx44cIDw8HBVH+r3oT1//jzh4eEUFxfz/fffK5/c1tZWFi1axM8//0xdXR379+9XOmG326mvr+fo0aN88cUXhISEKI5XZGQks2bNUjrh9Xo5fvw4LpeL2NhYvv76axobGxERTp06BcD333+vNvEhISFERkaqRa2/w/Ls2bP/ohMXX3wxjY2NjB49mtDQUMUm1Ov1hIWF8cMPPyjrnJ07dwIXFmV+XmFLSwshISE899xzKv3o1wmfz0dsbCw6nY6RI0eyfPly4EIAIi8vj+rqag4ePKh0Yv/+/b9LJ/6vL6o0TfNqmlamadrC3/N+v2+d1+ulsLCQXbt24fV6OXnyJLt27WL+/Pns2rWL9vZ2FV7z71j8Brn+B8vf3ioizJkzR6EJAOVRVFhYiF6vx2w2M2fOHHQ6HQUFBer1AQMGUFxczPTp03n++edpaGjA5/NhNpsxGAwcPXqU3t5ehgwZoqJPnZ2d1NXV4XK5WL9+vcIfAKqIbsuWLRQWFqrWzPb2durr65VflF6vZ9euXZSUlKg6qJCQEObNm4eIkJCQwLBhwwCU9YzNZiMyMpKWlha6u7tpb28nNjaW9vZ2uru72bNnDz6fj+bmZqqrq6mqqmLnzp10dnbi8/koLi7G5/PRr18/RC60lvbv3x+bzab8khISEujo6EDTNLq7u+nt7VWLmE8++YRfRzpnzpypFoWzZs2iu7ub4OBg5UVVXV1Nc3Mz+fn5lJaWkpiYyMKFCzl06BAxMTHKI9BvJeO366mtrcVsNiMi9PT0qPZlf/trY2OjsnfQNI1LL72UxsZGmpqalEfV+fPnVYuwPzLn8/k4ceIETU1N3HLLLX5jU/P/7rP/747/7phobdPYLrn40PioaBibKycDJtqam/nT3pu4dl4rhp3bKOyO5gPtaj5gIZqvl8Te0xhKzlAgfWjv8HGm1k5zh0bbmSJqdRGkT83noAykKWwIvT4dzb1mpLCY2lqNN5Ke5SK2MXNqL8WGYegLy/EK7GEIi/sfZkephwGTovj0hSqu6H6Hop5ohlgribPDbUeuo7dHMA0ZxDBjCf/YEYtPYHdXKom9Z8h//i8c7BxBd7Cbj1gACLR3su3nXnYXRXDCOPqCL5+0M9v7PqXkURU0AW/SSN7dncK6s/3oihtOEHpCgoLInpVEAUOIz4ukPnwEf7F+T5vmpMB8Md3WZLqjPexsyaDa66Sno52EntMYtB607nauPv8Mezr6IY31fFozlqpaA/duvQV6eimQoVxV9DhokJ9qZrs2gp+787klfQsV1uF4MZBPMdboXK7rep0PtXkcZQT72kbQ09HDTR3P8rcnmznly2eXcTgnffkwaxZ1oSMpYCSumVdhwEdnVi66+nM09RrZVdsHraWZOwad5MvSQXhTRnDr7GD2H7LSx3qWOa5CWnHxt/WZ9KJxyjGBMx25XFvzDFeaPwOgnQAKgiZzQ9crJCZotLeDt7sbHT5CfXC99h4XXRIDrS20dejYsduAeHvw1TVip51tchW3NzxMsDOI67tfZc/pUArbIui95XZ8TS20EvyHj4menh56e3tpaWlRc3xvby9NTU3s3buXyy67TOmE30PU4/HQ29vL3r176e3tpbGxUTWwFBcXIyLMnTtXYXnggk74vd769OmDpmnMnj1b6YQ/mjRjxgzOnDlDVlYWzz//PN3d3aqt32q1Kp0YM2YMJSUlbNy4kaamJtrb2xWU2V9cDajv1t7eTk1NDSEhIQrZ4J9jQ0JCSEpKYvfu3ZSWlpKSkgJcmKMXL15MU1MTubm5uN1uHA4HPp9PWZT19vaqbID/GvnxEjU1NbS3t9PQ0KBQNIsWLVI662+k6t+/P8B/qRM2m43W1lbOnDkDXPBo7e3tpa2tjaeeekp9B03T+NOf/qS0fObMmQBkZ2erDI/fmDo3N5cDBw4wefJkRowYoaJibrcbr9fLunXr8Pl82O12hVKA/1HSFBoaSkdHhyou93s7+l+PiIigt7eXrq4uiouLaWtro7GxUaExzp8//xudqK6uZtGiRb8xwP6vjv9EpKocCADe0zRt///qzTabTdFTGxoaWLRoER6Ph1OnTpGdnc17772nVt9JSUnABV+i6upqYmJilBedn1PS2dlJQEAAX375pYqW6HQ6LBYLxcXFJCcnM2DAAJxOJ2+88QZut5uUlBQCAwMJCAjAarXSp08fVqxYweLFi5V58siRIxG5YGBZXV3Njh07eOaZZ35jkHzy5Eluv/12YmNjqaioAMBqtWIwGNi0aZNa0MXFxREWFsb111+Ppmk4nU4SExPZs2eP8sczmUw0NDTw2muvERcXx9q1a8nMzCQoKEg5h+t0OtauXUtHR4cq4t6yZQsmk4n169czaNAgIiIicDgc9O/fH03T+OSTTzCZTGoB4y8EF7lgunns2DHy8vIUTXfu3LlYrVZFlk9LS1M8kX/+85+IiOJgvfnmm8CFRd/ChQsxGAzU19cTHByMxWJRfKl58+ZRXFzMZZddxg033EB+fj4Gg4FZs2ah1+vJyMggMjKS/Px8+vfvr3wYzWYzJpMJo9GI0+lkwYIFxMXF4fV6VXFlWFgYOTk56HQ6AgIC1CKvpaWFpqYmbrrpJuX11dnZSXp6OmPGjGHQoEF+A+r/YVn+f+/4b40Ju9VHnG8DeXzP0KYVvLToGK6AdpY/e5LW6//Mzx/tA3c440L3MTlpC1dr7+Mu+4jm2pN0JvZlXMLPXBy5lQzjDob5PqCguJZ80wGOfbebPmGnaG31cdQcQz/D/8Pcf0e3WaV73/jnVrclWW6y5d57jR239N5JSEILvTMwQEhoIYSEJBAgdEIbyjBD7yWQXkghvceJe3fcey+StX9/5Gg/w3t+8xzO85555tVaXgtWZEm+de/9vfZ1fcthTKpibH52nJlZHDFPp/ijz/H1dnBH7G+YTTDO/QKnvdLxj9BRsOlNFj1o45Q+mrluX6Hx9ybHeJbckb/T3VJA7+GzOF7ciGHoAjCMlhZqu4ZwHjuKzergm4YgblB9zhFjJhG6Yxj2vkxA5d9JUv3GnIgDRJnyORN9I/GaE2C1ohJ23E99yaypw6jVgjOaGE60e1Hw3sfMM/+Nxv2/oSgC8vLQqp2MVW3GVxRycds+/Id2MUnzORdxp662non972Le9wyOefMYF1jJFJ+fuDHlDAmq3zj15XGi9ceZrvuck5pIEpz7cTgFNnGAwNrPeLdoAjl5oFaBRmsk65owjhlTcCvfzlS3naQlDdPfXUJvYhbfPvEts90/Zqz7KdS9F/jsvXxU/2F9dssNdsbxC/m/nGLYGsoY1TfE+BQwzvMHnEuuIqHyE5YsGkJ3762MzXEw2piPbvE8vJRebk3cgiE5gbw8GJvcztGUhZwb8ESjOEgzHCZXfRyNvw9jc+xMse0nvvRFAhq/JSuxg6O2sThS04lTH0avdWKz2vHjEHVCQ5/KxKY3RnjHfw021WGOjQQzNqGVGVMdnMy7lhiPsxho+7evCaPRyNDQ5Y9hsVh4++238fDwYOPGjdx22218/PHH+Pn5YbVa5YHz119/pbm5mTvvvJOIiAhsNhs6nQ6n00lZWRnu7u589913eHt7MzR0OUTbNZKy2Wykp6djNpt577338Pf3Jy4uDoPBgJ+fH0ajkejoaF5++WUeeOAB1Gq1/DcPDw+JE4cPHyYyMlI6vcPlycyRI0cICAigtrYWQGbvuTrvvr6+hIeH4+7uTkxMDBqNBpvNJv0RXTgBl0nvX331Fe7u7uzfv192Wlw4oVaraW5upqioSP5OZ2cn/f397N27l5kzZxIYGIjFYiE5Ofl3odR6vZ7U1FRJ6xBCUFtbS3FxscQJV9KJ3W6Xk52kpCRJZn/88cfR6/USJ95//30GBgYwm81oNBo0Gg0//fQT3t7eqNVqeQ2XLFlCd3c32dnZ3HnnneTm5uLh4cHixYvRaDQkJyeTlJREdnY2SUlJJCQkAJc9zVQqFVqtFqvVSk5ODjabTVKJEhMT8fPzIzMzk46ODjQaDV1dXdIFX61W8/rrr2Oz2X6HE3PnziUrK8uFE//08T9eVAkhwoUQViAd+PyP/I63tzchISFkZ2djNBoZGBhg/vz5qNVqNmzYIO34y8vLSU1NJSYmhlWrVhETE8OmTZtob29n1qxZJCcnM2fOHBmz4nQ6GRoaws3NTRZuwcHB/OUvf5EjR9eJxFW5f/XVV4SGhhIaGorFYkGj0ZCSksLWrVsxmUxUV1fj7e2NRqNh0aJFrF69mgULFhASEsLs2bPx8/MjOzub4eFh4uPjpXFaaGgoM2bMwM3NjcLCQhoaGvjpp59kuHFJSQk5OTlywbsCmYeHh+ns7CQ8PJx3331X/h3e3t50d3czc+ZM/Pz8MJvNJCQkSBmoy+yst7dXKli6urp49dVXsdvtMm7AYDBI3tW0adP49ttvOXDgANHR0djtdl588UUiIyOZOXMmnZ2d1NXVMX36dAwGAxs3bpRdRg8PD3kNDQYDEyZMIDExkcbGRmlAl56eDsCYMWOYMGECq1evZvLkyTgcDgoKCjh//jxGo5HNmzfT29vLtm3baG5uRqvVMnv2bJnS7hqvfvLJJxQWFmI2mzGZTJSXl1NYWMjq1auZNm0ac+fOJSoqCoPhsnBpypQp/PWvf8Vms1FTU8PatWtZsmQJe/bs4euvv3Ztev+trJo/8vjvrglfpY2pPlU0B85gWtoIvxRrsXhpiL1iFJ+eTuSjp6u5M2I3ZURjKKlGlZSEJTKCKauu4+9Ra9izdYj2DoUvzk/AmpHI1dOGqRwOxr/lMHcPfEai7hjJuiailUpaRBhX2z9m9tvzyGzfxciwAWvXMR6I/Bm1Gq51fM6xz0v5OXwpgcFeLC24l0PKWBxBo9lYO5Wv+8fRUA73Wndwr/MtXli4lZhVt3LVQhXxIb0snibI/+UME2xHqBcROOKS+c2eTa0jFK9wK9MnGgh3b+Z8vsKe/rGIohK8HWWE13xMVNnHNGVdzSsjD2Kt2k6eajfX+ewk0NFEX59gbkAxs0f+yrsHvIn3bEBldMM8VMWCmWpmWStR3K1cm1LHFPMxmqw5tIpIPj0Vz40+O2kmkhudn6J0d7Ht9aMcHxpN7YgXR5VsHL4pvFGaw9Su3UwPa0Jj0NC/bxsL4go4MRLKgdd+4GLEDYRMS0U3cIkk7RHu89vOV9obOLIDhobgaseXKBYztY5wZvE3cjwO8PiUbZx0X8BIRQ26MVlYzVo8wqIocObw4Ji9DI6dxLdr9/Hq9NfoG3ayrvnPfPVxMdOT6nl085U4Cktp37WDmJafKVKNoXD6amxBGqIifOhQnHzQtZijrx+jtR2GDH4UBCxgR7mV/flePL+hGd9xY5m/QMW14YepU0exwud9Yox1fPfol/zN/xGqarUUrN7NyA23Ur6zgt8+q6RaFYv6f35J/LfXxPDwMP7+/qSlpXHHHXfw6KOP4uXlxfz58zl//jzPPPMMERERMlQ9KiqK2NhY1q5dy9mzZ9m2bRudnZ2cO3eOtLQ0aZHg4rB6enrK7oqiKDgcDv7yl7/I4sOFE1qtlubmZj7//HPCwsIICwvDw8MDrVZLWFgYlZWV9Pb2UlVVhbe3N8PDw2g0GpYtW8YVV1xBYGAgM2bMYPPmzdLoMiEhQXak3NzcWLlyJdXV1Vy8eBG73U5RUREOh4PS0lKJEw6Hg8LCQnk4rq+vR6vVyu7LgQMHMBqNEiemT58u98mEhAQ8PT2x2WwAnDt3Tqr/XHSZN954Q3K1Dh8+zKRJkyguLqazs5PQ0FAMBsPvcGLbtm08+eSTZGdn09vbi0qlwsvLC4PBwM6dOxkeHpZqyp6eHsaMGYOiKLzzzjuYTCaKi4uZOHGitGYQQkiceOKJJ7j99ttlHNmHH35IQkICP//8MyUlJbJ41ul0zJo1Cx8fH4xGo+Qyb9q0ic7OThRFwWazUVZWRlFRET/99BNjxoxh/vz5ZGVl4XA4JG3k4YcfJiAg4Hc4sXfv3j+EE/92orq3t7dwnRCGh4d57LHHOHnyJMeOHaO9vZ2RkRE8PT3p6emhr68Ps9nMwMCAPFW48vPOnDmDoihyFObl5SVn5a4RV1lZGXq9ns7OTvn+KSkpVFZWSmdZvV6P3W6nq6uLuXPncuzYMVpbW4mLi6OwsFA60tbV1ZGWloZKpZJ5TiUlJaxbt46zZ8+yZcsWNBoNoaGhhISE0NjYSENDAwMDAwQEBDAyMkJZWRkLFiygsrJSus/W1tbi7u5ORkYGBw4ckDP9rq4uRkZGiI6OprCwUHbUSkpK8PLyknYObW1tqNVqJk+eLC0TXJwsRVGorq5m7NixZGVl8d5779Ha2srIyIh0pV+1ahWbNm1iaGgId3d3srOz2bNnDxqNhkcffZSRkRFeeeUV8vLy2LJlC7NmzeLo0aOMHTuWLVu24OHhQUREBGVlZZLbFBERQWRkJD/99JNMX7darfLmzsnJob6+ntWrV/PGG28QHR3N4OAgRUVFxMfH09bWRkNDA2lpaRQVFaHVaunt7cVsNhMUFERfXx9DQ0PyNXU6HT09PWRkZNDc3IzFYiEqKordu3dTWFjIwoULcTgcMq+xs7OTadOmkZaWxrp16xxCCO2/b0VAmHecSHS+gLf7EEND3by53MGC725hXutjLB3awnvtV3PcZw6He1OwDF4k1a2D6IHdXFJ8Oa+7mkZjBDk5CgO/7cRq7CdCKeejjnt40P0ddnfHYbErVGvNRET6cWvNUj4dvJf0kcPogTYceCRnQNUlPolcjb66hKfcH+fPve8zqv9zdLFTeLN8Fjca36dDn8YPjVncFvQ5VmcTXzXMJz1VxTrtUu5reYeswf24t5/njbo7uPdBHa1bd2BVQU5oHUsijvNw7Q2ENB3h14HxTPcvp6Atkgkdmxle+RSan39A3VxPva8fn1cu4n63D9DnpLHlgAPR2c0o/yr2N6UQYRS8rF9JRE8+4923MTWonhMVQyR6daBYrZfJ2HWRhJvO0hcewfrml/hEfRONKi1+Pj7sHx6DW8NxUseFcFdOIWzaxH2tS/nZeRM5pgOo7UN8UzObd1Pf4M3B+xhnOstroz8mf18ZHys3k7D0Ws4V6tEe/p63R1bxW4ORA1e8yJ79Iaya8BVPbhlLnNsg5bGzoaSUGfa/8ZbjCaoXP8aD5UsouzjEkz7vUu4cxZ1+W3GU1UDJOe7OKuC3xgiOX3QjJdPEAwlfUNIYyW/KOB71/SuJrT/xcf00LqTcz0jZcTpUcZzri+YTbuTAvBfR1x4lvPUYj3n+zHBRBbGGKv7ct4Id6RsRzS0stGyhQJOLs+YS7xaN4bN53xBpP4L24hnet77Cb72jeGjyCW4aXUbomlcdg6Ls37omvL29hcPhwGQy0dXVRWlpKfPmzaO5uVlSQFydENdYzVUk+fv743Q6ycrK4siRI7i5uQGXJyMWi4WGhgY8PT0ZGhoiJiZGjvmGhoYksTwlJYXy8nJZFLg4U4ODg8ycOVP6+7m5uUmCNFwudubMmUNzc7NMxmhpaaG+vp4HHnjgdzgRHBzM+fPnURSFxsZGpk2bRk1NDeXl5axcuZLNmzfT3NwsccLNzU0Kq1paWiQh3cPDA41GQ39/PyqViqioKAoLC4mJiUGn09Ha2kpbW5v8t5aWFinu8vW9zJ+rrq4mJCSEq666im+//ZaLFy+iKApGoxG73U51dTVpaWmyaZGVlcW2bduw2WzcfvvtFBQUcOTIEex2O42NjcydO5dDhw5JnDAYDEybNo3t27fLKcsVV1xBeXk5BQUFeHp6otFo5J5+4cIFYmNjcTgcFBUVkZ6eTmJiIvX19SiKgo+PDy0tLTQ2NpKWlkZBQQEGgwGHw8HAwABz586lrq6OxsZGfHx8KC0tld9fWFgYdrud1NRUmpqaqKyspLCwkLlz5/4f4cS/nag+PDzM5MmTmTRpEg888AD5+fnU1NRIr6TBwUEaGxvx9PQkJSWFJ598EpvNJs1CGxsb2b17N1lZWWRmZuLu7i5B1Wq1sn79evz8/GTrMzQ0FLg8n3bZ5EdFRVFTU8PUqVPR6XRERkayYsUKzp07R3NzM+fOnaOpqYkXXngBlUpFZ2cner2e9vZ2IiMjuf/++6mvryc5ORmTyYSiKGi1Wh5++GFKSkrYs2cPRUVF9PX18eijj1JZWUlJSQkpKSlUV1cTFxcnOWJubm709fVRV1fHo48+SkBAAA8//DBeXl74+vpy6dIlAgICWLt2LXq9nuXLl9Pf349arSYzM5OhoSEee+wxtm7dSmRkJKWlpdIA9fz58/z5z3/m119/ZfPmzZJwHxAQgEql4qGHHuIvf/kLAwMDuLu7M3bsWNzd3XnqqadYvnw533//PT/++CMGgwE3Nzf0ej3nzp1DCCF9ocxmM3FxcXh7e7Nu3Tp6enpoa2uTsUHZ2dk0NjbKaIdly5ZRX1+PSqWiqKiIGTNmsHjxYkmqr62tZenSpdTV1ZGSksL69eslD6Gnp4fKykra29vp7OwkKipKjghGjRpFWFgYly5dorS0lC1bthAbG8tjjz0mi+jy8nJ6e3vp7+/np59+YvPmzfCvGf/99x5DQzww6QyaCXO5aVkwPxdqSdAcwy01nI3qW9jjsHGppZsAzwFSk7x5f1UtKpsPzxXeRUy0k4SWv9K4Yxd/ftyd8BxP7A47gepm6ge7mOlVxMTnZxPpo0NbeoCtIhOHU8Uu9RgOk8uwnz+nk27hWMx1dNb2sGXqK5xUZ7E8Zgs3PRHFpZIaXtPdwOxHxhNjqObHF0qxjdQT2HGSIF0HCR0/UxGRzrIH7bgPlZOeoOf0t6eJU44QIOp5c3klp4qGWf5LKqqCY3R3d7DgwVHsKAugrKWP/rg4zn+0C82NS2hWqagv6+R60/vkD1mJu/Qtnz1cxeiAcnRjRrM4pZFYr4u865xPqn8Dsx+fzKAb3PRoGM7uTgROstL6UYt6RsZPpDa/hw+Um2npH0RkpNNYUUldYRlXLQ1kz84OXv5Oz0uaWxD+ScwNzidzZD8ZXoUc/+I4+cM2xnjk8+7YT3nfdAtZq67lmkdDKPjrNmI5TEjnKbj3Xj7jRi5VC2YoH6NSjZDm10yczwXiYgUJ1gIqZz5BlDgEqSmEiRKirZ0czryHbc3RPFk1kfu9P+Pzh39kuPE0g7jxyy2vsXaDmnE3hpHTu4ekvh201VSR99BsNtXdTmKagZtWj2ai9z7u422OEUPdtl/pP3eGU51xfBz9NMtHHmae5nO8k+OYE3MY7/r9nCrsJLT8E9Qmd75a/h1HWmI4HHs96WXb0A+dQ+nt5PDPZ3jzexUw8m9fE319fUyePJkxY8ZQXFzM448/LqcIcJnD4+LApKSksGLFCvz9/SkqKkKj0dDc3MzevXtZunQpWVlZCCHk4SwgIIAVK1ag0WgoLCyUYcdwOfbFz8+PhIQEoqOjZaHy8MMPEx0djY+PD6dPn0ar1bJy5UoMBgMvvviinAzo9XouXLhAaGgoS5YsYWBggNTUVL7++uv/vzhRV1dHRkYGa9euZfv27ZSVlZGQkMCHH37IkiVLAH7nu6QoCrm5uaSlpTFmzBjS0tIwmUxSLLR27VoMBgOPPPKI9N/KzMzE6XQyceJEiouLUalU9Pb2MmrUKCorKyVOlJeX8+OPP1JbW0tqaiqBgYE4nU68vb35+OOPGRwcxN3dHZvNhtFopLa2lnvuuYe//e1vstD905/+hEqlorq6+nc44e3tTUNDA4mJicydO5fh4WHS09OlYjArK+t3OLFw4UIpALj++uvZsGED11xzDf39/fT19VFTU8NDDz1EbW0tiYmJWK1WPDw88PT0BGD37t3k5+fT399PVFQUw8PDqNVqgoOD+dOf/kR9fT07duyguLgYk8nEsmXLaGtrIzo6+r+NE//2TlVISIjo7e1l0qRJ/Pzzz1RVVeFwOIiIiCA5OZmLFy8ye/ZscnJy+Omnn/jhhx+Ijo7GZrNx66238vzzz+Pl5cX48ePZvn07w8PDrFixgg8++EA6Zs+cOZOGhgba2tpYs2YNX375JVdddRVr166lrq6OTz/9FLisNJw1axYLFixg7dq1PP7447z++uvMnTuXjIwMbrrpJoKDg1Gr1cycOZPRo0ezadMmzpw5Q05ODgEBAezevZvBwUEiIiIoLi5mzJgxOBwOWlpaUKvVXHnllRw4cIDu7m5Wr17NDz/8wK5du3jnnXd46qmnWLduHVqtli+//JLIyEh+/PFH6cbu+reBgQEKCgrkyEyr1aLX6+UcfOrUqfz888+kpKRw7bXX8uKLL7J8+XJeeOEF5s6dy4EDB7DZbDQ3N2Oz2bjyyiulJcXTTz+N0WhECME999yD0+nk7rvvlnJY1/UvKSlh7NixssP02muv0dfXxzPPPMN9993HW2+9xdmzZ/nxxx9Zs2YNX331leSUjR07lnPnzrF8+XLuuOMObrrpJjQaDR999BEA9913H5mZmQwODmIwGDh58iQqlYrXX3+dBx98kMTERE6fPi2zsFwExuLiYkaPHs1DDz3Etm3b+Pnnn7nzzjs5fvw4LS0tPPPMMzzwwAO8+uqrvPbaa8ycOZOEhAROnDghnewvXLjwhxzV/5WP0OBRYuHgBKLGxXBx2wXWlD/NUL+DDXFrCX/kcco2fcSzU+sw5GTwzeY6Fn+/jCfiN+DlZ+CRG714a1M5KrMbPtnxFP9axOCQwlPLItj4cS8GPz9WbVvCl7PWcb7JjL29lZ5p68gSxzilZGHau54N5esw/e2vDCpu6O5YwprZX+IzawFVG9fw2MRhXiuOJDHPnxtHDcIt17Ii/EmGFDfWTO1Dl5nIs2/W8OiZNfxt7Bo6/ZJZt+taeodhQ9RjrLq4mnfGP0+9wxtHYwPodKTNS6btaD5K3xCey56lZ9tHLN2+lPff6KPyuZUEPfo8BjcNvT9swivUmzO/FGJwV9CGJRFy9fUYdLB48DN+uKimsbieS+cugUaP3u0yMbbX4YOb0oy9x07Ck0+h0hqo2rSBwD89QvVbb5A0NZzWYxfBz5+WFtD5+rNs7gBrXywHReHZ0tV89aWREbTc/ycHw04Hn971Cfm7CvCL8ufW7/7E+oRnePrMcp5KfBF3D4WQ+x6h9q0XYXCQyCc2cNdDPgy/+TbfnNVw/ucC1l98hLXZLxNpg4oGCMqaQm1BPrF/Xspt9yh8cNMBblZ/i/vfXmEYd77488eMpF3DNY7P+VJ9HYazX4GicOUbN/P9Q59zZWw/y87cjhgZJPrEKhoa7Rj08FTRWlZkfMTaP5t5c7sbD/98A3+9/Veqdv6I2hZC7J+Xcdu9aoZff4/1mypJnhLHgoRBPjqZSM3BXQTEWHjt9Et9raL7f08k+Rc/QkJCRE9PD3a7HV9fX06dOkV7eztxcXE88cQTbNy4kZkzZ5KTk8OPP/7Ijz/+SHR0NAEBAdx8881s3LgRT09PiRN2u53HH39c4sRPP/1EZGQkXl5eBAYGyu6FWq1m+/bt1NTU8PHHH+NwONDr9Zw6dYqEhARWr17NypUr+fvf/87YsWPJzMzk5ptvJjAwELVazYwZM8jOzub111/n7Nmz5OTkEBgYyK5duxgeHiYsLEzihN1up7W1FXd3d+bMmcNPP/2Ej48PDz74IN9//z27du3i3XffZdWqVRILPv/8cyoqKoiIiKCiooKoqCiWLFmCWq1mcHCQCxcuSJwA5KF/woQJ7N27l4GBAZ5++mn0ej3PP/+8xIk5c+bw22+/4e/vT3NzMwEBAcybN49nn30WlUpFRUUF33zzDU6nkzvuuAONRsOdd97J9u3biYqK4ocffiAmJob8/Hzi4uIwm808+uijvPTSS/T19bFu3TruvvtuZs+ezXfffUd4eDhlZWVkZmbKjNsxY8Zw9uxZHnnkEW6++WZuv/12VCoVf/vb34D/hRPDw8PodDpOnjyJoii89tprzJo1iyVLlqAoCr/99huHDh2SFhNlZWWkpqaydOlStm/fzpYtW7jtttvYunUrNpuNZcuWcffdd/PWW2/x0ksvSZw4fvw4+/bt+y9x4n+8qFIU5UbgdiHElD/yfKPRKOLi4uSYrqysjLi4OPz8/Ni1a5fkEOl0OgA5Q7ZYLFy6dAlAelF4e3tTXFyMTqeTAcguTxEPDw/piOoiowkhSElJ4dy5c3h6emI0Guns7GRwcJDExETy8/PRarW4u7tjNpsl69/Dw4O6ujp0Oh2enp5S4ecifLu5ucmQR6PRCCBdf2NiYmhubpaxOFdddRVCCH744Qc0Gg3Dw8N4eHgwefJkampqqKiokH5O/xgcmpycTGxsLCUlJTJypqqqigsXLuDn50d6ejq7du3C3d0dg8EglYYuue6oUaPYtm0bRqNRRgEEBwdz8eJFOY+Oj49HpVLR2NiIoijk5ORQUVFBVVUVGo2GtrY2Vq1axcaNG5kyZQq//fYbw8PD8tpZrVY5wk1KSqKgoIDY2Fjp12IymQgMDKSgoEBG9rg+q4s35ebmJpUl3t7ekgfhui9sNhtarRa73S5PpjqdTp6iurq6pEdZc3MzcXFxFBQUMH/+fPbs2SOFBkIIkpKSuHjx4v/4+O+/uyZ8jMliVswXCJWasmE/Eio/oMknm3dvOMFHz1dwlBz8aWaf5kZ6FDMzDQdQjThQe5oZqW+kCiND1lH4Dp7FNywCKisoVcUTLw5QJMYR491KWacVp7s7Mc0/sEUsYR6fUMJEot3rUGKjEWfzOWKZzVjTOcI7t/B23xPMiquko/gcMw1FfOl9P7F9p3nL7TFSun7FzzxMc7OTSZqfsfl08v7gKiK7z6HRwNOapbzuvRYfhxMx2M8Y99OMoOUz+7XEDO6lLPpGIhuOom5tRjgFuc/Ohm+/5ud8D6zqDvIHI0n1qCVrWijHq4IpLYXwEAdHS72IF4cYrT/Lu45VzEyoYUx0A8dKrYw0t5KTY8dZXs4b+TO5P2UnqrAgdNv2cEwdRWq0ip2lfpSM5HBT8hYC2loYyc7B+eNWPtPchtC7gbsBpaePuOHdON3c2Tq8hKeTPieFQ+Q2HuQe5X0cubm0HT9BtyOMvd053D34BmlPTmXvxn1MnGHmhz1BeNoL6Uiaj9fFn5jhVcZzzbdToU/nz7OLaN26k8mRzVwsGsKp0iDcw8kK2sX+4hDqGccNCV/zSt1TRDsP4aOo6RAj+CvNvG3YwN+GlrDRvAFFDBPf/CNejiHaUOj0m0CcXzt57T9xh+82br+4nHZ3A5ZeO9VGXwZ7B7jO+wg/DF8Hw8PEex+huCOXrTNeQvfrLu7vvYcfeYAr+IRXk37E/2KnY0Rc+LeuCRdOuOxbXP5S1157LRs3bpTPc/GAXDxSNzc3GhoaJOXApZB2dU5cvNPg4GDJf7p06dLv1GouIdGZM2cwGAzodDrc3NxobW3FarXS2NiI2WzGYrHQ09OD0WiUESp1dXVoNBppB+BSULu4X67xlLu7uxwrms1m/P39KS8vx2Aw0NraynPPPcfXX3/NhQsXgMsKPA8PD6KioggJCeHAgQPS88qVRAEQFxdHdHQ0R48exdvbW/pCnT9/npSUFIKDg9m9ezeKokiKiwtLXdOPvXv3Skujfxyxurm5MTIygpeXF2PHjmX79u1YLBaWLl3KG2+8ASC/qyeffJINGzYwZcoUDhw4IDG2qqoKk8lEfX097u7uzJo1iy1btsjIOkB+N64RanJyMpcuXZIY4OKCubm50d7eLgOd/1EJGhAQIL0ofX19KSy8nPvtcDjw8PCgs7OThIQEGhoaGBwclKkoc+bMYffu3TIWCXA5qv/T5I1/xfgvDJj4R59sMBi4+eabiYuLkx5LZWVlTJ48GR+f/xWtExcXR0JCAlOnTmXWrFncc889UoXh6+tLb28vW7ZsITExkalTp2I0GomJieHuu++WHiaenp74+vrKTtOCBQuIiorC39+fsLAwab/g5+fHjz/+CCDf09fXl6lTpxIVFcXSpUuZO3cudrsdjUbDhAkTSEhI4NFHH2VwcFCa0k2cOBGbzUZOTg7Z2dl4enoSGRlJdnY2kZGR+Pv7M3r0aPk3ms1mtFqtHK3deOONrFy5UraI3dwuR2LMnDmT+Ph4xowZw549exg3bhzu7u7ceOONXHHFFYwdO5apU6fi4+ODEAKr1YqiKERHR9PS0sLo0aPR6/XyWs2cOZMZM2Zw0003AZdv0piYGCIjIykpKSE7O5sHH3yQqqoqKioqmDhxIhqNhvnz51NSUoLVasVkMvHwww+j1WqlPUJOTg6zZs3CarUSHh6OXq8nLCxMXuOgoCAKCgqAyyT5pqYmbrvtNhnroNFoGBwcxMfHh8ceewxfX1+ys7MxGAwkJiai1WrJzs4mLy+P5cuXy43BaDSSkJCAm5sbGo2GMWPGkJuby7Rp0ygrK5O5gsuWLQOQasDo6Gj414z//ltrAoOBvFsTUCXEExWtQdNfgbGrGM8H7qJToyXA1EqO5jfGx7cyK7GWcVN0qObN460/F/Gmz9OMsRwh3r+LAHUFOTfHkjXTwk3TavHwaiU2RnDzUge7Zr1MzHgbGg+Bh9WEn0crUSnuZD01h9joFrL9yhgTXkeuXwldGhVRfj1s+iWMRI6hnj6Z2LFWbo78iRN5Sxgf28aNjwZzbt5TRKpP4NDA9Cl2bk47zdUzWzgyEERA32HevL+ASZM13BW4C3VuNkvGVaH1VpgZc5xxeXbetz1FamI3icYzqJzlBLqV4ePZTJC2ErO5kQTNcW67pZHrnozCYOziT094E2gso0vjZMWMIyQmNJMwWcs7e+NQT5yIwd3APTcrjE6243b7Hfx5ah393j6oVL04I2MxqZvJjetkuKuG63Kq6NbpGE5OJfqKRDZM+4rYScFEzYpEGWlDp2kmOl5NQng9O6rcGc6bQN7SbLTVJ/BpPczVf7YybLHivPJK+koK8bd2MOymY8sjewg0ljI9/Ddi3E+hHzua1albcFq8yB2jI9l4Fn1sFEZ9DWp/PapwPReK7XhRw9eRj1FQPEjeRAUPxyUyQxuIVh1CM1zDoH8Ytz/mjy0AxuRBrOk0Tp8gTJYhYgN7ee/WY9yzzJNDumRUSYmMtexBkxxLrEcpkbpS7ptUw7XTGrliSjOaxnyiLS2c0cfjXPYQepqI9e3FV1eLKjoaLf3/9jXhwon4+Hi8vLxoaGigq6uLpUuXSlsauIwTKSkpREZGsnLlSu677z5J8/Dz88PpdHLDDTcwZcoUiRPJycncfffdjB8/npycHDnSMhgMJCUlsXLlSrlfe3l5ERERgdPpxM/Pj7vuuguAiRMnkpeXR0REBLm5uRInZs+eLQuncePGMXPmTCZPnkx/fz+dnZ3cf//9TJo0CZvNRlRUFFOmTJHmlJGRkQQGBpKYmCgz9jQajcQJu93OVVddxZQpU5g8ebL8rDqdDrVazbRp0yROLF++nDvvvBN3d3duuOEGkpKSuPXWW5k+fTre3t4IIQgPD0dRFKKiouju7ubee++VasjZs2czc+ZMiS0jIyMArj2T8vJypk6dSm5uLsePH6e5uZl77rkHDw8P5s6dS0FBAVarFXd3d6ZPny7NSV3XKyUlBbPZTF5ensQJV4Hp6elJc3MzarWa6Oho8vPzGT9+vORDjYyMMDAwgI+PD7Nnz8ZqtTJx4kTc3NyIj4/HbDZjs9m4+eabWbZsmcQJrVaLv78/oaGhGI1GEhMTmTRpEpMnT6ahoQEfHx90Op3ECaPRKK8P0PufbtL/eGj+T1bD/+TDZDJx9OhRkpKS+P7779FoNDz++OPSV8QlgS0pKUGtVsvg4PLyculLAfDoo48yb948qqurGRwclLPb9957Dy8vL6Kjo/Hz8+P8+fO4u7tz7tw5+vr6ZBagWq3mtttuo6KigqamJhYsWABczg7atWsXHh4e0uvpiy++4MyZM7KztG/fPlQqFZs2bQIunyIKCgqora3l4Ycf5sMPP0RRFKkGOXPmDGlpaVy4cIHjx4/jcDik35LLD2v06NF8+umn0lPp/fffx2QyYbVaOXToEJMnT+bw4cN8+umnhIWF8e6773L33Xezb98+DAaDlMFOnTqV+vp6fHx8uHTpEmFhYZw8eRKz2UxhYSGKotDQ0EBgYCD9/f0AhIWFSXmpp6cnx44dY8eOHcyaNYuRkRFqa2sRQrB//37Onz/PmDFjKCoq4sCBA3h6eqIoCkNDQwwNDXH27FnJqYqIiJABz/X19fT19REUFITT6eTQoUMEBwfzww8/SBWL0+kkOzubgwcP8vbbb2Oz2bDb7RiNRjo6OlCr1Zw4cYKcnBw+/fRT1Go1Go1Gdj1d3UOHw8GZM2dobGyUhngVFRUcPnyYpKQkKisrUalULlO3f/uaMJsEdx69k1tTM9B88xl/1VuJfGIBjk++Y8/IYgJEFw70bCqZhUkzRH+Rnt/i9zC1+B6a2+bxrvpq8pTDvDHlKeyHDvHm/gwOBVzNHaxkRnAjd786kWXWSpRIJyPCA1VnB/n6sZS0xXHkLRXZdhUVzbO5SfUjN9zlxrw3ZtLaCvcvqKeamdSXBfJ2WwYPDDzHyHAk7xZOZs7ntSw+s5tdyns8PvIRz+6uIMN+iU0Nt2BEy2LDEXTffMGS8iqGH32Ujz9I4gbnR4T5WbEOD+I4eZrW9Gms2HI3z3Q4eK85j7iBn7jK8Q4WfTbHlZkUjcpBfPQFX7XFsdCzhHdfSyTGlIefn6DztIY3cj5j6f43Kfrrp+RFRHDTO3m8dZeTn4riyNx/gN5cLWt6nmTp9P18VzeOGT4nqbhUjSEqnAeOzeJFy7NEFW4hoamFLOULKvJy6C67xMeMISVEg0qtJl3U84rpOqYfjWXX9gRunj6Rg043nv5ex/q+C3icgDeOZvF27kGWF/0N54E2Gs3vMCSyiB7YQv8QnCq38Xj/eTbYHcyIaOJ8VR1nnTOZ0PQre7omkBSUjrdo49NLPgwGBZFV+S3x2m9Z1/F3noo6wZGQq4k7sJZH39jIjQEfoLUHEexWzE1NK4k3q9k8spRPjj7G4tIXeUK1FdRwo6jkolBQ94AJhV67nmcOTmKgb4QXNW9yTfMNzK+4xIL9L5GeYiKq5EM+t8/l+70ZROL/b18TRqORo0ePkpKSIsUqjzzyCJ988gmAXPslJSVStLJp0yYsFguKolBaWkpsbCxTp07l0KFDHDx4EJvNJve59957Tx5wFUWhs7NT8mfffPNNRkZGZMJFcHAw5eXlDAwMyMN3dXU1zc3NDAwMSGXe559/ztmzZyUWbdmyhYSEBCmUMhqNfPHFF1RVVbFs2TI2btworXIcDgfNzc3ceuutbNiwgaGhIRn23NXVhVarxcvLSwYtnzx5Ei8vL3bs2CHDiM+ePUtWVhZHjx6lvLycqKgo3nrrLe644w6KiorYv38/ubm5dHZ2MmPGDOrq6iROaDQaPv/8cxlm7DLndjmdw2Wc0Gq1eHt7oygKv/76K319fZSXl1NaWsoPP/xAb28vp06d4vDhw+Tm5lJSUkJjYyPDw8OMGzeOgwcPEhgYSHV1NT09PTidTpnO4eJGuwpJDw8P2tvbCQkJkaHKHR0dREZGEhERwYEDB2htbZWqPaPRSE1NDWq1GofDweHDhyktLZWHaleR1NbWRl9fH4mJibz55psMDAwAlw24y8rK+O2330hISKCoqAhFUdi1a9f/9l79o4HKFf+N+98CeAoh1H/kyd7e3mJkZITh4WHmzJlDeno6H3zwAT4+PtKBtauri6GhITw9PWlpacFsNjM4OChDeTs7O3E6ndTX17s+LzabjY6ODulTpSgKiYmJlJWVSbdwlUolSX2uwsbV7vP19SU1NZXdu3ej1WoxmUw0NjYyc+ZMdu7cCcDMmTNpbGzk7NmzmM1mGU/w0Ucf0d/fT1dXF56enlK119TURE9PDxaLhe7ubtzc3Ghra8NoNKLX62UCt0teOzQ0hE6nIyIiQjrNugzizGazHFsBsuiz2+14eHgwa9YsiouLKS0txcvLS7aeJ0yYwIEDBzCZTNLfyTUqDQoK4vrrr+eTTz6R483Zs2ezd+9eFEUhMjKSkZERLl68KI3VIiMjuXjxIomJidTW1kpzuYSEBLn4VCoVGo0GDw8PKfmtqKjAy8uLvXv3MmHCBJqbm1mxYgXPPvssM2fO5LfffpPfj7e3NwUFBahUKjle7evrw9fXV7Z8XcRMV/vd1XbWarWyNdzR0cGaNWt45ZVXmDp1qow06O/vZ9KkSS5H4T/EqfpXrokMb18R7/grBwezyJ//FB8lruPIS6fQzZ+F42IRIx3t7OnOxTjYzr2WD3ip/X4ijE1EDxVw1DAJq3svQlFzdfu7fOdcRITuEsf7U3nI+jH0DvDFwJVEqyvJEic4GXc9KYVf865pGdk9v6IymyghhjIRRcTABRIpJm+GOzf8+ie+8rufD00P0lrRjbemC5yCYmcM62bs4ZbNNxCuVPPEzEP83DCWhedW8jbLGKscYePxcXx1xd/5qm8xZb02Ij0aUaFwffgBTrZEk961j9ctq+ltHWSq9gA61QhOs4ls5xG+CXiI72qyeWzoGfLEYY7aM8nWn+NI+HXk5b+P3WDktGUKw00tVJpGEa0qR4VACAVhNlPZZmHx0N9502MNedPNcOQQqs4ORHQMoxu+5dRwBlkT9by+PwtfYy/CqdDSaCdQ18F2r+t5YPhFnts5isevKCa18Sd+0N5K2OwYju134HRCnvEcWT4F3F34JNP8zxGlqQEvL7hwASUlkcpqLYsG/s6poRScCclsLoxlvvILVQHZXN/9PsdNkykLnECovYjjlf7YPIf5/lcty8bm81PzBEoee52rN47juhnNGA4f4rBpGpniMEeti/i5IIY5zl/IU47zpf5mWoY9yDacp9wyikhVOb+0jiPZu47Y/rOMNpzijY67+fPwyzh07rysepwLg+E8rNrEC6fGMm6SiczJHnz/o4p03xpiB/PJmqDjm/PJlF0a1dsmmv+ta8JoNAqdTsfIyAhRUVF88cUX5OXlMXPmTAoLC2lra5M44RqvuRR6rgmIEOJ3+8LAwIDkDDmdTgICAmhpaSE+Pp6LFy9iMpnkfqLRaLDb7RJwZ8+ezf79+/H29iY1NZVdu3ah1+txRa5NnjxZRsakpKQQGhrKli1b5J594sQJFixYQF9fn8QJl42O6/8Buru7cTgcEoNcn9OFE93d3QQFBdHd3U14eDj5+fm4u7vj4eEhx5IuvAsICAAux7fY7XYsFgszZszg4MGDMu6ssbGRoaEhxowZw44dO7DZbNLR3WAwYLFYGBoaYteuXVx55ZXU1dWh1WqJj4+nuLiYmJgYiXGFhYVyMuTr6ytxoqamhs7OTsxmMyEhIdJ13YVTJpNJ4oSLqL5jxw6ys7Pp7+/nkUce4YUXXmDmzJkcOnQIi8UiCfQuaolKpUKtVsvv2tvbG0Aaq/b09Mjr2t3djVqtxmazSX/JM2fOyK6VCydcYokzZ85w6dKlf4oTf3T8F/4fi6DvD/zY/+BrAv8rk04IQWlpKatXr6ampoaQkBBaWlrIzc3FaDTi7+9PUFAQNpuNGTNmMGfOHDw9PYmJiaG7u5v6+nqeeuopUlJSCAwMJDc3F4PBwJw5c0hISMDf319m0kVHR5Oamiolsq6ixuXSbbVa2bt3L3v27CEyMpKYmBjUajUBAQFYLBbWr19PVVUVBQUFNDU1ERAQIHOUNmzYQHt7OxMmTCAgIICuri4iIyO59tprpZ+Ur68vRqNRcpxMJhNarZagoCAZWTMyMsLcuXO5ePEily5d4sKFC+j1einvdc3Tz58/T2RkJK2trcTExFBeXo7FYiEjI4Ompib6+/tpamqitbWViRMnUl9fL9u8eXl5pKamMm/ePFJTU8nMzOSll16ip6dH5iLu27dP+nYUFBRw4cIFZs2aRXNzMydPnqSqqgp/f380Gg1nz57F29tb5lG5ubnx1FNPyc3N5eyu0WiYNm0aPj4+JCYm0tHRwVNPPcWzzz6LzWZjx44d9PX1AdDY2EhVVZXskrm7u+Pp6SnHez4+PsTGxvLEE0/Q2tpKWFgYgYGB8hp7e3vj5eXF5MmTefLJJ3nhhRfo7++nurqa2bNny/iJmpoaV4H6R015/mVroloJxx4eRZPTyrTCFzm/fiNnB9x5dlUbf7r0J+5d2stnHleD1Zcfgh/nSb+/kDAjhL/M+oF8txziAsop7fThx6FsRHwcbz5ciX+ggmG8lVPqLGYt6GJT/Jt84fcg4V3b+D51De/FrOTvo17nrQtj8PVsZKX7K1QYknGODKGr/5U5Pke4es9tXFmxkuMR19JuCWdD7Es8bH2Rs4bxGJ5bzaWqIfwLv2Bay6u86b+Rpf6f8/bsn9gy9h52d9rYvHQb6/03sa8ri1vC98G1S1BssMtrCv6+DtbYn+Kv075AY+4hUPUb9YG+TAo7wtzeTfhFNxOrHOLWOfksufAIVbXtLC5eQ75fFGOHPqAi+Uq8PZuJiWrg9XNjICKMihYPtkbdzz1Ph+IfbSQ3o48P2hah6S+jrMHIzvYYxMQJ9DWe4IGQL0lUHWJH3tPY0mysnfMzDwR+g2PCJFaO/YH+wUqec3uBpzTLsB1cz0ltNg8uUyhsHGbLRT39jyznt4Yo3tobTVVVM+oAQYzqED+d8+OiLYoqoz/BbsfxU7fwXsEY9tYn8rn7HagGKoiu38903d+5dfo54n0K2ZjyJKbuI6yP/5B33yykRJ/EN7sUrh78O4MDVZxvFXxQOonSGffzPYtYZ1hHkt9RTnhNRx9noqLHSva9WWx4spf5HS/zbsgzeAT1kuNdxLfm+fxqncoTHq/hceUMMuZ6sXrcO+QNHyCl+gNqZtxBattHHDNPJa3xK5Y4/ko7Pv/lPfuvXhOA3LfKy8tlx2fVqlVUV1dz7733YjKZ8Pf3Jzk5Ga1WS2FhIXPmzJE5cT09PQwODpKQkMAjjzxCUFAQeXl5mM1m5syZg9Vqxc/Pj7a2NtLT04mKiiI1NZWCggLMZrN0XVer1Vy6dAlvb+/f4YSL3uHt7Y3ZbGb9+vXSLmfPnj0kJyeTmJjIvHnzGDNmDG1tbTz44IMEBgbKLNvDhw9Lk2sfHx96e3uZPn263I8DAgIIDg6mv78fo9GI1WolNzeXxx9/nO7ubpmN293dTWpqqrS4WbBgAXfccQetra1ER0ezZs0aoqOjyczMpLu7m76+PlpaWmhpaWHixInk5+cze/Zsmd6xaNEi5s6dS1BQEJMnTyYvL0/ihN1up6amhpiYGGJjY2loaCA/P5/ly5fT2NjIvn37JE6o1WoeeeQRUlJSGBoaIjo6WiaVuLIMe3p6fjfu8/HxIT09XTZGXn75ZTw8PKT/VW9vL42NjVRUVMios4SEBHx9ffH09CQ6OlpG8jz11FO0trYSEhKCwWCQHoqzZs0CYMGCBcydO5e8vDxGRkaoqamROKFWq6murnbdjv/v1H+KopQDZUKImX/guauAtX/0BBIaGipc+UcuA7Xu7m6amprw8fHhgQce4Ouvv6alpUV6VlgsFgYGBtBqteTm5rJv3z5GRkZkt8nlonr06FECAwNpbGyU+ULt7e3cfffd/PDDDwCyZTsyMsLg4CCzZs3ixIkTMpbFlfVntVppbm4GLkcZTJ48GafTKa3yXfb5riw9F/HQ9XB5mLjyCxVFwdPTUxY5rjgAq9UqPZVchMWmpiY0Gg333HMP33zzDa2trTgcDtRqtay4XXEBiYmJUmVnMBhwOp10dnbi5eWFXq/nvvvuY8OGDQDSGmHUqFGcOHGC3t5ehoaGmDVrFvv370en05GXlyeJjID0Cevs7GT9+vU8++yzREdHU1NTQ3R0tAxtXrp0Ka+99hrh4eEUFRUhhMDLy4vBwUGWL1/Oe++9R25uLjk5ORw/fhyn0ylN61xGcbNmzaKiooKKigo58jMYDEyaNImamhrCw8M5ceKE7N5ZrVb8/f255ppr2LRpEwMDA4SGhsqOmZeXF97e3pSWlsquX3h4uGy3/0fQ5x/tVP3r1kRIpri6dzpHescRaz5Pv98c9tZFcqPzUVaFn+PCXU8z+qO1TG75mjhbORmF26m3mmjrMfCi+i88FPwuZZUqPJxdmOw1RLjV02CYQezYERzHTrDL5yFmtL3G8e5EkjwucND3UX69+l0+/EbPJY2Gb+pv4D77qzw//DhPOp4meSo8efROxrh9RkRvP8n607zc9yc+D97IF5rrOdGmhd4e3px6FofDyfr9wbzZ/TSLVR+gtfnwXO9axrqdZIXmQYbbvElUH2afyKNO44XFBBfFGBQF8rq34xESwY5LQXiHRkB0BEGnXmef58PERI0Qu2ctTrOJPv8AqirAPSoGZ0QObzgfJPP424wT36MWI3j0n0HnhPYhCz400eydh7qvDjdNK+v5ls+0N3NmyES/LoMuvcJDDwxx9JndVBHDde4/8cbAPfx90o+8cCYSRUBtcxLOmbPYvV9PqT6Zr7OfI3bfC2xTj+NQ30TqfSYyZeg9Xhl4nm+uWMfOPWpyg5w0XSojJhJ+DVvLzl91PPbgAPs2biN3lif3/XgN9xqeISFGTd2lAV68f4S3/j5MadYy3sj4kC9Px6OqLGdRyHGyfn2ROHGIT/UrWD7xBFmln5Bc8XccHt7Mb/6BUaajXDdhkDuP/5n3HzjD1y+cIF51GF+6CNUZSAquJuPKdF59f5DXOx4mKsLBpJLHadKlUmieRcxoT5Q9ewn2PMucnh1cCL+Jj1V3sF7cw5GLFjY6vusbELX/pfrvX7kmvL29hWukr9frmTx5MgcOHGBgYIDY2FhuuukmPv/8cxmp0tPTg5eXF729vQQFBaFWq2U0zfDwMAaDAZPJRHZ2NkeOHEGn08lOVEhICDqdjsWLF/Pdd9+hKApNTU0MDAzQ29uLxWJh7NixHD9+XOIEXKZ9BAcHo9VqaWpqYnBwkIkTJ1JeXk5FRYUUSHl5eUlyuqvb5JpMuGLHIiIiZKyXy0MxPDycyMhIjh07htVqJSIigu3bt+Pt7U1OTg67d+8mJiZGcr5c8TwqlUp6UbnMqBMTEyXtQavVolarGRgYkET80aNHy4w7o9GIVqslMzOTEydOIISgvb2dmTNnsn//fjnedE2BXJmHrlD7WbNmsW/fPoKDg6mpqSEyMhJFUSS/99dff2XixIls3rwZg8FAdHQ0ly5dYunSpbzyyiusXr0aRVE4cuQIlZWVhISEsG/fPomzEyZMoKys7HfxRX5+fmRkZHDixAnuu+8+aXMxMjKCyWTCz8+PyMhIysvLKSkpISYmRl4Pl/fl7t27pUdmeHg4ra2teHp6Ulpait1u/6eByn+0qPoamPwfDrj/1XOfBNb9d4oqlzJCrVbT0dEhbeeff/55/Pz8aG9vZ2hoCIPBgN1ul3b0586dk3NRF3fJ1S6Ni4tjZGSE6upq3N3dZYjmL7/8gs1mk6ovl0GcWq0mISGB9vZ2GhoaSE5OJj8/X3abXKR0V/Cvq+0ZExMjbya9Xi9bib6+vrS1tUmFnouUXl1dzfnz5/H19aWpqYmgoCA5r/f19UWj0cjfd6kdXJJRl+vtxYsXZYfOReYPDw+noqKCmpoahoaGmDp1Kjt37iQhIUGq9zo6Opg9ezZbtmxBq9XS399PYGAg3d3deHp6kpSUxI4dO0hOTqajo0OqAru7uwFknlRgYCBnz57Fw8ODSZMmcerUKRlh4Gqn9/T0EBwcLFWLZrNZPtcVijo8PMz8+fNxOBxs2bKFuXPnsnfvXgwGg4wbcpmMent709fXJ09xlZWVAPT29pKcnExTUxN9fX14enridDrx8fGRpwqDwUB/f7/ckAcGBqSJ61133cWzzz4rFyPwT1Ud//fWxGgxwedvvOJ4kGW8iqq7g1czP0eTHsf09VOIsXaQ172L3wYzKDcko7IPcl38CU6JHIryh4lTV5BrOINYuYqRr7/gi7KxRKkqUKIiKRXRRJfvoMIjnRGnQjQlHGlP4CGvD3l94D7yjGdRWtpQHEPY1e5UJs4loukIO5vTmZlYTUVBPzH+fYjefsqHQtjjeRXTu76hzjuR8W2/UCqiuCnxBC8XX4G/aMTp6UtDi4MxAdVohZPydi+iolWUFjuJ9W8nO0dwvNzG2At/YcTbh42ttzDGVoWqt5dKdQw3uH3Lx8ptRKnKKPfNg9YWVMLJtY5P2DRwDzmRzagVJ6UVam6IOMSJ1iiE1ReEQlZYPUerbOw4H0RZ4gJU0eGkbn6GsVf4kXn8Fb5WbkbV1spNc1s4vLkDxd2N4l4bUYYGKnVxOMMjiHCUsLPAn5VJP/F1+1w0ipPrnB9xsicFRQGHUyE7up3XW67H2lxIvF87r2Z/ztwTa4mmBJUCI1YbtLSi7e3gVfUjzLH/yKUeN8Yl9TI+uh7V8WMc6kkDBMqQnTFX+iDsw6h+2cpvyfdgb2pFrShsacxkbeq3HI+4jrKfLnKL3y8c7B2FEhHJGPUxXjo7lbEBlYzp3IomJoybm17m7v7XKDGOQqVRca3XL3xRPREFuE7/Leval2Ia6WBCYCUVDW4s8dvK/ZqPGL7jPiY8NwOHXaDCQTHXDfWJin/rmvD29hahoaHSzLijo4PMzEzS0tLYsGHD73DC6XTi7u6Ol5cXXl5eFBUVyaSHVatW8dVXX1FZWYndbicuLk4qvkJCQujo6MDhcNDR0YGnp6eMU2lqapI44TITbWpqIikp6XfmkCMjI1gsFjo6OrDZbFy6dAmdTseUKVPYvn277NbU19fL2JmWlhZiYmIoKCggLS1Ngn1BQQExMTEUFhZis9kkZcXNzU0e9v/j2tDZ2cnAwAB2u10e0quqqggJCaGrq0sGSYeFhck4soSEBCIjI/nll1+YN28eJ06cAC6HV/v6+kq1e19fn8SJ6OhoaYiZkpIiqReuTEOHw0F8fDwjIyN0dXVRV1dHcHAwmZmZnDx5Umb3qtVqfHx8JDfKZbjt8qc8fvw4vb29dHd3ExwcTF5eHmVlZZSWlkp/Std7xMbGEh0dzS+//PK778xqtVJYWIi/vz/t7e3ExMTI7EcXLcfPz4+KigrZNSsrK5NK8sbGRokTt99+O+vXr5eFKfBPi6o/Ov47A/goihL+B55bDRz4g68rb5Tu7m7a29tpbGzk5MmTsop3EffgcodIp9Oh0WiIjIyURPHBwUH+9re/ce+992KxWKSpl2uM6Pp914jHBer/mMc0MjJCcXGxlNm6VGouuaZarcZsNuNwOMjOzsZqtcq5vY+PDxqNhnHjxkmStCuDykWYc1n2u97LdcNmZGRgtVrRarX4+PjIrDyXqZuvry+Dg4NkZmb+Tkqs0+mwWq3ceOONaDQaTp8+TUxMDGFhYVL94Qqp7ujooK2tTf6tRqNRjjzhsljA1dkCaG1tBZALV61WExERIQsTV4yA0+mkurpaGra51JNWqxW73U53dzcGg0G6Ep8+fZqOjg7Jz3J1+E6dOoVWq6WyshKTyURzc7PkGri6WK7Cu729Xd47rg1UrVaTl5fH8PAwPT09CCHo7OyUflsqlQqLxSLVP3C5hZ+bm8sHH3yA3W6XJzbgD23y/EvXBBSrE1nWuRo6O3i54XoWHFgOd95LuTOCEaeKw0oeQig4B4cI19VxRjOGTdGbKCeaUSMnYHCIU99Xo4uNhthYypRoRofW01bdx9thG4lUVaJWQ273Hmw0ourpx6Y0M8G/lL8of0IBskeO0FzcTjlRKEBuRDONWHEqKpxAkz4ElUpwneNTxo9VcFj9KSOKW/iUx3w/5EbdN1ztt40GQki3/wZ+foTrLuGsqaXVGMYbPs9ySj8RlUpwi/MjnK1d9OFJnl8FGg8jN7p/zc2+O2hrV5HnU0KMUk5Mnh9Rft1o+nrIi2xEozihtYVIcxMnVDnk+pUy5pZ4yjXxnDirY0xkC54e8JX+BlRqLa1YKdtXzTcDi1HaWlmi/RaAMvdUMtwvUqFLRPG0MOJuoqVdS6U2gUEMnG6JQq0Sl4OixVjK1PFkR7aiGhridKUPOVkKFSMhOFHxeXUWLWobmdYKnFZ/NIqT8dYCRtsP8439SoLcW2ggmBG1hmOn9dzU8RYVSjS5EY3kjvzGEcdojpw0MCy0lDojqVFHk1q/lWGnmt8awyg72kyZMxKnXyCawQEqOzz5zZlLr2KhvNcfZWiIO6N/QzM2j7LBYOjtY8QhON0Rx43G74gRpai1aiw2NwI9+tk0cAfXiU84pRmPM2cMH304hLA7KFdiqdAmovr/wJpwuZtfunSJqqoqent7OXDgAHfdddd/wglFUbDb7WRlZRETEyNl9UNDQ3z77bfExsYSFRUlcaKzs5MJEybQ0dGBEEJ2jlyTBlcKBCB5qK73cZlJuzo0roLH4XCQlZWFm5sbbm5unDt3Dr1eT0BAgHQtd01VdDod1dXVcp+dOHGiLO6qqqpQqVT4+vpKqooLJ3x8fLBarcTGxsopgEs15+Lqug7jCQkJxMTEcPr0aaKjozGZTBInXDSP/v5+iRMqlYro6GiMRiNqtRqr1YrZbKa9vV3aNfw/ccLT0xOVSkVbWxu1tbVkZGRInHD9HS6ccOGni+vrwh4hBKdOnaKjowO4nInoeo3KykqpOlSpVDQ3N0tC/7FjxyQWuCLaXLm23d3dDA8PExUV9Tuc+MfcXldh6uvri9lsxm6/PJ124cSHH34ov+f/+Pv/acj4HyqqhBDPCSFUQoiqP/DcT4UQk//I68JlgI+KimL06NH4+vpKzsxNN90kCxSz2SxvTovFQkREBKNGjQIudyGMRiN33HEHBoMBHx8fzGYztbW1hIWF0dLSgq+vL76+vkREREjfKRfpz2Xw5rJg6Orq+scLJ3OEBgcHcTgcGAwGSX5zmXz6+PhgsVjQarU4nU7ptu6aZ7sIcZmZmbIochERKyoqKC8vZ2hoCK1WK+WjLjK3q5PoKpLgMind4XDQ1NSEoihERESQmZlJTk6ObL1qNBopk3WNvVQqFceOHWNkZER26Ly8vOjv78fLy4u0tDTg8mJ3LYiGhgbc3NwkwVJRFDIyMqRqZmRkBG9vb0l4d11TIQRpaWnodDqEEJhMJrKysvD09KSvr0+O+3bt2sWoUaNkppavr6+UM2s0GqkmjIqKwtvbm4yMDBRFkd1HnU5HeHi4VHjo9Xr6+/vJyMiQHDZXMeUSRLhUI5mZmdx3333y9PEf13fk370mwo0txEc7+MvoD1F5efK45n62jVmHyeBgmrKbMerDlJozqDQm0W4MpcKUzjuRL0N6Okb1IG8blnPcOIk3vw3g7tHnuEH5GI3JneT6r8gLqeV4pxcVPjlc57sdjUXPjdqvUVncuNbwLTc6P+FVbqRYlchp83i8o7yYPfg2sdpKRhD04kWadzkai5kgx0l+VZJ5U7+cZOdRTqpziOcgfw9ficPXj88s93Fj2Amy+Rm7TqFCE0uZKYOSiFlkOQ+zXPsG76T/hVjxG3/SfsgnfsuYwjY6W+rwb/uB1r4eHtS8xRifIhLbN6NWGtFWHSKHw/RoRsjlILcqLxHFITRensQ6D9Da2oxa2LkpYj+5mXaU3DwedL7OHWH7+Vq5lngKuG5cNTe4f0uUTyenNNnUnDqOIpycH7Yyw7GNTZ6rMQyVk+ddyI3BezDSzx2ql9g2aiU+qhICu34i3NDACZGFVt1InMc5clUHCaOWd8SfSFf9xhivAs51mKlSR3Kz8gox4gjbnRksDjhMvTYafxoYG1qLyM7lr5b7iLX/ilrYaXUO4b1vAxmjhvjc7Q4Sa9/lupQzXAichTftmNQNzLRuJUKpQoQGM85axA3p53HXNjJN7GKHYSEnTJP5UHUHfxc3EcthFhq+wzBUzqsZn6Lx80axmDnqM48ccZjFQ5/x6OBtvKZ+lIieXQyPysZ+73I0eg2x6jIiRsoYRP9vXxN6vZ6oqCgWL15MWFgY/f39jB07FoPB8J9wwt3dHR8fH7RaLaNGjZLO5UajkW+//Zbs7GyEEJjNZmpqavDy8pJcWl9fX7mXe3h44ObmhhBC4oSbmxteXl6y4HL5J3p7e2MymST94x9xor+/n1GjRsm0jvDwcOB/AbQLJ1zYsGTJEok1rlFec3MzDQ0N9PT0SJwoLy8nLCyMiooKWlpaZNCviyzv6+srpyCjRo2SvlPZ2dmMjIwQHh4uD9rjx4+XHFSVSkVDQwNCCNmBCgkJkTjhKiQdDofECVc3zMX7dRVjLkxwEclbW1tpb28nPDxcFsMuo1SAiIgIRo8eLXFCo9HQ2NjI0aNHCQ0Nxdvbm/LycjIyMggICJDFrJeXF4qikJmZiY+PD35+fvL6u2oEV/HnwgnX+4WFhcnpkAu/XNfZhRP33nuvvLb/8fjnNiOusc2/68fb21uYzWYBCH9/fxEUFCS0Wq1ISUkRnp6e4tlnnxVBQUFCpVIJg8EgFEURNptNeHl5CY1GI+bOnSvc3NyEoigiMDBQmM1moVKpxMKFC4VKpRIWi0UYjUZhNpvFqFGjhE6nEykpKUKv14u0tDRhMpmEVqsVgADEFVdcIbRarUhNTRVms1n4+fkJrVYrrFarUKvVIiEhQWRkZAg/Pz+RmpoqAgIChFqtFgaDQYSEhAij0Si0Wq1ITk4WgNDpdMLf319ceeWVIj09XVgsFuHv7y/8/PyETqcTQUFBIjAwUAQFBYkrrrhCaDQakZqaKiwWiwgKChLp6enCZDKJjIwM+TxFUYTBYBDBwcEiIyNDBAQECK1WK8xms0hPTxdarVasXr1aeHp6CkVRhEqlEmq1WqSkpIhFixYJm80m/P39hc1mExaLRfj5+QmTySSCgoKE0WgUAQEBQlEU+Tt6vV74+voKk8kk3NzcRHBwsABEenq6CAgIEGazWaSmporU1FQREhIi9Hq9SE5OFiqVSiQlJQmVSiW0Wq0wGo3CYrGIhQsXitTUVBEcHCxeeOEFERISIgIDA8WoUaMEIBRFEYqiCI1GI4xGo9Dr9b/7jvz8/ITZbBaBgYHC399fBAcHi8TERHk9U1JShE6nEzqdTthsNmE0GkVKSorw8vISCQkJQqPRiJSUFGEwGORrz58/XxiNRgEM/rvXRIaXt3jH/IgYQi36AiLFzUE7xQAa0bXuFeFpGREvPdsvcoJrRRcm0aXzFTmqY+Jl27PCy3NEBGnqRUtsnujQ+Ihc1THxmnGFWJJ6TrysLBfXX9ktRqnPiBBTiwg2t4vF7ptFVkCNuNr8swgJcgizaUSMTh8SV7v/JMK0deJ5HhZ6esRVc3vF1ZpvxXXpF0Wge5sI82gRbVjENf57RYS+VjQkTBJZ6YOizRonrks+J5YE7hUZHBdByiVh8RgRNuuQeM24QryS/I7I4Lgw6Oxikd+vYtP8rWJgVK54y+Mx8bLvOmFWdQkPk0Ms8tsrMgOqxfVp+aJvwXWiT+Mhrks+JyzGIXF14H6xJD1fvOK2QmQFXRLXBO8XIQFD4jrNN6LDzSaybFViU8YH4lXbWpGpOSWCTa0iyDYkNplXiKanXhVazYiw0CGucv9JZGlPi1eS/yLeumqXuM62V7zst06M9q8RS7Rfi1f814k3A9eKLluMyDQVitf814pr+UyEaC6JxYnnhZe+R7T5xog3uFd0KR4iPWlQwIi49sp+0eUXKd40Py7eSn1LdKWNEzcE7hZLNF+JVxPfEtkcEi/M2ia0DIqr3TeL6zw2iyyPArFkYZ/oShkjbgzeK17d0C2WBP8qRuvPiOuu6BJv8CdxrfobYdH0iAafRJFpKhBa7YgYrT8tXuUe8TZ/Em2+McJD3SOWBP0qOvR+4q0Fv4i25PHCoukSIYHD4oWUD0W27rS4TvO1eM32rMh0vygC/IdFsKldNF1xm8jSnRbXJJ4VWYbTIsJQJ5q0QeLaK3pFpqlAJKL6t68Jd3d3YTabhUajEQaDQcyZM0cAcp9z4YSiKHKfcGGI2WwW8fHxwmAwCLVaLcxms0hJSREqlUpceeWVApD7stlsFgEBAcLDw0MEBQUJDw8PMWrUqP+EE0lJSUKv14t58+YJs9ksMcxmswmDwSBxwmAwiOTkZGE2m4VerxdGo1F4enoKm80mPDw8REpKisQJNzc38cILL4jQ0FDh4eEhYmNjJYbZbDaJB/Pnz5c4YTAYRGpqqsSJoKAgERwcLAIDA+VrBgUFCYvFIubMmSN0Op0wmUwiODhYeHh4iNWrVwu9Xi8AeX1TUlJEWlqaxImAgADh6ekp/P39RWBgoAgICBAmk0nihEqlEgEBARInXBicmpoqAHHllVdKbE5NTRXJycnCy8tLmM1miZOzZs2Sn8FkMgmLxSKuvPJK4e/vLzIyMsQLL7wgPD09hbu7u5g/f74AhFqtFhqNRvj6+kqccH0/JpNJWK1WiQnu7u5i4cKFIjk5Weh0OhEYGCjc3d1FQECAAERycrK8xhaLRWKxCyd0Op2sD0wmkwB6/tm9+m/P/jOZTNKNdsyYMWRnZ8tZc0REBO+9954c1c2cOROz2UxgYCDTpk3Dz8+PkydPMjQ0xJw5c2htbZWVa3l5OcnJyRiNRjw8PKQnkmum7QpgHBoawmw2yxw8l0dSRESEdI+dOnUq3d3dkiflkve7XsdlUunqGrm7u1NZWSlDipuamti9ezcqlYqwsDCamppobm4mNjaWuro6urq6ZNtz7ty5tLW1yROCoiiSJHf//ff/zuHX1dFycYVcLVIvLy82bNhAWFiY7NT4+flRUFDAmjVraGxslLNls/kyJ1uj0ZCRkYHD4ZCtZp1Oh6IoeHl5yVat6+Th+n5aW1sxm81UVlaiKApZWVkAREVFkZSURElJiTwdPPzwwxiNRunKDpeL+pycHHp7e1m4cKFUbOr1euLj44mJicHHx4dZs2ah1+tJS0sjLy8PtVotw0S7urooKChAq9XKcfLMmTNxc3NDrVbT19dHfn4+TqeT9vZ26cocFxfHqlWrMBqN7Nu3z6U4/Kembv+3Hq2mcJosHtxh/objOdfyatYn3B20jc9/rCcqfJhz7/7M9c6/86XlT7jPnshN7t/SE+DDjGkjjPcr4c2KTB5yPsG1q2M4pYmkraqSk+oc1NXHiUvSYjX1k2s8T/2AYJrvVmo80/hz5kG8VJ3EiMNUDgVxn+UjvlOu5QrbGdR6DdUB2cRENDBBdYhx/MAXtmVoerv4c9Qv5Hca0BbtRaMaQaOGm/0/pV1rY6L4lsjwEdQaOOIxje6acm4yfMOikXeob26jfN8eNiq3cCjkOs60unOF86+4GxzUNXfgtI+AEBw708Xf531JWZuFrKEfUDntaFTNtHkZwd8PVW4Oeb5lVBiT+VvkarxaD9PsGOZMv414t5OM43t82w/RYHTnhTcasGrbmJ5Sj96znwifDnYWGpn/VBztjTWcbjbg2XeaMkMyCCfHVTG8bFsGChyyLuSoZRa52lOoFSczvE9yShPBL2TxYcJzGMp+Jc1ah6b6GPcPPMZh4zSaKys4oY5kJDuXI0oeN0YdJ9LUSv7hWqxKC10jA7yzrJTZlh9Qyst4tWYMIyMCxAjj80a4SfsNSmUVx4Kv5t25P+Oh9PB10FJiIkdI8W1k28w3+UJ3D7+l3YdqXB4WdS8jo3N4cOhRjm89xevF6URqaonv3YZBZef62a1UGFM4ruSS2P851qa99AxqUAk7N438DX3HBXbHL+X8qm9Y5vYmbb/uRtNbTD/i374mAGni+NRTT2EwGAgJCeHnn3/+HU6YzWYSExMlF3bixIkyA3VoaIinn34aRVGoqamRcSvJyckAsjOTmZmJp6cnmZmZ0udueHhY2hN4eHhw7bXXYrVaqa+vx8PDA0VRCAgIoK+vj+joaNrb22UwsOtzuIjwrnB7k8n0O5wYGBhgw4YN+Pr6MmHCBEpKShBCYDQaJYfoH3GitbWVoaEhmpubiYqKktfHRRtxc3MjIiKClpYWQkND2bNnj5wc9Pb24ubmxiuvvIJOpyM1NVX6IBYUFDBv3jyJE21tbYSGhspOj8ss2YUTrn03NjYWlUol/9tlDF1ZWSl5tS4urIusHhkZiclk4siRI6jVaoaHhyVOuHJdXQT/KVOmoFarqaqqIigoiDlz5qDRaAgICJA4MXfuXPR6PRaLhZycHAwGg7Ri+OWXXyROuDIAs7Oz8fDwoLq6msbGRurr6xkYGJA0ERdOPPnkkxgMBvbt2+dyV2//J7fpf11UKYoy9f90ESiKMu2/eo4r2NhsNlNeXs6xY8dobm6Wqqzs7GyWL1+Oh4cHlZWVmM1mwsPDSUtLw9/fX8r5tVotsbGxTJgwATc3N1paWmSkicVike7aVquVJUuWIITAw8NDEs/d3Nzo7e3lxIkTeHl5UVVVhc1mk4XP0NCQ5ANFR0eTnZ1NdXU1MTExREVFERQUxM0338ylS5cwGAyyWHNzc5NeUwsXLpRKNJeaDS7zyjo7O8nNzUWtVktifFdXF8PDw5SWlpKcnMzbb78t4wJqamoYHh4mJCREti8jIiKYMGECOp0Og8EgZ/wDAwNYrVasViuZmZmy5WsymfD09JRSVhfZvrq6mry8PAYGBmRqusu4tL+/X2b1uUh9FotFxv+UlZUxPDzMnj17ZBSD1WqVvKq+vj7a29uZOHEidXV1rFixQkpkX3zxRTnS0+l0FBcXS+Wm0+mUY7rq6moiIiKIjIxEpVIREhIifUT0ej0FBQXk5uYSHh7O3XffLeXQY8aMkarSxsZGrrrqKu677z5MJpO83/7gff0vXRO+vqBSQJg8GKq8xAs7tYgRJ86ICNQaFZFj/VEvXYowm3FWVqE2u0NkFOlpI6it3gg3A0Kr48ZbBOERI2RNckOl12JpPUqW8yAhHZvJ8i4i0tyERgNXZ5VxzjCe7PAmFBwEj/zKaetcwt0a0fa2Yzj5Mdd4bUNUlqGKikRlNmF3OtE6LnCobBinojA5thpVTiba2t2oQgK4K2Yb0UE9LFwwTGrHxwT07QSTEbWHGyqjAYvOTnS4IPfaYPxqP6cZP/AwowgH4ZwisfVN/Np+xJmZwU2aL0js+5Zg52kCercSZC+kvqmH+ba9BJR/jNul7SwI+JWamjK8HRfJCqohItyOCogMt5OYALVKJE6TCY0acsPqaelzZ6x/ORn+FazL3ggqLVqaUHkYiQgcpqGrlUhRwtiQS2gUJ+51u7kz5zjugyfRFnxKhSMUu48/3pRSW1vBhOgq2gfcwOlA3V9Blnch7cOD2EcEtqpPGc/HPHfQj3JnJNdNqENr0mHV94AClV1WdJ3HyBqnZajhJBeffpLFL6VxzDgZQ/HfyfAoRKMRBCgNVFeXEtj2I209aj5xXPYgGz3yG99U+2LzGUZRq0Crw8sKI7Ex+A/uxc+9l0vFBZCZybURh9l093lUegOJtg4iLG28tFeHw8sDe3MpH135HZp772KMpQBbjBmV+v8ba0Kv18v95Pjx42zZskXSG9Rq9e9wwjV2ysjIIDc3V+6DOp2OG2+8kcjISIkTzc3NtLa2ykOxS/2WlZWFwWAgNDRU0gZcOOFwOHjppZfw8fEhLCwMm80mR28DAwOUlpYCSDsAly2Bj48PSUlJzJ8/X4bAm81miROKojBp0iSuuOIKdu7ciUajkQUXIIuc3NxcFEWhvr4ejUZDS0sLBw8epL+/H5vNRllZGZWVldIEc3h4mODgYBk9Ex4eLlMxXA2F8PBwiRO+vr48++yz0kJCCMGVV15JW1sbQghZYLlwYmhoiO7ubsLCwiT/yWU0bbfbcTgcUkQ0NDREdXU1c+bMob+/n927d6NWq5kwYYLkOAshJE5ERUVx7tw51q5dS25uLhEREeTn5+Pp6SnpNlVVVRInhBCSNlJbWysLXr1ej7e3N/Hx8RInioqKyMnJITw8nGXLlsnvyGKxsHPnzv+EE3q9/h9x4p9a7/yX6j9FUezAQeAVYJsQ4n87X1cURQvMAx4C8oQQuv/d80NCQoRLWREYGMgDDzzA22+/TWdnJ5GRkSxcuJAffviB8vJyWbHr9XqGh4fx9fXlnnvuYfPmzVRUVNDb2yulsampqRQWFsp5roeHByEhIXR2dkpTT1cIset3ent7mT17NmfPnqWlpYUVK1bw7rvv0t7eTmRkJEVFRdIsbWBggFWrVvHhhx9Kk7Xe3l5WrlzJxx9/TEtLi1SZORwOgoKCqK+vlwoKRbkcflxRUSGJ9y5uQHt7Oz09PXR1dWGxWDAYDHR3d0uj0/r6eoQQMmtKp9Oh1Wrp6emREtA5c+ZQW1srlS2hoaGSlNjU1CTn0BUVFTgcDlloHT9+nOuvv57CwkIcDgfz589n+/btOBwOUlJS5Gd2zag1Gg3t7e14eXnR2dkp08enTJnC7t27CQgIkHlXdrsdHx8f7rjjDt555x1sNhtbtmzhoYceYufOnSxbtoy1a9eSkpIilY9+fn60tLRQX1+PwWBgeHgYHx8fBgYGpLVCbW0tnZ2dBAQE4O3tjdPppKioCL1eT3R0tJThlpWV8cQTT/D+++/j6+tLfn4+6enpCCH4+uuvmTJlyh8y//xXr4nM4BDxQrMfn41cT27QBfrv2MiZVw8To9pM4eQ3SE8VuP/4GarycuLdT1PUFE21wciJoURm+dShzcrgRE0IbWXFqIaHsBr7Gd1fyKeJa5lc+Rwv961mkm4LXdokYqMbKWiKZcTHRltlF0GqfMrIZbLbMU4NpTCmfw+RczwpP65muPMi2Q/fwLnXDpDo2Mvd7tvI6dvDG1P/wnN7x7B96BpY+RgvfKxm46VHSeACI5o+tp1L5dqZXaztuIHSvhSOBF5NxsgRzttGc03LW2xqv4GmyHmo2tqoIwh9XwvC5IHVqvCc9j6y7GWkte3Gr7OE+IFdNBkj8DENUNhkRe0fR4RXD78WBXCfZj2fqJcxefhDrjL8yleaG2jqNnJEv5D5Ix/gn6SjdmQcmvY2NEojKT49fMP1zFR9gm9DE4oCfRYrPxcHsVlzJ2etGSj9vWSe/IG7F7Ww+2IQTzjXc+aKlWh2fs6Njr/zsc+zjA6o5euiIAYtycTbStG1NvJGx0Mc88qA7m4eN3xBSYcvj0zez849dkJjgsnq2sbuzhgyfUs4qRrL1NsyuOO9PGb6nWHLtkG+eOAEn//iy0+P7mHRs2OZnnYW7+Y2tH4+DKFwusUC9XUc1F5LgjjIZ5anuHfgNZzhkWhUTjraG8lu/oXt1uVEeHXzjribB8tuYJvqFqZGV0FFGYcZR5vTh/ILnXwz8W1O+YyG/PM4U2aSrT7GjV/N54sp7/Nc3YbeS2Lg37omvL29hSvLzWQycfz4cbKyshBCMGXKFEaNGsX3339PeXk5fX19KIqCRqNhaGiIuXPnApeFSiUlJTIbsKenR2a/ujryTqdTqgA9PT2pqamRZGadTidFTrGxsXR0dNDT08OyZct4+eWXGRoakryqiRMnSsuHK664gpqaGi5evCi7LufOnWPOnDm0tLRIFbbdbicwMFDml06cOJFTp07Jg7aHhwd+fn6ycGlra5P+Sa5os7a2Nvz9/bFYLJSUlPzOUNRqtTI4OPg7nEhJScHhcMhsWBenyuFwUFBQgL+/PxkZGWzfvl0Wtf39/Zw6dYpFixZJnEhOTubixYv4+flJs83S0lI8PDykb1ZbW5vM1HMJgwIDAykuLiYpKUmqxi0WCzqdjjvuuIO33nqLwMBAtm3bxpw5cygvL2fp0qU888wzpKam0tTUhL+/P4DknRkMBtk0GRgYICwsTLrjX7p0iYCAALy8vGhpaaG3t5fh4WH8/f3x9PTk0qVLDA0NkZ+fz8SJE/Hx8ZE44XQ6+eabb5g6der/a/PPUYAD2AzUK4rymaIoSxVFmacoyhhFUcYqinKFoijL/0NS2wh8C/QD6f/Vi3d0dLBo0SLq6+sJCAjgxIkTnDhxgpkzZ8px1dmzZ+VNNGfOHEwmE2vWrKG1tZVnnnmGyspKiouLeeaZZ3Bzc8Pf31+ajV1xxRXYbDZpWd/Y2ChPOd3d3YwZM4bOzk7c3NxYuXIlBw4coKmpiZiYGNauXSvlrpcuXWL+/Pns3LkTi8UCwIYNGxg9ejSrV69GCIHNZuP7778nNTUVnU7H3LlzUalUDA0Nce7cOXQ6HQ8//DDFxcWcP3+e4uJiHn30UVasWEFRURHFxcVUVVWhKAorVqzg6aefZmhoiJycHLRaLZcuXcLHxwd3d3fWrVvHrFmzWLhwITabjVWrVrFmzRoZObBt2zYKCgpk4np7eztnz56VcTRpaWkUFhbi7e2NXq/HYDAwbdo0UlJS6OzsJDk5mQ0bNsi/Iy0tjejoaK6//nq8vb0ZPXo0TU1NUr2YkZGB3W5HURQZWfP0009TX1+Pw+Fg/PjxeHp6YjabWbNmDb29vRQXF/P222/zyy+/SDXkc889R3R0NDqdTtpT+Pn5sWjRItauXcu6devQaDT09/ezZcsW8vPz0el0mM1m0tPTuXjxIhUVFYSEhPDwww/LgOiysjJ0Oh1nz56lt7cXtVrNCy+8gBCCc+fOycxA4L+Ujv+r10R1pwXNogVsqruNJv88Tp9T8UbJZPxnZFH0fQGfPH2IA2fd+Y2x/LXjbobnzifffRJz116NqrWLHdua0dSd4LOyaSx/yYaiUeP098a75ldqvWdy1SI183xLiPc6T/nFfgobPam+2Eb/gAqNY5DJkwQ1nRbyPPJ59+lGdu0JoKzVk6QYDV8+m0+HVo1pxiy+clxF3hxv3tyWQJRPF3/mbT7Y0Io2K4sN6xykeZ7F5B+OMmYsS+5054R+LOKKucRojnB2wApFJ/lGdR0fPdaEX8UW4pu/R9tUyztPXeD+7CO0VXby95I8ZlS+S4DSyIZnmnl9rRq1w4Hazw+tOQSVApe6TawOeo/H14Vz+5XlXLtAxbfW+7hpbRRLn/MlamgfEXPiUWqqqCiwg58vYdZuvmmajub8bryCQugc6qclK5tfSzxxBIziM8OdfDqwmE9Ut3JH7G9Ut5uZmd7AnzdGkKM9xejZ8RxJu5OYCRq4ejHRtl6u9NpO/vkRrvqzLw/4fsFvWUs57MhGrxeUFAm2H/Bn8apxXCqpZolpO488a8GGwNdH8Oa6Zq7tfZ6KoiEG3viAL372hOEhVDjY/eIZyiJv4Hh/GvbmFs6oxpDu28uYq9J55Dkr36xv42PtTezoz2NrQRDqqiMk9+9GE+DL4vRCyorqeb9iMuW2BSx/FE5eNBKiP8ok7U8k6ctY/pDg897FhKuryX3+bjI4witnp7IkbisRXuX0YPu3rwmX/cqGDRuYPHkyTzzxBMXFxcyYMYMtW7awevVqiROubFd3d3fWrl3L1q1b2bJlC1VVVZSVlfHss88Cl/NHq6qqsFgsPPXUUzgcDkndcBkud3d3MzAwwPjx4+ns7MTDw0NaKrS0tDA8PMzTTz+NRqNh+vTp2O12Zs2aJeNiAPbs2UNoaChz5szBZrPh7+/P+PHjueOOO+T+qigKXV1dnDt3jscee4xJkybxyy+/4HA4qK+vZ9myZWRlZVFRUSFxQqVS8fTTTzNv3jzgsurazc0NgJ6eHqxWK88884zECafTyapVq1i9ejWdnZ3MmjVL2hT4+/vj4+NDW1sbZ8+elQkbGRkZbN26FZvNJu1o1Go1iYmJdHV1kZyczLp164iPj2f+/PnodDoefPBBrr/+enx8fGQaxq233iq9o1yWN6dOnaKqqopVq1Zx4cIFvLy8WLlypeygrVmzhvb2dqqrq9m0aRP5+fl0d3ej1Wp57rnniIyMZHBwUBpK+/v7s3DhQp566imZ26dSqSgoKKC0tJSOjg6CgoIYNWoUBQUFdHV14evry4oVK2hoaKCyslKKypYvX05PT4/ECafTyfnz54mLi3NRZv55wPgfJQoCecAnQDfg5LJK6h9/nEAn8Fcg64++7qhRo0RPT4/o6+uTROWMjAxRXV0tiXaenp4iLS1NpKeni6ysLFFbWysaGhqEm5ubcHNzExkZGeKmm24SdXV1YtSoUaK6ulqkp6eLpqYm8dJLL4mWlhbR1NQkFi1aJFQqlZgzZ46oq6sT+fn5IigoSOj1ejFq1CjR1NQkSdWnTp0SgDhy5IjIyMgQYWFhYvXq1cLNzU2Ul5eLY8eOSUJcenq6yMzMFEeOHJFEuVWrVomsrCz5mdLS0sRVV10lXn75ZZGZmSkuXrwoNBqNWLdunVi0aJEAhJubmyRRvvLKK+L1118XpaWlIjw8XBQWFor09HSRnp4uysvLxVtvvSVee+010dbWJtra2oTdbhc9PT3i4sWLIicnRxQWFgqdTicWLlwoMjMzhclkEomJiSI4OFgSzLVaraisrBQvvfSSaGhoEOfOnROAiI6OFnV1deKFF14QKpVKvm9ISIhwd3cX586dE0ajUZw7d05s2rRJLF68+Hef8ZlnnhF6vV60tLSI/Px8YTAYRHp6urjqqqvEqFGjJLHfy8tLEs8PHTokFEWRnyEtLU2kpaWJ5ORkec1zc3NFS0uLGD16tMjPzxfu7u4iPT1dNDQ0iPLychEeHi4uXrwosrKyRHl5ubBYLPJ3U1NTRVxcnPx+QkJCRGVlpQgNDRXx8fECcBEd/ykB8f/WmsgYlSGGevqEvW9IvJr0uridO8W7V70t6iqbxGzeEK/MfF3cYnlRvJLytngr/V3xduZ7oq22S3Q0DIhwXY14yPyoeD31LfHBDe+LjqYucUN6vuiobhHrRq8XXU0dYtcb+8RAS5doq20Tyz0fE88n/kW8vehd0VTZJRrKO8TqkGfFaO1p8Xr6e6KnqUPc6rZKZGlOippTtWIab4nqU3Xizcz3xC3Bn4utL+wUN2q/FG3lLaLuWJVYzBrxkMcj4rXUd8Trae+KskN1Yh7rxb2GB0RLYY14J+s90VXXIW5IPy9eSn5LvHP1O2LvazvFGxnviaaLDSJUd0lseX6HuNXyorhXf794yLRcLLc8ItZmrBc7X9spfn1zt2gqbRLrwp8VDYUNYl3merE+6xnRUd0k9r21V+zatFf0tXWJnra+y2uirU9ck3RedLUNiJbqNhGurxFvX/UXcVPaWfGI1+Pi+bhN4vHwx8WNSafEk0HrRZimWjSUdolfX90uelq6RPWRajGBd8WatLWira5D7Hxph7hdu1xcn3pOvJLytlgTvFY8aFwqas7ViQj3elF1rk3sfXuvePeqd8Ta0HWipbBarM96RmzfuE084LZUdLX0iOqD1cJIj2iq7hDvX/eueDn1bXGr/knxoOlh8bDvanE7d4pHQh4RFYfKxe3Kn0TtuSpxq7Ja3JB0SqzLXCfWZq4XEfpq0VbeIf6S+4Hoa+kQz4xeL65NOCs2XfmueDPjXdFR2yLaqtvELZFfi+qLTWJD1nrRUN4iHvZ8VCy3PCYaiuvEktTz4uqYk+J27hLX8qm4JeQL0VDZJh4Pf1w8G/emmMUbIlxTJbzx+7evCRdOdHV1iYyMDAGIa665RlRWVgpATJo0SeJEWlqayMrKEpWVlaK2tlYoiiISExNFZmamuOGGG0RTU9PvcKKurk7iRG1trTCZTCIhIUEsWLBAVFZWivLy8t/hRGVlpdDpdEKtVss9/9SpU2L06NEiNDRUrF27Vu47hw4dkjih0WhEeXm5OHHihNyHCgsLRXZ2tqisrBR6vV6cOXNGLFmyRLz88ssiIyNDVFZWCrVaLZ5++mlhsVgEIIVXfn5+oqmpSbzxxhti3bp1Ijs7WxQXF0usrK6u/h1ONDU1CbvdLtra2kRSUpJoa2uTOPuPOBEXFyfUarXIz88XwcHBQqvVitLSUnmNXH9zdHS0qK6uFpmZmcLLy0ukpqYKvV4vNmzYIPHBzc1NnDt3Trz99tti8eLFIiwsTDz99NNi4cKFYvTo0SI4OFh0dHSIgwcPCkVRRHV1tbj22mvFqFGjhEqlEoCYOnWqAMTs2bPFqVOnfocTLpL+/xMnXN9tWlqamDdvnhg9erSora0V1dXVEicyMzPFokWLREZGhnB3d5c44cIDQISGhorKykoRFBQkNBqNFBUAp//ZvfqHzD//8aEoihrIBBIB63+8eQtwATgjhHD+d17Px8dHuLu7yxn2888/D1xO/fbw8CA/Px+VSiVzhzo6OqRk0+WEnpCQwObNm4mMjASQeW8xMTEyQFGj0WA0GqX/kcvIMykpSc5e77zzTn788UdJuna51Npstt9xulweIgkJCeh0OkpKShgZGcFut3Py5EnWr1/Pli1b0Ol0REdHU1FRgd1ulzPZlpYW6XLe29tLaGgotbW1OBwOIiMjpb9WVVUVAwMDPP744zz33HOSm1RfX09SUhKdnZ20trbi5ubG0qVLefXVV+nu7iY+Pp66ujqio6OJiIgALstft27dyvTp0zlw4AAhISG/cyrX6XT4+/uTkpJCfX09xcXFREVFcc011/Ddd99RWFjI448/zjXXXENmZiaHDh1i7NixTJ8+nUOHDhEQEEBhYSGenp7SrsLX15fz58/j7++PzWaT7d79+/fT1dVFcHAwP//8MwsWLKCmpoYTJ04wY8YMzp49y7Jlyzhy5AhjxowhIyODZ555hunTp3Pp0iVKSkqkwZter2dwcJCuri6efPJJXn31VelxZjKZpHjBxfk6ePAg1113HWlpaezcuZM5c+awf/9+hBAEBwdTUFDwhxzV/5VrItwnTtxqvhm/zEwS9aeIXXcTJpOJZ8f+hWr9bGoKq7CrQogx1ZFjOs/RrlQ6nEN06pMJtZdhGK4kMlGLNSaKY7urae414qFyo5dBJsf18k7RTLK0Z9FrmhAmEwfrx4BWxYh9hBDNBYIjA6ludifa2MimPxWw9OsxOKpq0GlaGNSG093TzoyoNo6V26i2pDNV9SknGiModGZxX/xuBt3UbLuQhYe9iArNWPYc0bJ53RlO7qzEoQ0lMqqe6goVansLGKykBjs42+6Js6efQ8MzuTZ6MzXOPCpqNMRqjjEqzMnX5XlMjjxEZak/nfYBMmd58emWePyNfUSG2ikvHOGapBOcb/WAzg4UNwNLVoTw2bO1XOwJIDGwmwBtJZcs88mNa6ZLUTANDLNrWztTppvJP9xIUNAQpyv8KRnKIlscIT6wjOoOL9YfuJKVt7dSWiK4MvoomkVXcmpzG/rifVzzRBgZ143itqQDTFwxh19eOMgTqxS+eNFOeFgdNYV2StymEmlqAcWJ09uXmoJKrpjhhr21Bi8E7RHRbN1mxXPgAl3+Y/l8m8JTc0s5XB/FnkPw9BUXePNUDn9duBmcQyjR0TgzxvP1syUsmVKPpqGO3wp8ODg4Gq0Orov9mfqyThrt4Ux6fBr7Xz3AGEM+W5XrCdfVU9HmQbyyg4bhcEpV4/j1iJNVi6uJyBji863x3De3iNN7h1CrmggLcfDOhTW9rX8g++9fuSa8vb2Fywn7xhtvZP78+bi7u5OXl/efcGJ4eJjo6GiKioqwWCwEBQVRUlJCQkIC8fHx7Nixg97eXokTFouF1tZWyRsNDQ2loKDgf4GkohAfH09tba0U/gQEBHDkyBEGBgbkqC8qKoqKigqZ4+cyxvTz8+Pee+9l48aNMgnk8OHDPPvss2zduhWtVkt0dDSlpaX09/djsVgYN24cBw4ckGadkZGRqNVqamtrsdvtREZGSnNj11hy4sSJskMWEhJCUVER8fHxdHR0SE+pxx9/nNdee43u7m4CAgKk2Co2Nlaad27dupXJkyeza9cuGQfkClR2Rers37+fu+++m6KiIiIjI1m8eDFvvPEG7u7u3HXXXVx//fUkJyezYsUKnn/+eR599FFJ+SgsLESj0TBz5kzOnz+PyWSisLCQqVOn0tnZiaIov8OJkJAQNm/ezNSpU2lvb+fIkSPMmzePkydPsmjRIoQQREdHM2rUKJ555hmmTZvGwYMHcTqdCHHZ1DkiIoKKigoGBwdZtWoVr7zyyu9wwjUFcvGmDx8+zKJFi36HE/v27QP4L3Hiv11U/U8/Ro0aJVpbW+Uo7/jx43zzzTeUlZXxyy+/0N3dzc0338z48eMZPXo0J06c4M4770Sj0ch2pGu+Ojg4yKeffkpmZiaRkZH09fVRV1eHv78/bW1trFmzRioVXnnlFbKzs/n1119ZsWIFL730EkIIkpKSuP766zl58iTvv/8+kydPlgnjAM888wxffvklYWFhNDc3s3nzZqZPn45Wq2XWrFnU1NRQUFDwO+XHyMgIRUVFaDQaoqOjZYE1bdo0+brx8fHs2bOHL7/8kocffhi47E01depUDh48yIMPPsinn35KZ2enNCYbHh5m1apVbN68mdLSUqKiopgzZw5ffPEFvr6+LFy4kOeee06Sxe12OwUFBajVaux2O0888QR//etfpbP7smXLuOWWWwgODiY8PFwGXQYHB3Pbbbexfv16AI4dO8aUKVOw2WyUl5fj7+/P8PAw48ePp6SkhKKiIvz8/CRXzWq1UlJSwpo1a3jvvffw9PTk448/Jj09HY1GQ1FREaNGjZLE0UuXLhEVFcXg4CBmsxlvb28SExPZtWsXfn5+UoV566238vzzz5OYmMjIyAgFBQVYrVba2tp48skn+eWXX/jyyy/l6HLWrFm89tprJCQkUFpaymOPPcayZctIS0tjz549pKWl0d/fXyOECPu/vQ7+8ZE5KlPomn8gvPkYY9ZNoe79F6mvS+fN0km4//g9/d3DcPOt/GnMOZy5Y6g81sSOO74Ggzufqm7m4KtH0bS18peqWXx0xZdc/dE8ctOGeTh5E5+3PUBWwyscsj6Mqr2NPU8fQOV04jx7nnuP38oLyX9j1Y5gXlrhxr3Px/GrahLPpG1k6OrVKKePc+umXO4bfRTHCAx35BMxXELI2mc4/E09hIYS3vINq366krdn/MB5MZpXFu7nl3I3CreVc0D7J5wqNW1t4Eczm4siMGgcPBT/AQMDwVRqkvlu8pvcvSuRUIpJT/VgybYn+eILHcVPrKTEHolepyZnYjhtB3fhO3Em5oa9nCj1ptuQg6nvKD3DGnKevIPzm+spKxohKk7Nxrk7+OmTAYZ9rJzqSkTx9SGz8UdO264kvv8gtdXFnBy4jlB+450Vw/z1/RH2d1pp85vDjQ96c/d9albbVuIeFMuhMkGUco6+gGv+f8S9d3hbVbq+fatLlqtsSW5yL3GLk9iJ03vvldACoQ29DAw9hBqGoXcYmKF3hoEhkF4hzekJSZy417hJ7kV9fX/AXh8558zp54euKxfEimSVvfbz7nc97/1QuDqXHU9+Rk5kC432SzC4e3g696/ctzGZM7aryPV+jXfCasbXrqP0pxBi4nW0nE8n/4E5nNrYTPlPXlY9MQT1K8+gt/ex9N2beLLwj3jMWh4+uZZbc/cTGtjDgGUuf/5pHGlxfczV/hl1iBF/2AhGFfSzb8sgqpgYEuIqaGnL4NUR73HzxnkUZrogGKT03ACa6GH0dVfzwX19fLwhiss+XcK8nGqSs7QMa/+WnvABmkJWEFv1Pg/dZUf/h7u4trCUF7fnsSC/ngOeufVCtPyma8JsNguFP7Rq1SqeffZZOjo6KCsr45tvvrlAJ4YPH87x48dZtWqVBGA+99xzdHR0UFVVxYIFC3j33XcpKioiNTWV1tZWenp6iI+Pp62tjUcffRS/38+xY8coLS2loKCALVu2SJ0IBALExcVx4403YjAYuO666ygoKAB+9vV4vV6eeOIJPv30U4QQ5Ofn8/bbbzNu3DhUKhWLFy+mqqqK7777TgKlFZ04efIker1e5s2q1WomTJjAtm3bAMjLy2PLli188skn3H333ReE1YeEhMhge8XPpIAv16xZwzfffENVVRXp6enMmzePTz75RCZ32Gw2nE4nMTEx/0on4uPjueKKK3j66aeJj4/nlltu4cYbb8Rms12gE2vWrEGn0/Hwww/LKX0la1GhyXs8HkJCQrj88st5+umniYmJobOzk7vvvpvNmzdz+vTpC3TinXfeoaioiPj4eH73u9/x1ltv0dLSQmxsLMeOHZPEc5PJdIFOKINZHR0dFBYWsmPHDtLT0xFCcPr06X+lE++99x4lJSUkJSXR2dmJwWAgOjqac+fO/dd14j/bfv2/+uNwOER4eLhwOBxi5cqVoqmpSaxYsUIkJyeLxYsXi/DwcMnUULgXZrNZWCwWyc1ISEgQTz75pGzNaTQaERkZKXJzcyXrSOF5OBwOERsbK7RarVCpVCIsLExER0eLqKgoUVBQIJYsWSIcDoeIjIwUa9eulayj2NhYAYjs7GzZBpw/f74YOnSo0Ol0kut04sQJMWLECKHRaCS3RKVSiaioKBEfHy9ZVuHh4WLIkCHy9SUmJoqEhASxZMkSERERIcLDwyWTZdasWZJ9pbBYrFarMBgMwmAwiNDQUFFYWCjfk9VqFZGRkWLJkiVi2LBhYvjw4WLx4sXCZDKJ+fPnC61WK0wmkzAajSIyMlJoNBqh0WhEUlKSePDBB8XQoUNFSEiI0Ov1Yv78+fLzKigoEAsWLBBms1nMnj1bclGUz9BgMAiHwyGMRqPIzc0VcXFxQqvViqioKBEVFSVWrFghhg8fLoYOHSo0Go2Ii4sTFRUV4qKLLhJqtVqcOHFCaLVaUVNTIwoKCoTD4RBLly6Vr9nhcEimlVqtFgUFBSI0NFRERkYKQOTm5oqQkBARHx8vWWaJiYlCrVYLtVotVCqVeOCBB0RsbKzIz88XKpVKPPfccyIxMVEUFBSIkJAQATh/6zUxwpEkHo26V1zu2CEeuWinaKhxiStWDoi/pF0tOhdcKh6OvFtclrBDFIWXieJCj3hB/XuxJXyCSI10iuXWHaIkYqeYkbhTXHKRR8w2fi4u178iRuqOiFXhb4mn8t8SUbSKRLNTzDR+ITYUXi0uCf1GPB/7qLhY84W4TP+KSDI1iceiHxOWSL94tvCvon3RalEUVy9mRn0rLp7fJTbpR4lL4reJS0L+Lp433S0uHbpNjNF8KxxUikvmucT3I34nNHjEND4WKYZG0XCsSZQU9opVhlfEc9wuHkl8XKzR3i6WRr4lNjgWipS4HjE97B9iZsQ/xHLd12KM/jtRFF0pLrZvE48kPyGeXbRZjDL/JC4Le1uMVB8UMw2fi/tyXxORuMQlcdtF3ZAZQqcNiKW2bWKm7lMx2/C52Bg2UTxS+Lq4XP+yKOHvYk3Y3WJ18p9Fe+540X/RleLxEW+I5sXXijHGTWLd7G/FKsPLYo35LrHRNE6MUpWKYtUh8VD84+LxqHtE+4kG8VzhW8Ji7BV/NKwRL878SnTbM8TD+tvE5XEfi2fWusQY7XrROusysSViorhy2EbxUuh94rvYeWK28QuxwrpdmA2DYlnWcbEy/DsxTLNV1KdPErMt34pLVwyKh4f/WbyQ95LYZigWz8U8JJor6sUrK7aLVE2tqL33GZFmPi9cNd3i2dgnxZjhfcK1/BrRO2+leEl7p0hK8InkJL+4LG6b6CRCdNoyxcz47WKO8S2xSv28eC7rJbExfLIYHVcj2u15IirSL4bb68Qq9cNiFP8QkbhE3Ykm8ULc4+KRvBfFoNok3ni2V4xMqBcPDX1NrA2/V0Dab74moqKiRGRkpHA4HOL555+X20T/lk4ojCJFBxYuXCjCw8NFXFycWLlypTxvKvdbLBahUqlEdHS0MJlMYuHChSIqKkrExsYKvV4vDAbDBTphtVrFwoULhcPhEFFRUWLt2rVCq9VK9pGyfajoREFBgXjiiSfk300mkzh27JgYMWKE/JmiL4rdRTm3KcwsrVYr4uLihMPhkDqh/Fyv14uoqCipd4mJifL3/1on1Gq11AlFAxwOh8jLy5PnZkUnFG6U0WgUNptNGI1GodVq5Xn1xIkTUid0Op3Izc0VZrNZsiYffvhhodPpxKxZs6SlRfkMld+dkJAg8vLy5NZoenq6sFgsF+gEIBISEkRNTY0oKioSRqNR3H///SIkJETU1NRIjtWyZcsu0InIyEgRFxcnWVSxsbHCZDJJxti/1AnFaqTRaKQWxcXFXaATCgPxP9KJ37yoSkpKEs8995xoamoSDodDqNVq8fjjj4uGhgYBSLik2WwWGo1GxMfHixUrVognnnhCABI81t7eLp9j4cKFYvjw4WLRokVi6NChYunSpeKpp56S3qXY2FhRUFAgAWmAsFqt4sEHH5QAsZkzZ0ooWUREhARZAuLhhx8WFotFLpi8vDyRkJAg5s2bJ+GVubm5wuFwiLVr18qF8Oyzz4qlS5eKsLAwedDef//9EoBms9lEeHi4KCwsFOvWrRPLly+Xi2vx4sXC4XCIRYsWiYKCArFs2TKxbNky8cwzz4gXX3xRdHZ2itbWVjFs2DCRkJAg1qxZIwDx2GOPiYSEBBEXFyfMZrOEt9ntdgkzi42NFYsWLRL33nuvLE7WrVsnFi9eLPR6vYTJKX8ee+wxodPpRGRkpHj88cfFokWLRFJSksjPzxfDhw8Xa9asEWq1Wqxbt04MGTJEQkSXLFkigXF2u12oVCqh0+nE/Pnzhd1uFxaLRdx///3CYDCIxMREYbVaxfz584VarRbz588XhYWF4tFHH5V75QaDQYSEhIjHHntMPProoxJ+arfbxbJlyyR0b82aNSIhIUEuKkCEh4eLp59+Wjz++OPyxPbLf32//ZooEoPPvSo6m/rFxXHbxRxeFg01/aK3uVMkUSmK7XXixZB7xUrzP8RFmi/FpfHbxaXL3eLFJ/vFZbwnLuIzsTJ+p+huHxSdzf1iVdJO0b7wKnFF0Xbx4uIt4rKinaJz6VXi2Sf6RWJImwjV9Inh9noxfKhPjCh0i2lh34okqsSy2B9E55o/iVmGz4WDKvHM7O9FEmfFJfO6xMVxO8TDutvE5YVbhINK8cKjnaIzOk1cyVPi0oJjYmn+GXFxwk5x0bweMYbPxWWxH4vORavEqqTtovfhp8VliTvEJQm7xCtPdYsNix8XI8NOi6bZV4koWsQ3a78XVxjXidG678RF9u2iyHxaXDZ8h9jy7EaxdenD4uKCn8T08G/FivxT4rLhO8UVRdtE06LrxNZlj4hHlm8T3U+/Lt54oV/0dw6K7oZOkaRvEs+v6xftj74iUqgSLz7aKS6O3yWKYuvFCPMZcVfiY+IF+yPisvhPRDKVYsX8PrE1YY54ZclG8eycDUJFt7i0YJt4ep1bbF30gLjS+IS4LH67uCRuu7gs/lNxeeLn4rlHu0UxpSIpflB8//wu8fLiTeLKpE9Fe/4EcUXRdvHNE9vELPVH4pm1XeL52CfFGH4QrnOtonv5VaI4tk7MVH8kRlhrxFA2i5sNt4oX538nnrc9Ju6O/INoePAlkaRrFJeGfSM2DLtGPLJ4kyjhgHhlwUZxUWGZaH/0VbF5+FXCoWkQiXEesSJ2t3A98arofuJFsSrybTFqaK/YGD9PXLasXyzLPyOKw8+K9jXPipUJO8UIc5mYxcvCQbW4PPIv4o2nOkXnYy+KEZpjYhR7xCWaz0QYKb/5mnA4HOK5554Tzc3NwuFwCEDU1NSI5ubmf6oTy5YtE+vWrZPnZEUnlOdQdGLo0KFi8eLFYvny5eKJJ54QYWFhQqfTCbvdLoYOHSrPNYCIiYkRc+fOlecMRScWLFggfaqKTqxdu1ZoNBqhUqnkOf6hhx4S8+fPl5qjnDsffPBBoVarxaJFi0Rzc7MYMWKECA0NFffdd58AxD333CM0Go2ESStw0pqaGrFixQp5js7Pz5eeKuU9LVu2TPzpT3+SOtHQ0CB0Op148sknxSOPPCIA8fjjj4vExERZiKjVankBCoiFCxeK2NhYsXjxYqldeXl5Yt26dWLRokUSqKlSqcSaNWtEYmKifO7ExETx5JNPyvcaGxsrli1bJj+fhx9+WFitVgGIc+fOieXLl0ud4BcgqNJUycnJERaLRTzwwAPCYDCI8PBwkZ+fLxYsWCDUarWYN2+eKCwslLBtpdiOjY0V69atE4899pjUCZvNJpYtWyby8vJEeHi4eOihh+T7/5c6sXbtWvmzX777f1pU/ebbf9HR0SI5ORmXy0VERATV1dXodDoeeOABHnvsMbxer+SHBAIBwsLCSEhIIDk5mQ0bNsjRWbVazcMPP8yHH34ot8KUVmdzczN6vZ5gMEhPT4/MEIyMjESInxO3lTDkuLg4+vr6mDBhgmxZKqnnERERCCEYN24cP/zwA319fQwZMgSVSkVzc7MM/zUYDDJTSsH3jxw5koaGBjweD7W1tRIot3DhQqqrq6muriYlJYWzZ89itVpla7Wmpob29nZKSkrYunUrYWFh9Pb2yj32iy++mC+++IK2tjZGjx5NZWUlra2tlJSUsGXLFjweDwaDAY/Hg81mk1uSSttXSSc3mUwMHz6cb7/9lrCwMMkU0el0CCEYOXIkR44coaenhxkzZvDVV1/JyKDa2lqmTp1KZWUlHR0dWK1Wzp07R1RUFIFAgP7+fsLDw+nu7pavX0EdJCYmUllZKSc+tFotXV1d0gNlNpsJBALSaxYaGipjdpTvMSsrSya2K2PUCv+st7cXs9lMbGysjHtobW0lPz9fhokqMRbh4eE0Nzf/pwKV/2/XRLF4MOkGXnJdTUlUGcbqDZz0jWRH7ShuS/kr7fok7gg+z1rVm6QFKxgTfpJP4+/jypSdXPr95dwcfIgf9SuZZNmFGLeE0d5d7NkygD7TjPdcH9WZM9nSPIxZum2E9x7nYGAWI33f0qXPI5ieibMtwMiurRzSjuWO3ic4FldMWe9wrphSR/v676mKX0olmXznncF87WZSVTVMG+fl0h9vYF9/HPuzrmADq7mk5VmOWOdzccWtvGpZy+eWh/nUOYMru17mOsvfKCoRHKvX4nZHs68mjjv71/FRyHVkZwYI+AJ0dTkpslax43QiEXY9X0WvQZ2RzjWV97O3PZPR0ZV0d7Rg663Ca85AbbOhUcNbl+7md59NhvY23hr9PpP2PIGwx3Fl6i72/cOJVtPKmahFWLpK6bSUMCfmO2wdHey3Lsbf2sFBzVgODubze9MbiGgrqtO7qDLl0hw+gSOePO7SrqVYXYt/VAkvbC0kXnuGy6Z4CfxjE8/HPY01xk9e/ceMmurg8sonWNnxKB2WEjKrP2YPS/i9+Q2u636ZG3N3klr5EZvMN5HVtxkyM/n+bDGPpKzhWLUVjzuNCQlbeC/wKFEDJ5jTs5XDoblo1GqK/FUEMjJ5pOZqMkPPM0v1Lptb5+HT9OHS5XPP3JNoCPLjxl5qVJk8HLiBRyI+IlJbA93dLAj7CawxfNg2hxzVRrzdcajSUhmbdp7aTd/zhfcPXGV+HWtYKPed/6unT9T8pmvCbDaL7Oxs1Go1LS0t+P1+enp6qK6uJikpCZPJhNfrxWAwyODjmTNnIoTgq6++wmw2y22ysWPH4vP52Lp1K2lpaZw5c4YFCxawb98+ef7RaDT09fVhNptJS0ujvb0dl8slET1RUVF4vV4mTZrE999/T2xsLEIIyRFUdGL9+vVERUXJDD5FeMvKyrBarURFRUlmlVarZdq0aRgMBgkjVkLt09PT5QR8dHS01InY2FiSkpKorq7G6XTKCb6enh4ZKqzRaGQQfWlpKSUlJezfv19qzLfffithnk6nE5vNhs/nw+Fw4Pf7qampISMjg4aGBsl7OnnyJOHh4YSHh0tUghIN09nZSU9PD1OmTOHbb78lISGBmJgYqRPl5eVy2tvtduP1ejGZTPT09JCdnU1FRYXUCYUzpYRca7VaIiIiZF7wwMDABXmLERERDAwMEBoaihBCbn8aDAZmz54NwIYNG9BoNPT29srtQ6UOUhA+Sq2g+JLXr19PIBCQMUX/HnrnNyeqA7S2tiLEz4GY06dPl8bi8PBwjEYjGRkZCCHweDwS6FlVVUVkZCSRkZEyaDIQCJCUlITX66W1tZX+/n7Onj1Lb2+vpNGGhYVJCGVLS4s0BipfAvwc4njy5Elmz56NEEIKeEtLC9HR0fj9fnp7e7FYLCxatIjU1FSsViu1tbXMmTOHqVOnSuO56pfA5TFjxpCUlERdXZ2kvqtUKioqKjh79iyhoaFcfPHFGAwG+vr6aGpqorS0lOrqavr7+6msrKSvrw+3201/f7/MDNy7d6/MrVPGSxWuilKkKPyRmJgYKioqZMFhtVrp6enB6XTS2dlJQ0MDa9askVwpJdj411V4eHg4wWBQsk8UqnsgEKC+vp7u7m5aW1tlaOXg4CAOh4OYmBj5vjUaDQsXLlTItFgsFtxuNxaLRRa0arVamv/DwsKora3FbDbT29tLf3+/NJoqsDgF0Kd8Rj09PYwcOZLU1FRJsler1cTGxkrzZk1NjXxdM2bMkDT43/oWKno52JqOSgTQEqAkvZ1G02i8Xi8jo3uIVql4L/U12tR2DgaK8Ao1GW0/4q+u4fqoz9ljWIkqMhJ/VC4i4OOigrOU+opIad0Pbg+W8u+4se9PZIhKZhuPMVe9mR5vEpcO/JUhld+RO7gFVVgo6ogwDjCSVFUVmREtHDxmoDL/OkZ07wQR5E7PnUS170EXE8FS36fkd/7AR1G3cuNiH1npQUSMhTGuf6BZez+2WBU3tj/KYFDDm+obKI6uQFdSzLAEL90NVajx87HqMjJEOdrWE5iatjJGvZ+YpSsQIcnYe6vZ2x7N0wcyUVeWk9u3EW1VOfa+KpIGznKwL4+OmkrU1ft4e186xf49EAji9Qa5PPgOmrYmDgSLGWk4yXBtC1o1zImqJDu6g8aKLvZFLSCTvYyMOYutp4LLO9YS7OxG7WrnuRMXEeHrIDbYxHOd81G7W/EGBEERJEe9n8jwIJeJjwmazIxr+