{ "cells": [ { "cell_type": "markdown", "id": "91f05010-b82d-42f3-b882-4f689eaa946c", "metadata": {}, "source": [ "(migration_guide)=\n", "# ArviZ migration guide\n", "\n", "We have been working on refactoring ArviZ to allow more flexibility and extensibility of its elements\n", "while keeping as much as possible a friendly user-interface that gives sensible results with little to no arguments.\n", "\n", "One important change is enhanced modularity. Everything will still be available through a common namespace `arviz`,\n", "but ArviZ will now be composed of 3 smaller libraries:\n", "\n", "* [arviz-base](https://arviz-base.readthedocs.io/en/latest/) data related functionality, including converters from different PPLs.\n", "* [arviz-stats](https://arviz-stats.readthedocs.io/en/latest/) for statistical functions and diagnostics.\n", "* [arviz-plots](https://arviz-plots.readthedocs.io/en/latest/) for visual checks built on top of arviz-stats and arviz-base.\n", "\n", "Each library depends only on a minimal set of libraries, with a lot of functionality built on top of optional dependencies.\n", "This keeps ArviZ smaller and easier to install as you can install only the components you really need. The main examples are:\n", "\n", "* `arviz-base` has no I/O library as a dependency, but you can use `netcdf4`, `h5netcdf` or `zarr` to read and write your data, allowing you to install only the one you need.\n", "* `arviz-plots` has no plotting library as a dependency, but it can generate plots with `matplotlib`, `bokeh` or `plotly` if they are installed.\n", "\n", "At the time of writing, `arviz-xyz` libraries are independent of the `arviz` library, but `arviz` tries to import the `arviz-xyz` libraries\n", "and exposes all their elements through the `arviz.preview` namespace. In the future, with the ArviZ 1.0 release, the `arviz` namespace will look\n", "like `arviz.preview` looks like today.\n", "\n", "We encourage you to try it out and get a head start on the migration!" ] }, { "cell_type": "code", "execution_count": 1, "id": "4074f836-233b-4b10-8483-d2177cad7424", "metadata": {}, "outputs": [], "source": [ "import arviz.preview as az\n", "# change to import arviz as az after ArviZ 1.0 release" ] }, { "cell_type": "markdown", "id": "a28ab6bd-d3c1-4f71-981f-3444f39ee249", "metadata": {}, "source": [ "Check all 3 libraries have been exposed correctly:" ] }, { "cell_type": "code", "execution_count": 2, "id": "7c792e9f-9a22-4ba0-ad11-138fbc510784", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "arviz_base available, exposing its functions as part of arviz.preview\n", "arviz_stats available, exposing its functions as part of arviz.preview\n", "arviz_plots available, exposing its functions as part of arviz.preview\n", "\n" ] } ], "source": [ "print(az.info)" ] }, { "cell_type": "markdown", "id": "dba357f5-cc19-4fe3-918c-6a540723c3e9", "metadata": {}, "source": [ "## `arviz-base`" ] }, { "cell_type": "markdown", "id": "f9f0a3a9", "metadata": {}, "source": [ "### Credible intervals and rcParams\n", "\n", "Some global configuration settings have changed. For example, the default credible interval probability (`ci_prob`) has been updated from 0.94 to 0.89. Using 0.89 produces intervals with lower variability, leading to more stable summaries. At the same time, keeping a non-standard value (rather than 0.90 or 0.95) serves as a friendly reminder that the choice of interval should reflect the problem at hand.\n", "\n", "In addition, a new setting `ci_kind` has been introduced, which defaults to \"eti\" (equal-tailed interval). This controls the method used to compute credible intervals. The alternative is \"hdi\" (highest density interval), which was previously the default.\n", "\n", "Defaults set via `rcParams` are not fixed rules, they’re meant to be adjusted to fit the needs of your analysis. `rcParams` offers a convenient way to establish global defaults for your workflow, while most functions that compute credible intervals also provide `ci_prob` and `ci_kind` arguments to override these settings locally.\n", "\n", "\n", "You can check all defatult settings with:" ] }, { "cell_type": "code", "execution_count": 3, "id": "6e2e42a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RcParams({'data.http_protocol': 'https',\n", " 'data.index_origin': 0,\n", " 'data.sample_dims': ('chain', 'draw'),\n", " 'data.save_warmup': False,\n", " 'plot.backend': 'matplotlib',\n", " 'plot.density_kind': 'kde',\n", " 'plot.max_subplots': 40,\n", " 'stats.ci_kind': 'eti',\n", " 'stats.ci_prob': 0.89,\n", " 'stats.ic_compare_method': 'stacking',\n", " 'stats.ic_pointwise': True,\n", " 'stats.ic_scale': 'log',\n", " 'stats.module': 'base',\n", " 'stats.point_estimate': 'mean'})" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.rcParams" ] }, { "cell_type": "markdown", "id": "b73c5b99-234c-4b5d-ab3e-adfce2fb2edc", "metadata": {}, "source": [ "### `DataTree`\n", "One of the main differences is the `arviz.InferenceData` object doesn't exist any more.\n", "`arviz-base` uses `xarray.DataTree` instead. This is a new data structure in xarray,\n", "so it might still have some rough edges, but it is much more flexible and powerful.\n", "To give some examples, I/O will now be more flexible, and any format supported by\n", "xarray is automatically available to you, no need to add wrappers on top of them within ArviZ.\n", "It is also possible to have arbitrary nesting of variables within groups and subgroups.\n", "\n", ":::{important}\n", "Not all the functionality on `xarray.DataTree` will be compatible with ArviZ as it would be too much\n", "work for us to cover and maintain. If there are things you have always wanted to do but\n", "were not possible with `InferenceData` and are now possible with `DataTree` please try\n", "them out, give feedback on them and on desired behaviour for things that still don't work.\n", "After a couple releases the \"ArviZverse\" will stabilize much more and it might not be\n", "possible to add support for that anymore.\n", ":::\n", "\n", "#### I already have `InferenceData` object from an external library\n", "\n", "`InferenceData` already has a method to convert it to DataTree, `idata.to_datatree()`, but you can also use\n", "\n", "```python\n", "az.convert_to_datatree(idata)\n", "```\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "d005abd8", "metadata": {}, "outputs": [], "source": [ "import arviz as arviz_legacy\n", "idata = arviz_legacy.load_arviz_data(\"centered_eight\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "f7c75219", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "\n", "Group: /\n", "└── Group: /posterior\n", " Dimensions: (sample: 1000)\n", " Coordinates:\n", " * sample (sample) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999\n", " Data variables:\n", " mu (sample) float64 8kB 0.344 0.1357 0.5672 ... -0.5161 -0.3974 -0.974\n", " Attributes:\n", " created_at: 2025-09-16T06:00:57.691629+00:00\n", " creation_library: ArviZ\n", " creation_library_version: 0.7.0.dev0\n", " creation_library_language: Python" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dt = az.from_dict({\"posterior\": {\"mu\": data}})\n", "dt" ] }, { "cell_type": "code", "execution_count": 11, "id": "f5816596-a974-4fbb-aee8-88efaf7a84c7", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# arviz-stats and arviz-plots also take it into account\n", "az.plot_dist(dt);" ] }, { "cell_type": "markdown", "id": "488e6ecd-1269-4d98-8ae5-1a5e65531d32", "metadata": {}, "source": [ ":::{note}\n", "It is also possible to modify `sample_dims` through arguments to the different functions.\n", ":::\n", "\n", "### New data wrangling features\n", "We have also added multiple functions to help with common data wrangling tasks,\n", "mostly from and to `xarray.Dataset`. For example, you can convert a dataset\n", "to a wide format dataframe with unique combinations of `sample_dims` as its rows,\n", "with {func}`~arviz_base.dataset_to_dataframe`:" ] }, { "cell_type": "code", "execution_count": 12, "id": "e59bc6d4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2000 rows × 10 columns

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" ], "text/plain": [ " mu theta[Choate] theta[Deerfield] theta[Phillips Andover] \\\n", "(0, 0) 7.871796 12.320686 9.905367 14.951615 \n", "(0, 1) 3.384554 11.285623 9.129324 3.139263 \n", "(0, 2) 9.100476 5.708506 5.757932 10.944585 \n", "(0, 3) 7.304293 10.037275 8.809068 9.900924 \n", "(0, 4) 9.879675 9.149146 5.764986 7.015397 \n", "... ... ... ... ... \n", "(3, 495) 1.542688 3.737751 5.393632 0.487845 \n", "(3, 496) 1.858580 -0.291737 0.110315 1.468877 \n", "(3, 497) 1.766733 3.532515 2.008901 0.510806 \n", "(3, 498) 3.486112 4.182751 7.554251 4.456034 \n", "(3, 499) 3.404464 0.192956 6.498428 -0.894424 \n", "\n", " theta[Phillips Exeter] theta[Hotchkiss] theta[Lawrenceville] \\\n", "(0, 0) 11.011485 5.579602 16.901795 \n", "(0, 1) 9.433211 7.811516 2.393088 \n", "(0, 2) 5.895436 9.992984 8.143327 \n", "(0, 3) 5.768832 9.062876 6.958424 \n", "(0, 4) 15.688710 3.097395 12.025763 \n", "... ... ... ... \n", "(3, 495) 4.015486 0.717057 -2.675760 \n", "(3, 496) -3.653346 1.844292 6.055714 \n", "(3, 497) 0.832185 2.647687 4.707249 \n", "(3, 498) 3.300833 1.563307 1.528958 \n", "(3, 499) 6.849020 1.859747 7.936460 \n", "\n", " theta[St. Paul's] theta[Mt. Hermon] tau \n", "(0, 0) 13.198059 15.061366 4.725740 \n", "(0, 1) 10.055223 6.176724 3.908994 \n", "(0, 2) 7.604753 8.767647 4.844025 \n", "(0, 3) 10.298256 3.155304 1.856703 \n", "(0, 4) 11.316745 17.046142 4.748409 \n", "... ... ... ... \n", "(3, 495) 0.415968 -4.991247 2.786072 \n", "(3, 496) 4.986218 9.290380 4.281961 \n", "(3, 497) 3.073314 -2.623069 2.740607 \n", "(3, 498) 1.096098 8.452282 2.932379 \n", "(3, 499) 6.762455 1.295051 4.461246 \n", "\n", "[2000 rows x 10 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# back to default behaviour\n", "az.rcParams[\"data.sample_dims\"] = [\"chain\", \"draw\"]\n", "dt = az.load_arviz_data(\"centered_eight\")\n", "az.dataset_to_dataframe(dt.posterior.dataset)" ] }, { "cell_type": "markdown", "id": "d116a72b-a46b-4cac-959b-0b669ce7012f", "metadata": {}, "source": [ "Note it is also aware of ArviZ naming conventions in addition to using\n", "the `sample_dims` `rcParam`. It can be further customized through a `labeller` argument.\n", "\n", ":::{tip}\n", "If you want to convert to a long format dataframe, you should use\n", "{meth}`xarray.Dataset.to_dataframe` instead.\n", ":::\n", "\n", "## `arviz-stats`\n", "Stats and diagnostics related functionality have also had some changes,\n", "and it should also be noted that out of the 3 new modular libraries it is\n", "currently the one lagging behind a bit more. At the same time,\n", "it does already have several new features that won't be added to legacy ArviZ at any point,\n", "check out its {doc}`arviz_stats:api/index` page for the complete and up to date list\n", "of available functions.\n", "\n", "### Model comparison\n", "For a long time we have been recommending using PSIS-LOO-CV (`loo`) over WAIC.\n", "PSIS-LOO-CV is more robust, has better theoretical properties, and offers diagnostics\n", "to assess the reliability of the estimates. For these reasons, we have decided to remove WAIC\n", "from `arviz-stats`, and instead focus exclusively on PSIS-LOO-CV for model comparison.\n", "Thus, now we offer many new features related to LOO. Including:\n", "- Compute weighted expectations, including mean, variance, quantiles, etc. See {func}`~arviz_stats.loo_expectations`.\n", "- Compute predictive metrics such as RMSE, MAE, etc. See {func}`~arviz_stats.loo_metrics`.\n", "- Compute CRPS/SCRPS, see {func}`~arviz_stats.loo_score`\n", "- Compute PSIS-LOO-CV for approximate posteriors. See {func}`~arviz_stats.loo_approximate_posterior`.\n", "\n", "\n", "For a complete list check {doc}`arviz_stats:api/index` and in particular {doc}`arviz_stats:api/index#model-comparison`\n", "\n", "\n", "### `dim` and `sample_dims`\n", "Similarly to the rest of the libraries, most functions take an argument to indicate\n", "which dimensions should be reduced (or considered core dims) in the different computations.\n", "Given `arviz-stats` is the one with behaviour and API closest to xarray itself,\n", "this argument can either be `dim` or `sample_dims` as a way to keep the APIs of ArviZ\n", "and xarray similar.\n", "\n", "Let's see the differences in action. `ess` uses `sample_dims`. This means we can do:" ] }, { "cell_type": "code", "execution_count": 13, "id": "b8417aac", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "Dimensions:  (school: 8)\n",
       "Coordinates:\n",
       "  * school   (school) <U16 512B 'Choate' 'Deerfield' ... 'Mt. Hermon'\n",
       "Data variables:\n",
       "    mu       float64 8B 1.65e+03\n",
       "    theta_t  (school) float64 64B 2.058e+03 2.51e+03 ... 2.455e+03 2.757e+03\n",
       "    tau      float64 8B 1.115e+03\n",
       "    theta    (school) float64 64B 1.942e+03 2.199e+03 ... 2.079e+03 2.106e+03
" ], "text/plain": [ "\n", "Group: /posterior\n", " Dimensions: (school: 8)\n", " Coordinates:\n", " * school (school) \n", " az.ess(dt, sample_dims=[\"school\", \"draw\"])\n", " ~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", " File \"/home/osvaldo/anaconda3/envs/arviz/lib/python3.13/site-packages/arviz_stats/sampling_diagnostics.py\", line 141, in ess\n", " return data.azstats.ess(\n", " ~~~~~~~~~~~~~~~~^\n", " sample_dims=sample_dims, group=group, method=method, relative=relative, prob=prob\n", " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", " )\n", " ^\n", " File \"/home/osvaldo/anaconda3/envs/arviz/lib/python3.13/site-packages/arviz_stats/accessors.py\", line 96, in ess\n", " return self._apply(\n", " ~~~~~~~~~~~^\n", " \"ess\", sample_dims=sample_dims, method=method, relative=relative, prob=prob, **kwargs\n", " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", " )\n", " ^\n", " File \"/home/osvaldo/anaconda3/envs/arviz/lib/python3.13/site-packages/arviz_stats/accessors.py\", line 291, in _apply\n", " group_i: apply_function_to_dataset(\n", " ~~~~~~~~~~~~~~~~~~~~~~~~~^\n", " func,\n", " ^^^^^\n", " ...<3 lines>...\n", " kwargs=kwargs,\n", " ^^^^^^^^^^^^^^\n", " )\n", " ^\n", " File \"/home/osvaldo/anaconda3/envs/arviz/lib/python3.13/site-packages/arviz_stats/accessors.py\", line 56, in apply_function_to_dataset\n", " result = func(da, **subset_kwargs)\n", " File \"/home/osvaldo/anaconda3/envs/arviz/lib/python3.13/site-packages/arviz_stats/base/dataarray.py\", line 77, in ess\n", " return apply_ufunc(\n", " self.array_class.ess,\n", " ...<9 lines>...\n", " },\n", " )\n", " File \"/home/osvaldo/anaconda3/envs/arviz/lib/python3.13/site-packages/xarray/computation/apply_ufunc.py\", line 1267, in apply_ufunc\n", " return apply_dataarray_vfunc(\n", " variables_vfunc,\n", " ...<4 lines>...\n", " keep_attrs=keep_attrs,\n", " )\n", " File \"/home/osvaldo/anaconda3/envs/arviz/lib/python3.13/site-packages/xarray/computation/apply_ufunc.py\", line 310, in apply_dataarray_vfunc\n", " result_var = func(*data_vars)\n", " File \"/home/osvaldo/anaconda3/envs/arviz/lib/python3.13/site-packages/xarray/computation/apply_ufunc.py\", line 730, in apply_variable_ufunc\n", " broadcast_compat_data(arg, broadcast_dims, core_dims)\n", " ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", " File \"/home/osvaldo/anaconda3/envs/arviz/lib/python3.13/site-packages/xarray/computation/apply_ufunc.py\", line 675, in broadcast_compat_data\n", " order = tuple(old_dims.index(d) for d in reordered_dims)\n", " File \"/home/osvaldo/anaconda3/envs/arviz/lib/python3.13/site-packages/xarray/computation/apply_ufunc.py\", line 675, in \n", " order = tuple(old_dims.index(d) for d in reordered_dims)\n", " ~~~~~~~~~~~~~~^^^\n", "ValueError: tuple.index(x): x not in tuple\n" ] } ], "source": [ "try:\n", " az.ess(dt, sample_dims=[\"school\", \"draw\"])\n", "except Exception as err:\n", " import traceback\n", " traceback.print_exception(err)" ] }, { "cell_type": "markdown", "id": "632daeae", "metadata": {}, "source": [ "This limitation doesn't come from the fact that interpreting the \"school\" dimension as \"chain\"\n", "makes no sense but from the fact that when using `ess` on multiple variables (aka on a Dataset)\n", "all dimensions in `sample_dims` must be present in all variables.\n", "Consequently, the following cell is technically valid even if it still makes no sense conceptually:" ] }, { "cell_type": "code", "execution_count": 15, "id": "8eef0abd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "Dimensions:  (chain: 4)\n",
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       "  * chain    (chain) int64 32B 0 1 2 3\n",
       "Data variables:\n",
       "    theta    (chain) float64 32B 1.129e+03 408.2 329.2 580.9\n",
       "    theta_t  (chain) float64 32B 499.2 339.0 430.1 1.052e+03
" ], "text/plain": [ "\n", "Group: /posterior\n", " Dimensions: (chain: 4)\n", " Coordinates:\n", " * chain (chain) int64 32B 0 1 2 3\n", " Data variables:\n", " theta (chain) float64 32B 1.129e+03 408.2 329.2 580.9\n", " theta_t (chain) float64 32B 499.2 339.0 430.1 1.052e+03" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.ess(dt, var_names=[\"theta\", \"theta_t\"], sample_dims=[\"school\", \"draw\"])" ] }, { "cell_type": "markdown", "id": "bdca7fec", "metadata": {}, "source": [ "When we restrict the target variables to only \"theta\" and \"theta_t\" we make it so\n", "all variables have both \"school\" and \"draw\" dimension.\n", "\n", "All computations where it is required that input variables all have the full set of\n", "dimensions we want to operate on use `sample_dims`. On ArviZ's side this includes\n", "`ess`, `rhat` or `mcse`. Xarray only has an example of this:\n", "{meth}`~xarray.Dataset.to_stacked_array`.\n", "\n", "On the other hand, `hdi` uses `dim`. This means that both values we attempted\n", "for `sample_dims` with `ess` are valid without caveats:" ] }, { "cell_type": "code", "execution_count": 16, "id": "9095c5e7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "    mu        (chain, ci_bound) float64 64B -1.611 8.839 ... -0.9635 9.697\n",
       "    theta_t   (chain, ci_bound) float64 64B -1.438 1.679 -1.493 ... -1.405 1.669\n",
       "    tau       (chain, ci_bound) float64 64B 0.0111 7.34 0.02253 ... 0.1617 8.106\n",
       "    theta     (chain, ci_bound) float64 64B -2.477 12.87 -2.538 ... -3.462 12.54
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       "Dimensions:  (school: 8)\n",
       "Coordinates:\n",
       "  * school   (school) <U16 512B 'Choate' 'Deerfield' ... 'Mt. Hermon'\n",
       "Data variables:\n",
       "    mu       float64 8B 1.65e+03\n",
       "    theta_t  (school) float64 64B 2.058e+03 2.51e+03 ... 2.455e+03 2.757e+03\n",
       "    tau      float64 8B 1.115e+03\n",
       "    theta    (school) float64 64B 1.942e+03 2.199e+03 ... 2.079e+03 2.106e+03
" ], "text/plain": [ "\n", "Group: /posterior\n", " Dimensions: (school: 8)\n", " Coordinates:\n", " * school (school) " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.style.use(\"arviz-vibrant\")\n", "dt = az.load_arviz_data(\"centered_eight\")\n", "az.plot_rank(dt, var_names=[\"mu\", \"tau\"], backend=\"matplotlib\");" ] }, { "cell_type": "code", "execution_count": 23, "id": "cffc0108", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.io as pio\n", "pio.renderers.default = \"notebook\"\n", "pc = az.plot_rank(dt, var_names=[\"mu\", \"tau\"], backend=\"plotly\")\n", "pc.show()" ] }, { "cell_type": "markdown", "id": "b202d560", "metadata": {}, "source": [ "At the time of writing, there are three cross-backend themes defined by ArviZ:\n", "`arviz-variat`, `arviz-vibrant` and `arviz-cetrino`." ] }, { "cell_type": "markdown", "id": "d9416392", "metadata": {}, "source": [ "### Plotting function inventory\n", "\n", "The following functions have been renamed or restructured:\n", "\n", "| ArviZ <1 | ArviZ >=1 |\n", "|------------------|-------------------|\n", "| plot_bpv | plot_ppc_pit, plot_ppc_tstat |\n", "| plot_dist_comparison | plot_prior_posterior |\n", "| plot_ecdf | plot_dist, plot_ecdf_pit |\n", "| plot_ess | plot_ess, plot_ess_evolution |\n", "| plot_forest | plot_forest, plot_ridge |\n", "| plot_ppc | plot_ppc_dist |\n", "| plot_posterior, plot_density | plot_dist |\n", "| plot_trace | plot_trace_dist, plot_trace_rank |\n", "\n", "Others have had their code rewritten and their arguments updated to some extent,\n", "but kept the same name:\n", "\n", "* plot_autocorr\n", "* plot_bf\n", "* plot_compare\n", "* plot_energy\n", "* plot_lm\n", "* plot_loo_pit\n", "* plot_mcse\n", "* plot_pair\n", "* plot_parallel\n", "* plot_rank\n", "\n", "The following functions have been added:\n", "\n", "* {func}`~arviz_plots.combine_plots`\n", "* {func}`~arviz_plots.plot_convergence_dist`\n", "* {func}`~arviz_plots.plot_pair_focus`\n", "* {func}`~arviz_plots.plot_ppc_interval`\n", "* {func}`~arviz_plots.plot_ppc_pava`\n", "* {func}`~arviz_plots.plot_ppc_rootogram`\n", "* {func}`~arviz_plots.plot_psense_dist`\n", "* {func}`~arviz_plots.plot_psense_quantities`\n", "* {func}`~arviz_plots.plot_trace`\n", "\n", "Some functions have been removed and we don't plan to add them:\n", "\n", "* plot_dist (notice we have `plot_dist` but it is a different function)\n", "* plot_kde (this is now part of `plot_dist`)\n", "* plot_violin\n", "\n", "And there are also functions we plan to add but aren't available yet.