Qqrax8+fzTp/r3Mrn4da2810R0HaPdEoPK4+XRwOQMzFxP0B9ksriBNVKLRqHh6zlFGD35Njykad8QoNjOVYHQM7f1GZo/X4sVIjS+JZFGNLzSEA5U2IsODtPcZODxQyNLA5+h9JrSRoewPlrAnUILO18CK3rd52X09qT3HiSkeSXRqGgfEGFYl7yNbU8XYsYKRqefRuU7hrq6nIXIxGoOO8KnT8Iwcjec/RRn5v78pQGeAsWPHSlO61WoFkJ4ZRSeqqqqorq4mNjYWjUZDWFiYvNAbNmwYPp+P1tZWfD4fpaWlkkGlXLgpwqqwrxRmoN/vl37P+vp6Zs+eLYuE/v5+CRhWwoJHjhxJUVGRhE67XC7uvfde6flRCqfk5GS0Wi0FBQW0trYSGhoqz+Xt7e0St6PohNPpZHBwkNLSUs6cOQNATU0NPT099Pf309vbS01NDVVVVZw7d06+J4/HgxCCtrY2hBAYjUZ0Oh0ajUbqhDKMpRDkW1pa5IBVZ2cnp0+flp/z4OCgLDhTUlJkUofql4zWlpYWqRN+v5+KigpZnHZ0dODxeOjv72fq1Kk/d3p+pRNXX301TU1NjBo1CkBmzfb39zN+/HipEUrDxel0Sp3o6ekhGAzi9XqJiIi4IP+1r69P6obNZpO5uQrYdMyYMaSmptLR0SFzIXU6HTNnzqSoqAj+HaTCb96pcjgcoqenR4I78/PzOX/+PC0tLcTHx7N69Wo2bdpEY2MjkZGRtLa2yliYqKgohg0bxo4dO1CpVAwMDMhphuLiYo4fPy6J4b29vSgdsZtuuomvvvoKj8cjoWculwuTycTEiRM5duwYbrebkJAQSYSNi4uTXBKFu2Q0GuUkiRLrYjKZJKFciUwBJHkckCwVm80mO1RqtVqGP6elpbFr1y5CQkLkxKNareaaa65hw4YN1NbWotVqJdtEo9HgdrtldMz58+clHFXhqSgdt2uuuYaXX35ZAlH9fj+jRo3i6NGjuFwuQkJCGDduHNu3byc6OpoRI0awa9cueQUWEhJCZ2cnGo2Gm2++meeff57c3Fzq6+tJSEggPT2dXbt2ceutt/LKK68QHx8vC9yIiAg8Hg/3338/b7zxBiNGjGD69Ons3r1bmvc3bNhAMBhEr9czfvx4GhsbqampwWAw0NbWhslkYsaMGTQ0NJCYmMihQ4fo6urC7XaTkJCAxWLhkksu4ZVXXqG3t5eUlBRZyIaFhckrJpPJRH9/P2lpaRLIV1ZWhsfj+S9P//1v30Y4kkVhz83E9dWjDxkkNnM4i8ue4iHvfE4XPsVDKw/xyBeTWdH8LNkx1dxa+wSLzW9AXy/fhD/BqzG3oa0p50BwBF0eD92mZAZDS7i6eBufHMvl2fDXuavzRlL7T9AXauKRmC28t3Izh76sYYz/r1zUvpm52m1845zAWONhLp9yFNvBA7QHzrNRfT8WTSXDOrewPeNRMoPljOt4mZreCGonr0OvB8PWV3im+wlWGd6iKOocnxruZb97BHdrbmN75xIc+jNEBDspEd/RG57IjMAhhFrDSwPXEpOYTFbTp1hTkrkibR+PHMpirWULpKSwcvdyrMZ+SqIPoKpvJjPFyJgsNTerXue53SN5SXcJagQt3Z14VXEIt4deVRh5Md1093Sjoo9vI17ApupgbO+rOMNnsYrn8f7uRl55NkAMrbjC0xneuYnqaQ8Rd+gFgsAhzwo2jVsH27ZTGF3PTUU/8vVOFZnBw6R6G7gtajPrBhfxPo/y6MS3Uf2wl72OB9A3bCU8OZR1aT+g3bmdgdv+wO+fNrJ0qpNLdzzA78Q9mLKy8DTWkXT3Axx7aysvFm3g88mv49tzgN1lcZhyUyj8bh3dWi8fRTzBnqLbubvuZmqq2wkNCfBZ8woOh+ZzfOrDvHl8MkdXPUPpyxvZJzKoU+VQFnYR2fZKhi4dzak3/8Hr3XfgTc7gmoqVhJpMjA5tYdXYaqZvuYfRIX/jQO840jNieSFwG3/QPUjVGTc17uV958XAb7omLBaL8Hq9DA4OYjabmTlzJlu2bGFgYIBhw4Yxd+5cNm7cKC9mA4GADFfPzMyUOwRKjEpYWBhms5mioiKOHDkiL+p7e3tljMzy5cv5+9//jsfjkcDK8+fPk5CQQFFREUePHpXGa6/XS1dXF9nZ2QghOH/+PD6fj7Fjx9LW1sbZs2flazeZTJhMJjyenzN5+/r6UKvVuN1uwsPD8Xg8OBwO2tvbcbvdpKSkUF1dTVZWFklJSRw+fFjS3Ldu3UpUVBTDhw9n165dpKWlkZGRgUaj4ccff0SlUqFSqWhpaSE0NFT+zpycHCorKwkEAlitVoLBoNxV8fv9FBUVsXv3bnneDAQCcrfC5/MRDAYZO3Ys27dvx2KxEB0dTW1trQysDwkJkYHII0eO5MCBA6SkpFBfX098fDxarRaXy0VhYSF79uxh7Nix/PDDD3g8HnJycqivr+fee+/lmWee4fe//z1Wq5WtW7dSXV3NkCFDWL9+vWwWFBUVUVtbS01NDR6PB7fbLQulEydOcNlll/HKK6/Igjw6OprIyEipDadPnyY3N1ceH6GhoYwdO5atW7dKnVDifmJiYigvL8ftdruEEDH/1rH6m3eqlKo0NzcXlUrF119/zd69e1GpVLjdbl566SW5dXX+/HlJRVdag4cPH2by5MlMmzYNjUYjD5KjR48SCARkQeVwOGTF+frrr9Pc3MyZM2coLi7GZrMxd+5c7rrrLo4cOSJpq1dccYW88klNTZX/39XVxebNm/H5fISGhjJ06FDi4+NxOp3s2LGDe++9V1LYJ0yYQGJiouxuKZAyhfydlpZGZmYmQgi5oOvq6hg/frwEZEZFRdHc3My3335LYmIiXq8XrVYr6bZCCNLT09HpdFRXV8soBZ/Pxw033EBMTAzXXnstAO+//z4Oh4MpU6YQDAbp6+vj2LFjsuJXcPzZ2dmMGTOGMWPGSELtHXfcwb59+1CpVPzwww8899xzREVFyWiZsrIy6urqmDFjBhs3bsRkMnH+/HkmTJjA9OnT6e7uxmQy8dlnnxEMBmloaJCJ7Dt27ODZZ58lOzub2bNnc/vtt9Pc3Mzy5ctJSEigu7ubhx56CIvFIknxtbW1WK1W1Go1QghWr15Ne3s7X375JT09PUyfPh2NRkNSUhJGo5He3l7Wr18v37vb7WbZsmUyQmfGjBnw70Hd/p/dBCq1h4G8HJr8ISz/9iI4theCAT6x38X+dZvxegWfWn/PO40lWFNM+Dra0bvbsUQFeKn9EvZMvh97OvhCTIR4G6mJKUIcOYZNVKDtbEM92EKJo4WI/nq0zfWoXn2eVxoW0lHWhHZ0ManWXj6f+za33WMg4ehnBKIiON8aJHlYKCPFAVos6QiVmmLNYY70JhHqbuG7DeDxgjncjTY/F2uUn6Sug+zfNYj+luvwdjiJywpl0sQgRUnnOe814u7pZbt+NHusc4lJNvOa8yLGT9ZxdeZ+qKqko1fFh0n3oG+o4rbxR9AMnufMGQ9OczRbz4SirTjDa4EbuV33Go26WIqi6/H3ezHSSnJugDhTEyXN6/EB/YNqfii6gw3XfIElcpAXVx9kjxjFzr8cJybVTNq0FIoCe/H6PZQeUuHp66Wv08vf98cQYhIYs5MZN07FNaPLKQnfh8/vYdTDs9Ef2I7F18ixG16i4/sfcKXlolELTGGDNJ124q+qhRkzuf27OURbe3h9Wy4P3usjyhakuUtDeOgg/s8/hYAPY105qy4P4vEFOFAXx7PPCU4MuZiEGSncMmI39xhe5LUl27g0+XvCusoIPngfW6Nn8VX9WG73/gnjO3/mhwn3cN5rwuN18/XVX3N563N8+ZXAOnCS4PTpfKC5jLAYPZeEfM1VvI/25WdJn5ZMpLqNBP9p8hYk8Xv1iyT6y5k0U0cvEb/5mjCbzeh0OmJiYtBoNLz++uscPHiQQCBATEzMBTrR29vL+PHjJaE7Pj6ezs5OJk2aRHp6uhT8mJgYjh49Sk9PDyqVip6eHhwOh4yuef3112lqaqKsrIyRI0dis9lYuHAho0aN4tixY0REREidUHYklJuiE5s2bSI+Pp7U1FQKCgoICQmho6ODnTt3cvvtt+NyuaROpKWl4XQ6CQaDdHV1YbPZmDBhAi6Xi2nTpkmMQk9PD6mpqXJKuq+vj+3btxMSEkJZWRnV1dUEAgHZyY+OjkYIgdvtJi0tDb1eL+PS3G43w4YN48YbbyQiIoJrrrkGlUrFsWPHCA0NZfLkyZKCfuzYMbq7u+nr62Pfvn0YjUapEytWrJCF7F133cX+/fvx+Xxcf/31bN++ncTERLRaLXq9nrNnz+JyubjhhhvYv38/48ePZ+fOndx5553YbDa6uroICQnhiy++ICQkhPXr17Ns2TLq6upwuVzyQn7mzJkUFxej0+m46KKLSEhIkIBTt9tNQ0MDERERfPjhh4wbNw6v14vP52P16tU4nU4aGxuprq5m/vz5dHZ2kpycLKN5Xn75ZaZOnSp1Yvny5cTE/FxDTZ8+HSD0nx2rv3mnymw2i9TUVHp6emQMjXKAOp1Ourq6ZPWoMEJaW1u54YYbeOGFF2TXxGw2S7aHVqvFaDTS39/P2rVreeGFF2htbcVkMhEMBhkYGMBqtcrgx6qqKtnqjIyMZGBggN/97nc8//zz+P1+5s+fz969e5k0aRI7d+5Ep9PJ5zcYDMTFxXHmzBlmzpzJ3r17CQaDmEwmrFarHJFVgiynTJnCtm3b5FVJeno6mZmZbNq0SW41xsXFAXD99dfz5ZdfotPpcLvdcq9aCftsampi5syZvPTSS7J4qK6uJiMjg7KyMkJCQmTUjdLReuCBB3jmmWfkVpsSollVVcXYsWPZsmWLDFlWCjW/34/D4eCHH34Afg5fVq72BgcHEULIbpvL5ZLjqlFRUZw7d05+Hsr2q3LVFx0djd1u58iRI3IbNzo6moqKCvr6+oiMjKSnp4eEhASuv/56nnvuOdltbGxslK1rJWJHiRlITEyULfWmpibpsygoKMDlctHQ0EBhYSHLly/nkUcekVcwkZGRdHV1/eaeqiJzqHg8YwWfOy9lmeUTfmi04hqIJ29qgG3b4rH5T3NEPZ2Q0LifWVW2KrLbvuHkNe/y5AuRFPf9hQHimBJ3Ek20Bb/TxY6BFawOe5bBTiumRx7i3RdczGx7ln5VgDX+T7jM+DYzPAfIzXfysfYedlcloPG5Gckh8qKPY+vtx37raNY8EcF80wYSMjP4pGsRacUWDFveYal5I7fpviS+bz8jzT+QZbWy/oyFSelOvmvNZ4Z5L9X+ZHKjB/jHKSvp6hp0hgGKNMfxTV7NF5uhw2dgmE2NUdeKGLeIVfsv4tPOCVw8+CWlcQvwoeKO6yM4+LdjlLYnc/uoKo4fcbKzZyhbwm5lZXEZ3Q3VjFgQi+rp5/kbFxOfGkBbXk4gM4OztVA3MI4h/IDWZiGh7TBHGcXNT9j446M+pliP09BnY7iphUOxS7m0/CaCoWG80Xslo/VHsAnBQHoWJ/WZ+LzRXBz/OV9tjSY9pIlhxnPcNvgOL/lW8HX4ai4ZfBdfShpfqi7i8o7X+CB6HaKznLKBYvTOk9SbxnJF+Bsc7c/HGjKAs1PLfONXqMLyqLbHUXW0l83am7gx4SXSIiNpq67iXN8ousP1jOj/ke2221h2vYWfXtxJsaOJwx1R+Bp9XKl5mccD92MPaaI/IotOVQ7Tzv+JpoTxFPrOMqDXUt4YghMNw8wNNEXOZbz2Y/7adDM5BS6y5pfw4x8/pd0/DCulBEOT2Nt352/uqTIYDCInJ4f29na5beZ0Ohk7dix79+6VnfrQ0FC5bWaxWFixYgVPPvkkbrcbjUaD1WrFbrfT2tqK2+2W5/GHHnqIJ554gv7+ftmdUJAwQ4YMwWAwUFlZyeDgoIzv2r17N/Hx8VRUVKDT6cjOzsblcjFy5Ei2b99+gU54vV6ys7OpqqoiKSmJpqYmQkJCLuD5ATLDNjU1le+++w6AhIQENBoNo0ePZu/evdICERcXRzAYZNSoUWg0GkpLSxk5ciSlpaUX6ERjYyN2u53du3ej1WpxOBzU19eTnJxMbW0tHo8Hr9dLfHw858+fR61WM3fuXH788UfMZrPM4NPpdJw7d076nRTvmIJPSE1NpaysTJ6b9Xo9fr+fwcFBYmJi6OrqumBXRq/XExERQUdHh9yJMhqNsqPncrnwer0MHz6c9vZ2GhoaMBqNMp+woqICt9tNaGio1Aml82U2m+U2rcKlNBqNMl+wsbFR2oZUKhVtbW0Eg0EMBgNWq5VAIEB7ezs5OTksX76chx9+WIYs/4Kq6BdC/JuF1f9Kp0qlUi1XqVQvqlSqq1UqlfZf3Pf9v/dYg8FAQ0MDLpeL8+fPc+edd8oDODExkYiICIYMGUJycjIxMTEkJyfT39/PP/7xD8aPH09MTAyBQIBAIMDx48clsyI+Pl52rgCZsD116lQSExOJi4uTMM5JkyZhNpvRaDSUlJQwYcIEvvjiC6ZMmYLBYECn0+FwOOQXEwgEGDt2LHfccYe8T2l53nLLLYwfP56BgQGSkpIAZCq2Am9TCtmJEydKU9yaNWsIDw8nPz+fkSNH0tvby/Hjx2W4cl9fH6NGjSIzMxOLxSIjd95//318Ph89PT3U1tYSExMju1QJCQnSIB4XFye3E5UtScVvlJqaikaj4eDBg6xZs4b09HR5Ylq8eDEADQ0Nks/i9XoJCQkhLi5OdteUvXZl7/u6667D5XIBkJ2dLY3nPT09zJw5k9zcXEaPHs2GDRtkKPQNN9wAQFJSklyocXFxREREyJif9vZ2iouLSUhIoKCgQG77Kvv4iuFeq9VSVFTE0KFD8fl8qNVqrrjiCm666Sby8/Npa2vjxIkTxMTEyOgInU4H4PtfWBL/ozXhNMSzqcHKJa6H2NdkIOnW2/mTdy2VO8oJnzEVTZSFy3Mq2e24nGtj36c0ZSUbBvNo2/AP7pm4m6Vh27lC8xZaEUDXeIxenZYVhi+pso9mk3YcF/veJ1NVSoPaTmdoArcX7CY0u4AX7evY0DuE15Kf4s7JhzhinMCe4FiCJRPwTZzIwY9LWZpRTqVhCLnqA1xcXMYYdpMecYpvvKM4OuYW/nZHGUKr4ZKkvdhNjZw15/JpaQl/KD5FpOcnjiZfRDjn0Zi8hIpazmmSyW/8nFWGd8jhOEXXD8c2cJyXh71L9e0fkm5poip3FVHFY/ipL54XjufzfWc6moEGXjGs5kzJH9iY+gSboy6msP4jelpb+eGdvfzdPw4Gamhu7KLBloeu4QS2wZP4MjPYpb+YNO9etljuID/yNAaTilGmHxkgSHQq9BrUjEht4avgRLb68/nz/gnYM1IRYeF8zFU8Pb8MtdrJiVYDVlUVN9p28bVvDCE2A98YppHatYUPHc+xsTONjK6NVI28kb+I6/jz9Y3MG3yNcZH7GTlBT2+3ixEhJ4n0nGTaHAv1WdPRjBnDmo2rCEkYwePWl0n63S1cw3uIlFR+tC3m/YQX2RJzOynWWgZOH+ZNbmCY6yteHrWZH2Iv4ePct7hU9RcSPMcZN/gFSaGdHDcOJ6/YxkljLr8vKmNUnoFYamiOzKK4RHD5vqdJz9aS7vwOz5nDhEdncaV9M0Pie8gJP0UkLb/5mtBoNFRVVdHS0oLT6WTXrl2o1Wq2b9/OtGnTiIyMlDphtVqJjo6mu7tbQiMNBgOBQACVSkVVVZXMy1N0wu/3MzAwgFqtJi0tjaFDhzJkyBDi4+OljUDxekZERDBu3DgmTZpEc3Oz1IlgMEhRUZGEkCo6cdttt6HValm0aJEU7tLSUoqLi+nv75c6odhNOjs7aWxslO/9xhtvpKuri+HDh/OHP/yBsLAwqRN9fX0cPnxYWkF0Oh2jR4++QCdaW1v54YcfGBgYoLu7m9raWqZPn05NTY0cGgoPD6e9vZ24uDjMZjNjx46V8MyoqCiMRiMpKSnSo7Rv3z6pEzabjcTERIQQ0uCvZBnabDaMRiNNTU0X6MTo0aOJjIwkIyMDv99PWFgYJSUluFwumXU7c+ZMhg0bRmZmJgcPHsThcBAeHs7NN98sL+TtdjsJCQnExcURHh5OU1OTHEpTfFGFhYX4/X76+vpkhqLyfuLi4oiOjmb27NlyAKG4uJiDBw+SnZ0tdUIZHrPb7UoU0D/vRv1PR12BW/g5x+ktoAwoBSy/ur/n33u8xWIRCQkJclxVQRzMmjVLsiiSk5Pl/UajUSxcuFAsWrRIhISEiAULFshRx1mzZomEhASh0+nEuXPnhMFgEPPmzROJiYlCq9WKxYsXC5VKJZYuXSocDocoKysTarX6glH7xYsXC6PRKE6cOCHUarWw2+0iKipKmEwmERsbK+Lj48XSpUtFTU2NSE1NFXFxcZLncejQIcmnmj9/vhwJNRgMYtGiRRIpoFarJYPKbreL2NhYkZSUJBYtWiR0Op1YuHChMBqNYunSpaKqqkoYjUZx7tw5cdFFFwmHwyEsFouIjY0VDodDnDt3Tr6G+Ph4cfr0aWEymcS8efOE0WiU7wsQdrtdNDU1CZPJJFQqlXA4HMJqtYqlS5eKxMREMWfOHIl24Bfml8PhEAaDQY7RAmLKlCkCEMeOHRN6vV7ExcWJpKQkUVdXJ5YtWybUarVYvHjxv3qczWYTBoNBrFy5UvLALrnkEpGYmCgWLVokUlJS5OcHiKioKKFSqYRKpbrgeRYtWiTi4+NFYmKiHDGeOXOmUKlUIjY2VqxYsUJ+JhaLRWi1WpGQkCAWLVokR6EdDodYsGCBPN6UMW3A/VuviRFR0eJi6xbRiUF0xqSIK0yfi350ou5QrTCbA6KhZlAkO3zCRZTotGWKeM150bDgWnHxoh5hMASEKyZD9KMRl2s/Fq1RGeLShV3iIs0XwnWuWSQbGkXnvMtESoJHrOBzcXn8NtFtzxSXLnOL5CS/6DzXIAYximR9o2giTIBXXLR4UFxm+EI0nWgQZnW/iIsZFA3YhSPeJy6O2yk647PFqqVdoqHGJ1JTAmKlbZvoxiAc6nqxZE6f0GgCohWLWDGvW1hpFuARCZp64Vp0uehcvEp4bAmik1Chp0ukOHxiJZ+IK5K2C8+Ky0TvkkvFoD5cdM+/VJj0HrFssVd0VzWJQV2I8FTUit7lq0Vqsk/0WpJEpz1LrErcKprPtYrl1u3CQYWIt/WLyxb3CJc9SzTMu0pAQKjpFytVn4skqkW3NVX0NnWKJE29WMbnIjl+UDRHDREXLfGIS+J3iNrZ14pQukVnZIpwESo06oBYkbhH6LU+UT3zWnE5fxG96MXSGS4BAVF/olX0qs3iIvtOcUn8TtFe1yl8Sy8SAdTCs2SluJR3RV1pk4CAWMxn4uK47eIy7adi1Uq3aF1yrfAkpokrLvGKSxJ3iRWxO0Vqkk80Ey5W8KGAgGiwDBVx6vNChU8sntErBtGKQXSidcE1P3/381YJDyrRP3eRqJ97rQih/2fMwjK/uDh2h/CgE722NJEdeMMGAAClZklEQVRIrUiKGxSXJWwXvfFZIpFqcVnCdrForlukGs+LVqwiOWFQGOgWQ1D/5mtCWefKeSk6OloA4tChQ/9KJ5Q4l9OnT4slS5YIs9ksR/a1Wq2IiYmRuBhFJ+bOnSscDofQaDQiISFBYlmUc6xarb7gfLp06dJ/pRP8EmuSkJAgdUKJz1LOO4mJiWLevHnyPLdw4UKpE/wSW7NkyRKRmJgof6aw9pKSksSKFSvEkiVLLtCJZcuWibq6OmE0GkVFRYVYvny5SEpKukAnFixYIBYuXCiRQkuXLhVxcXES76B8rvyCeli5cqWIjY0VGo1G8g2XL18uHA7Hv9KJX3OnlOgxfoWbOHHixL/SicWLFwudTif1W4l9U16fwWAQK1asEHa7XaxYsUJcdtllEg2kfM/KH4UzprDGlOdQPh/lPS5YsEDMmTNHIn0U3eGXCByFNabgKX6tE8r3p9Qq/F9yqoCzQOEv/68F/gwcVxYM/0GWmiKMyoH6yCOPiMTERFlkPPPMM8Jutwuj0SgKCgoE/JyjpBQyzz77rCgsLJRfML8wSex2+wU/02q1YsGCBSIyMlLypEJDQ2VRpdVqhUajEWvXrpXwzfvvv1+YzWah1+tlHpDCq1CpVOLxxx+Xi0kpzP7whz+IsLAwERYWJg9Qs9ksCgsLJRgzLy9P5Ofni4yMjAsYKkVFRWLYsGGy6FFeowIgy8/Plwtbr9df8G+Uk4Zy3x//+EexaNEiYbPZRExMjMjJyRGJiYliyZIlIiQkRISFhQm73S40Go2EwUVGRopz587Jz1k5EAGh0WhEfn6+yM/PF2q1WkRHR4uhQ4eKgoICodPpJERN+W6UhRcaGip0Op3QaDQiLy9PFBQUiMcff1yEhISIoUOHiu7ubjF//nxhMpkkJ2v69OkiJiZGxMfHi9zc3Asy+1QqlQgPD5evLT8/X4SHh8vXVFBQcEFulHJiiImJEYB44IEHLuCE5eTkiOHDh8vML8D1W68JR+IIYdD5hEXlFJct6RGux18TYyJPi5IRA6Jpyc2i90+viRHxTcJi6BXFBYMCfCIptF3UEyGSwlzitQXfizcKXhEXqz8XKVSKYeqjIkQzIFpt+aLYViu6MYiVqs/FpdrPRfuC1eL1sLuFK2+CeEb1B9FvjhGDKpMoDisTr3CLiFefF60Pvyouj/hGvBZ+t2i6/3kRq2oWFkO3iAgPiOEcEq8/1ioe5w9CrQ6Ip5/0iZHx9eJVrhNJVIlWQoXrdLN4PfxeER7qE+ATs8L3iOQIl3AVThYpiR5xuf5zMZhXJJ6JeUy4jPHiTc1NYtAcLfoTMkVJkUeMHjYgukNixVK+FBbaxAuhD4g3cl8Qr3CdeD30bvHH3D+LS3lXRBu6xBPcJ1JUNSIi1CsWxuwQDqpEE1EizVAvuh99TjyR/65YZv9BvDT0TbEy/6QYjE8Try7bKhxhHSIpvEMMi20UDiqEQRcQhXkeYYn0ieaKXvFq/iviEt4TOgZF04LrRSxNQqfxiaX27WJVwVHxAjeLx6P/JLqXXyVeGfqmMBoCIj7WJ6IjfeJF8/3iLa4Wr8xbL5KoFC/GrhPx5o6fGWP5x0Xn0Ami/bHXhTkkIFxDJwtP96B4YcFmkUSdeHTNgAihWzw963sx1HZeXDb0hFief0o8mPmuUDEgVvKhGEmpiIr0CRvN4rmhb4m3C18WnfYsYdb0i4ctT4on8t8RxcN9IlHdKF7jWvFq7KPCoWsSz3Kr6EcnBquaRHJEh6iec6MAj3h0yHti1bDjorXBI5IiOgWk/eZrQgE06vV6kZ+fL5qbm0VkZKQoLi4WS5YskTphMBiETqe7QHTnzJkjli1bJgoKCqQ4KjBgu90uz90K2HnevHkiMjJSnvPDwsIuuPgOCQkRixcvFmFhYSIpKUncf//9Qq1WC71eL8xms4Cf+YDK7x86dKiYNWvWBa/p9OnTIiIi4gKdUM6JCmdr4cKF8ucajUaYzWaRkJBwgU4ory8sLEzyscLCwkRubu4FhRL8zPL6tSYajUbxxBNPiLy8PGG320VBQYHMh1UKkV+fK3U6nSgoKBCRkZGioqLiAp3IycmRBaACV+aXC+Ply5dLSHZsbKyENet0OjF37lzBLw0BrVYrOV//Uic6OzvF0KFDhVarFQ8//LAAxIwZM4TdbhfDhg0TeXl5F+iETqeTOqGwxuLi4oRGoxHR0dESpK3wx3Q6nXwPgKiqqvpXOlFYWCgaGhqU7+z/jlOlUqm6hRAR/+JnzwPTgKlAjRAi/J89/peDkIGBAcxmM7Nnz+abb74hOjoaj8cjMf4dHR14vV5sNhtut1uyq2w2m9zrnj17NidPnuT8+fMsXryYb775hry8POkv0mq1hISE4HK5CAQChIaGkpiYSEdHB83NzQghKCwslFgCZVJMyQdScqFUKhWNjY1MmTKFmpoa+vr66OnpwWq1kp2dzdmzZ3E6nfh8PpxOJwUFBbKF2d7ejsVioaWlhcjISEaPHk1zczOZmZn4/X6+++47cnNz5b9TWFcKDyosLEy2OHNycvD7/TQ0NNDT04PNZpM5VwrXSRn11el05OTkoNPpZHaUWq3m+++/l+8tEAiwdu1annrqKbq6ujCbzUybNo3du3czYcIEmV4uhKClpUX6pPR6PVOmTGH//v0yOighIYGffvpJ7lt7vV7a29ulj+ziiy+WZlMFdzB37ly+++47NBqNNOArfjSFOQU/e58UtpbRaKSrq4vk5GSampoIBALSS5aRkUFPT49sJSt5ji+++KL0VZw/fx6NRsOiRYvw+XysX7/eL4T4Hxlz/6drItmcLK5QX8z4vg3URWazd8pfeOlrG68WreUvzXdhpYN0qni17SIOiyQesPyNXPcWBjUCtSGLd4NXoe7u4Cb/Wi62b+Ngye0YvtnGyYUPUfXtTlKzE3HWVBOp1tFkjMLjtVHpc+DGyOTYPcyPLOND53y+axlJgihn5bDDFDXvoVmvptY7nq0D4/goMJMTqav4S8NCXku/n8+5iMfr7iZsShF31K/i5f77mOz6EqO3mu/OlBA6ZyKPti/hW88qypxWFuVWctOQL9h7SMfYro2cMsxgrfNWMvNDWa15H016MqXaCVzu+RNnv+vmQM5qfnDlcXnMe5zvMJPWe4yq0OF4RRxbBiZS3p/AEWMmH6W+zBjVx+yryaatNwSRkEC3ZSRz6x4jNsLJ3e2v43X7uMv8GB97b+fO7H/QY9Ri8qrRpaZyQD0O3Ya/kGXu4VxfGGmmJu46eQ+3FP7IiK5dPBPyELfPOMrfd+l4cPxOGnb2ckXwfW7I+pwvTk1gRNg+HvWv4V1xD9mzzYw68ApfqG/hz95r+LPtXjaeCmOKtYbPY+9jXs0aavpicUamY0nNpOiiTL56s5VNB2OY7ijD7/Wz+okhXLwmibsinuGbnos4p85ntGo/caZKwunmq94VHCaDrCg1GX0niFW1cFIUcCxvFn3CzPUVT9Hui+KB8OfY3J3DpozH+KB7Pu/1rSRtShKG+gr+vD2LiQVO5ti/50BrNuXnU7mNlzEsnYXXC69+t8hfLQZ/0zVhMBiESqXC4/GgVqsli3Do0KF0dXUhxM+MKEUnNBqNnEpWvLQK4iUmJoYxY8awfv16Fi5cyLfffsusWbPYvn07RqNRWkWU6e2YmBgsFou0qAAUFBTIyDCr1UpDQwP9/f1kZ2fT2NgodeLUqVOsWbOGl19+mRtuuIF3330Xt9tNWVkZc+bMkUgHp9NJfn4+er0ej8cjWU0ul4thw4YRCATIyMhAr9fj9Xov0ImYmBg6OjokB1ClUtHf309XV5ccOiorKyMnJ4eTJ09is9mkFyw0NFT6jpTPKTs7W2bjpqam0tDQQFVVFTqdjp6eHoxGI6dOnaKwsFCayjMzM3E6nRQVFbFz507JFiwrKyMsLEwyDxWdUN6HRqOhpaUFu90uvb0K5igtLY2VK1fyxhtvcODAAcnN+uMf/8j9999/gW4pw1IKpgfAbrczMDCAz+dDpVLJrUbFyjI4OEhkZCS9vb3Mnj2bH374galTp1JXV8f27dsZOnSo9HArXrPFixfj9/v59ttv/6lO/G94qpwqlSr11z8QQtwJ7Pzlj/bffNQvNwUmplKpSEtLo6qqCrVazfXXXw8gRzR9Pp8EvCUnJzN58mS8Xi9tbW0MDg5Kg6LCHVImEVpbWwkLC8PtdssCSqPRoFKp0Ov1nD59mt7eXuVqShrZi4uLqa+vR4ifzdAulwu3243T6UStVmMwGDh06BAOh4Pu7m4GBwdJT0/n4MGDVFdXy8JArVZz9uxZhBCMGjUKi8UiC7je3l5OnjxJRUUF+/fvl0VES0uLDN6MioqSU4KKqU6tVhMVFUVtbS2XX345oaGh6PV6EhIS5AH2a6CZwjqpqqoiISGBc+fOsW3bNkpLSxFCSJP+tGnTeOSRR/B4POj1egKBAIcOHfr5QPnFXNjS0sKIESMkS+yX75u6ujqJNHC73bS3t0uOjDJwYLPZ8Pv9tLe3s2/fPhobG/nkk08kSE/hqCimfkAa5RXfgdlsxuFwyGlFpTjV6/X09/fjdrvx+XxER0fT1dUluSzK9/LCCy/gcrloa2tj1KhRxMXFEQgEKC0tZcuWLQCB//GK+B+uiWhDP1vDb2Kk6jyepCmMqv0cLTpu+WI1sQN1rAx8wAHVWG4IvM6DhvdxuUN5MflDxk1KYevAeCa6vuIN7xUU5xkZb+8mSgWvcwsvcCet+iJecF7JEeMiVF4fK/W72B6YwhzDDgrVp/g87H6u/Ok+VH29/FVchsBEob+aw4PDsReOYmtnMWmiklPBiTzXeAXXe1/hw5ZL8QTiGWs6QuHBtyhM9BHs7KFz0MSixEpGjtHS1ezmI36Pa9CMUGmoLfdyRozjzpHnOGuegcfZhRc9GTVb2H86ElVpKW+Uz6BCMwZhCuGV1ovpH1CxTbua4pg+bve8z1h7D2/FPEQGFdxqfIuzoTMQdQ0ELl1LICydDk0OPdYSrnC9wJ3GvzEYMRKddxC7rheLX4uNNkRNI+EJKbx6dg77tvejPbiPp4N/4jn/vZTpphHpSGPm0FZedf+Oy/Vf0BWMgAOHaCWPKtVo9gwU4EeHHxs6dZBv1DdQ4jtHjTaT8spYHrN9xmtRawn2D3KoYwhTOMyXmqs4c07LmcA4zsUuZ+rgQTSuNm4svZItDXl89rGflOhu2rHz0d+MfBJ6M0O0LQwKE7cb3yTG0EuFZzjRKSkE0XEyZCF3J35CbKCBw4ERvOO7mJOBsVQyEs1gH7n+E7zou5OlUcfRdrnwo6F9MIS6I05Kqj7Ff92NOJ0aopvbmF/ixxar5gDFfLA/h5c259FK3G++JgA52BIbG8vdd98NwNdff01PT48UbZ/PJ7lLGRkZTJkyRZ63BwcHKSgoIDExUYYpB4NBVCoVTU1NmM1mebGmPF8wGCQyMlLqxK9vXV1djB49+gImYVNTk/x9ir/3+++/x+Fw8P7776PX60lMTGTMmDE0Nzej1WqlTpw6dYqUlBQuv/xy9Hq99KRWVVVRVlbGwYMHKS8vB7hAJ5ShH7/fL/1kwWAQs9lMZGQkdXV1zJkzRxYe8fHxtLe3y8Gv3t5eqRnBYFCiFmpra9mxYwenT5+WBY3JZCI5OZlhw4bh9XqlGb2srExiFfr6+vD7/dK7+4tX9QKd+PXkuvKnsrISlUpFbGwsPp+P9vZ2Pv30Uzo6Ovjss88wGAxoNBr+9re/ERISgsFgkIWZohMKs0wBn3q9XoLBoPyclOxfBRydmJiIwWCgrq4Ot9vN4cOHqa6u5ne/+x1Op1PqhAKPLi0tZdOmTQCef3ac/m8UVduB1f/yh0KIO4Bd8B+T44LBIImJiXR2diKEID4+nvXr1+Pz+aRIRkREoNPpMBgMdHV1AT8XXMqURkREhIRfhoWFSbZRfHw8RqMRo9EoJw4U8GZ/fz+xsbH4/X7Cw///iyQhBLW1tTK1OyQkhJCQECIjI+UXohBc6+vrsVqt+P1+KeARERHyOX9tTKypqcFut6PX66WJPioqStJyq6ur0ev10jStTLpZLBYqKyvR6/UyODM+Ph6z2UxpaSkARqMRj8dDW1sb4eHh1NTUyEJUGWVVq9Wy8xMeHi7p50rHqb6+Hq/Xi8ViwWKxEB4eTlxcHCaTidraWgwGAwkJCbLYVA7ssLAwhBC0t7dLo6dKpSIqKgq1Wi0LJa1Wi1arJRAIUFNTI5ksWq0Ws9ksrwp/MQISGRkpr7zUajXh4eFERkbK51GpVBgMBgCcTichISEIIeSEh81mk6ZRp9OJx+MhLi5OPhaQwwculwuNRvPfXgT/4vY/WhMuoslQH2BEXBPfdeWzOzCR5IgOPrt3PVs8E+gfdDEqsI+toYuo0mVTYj7Jmz3TWa36lJnBDfhV3XygW8oe9WRu4jHSq79AHWbiaL1gnOkon8TfxvSQAxjMnbgG+7hZ9yYTVfvYxgwOd0UyLfYnHP5q/hjyJ5Zov+dG/kolGXQ2VJMRLOfxwPW8Gf0A00L2YYoyUNOv4mJeQk2A0cG9dNbWMCXqKGPFN1wv3uVY/xDmxx5ivPiGSWHHuE9zN3P1H3HkUA3P1ozjPft9/F07kwl8yyuD16K1BfBa43iLK9hfY+AF7V18EHcHH5uXssqxnTZnG5cY36bXr+IT7WVsMS3hx9B5fBx3HylhP9F+sJRs1V7yQg/zSPAm0rs2c5v2UU50QXnQwT2Gl/jJmEKavp4N6tEIjZoJxg0YwnpZ1fkQd8W8R3rIeXI0eznWGUqKv4Iboz9nTnQpj0c+TUR8FMcMYznaqKVKZ2dYdA1X8CJNfhtnfFFcbPuMtLAWMviRKNd+/qK9hgnpTZwJDuGr8BuI6jtGtTeBkKgBVBoVPxlTGOn7kWdqxnFj2Adc7n0XjVaFSqfju5RbeCHiEf5hvIrHWcOhqJlcE/k1tepMxrCPJHM3z0auo1o7hOPBfD43XcF72uUccuk5Qgp3mV7nT6rryAw9j1GvYbz1LB8FVzFF9T4P+W7EFxLCDeo/E6Pvplun4jrxDum6WrZp5zGj5xVWGV5mAPNvviYUiLFWq5UFQFRUFHffffe/qRN6vZ7q6mpUKhU+n08WFMrF5rlz5wgPD5fMv6SkJFk0KOKrAChdLhd2ux2/3y8LBEVDqqqq5AWecm5X4JRutxutVisZVhaLBY/HI3FBiplb0QmtVsu+ffsoLS0lKipKvgalG6YUDFVVVVInlMIFkGZ5rVaLyWQiIiKChIQEQkJCqKuro7m5WTYm/H4/Wq2Wjo4OgsGgnKL+tT6GhYVJWLayyyOEoLOz8wKdiIyMxGq1IoTA6XQSFhYmPy+lI2SxWC7QCYCMjAxp/FcKsfDwcPk9Kxfgv073MJvNJCcnY7FY5LnfbrdL/VaSOcLDwy/QCKXBouiWEAKTySSPI6WwUyYPlWPg1zqh0WhwOp3o9XrgnxvV/zeKqluAP/1bdwghbgNS/r0Hh4b+PJUYDAYpKSkhKyuLoqIi2tvbycjIIDQ0lL6+PgKBAJMnT8bpdOL1ejl+/Lik3+r1eq677jq+++47SfPu7u5m0qRJNDQ0AEjIpUajISUlReL7+/v7ZWTM/PnzJThNOah8Ph8WiwWz2Ux3dzdGo5GKigqampqIjo6mqamJU6dO0dfXx/fff09UVBQDAwN0dXXR1taG3W6nr6+Pzs5O2ULUaDSS8XH27Fna29slJX38+PGSMrt9+3Y0Gg3Dhg2jurqaK6+8kp6eHrmIBwYG2LlzJ93d3SQlJVFeXi6LB4DMzEwyMzPJyckhNTWVwcFBHn/8cXp7e2ltbWVwcFCeZBTCrVarpbCwkO7uboLBIA6HA4DTp09jNpuJiIigqqoKq9XK1KlTCQ0NlQWh0mkqLy+nuLj4gknEQCDATTfdRFpamhwhdjgcaDQaRo0aJbdeOzs7KSkpITY2lilTpjBmzBiysrJobW1FrVZjs9kkPDU5OVnG7DQ3N8tpjqKiIiwWi0Qz9Pb2ypa72+2W4Njvv/+em266CYvFglqtZmBgAKDv3zpO/1+uiZjQQa7iPUaLUkaPEmiHpDJtmgrN4UNoM1IQ4RFo+rtJC1Yxa7KXSe1/Z6T/AMVH3mRUsBSTSWAwqiA9ndYyF5+dzGNU4ACfOWfw4qRveLT2aqpVqbR5IhEp6VSqs/FOmsJN+rd5T7Wasu5YhFrLoEfN23P+jjorHVRQp8kGoxGdNsjo4D4m9n6P22IhNEzw1E/zGd38D8ZHnyHY3sHxM2oqe60Mq/8Gv1DT2g6ZfccZ2/o1BlsEwYEB2pwwqm0DCEHQGAKhodyqe5Py9gjePz+Lj1vnQE0Nt044xsftc/m0bx6lOwapU2VgSQnj1brl/MhE/KPG4OpUscT3CYd68qjfXsO4ns2kJPn4tGwYjw/cSZyoBbWaEGsUv5teTWqaoCStlbZ+ExetGwo9vdDWjvB4qGiP4grxHqvTfuAKPkSrFgwt9FHVEcXVvr/gS0rGqPaSeno94XoPxUWCdWcWo84ZQjAzG5sV/uy7Fm1tBaPFPvb7R/PTGRXpo2NwGNvp9+sw0kd7v5lLbrNCRiYiJgZOnsGfmEpQBeNG+bEau9HjxtZXTcZoK7dbP2dsiZ9rSn4iNDuBq9qeB5UKmw0uF+8RqvZy2dQW9EZod0HwxGmCKQ60cdGsLjrBpdFbOH1WQ2ufiaDPzxNt1/BI6834fQFUnkH8URbUG75j/M3DSYvuRqcWaPp6gIHffE0YDIaf/SoqlZymmzJlCgcPHpRTaIpOKIDNc+fOcfjwYclm0mq1ZGVlcfbsWQX0S3d3N9OnT2fr1q2ysCouLkaj0TB58mT5OEUnlG3FpUuXolar6ejoICwsTCZAKPwro9FIZWUlXV1d1NTUUFBQwKlTp2htbaWxsZFAIIDT6aSnp4e2tjbZxe/q6mLXrl1ce+21CCGIiYlBr9fLronT6ZQ64XK56O7uprGxEbVaTWJiIo2NjRKzoBQ/g4ODMu7M4XBQXl6Oy+WSOmG325k+fTppaWmkpqbidruZO3cu58+fp7W1FZ1OR11dHUIIUlNT5flX0QmFcl5ZWSljwYYNG0Z5ebnUHqV7Vl1djc/no76+nvb2dkaNGkVISIjUNLfbzS233CJ14vz58xQWFkqLCSA/Z0UnRo4cyejRo8nOzpbfkfLvtFotkydPlvFDP/30k9SJCRMmoFKp6Ojo4MyZM/L7bG1tlRDRX+uEUnD/ssXY8c+O1f9yUaVSqV5VqVSbfrUgvIBXpVIVqVSq2H9jwdT/R89ps9kka6i8vJydO3eyb98+urq6UKlUpKSkoNFoOHToELGxsUyYMIHrr78ei8Ui99JPnz7NkiVLWLBgAfAzS+LgwYOy/aeA0EwmkzwYDQYDvb29REZGEgwG2bZtG4cOHcJgMEjBVmizLS0tEuWfnZ1NXFwctbW1/P73vycvL4+EhAQZV6D4t5Q9XYPBwJw5c7j99tslH8Xj8cjF0NLSgtfrZebMmdTV1UmMglLE7Nmzh2nTpvHOO+/IhdDV1UV/fz+33347WVlZ9Pb2smDBArKzs2W0T0dHB5WVlXR2dtLe3o7JZLrgRKG0NJ1OJxERESxdupRgMMjevXtJSUmho6ODLVu2oNFomDNnjny+O++8k87OTrZv305/f79skdvtdrn9uG3bNllAhoSEoNfrOXjwIJ2dndTW1jJv3jxOnz7Ns88+KwuvL7/8Ul5dtLe3s2HDBvbt20ddXR2jRo2SnUMhfh7dVQj3iYmJ5Ofny0iiDRs2kJ6eTlZWFg6HQ7627Oxsampq0Ov1NDY28uijjyLEz7ERYWFhGI1G+E90Vv/v14SKkTH9HNCOJywo0O/7gAMHYOXe53mvcwEVwXGoUpJxqa1w+BAqu5WKMbdz+y1BdJEmyj0j+Mk7jmdf0GBdtIjnF56mzp+Iw9IJpQfIVe/hkuBHROmMVKnG4jC389nRHIYFjuKNyCXZs5+asDy0WvBv3sazBzNZGfI1wx0+NFoVp0JmUE0GrW4PXzdk00MGX+W8jM5uwVVXg/2mGyks1JKWEMWtk45yxGtniGov0WYzGnsM1p4+arVTiJp3BaNvmEGmcz3H+sZS7ismqNai8nlJ7vyabPYhpl1EoK6O6L6jXBL4iNXhb1EQ2U1tnYrrHd+QFviBV3ZFkxPRyOkOIyqvl+dv72NcWoCa7lxenXuYxbYyttvvoSz6Ct7rWoq7spFN7XMR7S46Q4by9LQ3KddOoE0bz5mYBYgYKx0dTkpa9zO6KArUKnbsGWBqeg2lnVHs2ljOX9VXETVjFs5+Az1H9vNl1ot82jSJd1qupKpGjTuoQ/0Ldy1NtYfhph/p2rGR7YNjSIw0ExJqJDo0DNW+vexpHcPhei3mWXM5d7qZZ148w6DXT50nlo+3D5Lu8KLGj7fdReeWjeze38VfaqfyXvGLqDWQFjiHM+DldW7g+tKr+Mk3gdbs1ZQPvZ7NZ6M42VFI2+YtfJh6L3m5QUantlMRvoK/Ra0lw9xCyOEPUJuMHKpL5J2H6wigwtmpJcocSZVuMgb+69y2/+014fF4sNvtjBkzhtLSUn788UeOHDlCaWnpv9IJ+LmzMHfuXG655RbpbxVC8Nxzz7Fo0SKpE2FhYfz4448yuUKn08mMu2PHjuHz+aTvRtGJM2fO8NZbbxESEkJRUREajYaoqCi5+1FfXy91IiwsjIiICCZOnIjdbqegoICJEyfidrtlVp2iE2q1mjlz5nDs2DFeeOEF2eVRoJWK/2rmzJnU1tbS1taGxWJBr9fT3NwsQaeBQIBdu3YRGhp6gU4UFhbS29vL/PnzsVgsOBwObDabjGLp6OiQOvHiiy8SHh4uwcjjxo3D5XLhdDopLi4GYM+ePaSkpOByuTh16hTTp08nNTWVtrY2jh49SlZWFufPn8fpdNLQ0CDjzTQaDePHj6e3t5fNmzfjdrsxm82EhoZiNpulTtTV1ZGbm8vGjRt59913qampQaVSsW3bNhITEyUpfvv27VInRo4cKX2/ik4cOnSIYDBIZmYmQ4cO/Vc6kZmZSW5uLmazGYvFgtFo5PDhwxgMhgt0YmBgQGJ74J+3b//LRnWVSnUa2CuE+N0vf1cBPwJj+Lkl9owQ4v7/7PNFR0cL5QphyJAh7N27F4AxY8bIzCJAbvso4YhKW1etVjN06FBOnjxJdHS07PIoe+tKuKICpISfswYNBgNarZbExEScTqcMk9RoNLIjosTYqH7JPzp37hwLFy6kvr6eEydOSHOdEkvT2toqEfytra3K+yMlJUV6sIQQDBs2TFb1FouFtrY2PB7PBVcaycnJ0v+lsKZaWlrkPnJUVJTcJgwEAjgcDhoaGqirqyMxMZGVK1fy1Vdf0dbWpkAtJY187NixqNVqGhsbcTqdcovRbrcTFxcnIXFarRadTofVakWr1cpCsq+vj5ycHA4ePMioUaMoLS1l3LhxHDt2TEI/lUBPJTYoOTmZH3/8kXHjxkk4GyCvdOD/b90qe+pnzpwhLCyMcePGsXfvXpKSkuSVhLKtOXbsWJqbm2U3rLu7m+7ubtRqNWFhYXKLd8iQIezevZu4uDhcLhclJSXs3LkTj8dDTEwMcXFxzJw5kz/+8Y//5Zia//01USxmOd7HH1Sjy0wkfsc9nDAv54tbz/LKax1U9di5LPghb5sfp1abyaW+dzikGw+oGRvYSatGjz5/JD8ecBPpSEOnEfjOt2HyHueMcRmZA9sJmFOpjBnNnM4X+aDzGq70/YlNhmtIj2gjLbKMu9te4Drr1+hczSToSvki8AfG2Sq5qu1uKkQJP8YsZUjH15R0beXMzIf5vGYCGT99Q0LcOaZY67mu+Q1uDTzD197FrJ66gwNHDAyP8KF3trPKsoH309bi1Zs4dqid1qCNvwz9BPPB3dxu+jMJBV48J0rp6jezLOUs66ovIUt1jESHgYauGM4xlsmRm/isdhFFvi9INTbxhe/3TIrcSbKlizr9BIQQFCc2Ql0dL9cu45aUr7lmpYdPvlBTWq8nf2wiP53sxhOWg73lE9aMPc9RkqhuTOTdqklkq/ZSnnoZ6g4na68/xWfPnuUf3hu5OfwpQrRO7og8yAf6q6m1p9Fyup5zUZey1TeNW/qeJH5ogBN7+rl1/GE+OTqZgY4yeiKyKfRsx6Yx801gOVsnPM51mrfR7/6MP47bx4t7ogkJDcXjE/R52ulzx5LrbsXpMPKZ8w5WZW+g2leMrnEHapXgpXGH+ejHVP7seJyOjiBTO5/FpxpCBwEmTIokLETF6qpH2C/S+ci5Cs3ACTz+dNrDI9EM9PJX+/MsNW5EtLYyxfAGfwjdy8nUcYzd8RaPiMvZEX4XixI2cfOcTuLXvdXnFtW/6ZqwWCwiKSkJIQRarZbz58+jUqm49dZbef311+nr65PWi/7+fklgV7rw0dHRJCYmSsOzRqOhsbERn88nI7gcDgdqtVr6dLu7uwkNDZUZs8q21a+3hGw2G16vl87OTvlv+vr6mDFjBvX19Rw9elQOECkDPh6PhwkTJnDs2DH5mOjoaJKSkmhra6OtrY1AIMCIESNk7mBubi4nT55kYGBA6oRijFcGp8aOHcu+ffskE1Gn00kIdXd3N8OHD5c2D0UnLr74Yj7//HPq6+uZOHEiR44ckXyruLg4MjMzgZ8LKI/HQ3Z2Nh0dHVx++eW8/PLLaDQamTii5K263W5OnDhBbGyszIDNy8tj//79Mo5GKSgVHQ8EAowbNw6NRsPu3bulToSEhMhMRqVYUgaV0tPT8fl81NTUoNPpGDNmDDt27CArKwuXyyW1SNm1MplMEvStZNSaTCbCw8Pp6+tj3LhxNDc3SxBoVFQUWVlZbN++/b+kE/+doqobWCOEeOWXv88D1gMfAUFgFbBICPHdf+b5kpKSRFdXFwMDA+Tk5ADIsGSbzcZFF13EF198QV1dHRMnTmTz5s1kZWXJbkZRUREbN27EaDTKxeH3+5k+fTrHjh2TpvW2tjbmzZvHiRMnWL16Ne+88w6FhYVs27ZNVvSBQICHHnqId999l2HDhnHs2DF6enpISkqSLVtlqm7ixInodDr27t0rgymHDh1KU1MTvb29MupGKRgSExMlJb69vR2VSkVycrKcwFAAnPBz2/LkyZOytXns2DFiYmJYtmwZb775Jr29vZhMJpk1VV1dLa90cnJyZNZdfHw8VVVVF+yZ//jjjxQWFsq9ZKPRSFRUlCTsVldXk5qaKgM48/PzqaqqklOTSpHU3NzMsWPHGDlypJzUnDJlCn6/n++//541a9bw0ksvYTab5cTMzJkzOXToEHfccQdvv/02NpuNFStWcOjQIWpqaoiPj2fTpk1YLBba29slAb2np4fY2FgqKysJCwtjwoQJnDhxghEjRrB161ZpUlde26hRo6iurqa8vJysrCx++uknmbWoUqlwOp1YrVZ8Ph9xcXF0dHQQHh7O6dOn4Wekwr+Z6fT/ak0kJxWJCd03srdnKuOG1RLwWNh6Np7Hhz7FJapDHL/iAUa8v46ZtX8heVIS6u+/Y0iek3IxnpdaL+ZO7RoqW8NwRxdg6y5lhKWCbc65zJzrpPyQgZpAKknBKs67+piW38RW7dVsXvg6N709nLRiHx9vyOKWqI9Y57yRlGAlG9b8yIJ3L2L2yLNYS/fi6u9nM6tZbvwSgyrIoYRJtFb18fnkrwhq1Lx4MJ0/Nd7BRL4lOi+f51svZbx7C5eE/5Xq5iw0ogk1Ao0jFIdFsLF5FjE9h4j2NJE/xMS3ZXYctjC040rIrP+EjcErSfWcw3XmFNE2O+ljVBzd1UPolLnoNX6GnvuIV2tXMC70BJ2uNoqyXTTUa2nrMWHVdILNhra/G2t4C3anlyPqUeh0bZzxjyVGX83bPwzjwaFf0k4Mt8V+waP9T7M48QfO9ESRGtVBRU08gaRktlZmMM37PRNzWwnWnscZEcL65hF0m4eRoTrKrP7dDH1sCi880UdYpI2QwQpWTmnhveCdbF3v5YGH4KsnKpi+oIeQbzewXj2NJbN0nN7fwLO39fLm+wOUR87n6aU/8PcTQxAHDtAXaeG1ymXEWnwktx5El5OB6HAxuncblyTuIfncZmJCB7lrYimqH/bBH+7ky8f2kBFaTqpoobyviMyEasKLRqKuqefRspWkZ6vJO/UnmrT5dBoLGTLNSsXGWuZGf8s9/nf4S/wDfOKcx8Mxj/DpiSF8yJsuIap+0zVhNpuFVqvF4/GQlZVFeno63333HTk5OWg0GlauXMlnn31GXV0dcXFxMiMOkMG9zc3NWK1WOjs75QX49OnTOXLkCIODg9IcPmfOHFpaWpg3b94FOqHQxbVaLffffz/vvvsuI0aM4MiRI3R1dcmdEOU8VF9fz7hx42hsbJRDPoCc2vN4PJhMJllEARQWFuJ0OomOjubcuXN4PB7y8/M5deoUcXFxjB49Wm7F+f1+fvrpJ+Li4rj55pt55plnmDJlivR61dXVyeloi8VCT0+PtHwok5FhYWEy/1bxvyq5rk899RTwM5RUyUPs6OggOjpaZtaeO3dOetmUi/Dm5mbMZjNarZa+vj7uu+8+nn/+eel7njhxInV1dZSVlXHvvffy5JNPMmvWLDZs2IBGo2HGjBmUlpZy22238eKLLzJt2jRGjx7Nvn37OHz4MBaLhXPnzhEZGYnL5SIvL4/29nZ6enrQ6/V0dHQQHx/PsGHD2LNnD3fccQfr1q3DbDbLbcbo6GhsNhtJSUl8//335OTkcPr0aVmITp06lY0bNxITE4PP5yM2NlbmFpaVlSGEqBdCJP+bx/5/o6jqAu4SQvz1l7+/BUwH0oUQQqVSfQuYhBAz/jPP53A4hEI6DQ0NlZh6JQLlrrvu4m9/+xvl5eWoVCr8fr+ML1H21UtLS6WoKm2/zMxMKisr8Xg80kxtt9upqKhg2rRp7Nq1C7PZTFtbm5w28/v9REdHy1Fak8lETEwMZ86ckcnXVqtVJpUrJkJllFXxZv3aCK9ECSiGeGVUVun6KOY4ZapC6ZYp4792u52mpiY5faFsVymYB9UvSeDKKGlaWhpnzpxh3rx57Nq1C4PBgMvlIiYmRo7+KsRaxSCoUqkIDQ2V0y1KGLTb7ZadMWVbTsnaam1tlYbM8PBwent7ZRK40+mUeVH5+flyqkOZtMnIyJD76uHh4RQXF8spQ6fTKScuA4GANNQrVypKlpVGo5GvQyEid3Z2MmTIEDo6OmQItdKOttls1NXVMTg4KK/i3G43WVlZtLe3U1JSwo4dO+jr6/svx9T8b6+JIkeSGNr3EBf1vMX20EkEBdwz8AF/jV/JP7x3seX277npswkUVXzOcX0q5f3DecT6MG93zuaQ6iJuT/+aK84/z93+u0gWldSGDcffayYjo5mDVbHEDDZQZS4g2RQkW72HmIBAxMbysXMOc3gf0eqkXDeZfN9xnhN3sNr+Kj92LCbPuJXjqqXkGapId67noHESJZ5dBKKjOawdR1RAQ4cqQHFwL5va5oPBgEVTSU/AzFTVZpoih3GmNYfWmDzGq/eTaStjnDjAZ+VZrDN9xELdZoL9feSqfkTrayc5Osi46ErOtabSptWyrWcMcb4ywqItjGr7lO9DrqEo9BR1qgzOdhUwyf8Wrfo8NOoeHOZBqntjaVfZ6DQN44n+y6lKK+HJinuwh7qZ536dipCZjIg+S31zHe3a6WQObqXKNIP0zg0cMk/Gah4gTVXFt22LeSr6Ht7pvp56v47Rpt2cHhjOaOMRxICbEv0JXo5+lANNw/ly2O+pqellr+l6rIPbcIUOI0lUUOuMIjW6C863cHbhM2xY72dh6Bdowsyk9B5Fk57K7/3vU1qn4x