\n", "\n", "* plot_elpd\n", "* plot_khat\n", "* plot_ppc_censored\n", "* plot_ppc_residuals\n", "* plot_ts\n", "\n", ":::{note}\n", "For now, the documentation for arviz-plots defaults to `latest` which is built\n", "from GitHub with each commit. If you see some of the functions in the last block already\n", "on the example gallery you should be able to try them, but only if you install\n", "the development version! See {ref}`arviz_plots:installation`\n", ":::\n", "\n", "You can see all of them at the {ref}`arviz-plots gallery `.\n", "\n", "### What to expect from the new plotting functions\n", "\n", "There are two main differences with the plotting functions here in legacy ArviZ:\n", "\n", "1. The way of forwarding arguments to the plotting backends.\n", "2. The return type is now {class}`PlotCollection`, one of the key features of `arviz-plots`.\n", " A quick overview in the context of `plot_xyz` is given here but it later has a section of\n", " its own.\n", "\n", "Other than that, some arguments have been renamed or gotten different defaults,\n", "but nothing major. Note, however, that we have incorporated elements\n", "from grammar of graphics into `arviz-plots`, now that we'll cover the internals\n", "of `plot_xyz` in passing we'll use some terms from grammar of graphics.\n", "If you have never heard about grammar of graphics we recommend you take\n", "a look at {ref}`arviz_plots:overview_plots` before continuing.\n", "\n", "#### kwarg forwarding\n", "Most `plot_xyz` functions now have a `visuals` and a `stats` argument. These arguments\n", "are dictionaries whose keys define where their values are forwarded too. The values\n", "are also dictionaries representing keyword arguments that will be passed downstream\n", "via `**kwargs`. This allows you to send arbitrary keyword arguments to all the different\n", "visual elements or statistical computations that are part of a plot without\n", "bloating the call signature with endless `xyz_kwargs` arguments like in legacy ArviZ.\n", "\n", "These same arguments also allow indicating a visual element should not be added to the plot,\n", "or providing pre computed statistical summaries for faster re-rendering of plots (at the time\n", "of writing pre-computed inputs are only working in `plot_forest` but should be extended soon).\n", "\n", "In addition, the call signature of new plotting functions is `plot_xyz(..., **pc_kwargs)`,\n", "with these `pc_kwargs` being forwarded to the initialization of {class}`PlotCollection`.\n", "This argument allows controlling the layout of the {term}`arviz_plots:figure` as well\n", "as any {term}`arviz_plots:aesthetic mappings` that might be used by the plotting function.\n", "\n", "For a complete notebook introduction on this see {ref}`arviz_plots:plots_intro`\n", "\n", "#### New return type: `PlotCollection`\n", "All `plot_xyz` functions now return a \"plotting manager class\". At the time of writing\n", "this means either {class}`~arviz_plots.PlotCollection` (vast majority of plots) or\n", "{class}`PlotMatrix` (for upcoming `plot_pair` for example).\n", "\n", "These classes are the ones that handle {term}`arviz_plots:faceting` and\n", "{term}`arviz_plots:aesthetic mappings` and allow the `plot_xyz` functions to\n", "focus on the {term}`arviz_plots:visuals` and not on the plot layout or encodings.\n", "\n", "See {ref}`arviz_plots:use_plotcollection` for more details on how to work with\n", "existing `PlotCollection` instances.\n", "\n", "### Plotting manager classes\n", "As we have just mentioned, `plot_xyz` use these plotting manager classes and then return them\n", "as their output. In addition, we hope users will use these classes directly to help them\n", "write custom plotting functions more easily and with more flexibility.\n", "\n", "By using these classes, users should be able to focus on writing smaller functions that take\n", "care of a \"unit of plotting\". You can then use their `.map` methods to apply these plotting\n", "functions as many times as needed given the faceting and aesthetic mappings defined by the user.\n", "Different layouts and different mappings will generally not require changes to these plotting\n", "functions, only to the arguments that define aesthetic mappings and the faceting strategy.\n", "\n", "Take a look at {ref}`arviz_plots:compose_own_plot` if that sounds interesting!" ] }, { "cell_type": "markdown", "id": "4d08e071", "metadata": {}, "source": [ "### Other arviz-plots features\n", "There are also helper functions to help compose or extend existing plotting functions.\n", "For example, we can create a new plot, with a similar layout to that of `plot_trace_dist`\n", "or `plot_rank_dist` but custom diagnostics in each column: distribution, rank and ess evolution:" ] }, { "cell_type": "code", "execution_count": 24, "id": "a862f196-0315-4d55-baf3-9e76fd86df8d", "metadata": { "lines_to_next_cell": 0 }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DmjFjxpDbX3jhBf34xz/Wu+++q1QqpR/96Ee6+uqr1dHRUctmAAAAAAAADLvsg/BDLktBp0oGGAo1MgFALUoFvPKb/LJDjPVqqivV6GY36FRquvRY85sS7frZPqEh7YeFlAuYVyJ7rLQpFlavNsJaAq7pts38+71ejwM7Y0s/PjrdxaKJw4+AIQAAAAAAAICRZFmWHnjzbf306ed0x2uv54TLnIahE2fuqXMP2l9H775bUwSLChnuIN9wuOqZ5+uynC8+8Ff9694z1TOQFSTMBAx3Xtc7MCDTZrCwVgdG+isKJqa1mKZueuMlHbfnfpkGxXrxu1wKul0KuNyD/3fv+L8r62+3Wy0Oh7rMlLoSA2pPDCjU06vDn91alzF8rGerTtp9N22W1B2Pqzs2oO3x2IjneWppuDQlzb7uJkmSx+nIbW30etXu86rD61O7z1Pk/4PTtXk9cjpq/20nO8hc7XY1W5B5uBBOREWSpqntscFmvy3RaNkXsjavRx0+73AMrWHefPNN3XrrrZKko48+WgceeGDDwolz5szR//zP/2jSpNyk9CuvvFLV8lwul0455RSdeOKJCgQCRafbd9999d3vflef//znFYlEFIlEdNddd+kTn/hEVesFAAAAAABoBk7D0LlTA2XDFtmNTDRqAahFuYBXdpPfg3VoJ5RyG97q2aRWbrovTy//+pov6JR28zlsvc7aCZhXgzbFnbLDsXbaCEu1CUqVBVyLzdudqOxAg7RyoddqQroAAAAAAAAAMN499e4mLV99b9FgX8qy9NtXXtNvX3lN+3Z16objjm3KxrB6BfkuX/O0ZnW2K5EylbQsJVIpJU1LCdNU0jQL/r/wbTvmtawdyzIH/29z3mgiqbvXvVGXbXpq02Y9tWlzXZZVF5alq998teJgYlqLaeq/33xNR846UPN2naJJgYACLpeCbrcC7qEBw9zbhl72OxzyxaMy+vpk9fXJ6u2R1dsns7dHVl+3rN4d16VvC4elBoU4XZL+56/3yjFpshwTJsjomiBH166yOrsUaW1Td7BF3YZD2+Mxdcfi2h6PqzsWV3d8QNtjMXXHB9Qdj2t7LJ7z/2gyWfWY6tlwOZAytSkS1aZI4TBgOa0eT264scj/04HG7OsC7sHWxnSQuabtkpoqyDxcCCfCtpvWvlRRU2Kb16OVixbKVYcE8kixLEtXXnmlEomEWlpadPbZZ2vNmjUNW1+9mwpDoZCWLVtma9rJkyfrIx/5iFatWiVJWrNmDeFEAAAAAAAw6h3T5dHCTndO+KJUIxONWgBq0Wcj4CVV3zqYbaQb3vJfXyXZaqSzG/yyGzDP9undfFrY6bG1f/OnKdU4ORaVavjMV+1jrZrGv5DLqDiUWknotZaxAQAAABgfrGhE5rZtUiwm+XxydHbK8Bc/KTwAAMBYde8b63XinasVTiRsTf/C1m16369v1+8WH6dj3zOtwaOzb1M4ottfea0uy/r962/o91dfV5dlNVIoldSuiQEFzZTCDqc2uD3qczZfdCjodqvN61Gbx6M2r1dBt0uJtS8Ubaqza99YRAsjfbrrX1ao1Zv7u79lmrL6+2X19crq7d0RLOyV2Zu+3Dt4247bzf5+RYapMdIOq7tbqe5upV55Oed6p6QuSV3BoBxdE+To6pIxYcKOvyfIeM9ug9e1tcvIy/fEk6nBJsaswGLO31lBx+3xuN7pD+uFrduaruGyd2Cw4XN9X1/5ifO4HYOtjdFksi7bddUzzxNOBApJmqatYOLaM5dpgt8vSerweUd1MFGSVq9erRdffFGSdOaZZ6q9vX1kB9Rg++yzT+bvd999ty7L/PrXv66///3vkqTvfe972n///bVt2zbdc889euyxx7Rp0ybF43FNmjRJhx9+uJYuXapQKJSzjC1btmj16tV68skn9e6778o0TU2ZMkXz58/X4sWL5fXab+fcvHmz7rvvPj399NPauHGjent75fP5NGnSJB1wwAH68Ic/rN12263scuLxuJ566ik999xz+sc//qF33nlH/f39crlcam1t1R577KFDDz1U73//++V2u0su6/nnn9c3vvENSdJ+++2nSy65RJL07LPP6p577tErr7yibdu2yefzadq0aZo/f74+/OEPy+XiJRz/n737jm+i/v8A/rrMJk13oYUONqVAAWX9RIbKUFFU/OLXhSJLhiAI6BccgMJXviIiKCBTvyAqKqIMUbag6BfZm7aU1ZbS0t0mTbPu90eakEtXxiW5pO/n49FH8rncXT5p7i433u97E0IIIYQQQghxBDcBoe4TyFRRixAiJHVVqhPCtsk+wYvvinQ1JUDWxnb+rlR1XJ2t5SRWBnKyen0VPi0s1Qi9uaw5m5TqbNIrIYQQQgghhNSEZVkYL16Abu9uGI4fA2yDUEUiSLp2h2zAQIiT24Oh4w9CCCGENAAncvOcSky0UOv1GLp1Jw4986RHKyiaWBaFFVrcUmtwS6NGTrnG/FytRo6a+7y4stJj/RAUlkUfdSnG5ufgkZJCTqKQAcCOsCisjY7F78GhAA/7tPaJhWFyc9W6MPmdtu1r9sNC5bIac032zzridt8A4LO8TEg3fQWNbVXD0jKw5WUeq2woCGo1TGo1TDeu1/y6WAwmKupO0mK0OZExKioa0VXPmXpyM0ordYj8dBVvFS75WB7dpTeZcLuigrfKnX2UKpRW6qolxwYyymwhtTKYTCjSmn+M8ysq6k1MDJPL0CYi3O8TEi1u376N9evXAwA6dOiAgQMH+rhHnmd78szk4ga1PidOnMCiRYtQZpeRnp2djR9++AG///47FixYgMaNzTuke/bswWeffQa93c7t1atXcfXqVRw8eBDvv/8+wsLC6nxfk8mEr7/+Gj/++CN0Ou6yXF5ejvLycly5cgXbt2/Hk08+iRdeeKHWk4mpqal45513UFFR/a4MBoMBWq0WeXl5+N///odvv/0Wb775Jlq1alXv/8ZCr9dj1apV2LVrV7Xh58+fx/nz57F37168++679X5uQgghhBBCCCGEcDlakcm2olYgJ6gQQjzvs+QQTLjo3B06fV0V0R18V6RzZX72SY0mOF+t0j5ZXQjJoI4ysmydCaKOVPh0pRohX1xNSiWEEEIIIYQQVxivXUXFyhUwZWfVPILJBMPRIzAcPQJRXDwU4ydC3LyFdztJCCGEEOJFLMvixZ17nE5MtFDr9Rjxy16cGfGs0zd2qNAbcEutxi2NOcEwp1xdlYDIfZ6r1kDvoVh3f9RZU46Vmem1VhyUAHiipABPlBTgQpAC4xPacCrW9Y5rgjiVyu3EQnexFRp0vZnJy7ziSkug37ubl3m5LDgYjEoFlqeiUbwwGsHm5cGYl4faLhUxIaFgoqMgimpkTlaMiobIkrgYFY2Q0FDMDFfxUuHyzXAVXnv+2VqrNtb1WFRZCQPP24E+6lJePtc95SXILi9HqDySp54JHyUnkhptvHDJoUqJFmFyGZb17xcwiYkA8Nlnn6GiogISiQSvvPJKg7jr1bVr16zPo6OjeZ//lStXsGHDBuh0OkRHRyM5ORkKhQLZ2dm4cOECWJZFXl4e5s6di08//RS///47PvnkEwBA06ZN0bZtW0ilUly/fh1paWkAgBs3bmDx4sV49913a31fo9GIhQsX4s8//7QOi4qKQtu2bREaGgqtVou0tDTk5OTAaDTi+++/R2lpKSZNmlTj/MrLy62JieHh4UhMTERUVBSCgoJQWVmJnJwcpKWlwWg0Ii8vD7NmzcKSJUvQtGlTh/5Py5Ytw/79+yESidC2bVvEx8fDZDIhNTUV2dnZAICMjAx8/PHHmDt3rkPzJIQQQgghhBBCiJmzFZkAc4LKiiwN+kVKKQGCED9UX6IWH/OyKK3htXAJU28lv5fjgnB/5J0EaEq4cp99UqMr1RSBO0mNQkhUr2/5A4ADhTpOBUh7L8cFoWuotM55CKEaId9JroQQQgghhBBSE8PZM9AsXQw4WE3HlJ0F9fx3oZwyDZKUTh7uHSGEEEKIb/yWmY3zBYVuzeNcfgEOZmbjvsR4mFgW+ZoKa8LhLXVVpUON7XNz4qGjuQtCIxGJIBWJIBExkIrEVY8iznOJSASpWAQJY//IQCoW1zj9nflyH40si3//7yhYAPeXFWPjtUsOV3prr63AzoxzGN68HQ6EmAtT/fzkY16t8MayrLnCX0EBTIUFYAsKYCrIhzErE4yQk06VwRCFhoAJDQMTYvsYClFoqDmpL7TqTxUCRmJO19J8sgSGo+5XhBR36AhZ/4EwFeSb/2f5+VXP88GWOneTzrqwZaVgy0phunq15hGkUkzn6RrSy4W5iFYqEK1UOD0ty7LQ6A21JzZWaFFSWYniCi1KKrUorqhEaWUlSrXm4WqdDiIADAswYCECMDHvJi+fa0z+LZTp/HN75ipKTiTVGEwmhxITL4x8HtEK80YgIkgeUImJhw4dwtGjRwEA//jHP5CQkODjHnmeyWTCgQMHrO0uXbrw/h7r168Hy7IYP348Hn74YYhslpmzZ8/ivffeg1arRWZmJrZs2YLvv/8eSqUSr776Ku69917OvH7//XcsWrQIJpMJJ06cwLlz59CxY8ca3/ebb76xJiZGRERg/PjxuOeee6olnP7xxx9YtmwZ1Go1du3ahc6dO6NPnz7V5qdSqfDUU0+hX79+aNasWY3vWVxcjM8//xwHDhxARUUFVqxYgfnz59f7P0pNTcW5c+fQpk0bvPbaa5xlj2VZbN++HWvWrAEAHD9+vM7PTQghhBBCCCGEkJq5UlFLbQSytSaEShhKGiLEj+wv0DmVFFgTyzpf37zqUlclONqmeEdN30F9iXy27CspAtW/O0eSB53Fx/Jna3W2FqjhM69KDkGohOG8JyGEEEIIIYQEMuO1q04lJlpVVkKzdDGC355DFRQJacBKK3XIKitHuV4HlVSG+BCVV5M6PCEQPxMhxDUrTp3lZT5Dt+6EUipBrloDI8vvuXM+hRgNaKrXIdhkhFokxk2pDGXimtNsxAyDjDEjEKmQW5MFxQzjkyJIlwqLkH7qlFOJiRYqkwkbr13C4FYd0bZLF96396xWC1NBAdjCAnMCYkG+9TlbWAhTQQGgc3I/3BOUyjtJhbaJhaGhEIWE3klADA0xvy5xLf1KNmAgL8mJ8seHQpLcvsbXWJ3O/P8tyLdJWiyAKf+29buAweB2HwAAej3E/MwJEefOoGzaFHODNQGs5ZG982diAZifs5bnJtY6fghrQgjLItF2Gh9vc4aUFCDP5OZFPT9DyYkEgDkhsUhr3sDnV1TUm5gYJpehTUR4QCUkWpSWlmL16tUAgLi4ODz99NM+7pF37Ny5E1lZWQAAkUiEhx9+mPf30Ov1mDx5MgYNGlTttZSUFAwbNgwbN24EAGzYsAEMw2DevHno3LlztfH79OmDU6dOYfduc7nlQ4cO1Zikl5ubi++//x4AEBISgg8++ABNmjSpsX+9e/dGaGgo3nrrLQDmpMbevXtX22FMSkpCUlJSnZ81PDwc06ZNQ2lpKY4fP47Tp08jMzOz3kRXvV6Ppk2b4t///jcUCu4dABiGwWOPPYYLFy7g8OHDdX5uQgghhBBCCCGE1M2VilrjLpYBEEb1LEJI/YwsW+96vTpbW29yWrAYGBevxCo3E8OoEpzv2X8HQ2OC8FhjuVPJ6vavWxJcnUl0dAZfy199QiUMwqWBd82HEEIIIYQQQmrCsiwqVq5wPjHRorISFas+Q/D7H/gkEJ0Q4hssy+K3zGwsP3kGP12+wkm0ETMMhrZphYldUnBfQpzfbBsC8TPZooRL4kv+uvyVVurwY3oGL/OyVDHztChFEJoEByM2WInYYGWNz2ce+hPbMmyqwLEs+qhLMTY/B4+UFHKSagwAdoRFYW10LH4PDgVstn9PtmmFZmEhHv9MjpjYuSMU2793OjHRQmUy4bPMy6gcMdyp6Vi93pxgaEk2LMi/U/2wsACmgkJAo3apT3yTdO8JUWzsnWRDS/KhJfFQKvVKP8TJ7SGKi4cpO8vleYjiEyBul1zr64xMBnGTJkAteRKsyQS2tASm/AKwBberHs1JjJZERra83OX+uYO9neeT9/UkCYCmOr2vu+FVlJxIsPHCJYcqJVqEyWVY1r9fQCYmAsDatWtRUlICAJg4cSKkXvrR8aXr169jw4YN1vbAgQNrrQjojhYtWtSYmGjRr18/a3IiAPTs2bPGxESLvn37WpMT09PTaxxn27ZtMFXtdD3zzDO1JiZadOrUCXfffTdOnDiBzMxMZGRkoHXr1nVOU5f+/fvj+PHjAIBTp045VIVzxIgR1RITbQ0YMMCanJiWluZy3wghhBBCCCGEEHKHfUWtUgNrTUa0pzYCK7I06BcppcpShAhYmYHlJZlLbQQWX9e4NG2w2FyFjgiXK8nqthxJcHWHO8ufo2g5JYQQQgghhDQ0xosX3AoMBgBTViaMly7WWrmEEGLmr8k59k7k5uHFnXtwvqCwxteNLIvNaZexOe0yOkRFYsPggbg7prGXe+mcQPxMQOAnXBJhs13+9qWmIUZXaa3GlyuTY0C7JEEuf5UGIy4XFyO1sAiHsm4KosphkETMSTKMVQajiarqeXAwmlQ9NlYqIBPXX8Ntatcu1uTEzppyrMxMR3ttRY3jSgA8UVKAJ0oKcCFIgfEJbXBaqQIATOySwttndFfv8hJU1PIZHNVBq4FCfeemjKzRCLa4mFP10JJ8aElAZEvrvsmjYIjFUIx9GYxC6euegGEYKMZPhHr+u67dIEUuh2LcBLe2G4xIBCY8AqLwCKCW3Ai2oqLqe7ZUX7SrxFhYCLiYDNsQBZt4qlTpJyg5sYEzmEwOJSZeGPk8oquSpSKC5AGbmHjixAkcOHAAAPDAAw+gU6dOPu6R55WXl+Pf//43KirMOydNmzbF6NGjPfJe9957b52vx8bGIigoCFqt1qHxbRMoc3NzaxzHkhgImJMfHdGpUyecOHECAHDhwoU6kxO1Wi1SU1Nx/fp1lJSUoKKiwpoMCQAFBQXW51evXq1pFhwymQw9evSoc5xWrVpZn+flBd6dAgghhBBCCCGEEF+xTVAJkbAIFqPW5BS1EcjWmhAqsYzPUKIiIYTDUmWVtg3+xTZZ3ZFKikLmSFVHWk4JIYQQQgghDZFu7x6e5rObkhMJqUGgJYftuXYDQ7fuhFrvWPWb8wWF6LtpC358fDAGNk/0cO9cE4ifCQjchEviH07k5uHFn3cj8sY1jM3PweqaqvHduIw5J46jMLE5NjwyyKvLH8uyyNVokFpoTkK8VFiE1MIipBYV42pJKUxeSEhkAEQrFFVJhsGIVSrvPA9WVrXNz0NlMl5/I+5LiEOHqEg0vnYFG69dcrjaYHttBXZmnMPw5u1wu0Ur9EuI461P7tLv28vLfLSrVkAXGWVOSisu9m7yGcOACQsDExkFUVQURJFRMFw4D1PmDbdnLenaTRCJiRbi5i2gnDINmqWLnUtQlMuhnDIN4uYtPNe5KoxCAXFcPBAXX+PrrMkEtqgIhksXoF25wuP98XtBtRerCkSUnNjAFWkr601MDJPL0CYiPGATEi20Wi2WL18OAAgJCcGoUaN83CPP0+l0mD9/PnJycgAASqUSM2fOrLNqnzsSE+s/KA0ODrYmJ9Y3fkjInbLYGk31O0eXlpYiOzsbACCRSPDNN9841M/MzEzr8/z8/BrHKSsrw1dffYX9+/dbEzvrU+rAnSLi4uIgkdS9aa7vcxNCCCGEEEIIIcR9YobBxPi6q2fZVla0JHc8EOV/d3wmpCFZlRyC46V6XirdrUoOsSYo14SSlv2XbbK6s5UUvcWZ5W9oTBAeayy3VgeubTxCCCGEEEIIaQjYCg0Mx4/yMi/DsaNgKzSCCnomxNcCLTnsRG6eU0l8Fmq9HkO37sShZ54U3OcLxM8EBG7CJfEPe67dwOyvv8Xaqxcdq8aXfQWv3MrBe889zfvypzUYcLmoBKlFRTZJiMVILSqqN2fAESFGA5rqddaKkDelMpSJa497/mzAfegeG4MmKiUaKRSQOlDl0BMYhsG3ndoh8redCHYy+U5lMuGra5dQ+NhgQSTVsywLtqQYhmN/8zO/wkIYC2v+3XYXo1KBqUo6tE1AZKKiIIqKBhMRAcYubt5w4Tw0C+a7/d6yAYPcngffJCmdEPz2HFSsXOFQJXdRfAIU4yZ4JTHREYxIBCYqCtK7u0IrEvGTyCoSIWj8RDDyIEDEAGDAiBiAEVlfB8PU8icCw8D83JLrxIis84GIOz7DiMxZ0ozdPKvGZyu1UL8+DeAjWVsshigywv35+BFKTmyADCYTirTmbOv8epKqwuQyLOvfL+ATEwHgyy+/tFahGz16NMLCwnzcI88yGo1YuHAhzp8/D8Bcse/tt99Gixae+/EKDg6udxyxzU6nUln3iTvbcY3G6pEhRUVF1ucGgwE///yzI93kKC8vrzYsLy8PM2fOxO3bt52alyNJjPV9ZgCc5MWaPjchhBBCCCGEEEL4YVs9q9TAcpIR7amNwIosDfpFSinJgxAnGVm2xqQpe/ZJVPVNV1rDa6ESps5ELdtp61rnLfMKlwb+ufOGzva3wKKuSoTAnYqFrqqvYmOwGIgLEjn1e2ObcEkIIYQQQgjxPrZCA1NhIaDVAkFBEEVGUkKbD5gKC6E/8hd/1WBMJuj+9z/IevQAE6ziZ56E+LFASw5jWRYv7tzjdBKfhVqvx4hf9uLMiGcFkcwCBOZnAgI34bIhKS0uwa2sLGjV5QgKViE2Ph6h4f4Rx30iNw8fb9iIHzLOO1WN74fUUxizQY+ocWOcXv5sqyBaKyBWJSJeKy3jvwoiy6KPuhRj83PwSE0VIcOisDY6Fr8Hh5oTfapIRCI8l5yEULnvb+7Ksiyafb8JJhf3A4NNJoRs/hbs3Xe7tf1jDQawFRVARQXYCg1YjQZs1XNUVHDarMZmPOtr5vG8Wt2wNkEKiKIiqycdRkaBiYo2H/PI5U7PVpzcHqK4eIeS92ojik+AuF2yy9N7krh5CwQvWAjjpYvQ7dltvnGK7fcpFkPStRtkAwZB3C5ZUL+3FoxCCUnX7jAcPeL2vCTdukN2z7089Iofkm49+PlcAqvc6Q0+S040GAw4efIksrOzkZeXB5VKhdjYWHTp0gWRkZG+6lbA23jhEibtO1jnnQ8ujHwe0VWV8yKC5A0iMfHy5cvYsWMHAKBTp07o37+/j3vkWSaTCUuWLMGRI+YNp1gsxr/+9S+kpKR49H2d/XF098dUrVa7NT1Qc/LfokWLrImJCoUCgwYNwt13342mTZsiPDwcMpkMoqr15uzZs3jzzTcBwKEdWiHuQBBCCCGEEEIIIQ2ZJZkjRMIiWIw6K2epjUC21mStZOVP1ahqS/Lyp89AhMeRpMP6krzsWZK+nJ3OXv2JWgK4qEsEw3558UYlwtoqNloq9dK2mRBCCCGEEOFjWRbGixeg27sbhuPHuAGnIhEkXbtDNmAgxMntKV7EA1iDAabMGzCmp8GQngZjejrYgnze36fy8zWo/HwNRLGxELdqDXHLVhC3ag1RYjMwUinv70eIUAVicthvmdm1VoB01Ln8AhzMzMZ9ifE89co9dX0mR6uhCe0zBWrCZV1KK3XIKitHuV4HlVSG+BCVIJK/nGUymXD80CGU/foLumTfQKzNawYA++ObIeTBh9C1b19rTK7QsCyL+d9uxlonEhMtVCYT1macx+RvN2Pz5Ak1Ln+2VRDvJCGaExJLde5XQbTXVBWMpIgIXC8txZUS8w30OmvKsTIz3bGKkEEKjE9og9NK800bhrZuKZhl03jxglvJbgBgysqE/ugRiOPizQmGnERCTVXSoSWR8E5Soe148MD35hFSaVW1w0iIou5UPTQnHVY9d6AgjysYhoFi/ESo578LVFY6PwO5HIpxNa9TQsEwDCTJ7SFJbl91I5siQFthTviMjPCLpDbZgIG8JPEJrcJloH4ub/B6cmJFRQVWrFiBLVu2ID+/+sG+VCpFnz59MHXqVCQlJXm7ewHNYDLVm5gIANEKBRopFV7qlTBcu3bNmjh2+/ZtzJgxo9ZxS0pKrM8LCws54z799NPo3r275zrKkxUrVuC3334DAIhEIrz22mvo0aOHbzvlAUFBQdbnSqUS3377rdvzvHjxIi5evAjAnJi4aNEiJCbWftcmR6olEkIIIYQQQgghRPjEDIOJ8TUnitiyrbRmSSB5IEoYF91qs79AV+vn8pfPQISnruXKHauztW4lJToqRMLUmZAcLDaPQxouT1cirKliI0BJ44QQQgghhPgL47WrqFi5ovYAaJMJhqNHYDh6BKK4eCjGT4S4eQvvdjLAsOXlMFw2JyEa09NgzMgAdC4EM7vIdOsWTLduQX/4D/MAsRiiZs0hbtUK4patIW7VCqKYWDA+SK7w52pUxD8EWnIYy7LQGoxYcvxUreM4msgHALMP/w/vmHqAYQARw0AExvxo88cwsBuOO6+B2+ZMh5qGo2qa6vNadvKM/Yd1qRrailNnBZOcGIgJlzVhWRa/ZWZj+ckz2JeahhhdpfVz5crkGNAuCRO7pOC+hDhBrEf1OX/8OPRrViFJXVbj6xIA3bKuA+tW4cymryEdOw4dunb1bicd8NuNLLxx9pjTiYkWKpMJM84ex5bUy4hSKpBaxK2E6IkqiEESMdpGhCMpIgJJkRFoFxmBpMhwtI2IsCYSHriRhQe++xH3lxVj47VLTlWE3JlxDsObt8OBkHBM7OLZojnO0O3dw8t8tJ8u5WU+QiMb8oR5f7UqEZEJCfHptkTcvAWUU6ZBs3SxcwmKcjmUU6b51bEVo1BCHCf8ZER7gVrhMlA/lzd4NTkxPT0dr776Kq5cuVLrOHq9Hvv378fhw4cxa9YsPPvss17sYWAr0lbWm5gYJpchIsj58rmBJCcnBzk5OQ6NazAYkJqaam3bJi4K1Zo1a7Br1y5re+LEiejXr58Pe+Q54eHh1ucajQZarZaTsOiK06dPW58/8MADdSYmAkBeXp5b70cIIYQQQgghhBDhsE8UKTWwnGREe2ojsCJLg36RUsEmkhhZts4EMrUR+PC6Bl1CJRCBkmKIY+pbrnzFmYTCuhKSqXId8RZPJ0ASQgghhBBCPMNw9oxTQbSm7Cyo578L5ZRpkKR08nDv+GWu8lEIaLVAUBBEkZFeqfLBmkww3coxJyFWJSOabmZ7/H2dYjTCdCUDpisZ0GO3eZgyGOKWLa3VFcWtWkEUFu6Rtw+EalTEf3iywqAlUbDCYOD8VR9mhNauXfu4NQ2/87zSWMuJTRcT+X7PzsGgzVvd+v94gjvV0L5Pu4zO67+BTCSCRCSCRMRUPYogYRiILcMY0Z3hVeOIGe64lud3htu8bj+cuTMvMWN+/PDoSW7HAyDh0t6J3Dy8+PNuRN64hrH5OVhd0+e6cRlzThxHYWJzbHhkkOAqkdo6sncvEr/8AsEOJry1VJdB/cliHHlhJHoOGODh3jln3569eKOWdchRHbQavLHpW/yh4vfGAU1VwebEwwhz8qE5CTECiaEhENVzfeO+hDgMlYmxzInERAuVyYSN1y5hctd70S8hzp2PUC/WZAKrVoMtKwVbVmb+Ky0FW171WFYKU1kZ2JISmG5c92hf/JpYDPmQIYKr1idJ6YTgt+fUfdMXG6L4BCjGTfCrxER/FqgVLgP1c3mD15IT8/LyMHr0aOTm5nKGd+jQAQkJCSguLsbZs2ehVqsBAJWVlZg7dy5UKhWGDBnirW42aGFyGZb17wcJnWwIWBs2bMC2bdus7TFjxuDBBx/0YY88KzIyEtHR0dYqrZcuXUKXLl3cmmdh4Z2TKM2aNat3/HPnzrn1foQQQgghhBBCCBEW20SREAlbZ2U1wPxamYEVbHJJmYF1KIHs+bOlAPitpGhk2WoVwWrjz0mRtX3OQPxMFqUOLlfe5EpCIVWuI4QQQgghhDR0BoMBJ0+eRHZ2NvLy8qBSqRAbG4suXbogMjLS190TJOO1q85X9wCAykpoli5G8NtzBB9My7IsjBcvQLd3NwzHjwG2AesiESRdu0M2YCDEye15C8hktVoYr16pSkZMg/FyOtjyctdmpgwGI5WA5eMm9CqV+bt2tFqcRg3jubMwnjtrHcRERXOqK4qbtwDj5s3XA6UaVX1KK3XIKitHuV4HlVSG+BCVteIT8a4Vp87WP5IDHv/pZ0QrghxLFPQydxL5hMjdamgAcOZ2vgd76Bp3vqfNaZfxQ+plNA8LRWOlAo2VSsglYi/2vmZ7rt3A7K+/xdqrFx37XNlX8MqtHLz33NMY2Lzu4hu+cP74cacSEy2CTSYkfvkFzkdECOY3q6hCi7anjvMyrzH5t1xKTrStgmhJPmwXGYG2keEIkbn3m7jqRjrkblSEXJl52enpWIPBnGhYWmaTcFiVYFh6p219rbycuy/qbxgGUCrBKJRgFAowSvMj7NqMQgkoFdbnltcqNm6A8eQJt7sh6dpNcImJFuLmLRC8YCGMly5Ct2c3DMePcr9zsRiSrt0gGzAI4nbJDTIhzJcCtcJloH4uT/NKciLLsnj11Vc5iYlt27bFhx9+iHbt2lmHlZaWYunSpdi4caN12FtvvYV27dqhTZs23uhqwDGYTCjSmleI/IrqO6UXRj6PaIUCABARJG+wiYkDBgzAAAfvprF3714sXWouydy4cWOsW7fOk13jzbfffovvv//e2n7++efx+OOP+7BH3tG9e3f88ssvAICdO3e6nZxou9NSWc+PTUFBAY4cOeLW+xFCCCGEEEIIIUS46qqsZqvUwAIwXyTx96Qm+0qKtanvc+4v0DlVWY/PpEhPsk/aO1Cow+psbY3j2n8mIScx2vatrs/krpfjgnB/ZPXvuL73rG06W67+H6lyHSGEEEIIIaQhqqiowIoVK7BlyxbrDaFtSaVS9OnTB1OnTkVSUpIPeihMLMuiYuUK16orAEBlJSpWfYbg9z8QbFCt8drVuiuXmEwwHD0Cw9EjEMXFQzF+okuBmaaCAnMSYloqDJfTYLp+3eXAc1FsE4jbtoW4jflP1KQpjh06hKR1q1yan620p4eja+97YcrKhPHyZRivZMCYcRmmnJsA69hNudiCfBgK8mH4uyrGiGEgik8wJyq2ag1xy1YQxSeAcTCuL5CqUdWEZVn8lpmN5SfP4KfLV2C0+T+LGQZD27TCxC4puC8hTrDrUV1Ki0twKysLWnU5goJViI2PR2g4v5W0+JZTrsaWNOcTUGpSqtOhVKfjZV584iORT0g6a8qd+jwWlmpog1t1FGTipbvfEwtg2PZfOOOEyWVorFSisVKBmKrHO89t2sFKhMvlvG93TuTm4eMNG/FDxnmnPtcPqacwZoMeUePGCKqCoslkgn7NKqcTEy2CTSbcWrMKprtW8lb118SyKKmsRJG26q9Si5LycpSVlEFTVorK8nLo1GoY1GoYNRpAWwFGq4W0Uovgykq8UFLASz+eKCnA3vQzUIvEqBCJoGVE5keRCBWMCNIgOVTBwQhThSAqNATRYaGIDQ9HdFgoRDI5IJOBkckAqQwMwwLqcrB6cxtSqdPLpvHiBchzb7n1meS3cmA4fQripk1hKi0DW1496dDSNlW1UUOug2DJ5GCU5iRBBHETCRmlErBLJLQmHdokGcLN7Yb8ocHQ8JCcKBswyO15eBLDMJAkt4ckuX1V5fYiQFsBBCkgiowQbGJlQxGoFS4D9XN5kleSE3fv3o2TJ++UzY6Pj8fGjRsRFsY9aAoNDcU777wDhmHw5ZdfAjAn/yxduhTLli3zRlcDysYLlzBp30GUVNZ+sBatUKCRUuHFXhFf2LZtGyfp9x//+AeeeeYZr7y3yeYgIjc3F61atYJS6b2dgKFDh2LXrl0wmUz466+/sHfvXocTUYuKihAREcEZFhsba33+999/44knnqhxWqPRiGXLlsFgMLjcd0IIIYQQQgghhAiffWW1UgOLcRe5dyS3bXsyIc3RedmOV1rD+J8lh2DCxZrvqm5hqaRYF/uEMUs/jCzrVGIiYE6KXJGlQb9Iqc8T9WrjbMKlbaLnQSeS77ydrOjs56rNquQQhEpq73ddn2toTBAeaywXbPImIYQQQgghhASS9PR0vPrqq7hy5Uqt4+j1euzfvx+HDx/GrFmz8Oyzz3qxh8JlvHjBoaDFupiyMmG8dBGS5PY89Yo/hrNnnKocYcrOgnr+u1BOmQZJSqdax2MNBphuXIfBUhUxPQ1sYaFrnZRKIW7ZypqIKG7TBqKQ0GqjLSzRYHqQotYKVI44H6TExyVqfCeRQNy8RVUQ6kDzZ9JozJUeM+4kLLLFxY7NmGVhyrwBU+YN6H87YB4ml5vfo1Vra8IiExVVLZg9kKpR1eREbh5e3LkH5wvMy0eI0YCmeh2CTUaoRWLclMqwOe0yNqddRoeoSGwYPFBQSTm1MZlMOH7oEMp+/QVdsm8g1uY1A4D98c0Q8uBD6Nq3L2/JOM4ymky4UVqG1KJipBUVI7WwyPxXVIyssrqrmNb0PZWJvRK6zAu+EvkaKxUQMQxMLAuWBUxgYWJt/2B9zoLb5hXLYmVmutOfx/ZzfZZ5Gb3adjZX/BIITyVcllTqUFKpQ3pRcb3zkopEaGSXxNhYqeQmNQabkxobKRT1VmVkWRbzv92MtU4kJtp+rrUZ5zH5283YPHmCYJK1jx86VGtVX0e1UpfhxKHf0e2+ftZhLMuitLISReVqlBaXoKysBOUlZdCWl6KyXA29Wg2DRgNWowGjrYBIWwmJTguZTgelXo8QoxEhJgMijEYkmoyQ873eOYAB0F3jfFVoh24lyTDmBEWZjJvEaGlLLcOl1rb+7Bmn+1KTio8W8jIfoVH++wNIEn1fmVSc3B6iuHi3jkFE8QkQt0vmsVeexSiUEMdRMqLQBGqFy0D9XJ7ilT18+8TC2bNnV0tMtDV9+nTs378f2dnZAIA9e/bg4sWLSE72nw2fL9hWSTSYTHhh5x4f94gA5oS8MWPGWNtTpkxxODmOD3v27MHatWut7UceeQQvvfSSR9+TZVmcPXsWP//8My5cuGAdvnTpUnz66ae45557MHjwYKSkpHh8I9ykSRM8/fTT+OabbwAAn3zyCa5fv45hw4bVuB0yGo04ffo0Dhw4gNOnT2PDhg2c17t164YvvvjC+hnXrVuH4cOHQy6XW8cpKirC8uXLcezYMQQFBUGr9cyd5AkhhBBCCCGEECIM3MpqdV8gtk2yO1iorzPpq66ENGcq9NnOy5Gqd+ESBq83q78iZH1WZ2s572VJzLw7VOLSfNVGIFtrQqiEEVxCmisJlxaOJHra/y9rS/zkmzufy1awGIgLErnVR6pgSAghhBBCCCGel5eXh9GjRyM3N5czvEOHDkhISEBxcTHOnj0LtVoNwHzT+blz50KlUmHIkCG+6LKg6PbyE6ul27tbcMmJxmtXnUpMtKqshGbpYgS/PcdaQcJUVgpjero1EdF49QrgYqU0JiLSWhVR0qYtRInNwEjqDoksrdRhS3oG0hPaYGfGOZcSdMpFIkxIaI0z6RmYuOcAIhVBCJZKobL8yaRQKVRQ3d0dqp73QiWTIqS8DMqsTEivX4PpSob5czsaU1RZCWPqJRhTL9357GFh1kRFcctWYJq3EFw1Kj7tuXYDQ7fuhFqnQx91Kcbm5+CRkkJOAKwBwI6wKKyNjsXvLIu+m7bgx8cHY2Bz3ycP1Ob88ePQr1lVa7KOBEC3rOvAulU4s+lrSMeO82gCabG2EqlFVYmHhcXWBMT0omJUGp04Sciyjn1PwaEuJ7gpJBIEScRQSCQ2f+Kq4Xee2/5VH988XpDd9AqJBAYTi7vXf81LIl/fdnchffSLCJXL6p+oBqxdEiOLmpMarX+oSoC0G16i02HKilVuJWYDQAetBn3UZRg+9HFIRSIYWBOMJhYGkwkGturRZILBxMLImh+tw6peN5pYGFgTZ1yDyQQjW31c7nDb102o0Btxo7RUEAmXepMJN8vVuFmudmj8cLm8ziTGrNIyvHH2mFufa8bZ4zh4Iwv3NUtwaR58K9v1Ky/zCdvwOX7f8j3keh0Uej2CDQaEmoyIZFlE8vIOAYZlAZ0ObNX+lvdTL70kKAhMSCiYkBCIQkPBqELAhJrbjFwO7ZfrHa5sXSexGOJG0e7PhwcMw0AxfiLU8991rXq7XA7FOOEkMBP/FqgVLgP1c3mCx5MTU1NTkZaWZm23atUK/fr1q2MKQKFQ4JlnnsFHH31kHbZ9+3ZKTqyDI1US7YXJZYgIktc/IvGquXPnotDu7l9FRUXW55cvX8arr75abbo5c+YgKiqKM+zatWtYtmwZ2KqdqaCgILAsi5UrVzrUl8ceewxNmzZ1qv+XL1/Gxx9/jBs3btT4uslkwuHDh3H48GEkJibitddeQ+vWrZ16D2c9++yzyM3Nxf79+8GyLH766Sfs2LEDbdq0QWxsLORyOTQaDfLy8nDt2jVrMmFISEi1eSUkJOD+++/H/v37AQA//fQTDh06hDZt2iAsLAx5eXk4d+4cDAYDFAoFRo4ciRUrVnj08xFCCCGEEEIIIUQ4QiQMgsWoM5lLbQQytSZ8eF1T57xsE9JsKy66UsnOPrmtPrYVIU1wLIGuPpZKgZ8lVz/n4ihLFUr7CpS+YF+B0t0EPmfUlvjJ9/+jjIfPZembkJJJCSGEEEIIIYRUx7IsXn31VU5iYtu2bfHhhx+iXbt21mGlpaVYunQpNm7caB321ltvoV27dmjTpo1X+ywkbIXGXEWBB4a/j6D89WlggoMBpRJMkAKMUglGqQATpDAPUyrBKJRgFObXoKh6XaE0V8bh8TicZVlUrFzhWsAzYE5QXPwhxB07wXQ5Haacm67NRySCqFkzSFq3tVZGFEVXDwxnWRZ5mgpcLy3F9dIy3CgtMz+WmR+vlpTCBOC0UoXhzds5XWmrXCTC8ObtrBW2Pjt9zumPolRGI7RLLFL0leiqKUen8lK0Ly1CYmkJxA4GzbMlJTCcOA7DiePWYS2d7glXTdWohOBEbh6Gbt2J1iVFWJmZXmtilQTAEyUFeKKkABeCFBif0AZDt+7EoWeeFGQFxSN79zpV6bKlugzqTxbjyAsj0dON4gh6oxFXSkrvJCDaJCPernAvaQ0wV7Bz9nuyrVj36QN90TYy4k6ioVgChZSbOCgXi72SSDErIoSXRL6ZYcEuJyYC5qB4McOg7jp7jplT6XxltprnU4b+nTvyMi93lFbq8NiChbx8T73Vpbgc0wS3NRUweqFyXnFlJYorK5FWS1XGPuUlGMnD5xr17fdY17EjTCwLo4mFsSpZ1ViVVGp+bjO8KqnUxOLOODAPN5lMkBsMkBl0kOsNCDIaoDDoITcYoDAaEGQwQGEwQGE0Qmk0D1MajVAajQg16tGvrMStz2MRo9chpqiAl3kRgWIYMCqVNdmQCQkFExpiTTgUWYdXJSCqQsyVIOtguHgRhqNH3O6apGs3QSUjiZu3gHLKNOdvJCKXQzllmvUGIoTwKVArXAbq5+KLx5MTDxw4wGk7epesIUOGcJIT9+/fjzfeeIPXvgUKg8nkUmLisv79IBHgXY4auszMTOTl5dX6ularxdWrV6sNNxgM1YaVlZXBZHPyQqvVYufOnQ735d5773UqOfHkyZN4//33Ha4UeOPGDcyaNQtvvvkm7rrrLoffx1kMw1iTIL/++muUl5fDYDDg4sWLuHjxYq3TtG9f813oJkyYgKKiIpw8eRIAUFhYiCNHuDus0dHReP3112F05o5RhBBCCCGEEEII8XtihsHE+PqrDk64WPOdsGtjqbjYO0LKSyW72gSLzQmWALdSHR+VFC1q+uyrkkMQKuEGk5QaWGsyoj1LomOXUAksZzi9WU3RlQTRl+OC0C9Sxkuipz3bipzeTAK0r+BYE6FVuSSEEEIIIYQQUrPdu3db4yAAID4+Hhs3bkRYWBhnvNDQULzzzjtgGAZffvklAHMFxaVLl2LZsmVe7bOQmAoLARcrG9U4v1s5rk8sFlclLJqTFW0TGaG0HVaVzGjz3JIECXkQmKq4MuPFCzBlZ7n1ediiIhh+P+jcRMHBkLS5k4gobtESTFAQdEYjbpSVm5MOz13E9dJS3CgtNz9WDXe0wtuBkHAMbtWxzkQqW+eDlJiQ0JqTSOUKjcEAjcGAWwD2yIKByGAgsgkUJiM6VajRTVOOrpoydNOUo5nOxaRQFxX88jNyunWDSiaFUiKB2MfxhSzL4sWde9Cj8LZTiaTttRXYmXEOw5u3w4hf9uLMiGcFVRXo/PHjTiUmWgSbTEj88gucj4ios4KiJUnXXPnQnHiYVmSuhHilpBQGHrdXtu4vK3b5ezoQEg6JSIQXOyS7lcjHp7EFt3iZz7isKzCkpwFGY9WfAazBYH5uMIKtGoaqYaxlPIPB/NwyrtEI1mgADFXzqJr+zri241mmq5qnwdzuWlxUf4cd0C3rOkpHjwDEYkAkMv9mcP7ENsOYWoZz/2oeXtP4DBiR+X1lIhFW5Wby8pk+Lr6NLv94DCaRCOUGI4r0ehTq9CjU6ZBfWYn8Sj3ydTrkVVYiT1uJPK0WudpKFOkNMDIMDGBgYBgYGcAAxq0qjAAwJp+f5W/Ytct4S2+AymiEymREsMkElcmIEKP5eYjJiGCTEcFG86PKZDI/2rUtzxsaI8NAK5NDL5fDKJfDFBQERqGASKGELCgIyiN/gY9fSiMA5fMvmBs6HVi9/k61Q50OrF5n17Z5XX9nOPR6HnrjARLJnQRDS3VDS4JhqE0ComWYSmXdF+WLbMBAXpITZQMG8dAbfklSOiH47TmoWLnCof12UXwCFOMmUGIiIYRXHk9OPHz4MKfdrVs3h6Zr0qQJ4uLikJ2dDQC4evUqcnJy0KRJE9776O+KtJUOJSbeHD/KmowYESSnxETCq8uXLzuVmGih1Wrx/vvvY8GCBR6voDhkyBD0798fBw4cwKlTp3D16lWUlpZCp9NBoVAgOjoaiYmJ6NixI7p164ZGjRrVOJ+goCDMnTsXBw8exP79+5GRkYGKigqEhoYiJiYGvXr1woABA6BSqXD27FmPfiZCCCGEEEIIIYQIj23VQaDuJDtnqI1ATqXJo4mJtVW4s/9MtTlQqHOqQqNFqIRBuJR7vjJEwtZbhdI20c9b1RSNLOtQYqJtwqVtgl59iZ6WhD9n/5dqo7nSoSWh1FMsn4uSDgkhhBBCCCEksNgnFs6ePbtaYqKt6dOnY//+/dbYrj179uDixYtITk72aD8Fy8l4GY8yGsGWlQFlZXC57hPDAEFBYJRKsBoNn72rlahpU4hbt0Vl8xbIadIUl+UK3ChX43ppGa5fvo4bJ87jemkZbqnVrn+uGpxWqnBP2y7orS7F2PxbeLSkgBNUqQeDHWGRWBsdiz+CQ91ONqlLhUiMI8GhOBIcah0Wrdfh7oryqoRF81+EsfpN7PnS42Ymps1/HzdlMhSKpVDLg6BTKGAKUiBYLkOwVAKVVAqVTIpgqdT8XFr1XMZ9bn3d7rkzSY+/ZWZDknnD6QqXAKAymbDx2iUMFktwMDMb9yXGu/Iv4Z3JZIJ+zSqnExMtgk0m3FqzCqa7VqLSaEJ6sTnp0JJ8aKmG6EyxC0eFyWVIiohAUmQ4kiIjkBQRgbaR4Zh7+AiunDnj3vfUqiPaduni9cRE1mAAq9GAVavBqtWAxvxoKi5CxHl+Yv9CMy5D894cXublLr62YAxgToSqUtN22fO1B834iipvW5AHzcIFAMzB9Y2q/lxlYhgYq/7MiYvm3xQDUJXEaB5uZKqSGqvGMVT9znTX8FPlcnBZEQZf4icp1Z8YGAZqiRQVUil0MjkMcjlMcjnYqsRCsVIJmUoFeXAwFCEhCA4NRZBKBVFVhWoEKcw3dqinIvV1tRoR58643d/Sjp0Q8dBgt+fDmkyAXl8taZHV6blJjHUkPJqKi2D42/0kPgvlu/PNN5nw8TUlcXJ7iOLi3brphig+AeJ2wjzeETdvgeAFC2G8dBG6PbvNVd1tf5PFYki6doNswCCI2yX7/PsghAQehmU9W3v6nnvuQWFhIQBAJBLhxIkTUCgUDk372muvcaq8rVmzBn379uWtbwUFBRg/fjwAYOXKlYiKiuJt3t50W1OBxivW1vq6pUri8PbtvNgr0pCwLItJkybhxo0bLs+jWbNm+PTTT2lnhxBCCCGEEEIIIQHHyLJ4+kxJvclsX6WE4mA9CWkftlXh9bS6L0g7mtxmX/WOr2QzI8takxhNQL2VAoPFwLedwmp8b2crFNY1L0f66whHkk3r60dt72n/HdiO50iyYm0JkbWp77PX9Fm/SQmtlkhKCCGEEEIIIcS/paam4rHHHrO2W7VqxYnZqs3q1avx0UcfWdujR4/GG2+8wWvf/CW+y5idBfXM133dDb9hkkpR1DQO16JjcDY8An/Kg3G+UocbpWUo1fGfUOWMEKMBTfQ6qExGlIvEyJHKUCauuQYEA+CF9u2gMxlRrtOjXK+/81j1vEyng5HPEE2WRUudFl015eimKUNXTTk6V6gh82wYKIwAisQSFEikKBRLUCiRoND2uViKgqrHQokEBWIJiiRSGGs5P6WQSKoSHWVVyYs1Jz3+cuUaPv/fAYcqW9bmfJASix95Et8/8YjL8+DT0d9+Q9K6VW7PZ3j7u7FDGsR7ApiYYdAqPAxJkRFoGxFuTkSMiEBSZAQaKxU1xvcduJ4Jxfw5bn9PlW/PxX3NEpyajmVZoLISrEYNVq2peiyvMeHQdhhbNQyV3q1OSgjhx99394AyIQFBKhWUoSFQhYQiNCwcwWEhECmU9SYV8kV//hwq/vNvt+ejmPU2pO078NAj97EVGpSNH8tPVXCxGCGfrTZX6xYA47WrUM9/17Vtv1yO4Lfn+E21QbZCA1NhEaCtAIIUEEVGCOZ7IIQEJo9WTiwpKbEmJgJAVFSUw4mJABAfz71TzdWrV3lNTgxkF0Y+j+iq/zVVSSSedvbsWbcSEwHg+vXrOHfuHFJSUnjqFSGEEEIIIYQQQogwiBkGE+Nrr5ZnqfgXKRVhaEwQHmssR5mBrTExrKbExNoS0mznZc+TVe/EDMOp3ldXpcC6qjUC3IqNjiQ6qo1AttZk/X/UxPazO5v86Ij6PhNQ/X/kyHj232dNy4dt276SpH0ioqtVLgkhhBBCCCGEBJ4DBw5w2kOGDHFouiFDhnCSE/fv3897cqK/EEVGwsgwEPOQIGYEwL40CiKjCSJtBaDVQlRRAVRUABUaMFqtuZphRQXYCg3YigpAr3f/Q3jBRzHx2BYaiXMKJQyMCDAAyC8FUPc5H1dIRCIkhKjQLDQEiSEh5sdQ8+NHx05i17WaY53KxJJakxHtDWvbGusHD6xzHJZloTOaUK7XVUtc5D7qakxurP6ow02pBFfkCnwfYa7p1UNdgj2Xzzv3D3KSGEC00YBoJ6s2FovEKJLYJjVKUVCV0FhkTWQ0P2ZWDdeKxNbp+5SXuJXwBgAdtBrcOnUS4oyrkIgYiBlR3Y8iESSM+VHMMJDYPooYSBjLY9W4dvPgjFPDPO7ZthVJbn0is39kX8f25q7PqbFSUZV8GMGphtgyLBRSsbj+GdjoXV6CCh6+J3nWdRhNepskwvKaEwrthsHI4wleQojDTCIRjDI5THKZ+bHqOSsPAiuXgZUFgZXLwcrl0DEMGu/5Fc5tXWqmB4MeI0chNLz2Kt/eImnfAZUxsZDn3nJ5HpWxTRCS3J7HXrmHUSgh6dodhqPuV0+UdO0mqIQ4cfMWUE6ZBs3Sxc4lKMrlUE6Z5jeJiYD5exTHCed/TwgJfB5NTrRPVmrSxLni2bGxsXXOj5hFBsnRWKlAnsZ8cGc5aBTXkpBoNBpRXs5PuW9CAGDr1q28zOenn35CYmIiL/MihBBHqFQqiJ08oUoIIYQQQgghrrBNsrNnnyh4JyHNsTuShkqYWivZOZoE50nOfPaa2H6GuhIdLeqragiYq0b2i5Thw+uaesd1hLMVC13F/T7rXj7URuDD6xp0CZXUW5GTEEIIIYQQQkjDdvjwYU67W7duDk3XpEkTxMXFITs7G4D5xvM5OTlOx4gFgjKRBDtCI/F4SYHb89oWFoWXTl6q5VU5IJUDYWFgwgARw0AsYhDEsggzGhHOmhBmMiLUaLQ+hpoMCDUaEWI0IMTyaDBAZTRAVfUYbDAg2MmkM1fsCI3AKaWKl3mFyKRoFhqKZlUJh4khIWgWdicRMTZYWWv8nEQkqjU50RkTu9R/E3aGYSCXiCGXKBDlRGGH+hhMJqirEhbTzp0HPJyc6KpwkxHhOiNa6BxPAFCLRCgUm5MXYw38VNKcdesGFptMkICFhLX8ARLWMgyQsCzELGs3Drdt+7rU2kbdr9sMk7Es2mv5OSf5REkBLlw4BgMYsAxgBAMTA5jAwATAxDAAw0AqFkMmkUAulUAukSBIKoVCKoVEKwGKbgJXGUAkAqrG1zMi6EVMVVsEWJ5bxxGBsX2dYWC4wM/yV7lyOQK2jqFMDkglYCQSQCwGxBIwYrH5edUw62sSm9cs41qnE4ORmIdZp7OZDyO2zENsfm4ZVywGjAZUfLIE4KPSqkgE5b9mARIZwJrMFdaq/lij8U6btR3OHc/8ZwRbbZipxmHccVnzeGWlMJw47v7nqcKEhJrL4lo+h9H8vtY++DOxGAgKAhMUBEYeZH4ul4NRKAB51fAgedVzhfl51bhMUNCdaYOCrONDInGqOuH+ixfRLeu62x/lVHwi+gsgMREw/85HTnoVpfPmQuxC9WejTIbIVyZ7pcqjM2QDBvKSnCgbMIiH3vBLktIJwW/PQcXKFTBlZ9U7vig+AYpxE/wqMZEQQnzBo8mJ9glwkZGRTk0fERHBaZeV1R9UYuvWrbrvQlBUVOTU/IRKLBJhWf9+GLt7PwBgWf9+tZ5Y+eOPP7Bq1SoUFxd7sYeEOObvv//G8OHDfd0NQkgDEh4ejnHjxqF3796+7gohhBBCCCGkAXA2UTBEwiBYjDoT8YLF5vGEjq8kSftEx5qqBzpidbaWt2S9YDEQFyTyWEJibRxZPoD6q006w1+WN0IIIYQQQgghzrl8+bL1uUgkQseOHR2etnPnztbkRABIT09vkMmJWWXlWBMdy0ty4tro2PpHAsACMLIsjEYWOgCljAiZjAgQSVyKChSxLEJMRoRWJTGGGo1or1Xj4+yrzs+sFuUix28e3CQ4uKraocqahJhok4gYHiR3uR/3JcShQ1QkzhcUujyPjtFR6JcQ5/L07pKIRAiTyxEmlyMkuR0M4CcY1ATA1KSpuVqnuhwiH1TlDDaZEGzSIUHPT2IiAPRWl6H31Yu8zU8IGABxbvyPqNZgDaRSMMHBYJTBgEIBU8bl+qdxhFiMkGUrBFE9TN+tBz/V0Lp1h6S94/sLnsJWaFA2fiw/iYNiMVQffVzr98Sy5oRIWJIvjZZkSZskRqMJrMlYfTxjVaKm0XhnOtskTqPRPF3VfFitFhVffYmaI8GdYwAQvnwlmJBQnyfAhTz4ELBuldvzCXvwYR56wx9x8xYImTod5Us+gsiJBEWTTIaQqdMFmfQmTm4PUVy8Q8l7tRHFJ0DcLpnHXvFH3LwFghcshPHSRej27Ibh+FHudkQshqRrN8gGDIK4XbLP1x1CCPEHHk1OVKvVnLZc7twJgaCgIE5bo3HujjH9+vWr83WpVIrkZGH+6DnrqaQ2eCqpTb3jLVu2rNr3QgghhDRUxcXFWLZsGSUnEkIIIYQQQgRJzDCYGF97pcBgMTAxXun1pDhfs010DJGwDiXoeYovv4P6lg++NdTljRBCCCGEEEICXUlJCQoL7yRoRUVFQeFEdbf4+HhO++rVq+jbty9v/fMX5Xodfg8OxYUgBdprK1yez/kgJf4IDuWxZ44zMQxKxBKUiO+EFJ5XKPFh9lVeggz1YJAjlQEA5GIxEkNDkBhiTjy0T0CMV6kglzieyOgshmGwYfBA9N20BWoXku+CpVKsf3iAYALVQ8PDsD++GS/VqI7HN0P/Bf+xttnKSrDl5WDLy8CWldX43FRezmmjwvV1gBC3KRTmBMOqJMM7j8qqRxUYpRKwfT04GIxSCUYm48xK88kSfhL5unYTRGIiEHjV0BiFEpKu3b3yPTEMc6eapWWY2+9au1unTyPi3Bm351PWsRMiQ4VRZbBr3744s+lrtFQ7f9NJi4zgENzdtw+PveKHJKUTQt6Z61Q1vmABV+NjGAaK8ROhnv8uUOlCTVu5HIpxEwSzr1QThmEgSW4PSXJ7sBUamAqLAG0FEKSAKDJCMNttQgjxFx5NTqywO8iU2e2418c+mdF+foQQQgghhBBCCCGEEBLI7CsF2gqRMA0+UYzvBL2vUkKduhOxr78D++XDBNcqJb4cF4T7I+s+f+/rz0oIIYQQQgghxDNu3LjBaTtb9TA2llvlz35+DYVKKgMYBuMT2mBnxjmoXKjgVC4SYUJCa0BAx99lYgl2hEXhCR4qQu4Ii8Saxx/BfQnxaKRUQOTjz3l3TGP8+PhgDN2606kExWCpFD8+Phh3xzT2YO+c56lqVIxcDkYuB6KiHJ4HazDcSWK0Ji5akhft2pbnajXAVj8HShogkcicQBisBJR2SYaWJMLgO0mGtq9DqQQj4qPWnFmgJfIBgVkNLRC/JwBo+ugQVPCQnNh0yGM89IYfIpEI0rHjoP5kMYJd2FdSi0SQjR0HEY/rOZ8CrRqfuHkLKKdMg2bpYucSFOVyKKdME2ziZU0YhRLiOEpGJIQQd3g0OdGesz+i9uOzTh58Hjx4sM7Xi4qKMHv2bKfm6e8mTZqEVatWobi42NddIYQQQnwuPDwc48aN83U3CCGEEEIIIaROtpUCSXV1JXDaOlCow+psbY2vWaoCRkqFeUG7LvbLx+vN6k7WtE9EpKRDQgghhBBCCGnYysvLOe3IyEinpo+IiOC0y8qcq4Rz69atOl8vKipyan6+Eh+igphhcFqpwvDm7bDx2iWnEhTLRSIMb94Op5Xm+VwY+TyCpVKYWBZGloWp6s/2eb2vmViYYPPc8hoAo8lU1QaMrAkmFjXOp1yvx7rtJbwkJ37RqAm2tWiOULlzBQ48aWDzRBx65km8uHMPzhcU1jt+x+gorH94gOASEwFhVaNiJBIw4eFAeLjD07AmE6DRwGSTuGjMvAHd99+63R9rv8LCAZkMjFgEiMSA9VEMRiwGRCJrVTTG5jlEYptp7kzHiEWAWGKdjjuNyGa+VdOIxdBqK2Fc/zn4qAtqACAZPwmKYAVgYs3JnSwLsCabtvk5y7LmBBnWZB5uYu88Z1mwtm2T3WPVc5ZlOW3L66ayUhj++J2HT2Sm/PcHkNhV