+Rs0gdXsyRHT70Ec14WiJJ0h/mLc0T3BzxHHUilYq2CLI0VeR7qjllSCM1pptNPUvZmXIV7uYOXnXcyajW73nBdSWWzCF09TgZ1bWJ8sBYRqa2cNCVzT7VWOy9VawOe5Y9rrkkmEoJHfRQkXEVxR0bKC2+lcodDdT0T/a4RNtvuiYsFotQBPHXiBslIeLmm2/ms88+U8Ju5UWUsguh7AgosVq/RI2QkZHBqVOn0Gg0cgpd8W4pjwdoaWlBr9fjdrsJCQmR3SplKEmtVtPc3ExYWBgDAwNERUXJoaqIiAh8Ph9dXV1ERUXJrT/42aaieG+7u7uZNWsWpaWltLe3k56ejtJwUCwSMTExREdH09bWJjVPOS8qsTtKfl1/fz+9vb0Sm5CdnU1tba38vd3d3aSnp1NTUyOjeZQJ+oqKCqKiomTGrqITiqle8U719/fLQg2QOxxKDmNbWxtDhgyhpqaGsLAwenp65NCR4tt1u93MmzePDRs2YDKZpBZlZGRQX19PIBAgNTVVfg8ajYa2tjbg54JPwWAosTaKHzokJISBgQFSUlJoa2uTMTwdHR0MGTKE2tpazGYzTqeTIUOGoFKpcLlcMoJnYGBA6kRmZiZ1dXVMmTKFnTt30tfX9087Vf8do3odkAuypbsA+If4/6uzzcr9/5nbwMAAd999NwsWLCA0NJT29naSkpK49tpr6erqYt26dZw6dQpALpQJEyZw33330dfXx4YNG+jr6yM8PJxjx46h1WplcGZGRgYVFRXMnj2bkSNHygDhHTt2MGnSJGmC/nUosXIgbtq0iZaWFgKBgJwuePDBB+ns7OTaa6+lpKSEpqYmydRQwoiVyJTf//73xMfHSxN0e3s7Op2Oe++9V3bTenp6OHr0qBzXra2tpaWlheLiYtasWUNjYyO33XYb8fHx3HTTTXKceM6cOaxbt45z585RXV3NuHHjmDp1Kg899BCZmZnY7XbJb1G2QVtaWqitreWOO+5Aq9WSkpJCa2srkyZNYs2aNYwZM4Ybb7xRLsLU1FQeeughIiMjiYmJISsri9DQUGlQ9Pl8jB49mjvvvBO73U5WVha33XYbcXFx3HPPPXg8HubMmUNSUhJ9fX0YjUYiIiIIDQ2lrKyMhoYGGWy6YcMGRowYQWdnJ7fffrs0LKakpMhi94EHHsBkMjF79mz5uZ48eVKaMm+77TaJ0yguLiY9PV12/IqLi3G5XDJNfnBwkKSkJNauXUt5eTmtra18++23DA4OAvx3RgD/V9eEaqCf1+7qZszCPBKMIdT3xnDEOpprtt2Lv7WMp17upOx0K/tFCf6AjczYXsaNjWHcg6txDoaw6VwUt/Q/RWpEO7fdlQiaWEZONjAx9TwL01t4sXI16TNH83Lxh9Q5w/G3dnK4PZxVMZu488ZwQrJy2DwwnqPqImZm19Lea0c92Msj3y1noKOG4QUDRMVE0xleRNh9j7KtZSYfXXUSSkpobfLSMBDLRZbv0WpVTBtroGsAVCoNRdfPJiu2hzh7EBEMUtOeiVYLz9xj5g7ta7Sq7LT3mXlq31J8WYugr5dPasfgam1jfJGXyx8ayQd1V/DaLU4C1mI+u7OaSbFVZMR0csmMFh56OJNXz13Ma1W/476xFYycmsSC+6aQNXiC4rsvon/pQ/QNqBji2cZZ3XQ0bSc5VhvPnHunUK3NJiIpg33OLG6Z08vCB6bweskGfpdXwYC3DU+UnTcznuPSh0bTFlZEl3Us1vR0wiMtHAqO4N1Vh/ELPSOSVKz4/XhWx31EemoyI2+Zy6T4Wp6+R1A7GEfInIWIqhrcQs+TN/aARs0502z2nYnhhYaJ/GScTn+PkZ+2HONc0hRUA/08M2MzJwfzyaQKoi2kqqop949ixAOr0IaE8vyso6hsVlTuQX50xXDzwDOErbiCs7d9SYdlNGM0BygpDhCTmkKGeg/HTw+gKhrOONU+0kJaOHQ+ngOeYTQkXEHEmscYrN7D3uZ0zq7fQ8tgGD7Mv/maALj33nuZNWsWRqORzs5OTCYTO3fupLGxkeeee07qhNlsJiQkhNtuu40HH3yQ8+fPy220sLAw7rzzTmlgzsjIIC8vj8rKSiZMmMCIESPo6OiQ23DR0dHcfPPNZGdnMzAwICfVlfy7VatW0dLSQmFhIXa7nYiICO677z46Ozu57rrrmDZtGk1NTTidTvx+P2PHjmXcuHH09/fj8Xi46aabiIuLkwNOAOPHj+e+++6TeXg9PT0cOHCAnJwcent7qauro7W1lalTp/LAAw9QVVXFAw88QHR0NPfcc4+M3Zo6dSrr1q2jrKyMdevWsXr1aqZNmya186677mLZsmX09PTIpkZLSws1NTXYbDY5WKRE8axZs4ZRo0aRn59Pb28vYWFhpKSkMG/ePHJycqT/WImRWb16NV6vl7S0NKkT2dnZPPDAA9hsNqZOnSojYqqrq/H7/dx4441oNBqpEx0dHdx6662cPXuWyspKrFYrAwMDTJs2TfrklOElv9/PnDlzMBqNTJ48GbvdjkqlorW1ld7eXpYvX84dd9whdUKJudFoNJSXl5Oc/HPjSfFdDw4OkpyczNq1azl79ix9fX2sX79e+Z7+KVLhv9OpehC4C1gBlACPA7OFEFt/uf9G4HkhhOk/83zR0dFCYRRlZmYyb948XnrpJTIzMwkEAjQ0NJCYmEhTU5Mc/dfpdIwaNUoKojLGmZ6ejtfr5ezZs+Tk5FBWViaZHAo41Gq1Ul1dLVlMymhqbW0tbrebBQsWUFdXh06nw2KxsHv3bjIzMykvL8dsNhMfH09PTw8ajYaCggL0ej319fWUlZUxf/580tLS2LRpkxx7VUYwFaBae3s7TU1NCCGwWq1y7HbcuHFotVoOHTokr3ry8vJwuVwSRNre3i6veBQP2Jw5c9ixYwf9/f1ER0cr4560t7eTmprK2bNnMRgMkq01fvx4tmzZgslkIiEhgebmZsmIys3NZerUqfz1r3+VVyNDhw6lra2N4uJitmzZIvMST5w4Ia+AlBwl5XXV19cTGxvL+fPnZRfO7XYTGRmJ2+0mOTmZlJQUfvjhBw4ePMiUKVNwuVzccccdvPTSS/I1KryZkJAQYmNjOXv2LCaTiaSkJMrKyrBYLDidTjkaqwSDms1m6Tnzer2cOXMGvV7P3LlzCQaD7NmzB4PBQElJCQcOHMDlcpGcnExzc/O/G5T5/2pNJEdniyv9i3lm8FH+kPMe18z1kvmn3/H80vfwnoOTDRrcjrEcqI9nbNhx3vDfwB36RxhRYsN7tpYvz8bR6w9haEEM3V3t3FK4k1s3XM1l+d9jP1POM7ZnuL3rUba6cxhmq6ZWPYGq3lguG3ibQ7ZRfNe3lEkJVWyuyuZp380wby7qpmba1UHODY4mq+oDtkTfzkXBj3lp4DpWOb5gcu/3fKC6m+ICN5n6Qzxaew8zqx8hNiOVhX9ZxPKrw5lT/TC/1/2N553TqdblEZ2jJ0Kr5vvmOfQ11xBJJ/EZqTRXN+DNn8almfvpEoKqgxoqA2mscy5j7BD4Y8dCtveMY3laFcfUYxh27nNe1d1JjLmXaOd+fj/rJw7sdnOgp5A74j9nDyVs7x1HLBWM8dRhCAzymXkhy3xb2aofw5SJOnZs6cGu7yIhOchn9cv5ve8Zuvz9qGLtrPrkKibNNaHRqDnclc7coQ1c7HyJrGED3L9hHN2xE3lbcxE/uQo5qknhtDeTawwbyUpr40BnBmeil7CldgiT4s6xqSyF5RGf8seYD7iu8WYiLVZc/b3EJKeyKu1rbthxE/uPqrhrymk2NxVyYu7dTNr3NLeO3s9VG5czPKyGu8Tz+EPM+O2xPHj2WmJNnYxLaaT41Id8Yrqagf5WssMqGAjPoKMlgrmBv2ILMbHXMp9K6zhSfWfxn9rINbE/8pjuDb7ZouPTqe+yWVPCrBI4WKphf1sGl2b+g/pGHX/r/mO/W1T/pmvCYDAIZRQ+NTWVDz/8kBEjRjB//nwqKipobGwkISGBpqYm6aXNyMiQnfuKigqCwaAsTIYOHcrGjRsZMmQIp06dYsSIETI7dsiQIXR3d9PT08PAwIA8Tyug6UAgIKfjlA7Xrl27sNls0qMVFxdHT0+PNIl/++23pKSksH37djIyMvjLX/7CddddR3l5udQJnU6HzWajpKSE7du309PTgxCCIUOGUFFRQUFBAWlpaQSDwQt0QtG1uro6uU1XXl4uixOlE1NVVYXb7SY6OlrulChZfj6fT3b/DAYDo0ePZufOnRJDkZ6eTmVlJV6vF7vdzscff8zChQsJBoN0d3cTGRnJpEmT8Pl8bNiwQXrIFF9wIBCQmKDOzk75eu12O5WVlRgMBux2O83NzdIzlZycTGJiIvv372f//v2MGjUKj8fD9OnT2bdvH6NGjWLTpk1yh0Tx2bpcLqkT1dXVCCFwu90SM6HUAwpAu6uri6FDh7J+/XqsVishISFs2rSJKVOmoNVqpU44nU5SUlL+Q53473SqXgYagC3AE8AJYNuv7s8A2v+zT5aUlER4eDgZGRnU1tayadMm0tPTcblcdHV1MWnSJK688kqSk5NRqVTY7XYp3CqViri4OOx2uxy3/DU5PDs7m0AgQHp6Onl5ecTGxqLX63nggQfIyckhPDwcv9+PwWBgyJAhDBkyhGPHjiGEoKqqCpfLJSf6lCm2xsZGoqOjGT58OEePHqW+vp6UlBQyMjIIBoN88MEHsmqOj48nNzcXi8VCd3e3XBBms5m8vDwMBoMcJz127Bj19fWMHDkSi8UiW7zBYFAurpiYGMaOHUtWVpacaDx8+PAFwZIjRoyQn0NfXx/z5s3DaDQyY8YMHA4HP/zwA5GRkQQCATo7O3E4HJjNZtLT02lra+PNN98kMTGR+++/X+6dAxw9elSyStLT07FarZIhNWHCBEmpTU1NJTExke7ublJSUsjOzsbhcBAVFUVMTIxsrSsLTdm+zczMZMuWLXJqMScnh6ioKCZPnizby0OGDCE1NZWsrCzmzp3L6NGj5X5/aGgoBoOB/Px8zGYzo0ePJiMjgyuuuIK8vDy58Hbu3Cnb0lqtluPHj5OVlSVDOP+bt//VNRGTZCYhysWKnB/orK/m0U/0LF8wQNWus6jUQdJnpPH2ZbsYn9JAtno/79tvx2rrpamuitWqD8i0dZGUGOCqq9rJt5fT2OzmptxNuHVaUvMGyNX8SE5WC0V5PbQY4mDMGDJmZ+CbNwetrpcc1R5MekFhvp+Lcs/S8NNxPAE/nbW1lGj3o8rJJFu9jyxVKTnhJ2hqHKAqOpdXi95hyInX2NkQS0ZGEHV6Gs7UNH6adAlD2IMtvIMPEv7A6KE+HDHd+Ls6sKfBeM0HRIX7mZLbjL6/i0xTGfk1r3G8OshgfQ3Fo4IMia3gnG0oH3QOpU8Ikn376VAJ0tPb6Ml2cNukQ0xQfUCsoYHS491YUwW58TXU2HPAZiMrvAK7tgZ1pJHLH0wiS3McZkzBlmqi4YedDI8oQ63qQdPpYkLaCTIiz2C1DWCL7uHBOUeYkPETt9+r50DcBHJq38ApAmw/aSRNW8HEuH1UWXMJhhvQRgqGmfexeEon6+ttWKklO72Feam7Cev+iUmJpVw2qYGQ/jbyredYNeoHwtStpKv3s08zgQRO8Jepj/JGaSFz8uv4/mSQWycd5qTThDsmlSvT/k7GFB0d7l76dTAsz8vqtK+4KuMbRF4mmbPScSQESIhsI89azpCQIwTz80iLPEf2mCBZ2SrGX5lJaoIHVZydtKgu7p+1nkNRc4hz7qBXC28fG8m4nA4m6o+QGizHSO9/eMz+X68Jq9UqO+jt7e3MnTuXuXPnsnPnTnQ6HZMnT5Y6oVarSUlJAaCurk5aBex2O1deeSUxMTE0NTVJnYiNjSUQCGCz2cjNzcVgMDBq1ChmzpzJnDlzpO3EaDSSn59PVlYWe/fulcZzl8sl/cCKuCs6ER8fz7fffgtAfX0906ZNIy0tjQkTJuDz+QgJCSEhIYGcnBwMBgMxMTFy4s5ut8uukNFopKqqiurqaurr6ykuLkYIQXZ2tsQyKNYXRY8mTJggmxBK48FmsxEXF0dKSgpms1mJAOKBBx4AkDqxY8cOMjIypNE/NTUVk8lEVFQUkZGRzJs3T+pETEwM/f391NXVsXfvXkJDQ4mOjpbbrmFhYej1eiZOnEhDQwPd3d1ceumlOBwOGhsbyc/PZ/r06QwODhIVFSURO4oB3+/3c8kll7BmzRrplR43bpz0nqWkpEjIq9VqZciQIaSkpEik0MyZM+VuU0xMjNSJiIgIsrKyGDVqFJMmTSIuLo7Y2FgiIiKYNWsWMTExUieOHj1KdHS0HH4A3P/sWP0vF1VCiF5gJHAxcD0wTVzY7lrEzwvoP3Xr6OggLi4Op9PJ5MmTJVBz+/btqNVqTpw4wSeffCIrzo6ODlJSUpgzZw5dXV20t7fLqYyUlBRpnlOKkfb2dlwuF7W1tTgcDpqbm3njjTeoqqqS0SdtbW0cP36c5uZmADo7O5k4cSJOp5Njx44RHh6O2+2ms7NTUs0PHjwo94LPnj1LZ2enhIIq+IW2tjYaGxvp6uqiuLiY0aNHI4Sgr6+P8vJyGW/T09NDb28vycnJ1NbWUl1drWxFYbVaCQQCJCUl4XK5KC0tpby8HCEEHo+Ha6+9VsJEU1JSJJgzLS0NgL1792I0Gjly5Ah1dXUywkXxHbS1tdHV1UVvby9XX301gUCAuro6PvroI3mlplKpGDZsGH6/n9bWVgoKCujt7aW/vx+tVsupU6cIDw/HbrdTU1NDZWUlPT09+P1+qqqqaGxspK+vj6SkJEJCQqitrcXr9cqpjhtvvJFz587h9/upra3FbrdLWN2RI0dQqVSSBB8IBKioqGD37t0cOXKE3t5egsEgFouF3t5e+Xl7PB7Kysr4+OOPqampQavVUlFRQW9vr4yuyMvL4/XXX+fcuXN0dHTg8/ng34G6/b9aE+0uNe9ZXuL587eSPX48JcFS3igt4YEDd/FF10LK96v56HMNY2o+pSIwmk86FpKYlMKts30s6PyQMW0H+FvLMkrmZXJ/8kF+SHqIv1WUoPWruKX9BW7s+CMPN69lc+0U8sICqEpLKdrzDK/uLiY/PMDDPX9gctvn/OOYg9zGzTT7M/m8YwHJ46ZwuDaBTc755PuqeKrrd9zW9TjDQwb4S/Axbjx0DS/2X8c9c7p5/uxCKlszUXnUrFM/xNLmN/gg8BDvtS3i+prn+KTjWh4sqiMwYgXhQcF3PYupq4ihoseO6Ndg8daT2naA+x17OFJtJb5iCx/1XMbX4lJao5dwuXYb1YExeCsqOVhtx3fgIGHBIEGvkZCrHuED9ROcFxPZnfwIG9vm83zkhzwcv591PX9gxjc3k6cf4IvDQygs34Uh1MyujnkEPSa2iSvIbtjHus6b+ZN4jR3Jj1KlySKtaiM973/Mmo47iHA3sJ0rcOQPJdzvZWXzK/zF/wivuG/HF8hkmW87E46+TFdoEfujbiVYVcnFFU+Q2X+YD1ou5b3Dk8kYPE19YCJVwZG8oX+Bhjo1Nncv03v/Rpuw8t4Nexh1+l229YxCVFXzmP0TkjpP4Kmq44WjU/hQ/IGo2Hg2nk0n0u9nT6WNJ8svgQP7+fL8Mp6MWM9a77u0DYTyfs1ynui4mVC3lxdPzyT40fuc7xnG9a1vEKisYWRgP5r6GpINHu7MLiX4ymuIsxU81PwwH/vuQIPqN18TShc8LS2NoqIi/H4/hw8f5tChQ7hcLo4dO/avdCI5OVnqhDIgtHDhQtLS0i7QCbfbTWNjI1qtlrq6OpkksW/fPnbv3k1MTIzUiRMnTkjrgsvloqioCKfTSWdnJz6fT8bDKDrR0NCA0+lk/vz5Mu5F2Z04f/681ImmpiYGBwdJS0vjqaeekjpSW1srz7UDAwO0t7eTkpIirSKdnZ3SV6bs5FRVVVFbW8vBgwclkPrqq68mISFB6sThw4flVHZnZyfr168nJCSEI0eOSNBzfX09Ho8Hv9+P2+2mq6sLnU5HamoqarVa6oSCAEpISCA5OZmBgQGam5tRqVT09fVJu8vJkycJCwsjMjKSH3/8UX5XFRUVHD58WGpeMBiUOiGEkNieTz75hN27dzMw8P+1d97hUZZZ//880zMzmUx67xXSA4EEBOktlNBsiLruqrv2tipSbdhWBHVtq25zbWtDQDoqvXcCIT0QIJ30Puf3R5hnwdV919X3x7u7872uuSaZued+7qec+5znuc/5flspLS0lICCAxsZGTpw48Xd+4ty5cxQWFlJcXMzevXvVCsuenp6/8xMnTpzgL3/5C83NzdTW1lJcXEx7ezunTp26xE9UVlaq7AL/CD9a+++SzhTFB/gNsEFE3v1nfuPt7S1dXV00NTUREhKi5j05qzxiY2PZuHEjZrMZPz8/Dh06hNlsVjWcHnzwQbZs2cLKlStRFAVFUfDy8iIkJISTJ0/i6enJ+fPnVY4R5+PampoaNft/165d6HQ6zp49y8SJEzlw4AAAnp6e1NTU0NLSwqZNmxgwYICq46TVarn99ttZvHgxPT09atJ3dHS0Sq1w4sQJlYzyzJkzHDx4EKvVyq5du5g7dy4dHR0cOnSItLQ0ysrKqKmpUYMPp5aTU6+ooqKC4OBgysrK1GS8MWPGsHbtWjV6bmlpITQ0lJqaGh577DHeffddioqKnOeGsWPHAqhPZESEb775hqysLA4ePMj58+d54IEH+Pzzzzl27BheXl786le/YunSpQCq1uGJEyew2+3ccccdLF++nKKiIjWRsLy8XC0wWLx4Mbm5uWzbtk2tCklKSmL69OksW7aMrVu3smDBAlavXs2VV17JoUOH1ER15/KdU9bg+PHjatK8xWLBYrEQHBzMX/7yFwYNGkRHRwfDhg3Dzc2Nvn378sQTT6DValUiwOzsbNauXcsDDzzAyy+/zJ133slTTz0FwMSJE7nyyivZtm0bn3/++Q+mVPipbSLcK15u6p5CaZM/fiGtdPV0k382iiu8NtMe2p+hsyLZ+fQm7EYzdb6+eB7Np9piYEdLLCN9qhnwYAYHN8PqVaVoseFnbydVf4bDIYPoKSpns/EqEjq/4rxbCkP177K153pG+61hbdUE4gOKcASn03/PS3yg3IhU13DTpN38Yft4Eo3rCfXswreqhoa2Jm4bdI6PDkQSd3cWi55z4wvtbey+6wU2Pr2OF9ufJUU5gaKpYd48DW+92Mg9kV9QcMTGruCpLMn4Cw+dvgbvo8s5ZhzBezsGcPe4Ajr6DUJLN+LownRqN4Pr3mNbfRY9kVHkn4shvnUDSkwUIT35fFWagIc0kBZRyZt5V/Mrt8WUXPkwxo1vEKavp0SJo6rJwnH/adzYOp+w8dHUNkXyzdoa+vdtpOyUAcfIqxms/JlZjp3oHJ20Oty4ftUo3hqzgbfOZKIpKyXz18PY8mEZLx6+nvneL5J2Vyp7lmzhCrZzOPvXHNhRRaEmjhCjwi/u72D7B4VQVMrgqHP0oGNJ0WT2tAzhz/O289ETBXTn3kbS1mV805FIYOdRIvp4kT0jDNNvniJ56/u8t2Al+75sIMW9A322H79ZPoZhbn8lYVh/WiuKKCvTEhLSjeZYHn/UPEwQBxlt3ozdbKM5yBfPqCj2l+mYXbSQw4MeQe9mIjKlnQ8W5nOEJPzt7Yw0HOYl3aMo0s2j2b9D2V1D5M2p7Hh8FUeIY0hOIkmjTaR98x4xny1vOS/VP2j576e2CS8vL+nu7laf2owePZpVq1apeT0zZ87kN7/5DW5ubirZr9lsprGxUV3auf3221m1ahXQm2DuVNw4fvy4qgTR0NCgso17enqqqhNhYWHs3LlTLfAZOHAg+/fvV6uonUnwgwcP5uDBg9x2220sXbpUJVDOz89X6Qc0Gg0PPfQQr7/+OsHBweTl5REYGEh6ejpnzpxh//79JCcn8/nnn3PllVeSmZmpJtA7STybm5sJCQlRq7WdsmJOPqigoCA1KX306NGsWLGCpKQklRLHqWCSk5Oj5hA7KwLHjBlDd3c3O3fuZNCgQSxevJjk5GRGjx7N2bNnKS0t5e677+bTTz/l2LFjGAwGNm/eTFZWFsnJyeqKiJPF/u677+bjjz9W/URPTw/5+fm4ublx77338vTTTzN58mS++eYbenp6aG1tJSEhgWnTprF06VK2bNnCTTfdRGFhIW5ubmRmZrJixQoMBgMjRozg3LlzFBcXExgYSH5+PgaDAZPJpAZnQUFBhIeHc/r0afLz8xk6dChGo5GioiIOHz4M9CbuDx8+nAMHDqh5urt27eJnP/sZTz75JAATJkxg+PDh/6Of+EmDqn8F6enp4qwWc1bTGQwGpk6dyjvvvMOAAQNob2/nm2++obu7Wy0xrampoampiejoaBRFITc3lzfffBNPT0/KysouSYr29/cnKCiIyMhINm7cyPDhw1m9erUqwOjm5obdbqerqwuj0ajyHIWFhREVFcWXX34JQFdXlypGefToUdzd3cnOzmbbtm3qer5Tn6i5uZnW1lYmTZrE/v37GTBgAImJiWqAMnToUNatW4fBYKCpqQmDwcD48eMpKipS74Sqq6vVMlC73a4uqR09ehQ3Nze1Em/gwIFALxWFMxhbtGgRS5cuVakh0tPTKS8vJy8vT73zgl7yuzNnzhAUFISPjw9lZWVqBciRI0dUolARwcOjVw/VWd7a0NCgVs857/jMZjNNTU20trbi5+en6nE5E9yPHDkC9FZtOBMPN23aRL9+/YiMjKSwsFBN7szPz2fkyJFs27aN5uZmfH191SpCZ85bWVkZI0aMoLi4mBMnTpCQkMDx48eJjY2lrq6OjIwMNYft+PHjaLVaVd6gp6eHbdu2kZOTQ2ZmJps2baK+vv4nDar+FfRL7yc310xlq2cumcoW9DX72Z65hNcGvcv4l3OYPagQ6ehgy6ZuNI4eBnV8g6NvPO/WTICmFqKs58A/kLTJQRxacRqNo4ee4hKMthb6eJzno7woYgIM6AL86dfzDbvr+qLHQY+iofC8L9qWYsKMPRTZ+3Od422O6KI50piBVivEBHdyRcNKNtcnYegqo7rHh2E+RRwOnAZ5edSbDbw5ZBXZXz/H3ebX+atuFtrGAqKsVQzS5KOpquPGnBp+eeBWMgf0cG1KHrNeCKfWEcusoad4/Mv+9LdsRt9yGm+LgWWjtvFW4SC+Kvejv/UoZTUe5BtHEs0OtreN5QrfLUQqRfyx8ZcM4TNqu+x4+/jwRtYf+aNjFl3FZSwrm0GW5TCD7h3Ae4vL+Oz2L8n900w+T3+c+8vuxXj8U7p8solq3sBauQGHQN/WNWQmm3EoGv6UP4gEr6Mc98plfN7DHNdE4mYIo59jD/u1kYREOCjTDqGwWEOcvQqNbw/9z3xDH80e/tx8Cw5zO4Wt/sQ0HyHfPJroWIWSIoiKFDIjTrN3jx6D5izPebzODcd+QWRQEXM33sbMtHMM9PqCbc1X8ekVL/Lo9hw01lauSjvOk1uuIaI1j+Neg9BqHEzQ/J7SphQcNg+6fQLRxkeTdfL3rD5hZ0J8PftOdJASa+C9mhyuHpCP+XQp75wbT2mNlYXeD3BN11Zu7HqGSY7tzNh+F/dMKEGT2Y/ir05xsn5oc61UXVabCA0NFWceqzNRe/DgwQwYMIDXX3+drKwsWltb+eabb2hubsZoNKos3oC6BDh16lQ+/fRTNUBxVhe3t7eTmJiITqfD4XConIbOlYXGxkY1J8fJh2cymYiKilIrj50asCKCt7c3AQEBHD58mJCQEG644QZeeOEFYmNj1bY2m01NpM7JyeGbb75h4cKFbNy4kfXr19O3b1+Cg4P58ssv1epzm83GiBEjKCgooKCgAB8fHzUQ9PLyUikPnGSV3d3dalX74MGD6enpUekWrFYr9913H08++SS333477777LqmpqZSVlXH48GE1L8xJFXHu3DlSUlIAKC0tVf3EoUOH0Gq1l/gku92OVquluLgYu92uVl860058fHxwOByqj4uJiaGwsJDIyEjCwsI4dOiQqo/r5EWMiYlh7969qprI4MGD2b59O+7u7ip9QmNjoyrf44wX3N3d8fLyIj4+npMnT6p+4tixYyrvlp+fH9HR0ezcuZPq6mqsVqvKkt/T08OWLVsYNmwYw4cPZ9OmTZw/f/57qXd+CpmaH4W6ujoyMzNpaGgAIC8vjxMnTqglkt3d3ezZswcPDw+VyXz27Nn8/Oc/Vxm2i4qKWLJkCbfccgsajYbo6Gj69++PxWJh4sSJDB48WC35dObzOIMdJxWCk0Kgo6MDrVbL5s2bOXLkCA6Hg6SkJEwmE8nJyZhMJqZNm6ZW7B06dAiLxUJjYyMbNmygqqqKyspKhgwZQmBgILt371ZJy44dO0ZERAQ2m41Tp06pUitOFtzCwkIqKirUvICJEyeyf/9+9Ho9GzduVEnNJk+eTHx8PH379mXr1q0oisLevXuJjo7m66+/xm6309nZSW1tLV999RXnz59n7dq1AMTHxwOoieuDBg1i2rRpDB48mBkzZtDQ0KCuZztzoJy8HbW1tZw7d47ExETOnTvH3r17qa+vx8/PD4PBwL59+/D398dqtaqVirfeeiuVlZU0NjZSUVGhPo52JmWePXuWMWPG8Mgjj5CXl0dMTAyrV69Wn5Rt2bKFpqYmHnzwQfXiDwoKUh+7O1l/p0+fjogQHh5O3759iYqKorm5mf379wO9k+OwYcNobW1VK4fuvPNONe/gyy+/pLGxEUD5/24E30JtnUL7wEFsr0/gve5r2X7GzvHVu2mePIXF1VNJSG8hau/rbLeO42TMBLb4TYXrrmfTL97jy67R1GkU1hZGcOydNWiiwlkWuRRddDSDss9jc1PInabw5uA/o6WHQ/VelPkN4KasLfxx0O9YfcgPjYeVbo2OkrYAdC1tZGk2YNAKX2x2R5+3gRnpRez0HMfVPpvol9zMa/pf89tpG1h2dBiT29/i0X3D0dgs7NNls+76t5jd/CT155uYcrNX71j37KZ/9xZ2OQaw7FAiftFWajyi0OzfTZHXQILdm4l3L0drF+4uuYHPT8fRN7qKocp2Zk+oYcVBf8p00Ww/YiQouIkQfSlXjHZDGxdDdt96lm1N4fea2ezep+fmqC0cuvJutIMHonR3sL5hAG/99ixR3Se5cf0YCh2hRCVDStc2dpPNcsMM4keHcu3kZrQJMXROmo6h7QRapRG9rodBvkUE64pZYn6UHSPmcKQ5nL0ndCwd9wlbm9N5ZUM0NTVQHRDMu5rZPHPgSgJDmvGwOtCGmFFsVl5/1531jenoHe2cP1VGCZEMUL7ift0CCAhAW3maZWPfZuqIsxiri3GEBDNl3dU833YnGk0T32zrYG1zNi88WEZBUyCKvy9tAQEsc3uImAEONpRGkZHWTWfuNQxStvOzqG8YlHQaR0wU+vZiNhzQ0dHdwzee03gk+i/sOOdDv5o19LceIfcuP56/8rfs7OnP7LXjmHn+Derwvuw20draSmZmJmfPnlUlW9asWUNubi5nz54lISGBvXv34uHhoc7X33zzDb/4xS9U5vGSkhLefPNNVY4lOjqazMxMEhISGD9+PHFxcao2nZ+fH1lZWQwaNOgSP1FbW4tOp1O15v70pz9x5MgRUlNT8fT0xMvLS93+jBkzOHbsGGfOnOHVV19VRZ5nz56tLjXdfPPNBAYGsmvXLtrb28nNzcVkMtGnTx81/cTT0xN3d3csFgvu7u4UFhZy5swZvL298fb2ZuzYsTz88MMYDAaV31Cj0TBixAji4uLo27cvd999N+np6ezbt4/IyEiGDRtGdnY2PT09NDY28vLLL9Pd3a36CTc3N9LT09Xc1zvvvJNp06aRkJDA9OnTL/ETzgTx4OBglQ/r2LFjjB07lqamJtavX6/O3QaDgUceeYTMzEza2tpISEjAbrfz5z//mcbGRhwOh+on2tvb1UT9Y8eOUVpaSkpKCufOnSMiIoK1a9eqS3GbN2+msbGRMWPGUFtby4ABAwgODsZkMpGRkUF5eTkZGRnMnDkTESEsLIyAgACio6NpbW1VSUTtdjtxcXHU1dVx/vx5zGYzd955J0OHDqWtrY2VK1c6lylbvu9avexPqsLCwuRi3pDMzEwef/xxMjMz8fDwwGAw0NDQgMViUasvnJp9zidMdrudSZMm8fTTTwOQnJzM+fPnycjIYP/+/aomnZ+fH6WlpSpP0smTJ4mNjaW0tBSbzcbatWu58cYbKSgoAHpLc5ubm/Hw8FAvyJaWFvWuJTo6Wn2c6uTEiImJUUnWRIQrrriCzZs3q1T8kZGR6sXY09NDeXk5I0aMYNOmTXR0dDBmzBi1aq6iogJFURg0aBDr169n0aJFKvtteHg43d3dnDhxAovFwuDBg9mwYQPd3d0EBATQ1taG2Wzmlltu4bPPPiM0NJQNGzawcOFCnn76acxms0qCFxQUxNmzZ9Wna/PmzWPJkiWMHDmSjIwMXn75ZWpqahgzZgwDBgzgqaeeYsSIEepdhF6vp6CgAIPBQFhYGJWVlQwdOpS8vDxOnz5Ne3s77u7uhIaG0tPTg6IoHDp0iNzcXLKysti1axf79u3jxhtv5K233lKTD4cNG0Z7ezvvvfeeWt3jDAbPnTuHj48PPT09KvnpI488wvr167n22mt58cUXVfkKJ9s9oPJ3OTWwFi5cyGeffUZRUZGTyuGyP6nKCA2XFM18euyh2Bv2UZv+K56d38Si7CU8FrmPt9vH8Xb1rSiedgb772DF8QFMN7zCwPZveFvzDN7eVfh593CN4y98fDIa6egkL+nXLG68BlJTGbTnPZ7X3UxW1w426LMJP9+MdvQIZu24i487U6gPHMWy8qsZ5H6EpWv7kPezh8g75kWD23k+a7mPeO/jVGv8qO2JJmagN91f/4UR5z/l18blzIv+PXvPaBhwfj+fM54n9E+Qaa3inaCH2XLGxMb267h1+DYqNxeiaysGqw9XRebxvmY2jh7h9cJr2RUzhoE9J/lddQ7rG4MZNSyQX559gm8cffiwNItBmvWcDB/GxPx3yIrX0pl7Ne++UMXuuNHM7HqfT/J8cVh86H+lG3vXnufazg/4IPgOTG1lPBa4Hc20XD5bWUG9/wjyvi7m6idiWfp4Bw6rFf+aPNAoFCTcxI0sYk95IG1t0bz16zw0z/2Gn48/zctpv+OeNwKorGqi37gwgjKSsTx9IxNH+rHqpIHu9H58c3IIbad2odEqvB30NrpzZ/nV8GPIyZ1o8/No7wlmuP9Kzg64mpbSMgK6HPzleDSzc+Dmgcd5Z29fXto7nO03/pZf/z4FxaeHJREf8NmQJcxsfoednx7libJZTA88TqpxF/N5lYiCjbw5/lPuLLgO9/wVnOxK4Z1fn+fkxuMcnbaUfb/9krTq/ezVZtOur+a2hpcZohRx88QzrP7KjScj5/La0RyuebQf+StKiCl9lyKJ5ZOmx5vb5NRlf1LlZN8ODAwkKiqKRx99lKysLGJjY2lublZzmZqamggLC1NvzhMSElTGcxHh5MmTdHd3q34iLS2NdevW0adPH86dO6fmho4cOZKdO3fS3t5OSEgIJSUlWK1Wbr31Vo4fP86aNWvo6OhQJWoUpVf43fnU2+kntFotYWFh5OXlqQTPNpuNkJAQNW9o8ODBrF+/XhWfnzNnDm+99RYpKSls375dVeqoq6ujpqaG0aNHq8tZTtoeDw8PCgsL6dOnD5MnT2bp0qWqn3BWQA8fPpyNGzfS3d1NYGAgra2thIaGMmPGDD777DOCg4PZsGED48aNY/Xq1Xh6eqr5yUlJSXR1dVFWVkZ3dzcPPfQQL7zwAiNHjiQpKYmnn34anU7HAw88gE6n44knnmD06NEUFBSQlJTEqVOnVD/h1PI9c+YMAQEBbNy4kZ6eHjw9PRk0aBAlJSWICIcOHWLx4sXo9Xp27tzJnj17uOmmm1Q/ERUVpcr+vPfeeypbQENDA76+vlRVVTF48GCOHTvGyZMncTgcPPzww6xbt46ZM2fyyiuvUFtbS3t7O3369FE1ACdOnMjGjRtVP7FgwQLeeOMNNYe3tbX1+0minRUDl+vl5eUldrtdAOnbt6+Ehoaqf0dGRkpFRYVcMChJTEwUnU4niYmJ4ufnJ56enjJ//nyhN7lYFEURs9ksiqLIvHnzxGKxiN1uF3d3dwFk2rRp4ubmJjNnzhS73a7+1mazqX089dRTYrPZZMGCBeLp6Sk2m018fX3FbreLXq+X3NxcCQgIkIkTJ8o111wjgYGBAojJZJKIiAjx8vISQJKTk9U+9Xq9jBs3TtLS0sRqtYrJZBKDwSBhYWECiNFolOTkZMnJyRGbzSZ9+/YVRVEkICBAFi1aJB4eHpKTkyNXX321eHh4CCAWi0Xc3d1l3Lhx6vh1Op2MGTNGjEajTJ48WcLDw9UxaLVa8fX1lcrKSjEajaLT6SQ1NVWMRqOkpqaK3W6XpKQk8fT0VPdJq9VKWlqamEwmiYmJEa1WK4BYrVYBJD8/XwwGg3h4eEhISIg8+eSTkpqaKoDMmzdPtFqtxMbGik6nE0ACAwPFbrfLiy++KElJSdKvXz956aWXJDw8XJKTk6V///7qeAHx8fERg8EgZrNZ/P391c+d48zIyFCPp5eXl2i1WgkJCZGrrrpKPU7OaysgIEC8vLzEz89P3S93d3cxmUxiNptl6tSpotFoBGi63DaR4eUtWdbDsoTbpL7vALkhbJO0oJdnHymTqKgeqaxok4iwLvmN8oBUJw4VN02bLO77uszw2She9m6p7DtU6jHLLP4gT3GfXBWzRzKV3XJ2zrMSbT4tZR7JEmapkpm8K9enHpD6gAS57qpOCfeok+pHF0s1PhLpUS35+IiWTlnyRJO8YpsjZ+c+L+Ge9WJ3b5fHeUTCQzqlv+24VE79hVzjt0FmTm6XWdd0ywD/UsnHWzyoklyvTRIV3iln8ZN+iU2io02gQ0J15VI+/mb5bcor0uTmI2cNIeJGg1zV54BcxZ9lWeBj0jTtBnlp0irpsvtIdZ8hYqRJ0v3KpXbeM9Li4ScNE66WhtQhEh3RJRX4yDLzw3Kd5TN5ctRyybQclTAKxEatLI57VZaZfy3lE38hZlOPuNEiz5oelShdqZz16SstlQ0SpiuXDM0+yUxqkid5SDLTOuT6kI3yfOKrku11XNqCouQUNtFre+Tp1D+K2dgl06L2yizelibMMtW+VjSaHqnMr5R6rV0G2PKkf2CpLHnivLQlZ0o9JmlZ8IwMYIsUPfCsKPRILu/JdcGbZJbtc3n1xTa5pu8Baek/VN58qU1mhX0tGe7HJSujQxZzp8zU/FUM+h6p8E2VcOMZMZu6JNi3TaoxSxMGeT7xdTG79UhT7vXShJucjcuW6V4bxFNTL+Eh7XLNzG4ZaDsmlbhLtVec2Dkr6caj8pxpntRPu1m8tPXyXPLbYnXrkEi3M1JrCZXrchvFi2qJRXPZbcJgMIjFYlFtevLkyQLIo48+KlFRUaqfAMTLy0sURZExY8ZIQECARERESGJi4iVzS58+fUSj0ci8efPEbDYLoP4+JSVF/P391XlkwYIFf+cnnn32WbHZbDJ//nzVTwASEhIiNptNpk6dKgEBAZKTkyPp6enq93q9Xry8vNS5OSUl5ZJxzZ07VwICAiQ0NFQMBoMA6tgDAwMlNzdXJk6cKDabTfr06aP28eSTT6p+IjU1VSIiIi7xE97e3qpP0mq10qdPH3F3d5fJkyeLm5ubOq9rtVrx8fGRJUuWiE6nE71eL6GhoeLr6ytpaWnqXH2xn1AURex2u9hsNklISFD3xdPTUzQazd/5iccff1z8/PzU8wfIQw89JIqiCCBBQUFit9tlyZIlEhAQINdee6288sorEhYWJhaLRfr166duV6/Xi6+vrxgMBnFzc1N9lJubmyQlJYnZbJbc3FxRFEX69u0r3t7eqp8ICwtTj39UVJTah8lkkmnTpl3iJ4xGo+r/L4yz5vuu1cseVKWmpopGoxGDwSALFy6U+vp6mT59umi1WikrK5OXX35ZgoODxcPDQ44cOaIGD4qiiI+Pjzz//POSkZEhc+bMueTi9PLykoceekgNWnQ6ncybN08iIiKkoqJCPDw8xG63i8FgEC8vL3Fzc5OJEydKdXW1hIWFiYeHhxQVFYlerxc/Pz+ZNGmSAPLwww+r2ygpKVFPovN16NAh8fT0VP+Pi4tTT7LBYBBPT09JSUmRfv36ybFjx9SLPDQ0VNzd3aWgoEDsdrt6gdntdpk3b54axFwcQF287fj4ePVvo9EooaGhcurUKZkxY4ZMmjRJFi5cKBaLRYqKitR2bm5uYrfbxWg0ikajEYvFIpWVlfLUU0+pbZ577jnVuFNSUtTJLCcnRyorKyU0NFTMZrNoNBoxm80SHBwsgBQUFIjZbBY3NzfRaDSi0+nk+PHjMmPGDKmoqBBAnn/+eenq6pLKykrx8vKS/Px8AeTIkSMyY8YMWbp0qTz//PNq8GsymcTd3V38/PzE3d1dKioq1KAPkIkTJ8pVV10lzz//vBrcOg3f+Zo/f75YLBbJyclRt/XSSy/Jc8895zzmBy63TWSkpskc7T0yQLNbVj/1pbTUt8msKeflLs1tUl9RL1+/skGWBj8lszy+kNoj5XI1f5CHTfeLhWp5wnexLJyxXm7I2CDpXsWSynIZyF9lKh/LOPtyKXxomehpl1TjMcnWLJcVT6yW7LByqT/VJAM88mSM9TPxMTXIYz6LxdvUJGUTb5em6ibJDC6Xce6fSHVRrcw33CvXmT+R31jmyyzbclmxcKUksVpm8AdpKKmWB0wPCrRLfz4RC/VyqqhDIj2q5WHlXrma38sXfW+WWbwg03QvyEPm+yXMXCE3ZGyQeSmvS3//MklntYTbqmVgcLnMtz0otQXVEmWvllG8K6GckLHWT+XRiavFRL1khpyWU/N+K1raZbLhM8lWPpeBfCAPcbfMSVgmA/hQklgj1ylL5L7Ul6X2yVek9olX5LGZ6+TsgpdlsHm1VBZVy2zlBbleeUEeMT8oXpySZ9wWyOpJc2WB7QFpqmySZc+0ipZ2WcRceeO58/Kc8RG5nqdkdtBf5DcLaiWJNVI2Z5lsWLJebkxfK8+7zZV5ujtljuUByfArFw2dcja/Qfrr9spYj+WySLdABimfS0VBrTx29XppqqiVG3hG3niuXrq6RFoqm2SW/QupXvSK2KmS6mMVUjvzNnl9aas0PfeqVM9fIjP4vdj1jRJqrpTn/R+Xl9wflZaKWrkhfb2MZ5mM4U1ZOmGVrJ++SJqef1We8n5cdLRLP78ymcU86cNq0dMq9SX1ssz9UVk4cYX042upPVIhry1tlXUvrJfZmiWioFx2mwgJCRG9Xi9arVYKCgqkra1Npk6dKjqdTioqKlQ/YbPZxMfHR72Rc87TV111laSmpkpAQMDf+Yn77rtPABk5cqTodDopKCiQiIgIOXXq1Hf6iSlTpkhlZeUlfkKr1YrVahU3Nzfx8PBQgwVnoPXggw9ecvNfVFT0nX7COZctWrRI+vXrJykpKRISEqIGdRf7iYuDvLCwMBk7dqwoiiLBwcEyd+7cf+gnnP4lLS1Nnn76aXnqqadk6tSpqp9w+lpAJkyYoD6wmDRpkthstr/zE07/aDabJTQ0VJ2z58yZI88//7ykpqaqfsJgMIiiKKLT6VQf6wzAnMf/Yj/xm9/8Rrq6uuTs2bNit9tl4cKFAsixY8dk5syZsmzZsr/zEzabTfz8/MRqtUpFRYWkpKSo14TTTzz99NPi4+NzSRB48TVjtVov8RPLli2T5557znnzvf/7rtX/E8t/TqmYlpYWFixYwLFjx/jrX/+qah0pikJxcTElJSUqm25nZyfJycnExsYiImrukDOZsaurSyVna2trIzIykrKyMqKjo4mOjmbbtm0qeebp06cJCwvj4MGDeHl54XA4OHToEAsWLGD58uWcPHmSuXPn8uyzz2KxWKitrcXPz4+7776bJ598EoPBQFBQEEeOHOHxxx/n4MGDrF+/XuUFcS696XQ6AEaNGoVGo6GkpEStchQRdu3aRUhICCEhISonSWtrq0qkmZ6eTkhICBs2bMBgMBAYGMiJEyew2WyI9CYm2u12uru71YrEfv36sW7dOsaNG4eIcPDgQVJTU9FoNBQXF1NcXExUVBQ1NTUq8/CcOXPYsmULAQEBzJw5k6effpqOjg5ycnLIzs5mzpw5TJo0iY0bN6rEcBUVFZw/f56EhARERCVBjY2NVZMQnXI/c+bM4aOPPiI+Pp5XXnmFO+64g8LCQqZNm8Zrr72GRqOhf//+lJeXq1U3zlyuEydOkJSUBEBcXBxdXV2sX79epbc4deoUkZGRrFy5UuUpKSkpUekgDh8+zB133MH27dupqqoiLS2N2NhY0tPT2bFjB8uXL//BMjU/uU2E9pPBVbl06H3wbMtj4dx4rv7iGpIOzeGpKW0c1UdxxDGUPxUOIaz8XU4bRpBc/waeXaeoTHyA8Pjz4HBQsWo7irTi5tbN/qhFzJX7+Kw8nsd4h2UyEVNoGIZT+/GOyOQW5fd0dsOLBdHcNtbEJ6ezaA2N5dABhUFeK9jScT3m46/xxNxYXv9DO4dbAjFdeQ1Zu1/khCL4NJ/mD+Zl3HtnN0XPP0GIzpNWfRfBdXu5oegNXrs7j6ObdpLndj1PBD/B9pCpNGxcTgPBODQWrhrejOF0GYO6jrM1cgxZunI6HRoW7olkn9+DrAy/i73FDj4oSsCtoxyMRtw6uonqm8DN0du4acet9LTmc13wHr7M0yJWf0xKM0pHB6OspaxsTESjqeOFnBb+UnYFecWlJIwcSUTnDjYeULD0751nNIUnKTnZQF7MHSSdeon2DoWXC+/iowf2snm7Eb2vJ8umbuCp35zmTLuNiPHZVBgGEr3uPh4IO8SSsmTO2SI54HUnqdUv01Cr0D/OF43OhBIRzKE1ewiK9SYoMpRjX39Nm/gQqTnJnQ8kcf9nSbwS+x789gX+eMd+tu/Qs2xrMpkpPUy1vUH0wCy2a4cyuOdrNLveZ31FMpr40fSUfMPpuJu4SfseisbBmfAomtf9lQZNKEtGFXKgXMPbYcvQf/kKfWL80ceEc3r3dkb6lDJICtFsWMEfb99D7Y7POHIuikHJVg4k/JwbMr9m+zYHL3x2U0eTnL28NhEWJpWVlYiImmw9Y8YM9u3bx6RJkzAajTgcDoqLizl27Bh+fn6cOXMGEVG/d+qS9vT0qNyEnZ2dFBUVqUnWzsprp05od3c3x48fZ/z48Zw6dQoRURUy7HY7R48eZcGCBbz11lu0tLQwbNgw9uzZg0hvbpbZbOb+++9n6dKl+Pn50dDQQFVVFeXl5dxzzz2X+ImQkBA2btyoEnHed999LF++HJHeHCCdTkdPT4/qJ4KCgtixYwdtbW04HA40Gg1NTU2kpqYSHR3N9u3baWtrIyAggPz8fMxmMzqdjpaWFmJiYtQltpycHE6fPk1BQQEjRozA4XBw4MABPDw8iI6OBlD18crKyujo6KCgoIAHHniALVu24O/vz4wZM3j88ccxGo2MGjUKg8HA8uXLiY+Pp6ioCA8PD/z9/VUqA09PT7Kzs1V5MmfKx6ZNm1Serjlz5vDhhx+SkJDASy+9xMSJE+np6WH58uUkJiZis9kYMGCAStmwbds21U+UlZWpsYFOpyMkJIS1a9ei0+kYOXIkZWVlaDQaTpw4gbu7OwMGDFCXNbVaLevXr+f2229XtX3T0tKIiYkhIyPjf/QT/yeCKh8fH3JyclSqgiFDhrB7926VnyM4OBhvb29KSkoYMWIEu3btUgk1a2triYuLU3OVdu/ezcCBA9mwYYMqVeJUIN+0aZOqY+SkXEhMTKSuro6srCz69u3L4sWL8fX15fz585hMJkJCQqitrUWj0WCxWNR8pubmZqqqqvD19eW2227js88+o7Ozk9OnTxMREaGOVUQoLS2ltLQUk8mk9u3p6UlJSQmjRo1SK9dMJpPKbzJw4ECKi4spKipSkyQvlm7RaDSIiKptFRUVhYiwZ88evLy81NJaJ7lmUFCQKr2QmJiIRqOhoKCAsLAwGhsbsdvtVFVVUVdXh4+PD7feeiuHDh3iq6++UrlMfHx80Gg0dHZ2EhMTw6pVq7Db7QQFBanVmGazmZtvvpklS5YwfPhwjhw5gq+vL6GhoXz11VeqKKmzArG9vV2VDWhububee+/lD3/4A+np6eq2nQLIV111Fbt371bV3YuLi1UyOmefVVVVdHR0EBQURExMDPv27VMrID09PamoqMBsNnP+/HmGDx+u8sjU1NQQGxvL0aNHL3tQlREaLiP95jA4N5zlS/agaWsi5+HhfP3yGnLa97FeMqj0GsxR76kYT+0g4sp+DNl7L3h5sLU6h/PnS/DuE0FWeAGK4kCzbz9b039Dn80P0hWcRpbuEB8oV3FV0GbWbmok0mqnsaOd+4K/4r2z4VREjKKoOgFH1hUMTDxP6/N3c9z9JuydGyhsTufuvuv5QHMtSk0NMzw38drJ/kyIK+D56scYXv8i7n4QcvM95K3YzdXdf6biZDV5CZOor1PoyLieOGU72aUf8FFJOGHmShp9k6musaP4ePNS4Q18NG4ePbv3U9DgyXmtnW5jJIMMmyAzg4IiDVJURIdGwctsIVhThkYLX6W/RFD5+0Q5TnC81oM+XudRYmLQiIOo9R+SH96fvAoDTxs/YW/mTAoOVXPWM4PSGk/M9TvxjUugXatlTMGfaY+I49X66+nj2IIC1NXYyfI/xNSbknktry/arz4iPcTBx/UDsXsrKArEOU5yXfcW3ivwoSoxi65ub+rq6zjX5MMo2z5Cb53B758qYPawKl7f0Z8Pwp7jvdhZ7N6twVOqUKqq0Pr7Yairp8nRjM4njC3tsxgpv8H+q8c58efPSPPo4eB5LVmex4mqOcE274lYZ/6M+j1bOXOwlKXNT7GnK5Q/Ry/AvWYnJh8fxrGLnqoqfteay01hu9kdfQ1lu2vw9TnPeO1OUjqKmFN6Bccif01Oxa9JG+TPVxURbD03hivPL2FEnxamHdjU0SYll9UmQkNDxcfHh+DgYPbv38/58+e5//77eemll3A4HHR1deHr66sSFo8YMYLdu3erNu8UsHfOn/v27SMzM5P169erzvnAgQOkpKSwZcsWNTfLyR0YExNDbW0tmZmZ9PT08OWXX+Lj40Nzc7PqtLVaLXV1dVitVkpLS9X8UofDgdVqZdCgQXR1dVFUVERBQQHx8fFqUnVPTw/79++nsbFR9TkGg4GUlBQ2b97MyJEj2b17t6rx6hzfvffey+9//3tVZgZ6V5+0Wi2ZmZlq4FRVVYVer1fJoZ1J/WfOnMFisZCRkcHevXsJCAigqqqKM2fOkJOTw9mzZykoKCA0NFTlHnSqbdjtdn7xi1+wcuVKqqqqsNvtnDlzhiuvvFINUESE/Px84uPj0Wq16lwbExNDTEwMa9eu5b777uO1114jIiKCkJAQ9u/fr/o2i8VCV1cXnZ2dqghyeXk5d955J3/84x/x8vKitrYWLy8vqqur8fLy4pprruHjjz9WyUELCwtVQnFfX1/1eLS2tmI2m/nlL3/JO++8g5eXFyK9ZKeFhYXEx8dTUFCg+omSkhLa29vp27cvBw8e/L9LqWCxWESj0aiJYsHBwWzevJmYmBiVJbapqUkVjXQmYDuFDp3yIg0NDWqCWnNzM8nJyRw+fBhPT08aGxvR6/W4u7vT0dGhijo65UyqqqpQFIW2tjYmTJjA1q1biYyMVCNyJy9SdXU1I0aM4MSJE5w5c4ZRo0ZRUVFBYWGhypTev39/jh8/Tnd3N+fOnVNZ4AcOHKhWeJjNZvUid55kT09PgoKCWLduHYGBgTQ3N2OxWIC/GUldXZ0q1GyxWPD29sbLy4uCggK6u7sxGAxqsDVixAi2b99OZWUlJpNJTbZ0Ju/7+fnR3t5OcXGxekfm7+/Pddddx6uvvkpLSwuKojBlyhQ2bdpESEgIjY2NKo9IQ0MDZrMZLy8vzp49y/jx49m7dy8tLS10dXURFhZGQUGBKmXjrJAMDAxUnwY2NDSwbt06kpOT0el0DB06lE2bNqnlt86ERicDuvNYOGUoTCaTOrE5CwWamppUNnonTUZXVxfx8fFUVFRwzz338NxzzzFmzBhWrVpFZ2cner1e5WA5cODAZQ+qwizhcr9yHUtbb+Pu5A20BQbywtr+5C34kPvf7EtXj0JpSwDS1UW0vozBHd+ww3glu/TZ9OvcQbEljco2C5qWJgJsbVwTuoUP8zKIStDSdTyfr+0ziGw+CgpEuldTcN6PGvHCVyrRBvhTrQ/EXl1EmSOE2M5DzBxVzd4dOrSxEeSXW4hv3ANuJjJMB3mt5ef8fMhh8o6acFTVkDnSSHfFGZ7On01k90nq9H5s2S7MmNzDtd1/QKk5z/uOa7jKfz17s+4mbftS/tpxFWfdomg+d55Ivw70RhAfX6J7Cukfdopdq5oo9RtIbNtBsm1H2dqTTZEjGmltRXE4iOw6ycae4Yw0beaUZxqzfNfQlV/Kh13TiTKd5oQjFr1WIWp4MI51X1HU5oPGP4Twyj2UBg7kuoF57NtrIMuvkNa2Tl49MZF73N5AgwONVmH6hl8xaVgTxW0BzNM8zcFJc+HrzbwY8gITyl7H4RDi7NUUVHkQ5VVPmS6aayqXcvOkav6wO54/1k+jVMIZFlrE1wVBRJqrudb6MX9tn0FPcxtKgC/R9jpe1NzPlPN/5JP1WnL7VlAikRx46G2ufO4qMn0Kyapbywfmm4hsyUPr741U17G6ZzQ2Gsh224+0tVJIAjXuEQREuxFdvYviZn+imo/S3zOP92smUG2NxKunGn1XO5E+jexqS2Xz1g4eGbQHzcihOFatY1tXBt7aJq4ZWY65+iyPHHi2o1mKL6tNXMitVEXev/rqK/r378/cuXN5++23ERF1furs7ERECAoKorW1VZ0X29raVJ6p0NBQjh07RmJiIkeOHMHLy0stLrJararYb09Pj0qa6bxhExHGjRvHjh07CA8Pp6Ojg+LiYsxmM0ajkebmZoYMGcLx48cpLy9n7NixHD58GL1erxJ+bt26lalTp9LV1aX6CV9fX5UI2zmnOeludDqdWo0dEBDAunXr8Pf3p76+XqWPuZBArVbFd3V1qSzoDQ0NhIaGUlhYqErPQC/34Pr162lpaVEFh0NCQtQE+cjISLq7uykoKECj0aDValEUhfXr1zNq1Cg1yEtNTaWkpIShQ4eydetWdaXk3LlzKhO500/s3r2bhoYGjEajutri5BN0ViM6/YSTUHXVqlUqncMjjzzCM888g6+vL9XV1eqDEl9fX1VwWafTqX7N4XDg7u5OVFSUKkTd1NSEoigYDAY6Ozvx8vJSC6paW1vZvHkz2dnZKh9aZ2cnOp2OMWPG/I9+4rJTKiiKwty5c5k8eTIajYa1a9cSHx/PjBkzOHfuHJWVlapatFarJTExkdjYWG699Va6uro4ceKEKnK5fv16FEUhMTERgODgYLZv307fvn2Ji4tDr9c7y+aJjIzE3d2dlJQU2tvb1d85uS5ef/11VWsuNDQUvV7PAw88wObNm0lLS8PT05MNGzZQW1tLREQEBoOBzMxM1q1bR0VFBZmZmaSkpODr64tOp2PHjh3o9Xruvfdede21vb2dzZs3s2XLFg4dOsSmTZtwOBzY7XbmzJnDzp07ycrKws/Pj4yMDOx2O+7u7sTHx7NgwQL279/PF198QUJCAhMnTuS+++5TNY8URaGqqgqbzabKyZw7d46MjAyVg6uwsJCYmBjGjh1LcnIyN9xwA8899xxWqxU/Pz8WLFjAqVOniIiIIC4uTuWJclbheXp68stf/pLAwEBMJhMDBw7EZrPx4IMPcvbsWcaOHasGRs7yVg8PD44cOUJZWRkOh4PRo0erUkF79uzhkUceoaqq6hIB5ubmZh5++GH8/f2ZOHGi+nl7e7saWA8cOJDQ0FCVziEoKEitEo2MjFSfNr7wwgtqwPjggw8CqHpV586dg39NUPknRZ3ii3beXAZPD2QvmRRs2MvAsGMw+xqKzzVTXt3ChNaXiDeUotcKmr6xFMeNY9OvPsCtrZFJNc8xVNnGlcG7uerBMD44P4Frk/ajMTVxOmQwe3f0sLbPvUifvtQ1NXDUEUu2ZgWVblGEZgbyq7QtJLQfYKzha2YlH2Xdbg3rWgbx9Ms2/Oq+pjs6Fk1kBDajwo573uPE10109RvA6273cXh9Ic111YyIKeV60yekhdRwTb89xLCTn2flY06KZq3fbD7S3UjqjpfZZBrCNQ8E82vN8xTQh6paHau2+3J1xE5qS4qp+2oTBYqd6MASXpt/jpt2/ArJHkx0YCuhQyKw22sw+HXxUJ9PGPnYMFYfCuH6L67ioz6LuH5KA0vvLaOgPYKZD4bxW8297GxLw8t4hnDvRk5rTUhVNYkDHQxRtiHhEfy2aBqefQL4+ahTvBf/GH8IncfEgUew26uxBHpwy/xAYis+JjOyko9iHiYmFnyMJXSmDyBKU8pWZQgz7g5kbfAU3tXdyE39T+DtU8uDj2hJrn6fR8fuIrrtGB/XjWfGvUFMcv+ImV6rqT1+jBvL76WrU1g6+m3C5WsOksyrH3UzcIInDXVVfGD5GWNtn9PgYYLWVl7+dQExIW0MmuJDglceaxlLl76FQexgXeQd/D7zDa6L2sU2t5EkBZeh+PszyPoVprYCVsbcS6ESi4e+mQUD3kHT1MBAdvHKA3lcpV1CTY+Nz9Y52FEdjxa57DbhFKOfOHGiyg8YHBzMjTfeyNmzZ9UnD3q9XtVoHThwIL/85S+prq5WnxgFBARw9913U1dXR2JiIoqiEBQUxLZt24iPjycuLk5lR+/p6cFsNpOZmUlaWppa4h8UFMTp06dpaGhQl9bi4uIIDw/HZDJxzz338M0335CWloaPjw8bN26kubmZtrY24uLiCA0NpV+/fnR0dDBw4EBSUlLw9vamoaGByspKBgwYwP33309NTY36BGbbtm1ERUVRWFjIV199papIPProo6xfv56BAwfi5+fHkCFDsFqtKi/T/Pnz2bdvHw899BCJiYlMmjSJe+65h+bmZu655x60Wq0aeHp5eal+4syZM4wYMYKoqCjy8/OJjo5mzJgxxMTEqPOt1WrF19eX3Nxcdf8PHTrEQw89pKpwOFeKLvYT2dnZ2O12hg8fTmNjI+PGjaO9vV0VT7ZYLHh4eHD48GFOnDhBeno6V1xxhfpw4f3332f8+PGqfzOZTFitVlpaWhg7diy+vr7ExMTg7e2t6sd2d3cTGRl5iZ/w9vbG09MTDw8PqqqqCAkJobu7G71eT79+/Whubkaj0ah+oru7my+//NJZSd71vRfr5U5ADA0NFavVKn379pWgoCCpqKiQiooKCQ4OlqCgILX6Tq/Xq0lkWq1WTbQLCAiQJ554Qq02cyZde3l5iaenpyiKIhqNRtLT0yUgIEA8PT3Fzc1N/X1wcLBYrVZJTU2VnJwcNSkekEceeURNvHYm+NntdrVaom/fvpKcnCxms1mio6MvSbJ2JsU99thjkpGRIWFhYRIQECB2u11SUlJkypQp4u7uLuHh4RISEiKenp4SEBCgVrZNmzbtkiRGRVHEZDKp1QoajUatVgkKCpKFCxeKu7u72m7atGkSEhIiixcvlrS0NHniiSckNDRUPDw8JCUlRWbMmKFWv3GhSkSr1cqiRYskLS1NPD09xdfXV6ZPn64mRJ46dUpOnTolFotFdu3apVaruLu7q+Oy2+1q8rrValUrG2fMmKFWGgYFBYnVahW73S6VlZUyceJENfHQzc1NFixYIIsXLxaTySSLFy9Wq1YmT54sNptNdDqdGAwGCQ4OlqSkJLlADChTpkyR0NBQ0el0otPpJCwsTIKCgiQ5OVkdX0FBgSQnJ6tVinPmzJGgoCCZMmWKTJ8+XYD2y24TIRmy1n2IrEy+WV4NvVmaKiqlvKhJHve8WTKTGiTCo1qa/CKl3uQvqzX9pB6rjNK+L8N5Q87qgqQlMEpqH3tJrk/bILPc35Rxpg+lXBshPvZ2uc/vaVHokGv0L0tGaruMCtokBn2X2HQNYtR3STxfS2hQp1ztvlyuSTkqlRN/JmNDN0mqKU/G85JUjL1Bsu3HZJXlSqk3+UuUsVw+95siGaZNUo2bNPXpJ6vTfiZGQ5dMNX8hffhayvObZNaMVtmgz5A2rVl65i+UlzJ+JzeGviePBj0hs2xvynUph6Q650bR63pk6tQeCQvtES+PDlkdPFEWJbwlXvYuuSa3RWaxRFJZJTP7rJc4NojN0iEZSe0SSqksN4+UiKAWuZG5Mi/ocfnyqVUyy+NNUeiQay1vyKtpD8jA9FZ5flGjXN/va3l2UZMMCD0lsz3elJa0bGmZPlv6uedJKqvlLO4yL2CRzNPfJ5XHKyUjtUts7j1S6xsvs6Y1yY2212WdkioNZbVSXtIhGeavZerYRknSfiXLn1ovS8yPyKaU62QVKeJhbZeQ4B65yu0zuc76hgxQdkntxNlyQ7+NsiJgksxOWy8Dg8rkect88fbsltrKNnlxwkqZxR+kIf+UXK39SL58fIW8kvqa1KYOkxefapTZKWtlNk/LtAlNcp3776RCHyqhhjNiMnRJ+bxX5abQ92SdMVOundwkEaFdUqEPldGGDyUksEP6B5VLbdJQ8fToEa22RypLGqQlNUtuSFsnN/K01D40X54PXCy/zV0rLdOvl3DcLrtNhISEiMVikcTERAkMDJTq6mopKipS5zMPD49L/IRzLgQkNjZWAgICZOHChZKSkiI2m00toHEmJzt9RkZGhvj7+6tzvLNIx+knUlJSJDk5Wa0sVxRFHnnkEfH09BSj0SgGg0FMJpPqZ7hQvTd//nwxm81qdXp+fr7MnDnzEj/hnHdtNptaQTh//nzR6XQyY8YMCQ0NvcRP2O12CQsLUxO/Y2Nj1YT2pKQkdR50+omQkJC/8xOpqamSnp4uTz31lGRkZKh+wmazicVikRkzZkhqaqp6LAMDA0Wv18vx48clPT1dPD09xcfHR6ZNmyaKoqjFTiUlJWKxWGTChAmi1Wpl/vz5l/gJnU4nubm5otfrxd/fX3Q6neTk5Ei/fv3Ex8dH9RNms1nsdrucOnVK9cVFRUViMplk/vz5kp6eLikpKfLss8+qfmLixIlqJZ+zcm/u3LkSHh5+iZ9wJsuHhoaK0WhUK/61Wq2UlJRISkrKJX4iICDgn/ITlz2ocu6EVqsVnU4nkydPFrPZLIGBgWIymWTq1KmSm5urlsY7nbXzBE+dOlW9aHJyciQxMVFMJpOate8Mspz9OUvrobe8NTg4WHx9fdUTlpCQIAEBAaLRaGTy5MmSlJQkgFrSn5qaKrm5uRISEiLTpk2T9PR0SU1NldTUVElKSpJp06ZJRkaGBAYGqgFAbm6uPPvss5KamqoGA86qtMmTJ0toaKjk5ubKk08+KQaDQVJSUiQgIEAds8lkkvj4eNHr9WpwZzAYxN/fX4KCgiQwMFA0Go1awms0GmXatGnqvjuDpscff1w8PDxkypQpalWgTqcTNzc3sVgsYjKZ5NChQ2Kz2VTjT0tLE0VR1CqUsLAw9Zg4gyir1Sq5ubni4eEh/v7+6jHlQsWgcyJ0GtO0adOkrKxMrSIJCQkRDw8PmTp1qjhLpxVFUY3UuS3nBBcUFKRWZYaGhkpwcLBMmTJFDbacFBppaWkydepUCQsLU6tbli5dKikpKRIaGioWi0V0Op14eHhIWVmZ5ObmCtB1uW3CyzNDBuq/lD5slHGmN6Vs4i8F2uSxjMel1ie6t2w+93qxWTqlj/K1THf7TGZb35CX9ZPkWv/10j+tQ0ICO2WgslzGhmyQ5U+tFy9jg5SOv02y+Eye1s+VWYaXpH9AmayyDJWr/TZJPe5SrfWTVeahMit4o1R7xUlYYKeEki9fJP1cQvxa5AbTU9IwfqZUGkMk1fiVzOx7UJZyu9yQulaWT3pSwoPb5ZqprbKu/82Smd4h9X2zZbX7UKkvqZUB/bpkVvD7cp31M2nRussruatl7QvrZVb6JkkzfSVX+2+S17W3S4VHH7k+/Yi8nP6W1E77uax5bo0Y9F3yXNLbUh8QL7OD/iLXWd+UMfoP5Br3t+SawK/krD5UPKydkmr6Sp72Wyw3hrwuswLfl3HKn2RN8AQpG/sLGWf8QH6d/qqc1QbKNbwrYwwfylWW5fLCYw0y2/N38tKU1fLazHVSOfFnMtrwVwkxV8oA3ZeS5bFJKo7XSz9bvni498hM7SfyStIrslrbX65PWSvBlhqxe3TJFzkLpAG9LDcNk2z7Jgm1VMnKSY9Jtn2jTA3YImGh3TLNb6Nk86lcldMo1YlDZYztc8lWPpcFurulIXe2tJVVykvuc6StskGuC/lKBmp2ydn5r4iGLrnW/XcylY/F06NLrrYsl1X0k+t4UXR0SCxfS1hQh5wiRKZrPpHwkA5ZMGOTPDF1tbyivUvO6kIk3Fol17FU+qV1yMypnfJa6ONSvfBlWZr+jnRUN0hLykB5PGSRrLMOkmt1H4rd1i3VZS3y4rT1YiTqstuEm5ubGrQAcvz4cdFoNJKcnCz+/v4ybdq0S/yEoigqbUJgYKCkpaWpfiI4OFjmz58vbm5uMn78eIFeigWdTieBgYFiNBrVkn/njXpwcLD4+PiI0WhUK6f9/PwkODhYJk+eLEajUdzc3FRKgdTUVJWuID8/Xzw9PWXRokWSmpoqFotFSkpKpH///pf4icmTJ8szzzyjBh6TJ09WKRjS0tIkPT1dpk+ffomfcI7BZDKpZf8BAQGi1+vFarWKwWAQPz8/MRgMMnHiRNFqtRIQECATJkwQk8kk6enpaiDq/M3jjz8uNptNcnNzZfr06ZKamipubm5iNptFq9WKzWaT48ePX+IngoKCxM3NTZKTk8Vut4vdbld9sE6nE09Pz0v8hK+vrxrMOAOhxMRE9YGG008UFRWJzWaTiooK0Wq1YrfbZdGiRaLRaNQ4wOmDnH5Cr9eLXq9XA0AuVEdOnz5dpk2bpgabzmpDm80m+fn5EhERIQsXLpS0tDSprq6W1NTUS/yEzWaTsrIymTp16j/0E5c9p8rb21tCQ0OpqqpSqxfc3d351a9+xcKFC1Wq/NbWVqCX6TUmJobQ0FBWrVqFm5sb7e3t+Pn5cccdd/Dmm29SU1PDqFGj+Prrr1WNI0VR8Pb25tixY1itVlX6pa6ujra2NnWNOTAwkMrKSkaPHs3q1asJCgqisbFRpbtvaWlh4sSJbNu2jYaGBuLj46mpqaGxsZERI0awYsUKNBoNcXFx6hKXwWAgKiqK2NhYjh8/zrFjx9DpdHR2djJx4kSKioooKSkhNjaWkydPkpCQgMPhICoqitLSUoqKihg1apSahF5UVERUVBQajYZrr72Wjz/+mIqKCgYOHKgSrA0ZMoQ1a9bg5uamPhZ3c3PjiiuuYMuWLRiNRhobG/H29lbleRITE1mzZg0BAQFotVq1EqK5uZnIyEiKi4vVJbvPP/9cJbBz9iMiKgNvaWmpKrFTV1enPqJtampSRTnz8vIYP348Bw4coLq6mri4OCorK6msrFSJ9Hx8fKisrFSTBn19ffH19VWrUDo6OkhNTSUiIoKVK1disVjUR74iou670WhEo9FQV1dHU1OTujywa9cuzp49i9FopKenh66urm4R0V9em+gvEaHbia7cSQnhxLccJF/Th1X77eTGlxHl18iglo2803oVleKHn7mJPpGdvBr+DKNX3EuUphRRFDR9ExgYdY69p4LIK9Aya0QZyzb240DoZO5oeIqCnmhiW/azq2sA92pf5j3dbGaHf4UUFLGrox/tiontZDPEO4/1tf14eOQ2PltnJ9y3jcKOEJQeB2sNE5nQ8jGRE/vg2L2P0kozs5P2sqMmHqWhgf5hp3jp6DgyA8vA24+ich3RXScp0cVyQ+w2dsbMpvtYPkNPvElXj8IHmtlclbAXXV0le3RD6e9byqLj1zAv7i/scWQjcTFoioqQwgKUmNhe+vvqKroVHYqnnSzNNpTrb+Iv72uJPLeNQZmdfLAljGtDv+G68O30X/EYPtZ2ohwn2dU9gMFue+g/WMfezV1gdae43pMIz/PkO2Ko1vrj5+2g/GgjI3yPUqKPx9Hdwyx5i33t/ZCIKPKPdaK1WogaHkrJ8iPEBjaT5FnIbxtuZbBPHogGndZBv+7t7Cvzp1/nDnZ5j2VHRQQD+jaia6jnivMr2akZjMTEwNE8BuR4sGefiQFnlrOz7884Ue2NUl9Ffkcko/wPcYpItJXnuDbxAO8VDKTH05tI30b2HrPia20ltv0ob+Z8hkar4ZbPJ3LSlEKP1Z0EbSEOjYbSFn9m6v/KR4abiGk8gGKxUFBpY5bvCn45KJ83dibxQuWN+GpqEeBI93XdHXL8stqExWIRZzWXUyKlubmZAwcOEBcXd4mfEOkt5Jk0aRI9PT2sXLlS/SwxMZHo6GjKy8s5fvw4I0eOZO3atYwbN06tRGtqaqK7uxuNRoNOpyMiIoLCwkK1b4PBgKenJ7W1taqfCAgIoKmpCa1Wi16vp7m5mZycHNasWYPRaMRsNqvzqEgvqaW/vz/+/v7qvNrR0UFubi6DBw/m+eefp6qqSq34i4uLU6vbvb29OXHihKqOERkZqfqJmJgYAJXs2NfXF4Do6Gg0Gg3bt2+nf//+qrRaeHg4K1aswN3dHYfDoaZiOCVoKisrqampISkpiXPnzqHT6fDy8uLIkSMEBgaq0nJtbW2qfzSZTLS0tDBy5EiWL19OSEgIHh4eNDQ0qNJBziW5kpISlfSzoqKCvn37cv78eRoaGtS8KLPZTFZWlkqQHR8fT2VlpZpn6+npiV6vp7KyEh8fH7Voyd/fXy0Aa2lpYdKkSSiKwhdffKEmwMfFxakFT+3t7apsnMVioaKiQvUTO3bs4Ny5c6qf6O7u/t5E9cueU+UsYe3u7qZ///6MGjWKc+fOcfDgQZ588kmGDBlCQUEBycnJTJo0ibi4OGJiYhg2bBjPPPMMo0ePRq/XM2DAAD799FNuvvlmdDodu3btIjw8nLy8PHx9fWloaCA2NpbFixfzyCOPYLfbsdlsKoO4t7c3NpsNb29vHn/8cWpqaigrKyMwMJBhw4ap+k6jR4+mtLSUIUOG0LdvX6677jqys7OJiYlhyJAhTJ06lZycHFU80pkIFx0dTVpamnoRGY1Gxo8fz8qVK1V5lhtuuIH58+dz8uRJjh07pq6dOxwORHqrEurr67FarRQVFXHo0CG2b9+uJvOVlpYSGRlJeHg4W7du5dFHH1WlE3JycggNDWXNmjV0dXVRXV3N6NGj1SRGZzJfQUEBLS0tZGRkUFtby5kzZ4iIiFArHltaWkhLS1NLevPy8lS9RafekjNw9fHxQa/Xk5OTg0aj4Y477sDDw4PIyEimT59Od3c3K1as4Ouvv1YT3ltbW8nPzycwMJCuri4URSEpKYmEhAQ8PT3x9fVFq9USFRXFQw89hFarpauri507d9Ld3Y3JZOL8+fP84he/YMiQIRw9epT29nYAbrnlFtrb25k8ebKqHXbgwAHS0tKYM2cObm5uAGcuq0EAYWHgV7+dF7ruYkJWHoH2LXyinc7yuZ+w5rHt/OLKnfzi5INcn7SPKyZ7o4+N5IaY5eiuHMRNz8aTEHiCm8yv8PoKPxIr3ueG6yrQObpo2beSwHCFD4p8KPVKJ6FtHTeP3MfBhZ/yi/EVxEZ2EavZja79KG/MLeFlr0V0WDwZErSW+U9oaa+vYHVRLCZzLdNDNxOm28r7zUmMzalGX74LfXYGQ1L20ueGCF7Oehd9vJWbroeHZqxjqO59GhsqISKCUwYbcco29LHdXJ+1maDyPxEuezjgkcwn417jcF4BJedKyPZZReLPwlmwwIGhZCNdecvpWv9HomUzCV0fkx15iiuUP2Bo2U+m/Rj+pX/k0OFCanZsIUHZir65gAOntTw27CPia1bw8UEtg5IaiR8dxk2ev2dIjpXro77g+PpVaOUsxqo1LBrzKb/xforAhjUkarYyqe9OThbByK7X+SR9EV7Vq6moLUMTFkJM9BlSHO9yvfkFTKd3EpNkYpbfX2g/volAz0bcSj/HpDvNIMc7GE6sJNB6gKt73iVpsINBub6YKvYy6FcpxNqPc0XMVm6afZqBPe+St+YzXtycQLePB6aCd7nadxVf5kVj9HAjrO1LkvSriUoyYogLZ6XH9Vzn9yURxu0MTm5g7cjnudH4Mu/tM7C5UIe+J48494MENKxl6S1HeeeKP7HmcABHGjUk+J3khfAXCdKvJX5iGA3ni+jOyua2g3dxX+p6Fi+upq91H53UX3abMBqNVFdXIyI8/PDDKIqCyWTi0UcfZfHixZf4icmTJ5OcnIxer+fKK69k8eLFBAQEYDAY+OKLLygrK2Pq1Kmqn/D29lbzcRsbG3n44Yd57LHHGDdunKrt19LSwrx58/D19cXNzQ2NRsOiRYvw8PCgrKxMvVFUFOUSP5GQkMDo0aO56667GDNmDDqdjuuvv55p06ah0Wior68nKioKg8GAwWBQRZerq6vR6XQYjUbGjBlDXl6eKk1z/fXXM3fuXA4dOkRpaama52M2m4mKisLhcNDS0oKPjw8FBQUcOnSIjo4Odu7cSXNzM6dOneKBBx6gtraWffv2qWLJVquVnJwcwsPDOXfuHEVFRVRVVamaiefPnwcgISGBoqIimpubycjIUCu/b7nlFoYMGUJlZSVGo5GysjJSUlKw2Wyq7FhpaSnl5eVMmTKFY8eOqcVYAwYMIDc3l4qKCm6//XY8PDyIiorirrvu4syZM+zYsYMHH3yQ+Ph4jh8/jp+fHydPnlSDa41GQ1JSEtnZ2Xh6eqpSPX379mX48OEYjUZ27dqlsumbTCZ6enqYMWMG48aNY+fOndTX1+Pp6Ul4eDgAubm5qp84dOgQaWlpPProo5jNZoC677tWL3tQVVdXR21tLfX19Sq/h6IoFBYW8umnnzJo0CA++OAD6urq2L17N2fOnKG4uJhly5axd+9esrKyMBqNrFmzBhHh6NGjdHZ20r9/f44ePYqHhwf5+fno9XqKi4s5cOAA+/bto7m5GYPBgJubG0eOHKG7u5vz58+j0WjYv38/VVVVfPLJJ4gIBw4cQKfTYTKZ1EoSRVGIjY1l//79lJWVAbBv3z60Wi0VFRXodDoqKytpaWnB19dXdeBdXV2qMPHp06exWCzodDpiY2MxGo188sknanWcsyTVyUHifHrU1tZGT08PBoOB0tJSampqaGlpobKykqysLCoqKoiKimLlypWcOnWKlpYWduzYQZ8+fXBzc8PLywsPDw8GDx7MmTNn1KBt9+7deHl5odPpOHDgAN3d3djtdkpLS1EUBaPRiNFo5PDhw1RUVKhim1VVVWo5r0ajUZMeCwsL8fb2pqysDK1WyzPPPENbWxsxMTHccccd2Gw2kpKS1MRGPz8/Ojs7mTFjBmfOnFHFrcvKylSFeKfUQE1NDXl5edhsNhoaGvD390er1aLR9F7Sb7/9NsXFxXzwwQdotVqys7Nxd3cnKCiIsrIybDYb7733HuPHj6euro4777wTLy8vAK/LYQcXo65WSK9fx7i6pTTv20+YHaLqdnCuqJ73jiRSMPhBHB98zPvVY4jbs4QvK1J5rzSLx14+z6w993LCdzrXsY7bB3/NC5XX49BooLOT7ozxjD75JO8Z72JeyVSKJIttp0K4/eAt3Fb8awbUrORdzWx+Z3yEV49kk9i1n4caH6BM06vL11xdjenzj+jffZLNFQHc4PYl72tuJZud3KT8gdeVOxgfcw527mZi6W95sesxXv1ET9QV8axSruYex1I2V/VlTeMUtB5RRA+OZedODSVd4dxg+Zq2Vh9+bXyFfIZS5jGIqtgJoNWx++PTrPK4hZvkC0ZpNoCiYZcylKqyU+zSjCNUqvmwbgLl3RGc0/UjqGQ9EVXbqW0xc23VUvKz7ufxlgfZqWQzqHY5A9Yv5smWe+m/+1U+iH4Rk9WKwxaDwxbHiUGPcPWZedymeZ+spjVoiwvQedn5I7cz9ODL3CFvUeaeRfTpj8jq2cEBRvJB6zVcI+8xqOw93tfMYptmFDOrXyXLVsTVfMROzQTe1tyD4hXI2O4/8cvE4/yubDw1He5Uv/46L7bcSmXcBPr/bCQfut9DUFIoH/76KB+2XUW6bz2/LZnC6zPf52hDCPmSTVhDEQmn3uXs7n2E1e/nryfDMXc7GFj7BePK3+Q6zQa2+N7Ie9rZVGriyKKAO7Tv8uvf+zGi8A3+8okVhymJZVHvM920muhB0Swtv4pDbkP5zYdu/G7Cx7xfO57snw8FWwweOC67TXR0dNDa2kp5eTnPPvss/fv3p76+npMnT7Jv3z4GDx6s+oldu3ZRUFCAw+HgpZdeYu/evfj5+WE0GsnOzqampga9Xq/6iTNnzuDp6UldXR16vZ5PP/2Uffv2UVxcTHV1tfqU//DhwzQ3N9PQ0IBWq+XIkSMUFRXxySefqJp1BoMBo9GoBkgOh4Ps7Gw++eQT9anTRx99xKBBg9SnNefOnaOlpQU/Pz9Va1BE8PX1VasdnXqDMTExGI1GPvvsMzw9Penq6kKv16MoCp2dnRQXF6PRaFRRaKefOHDgAN7e3rS2tqpPXFpbW9FqtdTW1rJ27Vo6OztVP+GsjHd3dyckJIQVK1Yg0lthWVJScomfcDgcaLVavvjiC/XpUldXbx53aWkper1e9YdWqxWz2cyRI0fUIqbOzk7S09MpKyujs7OTV155RfUT9957L25ubmRnZ/Ppp59SV1eHp6cn5eXlqlat80a6tLSUjRs30tjYSFlZGSK9tAylpaUYjUb8/f3R6XRqBWNXVxcff/wxu3fvxmAwYLFYiI+PVzVxv+0n6uvr/yk/cdmX/xRFaQI6LvqoGbB+650Lfxu/1dbZXqF3J08C3hfatlz4u/1CuxbActHvnH05P28B/IHKi9pd3HfdhffaC6/wi8b2fbBeeC+jd73X56KxcaG/ggvjlAv9xvG3KFgu6qPlW+Nwjt15Aq0X/W+9sM3wC+M3XGjv/Kzswm+cx+piONs44Tw+zmNx8biMF8Zj+dbvnL8xXtgn+Ntx7LjQVw0Q8T2/c7Y3AJ0Xtuc8X9++Bpz7XMul475421z42/uid+WiMXYApRc+S5TLTKmgKG5NEKTuoy+lLdXEe8GJk1FIePOF666KKCsYjFZqOxTAmxpq8KEZTTOgGDF7ddBaC1W1EBnuS2lLI+Fe/pR11ONNE5rmCKqstfgQRLWxCzoEaEbTYsVhKcG/xYKbv5nyymoiLFaasFDdbEaxlhAJNLfEUe11Et9aqK6FyHBobvajiir88acSC1iLoQz8vAHcEasv1RSrNuHnA1arL6UtVhwWgFKUch/wVhCpQqmFhDhf8usUHFKFn2JFLL2nqvfS96GGUiIvOlY+AgpWHFYz1c0ArfhZm6kui0TCG/E1dqB0gkgzNWVWfMKbqSkDwQ+8e9tebBYlZRZ8w1twx51G3KhpsSCWEvyaQVHAYlEoLkuAuDaUjlL8WsBigZIyiAy30kwzSosVh8WAYqyD2gvHSDFi9gqgrKMNR3M11ISjRJQhZRZ8w41grKWmABJirdR2gNCMO+404UMNjfgYa7F1gMEEHe0RlNCEj7EWzYVzLkSihAOUEIkXTcY6NLW9+1lNNVLrg+JdjdT6g7egKBbE0oivsRb3DiguvbB/iSJNl9kmLvETRnrn+rgL7xfPxc55SaHX1r9vLq+58Ltvz/sXz0EXzzUXf27ib37l4u06213sJy4eYxl/m3Odf1/824v9hDe9viHswnfl/M2R/yM/8V1wjt05136Xn7h4X38KP+HcXhyX+tkf4yecfZUDsfx9LACXxgxOOP1UzYX/wy/63NlHKb3H/Uf7icseVLngggsuuOCCCy78J+CyL/+54IILLrjgggsu/CfAFVS54IILLrjgggsu/ARwBVUuuOCCCy644IILPwFcQZULLrjgggsuuODCTwBXUPVPQlGUJEVRuhVFGX25x/LvCkVRpiiK0qkoSuzlHosLPx4um/jxcNnEfxZcNvHj8e9uE66g6p/HEmCbiKy/+ENFUeYoivJXRVGKL0irlP7QjhVF0SiKcp+iKCcURWlXFOWUoigvKIpi+bHtf2jfPxaKoqQpirJIUZSIb38nIsuBI8Cz/xvbduH/O1w28c/ti8sm/nvgsol/bl/+c23icms6/Tu8gGx6eT2mfMd3To6k9fRyYZT+C/0vu9DPp8At9BpmF7AJ0PyY9j+075/gWN10YXvDvuf7Gy58n3i5z6vr9aPOs8sm/vl9cdnEf8HLZRM/aF/+Y23isg/g3+EF/BmoBvTf8V3URX8f/aHGAiQCDuCTb31+14WL6rp/tf0P7fsnOlb/k7E4SUpfvtzn1fX6UefZZRP//P64bOK/4OWyiR+0P/+xNnHZB/ATniQbMBc4DDQAjUAe8Nsf2a8OaALe/yfa/ivG8uSFi2vItz43XbiovvxX2//Qvr9nfM6LfwTwIFBEL7PsSeDGb7VddKHtt19/+Fa7NcDZn/Dc5wLul/sa/L/2ctmEyyYu9zX4f+3lsgmXTfxvX2M6/gOgKIoR2EIv/fzv6TUSM5BML539j0E/eqPm3T+yn+9DJr13CZf0LyLtiqIcvPD9v9r+h/b9j7AYcAPeoNdYfgX8QVGUQhHZdqHNp0AgcOuF9scvfF70rb52AGMVRUkQkRM/YAx/B0VRgoEPgH2KoowTkaYf099/Clw24bIJXDZxCVw24bIJ/j/YxH9EUAVMBlKAsSKy7ifuu++F92+f8J8KQUCNiHyXjlEFMEhRFIOIdP4L7X9o3/8IRiDT2VZRlI+BYuBOYBuAiBxWFGUHvcayXkS+/p6+nMcyEfhRxiIiFYqiXAX8FVh9wWD+J03G/wa4bOK727ts4r8XLpv47vYum/gJ8Z8SVHleeB+gKMoGEXH8hH37Xniv+4et/nWY+W5hSPibaKeZXmHhH9r+h/b9j/DqxUZ14SI9yb92h+cUz/T7nxoqirLon+xzDzCYXoMZIyJt/8K4/pPgsonvbu+yif9euGziu9u7bOInxH9KUPUxcDvwBHCnoigrgOX0rgU7AC5EqXcDafRG5RH/ZN9y4V35KQd8EVr5/ovGdFGbf6X9D+37H6H4Oz6r5VKl8n8WzmMp/7BVLxb+wL6z6N3nsv+p4X84XDbx3e1dNvHfC5dNfHd7l038hPiP4KkSkTp617THAR8Co4EVwFZFUQwXmtUDr9CbpPhDUH3h3esnGOp34Qzgc2G9/9sIptewO//F9j+073+Enu/5/F+ZRJzHsvoftgJERPmfXoCF3tLfbuBaEflvdx4um/j+9i6b+C+Fyya+t73LJn5C/EcEVQAi0iMia0XkHiAaeJde3pDUC9+vF5EP+OGR6dEL7/9b7K576D0PAy7+UFEUE713S3t/RPsf2vdPgX/mriLmwvvRf9jqn4CiKGZ6J8ah9BrKxz+2z/8UuGzCZRO4bOISuGzCZRP8L9vEv31QpSiKr6Iol0TBItJDb8Qs9Cba/RgcoLfsNutH9vN9+JDecd77rc9voXcd+y8/ov0P7fungDP57x/dsWUBlSKS/xNsz0hv1Y3LeVyAyyb+YXuXTfwXwmUT/7C9yyZ+Qvwn5FT9BrhCUZTlQCG9geJYYCLwvIic+TGdi0iPoiifArmKohi/XSGhKMps/rZe7AsYFEWZd+H/MhH587falwLhFx5HIiJHFEX5Lb1r/J8CXwJ96F3X/wZ471vj+afb/9C+fyLsobc8d66iKJ708pyUiMiuC/tvBYYA7/wUGxORekVRsn/ipNN/d7hswmUTLpu4FC6bcNnE/x+bkP9lIqz/7Re9dPargNP0VjCcBTbyHVIB8jcCsNIfuI0B9Eby07/ju6/5biIzAb7+jvY1QMW3PtMCDwD5F/ahgl6ZAOv3jOefbv9D+/6O39/E9zDfXtj3vzuWwI30csB08i1StwvfCZB0ua+d/9SXyyZcNuF6/d3xd9mEyyb+v7yUCzvwXwNFUXKBpfLPV3U4f7cGsIjIkB+x7RTgEHCziPz+X+3n3xmKouyn18CmXe6xuNALl01cXrhs4v8eXDZxefHvbBP/9jlV/ywURdFeSLzT9/6rmL6n2uH78ACQrSjKmB8xjLH0Gssff0Qf/7a4MFElAQ9f5qG4gMsm/i/AZRP/t+CyicuPf3eb+K95UqUoyk30ShNcjLIfeifiggv/KXDZhAsuXAqXTbjwY/FfE1S54IILLrjgggsu/G/iv2b5zwUXXHDBBRdccOF/E66gygUXXHDBBRdccOEngCuocsEFF1xwwQUXXPgJ4AqqXHDBBRdccMEFF34CuIIqF1xwwQUXXHDBhZ8ArqDKBRdccMEFF1xw4SeAK6hywQUXXHDBBRdc+AngCqpccMEFF1xwwQUXfgL8P5+A0ukmGUBfAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(1000, 2, markersize=0.1, incl_fb=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "0e1dc53b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.02s: finding forward matches between s1 and s2...\n", + "0.13s: found 15,724 forward match cell(s).\n", + "0.13s: computing ReverseComplement(s2)...\n", + "0.13s: computing suffix array for ReverseComplement(s2)...\n", + "0.13s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.23s: found 31,471 total match cell(s).\n", + "0.23s: density = 3.16%.\n", + "0.23s: converting match information to COO format inputs...\n", + "0.25s: creating sparse matrix from COO format inputs...\n", + "0.26s: done creating the matrix.\n", + "Matrix construction took 0.27 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.13s: found 15,724 forward match cell(s).\n", + "0.13s: computing ReverseComplement(s2)...\n", + "0.13s: computing suffix array for ReverseComplement(s2)...\n", + "0.14s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.24s: found 31,471 total match cell(s).\n", + "0.24s: density = 3.16%.\n", + "0.24s: converting match information to COO format inputs...\n", + "0.26s: creating sparse matrix from COO format inputs...\n", + "0.27s: done creating the matrix.\n", + "Matrix construction took 0.28 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.02s: Done visualizing \"-1\" cells.\n", + "0.02s: Visualizing \"2\" cells with spy()...\n", + "0.03s: Done visualizing \"2\" cells.\n", + "0.03s: Slightly restyling the visualization...\n", + "0.04s: Done.\n", + "Visualization took 0.04 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.14s: found 15,724 forward match cell(s).\n", + "0.14s: computing ReverseComplement(s2)...\n", + "0.14s: computing suffix array for ReverseComplement(s2)...\n", + "0.15s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.26s: found 31,471 total match cell(s).\n", + "0.26s: density = 3.16%.\n", + "0.26s: converting match information to COO format inputs...\n", + "0.29s: creating sparse matrix from COO format inputs...\n", + "0.31s: done creating the matrix.\n", + "Matrix construction took 0.32 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.02 sec.\n", + "Total time taken: 0.93 sec.\n", + "peak memory: 123.28 MiB, increment: 3.88 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(1000, 3, markersize=1, incl_fb=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "b9aec845", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.04s: found 955 forward match cell(s).\n", + "0.04s: computing ReverseComplement(s2)...\n", + "0.04s: computing suffix array for ReverseComplement(s2)...\n", + "0.04s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.07s: found 1,985 total match cell(s).\n", + "0.07s: density = 0.20%.\n", + "0.07s: converting match information to COO format inputs...\n", + "0.07s: creating sparse matrix from COO format inputs...\n", + "0.08s: done creating the matrix.\n", + "Matrix construction took 0.08 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.04s: found 955 forward match cell(s).\n", + "0.04s: computing ReverseComplement(s2)...\n", + "0.04s: computing suffix array for ReverseComplement(s2)...\n", + "0.04s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.07s: found 1,985 total match cell(s).\n", + "0.07s: density = 0.20%.\n", + "0.07s: converting match information to COO format inputs...\n", + "0.07s: creating sparse matrix from COO format inputs...\n", + "0.08s: done creating the matrix.\n", + "Matrix construction took 0.08 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.01s: Done visualizing \"-1\" cells.\n", + "0.01s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Done visualizing \"2\" cells.\n", + "0.02s: Slightly restyling the visualization...\n", + "0.02s: Done.\n", + "Visualization took 0.02 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.02s: finding forward matches between s1 and s2...\n", + "0.05s: found 955 forward match cell(s).\n", + "0.05s: computing ReverseComplement(s2)...\n", + "0.05s: computing suffix array for ReverseComplement(s2)...\n", + "0.05s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.08s: found 1,985 total match cell(s).\n", + "0.08s: density = 0.20%.\n", + "0.08s: converting match information to COO format inputs...\n", + "0.08s: creating sparse matrix from COO format inputs...\n", + "0.09s: done creating the matrix.\n", + "Matrix construction took 0.09 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 0.29 sec.\n", + "peak memory: 125.23 MiB, increment: 0.02 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(1000, 5, markersize=1, incl_fb=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "44e7be53", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.03s: found 1 forward match cell(s).\n", + "0.03s: computing ReverseComplement(s2)...\n", + "0.03s: computing suffix array for ReverseComplement(s2)...\n", + "0.03s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.05s: found 1 total match cell(s).\n", + "0.06s: density = 0.00%.\n", + "0.06s: converting match information to COO format inputs...\n", + "0.06s: creating sparse matrix from COO format inputs...\n", + "0.06s: done creating the matrix.\n", + "Matrix construction took 0.06 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.03s: found 1 forward match cell(s).\n", + "0.03s: computing ReverseComplement(s2)...\n", + "0.04s: computing suffix array for ReverseComplement(s2)...\n", + "0.04s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.06s: found 1 total match cell(s).\n", + "0.06s: density = 0.00%.\n", + "0.06s: converting match information to COO format inputs...\n", + "0.07s: creating sparse matrix from COO format inputs...\n", + "0.07s: done creating the matrix.\n", + "Matrix construction took 0.07 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.01s: Done visualizing \"-1\" cells.\n", + "0.01s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Done visualizing \"2\" cells.\n", + "0.02s: Slightly restyling the visualization...\n", + "0.02s: Done.\n", + "Visualization took 0.02 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.04s: found 1 forward match cell(s).\n", + "0.04s: computing ReverseComplement(s2)...\n", + "0.04s: computing suffix array for ReverseComplement(s2)...\n", + "0.04s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.07s: found 1 total match cell(s).\n", + "0.07s: density = 0.00%.\n", + "0.07s: converting match information to COO format inputs...\n", + "0.07s: creating sparse matrix from COO format inputs...\n", + "0.07s: done creating the matrix.\n", + "Matrix construction took 0.07 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 0.24 sec.\n", + "peak memory: 125.26 MiB, increment: 0.02 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(1000, 10, markersize=1, incl_fb=True)" + ] + }, + { + "cell_type": "markdown", + "id": "afe600d3", + "metadata": {}, + "source": [ + "# 10,000 x 10,000" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a7b31620", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.51s: found 97,019 forward match cell(s).\n", + "0.51s: computing ReverseComplement(s2)...\n", + "0.51s: computing suffix array for ReverseComplement(s2)...\n", + "0.51s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.96s: found 194,413 total match cell(s).\n", + "0.96s: density = 0.19%.\n", + "0.96s: converting match information to COO format inputs...\n", + "1.05s: creating sparse matrix from COO format inputs...\n", + "1.10s: done creating the matrix.\n", + "Matrix construction took 1.12 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.00s: finding forward matches between s1 and s2...\n", + "0.52s: found 97,019 forward match cell(s).\n", + "0.52s: computing ReverseComplement(s2)...\n", + "0.52s: computing suffix array for ReverseComplement(s2)...\n", + "0.52s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.99s: found 194,413 total match cell(s).\n", + "0.99s: density = 0.19%.\n", + "0.99s: converting match information to COO format inputs...\n", + "1.07s: creating sparse matrix from COO format inputs...\n", + "1.13s: done creating the matrix.\n", + "Matrix construction took 1.15 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.02s: Done visualizing \"1\" cells.\n", + "0.02s: Visualizing \"-1\" cells with spy()...\n", + "0.05s: Done visualizing \"-1\" cells.\n", + "0.05s: Visualizing \"2\" cells with spy()...\n", + "0.07s: Done visualizing \"2\" cells.\n", + "0.07s: Slightly restyling the visualization...\n", + "0.07s: Done.\n", + "Visualization took 0.07 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.52s: found 97,019 forward match cell(s).\n", + "0.52s: computing ReverseComplement(s2)...\n", + "0.52s: computing suffix array for ReverseComplement(s2)...\n", + "0.52s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.98s: found 194,413 total match cell(s).\n", + "0.98s: density = 0.19%.\n", + "0.98s: converting match information to COO format inputs...\n", + "1.07s: creating sparse matrix from COO format inputs...\n", + "1.13s: done creating the matrix.\n", + "Matrix construction took 1.14 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 3.51 sec.\n", + "peak memory: 174.90 MiB, increment: 49.89 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(10000, 5, incl_fb=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "09e910a4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.00s: finding forward matches between s1 and s2...\n", + "0.23s: found 108 forward match cell(s).\n", + "0.23s: computing ReverseComplement(s2)...\n", + "0.23s: computing suffix array for ReverseComplement(s2)...\n", + "0.23s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.45s: found 197 total match cell(s).\n", + "0.45s: density = 0.00%.\n", + "0.45s: converting match information to COO format inputs...\n", + "0.45s: creating sparse matrix from COO format inputs...\n", + "0.45s: done creating the matrix.\n", + "Matrix construction took 0.45 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.00s: computing suffix array for s2...\n", + "0.02s: finding forward matches between s1 and s2...\n", + "0.23s: found 108 forward match cell(s).\n", + "0.23s: computing ReverseComplement(s2)...\n", + "0.24s: computing suffix array for ReverseComplement(s2)...\n", + "0.24s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.47s: found 197 total match cell(s).\n", + "0.47s: density = 0.00%.\n", + "0.47s: converting match information to COO format inputs...\n", + "0.48s: creating sparse matrix from COO format inputs...\n", + "0.48s: done creating the matrix.\n", + "Matrix construction took 0.48 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.01s: Done visualizing \"-1\" cells.\n", + "0.01s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Done visualizing \"2\" cells.\n", + "0.02s: Slightly restyling the visualization...\n", + "0.02s: Done.\n", + "Visualization took 0.02 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.24s: found 108 forward match cell(s).\n", + "0.24s: computing ReverseComplement(s2)...\n", + "0.24s: computing suffix array for ReverseComplement(s2)...\n", + "0.25s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.48s: found 197 total match cell(s).\n", + "0.48s: density = 0.00%.\n", + "0.48s: converting match information to COO format inputs...\n", + "0.48s: creating sparse matrix from COO format inputs...\n", + "0.48s: done creating the matrix.\n", + "Matrix construction took 0.48 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 1.44 sec.\n", + "peak memory: 135.00 MiB, increment: 0.02 MiB\n" + ] + }, + { + "data": { + "image/png": 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2BmSUHxPewO+YnWdXVvaHm9nYGa0jY08+RGg1fv2YdMOaWJdp4i7TyiiSpgk7sYZsxvaxwBfc/dwZaQ/KZoDvxkNX9oXZv4MekfcTXjjeNCGfYTvxr9nn344LnzCii/tZCOrbCQYtFSIHZvZOwvTWjxEcmkGk3C8BT/ChQalmtgO4u7vbmKyG81xPcHL+wd2PG9l3O8LMqPsQQhh8EziCMAjwbOAp7r5zSt6vJMzs+xhhCuytwOMJsVROdfdNWbp9gE8R+tQ/k+V9LSFy+xOBm9z9qKF8Fwn9+F8hiPvqrIxPdfcHjFzXF9z9yGn3QKTLvJows78nTPn+d8JM0wMJU66PItT9o9z9xqH09yI4TrcSpmlfSzBYDwR+290/N6O8byPU80+RzVYCnknoKtnd1ZGFVDiHMAv3VMLg9FsIs/+eAZzn7sdkafcldBU+lhBa4fOEFrXDgPu6+5OydEdm1/m+wbGiezRgJ/6aMIbpa4RB5w8F/oDQ+3Cku18yI+9nE+zLR9jTi3E4QVfb3P2RQ2nfk+X9ZYKGrgR+E3gUcC93/62htFuBLcB3CM7mTwmzGp9LaMG6JkvnwMXuvn5aOZOh6aaylDbCgO3XECrezYTxG3/HmOZQYEe4vTPzXM+EiOrZ/oOB/0noq7+FMCPkbxiZpjrh2A2EQe3fJ7wBXUtwzF7DSFcFoVXgeODrWdrrCW/+HyI4b8Np9yIMgvwGWWwhQhfiG8Zc1zlNPzdt1W3zaoIQmPBz2XE3ZfVuhTCQfGwdJxipjwPXZPXvXOBJOct7JOEHfgdhMshVBOftWEameRNaFv6SMN7wxqyeX0gIyPiIkbT7E2Ysfie7jmsyLb185NxOzujx2tLc6rYThFAHX87q8k2E+FILwO1zlvcehNmGF2Y24vrs7zcCB41J//uEZaWuzc63gzBQftOYtC8gOJO/yPK9iNA1uO9QGgd2NP3cYm1qqRJCCCGEiIDGVAkhhBBCREBOlRBCCCFEBORUCSGEEEJEQE6VEEIIIUQE5FQJIYQQQkSg8WVqDj74YF+/fn3TxcjNDTfcwLp1edbDrDcvEYfzzjvvSnc/pMkypKcJiFWNY+Yl4iBNFEd2ottM00TjTtX69evZtm1b08XIxcrKCg95yENYXl5mw4YNrclLxMPMLm66DGlpAh7yEFhehnmrccy8RDykiWLITnSfaZpQ918BNmzYEK1yx8xLiKbYsCGeExQzLyGaQnai38ipKkjMyi2hiC4QsxpLEqILyE70FzlVQgghhBARkFOVECsrK00XQYh2IU0IsQrZiWbpvVOVSgUcDFissrxLS0uV5R2bee5DStfZBIlIYs/I9ko1UVnW8Sl5H1ZWEnrmDSE7sYeUfj/L3oe5rrHpFZ0PP/xwb4rl5WUHfHl5ubEyFKHKci4uLjrgi4uLlZ0jFvM8t1nXCWzzXmvCHcJnElSqiXAvEpBE6Qc3OGzaodKE7MSAPtiJPNc4TRO9dqrcPYnKURcp3Yt5fjjKiqWurWlNLC9e1Oj520RCkijtYC4vTz+075pYXl5OxqGqgz7YiVnXOE0TFvY3x8aNG72p+COKASJGMbPz3H1jk2VoUhMKFiVG6bMmZCPEOKZpYq4xVWa2n5nddZ48miTVGCCp9O/3kdQ1kWqwKEmivaSsiVRtBMhONEVpp8rM1gFnAN83s6PjFale6hBLzIF9dQxE7AJN3J+uaKIWhyqqJiofr94Jmrg/XdBEXQ6V7ET9VHF/SjlVZnYg8FngCGAfYDFVwVTN0tISmzdvjiaYvG9OfRZTEz8o0kQBlpZg8+ZojlXuxrVea6J+x1OayI/sRP1UZicmDbaatAEHAl8Ebso+dwJnAjcDRxfNr+lBuXVQ98C+1GarVEHZa6fEoFxpogR1D3ZNblpjfMpeujRRD7IT9VOFnSjTUvVEYCPwvEwkAM8EzgVeVyK/1jOvJ7tp06ZazjMg5XEAsaj52nuoiTkzyKOJmG+QiY4Vi0nNl95DTazMdXweOxGzVUV2oho7UdipcvePA/d0908OfXcj8DvA0yOWrRVU0UQ4Lq/Y5+myUNrWZN0/TcTvSlqTVxUn6bQmmi7BavqniertRBXnkJ2IT6kxVe7+kzHf3eju18xdopYxy5sv2gc+SRh6a8hHWwdg9ksT0xt9ig4LGes/qWUpN20dqN8vTVRvJ2Qj8tOknej9MjV5mCaUooMLpwmjr2IpUvH1w9IOpjlURcegT/Sf+vyMC2lC/mcbqMNO9Pl3LxU7sXftZ+wQgz7wvGOmBvRZGKOUCa6n+9deBlIoKAk5BMOUCMCq+9deZCfmJyU7oZaqOSkqFLEatTx1D0liTtT01DlkJ+YjJTshp6rntGFsUgpCET2iBZqQQyXahOxEfuRU9Zi2DvqOSZevTVRAW0d9x6TL1yaiIztRjM45VTFD/XedlJpUy9CHH4NcSBP56XrXWx+cxhzITuRHdqIY8zpVlm21sLCwMHV/7FD/faCrQoHGfgxq1QQzNBF7SZhe0GFNNOQ0yk4kjuxEfuaa/efuJwEnRSnJDBYWFjjxxBMB2LJly9g0ZWdZiO5S949BnZpgYQEyTTBBE6Wn44nu0mFNyE6IMsS0E8mEVBgIZJJQBuQN9d9lz7tpdH9rYqCFGZrI41CtrHS7gaZxdINrQXYiHbp6f5MaUzVLKKMsLS3VEupf7EH3t2YKaoKlpTXDaTTMpmJ0g2tFdqL9dPn+JuVUFWHQb65Q/9Wj+5sIS0usbH7TGvve9bHZTaAld9JAdqI++nJ/k+n+K8qgefe+972vQv1XyLhIt7q/LWXTJjYAy/dda9/1yOIxNiC6bnArkZ2ohz7Zic62VEEQTFcfXFso8sbRxabe5Ni0Sfa9Ygo1TEkTjSM7UT19shOddqpEPeQVSlf70IUYJbdDpbFWoif0xU603qlK+eaKPXS5D71uJImOoLFW0ZCd6AZdsBOlxlSZ2X2Aw4A7Aw5cAZzv7t+LWLZSK1OL9tLlZ1ifJsaM1xHp0uGHKDshypD6M8ztVJnZ/YH/BjwX+LXB19mnZ2kuB04F/sndL5y3cF3wWkV3aUYTcqhEe5GdEH1nplNlZvcEFoCjgRuBLwL/BPwA+BlBMHcE7gU8EjgWeIWZfRTY4u4/nKeAEopoG81rYp6jhYhP85rYMM/hQkQjT0vVBcC3gWOAj7r79dMSm9kBhLeUE7Jj95+zjI3T1civojS914QihIsReq8J2QkB+QaqP8/dN7r7B2YJBcDdr3f397n7Q4HkF1cqMhtBgyXbTcTn02tNFJq1Jk20G2kiCrIT3WHe5zPTqXL3T5TN3N0/XvbYtpC3v74LU0G7TMzn03dN5B7YpZAB7Sbi8+m7JmQnukGM51M4pIKZvcfMHjFl/8PN7D2lS9RC8jTparBkPZSt7FU+nz5qIlfXn0bV10Lp3/8Kn08fNSE70R6atBNl4lQdA9xzyv57AC8pVZrEkVDmZ5IYBouezvMWUeHzOQZpYjzSxNyMq+5LS3v2zdXYJE3UjuzE/IyzAUuZKJq2E1UE/zwAuLWCfEXHmSSGwaKn27dvT/UtT5oQpRjnNC0twebN4TPhxkBpQpRinJ0Y2IilpaXGWwNzxakys7sB64e+up+ZPW5M0jsCLwO+P3/RRN+YJIbBoqeDzzYgTYg6GOc0DWQw+GyLQyVNiDoYZydGbUSTL97m7rMTmb0BeANZ8LZpSYFdwB+4+wfyFGDjxo2+bdu2PEl7Q9un5ra9fPNgZue5+8Yc6aSJOml5CIeWF28upIl20vbf4baXbx6maSJvRPXTgR0EMbwH+GfgKyNpHLgO+Lq7X1KqpBFJ9YG2fcmFtpevRk4nMU0ka/lbvjZPy4tXJ6eTmCZkJ6qh7eWrFHcvtBHeRB5Q9LhJ2+GHH+6xWV5edsCXl5ej510HbS93E+Wr65zANu+gJnx52R3CZ4q0vNyNFE+amAvZiWrpq50oPFDd3f/K3c+P49JNpszI/cExTQ9Um5e2l7uO8g0//7bHdqlPE3MclPCIZqD15a6jeKuef8tjgMlOVE/by91XO1Fq9p+ZPcrMPmRmXzOzH5jZD0e2H8xTqDI3Z/SYtlc4MZlxz7LtP37Va6KEDR09qMX3T0xnzfNPwEmWnRBV0lY7kWug+qoDzF4M/AthOux3CYtlrsHdj8qT36QBiGX6ulPtHxdraepZ5h2UO3JMTZooYUNTHUcl1tDUo2y3JmQn+kwb7UQZp2o7sBN4krv/ZN7CpTirQ6LsLiUNiDSxIt+tq0gT5ZCd6C7TNFGm++/uwP+MIZQUaUu/bVdJ9L72XBOtHt6TPIne155rQnaiStp8X8s4VT8G9otdkFRoS79tF0n4h6jnmmj98J5kSdhh7bkmZCeqou12ooxT9b+A3zOz28QuTCpIKNWQ8A+RNLGh6RJ0k4QdVmkiwYeWAm23E2WcqvOAm4CvmdkfmtlRZva40S1yOVvBYMFGUR1tFcoMeqsJpInKSVMS/dWE7ET1tNlO5I2oPsxZQ3+/m7VLElj2XafeUAYLNkK1a9DlHdyoQZCtopea2L2yL+xZiK4Ccg+C12j5NtFLTchOiDJO1R9EL0UCzFrUd2lpaW4R5Q3tPy1dWRFJfHPRS02sWdl3hKWl+X2t3EvATElY2teSkzYPvdSE7ISIsoTAPFslS3LUzOLiogO+uLg4d155w+yPS1d22YXh49q+9IF7vntU9joosSRH7K0bmgir4kSQRP7VWMZqouTqPMMHJqCJPGUsexnSRBxkJ+qlKTshpyoSMYQSg7KVZCCUMmKrkzxlnOc6ZEDi0RJJlPeJBg5V29dMzFHGeS5DmoiH7EQ9NGknCgf/jE2KQd26TArNu3nKWPY6ygQ6jI000TJS6AbMUcaylyFNiFFkJ+IG/2wlbY1ZkRptFwrkK2MK11E50kQcUqhLuTRReSlaj+xEHFL4fW3KTnTCqRoXDEziWY3uR88YFzVSdWAVuh39QnZiNrof89MJp2o0GFjbI67Wje5HDxmNGplwaO4q0O3oH7IT09H9iEMnnCpY3YzX9oirs4gdPC71+yFKMvy8Ew7NDfFjjCZ+O0RJumInqggwmvL9aBOlnSoz29vMbmdmZWJdVU5bKkZRr38QPK4Kx6oq9GYTaLsm2uJBFK0ugxijVThWlSFNAO3XRIp2oiobAbITMSjkVJnZZjP7lJldDtwMXA3cbGaXZ9+/oJJSJkqZ5tRNmzaxuLhYKkBcE5W2703G0kQxynS7bdoEi4slA4k2US973rcoTRSj6G9oajZicN7e2IlJsRaGN2AdcCawC7gOOBdYAt6XfZ6bfb+TsDzBujz5eofij0xiUvC1Ks5DQ7FD2hyvpCjkjMkjTZRnbHWpog41GWNKmpAmClCHnWg6vlRf7ERep+qtwC3AccB+E9LsB7wiS/eWPPl6D8QySpGKXTRQXJcqbVMUMCDSRCyKOD9FgydKE3MjTdRPVXZCNiIOMZyqHwFvzZn2ZOCSPGm9h2Jxz1exYy5pIPJTwIBIEzHJ61DFWvtG5EaaaAbZifYyTRN5Bw8eAlyYM+0FwME5064hxoKTbSfPYMBZC3OKxqlRE/MvTNx68gyQnbGAs2gc2YmIyE6kSd6B6juAp+VM+4wsfWGqnNWQIm0VSi8GG85mB7VoopqZb8nSWk00XYJWsAPZidqRnWgXeZ2qfwaeY2anmtmjzWyf4Z1mto+ZPcbMTgOenaUvzDyzGlIj1QrXq1kc06lJE3PMfEuMVKtUzyf7DSM7EZlUf2d7bScm9Qv66v5vA95OmLWxE7gVuIzwpnFZ9v9g3zsgLNScZ+trXzktX+V7GsPlrmt24yxinZP840ekiYg0OVEvBqvKPe4iEp6BKE00g+xEfOqwE7laqrJ8TgAeCLyJMB32CuCX2edZwN8CD3b347OTigmkHrl22jIPTbyhNHFOaSIuqUc4313uSWsu1t2U1cA5pYm4yE7Epa5zWtP1euPGjb5t27ZGyyDKs7Kyskb0475rohxlMLPz3H3j/CUqjzSROCsra73Dcd81UY4SSBNiXvpkJzqz9p9ohnEVtIk3q1Tf5kQHGVcXm6if0oRoCX2yE51d+0+IupEmhFiNNCH6htb+E2IOpAkhViNNiD6T6+3BzNYBnwCeANwArADnADcB+wO/ARwJPN3MjgWe6e43xC+uEO1AmhBiNdKEEDmdKuCNwOOA44F3ufvNownMbD/gjwnLD/wV8KexCtklmhicJypBmohAE+O3RWVIExGQjUibvN1/zwfe4e6njBMKgLvf7O7vBN4JbI5VwCpoKiBZrwOidY9OaaKJyJUKmtk5OqWJJn6nZSPSJ69TVduaTlUxqKRNVtoU4o6Muy+T7lXPhd8BTQz90YB3k0xsqrGayJ20T3RAEyu7P5uwEynYCJCdmEar1v6rimGBNF1p2yyWIkHa9EaVuiaG/KgGvZsWyyEwxuGc5IOq5S11TbTDTrTZRoDsxEwmhVr31csPvArYBZwKPBrYZ2T/PsBjgNMISxC8Kk++XuPyA6mG+q+bIssJdPGekn9Jjg5oopbTpM9YTeROmjz90sRyLedJHdmJyZrIFVHdzAx4G3Bc9tUu4ErCdNn9CM24g1avfwBO8DwZo0i5ol3kjR4tTYi+IE0IsZq5I6pnzpnWdBJA//rIxyFNiGEkCWlCrKavdqJQlFt3vwB4fUVlEQkw6CNPYTAlVD89WZoQg7FUSQy6h8rjWEgTos92QsvUiEI0PdC/COMGSS4tLVV2PmminyQzixHGjqavUBLSRE/ps52IuUzNp7X8QD9IQSiwVthLS0ts3rw5qmMlTQhIxKGCNR7g0hJs3hzXsZImBPTXTsRcpubxwNO0/IBoEwOhrKyssGnTJoDdn/MgTYhkGRi7lRU2bQp/R5CENCGSJaad0DI1PaVPSyEM9+/HcKgypImO0aslc4YGgg0cqwhIEx1DdqI4vVumZmFhYe48ps1qiJF/1fQtIFtF/fud0cSPFt49dx7TqlICkuhf4M5qBoJ1RhOyE7ITpZkUwGp4A24E/ihn2j8CbsyT1msM6ubuvnXrVgd869atpfNYXl52YGxAsxj510UXA7IVZdw9IH+gw05o4uKt7/JjOdYv3vqu0nksL7vD+MCXW7eGfQlIopOBOwsjTchODCE7UdxO5HWqLgROy5n2I8CFedJ6JLEUefDHH398pecrK5Q+VN42/YhM+tErYEBarYkiHsLnj1+s9HSlH3svNNF0CYaY4B13RROyE2mQup3I61S1dvmBaW8E86Stk7zlalNlK0ob387mbKlqrSamNh2VT1oveQvWovpUlFa24nVUE7ITadAFO5HXqTLg7ZkQdgK3ApcRFsS8LPt/sO8dEJa/ybPV/QbSNqEMyCOUtlW2oqRQ9gIGpNWaKOIltVQS+Ryq1nklxUih6F3RhOxEGqRQ9mmayLX23wAzOxR4IbAR+HVgHWHq7E+ArwNL7n5+7gzRmk5FWFhYYMuWLU0Xo9PkXedsKL000SQLCyBNVIo0kRayE9UzTROFnKoqkFhEmyhqQKpAmhBtQpoQYjVzL6gshBBCCCGmI6dKCCGEECIC0Z0qM9tpZj8ysxfHzluIFJEmhFiNNCG6ShUtVZcAtwXea2bfqCB/MSd9iZDbIqSJtiNN1I000XJkJ8oR3aly9/XufgiwAfjX2PlPQ5VgOisrK71beqANNKuJOs+WICsrPVyjpnlkJ9qL7MR8VDamyt2/5e5vrSr/UWJUgqWlpXgFaoBp1z64P0AV6+C1grb/ANSviQi+QvKamLEz00QF6+C1A2liFbITshOV24lJAaxmbcDewO2Avcvm4bECHWaUCdi2uLi4+xPY/X9q5Im229aAdjGIFQWZnIEOx23t1ESJgwYaWFwMwTWT1YTPDsreYU3ECpffPU0sFz5GdqIb1GEnigpkM/Ap4HL2RMbdmf3/KeAFRfLzyGIpyqhA8gilzWJKIRJtlcT4MShqQLqmiTWOVC5NVFymOVje+tmmi9As0sTcyE50i6rtRF6RrAPOJKzrdB1wLrAEvC/7PDf7fidwFrAuT75eUCxVeNBFKn+b31LaXLaUyGtA2qOJSBc+TCFNeHsbs1pduHRITxPLka58D7ITYpgYTtVbgVuA44D9JqTZD3hFlu4tefL1AmJpyyKXsSpj08IX4ylgQFqgCW/FYsixql3TDqIYT1qakJ2YhezE/MRwqn4EvDVn2pOBS/Kk9Ra8gTRBW4RfllTLnYcCBqQlmpjvettCWxzE0iRb8Nmkp4nl+S64JchOtJdpmsg7++8Q4MKcaS8ADs6ZthBdmYmwYcOGZGdWaKrtblqiiSpyrZ8NGxKegKeQDANaookNVWRbO7ITaZLXqdoBPC1n2mdk6TvPPFNrpwmlzVN2UxZ6ZHYgTaxlLk1Uk2/lJO0RRmUH0sQq5v0tl51Ij7xO1T8DzzGzU83s0Wa2z/BOM9vHzB5jZqcBz87Sd5qlpSU2b94cvWJXlW9M+iiUMUgToywtwebN8R2gqvKNiTQB0sQqqvwtl51oMZP6BX11/7cBb2fP1NhbgcsIbxqXZf8P9r0DsDz5esEBiG2jqgF/XR1I2MZnOAr5x480rolWjuOpqu52VBOtfIYjpKSJtv3GVPlbLjvRHNM0YWF/PszsUOCFwEbg1wlTaG8AfgJ8HVhy9/NzZwhs3LjRt23bNjXNoH+2r82JXSCVZ2hm57n7xgLpG9HE7nE86nZKl0SeYSqaSOU3RkwmlWc4TROFnKoqyGVACDe7zTdZzCaFZ1jUgFRBXk2wstJqYyxykMAzTEkTKfzGiOmk8AynaaKytf9i0/abLGajZxgZ3c/00TOMin5j0if1Z5iMUyWEEEII0WaiO1Vm9iIzOzt2vkKkijQhxGqkCdFVqmipujvw+AryFSJVpAkhViNNiE6i7j8RlYWFhaaLIES7kCaEWEWX7cTeeRKZ2Q8L5HlQybKIxFlYWODEE08EYMuWLQ2XplqkCZGLhQXINIE0MYw00VO6bidyOVXAeuBqQpyRWawrXRqRNAOBDD6bnhq7tLTEpk2bqsp+PdKEmMXAaAw+mw6hsLQE0oRokM7biUlRQX11pNwfAJ/Lmfb1wM48ab3g6uPjSCH6ah9peoX1xcVFBwpHHSZ/9OgWa2Kuw0VVLC+7Q3MPaHExnL+Xmlie63hRDV20E3nHVJ0HPDSvn5Yz3dy0bSXstpSjDTS9oOamTZtYXFyssqWqpZoIQbpbUxVbU5AW0PTCy5s2weJilS1VLdWE7ERb6aKdyOtULQN3MrP1OdJeDPzf0iUqwKQH0kSlbZtw81B1WZsO4lahQwWt1cRau91YlWydh5eDqsvadGDDXmpirZ1o6ndadmItnbMTk5qw6trmbdYdpcnmxHnPWWeZm252bSvk7OqocoupiaZ7nOY+cZ0FX172RZ6v/tMRuqeJZn/7ZCfSZ5omOhdSocnmxDznnOT11/0Gs3379lWfops03eOU68ST6nzNLV1L2zewmSWWtm+o5XyiGZrucpKd6DZ5Z/8lQ8UzvuZieAVuWC2uuoU+uEdtvVciHtu3N9/rNJGB47S8zAobVpezZo9wIAVJovts37698W6nSchOpM3Mlioze2LZzM3sSWWPLcPS0hKbN29maWmp0vMUfUsYlGcgCGDs20bdIq9LKCmNH8hDWpqAzZvDZ5UUecSrypI5TitsGN8oVbsm6jlPxySRmCbaZyeGyyI7kTiT+gUHG3ArcDbwO8BtcqTfBzga+AJwy6z0scdUFZ0aWZSifcyTpmz2pY86tT55cowfSU8TUbNbQ5FxW9Nm9SdSReam8XFuBemmJtpjJ6ZN60/ld3NeumQn8jhVDwA+D+wCLgc+BJyQiefRwGOAZwKvBk4FfgbsBD4DHDor/9hiqYOiD75qAbeFSfclFaG45zYg0sQIRR5xT+QQmKiJWksxF9JEOYr87vXFRrh3307MdKp8j2geBXwAuDYTzs6RbRdwDfAe4GF5801RLGItdb5pVHmOPAbEpQmRhzqbpKQJkQB9sBO5B6q7+1eAr5jZbYDDgUOBQwhB3K4AzgeW3X1X3jxTp+nw+m2irgGUw4M4m7730sRaml6FpVXUNdB+aLB/0zdfmliL7MQe+mAnCs/+c/edwNeyrbe0ybi3hTruQ9PTocchTQRaZNvbQx03ovG4GWuRJgKyE2vpup3oXJyquqjyoVU9KyV12hAZWaylKtu+stK92XLRaUUIfTFKVXZCNmI2TdmJJJyqtlagMkKZdS11TfftAiku+RCNltaPUrZjyrUMWr9SW+2mMVJcGigSbf3NjG0nZCOKUbudmDTYqq5t1gDErVu3llpFuo3kXRG7C9daF7EHI5LCkhxbt/rEuASpMS3GQsbyclqz5Rqnh5rom53ownXWSZ12otVO1WCmwNatW6PciDYgMTRHHmG13oAMZpR1SBOdcA5TpQOakJ0QMZnXTrS6+2/QH71ly5amixKNmNFpe9ntVZLOdBUOBi51SBNRw5in/nzrpCNdhbIT00n+N69GYtiJVjtVS0tLmjExgc44CTXRxlmDpVhaatUsr1bRESehNlo4a7AMshOTkZ0oRgw70VqnSoPxplPm4fddWMn/8Na1kF+qlHESeq6JLjhUshOTkZ0ozrx2onCcqnGY2XOBI4BvAe93918O7fu0u/920Ty1OvZsigpF8VLqowpN7O4mkyYmU9ShUmCt2pCdaAbZiXqZu6XKzI4DTgHWAX8KfMnM7jiU5LGz8pjkGUso8ehM91cCxNHEhB3SRDw60v2VArITaSA7MT8xuv+OA57q7n8MPBBYAc4eEoxNO/iGG25Qn29NSCi1MacmNDSoNqSJupCdSATZifmI4VTdxd2/CeDuv3T3/wqcDfy7md2JsObTRNatWyfPuCH0A1UZc2pCDSiNIU1UhexEoshOFCOGU3Wlmd1j+At3fzXw79k2c9yWhFI/mhVSKRE0UU3BxBQ0e7BKZCcSRHaiODGcqrOAY0a/dPdXAucA+0c4RyG6WgFiXlcf+85rnCHUOk101VGIelk9HGNV46S51mlCdmI2shMlmBQVNO8G7Ausm7L/btOOn7kkR0EG0XVjh6Vvmq5eV13kXSKICNGj26aJ3VHYO1Z3OnpZtZFjhSB376Ymuvp72tXrqosYdqJwSAUzOwW4l7s/LXPKbjGzXWZ2OHCpu/90xGn7UdFzzENXPeuuXlddVDn1uu2a6GoLTEcvqzaqjNDRdk109fe0q9dVFzHsRJnuv6OA3QIwMyM0334N+LGZval0aSLR1QrV1euqiwqnXrdeE131PDp6WbVRYTSC1muiq7+nXb2uupjXTpQJ/vmbwLeH/n8G8Gjgg8Au4HVm9iV3/9RcJRMiHaQJIVYjTYheUqalyoEbhv5/FrADeIm7HwN8Gjhh7pI1QMwBfqOD3bo6KFIAHdZE1JHgowNApYku01lNyE6IaZRxqi4GDoXdTbrPBD6eDd4C+Nxgf0rEnDo6uh5Vm6altqEMHaSTmogaYmB03cIWhS9oQRG6SCc1ITshZjJpBPukDfgL4CrgicCfAzuBJw/tfxlwY978os90moOYMyZGZw+0YTZGXTND2nCtZaHETKcuayLq1LrRGTUtqCd1zSBswaWWRppYjexEvPOkyjRNlHGqfgX4ZiaSXcA3ABvafzLwo7z5tUksfaAOodQhyKooaUCkiYSpw6FKOfSDNNE/ZCemM00ThQequ/svzOxhhD7y2wMfzk4y4FmZmEQLqXpmSB+n9EoTaVN1Ve1j6AdpIm1kJ8pTKqK6u9/i7qe5+7vc/erB92Z2MHAuUF+cXlEpZaLLDgulxijmjSJN9IhSmpjv+BSRJvqD7MQeYixTsxt3v9Ldj3H3D8bMtwukOPBvdCBl3cd3AWliMglKYu2A+7qP7wDSxGRkJ9KnTJyqVrCyspJM0+FgVkdqzZ3zRpetMoq5WMvKSjpdTIPJf8l1i80bhrzKMOZiDbIT1SM7sRpb3c1dPxs3bvRt27YVOibFypeSuPuMmZ3n7hubLEM5TaTnpKTkBPaZdDUhOyGqYZomonb/1UVbB7lNa7ptW1nbQorN3W2ktYOhp2qitlIkhSQRB9mJ7pCSnUjSqYL2Vb42BW5LBd2zuLRMEq0K8JkKumVxkZ1In9TuWbJOVdto61tRm6nrnqUixs7R2uaz9lLbLZMmGkF2ojh13LOYNkJOVQ4WFham7h88EAmlOHU4VCm95aTCDEnsMdrSRGFqcajUHBYd2YnqqNqhimkj5FTNYGFhgRNPPHGiYFIw2m0uW9XozTA+Cwtw4olTHKsEjHaLi1Y9akGMjuxEukS3EZNCrde1pbD8wNatW6fub3Oo/VjLAbT5GmNCiSU5Ym9paGJGghbXl2jLxrT4GmMiTeRDdqLd1xiTaZpoPKSCmV1BWNFcVMdtgRvnPP5Q4II580mBu7v7IU0WQJqogwNuC9eXrssHwG3vB4deBBdcL01UjjRRC7IT+ZmoicadKiGEEEKILqAxVUIIIYQQEZBTJYQQQggRATlVQgghhBARkFMlhBBCCBEBOVUjmNkDzOyXZvbkpsvSB8zsWWZ2i5ndu+myiPFIE/UiTbQfaaJeUtKEnKq1/B3wJXc/Y/hLM/szMzvNzH5oZm5mO6ZlYmZ7mdmrzOwiM7vJzC4xs5PN7IC8BSmSR9HzxShfgevYYGYnmdn60X3u/nHg28CsGN2iOaSJyEgTySNNRKYzmpgUwKqPG/AowIFnjdnnwM+AM4CrgB0z8np7dsxHgZcSRHgrcDawV87y5M6j6PlilK/AfT0mO9eRE/a/ONt/WNN1QNuaZyNNSBPaVj8baUKamHwdTRegTRvwAeAKYJ8x+35r6O/zp4kFOAzYBXxk5PtXZJXihTnKkjuPoueLUb6C93WWWA4Ergfe2XQd0Lbm2UgT0oS21c9GmpAmJl9H0wUoceNvB/wF8C3g58C1hAiu/zBnvnsDvwD+T460s8TyP7LK8diR7/fPKsW/5ThH7jyKni9S+QYCeALwWuAHwM3Ad4GXDKU7KUs3ur13JL/PApdFrCfPBn6l6fpaxyZNSBM5n6c0IU1IE6vzi66JvUkIM9sP+CJwd+BfCCJZBzwQmHcA2+EET/hrc+YD8DCCh78qL3e/ycxWsv0x8yh6vhjlG/C3hOUJ/okglpcB7zWz77v7lwjNxncB/jhLe2F23A9G8vkK8FQzu5+7X1Tg/Gsws98AFoHzzOxp7v6LefJrM9KENJEHaUKaKHE+aaIESTlVwO8CDwKe6u6fj5z3odnn6EMsw68DV7r7zWP2XQo82sz2dfdbIuVR9HwxyjdgP+Bhg7Rm9mHgh8BxhIGc3zKzrxDEcoa7nzMhn8F9PwyYSyzufqmZPR84DfhMJpjr5smzxUgT4/OQJoaQJqIhTRQr34DeaCI1p+oO2efDzexMd98VMe/B4ohXRchrHcEbH8dNQ2mmVcYieRQ9X4zyDfjHYVFlFfW7FH8j/Fn2eedZCc3spJx5fh14DEEwT3H3Li7yKU2Mz0OaGI80MR/SRLHyDeiNJlJzqj4MvBz4a+A4M/sk8HFC3+4ugMzzPB7YQPCy1+fM27NPi1DOG5j80PcfShMrj6Lni1G+AT8c893PCE3vRRjcd5+aKvCGgnk/knC9XVzlXpoYn4c0MR1pQpqYdT5pogRJxaly96sIfdpPA5aAJwOfBM41s32zZFcDpxAGKRbhiuzzjhGK+hPg4Kxvf5TfIIh4lndfJI+i54tRvgE7J3xf9EdncN+vmJoKcHebtQEHEKb9/hJ4gbt30XhIE5PzkCakCWlCmqhdE0k5VQDuvtPdP+fuJwD3BD5IiBvy4Gz/Ge6+SHFv8/zsM0bE1q8T7u3Dh780s/0Jb0bbIudR9HwxyleEPG8V98o+z5+aKgdmto7wI/o4glA+PG+ebUaakCZmIU1IEyXOJ02UIBmnyswOMbNVXq277yR4wE4YODcPy4Rpt4+cMx8Ib0cOvHLk+5cS+qA/FDmPoueLUb4iDAb/TXu7eyRwubtvj3C+/QgzdDptPKSJqXlIE6uRJqQJaWI11WjCK44XEmsD3kcY+f93hP7y4whepgNvHpP+2cyIZjvmmH8hNAvvN2bf7wOvz7bLs3SD/39/TPp3sicS7bHAyYRItOewNsrtjvAo5sojd9oy6cccfwwTArVleewY+v9uhB+184A/AjYDjxjaHz2oW55rSH2TJqQJaUKakCbapYnGRVDg4l8MfBr4MWFGwmXAWYxZKiBLX0YsD88qwHMmVACfsJ0zJv1tgNcA27PyXpoJ/cAxaa8ELp0zj9xpy6Qfc3xusWTfvYQQL+YWRoK6ZfsceEDT9SylTZqQJrRJE9JEuzbLCts5zOzZwNs8/6yOwXGfBQ5w98dWUa4x53sQ8E3gD939X+o4Z9sws28QxPVfmi5Ll5Em0kGaqAdpIh1S0UQyY6ryYma3yQbS7RP+tf0nzF6YxGuAR5nZU6op4RqeShDL+2o6X6vIftQeAGxpuCidRZpIC2mieqSJtEhJE51rqTKzYwh93sNcXPRNRIiuIE0IsRppQlRF55wqIYQQQogm6Fz3nxBCCCFEE8ipEkIIIYSIgJwqIYQQQogIyKkSQgghhIiAnCohhBBCiAjIqRJCCCGEiICcKiGEEEKICMipEkIIIYSIwP8HcN/R3ZPX7/8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(10000, 10, incl_fb=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "85580347", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.23s: found 0 forward match cell(s).\n", + "0.23s: computing ReverseComplement(s2)...\n", + "0.23s: computing suffix array for ReverseComplement(s2)...\n", + "0.23s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.46s: found 0 total match cell(s).\n", + "0.46s: density = 0.00%.\n", + "0.46s: converting match information to COO format inputs...\n", + "0.46s: creating sparse matrix from COO format inputs...\n", + "0.46s: done creating the matrix.\n", + "Matrix construction took 0.46 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.00s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.24s: found 0 forward match cell(s).\n", + "0.24s: computing ReverseComplement(s2)...\n", + "0.24s: computing suffix array for ReverseComplement(s2)...\n", + "0.24s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.47s: found 0 total match cell(s).\n", + "0.47s: density = 0.00%.\n", + "0.47s: converting match information to COO format inputs...\n", + "0.47s: creating sparse matrix from COO format inputs...\n", + "0.47s: done creating the matrix.\n", + "Matrix construction took 0.47 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.02s: Done visualizing \"-1\" cells.\n", + "0.02s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Done visualizing \"2\" cells.\n", + "0.02s: Slightly restyling the visualization...\n", + "0.02s: Done.\n", + "Visualization took 0.03 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.00s: computing suffix array for s1...\n", + "0.01s: computing suffix array for s2...\n", + "0.01s: finding forward matches between s1 and s2...\n", + "0.24s: found 0 forward match cell(s).\n", + "0.24s: computing ReverseComplement(s2)...\n", + "0.24s: computing suffix array for ReverseComplement(s2)...\n", + "0.25s: finding matches between s1 and ReverseComplement(s2)...\n", + "0.48s: found 0 total match cell(s).\n", + "0.48s: density = 0.00%.\n", + "0.48s: converting match information to COO format inputs...\n", + "0.48s: creating sparse matrix from COO format inputs...\n", + "0.48s: done creating the matrix.\n", + "Matrix construction took 0.48 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "Total time taken: 1.45 sec.\n", + "peak memory: 134.75 MiB, increment: 0.00 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(10000, 20, incl_fb=True)" + ] + }, + { + "cell_type": "markdown", + "id": "ece4ae47", + "metadata": {}, + "source": [ + "# 100,000 x 100,000\n", + "\n", + "i'm gonna stop including the `force_binary` test (`incl_fb`) here, since i think we've already shown by now that it works to speed up the visualization and the tests from here on are gonna start taking longer and longer" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "0872357d", + "metadata": {}, + "outputs": [], + "source": [ + "# %memit sim(100000, 5, markersize=0.01)" + ] + }, + { + "cell_type": "markdown", + "id": "b37eea3c", + "metadata": {}, + "source": [ + "^^^ Note that this test sometimes crashes Jupyter (I got it to run once by closing most of the other tabs / processes I had running on my computer, then rerunning it). I think it's because $k = 5$ is an extremely small value of $k$ to use when we have sequences this big.\n", + "\n", + "Since there are only $4^5 = 1,024$ possible $5$-mers, the number of random matches in a very large dot plot matrix will increase, causing the matrix to become relatively dense -- and thus require a lot of memory to store. If we need to store $100{,}000^2$ `int`s in memory, and one `int` takes up 1 byte (this is an underestimate -- apparently `int`s in python [generally take up 4 bytes](http://projectpython.net/chapter02/#integer-types)), then we need $10{,}000{,}000{,}000$ bytes of memory (aka 10 GB). This is just out of range for my laptop with 8 GB of RAM!\n", + "\n", + "The other side of the coin is that -- since there are so few possible 5-mers, relatively speaking -- $k = 5$ dot plots are probably not going to be very useful for long sequences, anyway (as we saw above with the $k = 5$ dot plots of two 100,000 nt sequences). Let's try $k = 10$, instead?" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "e208aefd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.01s: computing suffix array for s1...\n", + "0.02s: computing suffix array for s2...\n", + "0.03s: finding forward matches between s1 and s2...\n", + "1.68s: found 9,589 forward match cell(s).\n", + "1.68s: computing ReverseComplement(s2)...\n", + "1.68s: computing suffix array for ReverseComplement(s2)...\n", + "1.69s: finding matches between s1 and ReverseComplement(s2)...\n", + "3.33s: found 19,204 total match cell(s).\n", + "3.33s: density = 0.00%.\n", + "3.33s: converting match information to COO format inputs...\n", + "3.33s: creating sparse matrix from COO format inputs...\n", + "3.34s: done creating the matrix.\n", + "Matrix construction took 3.35 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.01s: computing suffix array for s1...\n", + "0.02s: computing suffix array for s2...\n", + "0.03s: finding forward matches between s1 and s2...\n", + "1.59s: found 9,589 forward match cell(s).\n", + "1.59s: computing ReverseComplement(s2)...\n", + "1.59s: computing suffix array for ReverseComplement(s2)...\n", + "1.60s: finding matches between s1 and ReverseComplement(s2)...\n", + "3.16s: found 19,204 total match cell(s).\n", + "3.16s: density = 0.00%.\n", + "3.16s: converting match information to COO format inputs...\n", + "3.17s: creating sparse matrix from COO format inputs...\n", + "3.18s: done creating the matrix.\n", + "Matrix construction took 3.18 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.02s: Done visualizing \"-1\" cells.\n", + "0.02s: Visualizing \"2\" cells with spy()...\n", + "0.03s: Done visualizing \"2\" cells.\n", + "0.03s: Slightly restyling the visualization...\n", + "0.03s: Done.\n", + "Visualization took 0.03 sec.\n", + "Total time taken: 6.57 sec.\n", + "peak memory: 134.75 MiB, increment: 0.00 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(100000, 10)" + ] + }, + { + "cell_type": "markdown", + "id": "b6d5adde", + "metadata": {}, + "source": [ + "Yep, this poor computer can handle that much easier." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "640d5489", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.01s: computing suffix array for s1...\n", + "0.02s: computing suffix array for s2...\n", + "0.03s: finding forward matches between s1 and s2...\n", + "1.60s: found 1 forward match cell(s).\n", + "1.60s: computing ReverseComplement(s2)...\n", + "1.60s: computing suffix array for ReverseComplement(s2)...\n", + "1.61s: finding matches between s1 and ReverseComplement(s2)...\n", + "3.20s: found 1 total match cell(s).\n", + "3.20s: density = 0.00%.\n", + "3.20s: converting match information to COO format inputs...\n", + "3.20s: creating sparse matrix from COO format inputs...\n", + "3.20s: done creating the matrix.\n", + "Matrix construction took 3.20 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.00s: Slightly restyling the visualization...\n", + "0.00s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.01s: computing suffix array for s1...\n", + "0.02s: computing suffix array for s2...\n", + "0.02s: finding forward matches between s1 and s2...\n", + "1.60s: found 1 forward match cell(s).\n", + "1.60s: computing ReverseComplement(s2)...\n", + "1.60s: computing suffix array for ReverseComplement(s2)...\n", + "1.60s: finding matches between s1 and ReverseComplement(s2)...\n", + "3.16s: found 1 total match cell(s).\n", + "3.17s: density = 0.00%.\n", + "3.17s: converting match information to COO format inputs...\n", + "3.17s: creating sparse matrix from COO format inputs...\n", + "3.17s: done creating the matrix.\n", + "Matrix construction took 3.17 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.01s: Done visualizing \"1\" cells.\n", + "0.01s: Visualizing \"-1\" cells with spy()...\n", + "0.01s: Done visualizing \"-1\" cells.\n", + "0.01s: Visualizing \"2\" cells with spy()...\n", + "0.02s: Done visualizing \"2\" cells.\n", + "0.02s: Slightly restyling the visualization...\n", + "0.02s: Done.\n", + "Visualization took 0.02 sec.\n", + "Total time taken: 6.39 sec.\n", + "peak memory: 134.00 MiB, increment: 0.00 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(100000, 20)" + ] + }, + { + "cell_type": "markdown", + "id": "ff08fe41", + "metadata": {}, + "source": [ + "# 1,000,000 x 1,000,000" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "afd8783f", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# %memit sim(1000000, 5, markersize=0.001, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "113aba1d", + "metadata": {}, + "source": [ + "Again, this crashed Jupyter -- reinforcing the point that you probably shouldn't use $k$ = 5 for 1 Mbp sequences." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "6e61242c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.10s: computing suffix array for s1...\n", + "0.16s: computing suffix array for s2...\n", + "0.22s: finding forward matches between s1 and s2...\n", + "16.08s: found 953,210 forward match cell(s).\n", + "16.08s: computing ReverseComplement(s2)...\n", + "16.09s: computing suffix array for ReverseComplement(s2)...\n", + "16.15s: finding matches between s1 and ReverseComplement(s2)...\n", + "30.93s: found 1,905,740 total match cell(s).\n", + "30.93s: density = 0.00%.\n", + "30.93s: converting match information to COO format inputs...\n", + "31.89s: creating sparse matrix from COO format inputs...\n", + "32.53s: done creating the matrix.\n", + "Matrix construction took 32.80 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.07s: Done visualizing all match cells.\n", + "0.07s: Slightly restyling the visualization...\n", + "0.07s: Done.\n", + "Visualization took 0.07 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.10s: computing suffix array for s1...\n", + "0.15s: computing suffix array for s2...\n", + "0.21s: finding forward matches between s1 and s2...\n", + "15.72s: found 953,210 forward match cell(s).\n", + "15.73s: computing ReverseComplement(s2)...\n", + "15.73s: computing suffix array for ReverseComplement(s2)...\n", + "15.79s: finding matches between s1 and ReverseComplement(s2)...\n", + "30.83s: found 1,905,740 total match cell(s).\n", + "30.83s: density = 0.00%.\n", + "30.83s: converting match information to COO format inputs...\n", + "31.77s: creating sparse matrix from COO format inputs...\n", + "32.32s: done creating the matrix.\n", + "Matrix construction took 32.55 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.34s: Done visualizing \"1\" cells.\n", + "0.34s: Visualizing \"-1\" cells with spy()...\n", + "0.65s: Done visualizing \"-1\" cells.\n", + "0.65s: Visualizing \"2\" cells with spy()...\n", + "0.93s: Done visualizing \"2\" cells.\n", + "0.93s: Slightly restyling the visualization...\n", + "0.93s: Done.\n", + "Visualization took 0.94 sec.\n", + "Total time taken: 66.36 sec.\n", + "peak memory: 588.80 MiB, increment: 454.79 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(1000000, 10, markersize=0.005, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "20c420a9", + "metadata": {}, + "source": [ + "Yep, this is much easier for wotplot to handle. And using a larger _k_ means that the plots will probably be more informative, anyway :)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "c069ee8c", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.09s: computing suffix array for s1...\n", + "0.15s: computing suffix array for s2...\n", + "0.20s: finding forward matches between s1 and s2...\n", + "13.42s: found 1 forward match cell(s).\n", + "13.42s: computing ReverseComplement(s2)...\n", + "13.42s: computing suffix array for ReverseComplement(s2)...\n", + "13.48s: finding matches between s1 and ReverseComplement(s2)...\n", + "26.77s: found 3 total match cell(s).\n", + "26.77s: density = 0.00%.\n", + "26.77s: converting match information to COO format inputs...\n", + "26.77s: creating sparse matrix from COO format inputs...\n", + "26.78s: done creating the matrix.\n", + "Matrix construction took 26.78 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.00s: Slightly restyling the visualization...\n", + "0.00s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.10s: computing suffix array for s1...\n", + "0.15s: computing suffix array for s2...\n", + "0.21s: finding forward matches between s1 and s2...\n", + "13.92s: found 1 forward match cell(s).\n", + "13.92s: computing ReverseComplement(s2)...\n", + "13.92s: computing suffix array for ReverseComplement(s2)...\n", + "13.97s: finding matches between s1 and ReverseComplement(s2)...\n", + "27.72s: found 3 total match cell(s).\n", + "27.72s: density = 0.00%.\n", + "27.72s: converting match information to COO format inputs...\n", + "27.72s: creating sparse matrix from COO format inputs...\n", + "27.72s: done creating the matrix.\n", + "Matrix construction took 27.72 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.02s: Done visualizing \"1\" cells.\n", + "0.02s: Visualizing \"-1\" cells with spy()...\n", + "0.03s: Done visualizing \"-1\" cells.\n", + "0.03s: Visualizing \"2\" cells with spy()...\n", + "0.05s: Done visualizing \"2\" cells.\n", + "0.05s: Slightly restyling the visualization...\n", + "0.05s: Done.\n", + "Visualization took 0.05 sec.\n", + "Total time taken: 54.56 sec.\n", + "peak memory: 207.18 MiB, increment: 0.01 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(1000000, 20, markersize=1)" + ] + }, + { + "cell_type": "markdown", + "id": "c9b02399", + "metadata": {}, + "source": [ + "# 10,000,000 x 10,000,000" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "ead8b7ef", + "metadata": {}, + "outputs": [], + "source": [ + "# %memit sim(10000000, 10, markersize=0.005, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "8a05dce4", + "metadata": {}, + "source": [ + "This also crashed Jupyter." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "878c8ea5", + "metadata": {}, + "outputs": [], + "source": [ + "# %memit sim(10000000, 20, markersize=2, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "7ba8dbae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "0.88s: computing suffix array for s1...\n", + "1.58s: computing suffix array for s2...\n", + "2.27s: finding forward matches between s1 and s2...\n", + "133.24s: found 0 forward match cell(s).\n", + "133.24s: computing ReverseComplement(s2)...\n", + "133.27s: computing suffix array for ReverseComplement(s2)...\n", + "134.07s: finding matches between s1 and ReverseComplement(s2)...\n", + "265.80s: found 0 total match cell(s).\n", + "265.81s: density = 0.00%.\n", + "265.81s: converting match information to COO format inputs...\n", + "265.81s: creating sparse matrix from COO format inputs...\n", + "265.81s: done creating the matrix.\n", + "Matrix construction took 265.81 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.00s: Done visualizing all match cells.\n", + "0.00s: Slightly restyling the visualization...\n", + "0.00s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "0.89s: computing suffix array for s1...\n", + "1.59s: computing suffix array for s2...\n", + "2.30s: finding forward matches between s1 and s2...\n", + "134.37s: found 0 forward match cell(s).\n", + "134.37s: computing ReverseComplement(s2)...\n", + "134.40s: computing suffix array for ReverseComplement(s2)...\n", + "135.14s: finding matches between s1 and ReverseComplement(s2)...\n", + "274.01s: found 0 total match cell(s).\n", + "274.01s: density = 0.00%.\n", + "274.02s: converting match information to COO format inputs...\n", + "274.02s: creating sparse matrix from COO format inputs...\n", + "274.02s: done creating the matrix.\n", + "Matrix construction took 274.02 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "0.11s: Done visualizing \"1\" cells.\n", + "0.11s: Visualizing \"-1\" cells with spy()...\n", + "0.21s: Done visualizing \"-1\" cells.\n", + "0.21s: Visualizing \"2\" cells with spy()...\n", + "0.32s: Done visualizing \"2\" cells.\n", + "0.32s: Slightly restyling the visualization...\n", + "0.32s: Done.\n", + "Visualization took 0.32 sec.\n", + "Total time taken: 540.15 sec.\n", + "peak memory: 243.02 MiB, increment: 123.77 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(10000000, 100, markersize=3, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "ed7388ab", + "metadata": {}, + "source": [ + "# 100,000,000 x 100,000,000" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c96c2e25", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "binary = True...\n", + "0.00s: validating inputs...\n", + "9.04s: computing suffix array for s1...\n", + "21.27s: computing suffix array for s2...\n", + "33.47s: finding forward matches between s1 and s2...\n", + "1,350.65s: found 8,941 forward match cell(s).\n", + "1,350.67s: computing ReverseComplement(s2)...\n", + "1,351.03s: computing suffix array for ReverseComplement(s2)...\n", + "1,363.34s: finding matches between s1 and ReverseComplement(s2)...\n", + "2,660.72s: found 18,243 total match cell(s).\n", + "2,660.76s: density = 0.00%.\n", + "2,660.76s: converting match information to COO format inputs...\n", + "2,660.77s: creating sparse matrix from COO format inputs...\n", + "2,660.78s: done creating the matrix.\n", + "Matrix construction took 2,660.79 sec.\n", + "0.00s: Visualizing all match cells with spy()...\n", + "0.01s: Done visualizing all match cells.\n", + "0.01s: Slightly restyling the visualization...\n", + "0.01s: Done.\n", + "Visualization took 0.01 sec.\n", + "binary = False...\n", + "0.00s: validating inputs...\n", + "8.52s: computing suffix array for s1...\n", + "20.92s: computing suffix array for s2...\n", + "33.16s: finding forward matches between s1 and s2...\n", + "1,301.37s: found 8,941 forward match cell(s).\n", + "1,301.40s: computing ReverseComplement(s2)...\n", + "1,301.74s: computing suffix array for ReverseComplement(s2)...\n", + "1,314.09s: finding matches between s1 and ReverseComplement(s2)...\n", + "2,599.27s: found 18,243 total match cell(s).\n", + "2,599.32s: density = 0.00%.\n", + "2,599.32s: converting match information to COO format inputs...\n", + "2,599.33s: creating sparse matrix from COO format inputs...\n", + "2,599.33s: done creating the matrix.\n", + "Matrix construction took 2,599.34 sec.\n", + "0.00s: Visualizing \"1\" cells with spy()...\n", + "1.19s: Done visualizing \"1\" cells.\n", + "1.19s: Visualizing \"-1\" cells with spy()...\n", + "2.35s: Done visualizing \"-1\" cells.\n", + "2.35s: Visualizing \"2\" cells with spy()...\n", + "3.53s: Done visualizing \"2\" cells.\n", + "3.53s: Slightly restyling the visualization...\n", + "3.53s: Done.\n", + "Visualization took 3.53 sec.\n", + "Total time taken: 5,263.67 sec.\n", + "peak memory: 1422.41 MiB, increment: 1255.58 MiB\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%memit sim(100000000, 20, markersize=2, fig_size_inches=(10, 10))" + ] + }, + { + "cell_type": "markdown", + "id": "ced5cb89", + "metadata": {}, + "source": [ + "So we can actually create a dot plot of two 100 Mbp sequences (using a large enough $k$) -- it just takes ~50 minutes, at least on my laptop. (The left plot took ~44.3 minutes, and the right plot took ~43.4 minutes.)\n", + "\n", + "I should probably note here that it's weird that constructing the binary matrix is apparently slower than constructing the not-binary matrix; although both matrices should have the same amounts of elements, the elements in the latter can be 0, 1, -1, or 2, while the elements in the former are only 0 or 1. You'd think that constructing the binary matrix might be faster, but -- both times I've run this benchmark -- it is actually noticeably slower than constructing the not-binary matrix. (Visualizing the not-binary matrix takes a few more seconds, but it's a much smaller effect.)\n", + "\n", + "That all being said, this is not a very formal benchmark (I'm just ... running this on my laptop) so like who even knows." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/Tutorial.ipynb b/docs/Tutorial.ipynb index 563a213..69d788f 100644 --- a/docs/Tutorial.ipynb +++ b/docs/Tutorial.ipynb @@ -36,7 +36,7 @@ "outputs": [], "source": [ "import os\n", - "import wotplot\n", + "import wotplot as wp\n", "from matplotlib import pyplot\n", "# the facecolor and transparent kargs force the saved figures to have a white background;\n", "# from https://stackoverflow.com/a/64585557\n", @@ -90,7 +90,7 @@ }, "outputs": [], "source": [ - "m = wotplot.DotPlotMatrix(s1, s2, k)" + "m = wp.DotPlotMatrix(s1, s2, k)" ] }, { @@ -105,7 +105,9 @@ "cell_type": "code", "execution_count": 4, "id": "1d2bc430", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -388,7 +390,7 @@ } ], "source": [ - "wotplot.viz_imshow(m)" + "wp.viz_imshow(m)" ] }, { @@ -454,7 +456,7 @@ } ], "source": [ - "wotplot.viz_spy(m)" + "wp.viz_spy(m)" ] }, { @@ -494,7 +496,7 @@ } ], "source": [ - "wotplot.viz_spy(m, markersize=13)" + "wp.viz_spy(m, markersize=13)" ] }, { @@ -516,7 +518,7 @@ "metadata": {}, "outputs": [], "source": [ - "n = wotplot.DotPlotMatrix(s1, s2, k, binary=False)" + "n = wp.DotPlotMatrix(s1, s2, k, binary=False)" ] }, { @@ -597,7 +599,7 @@ } ], "source": [ - "fig, ax = wotplot.viz_imshow(n)\n", + "fig, ax = wp.viz_imshow(n)\n", "# Since we include it in the README, we'll save this drawing to a file.\n", "# We can do this using the fig object returned by viz_imshow() (or by viz_spy()).\n", "fig.savefig(os.path.join(\"img\", \"small_example_dotplot.png\"), **savefig_kwargs)" @@ -650,7 +652,7 @@ } ], "source": [ - "wotplot.viz_spy(n, markersize=13)" + "wp.viz_spy(n, markersize=13)" ] }, { @@ -698,8 +700,8 @@ ], "source": [ "s3 = \"AGCAGAAAGAGATAAACCTGT\"\n", - "p = wotplot.DotPlotMatrix(s3, s3, 2, binary=False)\n", - "fig, ax = wotplot.viz_imshow(p)\n", + "p = wp.DotPlotMatrix(s3, s3, 2, binary=False)\n", + "fig, ax = wp.viz_imshow(p)\n", "# Adjust labels to make clear that both axes correspond to the same sequence\n", "s3_lbl = f\"$s_3$ ({len(s3)} nt) \\u2192\"\n", "ax.set_xlabel(s3_lbl, fontsize=18)\n", @@ -763,7 +765,7 @@ "# it's gamer time\n", "# no match = black; forward match = white; RC match = green; palindromic match = pink\n", "dark_mode_cmap = {0: [0, 0, 0], 1: [255, 255, 255], -1: [0, 255, 0], 2: [255, 0, 255]}\n", - "fig, ax = wotplot.viz_imshow(p, nbcmap=dark_mode_cmap)\n", + "fig, ax = wp.viz_imshow(p, nbcmap=dark_mode_cmap)\n", "ax.set_xlabel(s3_lbl, fontsize=18)\n", "ax.set_ylabel(s3_lbl, fontsize=18)" ] @@ -807,14 +809,14 @@ ], "source": [ "# Second dot plot: same as the original, but different y-order\n", - "m_flipped = wotplot.DotPlotMatrix(s1, s2, k, yorder=\"TB\")\n", + "m_flipped = wp.DotPlotMatrix(s1, s2, k, yorder=\"TB\")\n", "\n", "fig, (axLeft, axRight) = pyplot.subplots(1, 2)\n", "\n", "# Notice how we provide an argument to the ax parameters of these functions.\n", "# This way, we can create these Axes objects in advance (when we call pyplot.subplots()).\n", - "wotplot.viz_imshow(m, title=\"Bottom-to-top\", ax=axLeft)\n", - "wotplot.viz_imshow(m_flipped, title=\"Top-to-bottom\", ax=axRight)\n", + "wp.viz_imshow(m, title=\"Bottom-to-top\", ax=axLeft)\n", + "wp.viz_imshow(m_flipped, title=\"Top-to-bottom\", ax=axRight)\n", "\n", "fig.set_size_inches(12, 5)" ] @@ -862,7 +864,7 @@ "# override this here).\n", "# - Set aspect to 0.5 (stretches out the x-axis; this can be useful if you're creating a dot plot where\n", "# the sequence used for the x-axis is smaller than the sequence used for the y-axis).\n", - "wotplot.viz_imshow(m, cmap=\"viridis\", aspect=0.5)" + "wp.viz_imshow(m, cmap=\"viridis\", aspect=0.5)" ] }, { @@ -896,7 +898,7 @@ "source": [ "# - Set marker to \"o\" (draw circles instead of squares for matching cells).\n", "# - Set alpha to 0.3 (add some transparency to the matching cells).\n", - "wotplot.viz_spy(m, markersize=13, marker=\"o\", alpha=0.3)" + "wp.viz_spy(m, markersize=13, marker=\"o\", alpha=0.3)" ] }, { @@ -904,7 +906,7 @@ "id": "4d426aa3", "metadata": {}, "source": [ - "## 3.3. Adding ticks, tick labels, and a grid (a.k.a. activating Fancy Mode)\n", + "## 3.3. Adding ticks, tick labels, and a grid (to make very fancy plots)\n", "We'll show this by reusing the above example.\n", "\n", "Adding ticks can be a little complicated, especially if we want the labels to be correct. So this code is a bit long, sorry -- I've tried to document it thoroughly to make it easier to read." @@ -931,7 +933,7 @@ ], "source": [ "# While we're adding this other explanatory stuff, let's add a title for good measure.\n", - "fig, ax = wotplot.viz_spy(m, markersize=13, marker=\"o\", alpha=0.3, title=f\"Dot plot ($k = {m.k}$)\")\n", + "fig, ax = wp.viz_spy(m, markersize=13, marker=\"o\", alpha=0.3, title=f\"Dot plot ($k = {m.k}$)\")\n", "\n", "###### PART 1: TICKS ######\n", "# First, let's add ticks. We need to add ticks for ax.grid() to work.\n", @@ -1081,24 +1083,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.00s: validating inputs...\n", - "0.39s: computing suffix array for s1...\n", - "0.66s: computing suffix array for s2...\n", - "0.98s: finding forward matches between s1 and s2...\n", - "78.12s: found 3,357,713 forward match cell(s).\n", - "78.12s: computing ReverseComplement(s2)...\n", - "78.14s: computing suffix array for ReverseComplement(s2)...\n", - "78.58s: finding matches between s1 and ReverseComplement(s2)...\n", - "149.74s: found 3,536,693 total match cell(s).\n", - "149.74s: density = 0.00%.\n", - "149.74s: converting match information to COO format inputs...\n", - "151.46s: creating sparse matrix from COO format inputs...\n", - "152.49s: done creating the matrix.\n" + "0.00s: Validating inputs...\n", + "0.40s: Finding forward matches between s1 and s2...\n", + "20.13s: Found 3,357,713 forward match cell(s).\n", + "20.13s: Computing ReverseComplement(s2)...\n", + "20.15s: Finding reverse-complementary matches between s1 and s2...\n", + "26.39s: Found 3,536,693 total (fwd and/or RC) match cell(s).\n", + "26.39s: Dot plot matrix density = 0.00%.\n", + "26.39s: Converting match information to COO format inputs...\n", + "28.19s: Creating sparse matrix from COO format inputs...\n", + "29.33s: Done creating the matrix.\n" ] } ], "source": [ - "em = wotplot.DotPlotMatrix(e1s, e2s, 20, verbose=True)" + "em = wp.DotPlotMatrix(e1s, e2s, 20, verbose=True)" ] }, { @@ -1106,7 +1105,7 @@ "id": "8902f8f0", "metadata": {}, "source": [ - "Creating the matrix usually takes about 3 minutes (on my five-year old laptop with 8 GB of RAM). All things considered, not too shabby!\n", + "Creating the matrix usually takes about 30 seconds (on my six-year old laptop with 8 GB of RAM). All things considered, not too shabby!\n", "\n", "Now let's visualize the matrix. We pretty much have to use `viz_spy()` here -- using `viz_imshow()` is not feasible, because creating a dense-format copy of this matrix would require us to have... wait, how many cells were in that matrix?" ] @@ -1180,14 +1179,14 @@ "output_type": "stream", "text": [ "0.00s: Visualizing all match cells with spy()...\n", - "0.11s: Done visualizing all match cells.\n", - "0.11s: Slightly restyling the visualization...\n", - "0.11s: Done.\n" + "0.12s: Done visualizing all match cells.\n", + "0.12s: Slightly restyling the visualization...\n", + "0.12s: Done.\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1198,7 +1197,7 @@ ], "source": [ "fig, ax = pyplot.subplots()\n", - "wotplot.viz_spy(\n", + "wp.viz_spy(\n", " em, markersize=0.01, title=f\"Comparison of two $E. coli$ genomes ($k$ = {em.k})\", ax=ax, verbose=True\n", ")\n", "ax.set_xlabel(f\"$E. coli$ K-12 substr. MG1655 ({len(e1s)/1e6:.2f} Mbp) \\u2192\")\n", @@ -1222,9 +1221,9 @@ "source": [ "## 4.2. Creating the two _E. coli_ strains' dot plot matrix with `binary=False`\n", "\n", - "When we're working with long sequences like these, the process of dot plot matrix visualization is a bit faster if we only want a binary matrix.\n", + "When we're working with long sequences like these, the process of dot plot matrix visualization is (very slightly) faster if we only want a binary matrix. However, the matrix creation takes pretty much the same amount of time.\n", "\n", - "However, it is possible to create a not-binary matrix (distinguishing forward, reverse-complementary, and palindromic matches) from this massive dataset. Visualizing it just takes a few extra seconds." + "Here we show that it is possible to create a not-binary matrix (distinguishing forward, reverse-complementary, and palindromic matches) describing this very large comparison of two _E. coli_ strains." ] }, { @@ -1237,24 +1236,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.00s: validating inputs...\n", - "0.40s: computing suffix array for s1...\n", - "0.64s: computing suffix array for s2...\n", - "0.95s: finding forward matches between s1 and s2...\n", - "77.81s: found 3,357,713 forward match cell(s).\n", - "77.81s: computing ReverseComplement(s2)...\n", - "77.82s: computing suffix array for ReverseComplement(s2)...\n", - "78.13s: finding matches between s1 and ReverseComplement(s2)...\n", - "148.77s: found 3,536,693 total match cell(s).\n", - "148.77s: density = 0.00%.\n", - "148.77s: converting match information to COO format inputs...\n", - "150.49s: creating sparse matrix from COO format inputs...\n", - "151.52s: done creating the matrix.\n" + "0.00s: Validating inputs...\n", + "0.41s: Finding forward matches between s1 and s2...\n", + "18.88s: Found 3,357,713 forward match cell(s).\n", + "18.88s: Computing ReverseComplement(s2)...\n", + "18.90s: Finding reverse-complementary matches between s1 and s2...\n", + "25.10s: Found 3,536,693 total (fwd and/or RC) match cell(s).\n", + "25.10s: Dot plot matrix density = 0.00%.\n", + "25.10s: Converting match information to COO format inputs...\n", + "26.84s: Creating sparse matrix from COO format inputs...\n", + "27.96s: Done creating the matrix.\n" ] } ], "source": [ - "em_nb = wotplot.DotPlotMatrix(e1s, e2s, 20, binary=False, verbose=True)" + "em_nb = wp.DotPlotMatrix(e1s, e2s, 20, binary=False, verbose=True)" ] }, { @@ -1290,13 +1286,13 @@ "output_type": "stream", "text": [ "0.00s: Visualizing \"1\" cells with spy()...\n", - "0.91s: Done visualizing \"1\" cells.\n", - "0.91s: Visualizing \"-1\" cells with spy()...\n", - "1.60s: Done visualizing \"-1\" cells.\n", - "1.60s: Visualizing \"2\" cells with spy()...\n", - "2.14s: Done visualizing \"2\" cells.\n", - "2.14s: Slightly restyling the visualization...\n", - "2.14s: Done.\n" + "0.37s: Done visualizing \"1\" cells.\n", + "0.37s: Visualizing \"-1\" cells with spy()...\n", + "0.58s: Done visualizing \"-1\" cells.\n", + "0.58s: Visualizing \"2\" cells with spy()...\n", + "0.77s: Done visualizing \"2\" cells.\n", + "0.77s: Slightly restyling the visualization...\n", + "0.78s: Done.\n" ] }, { @@ -1313,7 +1309,7 @@ "source": [ "# This code is the exact same as the above visualization of the binary E. coli matrix, \n", "fig, ax = pyplot.subplots()\n", - "wotplot.viz_spy(\n", + "wp.viz_spy(\n", " em_nb, markersize=0.01, title=f\"Comparison of two $E. coli$ genomes ($k$ = {em_nb.k})\", ax=ax, verbose=True\n", ")\n", "ax.set_xlabel(f\"$E. coli$ K-12 substr. MG1655 ({len(e1s)/1e6:.2f} Mbp) \\u2192\")\n", @@ -1326,12 +1322,32 @@ "id": "8446dd48", "metadata": {}, "source": [ - "Visualizing this matrix took a little bit longer, but it looks pretty!\n", + "Visualizing this matrix took a little bit longer than for the binary matrix, but it looks pretty!\n", "\n", "#### Sidenote: generating both binary and not-binary visualizations of a single `DotPlotMatrix`\n", "\n", "If you have a `binary=False` matrix, you can use the `force_binary` parameter of `viz_spy()` to draw this matrix as if it were binary. This way, you can generate both of the above versions of this dot plot without having to waste time recomputing the `DotPlotMatrix` object." ] + }, + { + "cell_type": "markdown", + "id": "6f994010", + "metadata": {}, + "source": [ + "#### Sidenote: setting `sa_only=True` when creating the matrix to use a lower-memory, slower method\n", + "\n", + "If you would like to create a dot plot matrix of very long (let's say > 5 Mbp each) sequences, and your system has a limited amount of memory, then creating the matrix might require too much memory for your system. (For my laptop with 8 GB of RAM, things start getting dicey when both sequences are around 20 Mbp.)\n", + "\n", + "If you don't mind taking a bit longer, you can use the optional `sa_only=True` parameter when running `wp.DotPlotMatrix()` to use a different method. This different method requires much less memory, at the cost of taking longer to run. Please see the \"Two methods for finding shared _k_-mers\" section of the README for more details." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f6d31eca", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/docs/img/ecoli_example_dotplot.png b/docs/img/ecoli_example_dotplot.png index c9f3c8f..771908f 100644 Binary files a/docs/img/ecoli_example_dotplot.png and b/docs/img/ecoli_example_dotplot.png differ diff --git a/setup.py b/setup.py index ac7ba74..645746a 100644 --- a/setup.py +++ b/setup.py @@ -63,15 +63,12 @@ "dev": [ "pytest >= 4.2", "pytest-cov >= 2.0", + "pytest-mock", "flake8", # black 22.10 stopped supporting python 3.6; ideally we'd adjust # our CI to use later versions of black on the 3.7 build, but as a # hacky solution pinning black is fine "black < 22.10", - # some tests check that the code handles pyfastx.Sequence objects - # properly. However, actually using wotplot does not require - # that you install pyfastx - "pyfastx", ], }, classifiers=classifiers, diff --git a/wotplot/_make.py b/wotplot/_make.py index 8635a99..4c6be22 100644 --- a/wotplot/_make.py +++ b/wotplot/_make.py @@ -1,4 +1,4 @@ -from pydivsufsort import divsufsort +import pydivsufsort from ._scipy_sm_constructor_getter import get_sm_constructor from ._logging import get_logger @@ -61,19 +61,6 @@ def _validate_yorder(yorder): raise ValueError("yorder must be 'BT' or 'TB'") -def _get_suffix_array(seq): - # We convert the seq to bytes (same as done in pydivsufsort here: - # https://github.com/louisabraham/pydivsufsort/blob/f4431ee1ea96ee5caf579d9b9e4764636d9cfef1/pydivsufsort/divsufsort.py#L73) - # in order to prevent a warning about it having to convert the seq to bytes - # for us. Ideally we wouldn't even work with strings at all (or we'd do - # this conversion at the start of _make() and use bytes from there on), but - # I don't really feel like making that change r/n and I don't think it'll - # make a big difference compared to this tool's other inefficiencies. - # Although it is still a TODO worth noting (converting both s2 and rc(s2) - # to bytes separately makes me feel gross). - return divsufsort(seq.encode("ascii") + ENDCHAR) - - def _get_row(position_in_s2, num_rows, yorder): """Converts a position in the sequence s2 to a row index in the matrix. @@ -116,13 +103,29 @@ def _get_row(position_in_s2, num_rows, yorder): ) -def _fill_match_cells( +def _get_suffix_array(seq): + # We convert the seq to bytes (same as done in pydivsufsort here: + # https://github.com/louisabraham/pydivsufsort/blob/f4431ee1ea96ee5caf579d9b9e4764636d9cfef1/pydivsufsort/divsufsort.py#L73) + # in order to prevent a warning about it having to convert the seq to bytes + # for us. Ideally we wouldn't even work with strings at all (or we'd do + # this conversion at the start of _make() and use bytes from there on), but + # I don't really feel like making that change r/n and I don't think it'll + # make a big difference compared to this tool's other inefficiencies. + # Although it is still a TODO worth noting (converting both s2 and rc(s2) + # to bytes separately makes me feel gross). + return pydivsufsort.divsufsort(seq.encode("ascii") + ENDCHAR) + + +def _fill_match_cells_sa_only( s1, s2, k, s1_sa, s2_sa, md, yorder="BT", binary=True, s2isrc=False ): """Finds the start positions of shared k-mers in two strings. Does this using suffix arrays, which makes this more memory-efficient than - a naive approach. + a naive approach. --> update: and, surprisingly, apparenlty more + memory-efficient than the default method, using + pydivsufsort.common_substrings(). Hence why I am keeping this in as an + alternative method. This used to just return the matching positions, but now its main "output" is updating md (a dict that maps matrix position --> match types). This is @@ -279,89 +282,189 @@ def _fill_match_cells( j += 1 -def _make(s1, s2, k, yorder="BT", binary=True, verbose=False): - """Computes a dot plot matrix. +def _get_common_substrings(s1, s2, k): + """Returns a list of shared regions (with length >= k) of two strings. + + This just calls pydivsufsort.common_substrings(). The main reason I'm + putting this in its own function is to make unit testing + _fill_match_cells() easier. Parameters ---------- - s1: str or other str-like object - s2: str or other str-like object + s1: str + s2: str + The strings in which we'll search for shared k-mers. We assume that + both of these strings have lengths >= k. + k: int + k-mer size. + + Returns + ------- + list of (int, int, int) + Each 3-tuple describes an identical region of s1 and s2 of length >= k. + The entries in each 3-tuple describe, in order: + + 0. The 0-indexed starting position of the identical region in s1. + 1. The 0-indexed starting position of the identical region in s2. + 2. The length of the identical region. This will be at least k. + + Given such a 3-tuple "t", we know that + s1[t[0] : t[0] + t[2]] == s2[t[1] : t[1] + t[2]]. + + Notes + ----- + From what I can tell, the output of pydivsufsort.common_substrings() does + not ever describe the same pair of matching positions more than once. For + example: + + >>> pydivsufsort.common_substrings("AAAA", "AAA", limit=1) + [(0, 0, 3), (0, 1, 2), (0, 2, 1), (1, 0, 3), (2, 0, 2), (3, 0, 1)] + + Label each 3-tuple here as 0, 1, 2, 3, 4, 5, in the order they occur in the + above output. The spans of these 3-tuples on the dot plot grid look like: + + A 2|2103 + A 1|1034 + A 0|0345 + +---- + 0123 + AAAA + + ... That is, each of these 3-tuples is a diagonal line in the dot plot, and + none of these 3-tuples intersect with each other. + """ + return pydivsufsort.common_substrings(s1, s2, limit=k) + + +def _fill_match_cells(s1, s2, k, md, yorder="BT", binary=True, s2isrc=False): + """Populates a dict describing k-mer matches between two strings. + + Parameters + ---------- + s1: str + s2: str + The strings in which we'll search for shared k-mers. We assume that + both of these strings have lengths >= k. + + k: int + k-mer size. + + md: dict of (int, int) --> int + We'll update this dict with keys of the format (p2, p1) (indicating + that a matching k-mer exists at position p1 in s1 and position p2 in + s2); these positions correspond to the (row, col) positions of match + cells in a matrix, taking into account yorder. The values of this dict + indicate match types (one of {FWD, REV, BOTH, MATCH}). + yorder: str + Either "BT" (bottom-to-top) or "TB" (top-to-bottom). See + DotPlotMatrix.__init__(). + binary: bool - See DotPlotMatrix.__init__() for details. + Either True (only match type used is MATCH) or False (can use FWD, REV, + or BOTH). See DotPlotMatrix.__init__(). - verbose: bool - If True, prints a lot of information as this computes the matrix. - Useful for performance benchmarking. + s2isrc: bool + Either True (s2 is reverse-complemented) or False (s2 is not + reverse-complemented). Importantly: if binary is False, you should + run the forward check (s1 vs. s2) as the "first pass," and run the + reverse-complementary check (s1. vs. RC(s2)) as the "second pass." + If you switch up the order, this will break palindrome detection. Returns ------- - (mat, ss1, ss2): (sparse matrix, str, str) - mat is the main result -- it is the sparse representation of the newly - created dot plot matrix (the exact type varies depending on the version - of SciPy installed). + None + (The main "side effect" of this function is updating md; see above.) - ss1 and ss2 are versions of s1 and s2, respectively, converted to - strings. + References + ---------- + This is done using pydivsufsort.common_substrings(), which is quite fast. + (Previously, my code used pydivsufsort.divsufsort() to create two suffix + arrays for both strings, and then iterated through these arrays to find + matches. The common_substrings() algorithm is better.) See + https://github.com/louisabraham/pydivsufsort/issues/42 for details. """ - _mlog = get_logger(verbose) - - # First, verify that the SciPy version installed is good - smc = get_sm_constructor() - - # Then validate the inputs - _mlog("validating inputs...") - _validate_k(k) - _validate_yorder(yorder) - s1 = _validate_and_stringify_seq(s1, k) - s2 = _validate_and_stringify_seq(s2, k) + cs = _get_common_substrings(s1, s2, k) + num_rows = len(s2) - k + 1 + for match_run in cs: + num_cells_matched = match_run[2] - k + 1 + for i in range(num_cells_matched): + x = match_run[0] + i + s2p = match_run[1] + i + if s2isrc: + s2p = len(s2) - s2p - k + y = _get_row(s2p, num_rows, yorder) + pos = (y, x) + if not binary: + if s2isrc: + # If we somehow see the same position represented multiple + # times in the reverse matches, but this position ONLY has + # this reverse match, then keep it as a reverse match. If + # we say a cell is palindromic ONLY if it has already been + # recorded in md, then if this cell is encountered twice + # during the "reverse-complementary" pass we will + # erroneously label it palindromic. + # + # To fix this, we add the condition "md[pos] != REV". If + # md[pos] == FWD, then since s2isrc is True, we should make + # this cell palindromic (BOTH). And if md[pos] == BOTH then + # we should keep this cell as BOTH. If md[pos] == REV, + # though, then we should keep this cell as REV. + # + # The output of common_substrings() should not represent + # the same position multiple times, but I am being paranoid + # here just in case this changes. + if pos in md and md[pos] != REV: + md[pos] = BOTH + else: + md[pos] = REV + else: + md[pos] = FWD + else: + md[pos] = MATCH - # Ok, things seem good. - # We could remove the "- k + 1" parts here, but then we'd have empty space - # for all plots where k > 1 (since you can't have e.g. a 2-mer begin in the - # final row or column). Interestingly, Figure 6.20 in Bioinformatics - # Algorithms does include this extra empty space, but we'll omit it here - mat_shape = (len(s2) - k + 1, len(s1) - k + 1) +def _get_matches_sa_only(s1, s2, k, yorder, binary, _mlog): + """Constructs a dict of matches using the suffix-arrays-only method.""" - _mlog("computing suffix array for s1...") + _mlog("Computing suffix array for s1...") s1_sa = _get_suffix_array(s1) if s1 == s2: # Save an unnecessary extra call to _get_suffix_array(). # Note that pyfastx.Sequence objects, as of writing, don't work well # with python equality checking (so if "f" is a pyfastx.Fasta object, - # f[0] != f[0] for some reason). However, since we've now converted + # f[0] != f[0] for some reason). However, since we've already converted # s1 and s2 to strings in _validate_and_stringify_seq(), this should # not be a problem, so we can take advantage of this speedup. _mlog("s1 and s2 are equal, so reusing s1's suffix array for s2...") s2_sa = s1_sa else: - _mlog("computing suffix array for s2...") + _mlog("Computing suffix array for s2...") s2_sa = _get_suffix_array(s2) # Find k-mers that are shared between both strings (not considering # reverse-complementing) matches = {} - _mlog("finding forward matches between s1 and s2...") - _fill_match_cells( + _mlog("Finding forward matches between s1 and s2...") + _fill_match_cells_sa_only( s1, s2, k, s1_sa, s2_sa, matches, yorder=yorder, binary=binary ) - _mlog(f"found {len(matches):,} forward match cell(s).") + _mlog(f"Found {len(matches):,} forward match cell(s).") # I'm not sure if this makes a difference (is Python smart enough to # immediately garbage-collect s2_sa at this point?), but we might as # well be very clear that "hey this big chunky suffix array is now # unnecessary please garbage collect it" del s2_sa - _mlog("computing ReverseComplement(s2)...") + _mlog("Computing ReverseComplement(s2)...") rcs2 = rc(s2) - _mlog("computing suffix array for ReverseComplement(s2)...") + _mlog("Computing suffix array for ReverseComplement(s2)...") rcs2_sa = _get_suffix_array(rcs2) - _mlog("finding matches between s1 and ReverseComplement(s2)...") - _fill_match_cells( + _mlog("Finding matches between s1 and ReverseComplement(s2)...") + _fill_match_cells_sa_only( s1, rcs2, k, @@ -372,23 +475,126 @@ def _make(s1, s2, k, yorder="BT", binary=True, verbose=False): binary=binary, s2isrc=True, ) - _mlog(f"found {len(matches):,} total match cell(s).") + # Using "del" at the end of a func is probs redundant but may as well del s1_sa del rcs2_sa + return matches + + +def _get_matches_common_substrings(s1, s2, k, yorder, binary, _mlog): + """Constructs a dict of matches using pydivsufsort.common_substrings().""" + + matches = {} + + _mlog("Finding forward matches between s1 and s2...") + _fill_match_cells(s1, s2, k, matches, yorder=yorder, binary=binary) + _mlog(f"Found {len(matches):,} forward match cell(s).") + + _mlog("Computing ReverseComplement(s2)...") + rcs2 = rc(s2) + _mlog("Finding reverse-complementary matches between s1 and s2...") + _fill_match_cells( + s1, rcs2, k, matches, yorder=yorder, binary=binary, s2isrc=True + ) + + return matches + + +def _make(s1, s2, k, yorder="BT", binary=True, sa_only=False, verbose=False): + """Computes a dot plot matrix. + + Parameters + ---------- + s1: str or other str-like object + s2: str or other str-like object + k: int + yorder: str + binary: bool + sa_only: bool + See DotPlotMatrix.__init__() for details. + + verbose: bool + If True, prints a lot of information as this computes the matrix. + Useful for performance benchmarking. + + Returns + ------- + (mat, ss1, ss2): (sparse matrix, str, str) + mat is the main result -- it is the sparse representation of the newly + created dot plot matrix (the exact type varies depending on the version + of SciPy installed). + + ss1 and ss2 are versions of s1 and s2, respectively, converted to + strings. + + Notes + ----- + Rather than create a sparse matrix and iteratively update it as we find + matches, we instead iteratively update a dict containing match information + and then provide this information all at once to a COO sparse matrix + constructor. + + Question 1: why don't we incrementally update a matrix? + ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + I messed around with creating an empty LIL matrix and incrementally + updating that, rather than incrementally updating the "matches" dict, + but the LIL matrix approach was really inefficient -- it crashed for + the test E. coli example. This is probably because incremental updates + on a sparse matrix are inherently kind of slow, at least as of writing; + see https://stackoverflow.com/a/27771335 for some context. + + Question 2: why bother with creating a dict of matches? + ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + The reason we don't just output mat_vals, mat_rows, and mat_cols from + _fill_match_cells() (and then pass them into the COO matrix constructor + directly) is that we need to be careful about duplicate cells. If we + store the results of _fill_match_cells() (comparing s1 vs. s2) in COO + format, then merging this with the results of the next run of + _fill_match_cells() (comparing s1 vs. RC(s2)) will be tricky. + + Why do we need to do this comparison in the first place? If "binary" is + False, then we need to do it to identify palindromes (cells that are + both forward and reverse-complementary matches); and even if "binary" is + True, we need to do this because including duplicate entries will result in + them being summed when creating the matrix (see the SciPy docs link below). + + References + ---------- + https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.coo_matrix.html + https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.coo_array.html + """ + _mlog = get_logger(verbose) + + # First, verify that the SciPy version installed is good + smc = get_sm_constructor() + + # Then validate the inputs + _mlog("Validating inputs...") + _validate_k(k) + _validate_yorder(yorder) + s1 = _validate_and_stringify_seq(s1, k) + s2 = _validate_and_stringify_seq(s2, k) + + # Ok, things seem good. + if sa_only: + matches = _get_matches_sa_only(s1, s2, k, yorder, binary, _mlog) + else: + matches = _get_matches_common_substrings( + s1, s2, k, yorder, binary, _mlog + ) + _mlog(f"Found {len(matches):,} total (fwd and/or RC) match cell(s).") + + # We could remove the "- k + 1" parts here, but then we'd have empty space + # for all plots where k > 1 (since you can't have e.g. a 2-mer begin in the + # final row or column). Interestingly, Figure 6.20 in Bioinformatics + # Algorithms does include this extra empty space, but we'll omit it here + mat_shape = (len(s2) - k + 1, len(s1) - k + 1) density = 100 * (len(matches) / (mat_shape[0] * mat_shape[1])) - _mlog(f"density = {density:.2f}%.") + _mlog(f"Dot plot matrix density = {density:.2f}%.") - _mlog("converting match information to COO format inputs...") + _mlog("Converting match information to COO format inputs...") # Match the input data format expected by SciPy of (vals, (rows, cols)): - # https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.coo_array.html - # - # The reason we don't just output mat_vals, mat_rows, and mat_cols from - # _find_match_cells() is that we need to be careful about duplicate cells. - # If binary is False, then we need to do this to identify palindromes; and - # even if binary is True, we need to do this because including duplicate - # entries will result in them being summed when creating the matrix - # (seriously, see the SciPy docs linked above). mat_vals = [] mat_rows = [] mat_cols = [] @@ -397,7 +603,7 @@ def _make(s1, s2, k, yorder="BT", binary=True, verbose=False): mat_rows.append(r) mat_cols.append(c) - _mlog("creating sparse matrix from COO format inputs...") + _mlog("Creating sparse matrix from COO format inputs...") mat = smc((mat_vals, (mat_rows, mat_cols)), shape=mat_shape) - _mlog("done creating the matrix.") + _mlog("Done creating the matrix.") return mat, s1, s2 diff --git a/wotplot/_matrix.py b/wotplot/_matrix.py index 4aa7063..0e1cbb1 100644 --- a/wotplot/_matrix.py +++ b/wotplot/_matrix.py @@ -19,18 +19,20 @@ class DotPlotMatrix: k (int) k-mer size. - yorder (str): + yorder (str) Either "BT" or "TB", indicating the direction that s2 is ordered on the y-axis. "BT" indicates "bottom-to-top", and "TB" indicates "top-to-bottom". - binary (bool): + binary (bool) Whether or not mat is binary. If mat is not binary, then it encodes forward, reverse-complementary, and palindromic matches separately; if mat is binary, then all matches are represented identically. """ - def __init__(self, s1, s2, k, yorder="BT", binary=True, verbose=False): + def __init__( + self, s1, s2, k, yorder="BT", binary=True, sa_only=False, verbose=False + ): """Initializes the dot plot matrix. Parameters @@ -82,6 +84,21 @@ def __init__(self, s1, s2, k, yorder="BT", binary=True, verbose=False): - 1: k1 == k2, and/or ReverseComplement(k1) == k2 - 0: k1 != k2, and ReverseComplement(k1) != k2 + sa_only: bool + If True, this uses a different method for identifying shared k-mers + than the default. The default method (sa_only=False, which uses + pydivsufsort.common_substrings()) is faster but uses more memory; + the alternative method (sa_only=True, which uses just + pydivsufsort's implementation of suffix arrays) is slower but -- + from testing -- uses less memory. + + From some benchmarking, I think the default method should be fine + when your sequences are smaller than ~5 Mbp (i.e. 5 million + characters each). When your sequences are longer than that, you + may want to use the sa_only=True method (depending on how much + memory your system has -- my laptop with 8 GB of RAM can handle + sequences of up to ~20 Mbp, but that's a stretch). + verbose: bool If True, logs extra information as this computes the matrix. This is useful when working with long sequences and/or for performance @@ -93,7 +110,9 @@ def __init__(self, s1, s2, k, yorder="BT", binary=True, verbose=False): Bioinformatics Algorithms textbook (https://www.bioinformaticsalgorithms.org/) by Compeau & Pevzner. """ - self.mat, self.s1, self.s2 = _make(s1, s2, k, yorder, binary, verbose) + self.mat, self.s1, self.s2 = _make( + s1, s2, k, yorder, binary, sa_only, verbose + ) self.k = k self.yorder = yorder self.binary = binary diff --git a/wotplot/tests/inputs/test.fa b/wotplot/tests/inputs/test.fa deleted file mode 100644 index 541d138..0000000 --- a/wotplot/tests/inputs/test.fa +++ /dev/null @@ -1,8 +0,0 @@ ->r1 -ACCCCCTACAAACCCATTTACAGGGGACCACACACC -ACCCCCTACAAACCCATTTACAGGGGACCACACACC -GGGGGGGGGGGGTACCCCCCTTAAAAAAAAAAA ->r2 -ACCT ->r3 -GGGGG diff --git a/wotplot/tests/test_make.py b/wotplot/tests/test_make.py index 363aa18..330c830 100644 --- a/wotplot/tests/test_make.py +++ b/wotplot/tests/test_make.py @@ -1,6 +1,4 @@ -import os import pytest -import pyfastx import numpy as np from wotplot import DotPlotMatrix, MATCH, FWD, REV, BOTH @@ -24,6 +22,22 @@ def test_make_simple_default(): ) +def test_make_simple_sa_only(): + assert MATCH == 1 + dpm = DotPlotMatrix("ACGTC", "AAGTC", 2, sa_only=True) + assert np.array_equal( + dpm.mat.toarray(), + np.array( + [ + [0, 0, 0, 1], + [1, 0, 1, 0], + [0, 0, 0, 0], + [0, 0, 0, 0], + ] + ), + ) + + def test_make_simple_yorder_TB(): dpm = DotPlotMatrix("ACGTC", "AAGTC", 2, yorder="TB") assert np.array_equal( @@ -71,6 +85,58 @@ def test_make_simple_yorder_TB_and_not_binary(): ) +def test_make_simple_yorder_TB_and_not_binary_sa_only(): + dpm = DotPlotMatrix( + "ACGTC", "AAGTC", 2, yorder="TB", binary=False, sa_only=True + ) + assert np.array_equal( + dpm.mat.toarray(), + np.array( + [ + [0, 0, 0, 0], + [0, 0, 0, 0], + [-1, 0, 1, 0], + [0, 0, 0, 1], + ] + ), + ) + + +def test_make_simple_acct(): + # was initially going to be loaded from a FASTA file: + # https://github.com/fedarko/wotplot/blob/7397b184e8a6dbbc738e1e99f2e2fefd69c9b94f/wotplot/tests/test_make.py + dpm = DotPlotMatrix("ACCT", "ACCT", 1, yorder="BT", binary=False) + assert np.array_equal( + dpm.mat.toarray(), + np.array( + [ + [-1, 0, 0, 1], + [0, 1, 1, 0], + [0, 1, 1, 0], + [1, 0, 0, -1], + ] + ), + ) + + +def test_make_simple_acct_ggggg(): + # was initially going to be loaded from a FASTA file: + # https://github.com/fedarko/wotplot/blob/7397b184e8a6dbbc738e1e99f2e2fefd69c9b94f/wotplot/tests/test_make.py + dpm = DotPlotMatrix("ACCT", "GGGGG", 1, yorder="BT", binary=False) + assert np.array_equal( + dpm.mat.toarray(), + np.array( + [ + [0, -1, -1, 0], + [0, -1, -1, 0], + [0, -1, -1, 0], + [0, -1, -1, 0], + [0, -1, -1, 0], + ] + ), + ) + + def test_make_palindrome_not_binary(): # AATCGATC # 01234567 @@ -87,6 +153,22 @@ def test_make_palindrome_not_binary(): ) +def test_make_palindrome_not_binary_sa_only(): + # AATCGATC + # 01234567 + assert BOTH == 2 + dpm = DotPlotMatrix("AATCGATC", "TATCGAT", 6, binary=False, sa_only=True) + assert np.array_equal( + dpm.mat.toarray(), + np.array( + [ + [0, 2, 0], + [0, 0, 0], + ] + ), + ) + + def test_make_fancy_not_binary(): big = "AGCAGAAAGAGATAAACCTGT" dpm = DotPlotMatrix(big, big, 2, binary=False) @@ -151,12 +233,15 @@ def test_make_bad_k(): assert str(e.value) == "k must be an integer \u2265 1" -def test_make_self_dotplot_reuse_suffixarray(capsys): - f = pyfastx.Fasta(os.path.join("wotplot", "tests", "inputs", "test.fa")) - assert len(f) == 3 - assert list(f.keys()) == ["r1", "r2", "r3"] +def test_make_sa_only_self_dotplot_reuse_suffixarray(capsys): m = DotPlotMatrix( - f["r2"], f["r2"], 1, yorder="BT", binary=False, verbose=True + "ACCT", + "ACCT", + 1, + yorder="BT", + binary=False, + sa_only=True, + verbose=True, ) assert np.array_equal( m.mat.toarray(), @@ -175,12 +260,15 @@ def test_make_self_dotplot_reuse_suffixarray(capsys): ) -def test_make_nonself_dotplot_dont_reuse_suffixarray(capsys): - f = pyfastx.Fasta(os.path.join("wotplot", "tests", "inputs", "test.fa")) - assert len(f) == 3 - assert list(f.keys()) == ["r1", "r2", "r3"] +def test_make_sa_only_nonself_dotplot_dont_reuse_suffixarray(capsys): m = DotPlotMatrix( - f["r2"], f["r3"], 1, yorder="BT", binary=False, verbose=True + "ACCT", + "GGGGG", + 1, + yorder="BT", + binary=False, + sa_only=True, + verbose=True, ) assert np.array_equal( m.mat.toarray(), diff --git a/wotplot/tests/test_make_utils.py b/wotplot/tests/test_make_utils.py index 31599b0..f68939c 100644 --- a/wotplot/tests/test_make_utils.py +++ b/wotplot/tests/test_make_utils.py @@ -5,7 +5,6 @@ _validate_k, _validate_yorder, _get_row, - _get_suffix_array, _fill_match_cells, ) @@ -110,11 +109,9 @@ def test_get_row_position_geq_num_rows(): def test_fill_match_cells(): s1 = "ACGTC" s2 = "AAGTCAC" - sa1 = _get_suffix_array(s1) - sa2 = _get_suffix_array(s2) md = {} - _fill_match_cells(s1, s2, 2, sa1, sa2, md, yorder="TB", binary=False) + _fill_match_cells(s1, s2, 2, md, yorder="TB", binary=False) # Note that the coordinates' types will be set based on the types present # within the suffix array -- so repr(md) will, for numpy 2, be equal to # {(np.int32(5), np.int32(0)): FWD, ...}, at least as of writing. @@ -124,10 +121,7 @@ def test_fill_match_cells(): # "Extend" md with reverse-complementary matches s2r = rc(s2) - sa2r = _get_suffix_array(s2r) - _fill_match_cells( - s1, s2r, 2, sa1, sa2r, md, yorder="TB", binary=False, s2isrc=True - ) + _fill_match_cells(s1, s2r, 2, md, yorder="TB", binary=False, s2isrc=True) assert md == { (5, 0): FWD, (2, 2): FWD, @@ -135,3 +129,50 @@ def test_fill_match_cells(): (2, 0): REV, (5, 2): REV, } + + +def test_fill_match_cells_redundant_common_substring_rc(mocker): + # Mock the return value using pytest-mock; see + # https://stackoverflow.com/a/72943495 + gcs = mocker.patch("wotplot._make._get_common_substrings") + gcs.return_value = [ + (0, 0, 3), + # Add on an extra unneeded diagonal (the (0, 0, 3) already accounts + # for matches at (0, 0), (1, 1), and (2, 2), making (1, 1, 2) wholly + # unnecessary) to verify it doesn't break stuff. (Even though we will + # process some positions multiple times, we should still keep all of + # them as REV only -- this is something I was worried about making sure + # to handle correctly.) + (1, 1, 2), + ] + + # I know these two strings have more 1-mer matches than the ones given + # above (specifically, they have 4 * 3 = 12 distinct 1-mer matches). But, + # since we've mocked _get_common_substrings() above, there should only be + # 3 matches now. (Part of the reason I'm adjusting the return value to + # have fewer matches, besides making the code easier to test, is that this + # lets us quickly verify that the mocking worked as intended.) + s1 = "AAAA" + s2 = "AAA" + md = {} + + _fill_match_cells(s1, s2, 1, md, yorder="TB", s2isrc=True, binary=False) + # The positions look a bit different from (0, 0), (1, 1), and (2, 2) + # because we've set s2isrc=True. + # + # The important thing is that all of these are REV only, with no BOTH + # matches. Why? + # + # As of writing, there is a line in _make._fill_match_cells() + # which looks like "if pos in md and md[pos] != REV:" -- if we remove + # the "and md[pos] != REV" part of this line, then this will break this + # test, because then the code will incorrectly say that "oh, we've already + # seen this cell, so that previous occurrence must be a forward match, + # so this cell must be a palindromic match!" + # + # So, this test just verifies that this line is working as intended. Phew. + assert md == { + (2, 0): REV, + (1, 1): REV, + (0, 2): REV, + }