5fWVQEzkC8RqaIH4PQGApH0HVMbEQp5b975SXSpjmyAkuT2PvXJfh65dceSFkUj88gunEhTVIhFuvDASPbt29WDv3Bdo1fgkKZ0Q/PYcpypCKgRcEZIQQojneDQ5UaFQcNqVTu7IarXcQBGl0rkfZPs7c9mTSqVOzS8Q9O7dG/fcc0+1E4uEuEqj0WD8+PEwuXAXE3tisRifffaZ0+s6IYS4SqVSQSzm45QvIYQQQgghhBBfciSBc2hMEB5rLA/4KpRUbZMQQgghhBBCiDPUajWnLZfLnZo+KCiI09ZoNE5N369fvzpfl0qlSE4WVrJATULlMgxt0wqb0y7jQEg4BrfqiJWZ6Wivrah32vNBSkxIaI3TShUA4Mk2rdA2MqKeqbzncNZNXMi+4tBnqc35ICUad7lLUImJFnfHNMbZl57DwcxsLD91Fj+mZ8BoU0RBIhJhaOuWmNglBf0S4gSVkGPL36tRMSIRoFJBrFIBMFdwlbRrh8ofvgfDQ1waKxIh5MOPfJ4UIgOwf98+dMu67va8TsY3Q/9773W/U25iKzQo+/MwtzqYq8RiiKOcS5L3pEBM5AMCrxpaoH5PDMMgctKrKJ03F2KdzunpjTIZIl+ZLLjPBQA9BwzA+YgI5K5Z5VBSfUZwCGRjxwk+MdFeoFTjC7SKkIQQQjzDo8mJ9glGziYn2o9PCUv8EIvFCAsL83U3SIAICwvDPffcg8OHD7s9r//7v/9DkyZNeOgVIYQQQgghhBBCCCHVNZQqlA3lcxJCCCGEEEIIcV9FBTfhTCZzLnnMPpnRfn4NycQuKdicdhkAcFqpwj1tu6C3uhRj82/h0ZICTqCeHgx2hEVibXQs/ggOBWyCuCd2SfFyz+s28a5OGH/6NHZmnHOqGqRFuUiECQmtseSuTh7oHT8YhsF9ifG4LzEepZU6ZJeXo0ynQ4hMhjiVSpBJlTUJtGpUjEIJadduMBz92+15Sbt193liokXIgw8B61a5PZ+wBx/moTfuYxRKSLp2h+HoEbfnJenaTTDfk0WgJfJZBFo1tED9nsTNWyBk6nSUL/kIIicSFE0yGUKmThfs5wLMv1mmu1bixKHfUbrrF3TJul5tX+lUfCLCHnwYd/ft47PkeWIWaBUhCSGE8M+jyYkqlYrTLioqcmr6wsJCTjskJMTtPhFC+Dd48GBekhMfeeQRHnpDCCGEEEIIIYQQQgghhBBCCCGEEEJc4WylE/vxWZuKc444ePBgna8XFRVh9uzZTs3TV+5LiEOHqEicL6iKeWMY/KEKwx+qMIQYDWii10FlMqJcJEaOVIYycfXQvY7RUeiXEOflntftvoQ4GBISMdxowMZrl5xKUCwXiTC8eTsYE5sJ7nPVJlQuQ6hcOJXbnBVo1ahkAwbxkpwoGzCIh97wo2vfvjiz6WuHvp/aZASH4O6+fXjslXtkAwbykpwopO/JVqAl8lkEWjW0QP2eJCmdEPLOXKc+V7AffC7AXPW32339gPv6obS4BLnZ2agoL4NCFYKYuDj0D6dCPEIUKBUhCSGE8MujyYmJiYmcdk5OjlPT37p1i9NOSEhwu0+2jEaj9bmziZOEkDuaNm2KuLg4ZGdnuzyP+Ph4NGnSBAUFBTz2jBBCCCGEEEKIL4SHh0MsFvM6T6PRiOLiYl7nSQghhBBCCCGEEEI8cy6H+A+FQsFpVzpTbQiAVqvltJVK5wKVY2Nj63zdtkqOP8R3LbunG4Zt+wUavYEz3AAgkxEDlnXNYITCYOSMo5RK8On/da12Q38hWHZPNwy7fRuPJbbFgptX0aZSW+80aXIF3mzaHNeCQ7BZoJ8rUMU2bw7TvH/j2JG/UX7wADrkZMF2K28Ag/NN4hDS736k9OwBkUgk2JgttnEMNDGxMN1yLvbUlqhJU+gaNQYjoM+oefpZZH2+BkrW+WqkGkaEiqefFdQ2MVC/J46QULAz/gXj5XTofz8Ew5nTgO33JxJD0qkTpL37Qty6DSoZBhDqZ7HXOAZ4/gWw/xgGU3EJUKkF5EEQhYdBH6RABQD4yzY8UL+nQP1cdiJjYwDEAAD0RoNgf5sIIYSQQMHnOUGPJieGh4cjMjLSemIhPz8fFRUV1U5q1SYri3uHh5YtW/Lav9LSUuvzWbNm8TpvQhqioKAgl6fNz8/HhAkTeOwNIYQQQgghhBBfWblyJaKionidZ3FxMcaPH8/rPAkhhBBCCCGEEEKIZ87lEP9hn0zobHKi/fjOJifWxx/ju+53Y9rlRw/z1g++WT7XakcnqCxHi9JzaAFhf64G69p14Np/gfX/9XVPPO9aJhBQcWlGYMUKX3eCf37/PRmBI8fMf0TAAvV7CtTPRQghhBBP4vOcoKj+UdzTunVr63OTyYRz5845PO3p06drnRchhBBCCCGEEEIIIYQQQgghhBBCCCGEENepVCpO29lKXPbV8EJCQtzuEyGEEEIIIYQQQgjxHx6tnAgAvXr1wt9//21tHzt2DN27d693upycHGRnZ1vbLVq0QNOmTXntW2JiIhYsWAAACA0NRUFBAZ566ikAwPfff4/GjRvz+n7EP+Tl5dFy0MDRMkBoGSC0DBCAlgNCywChZYDQMuCO8PBwj8xz5cqVvM/XV/7xj38gPz8f0dHR+OGHH3zdHUIEidYTQhxD6wohjqF1hRDH0LpCSP0CcT3xxLkc4j8SExM57ZycHKemv3XrFqedkJDgdp9s2cd3icViXudP/AOdryc1oeWC2KNlgtijZYLUhJYLYo+WCWKPlglSk0BcLvg8J+jx5MQHHngAS5Yssba3b9+OCQ6UXt++fXu1+fBNJpNVq+yo1+sBABEREbyVpyT+Ra/X03LQwNEyQGgZILQMEICWA0LLAKFlgNAyIDRisTigvgPLeSiTyRRQn4sQPtF6QohjaF0hxDG0rhDiGFpXCKkfrSck0ISHhyMyMtJaATE/Px8VFRVQKBQOTZ+VlcVpt2zZktf+2cd3kYaJzteTmtByQezRMkHs0TJBakLLBbFHywSxR8sEqQktF3UTefoNkpKS0LZtW2s7IyMDBw8erHMarVaLTZs2cYYNGTLEI/0jhBBCCCGEEEIIIYQQQgghhBBCCCGEkIbK/ubu586dc3ja06dP1zovQgghhBBCCCGEEBL4PJ6cCACTJk3itOfNm4eSkpJax//oo4+QnZ1tbQ8YMADJycke6x8hhBBCCCGEEEIIIYQQQgghhBBCCCGENES9evXitI8dO+bQdDk5OZwYrxYtWqBp06a89o0QQgghhBBCCCGECJtXkhMHDRqEu+66y9rOzMzE8OHDkZqayhmvrKwM8+bNw4YNG6zD5HI5pk6d6o1uEkIIIYQQQgghhBBCCCGEEEIIIYQQQkiD8sADD3Da27dvd2g6+/Hs50MIIYQQQgghhBBCAp/EG2/CMAyWLl2KYcOGIS8vDwCQlpaGxx9/HB06dEBCQgKKi4tx5swZqNVqzrTz589HmzZtvNFNQgghhBBCCCGEEEIIIYQQQgghhBBCCGlQkpKS0LZtW6SlpQEAMjIycPDgQfTr16/WabRaLTZt2sQZNmTIEI/2kxBCCCGEEEIIIYQIj1cqJwJATEwM1q1bhxYtWliHsSyLc+fO4ZdffsFff/3FSUyUy+WYM2cOHnvsMW91kRBCCCGEEEIIIYQQQgghhBBCCCGEEEIanEmTJnHa8+bNQ0lJSa3jf/TRR8jOzra2BwwYgOTkZI/1jxBCCCGEEEIIIYQIk1cqJ1q0bdsWP/74I5YvX44tW7agoKCg2jhSqRR9+vTB1KlTkZSU5M3uEUIIIYQQQgghhBDiFSNHjkR5eTlUKpWvu0KIYNF6QohjaF0hxDG0rhDiGFpXCKkfrSckUA0aNAh33XUXTp48CQDIzMzE8OHDsWjRIk4MV1lZGZYsWYKNGzdah8nlckydOtXbXSaEEEIIIYQQQgghAuDV5EQAUCgUmDFjBqZOnYoTJ04gKysL+fn5CA4ORmxsLO666y5ERkZ6u1uEEEIIIYQQQgghhHjNyJEjfd0FQgSP1hNCHEPrCiGOoXWFEMfQukJI/Wg9IYGKYRgsXboUw4YNQ15eHgAgLS0Njz/+ODp06ICEhAQUFxfjzJkzUKvVnGnnz5+PNm3a+KLbhBBCCCGEEEIIIcTHGJZlWV93ghBCCCGEEEIIIYQQQgghhBBCCCGEEEKIb6WlpeHVV1/F1atX6x1XLpdj5syZeO6557zQM0IIIYQQQgghhBAiRJScSAghhBBCCCGEEEIIIYQQQgghhBBCCCEEAFBRUYHly5djy5YtKCgoqPa6VCpFnz59MHXqVCQlJfmgh4QQQgghhBBCCCFEKCg5kRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIh8FgwIkTJ5CVlYX8/HwEBwcjNjYWd911FyIjI33dPUIIIYQQQgghhBAiAJScSAghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCniHzdAUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYT4F0pOJIQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQohTKDmREEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIU6h5ERCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEOIWSEwkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDiFImvO0AIIYQQQgghhBBCiFAZDAacPHkS2dnZyMvLg0qlQmxsLLp06YLIyEif9IllWZw5cwbXr19Hbm4uFAoFYmNj0aFDBzRp0sQnfSJESOtKZWUlMjIycPnyZRQWFqKiogIqlQqRkZHo0KEDmjdv7tX+EGJLSOsKIUIm5HVFq9Xi9OnTuHLlCkpLSwEAISEhSEhIQLt27dCoUSOf9o80HEJcTwoLC3H27FncvHkTpaWlEIvFCAsLQ4sWLdCxY0cEBQX5pF+ECNGlS5dw5coV3Lp1CyKRCLGxsWjXrh0drxBCCCGEEEIIIYQQQvyOXycnCvGCCwWHeY9Go8Hly5dx5coVFBUVobKyEiEhIYiOjkZKSgqaNm3q6y6SBowuJhEibDk5OTh37hxyc3NRUVGBmJgYNG/eHCkpKWAYxmf9KiwsxKlTp3Dr1i2Ul5ejcePGiIuLw9133w2xWOyzfgWSrKwspKen4+bNmygvL4dUKkVoaChatGiBlJQUyGQyX3eREJSXl+P48ePIzc1FcXExIiMj0bRpU3Tt2hVyudzX3SPEK7x5vHft2jVcunQJt27dgslkQmxsLFq2bIl27drx9h6uEOr+SkNSUVGBFStWYMuWLcjPz6/2ulQqRZ8+fTB16lQkJSV5pU8GgwGff/45Nm3ahOzs7Gqvi0Qi9OzZE6+88gq6d+/ulT4RIpR1JTMzE7/88gv++OMPnDx5EjqdrtZxY2Ji8Mwzz+D5559HWFiYx/pEiC2hrCuOyMzMxKOPPgqtVssZvm/fPsTHx/uoV6ShEPK6cunSJaxZswZ79uxBZWVlreMlJiaiX79+mDFjBiViEY8Q4nqyd+9e/Pe//8XRo0drHUcqleLBBx/E2LFjfX7MTQKfyWRCRkYGzpw5g7Nnz+Ls2bNITU2FXq+3jrNgwQI8+eSTXu/bd999hw0bNiA9Pb3G1zt37oyxY8di4MCBXu4ZIYQ4J9DitiorK3H8+HHcvHkThYWFCA8PR0xMDLp27QqVSuXr7hE73riGQssEsUfLhG8F0npPsaXuCcTYL6HGLJCaeSt/hZYLYi/Ql4lAixXzRgyo0HLXGJZlWa+/q5uEeMGFgsO8IzU1Fbt27cLhw4dx9uxZGI3GWsdt3rw5nn/+eTz11FNQKBQe69Onn36KZcuWuTStUqnEyZMnee5R4Jo5cyZ+/PFHl6Zt06YNduzYwXOPqqOLSYS4xlsXif/++28sX74cf//9N0wmU7XX4+Pj8cwzz2DUqFFeTQa8dOkSli5dit9//53zmS0aNWqEoUOH4pVXXgnYgCZPLQMajQb79+/HgQMH8L///a/GfUcLmUyGQYMGYeTIkejYsaPLn8VR7uynvvHGGxg9ejSPvREGTy0HWVlZ6N+/v8v9Wrp0KR566CGXp3dUdnY2Fi9ejL1791YLAgaA0NBQPPLII5g6dSrCw8M93h9CvM3bx3u7d+/GmjVrcObMmRpfb9OmDUaMGIGnnnrKpfm7Sqj7Kw1Neno6Xn31VVy5cqXeceVyOWbNmoVnn33Wo326desWpkyZglOnTtU7rkgkwvjx4zFlyhSP9okQoawrr732Gnbu3On0dI0aNcJ//vMf9O7dm/c+EWJLKOuKo0aPHo0//vij2nBKTiSeJtR1Ra/X4+OPP8YXX3xR4z56bf744w+qokh4J7T1RKPR4F//+hd2797t8DRSqRRTp07FmDFjPNYv0nD9+uuv+Oqrr3Du3DloNJo6x/V2cmJpaSneeOMNHDhwwKHx//nPf2L27NmQSqUe7hkhhDjO0+fxjxw5ghdffNHl/m3evBkpKSlOTVNUVIQlS5bg559/RllZWbXXFQoFBgwYgGnTpvldwqU3eDuWyxvXUGiZcN0LL7yAv//+m5d5paam1jicthPCEUixXt76jgM9ttTfY7/c2Ybdd999WLVqldPTCTVmgU+BFAvmrfyVQF8uPLFMuLt/YGvSpEmYPHlyra/TtoJfgRgr5o0YUKHmrvld5URHLrjo9Xrs378fhw8fFkxwmMlkwl9//YUjR45QcJiLnn76aYcC8CyuXbuGf//73/j666+xaNEiryQZkIbL0YtJp0+fxqRJk+hikou8cRLLFZSk7DpnLhK7g2VZLFmyBKtXr64zgCgrKwuLFi3Cvn37sHTpUsTExHisTxZfffUV/vOf/9RZ1eP27dtYvXo19u3bh08++QStW7f2eL+8xZPLwO7du/HGG2+goqLCofF1Oh127NiBnTt3YtSoUXjttdcgkfjd7rJf8ta2QMh27dqFt956q8YT3RalpaX45ptvsH//fixevBjdunXzYg+9w99PQLmCEpXNvHm8p9PpMHfuXPzwww91jpeeno63334b+/fvx4cffujxO54KeX+locnLy8Po0aORm5vLGd6hQwckJCSguLgYZ8+ehVqtBmC+i+rcuXOhUqkwZMgQj/RJrVZj7NixSEtL4wxv06YNWrZsCbVajXPnzqG4uBiAeXu6YsUKyOVyjB8/3iN9IkRI68r169erDWMYBq1bt0ZsbCzCwsJQVlaGc+fOoaCgwDrO7du3MW7cOCxbtgz3338/r30ixEJI64ojtm3bVmNiIiGeJtR1pbKyEpMmTcKhQ4c4w2UyGTp06IDo6GjIZDIUFRUhPT0dt2/f9lhfCBHaemIwGDBhwgT873//4wyXy+VISUlBTEwMDAYDrl27hrS0NFjumazX6/Hhhx8CACUoEt4dP36ct2uJfDIajZg6dSoOHz7MGZ6YmIi2bdvCYDDgwoULyMvLs7723XffAQDmzZvn1b4SQkhtAjFu6+jRo5g2bRpn+2uvoqIC27dvx8GDB7FgwQIMGDDAiz0kFt66hkLLhDDwVUmGD7RMVBdosV7e+I4DPbaUYr+cJ9SYBT4FWiyYN/JXAn258JdlQkj7IYG+TARirJg3YkCFnLsmvF/cOgjtggtAwWHedO3atWrDxGIx2rZti5iYGKhUKhQXF+PMmTMoLS21jnP16lW8+OKLWL9+vdN3vSHEEXQxyf8IaeexofPWReLly5dj5cqVnGERERHo0KEDlEolrly5gsuXL1tfO3nyJMaNG4dvvvnGo9V3f/zxR7z33nucYSqVCikpKQgLC0NmZibOnz9vfS0jIwNjxozB5s2bER0d7bF+eZMnl4G8vLwaT05FR0ejZcuWiI6OtgbHpKenW4NjTCYT1q5di1u3bmHRokVgGMYj/SN3CDVgxFv++usvTJs2DQaDwTpMLpejc+fOiIqKQk5ODufOQLm5uRg3bhy+++47tGrVylfd5hWdgCLePN6bM2cOtmzZwhkWExOD5ORkiMVipKWlITMz0/ra/v37MXXqVKxatcqjlQqFur/S0LAsi1dffZVz7qlt27b48MMP0a5dO+uw0tJSLF26FBs3brQOe+utt9CuXTu0adOG93698847nHNPsbGx+OijjzgnKbVaLT7//HN88skn1v2aJUuWoFOnTujVqxfvfSINm1DXFYZh8H//93946qmn0KtXL0RERFTr9969ezFv3jxr3w0GA6ZNm4ZffvkFsbGxvPeJNGxCXVdqU1xcjAULFljbSqVS0PvnJHAIeV2ZOXMmJzExKioKr732GgYPHozg4OBq41+7dg27d++2XgMghC9CXE82btzISUxkGAYjR47EhAkTEBoayhn3ypUreO+99/DXX39Zh3388ce4//77A+b8FhG2kJAQKJXKarEm3rJkyRLOteSQkBD85z//Qf/+/a3XIAwGA3744QfMmzfPerO27777Dp07d8awYcN80m9CCLEVaHFbaWlpGDdunDXOEDB/nk6dOiE2Nhb5+fk4ffq09SbDpaWlmDp1Kj7//HP06NHDV91usLxxDYWWCeEQSnIfLRM1C6RYL298xw0htpRiv5wn1JgFPgVSLJi38lcCfbnwl2VCKPshQOAvE4EWK+aNGFCh5675TXKiEC+4ABQc5gsSiQT33XcfnnzySfTs2bNaRrLBYMBPP/2E//znP9asY7VajYkTJ+LXX3+t8WIxn7766iuHA5lEIpFH+xLo9u3b5/C4nryLDF1M8j9C2nkkNePzIvGhQ4c4lS0ZhsHUqVMxcuRITpLJ33//jRkzZljf8+LFi5gzZw4WLlzodh9qcunSJcyePZsz7IUXXsCUKVMQEhLCGW/GjBlIT08HAOTk5GDKlCn46quvPNIvoeA7UCAuLg7Dhg3DoEGDaqw8ee3aNXzwwQfYv3+/ddiOHTuQkpKCl156iZc+1OXBBx/EG2+84fD4rpZz9zeeChh58cUXMWLECIfHj4qK4vX9beXl5WHq1Kmcg9KHH34Yb7/9NicJ+caNG3jrrbesJ2nKy8sxYcIE7NixAzKZzGP98xY6AUUsPH28t2nTJs7JJqlUijlz5uDJJ5+0nkxiWRZ79uzBrFmzUF5eDgD4/fffsWzZMo/dSUqo+ysN0e7duzmVzePj47Fx40aEhYVxxgsNDcU777wDhmHw5ZdfAjBfZFi6dKnLVdVrc/bsWfz888+c9/7qq68QHx/PGS8oKAgTJ06EUqm0JpawLItFixZVO8lKiLuEtq6IRCI89NBDmDJlClq2bFnreAzDYODAgejcuTOeeeYZZGdnAwA0Gg2WLl3KScoihA9CW1fqs3DhQhQWFgIAHnjgAZSXl/vFfjrxf0JdV7Zv346dO3da2+3bt8cXX3xR53mZ5s2b4+WXX6ZqcIR3QltPWJbF559/zhk2efJkvPLKKzWO37JlS6xduxYjR460/rYYDAasW7cO77//Pm/9IgQwHx8nJyejY8eOSElJQUpKClq0aIFly5Z5dd/KIjc3F+vXr7e2pVIpvvjii2rBUxKJBE8//TQiIyMxadIk6/ClS5diyJAhdOM0QohgeDNu64033sCDDz7o8PiNGzd2aDytVouJEydyklF69OiB999/HwkJCdZht2/fxrx587Br1y4A5mo4kydPxs6dOz16/dCfeSKWyxvXUGiZ4MfixYtRWVnp1DQsy+Kf//yn9ZwUADzxxBMOT0/bCeHwt1gvb33HDTm21J9jv2JiYvD11187PL4zNxMWasyCt/hbLJi38lca8nLBxzLRpUsXp/ZDLbZt24alS5da2507d67zWrM92lbwIxBixbwVAyr03DW/SU4U2gUXgILDvE0qleLpp5/GK6+8UmfpdYlEgmHDhqFLly549tlnrZnSeXl5+OKLLzgn8j0hNja22jJAPEMI/2e6mORdvjiJ5QpKUnaOJy8SW35vLTtYADBr1qwaD0R79OiBr776CkOHDrXuwG7btg2jRo3iHEjyZcmSJdY7awHAiBEj8Oabb1Ybr127dti4cSOefPJJa+DssWPHsG/fPvTv35/3fvmCJ5eB5s2bY+rUqXjwwQfrXN+aN2+Ozz77DLNnz8a3335rHb5s2TL84x//4CSMeoJSqRTE75oveTNgJDQ0VDD/71WrVlnvVAMAgwYNwuLFi6str4mJiVi7di1eeOEFnD59GgBw/fp1bNq0CS+++KI3u+xV/nwCyhUNOVHZG8d7FRUV+PTTTznDlixZUi3plGEYDBo0CLGxsXj22WetJ44+//xzPPfcc2jUqJGrH7NGQt5faYjsf3Nmz55d7dyTrenTp2P//v3W/bQ9e/bg4sWLSE5O5q1Py5cv57Rfe+21On/HRowYgZ07d1p/L86fP4+9e/dSgjXhldDWlU8++QRNmzZ1ePzGjRtj/vz5GDlypHXYrl278O677wbEjR+IcAhtXanL33//bb1eoVAo8Pbbb2PmzJkef19CAGGuKyUlJfjPf/5jbTdq1Aiff/65w8dhdN6X8E1o60lqairnfE2jRo0wduzYOqeRSCR466238Pjjj1uH2VYmJYQPEyZMwL/+9S9IJMIJhVm9ejXn+uaIESPqvKv7wIED8dBDD+HXX38FYD7vtWnTJqeCLAkhxBN8EbcVERHhkWt6X3/9NacqRpcuXbB27dpqsTuNGjXCkiVLMHnyZOzduxcAUFxcjNWrV2PWrFm89ysQ8P19eesaCi0T/HDlGtpff/3Fielq3Lgx7r33Xoenp+2EbwRCrJc3vuOGFFsaaLFfEonEI9sWocYseEogxIJ5I3+lIS0Xnlom5HK5S9+/fVVbZ2PLaVvhnkCKFfNGDKg/5K75zZUxVy64xMXFWduWCy58ciU4rHPnzta2JTiMOOa7777De++9V+fGx1br1q2rBfZu377dE10jDZirF5MsLBeTiGMaNWqE+Ph4p/6ysrLcOonlCkuSsiN/zgRPBqIJEybg+PHj2LRpE95++208/vjjaNmypfXOUO7avXs3UlNTre0uXbrUuQOXkJCA1157zdpmWbbajikfzp07hwMHDljbcXFxmDZtWq3jh4eHY86cOZxhnuiXL3hyGRg4cCB+/vlnPPzwww4HhL399tuc/bmysjIcPHjQ7b6Qunl6WyBUubm5+O6776xtlUqFOXPm1Lq8yuVyzJs3j/P66tWrOYnO/iwoKAh33XUXXnjhBSxcuBC//PILjh49iqeeesqt+VpOQDn75+4JKFdYEpUd/bO/U5Q/88bx3jfffIP8/Hxr++GHH64zWatTp06ci1xarRZr1qxxqH/OEOr+SkOUmprKucNYq1at0K9fvzqnUSgUeOaZZzjD+Dz3UFJSgt9//93aDgsLwz/+8Y86p2EYptoFWjofQvgkxHXFlWPrXr16cfb91Wo17+ePScMmxHWlNjqdDrNnz7YG/EycOJFzfYUQTxLquvL1119zjh+mT5+OiIgIXt+DEEcJcT3JysritO+9916HbvLQrl07zs0db9++jYqKCt76RUhkZKSgEhNNJhOnCq9YLHboZnO2N1IB6LieECIMgRK3VVlZyTnXLxKJMG/evFoTP0QiEebOncu5JvPNN9/g9u3bHu8r8c41FFomfOunn37itB977DFrBRtfoWWiboEQ6+Wt77ihxJZS7JfjhBqz4AmBEgvmjfyVhrJcCG2ZyMzMxPHjx61tmUyGRx55xCd9sddQlolAiRXzVgyoP+Su+UVyohAvuFBwmPe5EmT02GOPcUrgXrt2jbOBIcQddDHJPwjxJBa5w9MXiXfs2MFpjxgxot6DmWHDhiE0NNTaPnjwoPXuWp7q1zPPPIOgoKA6p+nXrx9atGhhbV+8eBGXL1/mtV++4MllICYmxul5y2QyDB06lDPs6NGjfHaL1EBoASPesnv3bs5B5aOPPoro6Og6p0lKSkKvXr2s7du3b+Ovv/7yWB+9hU5AEW8c79n//trvl9dkxIgRnJNBP//8M+cunXwQ6v5KQ2R78wgAGDJkiEPT2Y+3f/9+3vp06NAh6x3ZAPPd1Ry5O+qAAQM468cff/wRMMnsxPeEuK64yv7OyXl5eT7qCQlE/rSurFq1ClevXgVgvrDnyH4SIXwR4rrCsix++OEHazsiIsLhfhHiCUJcT+wTCm0TDuvTpEkTTttyp2tCAtGpU6c4N1Ht2bOnQwFXXbp0QWJiorV97tw5Ol4hhPhcoMRtHT58mLNtvvfee9G2bds6p2nUqBHnOlFlZSV2797tsT6SO7xxDYWWCd9Rq9XV/m/28Rq+QMtE3QIh1ssb33FDii2l2C/HCTVmwRMCIRbMW/krDWW5ENoy8dNPP3H+Zw888ECdiafe1FCWiUCJFfNGDKi/5K75RXKiEC+4UHCYf5DL5WjevDlnGJ20J3yhi0nCJ9STWMQ7dDod/vjjD2tbqVTWeccLC7lcjoEDB1rber0ehw4d4rVv9vs2jz32mEPTCTGYNxBRgDLxFr62Bfv27eOtT75CJ6CIK5w53svNzcX58+et7WbNmnHuDlWbmJgY9OjRw9rOz8/H6dOnXetwDYS8v9IQ2VdM7datm0PTNWnShHP3w6tXryInJ4eXPv35558u9Ukul3PuvFpeXo4zZ87w0idChLiuuMr+5kV6vd5HPSGByF/WlYyMDKxatcranjt3LqRSqcfejxB7QlxXjh07hszMTGt70KBBgjpmJQ2PENcT++AKrVbr8LS24zIMwwkgJSTQ2B/Xd+3a1eFpbcdlWbbavAghxB8IMW7L1etz9uPRtXrP89Y1FFomfGf37t3QaDTWdseOHdG6dWsf9siMlgnfCaT1nmJLfUuIsV9CjVkgtfNG/gotF77Bsmy1wjdCiS2nZaJuQowV80YMqL/krvlFcqIQL7hQcJj/sA8ysl0xCXEHXUwSPqGexCLecerUKc73n5KSAplM5tC09r/r9vsi7sjOzsa1a9es7fj4eIfvKu3JfpE77IPNaN+BeIJer8fff/9tbctkMs5xQl3stwW0H8EvIZ+AItU5erznzr67J39/hbq/0lDZVqUWiUTo2LGjw9Pan8BMT0/npU/283H0t8KTfSJEiOuKq2wTT4DqQfaEuMMf1hWWZTFnzhxrYu7QoUPRvXt3j7wXIbUR4rpifyd1Ry5WE+JJQlxPOnbsyElmv3jxokPTabVaXLlyxdpu0aIFJziCkEBjv8516tTJ4Wnt11/bbQEhhPgTocVtuRqH2KlTJ875+7///ptudOVh3rqGQsuE7/z444+ctlCuydIy4TuBtN5TbKlvCTH2S6gxC6R23shfoeXCN44dO4asrCxru1GjRujdu7cPe3QHLRP1E1KsmLdiQP0ld80vkhOFeMGFgsP8A8uynB8PAIiKivJRb0igoYtJwifUk1jEO4S6jtrPy5l+derUCQzDeKRf5I4bN25w2hSgTDzh+vXrnJPUycnJDp9Uj4+P5yyXWVlZTt2dntRNyCegCJczx3tC3S8Qar8aopKSEs7dS6OiopwKkI2Pj+e0r169yku/bOfDMAwSEhJ83ifSsAl1XXFFdnY2J4heIpFUu5MuIa7yl3Vl8+bN1iSssLAwvPHGGx55H0JqI9R15dy5c5x2mzZtAJjv3r9z506MHz8e/fv3R0pKCnr27IlHH30Us2fPpmrmxCOEup6EhIRg8ODB1vbRo0cduub9/fffo7Ky0tp29I7zhPgr+3WOjusJIQ2N0OK2NBoNbt68aW1HR0ejadOmDk0rk8mQnJxsbet0umrXlQm/vHENhZYJ37l58yYnkFsqleLRRx/1YY/MaJnwrUBa7+k6sG8JMfaLlgn/4438FVoufMM+tnzIkCHVkpp9hZaJugktVsxbMaD+krsmjLWoDp644NK3b1+3+0XBYf7h2LFjKC4utrajoqIcPpBw1WeffYaMjAzcuHEDpaWlCA4ORnh4ONq1a4cePXpg8ODBiIiI8GgfGor58+fjxIkTuHnzJsrLy6FSqRAZGYmOHTuiZ8+eeOihhxAcHOyx96eLScIm1JNYxHuEuo660y+FQoHo6Gjcvn0bgLlceFlZGUJCQnjrHwH27t3LaTtzYsFVly5dwmuvvYZz584hPz8fRqMRERERiI2NRdeuXdGvXz/07NnT4/1oKI4cOYKLFy/i0qVLKCgogEgkQnh4OOLi4tC9e3c88MADTh3AucKdbQFg3k7l5+cDMB90X7t2jYLpeSLkE1CEy5njvUDcL6BjCn7ZX6Bq0qSJU9PbV8Lm42JzYWEhysvLre3IyEiHT2J6qk+ECHFdcdXGjRvBsqy13bVrV4SGhvqsPySw+MO6UlBQgA8//NDanj59OiIjI3l/H0LqItR1xb4CXGxsLNLS0jBjxgykpqZyXtPpdCguLkZ6ejq+/fZbdOnSBfPnz7cmNBLiLqGuJwAwY8YMHD58GPn5+TCZTJgyZQq++OILxMTE1Dj+n3/+iUWLFlnbTZs2xYsvvshbfwgRIvtq7c6sw0I6fiKEEFe5G7e1a9cu7Ny5E+np6SgsLIRUKkVERASaNWuGHj16YODAgWjVqpXD87t27RrnfJAr1+dOnz5tbV+9etWp928I+Izl8sY1FFomfGfr1q2c//3999+P8PBwp+dD24nAEkjrPV0H9i13Y7/Ky8sxe/ZsnDx5Erm5udBoNAgLC0NUVBQ6d+6Me+65BwMGDHDq2i0tE57FdyyYt/JXaLnwPq1Wi127dnGGPfHEEy7Ni7YV3ie0WDFvxYD6S+6a4CMshXjBhYLD/MeXX37Jaffr149TccoTNm/ezGkXFxejuLgY165dw6+//opFixbh2WefxZQpUyCXyz3al0Bn//0WFRWhqKgIGRkZ2Lp1KxYuXIjRo0djzJgxEIn4LxRLF5OEja+TWK6gJGVhsF9H7de7usjlckRERKCoqAgAUFpaiqKiIl6+N/v13Zl+AUBMTIw1OREw33nDG8lzDUVqaionsZlhGNx3330ef9+LFy9WC3y7desWbt26hVOnTmHdunVISUnBzJkzHS7JTmpnqQxiy3J3vKNHj2LFihXo1asXZs2ahbZt23qkD3xsC2xdv36dkhN5wOcJKFdQorJznDne43Pf/fr16w5PWx+h7q80RLbneQA4nZxh/38vKyvzeZ/sx+ejT4QIcV1xRUZGBjZu3MgZNmLECJ/0hQQmf1hX3n//fZSUlAAAunTpgn/+85+8vwch9RHqumJ77g0w3612zJgxUKvV9U576tQpPPvss/jss8/QvXt3XvpDGjahricA0LhxY3zxxReYOHEiMjMzkZGRgSFDhuCZZ55Br169EBMTA4PBgOvXr+PXX3/Fzp07YTQaAZiDRlauXAmVSsVbfwgRGqPRCI1GY20rlUoEBQU5PD0d1xNCAoG7cVu//fYbp63T6aBWq5GVlYXDhw9j6dKlGDhwIGbNmuXQeX++r89RrE91fMZyeeMaCi0TvvPTTz9x2q5ek6XtRGAJpPWeYkt9h4/Yr5KSEnz77becYfn5+cjPz0dqaiq+++47xMbGYtKkSXjqqaccmqdQYxYCBd+xYN7KX6Hlwvv27NnDOefavn17JCUluTQv2lZ4n9BixbwRA+pPuWv8Z+vwTIgXXCg4zD/89ddfnMBihmEEcfdNjUaDdevW4ZlnnuGUhyf8Ky4uxkcffYTRo0dbA234QheThI+vk1iu2Lx5M06ePImCggLo9XpOgvJ7772HBx54AAsXLkRlZaXX+tQQ2a9X7v5e2//+u4rvftH2gz8sy2LevHmcxOYBAwYgLi7Oh7264+zZsxgxYgT++9//+rorDcKff/6Jf/7zn9i5c6dH5k/bAmHi8wSUKy5evIidO3fixo0b0Gg0qKys5CQpv/jiixg2bBiOHTvmtT4JlbPHe/briDMJfPb7+hqNBiaTyYne1k6o+ysNkX2gubM3E7I/HrQ9XnSV/TycObkIVP8MfPSJECGuK87S6XSYPn06dDqdddg999yD/v37e70vJHAJfV35448/sGPHDgCAWCzG3LlzPX5TP0JqIsR1RavVQq/Xc4a99tpr1r62bNkS77zzDjZv3oxffvkFX3zxBV544QVIpVLr+GVlZZg0aRJyc3Pd7g8hQlxPbLVt2xZbt27FtGnT0Lx5c5SUlGDVqlUYMWIEHnroITz66KN45ZVXsH37dhiNRojFYjz66KP48ccfvXrOhRBfoON6QkhD5424LZPJhF27dmHo0KH43//+V+/4dH3O95yJ5fLGNRRaJnzj5MmTuHbtmrUdGRlZYzUpPtB2wr8EynpPsaW+483Yr1u3buHtt9+uds2pNkKNWWhInIkF81b+Ci0X3uft2HLaVvBHiLFi3tiv8KfcNcFXThTiBRc6iSx8RUVFmDlzJmfYk08+ieTkZI+9Z3x8PO6//36kpKSgRYsWCA0NRWVlJfLy8nDs2DH8+OOPnAvRFy5cwMsvv4xNmzbRXUGd1Lp1a9x3333o0KEDmjVrBpVKhYqKCty8eRNHjhzBjz/+yDmB9eeff2Ly5Mn4/PPPIZHws9mj7YCwefMklissScp//fUXli9fXmtJaeIe+/XK3X0IR+6M7gi++0XbD/6sWbOGcxcluVyOGTNmePQ9ZTIZevbsiV69eiEpKQnR0dGQy+UoLS1Famoq9u/fjwMHDlhPmhkMBixYsAAqlQrDhg3zaN8CkVKpxL333ov/+7//Q5s2bRAZGQmJRIKioiJcuHABu3fvxpEjR6zjV1RUYMaMGQgNDUXv3r157QttC4TJlzc3cJQlUfn111/HSy+95Ovu+IQrx3t8rHNarZYzPz6O44S6v9IQVVRUcNruHuPZz88V7i4fdNxJPEGI64qz5syZw6laHhwcjHnz5nm9HySwCXld0Wq1mDt3rrU9fPhwj543J6QuQlxXarooe+vWLQDA448/jvnz53P62bJlS/Tq1QvDhg3DqFGjUFBQAMAccPvee+9h+fLlbveJNGxCXE/sWYIy6uubSCTC888/j5deeqnaHaEJCUR0XE8IacjcjdsKDw9H37590bVrV7Ru3doaRFpUVITTp0/j559/xvnz5znvN2HCBHzzzTfVqkzYoutznuOJWC5vXEOhZcI3fvzxR057yJAhnJv+OIK2E4EpUNZ7ii31HXdjvxiGQYcOHdCvXz+0b98eTZs2RXBwMMrLy5GZmYk///wT27Zt45xf2bFjB8RiMRYuXFjnvIUas+DvPBUL5q38FVouvCs3Nxd//vmntS2VSjFkyBCn50PbCu8TaqwY7VdwCT45UYgXXOgksrAZjUZMmzbNerEYMJcjtd8g8aVTp05Yv349/u///q/G15OSktCnTx+88sor+OSTT7BmzRrra+np6Zg3bx4++OADj/Qt0PTp0wfDhw9Hx44da3y9Xbt2eOCBBzB58mTMmzePE1x+5MgRrFixAq+++iovfaHtgLDxcRLLFZSkLCz2v/nOrqf2+xx8BW0ItV8N3V9//YUlS5Zwhk2dOhXNmzf32HtOnz4d//znPxEeHl7j6506dcJTTz2F8+fPY+rUqZxy6nPnzsXdd9+Nli1beqx/gUSpVGL27NkYOnQolEpltddbtGiBu+++G8OHD8eff/6JGTNmWIMJLfuWu3fvrvW7coW72wIhBPYHGr5OQLmCEpUd5+rxHt+/v3ydvKP9AuFytnqU/fi2d+Pki7t9IsQThLiu1GXNmjXYsmULpz/z589HQkKCV/tBGh4hrSvLli1DZmYmAKBx48a8nS8lhA9CWFdqu4twx44dsWDBAojF4hpfb9euHZYsWYIXX3zR2o99+/bh6tWraNGihdv9IsRCCOuJrYMHD2LmzJkoLCysd1yTyYQNGzbg66+/xjPPPIPXX3/dqcoRhPg7Oq4nhDQU7sRtRUdH44MPPsDgwYNrjRHs1q0bRo8eje3bt2P27NnWeBuNRoPJkydj586dtcaHCDEO0d95MpbLG9dQaJnwPp1Oh19++YUzbOjQoQ5PT9uJwBYo6z3FlvqGu7Ffjz32GN57771az+V16NABDz30EKZMmYI33ngDf/zxh/W1rVu3omfPnvjHP/5R6/yFGrPgrzwdC+at3wNaLrxr69atnGsAffv2dboKHW0rvE/IsWLeiAH1p/0Kkcfm7CFCu+BS03vwPT5xzrx586oFFS9evBihoaEeeb9+/frVmphoSyaTYcaMGZg+fTpn+LZt25CRkeGRvgWaRx55pNaTWbZUKhU++OADPP3005zh//3vf1FUVOSRvtF2QDjcPYnlCkuS8r59+/D222/j8ccfR6dOndC8eXNrgvJrr72GvXv3YuzYsZxpLUnKxPOEuA9R0/s4O763g3kDUUZGBqZMmQKj0Wgddv/992PkyJEefd+XX37ZoWS3Dh06YNOmTZwqq3q9HsuWLfNg7wJLZGQknn/++RpPRtnr1asXvvzyS4SEhFiHlZSUYN26dZ7sottoW+A+Pk5AuWL69On4/fffsXbtWowaNQr33nsvkpKS0Lx5c2uS8meffYYffvgBiYmJnGnnzp2LK1eueLyPQsLX8Z5Qf3+F2q+GQKFQcNqVlZVOTW97tzQADv3m1Md+Hvbv4Ys+ESLEdcVRW7duxUcffcQZNmPGDAwePNhrfSANh1DXldTUVHzxxRfW9ptvvun3FySJfxPiulLbPKZPn15rYqJFjx49cN9991nbLMti586dbveJNGxCXE8s9uzZgwkTJnASE1NSUvDBBx9g3759OHv2LE6cOIFt27bh9ddfR+PGjQGYb7q0ceNGjBgxAuXl5bz1hxChoeN6QkhD5c55/FatWuGJJ55wKPh7yJAhWL16NSfB6MaNG/jhhx8c7iudk3efN2O5vPF90TLhefv27UNpaam1nZSU5HBVVYC2Ew1NoKz3FFvqeXzEfj311FMO3WQsKioKa9asQd++fTnDly9fDp1O5/D70fbFPd6OBfPW90XLhWdt3bqV03Yltpy2Fd4X6LFizr6HkPcrBJ+cKMQLLnQSWbg+++wzfPPNN9a2SCTCwoUL0bVrVx/2iuvll1/GXXfdZW2bTCZs3rzZhz0KXG+//Tbi4uKsbbVazVsgAG0HhMvdk1iuoCRlYbLfh3B2PbXf5+BrPRVqvxqq3NxcjB07FiUlJdZhnTp1wuLFiwV1si8qKqpaIvOvv/5KwTse0qpVK7z++uucYT/88AOvB5juHufQtoB/fJyAcgUlKjvOneM9vn9/g4ODnZq+NrRfIBz2/zshbJftlw9nTlB7qk+ECHFdccTBgwfx5ptvcvbnxo4dizFjxnjl/UnDI8R1xWQyYfbs2TAYDACA3r174+GHH3Z7voS4Q4jrSk3ziIyMxD333OPQ9I8++iinfeLECbf7RBo2Ia4ngPm86qxZszhBf2PGjMF3332HJ554AvHx8ZDJZAgODkZSUhLGjBmDn3/+GT169LCOf+rUKcyZM4eX/hAiRO4e19uPT8f1hBB/4O24re7du2PUqFGcYd9//32t4wsxDrGhcSaWyxvXUGiZ8D7b6pkA8OSTT3r0/Wg74V8CZb2n2FLv8kXsl2UfxzZuIDs7m5M8Y0+oMQsNhbOxYN76PaDlwnvOnj2Ly5cvW9sRERGcmw16Am0r3Cf0WDFvxID6036F4JMThXjBhYLDhOnbb7+tVpL7nXfeEeTdz+3vxvHXX3/5qCeBTSaTYfjw4Zxhdf2gO4MuJgmXt09iuYKSlL2D750+TyUhCGHfpqEqKSnBmDFjkJ2dbR3WunVrrF69WpD/1969e6Nt27bWttFoxP/+9z8f9iiwPfnkkwgLC7O2CwoKkJqaytv8aVsgLL44AeWKhpyo7O7xnlDXOaHurzRE9lWjHL1Ts4VtpRAAnLsuusp+Hs72yX58PvpEiBDXlfocO3YMr776qjUhCwD++c9/YsaMGR5/b9JwCXFd+eabb3Dq1CkAgFwup2QQIghCXFfEYnG1/f0OHTo4HMiUkpLCaV+9etXtPpGGTYjrCWCucFNWVmZt9+vXD6+//jpEotrDD0JDQ7F8+XJER0dbh+3YsQNnzpzhpU+ECI1EIuGc+9FoNE4FD/ni+IkQQtzhq7itl156ibMPcuHCBRQXF9c4rhDjEBsaZ2K5vHENhZYJ78rPz8cff/xhbUskEgwZMsTj70vbCf8RKOs9xZZ6jy9jvyIiIqrd9NqZhCPavnifM7Fg3vo9oOXCe+xjyx999FFOdWVPoW2F6/whVswX7yHk3DXBJycK8YILBYcJzy+//IK5c+dyhr322mt47rnnfNOhevTq1YvTTk9P91FPAp/9/zotLY2X+dLFJGHy1UksV1CSsue5+3ttv57a75O4iu9+0fbDNRqNBuPGjeP8LsTFxeHzzz9HRESED3tWN/u79PP1u0aqk0ql6N69O2cYn8mJtC0QFl+dgHJFQ0xU5uN4z511rqKiAhUVFda2UqmsM9jSGULdX2mIEhMTOe2cnBynpr916xannZCQ4HafIiMjOd9pQUGBUycZ7T8DH30iRIjrSl0uXLiA8ePHc87ZPPzww3j33Xc9+r6ECHFd+eyzz6zPhw4dCpFIhKysrDr/7C9W3bp1i/O67T4SIa4Q4roCAM2aNeO0GzVq5PC0tklXAGoNdiTEUUJdT3bt2sVpv/zyyw5NFxoaWu14ftu2bbz0iRAhsl/n7NfJutBxPSHEn/gybisyMhJJSUnWtslk4tyQ0pYQ4xAbIkdjubxxDYWWCe/avn075yZyffr0QVRUlMffl7YT/iNQ1nuKLfUOIcR+ORPHJdSYhYbEmVgwb/0e0HLhHTqdDjt27OAMe+KJJ7z2/rStcJ6/xIp5IwbUn3LXBL+0CfGCCwWHCcvvv/+O119/HSaTyTps1KhRGD9+vA97VbeQkBCEhoZa2waDAaWlpT7sUeCKi4vjtJ3dINeFLiYJj69OYrmCkpQ9z34fwpl1VKfTcXb6QkNDeTtp4U6/ahrffn6kfjqdDpMmTcLJkyetwxo1aoQvvvgCMTExPuxZ/Tz5u0aq8+T/m+/jHNoWuM7XJ6Bc0ZASlfk63uNz353P9U2o+ysNUXh4OCIjI63t/Px8pxIusrKyOO2WLVvy0q8WLVpYn7MsW+19fNEn0rAJdV2pyZUrVzB69GhORZ++ffviww8/9NuLMMR/CHFdsQ1+2bRpE/r371/v3+nTpznzeP755zmvHz582O1+kYZNiOsKALRq1YrTdubmNTKZjNN29g62hNgT4nqiVqs5FQlkMhnuuusuh6fv2bMnp33u3Dm3+0SIUNmvc5mZmQ5PS8f1hBB/IYS4LftrerXdJISuzwmDo9dgvXENhZYJ7/rxxx85bW9ek6XthH8IpPWeYks9SyixX/Hx8Zx2XXFFQo1ZaGhc3Q/xVP4KLRfecfDgQc5vf9u2bdGxY0evvT9tK5zjT7Fi3tiv8KfcNcFHYQjxggtAwWFCcfz4cUyePBl6vd467KmnnsK//vUvH/bKMXK5nNN25s4oxHGe/D/TxSTh8eVJLGdRkrLn2f5WA86to/bj2s/LHe5sOyoqKlBQUGBtR0dHc5YjUj+j0Yjp06dzAijDwsKwbt26anfFF6KgoCBO29ky8MQ5nvx/228LnDmesB+fYRhet1MNja9PQLmioSQq83m8J9R9d6HurzRUrVu3tj43mUxOBcjaJ2/Yzssdbdq04bTPnDnj8z4RIsR1xd7NmzcxatQoTiBCt27d8Omnnwq2OjIJPP6wrhAiBEJcV+z3wcrLyx2e1jYpHjBf5yTEXUJbT+zXifDwcIjFYoent7+pZKCe1yAEqP6bYr9O1sX+HADtExJChEgocVv21/Rqiw1q0aIFGIaxtt25PmeZH3Geo7Fc3riGQsuE91y6dIlTnSo8PBwPPPCA196fthP+IZDWe6Fenw4EQor9ciY+mZYJYXA0Fsxb+Su0XHjHTz/9xGl7O7acthWO87dYMW/FgPpL7prgkxMB4V1wASg4TAguXLiAcePGcX7sH374Ybz33ns+7JVjWJatdvcdukDtGfYXNPn8P9PFJGHx9UksV1CSsmfxuY7a3y3dHfbruzP9Onv2LOduIHz2qyFgWRZvvfUWdu/ebR2mVCqxevVqJCUl+bBnjvPk7xqpzpP/78TERE5g/IULFxy+o012djby8/Ot7bi4uGonz4jjfH0CyhUNIVGZ7+M9oe4XCLVfDZV9dfNjx445NF1OTg6nakiLFi3QtGlTXvpkXynV0T5VVlZyzp8FBwejc+fOvPSJECGuK7YKCgowcuRIzh0AO3TogFWrVtE+E/Eqoa8rhAiFENeV3r17c9oZGRkOT2s/buPGjXnpE2nYhLaeBAcHc9rOBGbVNL5SqXS7T4QIlf1x/fHjxx2e1nZdZxim2rwIIcTXhBS35eg1PaVSydkfun37Nm7evOnQe+h0Oly8eNHalkqlfluJxNcc/b68cQ2Flgnvsb/h/ODBgyGTybz2/rSd8A+BtN5TbKlnCC32y37bUlO1TguKDRAGZ2LBvJG/QsuF5xUWFuLgwYPWtlgsxpAhQ7zaB9pWOMYfY8W8FQPqL7lrfpGcKLQLLgAFh/nalStXMHr0aM4daPv27YsPP/wQIpHwF+vU1FRORnd4eLhXD7YbkrNnz3LafAYC0MUkYfH1SSxnUZKy53Xp0oUT1HD27FmHd/rsf9ftA5LcERcXx7lLU1ZWFnJzc33er4bg/fff52wrZDIZVqxYgS5duviuU07y5O8aqc6T/2+ZTIbu3btb2zqdrtr71cZ+W3Dvvffy1q+GRggnoFwR6InKnjjesz+v4Oq+O8Dv769Q91caKvubm2zfvt2h6ezH4/MmKf369YNEIrG2d+/e7VBC8t69e6HRaKztPn36CPr4iPgXIa4rFqWlpRg1ahSuXbtmHdaqVSusXbsWKpWK9/cjpC5CW1eOHTuG1NRUp/569OjBmce+ffs4rw8YMICXvpGGTWjrCgB07NiRcz0xPT0dt2/fdmjaP//8k9O+++67eesXabiEtp6oVCrOsWxZWZnDgZwAOIGcQPVKioQEkrvuuotTaeHIkSMOXRM6deoUbty4YW137NgRMTExHukjIYS4QkhxWyaTCefPn+cMq+uanqtxiGfOnOGcv+/ZsycnCJU4ztFrsN66hkLLhOcZDIZqxydDhw712vvTdsJ/BNJ6T7GlniG02C9n4oqEGrPQ0LjznXkif4WWC8/7+eefOTkb9957r9djLmlbUT9/jRXzVgyov+SuCT+LC8K74AJQcJgv3bx5E6NGjUJhYaF1WPfu3fHpp5/6zcHczp07OW3bjRLh1y+//MJp8/m/potJwuHrk1iuoCRlz5PJZJwdQo1Gg71799Y7XWVlJefuSlKpFH379uW1b/b7JFu3bnVoOm8E8waqTz/9FBs2bLC2JRIJPv74Y786gVdcXFwtwK1bt24+6k3gy8jIwKVLl6xtsVjMe0Ch/Tq8bds2h6azH69///689amhEcIJKFcEcqKyp473YmJi0KFDB2v7+vXrDt0RKzc3F0eOHLG2o6OjeT1JI+T9lYYoKSkJbdu2tbYzMjI4Ccw10Wq12LRpE2cYn0nOYWFh6NOnj7VdUlKCH374oc5pWJbF+vXrPdYnQoS4rljeY/z48Zx9uPj4eHzxxRec8zeEeItQ1xVChEao68pjjz1mfW40GvH111/XO41Go8HmzZs5w2g/nfBBiOuJ/XnJLVu2ODyt/biUxEsCmUgkwuDBg61to9HIuVZRmy+++ILTpn1CQoiQCC1u688//+TcGDo8PLzOShB8XZ+ja/WuczSWy1vXUGiZ8Lzff/8dBQUF1narVq3QqVMnr70/bSf8RyCt9xRbyj8hxn7Z/6bVFccl1JiFhsTZWDBv5K/QcuF59oVvfBFbTtuKuvl7rJg3YkD9JXfNL5IThXjBhYLDfKOwsBCjRo1CTk6OdVjHjh2xcuXKWsuYCk1WVhY2btzIGdavXz8f9SawnTlzploi6H333cfb/OliknD4+iSWKyhJ2TseffRRTnv9+vVgWbbOaTZv3ozS0lJru1+/fggJCeG1X4888ginvWnTJmi12jqnOXjwIK5cuWJtJycne7S8diDZsGEDli1bZm0zDIMFCxb4XYWHTz/9lHOg0KRJE7Rr186HPQpcLMviww8/5GwvunTpgrCwMF7fZ9CgQZyDvR07diA/P7/OaVJTUzlJqtHR0X6VZCs0QjgB5axATlT29PGe/X6B/X55TdavXw+TyWRtP/LII2AYxu2+1NUvoeyvNFSTJk3itOfNm4eSkpJax//oo484dz0cMGAAkpOTax1/y5YtSEpKsv698MIL9fbplVde4bQ//vhjznvaW79+PeeEaocOHSiRnfBOaOuKXq/H5MmTOXc7bNy4Mf773//SRXviU0JbVwgRKiGuK6NGjUJoaKi1vXbtWpw5c6bOaebPn4+8vDxru23btpxriYS4Q2jryaBBgzjtNWvW1LuOAObjFfsKEHS8QvzJkSNHOOuKIwHnL7/8Muc88Pr16+u8g/revXvx66+/WtuNGjXC008/7V7HCSGEJ0KL29LpdFi8eDFnWN++feusrNGrVy9Ossjhw4eRlpZW5/vcvn0bP//8s7Utl8ur7Q8Rxzgby+WNayi0THie/TXZJ554wmvvTdsJ/xMo6z3FlvJLiLFfu3btwsmTJzl9qi8WXKgxCw2BK7Fg3spfoeXCc9LT0znVk0NDQ71+LpK2FXULhFgxb8SA+kvuml8kJwLCu+ACUHCYt5WXl2PMmDG4evWqdVibNm2wdu1aqFQqXt7D2eVg69atnISo+uTm5mLChAlQq9XWYU2bNsXjjz/ucp8biu+++w7l5eUOj3/58mW88sornB+HLl261LnhpotJ/suXJ7FcQUnK3jNo0CDOAeKpU6fqPNGTlZWFjz/+2NpmGKbaPkhNHnjgAc72w/auGTVJSUnB/fffb21nZ2dXOxlqq6SkBO+99x5nmCP9IsBPP/2E999/nzNs9uzZnLvf88GZZeDq1av47bffnJr/+vXrq203xo0b50pXG5zTp09zgtTrYzKZ8MEHH+DAgQOc4ePHj6932hdeeIGzHNR3x/iYmBj885//tLbLy8vx7rvvcvZfbFVWVuKdd97hvG6/L0IcJ4QTUK4I1ERlbxzvPfvss4iOjra2f/nllzrvtHnmzBnOSZqgoCCMHTu23vex3Q4kJSUhKyurzvG9tb9CHDNo0CDcdddd1nZmZiaGDx+O1NRUznhlZWWYN28e57uSy+WYOnUq731KSUnh3NyitLQUzz33HCegFzD/Tnz22Wf4z3/+Yx3GMAxmzJjhFyediX8R2royc+ZMHDp0yNoOCgrC/PnzwTAMsrKyHP6zDV4ghA9CW1cIESohrithYWGc/WydTofRo0dj69at1Y7bCwoKMH36dM6FYJFIhFmzZtF+GOGN0NaTJ554AomJida2VqvFiBEj8NVXX9V4x+bbt2/j3XffrXau9qGHHkJSUhKvfSPE0f39oqKiGse7ffs2r/2JiYnBSy+9ZG3r9XqMGjWq2nkpg8GA7777rtr6OmXKFL+5UTMhJLB5+jy+I4khtnQ6HWbOnMm51iMSieq9hmp/rt9kMuGdd96BTqercXyTyYR3332XE7P0zDPPoFGjRg73NVB5I5bLG9dQaJnwrJKSEs61d5FI5HKsJG0nGoZAWu8ptpQf3oj9+uqrr2r9/mty7NgxzJo1izPs4YcfRrNmzeqczlsxC4HOm7Fgns5fAWi58KSffvqJ03744Ychl8tdnh9tK/gVKLFi3ooB9YfcNUn9owiD5YKLJXPYcsFl0aJFnAsWZWVlWLJkCSd429PBYZa7YViCwz766CNO5YrKykp8/vnnWLp0qXUYBYc5R6fTYcKECZwDxYiICMybNw9qtZqT7FefiIgIBAcH89KvzZs3Y86cORg8eDAeffRRdOvWrcYNQ0VFBbZs2YLly5dzkhkZhsFbb71FAeUOWLlyJT766CMMGTIEgwcPRqdOnTjlaS1KSkqwadMmrFy5khO0LZPJ8NZbb/HeL8vFpNWrVwO4czHJ/q4sBoMBW7ZsqZZcRBeT3MfnSSzAnKRsuzPYo0cPfPnll7WOv3XrVvTu3RtRUVEOzZ+SlKurLWC/tovE9uRyea0nexiGweuvv46XX37ZetebBQsWQKvV4qWXXuIcaBw9ehQzZsxAWVmZddiQIUPqPTh01dSpU3H48GHrwYrlbhtTp07l7FhfunQJr7/+Ouezd+vWze+q/tXFU8vAwYMH8dZbb3HuePT888+jb9++9SaK2JJIJIiNjXV4/Prk5eVh3LhxSE5OxhNPPIGBAwciLi6uxnEvXryI5cuXY8+ePZzhnTp1wrBhw3jrkxB4ajnIyMjArFmz0K1bNzz++ON44IEHOAecFizL4tixY/jkk0/w999/c14bOHAg+vbt68zHcdi4ceOwfft264mr3bt3Y9q0aXj77bc5/czMzMSbb77JOWBs1qwZnn32WY/0qyHg+wQUYE5Utj3o37BhA3r27FnjuFevXsX169edquwdqInK3jreUygUmDx5MubMmWMd9tprr2H27Nl48sknIRaLAZi3B3v37sWsWbNgMBis444cOdIjFxGFvL/SEDEMg6VLl2LYsGHWqjdpaWl4/PHH0aFDByQkJKC4uBhnzpyptmzOnz8fbdq08Ui/5s2bh/T0dOtF91u3buH5559H27Zt0aJFC2g0Gpw7dw5FRUWc6aZMmYJevXp5pE+kYRPaurJjxw5OW6vV4uWXX3Z6PpMmTcLkyZP56hYhgltXCBEqoa4rI0aMwMWLF603xystLcUbb7yBhQsXIiUlBcHBwbh16xZOnTrFOXYAaD+M8E9o64lUKsXHH3+MF154wXo9TqPR4L333sOiRYuQkpKCRo0aQa/XIysrC5cuXYLRaOTMo3nz5pg9ezav/SIEgMNBNgsXLsTChQurDa/v2qArpkyZgnPnzlnviF5aWopXXnkFzZo1Q9u2bWEwGHDhwgXk5uZypnvqqafw1FNP8doXQghxhTfO4584cQLLly9H3759MWTIEPTt27fGSjZGoxGHDh3CkiVLcOnSJc5rL774Ilq3bl1vH5577jl8/fXXyMzMBGBOfBk9ejTef/99JCQkWMe7ffs25s+fz7lWGx4eHhDXZvjgjVgub11DoWXCc3bu3MkJ4u/VqxdiYmJcmhdtJ4QjEGK9vPEdN6TYUn+P/XrvvfewcuVKPPHEExg8eDCSkpJqrLCam5uL9evXY8OGDdDr9dbh4eHhmDZtWr39EGrMgqcEQiyYN/JXGtJy4cnfD3tGoxHbtm3jDBs6dKiDPa0ZbSv4E2ixYt6IAfWH3DWGra/etYDk5uZyLrgA5n9UfRdcPvzww3rvkOBsMoqFWq3GM888U+2OLPUFh02dOhUTJkyod/7ELCsri7dM3QULFuDJJ5+s8TVnl4MXXniBs8MilUrRqlUrxMTEICQkBHq9Hrm5uTh//jznx8XiX//6F0aNGuXGp2k47AO95XI52rRpg0aNGkGlUkGr1eLmzZs1XtwUi8VYtGgRBg8eXOd7HDlyBC+++KK1HRcXh/3799fbN4PBgLFjx3LK6wJw6GLS/Pnz650/qds333yDuXPnWtu9e/fGunXrXJ6fK9uBs2fPupWkvGzZsoBKNHOWu3dFduQ3e9myZfj00085wyIjI9GxY0coFApcuXIF6enpnNeTk5Px9ddfQ6lU1tsHZ5JRbP3444+YOXMmZ5hKpUKnTp0QFhaGGzducHa+AXOFrO+//17wBw/O8NQyMHPmzGqVVV3hyO+BM8uA/e8NYC7L3qpVK4SFhUEul6O0tBSpqam4detWtekTExOxadMmh5Oi/YWnlgP77TpgXo9atGiBkJAQSKVSFBcX48KFCygsLKw2fefOnbF+/XooFIp6+2C/b1jXfqetv/76C2PGjOEc2MrlcnTu3BnR0dHIycnBmTNnOPs4KpUK3333HVq1alXv/P1FbSegLCdrLN544w08+OCD1cZz9gTUfffdxzm23LRpE6cCgStc2Ra4m6j89ddfQyqVutVvX/PW8Z7FrFmzqlU2jY2NRXJyMsRiMdLS0nDjxg3O63369MGqVausJ6XqYr8927dvH+Lj4+udztP7K8Q5aWlpePXVVzl3aKuNXC7HzJkz8dxzz9U7rqvnnwAgJycHU6dOxalTp+od13LnX6q4RTxNKOsKX9V2KDmReIpQ1hVn2R/jOLpfQ4irhLiu6PV6zJs3D99++61D44vFYrz55psYPny4Q+MT4iyhrScnT57E9OnT67xDc026du2KRYsWoWnTpk5NR4gjPHndydXryYA5YOj111/Hb7/95tD4Tz31FObMmeP35/4IIYHBG+fxP/30UyxbtowzLDExEYmJiQgJCYFIJEJBQQHOnz/PSUKx6N+/P5YtW1ZjcHBN0tLS8PTTT3OS5SQSCTp16oTY2Fjk5+fj1KlTnKQqqVSKdevWORQL0BB4I5bLwhvXUGiZ8Iynn36ac13jo48+wqOPPurSvGg7IRyBEOsFeOc7biixpf4e+2Xff6VSiaSkJGvCi0ajQWZmJtLT02GfdhEUFIR169ZxEkPq4+mYBaEIhFgwwLP5K7YawnLhjd8Pi99//x1jxoyxtps3b45du3a59f60reBPoMWKAd6JARV67prfVE4EzHeRWLduHeeCC8uyOHfuHM6dO1dtfMsFFz5LN9sLDg7G6tWrqwWHpaWl1VhC3hIcRomJgUmv1+PSpUvV7rhjLzw8HP/+978bdDKSuyorK2tc7+01adIEixYtcurH3FkSiQRLly6tdjHp+vXruH79eo3TWC4mEffZVz1y984WrqioqMAPP/yAH374wekk5TfeeIO2BV7wyiuvQK/XY/Xq1dZS2IWFhTh06FCN4991111YunSpxwP9hw4dCrVajQ8++MB6Iqu8vLzaCSmLVq1a4ZNPPgmoxERilp+fj/z8/HrHGzRoEObPn1/j3f+I43JycpCTk1PveM8++yxmzZrldjW9+txzzz1YvHgx3nrrLetFksrKymp37bKIiYnB4sWLAyoxEfDuHc3//PNPzknD5s2bu52Y6KqLFy/i4sWLWLBggdOJyitXrqTgJBe8++67AMA56XTr1q0a/88AcP/99+PDDz/0+Ik7oe6vNFRt27bFjz/+iOXLl2PLli2cG4xYSKVS9OnTB1OnTuUtMaouTZo0wVdffYXPP/8cmzZtqjH4l2EY9OzZE5MmTUL37t093idChLiuECJEtK4Q4hghritSqRTvvfce+vfvjzVr1uDYsWPVggoAc8WP/v37Y/LkyQF3vE6ERWjryV133YVt27Zh06ZN+Pbbb6sFcNjr3LkznnvuOTz22GMOBwQTEihCQ0OxatUqfPfdd1i/fj0uX75c43idOnXCyy+/jIEDB/5/e3ceV2WZ/3/8zaKsgqICLii5IC5ommtqoNZkWaaOmpYlmlnmOJqO2dSUa5ZOaTUttmpa5jIVWWmZuS/lNu4LLmAqiIBiIqAI9++Pft5fbjjAOcimvp6Px3k8uG6u5XPuc86t3Of6XFcpRwgA5c/vv/9e6P8vXFxc9Mwzz2jEiBEO/f8iJCREH374ocaOHWt+Z3T16lXt3LnTZn0fHx9Nnz79pk8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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.combine_plots(\n", " dt,\n", " [\n", " (az.plot_dist, {\"kind\": \"ecdf\"}),\n", " (az.plot_rank, {}),\n", " (az.plot_ess_evolution, {}),\n", " ],\n", " var_names=[\"theta\", \"mu\", \"tau\"],\n", " coords={\"school\": [\"Hotchkiss\", \"St. Paul's\"]},\n", ")" ] }, { "cell_type": "markdown", "id": "1b4e2e85", "metadata": {}, "source": [ "## Other nice features\n", "\n", "### Citation helper\n", "\n", "We have also added a helper to cite ArviZ in your publications and also the methods implemented in it.\n", "You can get the citation in BibTeX format through {func}`~arviz.citation`:\n", "\n", "### Extended documentation\n", "\n", "One recurring feedback we have received is that the documentation was OK for people very familiar with Bayesian statistics and probabilistic programming,\n", "but not so much for newcomers. Thus, we have added more introductory material and examples to the documentation, including a separated resource that show how to use ArviZ \"in-context\", see [EABM](https://arviz-devs.github.io/EABM/). And we attempted to make the documentation easier to navigate and understand for everyone.\n" ] } ], "metadata": { "kernelspec": { "display_name": "arviz", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }