From eed57a6b45998a43eafdc32425f0f3841e0cac37 Mon Sep 17 00:00:00 2001 From: "Benjamin T. Vincent" Date: Wed, 23 Nov 2022 15:53:54 +0000 Subject: [PATCH 1/5] update requirements + CONTRIBUTING --- CONTRIBUTING.md | 23 ++++++++++++++++++++++- requirements.txt | 2 +- 2 files changed, 23 insertions(+), 2 deletions(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 438f3870..ad37b0f9 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -72,10 +72,31 @@ If there are autodoc issues/errors in remote builds of the docs, we need to add ## New releases [work in progress] +### Test release to `test.pypi.org` (manual) + 1. Bump the release version in `causalpy/version.py`. This is automatically read by `setup.py` and `docs/config.py`. +2. Update on test.pypi.org. _Note that this requires username and password for test.pypi.org_. In the root directory type the following: +```bash +rm -rf dist +python setup.py sdist +twine upload --repository testpypi dist/* +``` +3. At this point the updated build is available on test.pypi.org. We can test that this is working as expected by installing (into a test environment) from test.pypi.org with + +```bash +conda create -n causalpy-test python +conda activate causalpy-test +python3 -m pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple/ causalpy +``` + +4. Now load a python or ipython session and follow the quickstart instructions to confirm things work. + +### Actual release to `pypi.org` (manual) + +1. If not done in the previous step, bump the release version in `causalpy/version.py`. This is automatically read by `setup.py` and `docs/config.py`. 2. Update on pypi.org. In the root directory: - `python setup.py sdist` - - update to pypi.org with `twine upload dist/*` + - update to pypi.org with `twine upload dist/*` Note that this requires username and password for pypi.org. 3. Readthedocs: - Docs should be built remotely every time there is a pull request - See here https://docs.readthedocs.io/en/stable/tutorial/#versioning-documentation for versioning the docs diff --git a/requirements.txt b/requirements.txt index 800acd85..bf762dd0 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,4 @@ -arviz>=0.13.0rc1 +arviz>=0.14.0 graphviz matplotlib>=3.5.3 numpy From 493a7b3880c1164cdbaf514e421efff4629283fb Mon Sep 17 00:00:00 2001 From: "Benjamin T. Vincent" Date: Wed, 23 Nov 2022 16:52:43 +0000 Subject: [PATCH 2/5] make submodules visible in __init__.py, changed API, reran notebooks --- causalpy/__init__.py | 6 ++ causalpy/data/__init__.py | 4 + causalpy/data/datasets.py | 33 ++++++++ docs/notebooks/did_pymc.ipynb | 28 +++---- docs/notebooks/did_pymc_banks.ipynb | 50 +++++++----- docs/notebooks/did_skl.ipynb | 31 +------- docs/notebooks/rd_pymc.ipynb | 45 +++-------- docs/notebooks/rd_pymc_drinking.ipynb | 80 +++++++++---------- docs/notebooks/rd_skl.ipynb | 107 +++++++++++++++++++++----- docs/notebooks/rd_skl_drinking.ipynb | 25 +----- docs/notebooks/sc_pymc.ipynb | 73 ++++++++---------- 11 files changed, 265 insertions(+), 217 deletions(-) create mode 100644 causalpy/data/__init__.py create mode 100644 causalpy/data/datasets.py diff --git a/causalpy/__init__.py b/causalpy/__init__.py index e69de29b..7d9a59bb 100644 --- a/causalpy/__init__.py +++ b/causalpy/__init__.py @@ -0,0 +1,6 @@ +import causalpy.pymc_experiments +import causalpy.pymc_models +import causalpy.skl_experiments +import causalpy.skl_models + +from .data import load_data diff --git a/causalpy/data/__init__.py b/causalpy/data/__init__.py new file mode 100644 index 00000000..6a69442d --- /dev/null +++ b/causalpy/data/__init__.py @@ -0,0 +1,4 @@ +"""Code for loading datasets.""" +from .datasets import load_data + +__all__ = ["load_data"] diff --git a/causalpy/data/datasets.py b/causalpy/data/datasets.py new file mode 100644 index 00000000..3e69391c --- /dev/null +++ b/causalpy/data/datasets.py @@ -0,0 +1,33 @@ +import os +import pathlib + +import pandas as pd + +import causalpy as cp + +DATASETS = { + "banks": {"filename": "banks.csv"}, + "did": {"filename": "did.csv"}, + "drinking": {"filename": "drinking.csv"}, + "its": {"filename": "its.csv"}, + "its simple": {"filename": "its_simple.csv"}, + "rd": {"filename": "regression_discontinuity.csv"}, + "sc": {"filename": "synthetic_control.csv"}, +} + + +def get_data_home(): + """Return the path of the data directory""" + return pathlib.Path(cp.__file__).parents[1] / "causalpy" / "data" + + +def load_data(dataset: str = None): + + if dataset in DATASETS: + + data_dir = get_data_home() + datafile = DATASETS[dataset] + file_path = data_dir / datafile["filename"] + return pd.read_csv(file_path) + else: + raise ValueError(f"Dataset {dataset} not found!") diff --git a/docs/notebooks/did_pymc.ipynb b/docs/notebooks/did_pymc.ipynb index 71437e0e..f71bb28e 100644 --- a/docs/notebooks/did_pymc.ipynb +++ b/docs/notebooks/did_pymc.ipynb @@ -14,8 +14,7 @@ "outputs": [], "source": [ "import arviz as az\n", - "import pandas as pd\n", - "import pathlib" + "import causalpy as cp" ] }, { @@ -138,9 +137,7 @@ } ], "source": [ - "did_data_path = pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"did.csv\"\n", - "\n", - "df = pd.read_csv(did_data_path)\n", + "df = cp.load_data(\"did\")\n", "df.head()" ] }, @@ -418,17 +415,14 @@ } ], "source": [ - "from causalpy.pymc_experiments import DifferenceInDifferences\n", - "from causalpy.pymc_models import LinearRegression\n", - "\n", - "result = DifferenceInDifferences(\n", + "result = cp.pymc_experiments.DifferenceInDifferences(\n", " df,\n", " formula=\"y ~ 1 + group + t + treated:group\",\n", " time_variable_name=\"t\",\n", " group_variable_name=\"group\",\n", " treated=1,\n", " untreated=0,\n", - " prediction_model=LinearRegression(),\n", + " prediction_model=cp.pymc_models.LinearRegression(),\n", ")" ] }, @@ -439,7 +433,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -465,12 +459,12 @@ "Formula: y ~ 1 + group + t + treated:group\n", "\n", "Results:\n", - "Causal impact = 0.41, $CI_{94\\%}$[0.28, 0.52]\n", + "Causal impact = 0.41, $CI_{94\\%}$[0.29, 0.53]\n", "Model coefficients:\n", - " Intercept 1.05, 94% HDI [0.99, 1.11]\n", - " group 0.20, 94% HDI [0.12, 0.28]\n", - " t 1.02, 94% HDI [0.93, 1.10]\n", - " treated:group 0.41, 94% HDI [0.28, 0.52]\n", + " Intercept 1.05, 94% HDI [1.00, 1.12]\n", + " group 0.20, 94% HDI [0.11, 0.28]\n", + " t 1.01, 94% HDI [0.93, 1.10]\n", + " treated:group 0.41, 94% HDI [0.29, 0.53]\n", " sigma 0.10, 94% HDI [0.08, 0.13]\n" ] } @@ -486,7 +480,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/docs/notebooks/did_pymc_banks.ipynb b/docs/notebooks/did_pymc_banks.ipynb index 922e81b1..f363018b 100644 --- a/docs/notebooks/did_pymc_banks.ipynb +++ b/docs/notebooks/did_pymc_banks.ipynb @@ -24,8 +24,7 @@ "outputs": [], "source": [ "import arviz as az\n", - "import pandas as pd\n", - "import pathlib" + "import causalpy as cp" ] }, { @@ -63,10 +62,8 @@ "metadata": {}, "outputs": [], "source": [ - "did_data_path = pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"banks.csv\"\n", - "\n", "df = (\n", - " pd.read_csv(did_data_path)\n", + " cp.load_data(\"banks\")\n", " # just keep columns we want\n", " .filter(items=[\"bib6\", \"bib8\", \"year\"])\n", " # rename to meaningful variables\n", @@ -268,6 +265,8 @@ } ], "source": [ + "import pandas as pd\n", + "\n", "df.reset_index(level=0, inplace=True)\n", "df_long = pd.melt(\n", " df,\n", @@ -565,18 +564,29 @@ } ], "source": [ - "from causalpy.pymc_experiments import DifferenceInDifferences\n", - "from causalpy.pymc_models import LinearRegression\n", - "\n", - "result = DifferenceInDifferences(\n", + "result = cp.pymc_experiments.DifferenceInDifferences(\n", " df_long[df_long.year.isin([1930, 1931])],\n", " formula=\"bib ~ 1 + district + year + district:treated\",\n", " time_variable_name=\"year\",\n", " group_variable_name=\"district\",\n", " treated=\"Sixth District\",\n", " untreated=\"Eighth District\",\n", - " prediction_model=LinearRegression(),\n", - ")" + " prediction_model=cp.pymc_models.LinearRegression(),\n", + ")\n", + "\n", + "\n", + "# from causalpy.pymc_experiments import DifferenceInDifferences\n", + "# from causalpy.pymc_models import LinearRegression\n", + "\n", + "# result = DifferenceInDifferences(\n", + "# df_long[df_long.year.isin([1930, 1931])],\n", + "# formula=\"bib ~ 1 + district + year + district:treated\",\n", + "# time_variable_name=\"year\",\n", + "# group_variable_name=\"district\",\n", + "# treated=\"Sixth District\",\n", + "# untreated=\"Eighth District\",\n", + "# prediction_model=LinearRegression(),\n", + "# )" ] }, { @@ -586,7 +596,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -612,14 +622,14 @@ "Formula: bib ~ 1 + district + year + district:treated\n", "\n", "Results:\n", - "Causal impact = -13.90, $CI_{94\\%}$[-26.70, -0.45]\n", + "Causal impact = -13.83, $CI_{94\\%}$[-26.90, -1.40]\n", "Model coefficients:\n", - " Intercept 1.16, 94% HDI [-94.89, 105.08]\n", - " district[T.Sixth District] -13.47, 94% HDI [-24.65, -2.27]\n", - " district[Eighth District]:treated[T.True]-0.10, 94% HDI [-95.66, 98.19]\n", - " district[Sixth District]:treated[T.True]-13.90, 94% HDI [-26.70, -0.45]\n", - " year 0.08, 94% HDI [0.02, 0.13]\n", - " sigma 4.88, 94% HDI [4.00, 5.90]\n" + " Intercept 1.06, 94% HDI [-91.52, 93.47]\n", + " district[T.Sixth District] -13.51, 94% HDI [-24.71, -2.26]\n", + " district[Eighth District]:treated[T.True]-0.61, 94% HDI [-89.52, 87.13]\n", + " district[Sixth District]:treated[T.True]-13.83, 94% HDI [-26.90, -1.40]\n", + " year 0.08, 94% HDI [0.03, 0.12]\n", + " sigma 4.87, 94% HDI [4.01, 5.89]\n" ] } ], @@ -634,7 +644,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/docs/notebooks/did_skl.ipynb b/docs/notebooks/did_skl.ipynb index bb32560f..b8086c34 100644 --- a/docs/notebooks/did_skl.ipynb +++ b/docs/notebooks/did_skl.ipynb @@ -13,8 +13,7 @@ "metadata": {}, "outputs": [], "source": [ - "import pandas as pd\n", - "import pathlib\n", + "import causalpy as cp\n", "import arviz as az" ] }, @@ -27,28 +26,13 @@ "az.style.use(\"arviz-darkgrid\")" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data" - ] - }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "did_data_path = pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"did.csv\"\n", - "data = pd.read_csv(did_data_path)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Run the analysis" + "data = cp.load_data(\"did\")" ] }, { @@ -57,12 +41,10 @@ "metadata": {}, "outputs": [], "source": [ - "from causalpy.skl_experiments import DifferenceInDifferences\n", "from sklearn.linear_model import LinearRegression\n", "\n", - "# NOTE: `treated` is a deterministic function of `t` and `group`. So add this function into the formula.\n", "\n", - "result = DifferenceInDifferences(\n", + "result = cp.skl_experiments.DifferenceInDifferences(\n", " data,\n", " formula=\"y ~ 1 + group + t + treated:group\",\n", " time_variable_name=\"t\",\n", @@ -70,13 +52,6 @@ ")" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Examine the results" - ] - }, { "cell_type": "code", "execution_count": 5, diff --git a/docs/notebooks/rd_pymc.ipynb b/docs/notebooks/rd_pymc.ipynb index dbcaf214..6dc43ce2 100644 --- a/docs/notebooks/rd_pymc.ipynb +++ b/docs/notebooks/rd_pymc.ipynb @@ -14,8 +14,7 @@ "outputs": [], "source": [ "import arviz as az\n", - "import pandas as pd\n", - "import pathlib" + "import causalpy as cp" ] }, { @@ -38,30 +37,13 @@ "%autoreload 2" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data" - ] - }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "rd_data_path = (\n", - " pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"regression_discontinuity.csv\"\n", - ")\n", - "df = pd.read_csv(rd_data_path)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Run the analysis" + "df = cp.load_data(\"rd\")" ] }, { @@ -331,13 +313,10 @@ } ], "source": [ - "from causalpy.pymc_experiments import RegressionDiscontinuity\n", - "from causalpy.pymc_models import LinearRegression\n", - "\n", - "result = RegressionDiscontinuity(\n", + "result = cp.pymc_experiments.RegressionDiscontinuity(\n", " df,\n", " formula=\"y ~ 1 + bs(x, df=6) + treated\",\n", - " prediction_model=LinearRegression(),\n", + " prediction_model=cp.pymc_models.LinearRegression(),\n", " treatment_threshold=0.5,\n", ")" ] @@ -357,7 +336,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -388,13 +367,13 @@ "Discontinuity at threshold = 0.41\n", "Model coefficients:\n", " Intercept -0.23, 94% HDI [-0.33, -0.14]\n", - " treated[T.True] 0.41, 94% HDI [0.23, 0.59]\n", - " bs(x, df=6)[0] -0.60, 94% HDI [-0.79, -0.40]\n", - " bs(x, df=6)[1] -1.07, 94% HDI [-1.20, -0.93]\n", - " bs(x, df=6)[2] 0.28, 94% HDI [0.12, 0.44]\n", - " bs(x, df=6)[3] 1.65, 94% HDI [1.50, 1.81]\n", - " bs(x, df=6)[4] 1.02, 94% HDI [0.67, 1.37]\n", - " bs(x, df=6)[5] 0.57, 94% HDI [0.37, 0.77]\n", + " treated[T.True] 0.41, 94% HDI [0.23, 0.58]\n", + " bs(x, df=6)[0] -0.59, 94% HDI [-0.78, -0.40]\n", + " bs(x, df=6)[1] -1.07, 94% HDI [-1.21, -0.93]\n", + " bs(x, df=6)[2] 0.28, 94% HDI [0.12, 0.43]\n", + " bs(x, df=6)[3] 1.65, 94% HDI [1.49, 1.81]\n", + " bs(x, df=6)[4] 1.03, 94% HDI [0.68, 1.38]\n", + " bs(x, df=6)[5] 0.57, 94% HDI [0.38, 0.76]\n", " sigma 0.10, 94% HDI [0.09, 0.12]\n" ] } diff --git a/docs/notebooks/rd_pymc_drinking.ipynb b/docs/notebooks/rd_pymc_drinking.ipynb index 896910aa..842a2485 100644 --- a/docs/notebooks/rd_pymc_drinking.ipynb +++ b/docs/notebooks/rd_pymc_drinking.ipynb @@ -25,6 +25,15 @@ "execution_count": 2, "metadata": {}, "outputs": [], + "source": [ + "import causalpy as cp" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], "source": [ "# plot formatting\n", "import arviz as az\n", @@ -42,16 +51,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "import pandas as pd\n", - "import pathlib\n", - "\n", - "rd_data_path = pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"drinking.csv\"\n", "df = (\n", - " pd.read_csv(rd_data_path)[[\"agecell\", \"all\", \"mva\", \"suicide\"]]\n", + " cp.load_data(\"drinking\")\n", " .rename(columns={\"agecell\": \"age\"})\n", " .assign(treated=lambda df_: df_.age > 21)\n", " .dropna(axis=0)\n", @@ -87,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -133,7 +138,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:09<00:00 Sampling 4 chains, 21 divergences]\n", + " 100.00% [8000/8000 00:09<00:00 Sampling 4 chains, 5 divergences]\n", "
\n", " " ], @@ -148,7 +153,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 9 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 10 seconds.\n", "Sampling: [beta, sigma, y_hat]\n", "Sampling: [y_hat]\n" ] @@ -352,21 +357,18 @@ } ], "source": [ - "from causalpy.pymc_experiments import RegressionDiscontinuity\n", - "from causalpy.pymc_models import LinearRegression\n", - "\n", - "result = RegressionDiscontinuity(\n", + "result = cp.pymc_experiments.RegressionDiscontinuity(\n", " df,\n", " formula=\"all ~ 1 + age + treated\",\n", " running_variable_name=\"age\",\n", - " prediction_model=LinearRegression(),\n", + " prediction_model=cp.pymc_models.LinearRegression(),\n", " treatment_threshold=21,\n", ")" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -379,7 +381,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -401,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -414,12 +416,12 @@ "Threshold on running variable: 21\n", "\n", "Results:\n", - "Discontinuity at threshold = 7.10\n", + "Discontinuity at threshold = 7.08\n", "Model coefficients:\n", - " Intercept 106.50, 94% HDI [85.05, 127.86]\n", - " treated[T.True] 7.10, 94% HDI [4.59, 9.61]\n", - " age -0.69, 94% HDI [-1.74, 0.40]\n", - " sigma 2.39, 94% HDI [2.00, 2.84]\n" + " Intercept 106.19, 94% HDI [81.09, 129.68]\n", + " treated[T.True] 7.08, 94% HDI [4.24, 9.72]\n", + " age -0.67, 94% HDI [-1.83, 0.58]\n", + " sigma 2.41, 94% HDI [2.02, 2.91]\n" ] } ], @@ -436,12 +438,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -491,7 +493,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -537,7 +539,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:15<00:00 Sampling 4 chains, 8 divergences]\n", + " 100.00% [8000/8000 00:16<00:00 Sampling 4 chains, 5 divergences]\n", "
\n", " " ], @@ -552,7 +554,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 16 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 17 seconds.\n", "Sampling: [beta, sigma, y_hat]\n", "Sampling: [y_hat]\n" ] @@ -764,7 +766,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -774,11 +776,11 @@ } ], "source": [ - "result2 = RegressionDiscontinuity(\n", + "result2 = cp.pymc_experiments.RegressionDiscontinuity(\n", " df,\n", " formula=\"all ~ 1 + age + treated + age:treated\",\n", " running_variable_name=\"age\",\n", - " prediction_model=LinearRegression(),\n", + " prediction_model=cp.pymc_models.LinearRegression(),\n", " treatment_threshold=21,\n", ")\n", "\n", @@ -794,12 +796,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -832,7 +834,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -841,7 +843,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1114,7 +1116,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1124,11 +1126,11 @@ } ], "source": [ - "result3 = RegressionDiscontinuity(\n", + "result3 = cp.pymc_experiments.RegressionDiscontinuity(\n", " df,\n", " formula=\"all ~ 1 + age + treated + age:treated\",\n", " running_variable_name=\"age\",\n", - " prediction_model=LinearRegression(),\n", + " prediction_model=cp.pymc_models.LinearRegression(),\n", " treatment_threshold=0,\n", ")\n", "\n", @@ -1137,12 +1139,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/docs/notebooks/rd_skl.ipynb b/docs/notebooks/rd_skl.ipynb index 87131c63..9adacfef 100644 --- a/docs/notebooks/rd_skl.ipynb +++ b/docs/notebooks/rd_skl.ipynb @@ -13,9 +13,8 @@ "metadata": {}, "outputs": [], "source": [ - "import pandas as pd\n", - "import pathlib\n", - "import arviz as az" + "import arviz as az\n", + "import causalpy as cp" ] }, { @@ -38,12 +37,85 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
xytreated
0-0.932739-0.091919False
1-0.930778-0.382663False
2-0.929110-0.181786False
3-0.907419-0.288245False
4-0.882469-0.420811False
\n", + "
" + ], + "text/plain": [ + " x y treated\n", + "0 -0.932739 -0.091919 False\n", + "1 -0.930778 -0.382663 False\n", + "2 -0.929110 -0.181786 False\n", + "3 -0.907419 -0.288245 False\n", + "4 -0.882469 -0.420811 False" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "rd_data_path = (\n", - " pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"regression_discontinuity.csv\"\n", - ")\n", - "data = pd.read_csv(rd_data_path)" + "data = cp.load_data(\"rd\")\n", + "data.head()" ] }, { @@ -59,10 +131,9 @@ "metadata": {}, "outputs": [], "source": [ - "from causalpy.skl_experiments import RegressionDiscontinuity\n", "from sklearn.linear_model import LinearRegression\n", "\n", - "result = RegressionDiscontinuity(\n", + "result = cp.skl_experiments.RegressionDiscontinuity(\n", " data,\n", " formula=\"y ~ 1 + x + treated\",\n", " prediction_model=LinearRegression(),\n", @@ -77,7 +148,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtsAAAHrCAYAAAAe4lGYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAA9hAAAPYQGoP6dpAACsa0lEQVR4nOzdd1yTZ/f48Q9LEVCGE/eoE7VuqbVuUeveraNSt9aBWxStj6JonahVcRVX1dqqba1V1DrqQBy4V7V14waUEWXk94e/5AsSIIGEhHDer1dfz8Ode5zcJnBy5VznslAqlUqEEEIIIYQQemdp7ACEEEIIIYQwV5JsCyGEEEIIYSCSbAshhBBCCGEgkmwLIYQQQghhIJJsCyGEEEIIYSCSbAshhBBCCGEgkmwLIYQQQghhIJJsCyGEEEIIYSCSbAshhBBCCGEg1sYOQAgh0rNv3z5+//13rl69Snh4OMWLF6dr16707dsXGxsbY4cnhBBCpMpClmsXQpi6Hj16UKxYMVq0aEH+/PkJDQ1l5cqVtGnThnnz5hk7PCGEECJVkmwLIUzeq1evcHFxSbZtxYoV+Pv7c+LECQoUKGCkyIQQQoi0Sc22EMLkfZhoA7i5uQHw7NmzrA5HCCGE0JrUbAshssyff/6Jl5dXiu329vaUL1+erl270q1bNywt0x8HOHv2LDY2NpQsWdIAkZq2Zs2a8ejRIw4dOkTx4sXT3W6Ia4nU/fnnn/z444/cuHGDuLg4SpYsSfv27fH09NRqjsHDhw9p3ry5VtfavHkzdevWTbbt8ePHrF27lhMnThAWFoZSqaRgwYLUrVuXr7/+mkqVKqV6vswcK4TQTJJtIUSWuXr1KgBly5bl448/BuDt27dcu3aNCxcucOHCBa5du8aMGTPSPM/t27fZuHEjPXv2xMHBwdBhCz0y9+R99uzZbNy4EWtra9zd3bGzsyM4OJgFCxZw+PBh1q9fj62tbZrnsLOzo3Pnzqk+fvv2bS5fvoy9vb36Gx6Vixcv8vXXXxMdHU3hwoX59NNPsbKy4vr16+zevZs9e/awYMEC2rRpk+K8mTlWCJE6SbaFEFlGlWx369aNAQMGqLcnJibyv//9j23btrFt2zYGDBhAiRIlNJ7j1atXfPPNN5QsWZJx48ZlSdxCaOPgwYNs3LgROzs7Nm/erE6EX716Rb9+/Th37hz+/v5MmjQpzfO4uLgwd+7cVB8fNGgQAG3btsXOzi7ZY9OmTSM6OpqePXsybdo09Uh6YmIiS5cuZeXKlUyfPp1mzZqRO3duvR0rhEid1GwLIbLMtWvXAChfvnyy7ZaWlowcORIApVLJ9evXNR4fFRXFoEGDiIuLY+3atSkSDSGMadWqVQAMHjw42Yizi4sL3377LfC+7OPNmzcZvsbTp085fvw48P5Da1Lh4eHcvHkTAC8vr2QlK6r3mK2tLa9fv+bOnTt6O1YIkTYZ2RZCZImHDx8SEREBQMWKFVM8XqBAAaytrYmPj9dY1/ru3TuGDx/Oo0eP+PHHHylcuHCGY3ny5Alr1qzh77//JiwsjFy5clG+fHk6depE9+7dsbKySnGMKuabN2+yf/9+AgMDuXnzJomJiVSqVIlhw4bRuHFjneK4dOkS+/btIyQkhLCwMCIjI8mXLx/Vq1fnq6++okGDBhl+jrq4ffs2S5cu5fTp08TGxlKyZEk6d+6Mp6en3mLfuXMn3t7e6p8/rEneuHEj9evXN5l7oqunT59y+fJlANq1a5fi8Tp16uDq6kpYWBhHjx7VuI82du7cSWJiIuXLl1eXYqnkypVL6/M4Ozvr7VghRNpkZFsIkSVUJSSOjo4aE+UHDx6oE+0Pk4iEhATGjBnD5cuXWb16NWXLls1wHJcuXaJjx45s3ryZuLg4WrRoQc2aNbl27RrffvstgwcP5t27d6kev3TpUkaPHg1A48aNKVWqFKGhoQwZMoQDBw7oFMuiRYv44YcfePv2LW5ubjRv3pwiRYpw+PBhvv76azZs2JDh56mts2fP0r17d/bv30/evHlp0aIFBQsWZPHixYwZM0ZvsasSeNW3Ea1ataJz587q/1TtG03hnmSE6lsbJyenVEugqlatmmzfjNi1axeQclQb3k80rlOnDgBLliwhLi5O/VhiYiLLli1DoVDQqFEjXF1d9XasECJtMrIthMgSqmT7wxISlZUrVwIwYMCAFK3+/ve//3Hw4EFGjx5NYmIiFy5cUD/20UcfaT1J8t27d3h5eREREcEXX3yBj4+PehT9wYMH9OvXj+PHj/P999+nmmhu2rSJ7du3J/tAsGzZMpYvX86CBQto2bKlVrEAfP3113z33XcUKlQo2fbQ0FAGDhzI/Pnzad26daZG8dPy9u1bxo8fT0xMDP369WPSpEnqUf0bN27g6elJeHi4XmKvU6cOderUISQkhJiYGCZOnKhxgqQh7snkyZPVSaouVKPt2nj48CFAmolokSJFku2rq5CQEO7du4eNjQ0dOnTQuM+sWbMYPHgw27dv58iRI1StWhUrKyuuXbvG06dP6dixI9OnT9f7sUKI1EmyLYTIEpqS7fj4eP777z/WrFnD/v37GT16NMOHD09xrKpG1d/fH39//2SP6ZIQ/fnnnzx69IhChQoxderUZOUqJUqUYNKkSYwaNYpNmzYxfPhwjZPARo0alWLkfciQIWzYsIG7d+8SFham9chfamUnNWvWpHfv3gQEBHDw4EF69+6t1fl0tX//fnW8EyZMSFY+U6lSJYYOHYqfn1+Wxm6I89auXVunGFR0WSwpOjoagDx58qS6j729fbJ9dfXLL78A7zu6aOo9D+87/Wzfvp2JEydy/Phxnj59qn7so48+ol69eql+OM3MsUKI1EmyLYTIEqpke+vWrWzdujXZY/b29qxatYpPPvlE47F//fWXXmIICQkB3ndx0FSj6uHhgaOjI5GRkVy5ckVjkta0adMU23LlykWJEiXUI4C6fM0eHh7O0aNHuXXrFq9fvyY+Ph6Au3fvAvDff/9pfS5dqe5HmzZtNNbJd+7cOdVkGwwXu77P2717d7p3756hWExFVFQU+/fvB6Br166p7nfu3DlGjhyJlZUVCxcuxN3dHRsbG86fP8/cuXOZOnUq58+fZ86cOXo9VgiROkm2hRAG9/jxY3U5Qps2bbC1tSUxMZEnT55w9uxZoqOjGT16NAcOHMDR0dFgcahG6lLr72xhYUHx4sWJjIxMNqqXVNGiRTVuV434vX37Vut4fvrpJ/z8/IiJiUl1n4yOgmrjyZMnQOr3w9HRkbx582rsnmGo2I19TzJKNWodGxub6j6quFX76uKPP/4gNjaWIkWK8Nlnn2nc5/Xr14wYMYLw8PAUpU5Nmzblo48+on379vzyyy906NABd3d3vRwrhEibJNtCCINTjWo7ODiwaNGiZCtEhoaG8tVXXxEZGcmOHTsYOHCgscLUijarW2rjypUrTJ8+HSsrK8aPH0+zZs1wdXUlT548WFhYsH37dqZPn45SqdTL9fTJULEb6rw7duzg3LlzOh0D7/tZlytXTqt9ixUrBkBYWFiq+6g+3Kj21YWqhKRz586pvgaPHDnCq1evKFmyZIpSJ3hfKlW9enVOnz7NqVOnkiXMmTlWCJE2SbaFEAZ35coVANzc3FIkCjVr1qRDhw78/PPP/P777wZNtlWT6h48eJDqPqrJa4aalKiyb98+lEolffr0US9SkpSqZMKQVM8xtQl7r1+/1jiqbajYDXXec+fOZWiCZOfOnbVOtqtUqQJAREQEDx480NiRJOn7QBe3b9/m4sWLWFhYpFlCokr006qrzps3rzpOfR0rhEibtP4TQhicqtVZ9erVNT6uqqe9ceNGmolwZtWrVw+AvXv3aiz3OHDgAJGRkdjb26vbtBlKZGQkoLks5e3btwQFBRn0+gB169YF3ie5SVu9qezevVvjcZmJXVUbnpCQoNfzpmXu3LncvHlT5/+0nXgL7zuNVKtWDYA9e/akePzs2bPqnu669mP/+eefAahfv36qbQXh/z48/fvvvxo/JMXFxanfix+WDmXmWCFE2iTZFkIYnKqMJLVk++OPP1ZPKjRkktmmTRuKFi3Ks2fP8PPzU0+8g/ej3aolsvv27Wvw5ahVI6a7d+8mKipKvf3t27fMmDEjw+3hdKFqoff48WMWLVpEYmKi+rFbt26p2zF+KDOxq5K6f/75R6/nNQVDhw4FYPXq1erXPLyf8Pm///0PgD59+qhHiFUWLlxI69atWbhwYYpzxsXF8dtvvwGae2sn1ahRI+zs7FAoFPj4+CSrbX/37h1+fn48fvwYGxsbWrdurbdjhRBpkzISIYRBPXnyhJcvXwKpJ9sWFhZ4eHiwYcMGDhw4wIABAwwSS65cufD392fQoEFs3bqVY8eO8fHHHxMdHU1wcDBv376lYcOGfPPNNwa5flJdunRh48aNXLt2jebNm1OnTh2srKw4e/YsCoWCr776io0bNxo0BltbWxYsWMDgwYNZv349Bw8epFq1akRERBASEkLTpk25evUqjx490lvsrVq14vTp00yYMIGGDRuSL18+4H1/dVO4J5nRokUL+vbty6ZNm+jZsyfu7u7Y2dlx6tQpXr9+Ta1atdQLIiX1/Plz/vvvP54/f57isSNHjvDy5Uvy5cuHh4dHmtd3cXFhxowZTJkyRb0KZ7Vq1bC2tubKlSs8ffoUS0tLpk6dmmKEPDPHCiHSJiPbQgiDUtWpFixYUL2ohyaq0bKLFy9qTDr0pXr16uzevZvevXtjaWnJgQMHOHv2LFWqVGHGjBkEBATotHR1RuXLl4+ff/6ZXr16kS9fPo4dO0ZoaCiffvopu3btonLlygaPAd6X1vz00094eHjw+vVrDhw4wJMnTxg1ahSLFy/We+xffvkl48aNo1ixYhw9epSff/6Zn3/+mefPn5vMPckMHx8fFi9eTI0aNQgNDeXo0aMUKVKEcePGsWHDBmxtbXU6n2piZLt27bT6tqVjx4788ssvdOnSBXt7e06dOsWxY8ewtramffv2bN++nS+//FLvxwohUmehNMWp7kIIIYQQQpgBGdkWQgghhBDCQCTZFkIIIYQQwkAk2RZCCCGEEMJAJNkWQgghhBDCQCTZFkIIIYQQwkAk2RZCCCGEEMJAJNkWQgghhBDCQCTZFiKLNWvWjIoVK6r/q1SpEjVr1qRRo0b07duXefPmcenSpTTP0bdvXypWrMjp06ezKGrT9PDhQypWrEizZs2MHQqTJ0+mYsWK7Ny509ihmKzTp09TsWJF+vbta+xQMiSrX2+ZuV+q3y+mKjExkW3bttG9e3dq1qxJzZo16d69O9u3bycjy3+EhYWxbds2pk2bRpcuXahatSoVK1Zk6tSp6R4bGxtLQEAAHTt2pEaNGtSsWZOuXbuyadMmEhISMvL0hEhGlmsXwkhq1apFqVKlAFAoFISHh3P9+nVCQkJYv3499erVY86cOTl6aeRmzZrx6NEjDh06RPHixY0dTobs3LkTb29vOnfuzNy5c40dTpr69u1LSEgIGzdupH79+jofbw7/XsLwEhIS8PLyIigoiDx58uDu7g7AqVOnmD59OidPnmTx4sVYWmo/Hrh//378/Px0jiUiIoJ+/fpx48YN7O3tqVWrFpaWlly8eBFfX18OHz7MqlWrsmRVWWG+JNkWwki6d+9Oly5dkm1TKpUcO3aMOXPmEBISwhdffMG2bdtSJNzz5s0jNjaWokWLZmXIJqdw4cLs3bsXGxsbY4fC2LFjGTRoEIUKFTJ2KEKYtE2bNhEUFEThwoXZsmWL+vfbgwcP6NWrF/v27aNu3br06dNH63MWL16cvn37UqVKFapUqcKff/7JqlWr0j3u22+/5caNG1SoUIHVq1fj6uoKwIsXLxg2bBgnTpzg+++/Z8yYMRl7skIgZSRCmBQLCwsaN27Mjh07KF26NC9evMDHxyfFfkWLFqVcuXLkyZPHCFGaDhsbG8qVK0fJkiWNHQqFChWiXLly5M2b19ihCGGyEhMTWbt2LQDjx49PNpBQokQJxo8fD0BAQACJiYlan7dFixb4+PjQpUsXKlWqhLV1+mOJT58+Zf/+/QD4+PioE22AAgUKMGvWLAACAwOJiorSOhYhPiTJthAmKF++fEyZMgWA4OBgrly5kuzx1Gq23717x9q1a+nSpQs1a9akatWqfPrpp3Tt2pXvvvuOiIiIFNeKjY0lMDCQL7/8krp161K1alWaNm3K0KFD+f333zXuv3r1ajp37kzNmjX5+OOPadu2LYsXLyYyMjLF/knrXJVKJdu3b6dLly7UqFGD2rVr079/f0JDQ5Mds3PnTipWrMijR48AaN68ebI6d9XzTquGNmnN6v79+/nyyy+pVasWNWrU4IsvvuDo0aMa7316ta6p3XtNNdvNmjXD29sbgF27diV7Dn379iUxMVH93D68B0nNmDGDihUr8t1336W6T1JRUVH89NNPjBgxAg8PD2rUqEGNGjVo3749ixcv5vXr18n2V9UGh4SEAPDVV18lizW9OnRt/72SiouLY/Xq1bRt25bq1atTv359RowYwZ07d1Lsm/TfOSEhgR9++IFOnTpRs2bNFP9W//33H9OnT6dFixZUq1aN2rVr07t3b3799VeNsb9584bFixfTvn17atSoQdWqVWnYsCFffPEF/v7+xMXFaTxO29dyUk+ePGHWrFl4eHioY1N9e5WR2uDQ0FAGDhxInTp1qFmzJl26dOHnn3/W+TxZKTQ0lOfPn5MrVy5atWqV4vFWrVphY2PDs2fPuHjxokFjuXLlCkqlEhsbG+rWrZvi8UqVKuHi4oJCoeDYsWMGjUWYNykjEcJENWrUCCcnJyIiIjh58iRVq1ZNc//ExEQGDx7MqVOncHBwoE6dOuTLl49Xr15x79491q1bR/v27XFyclIfExYWxsCBA7l9+zZ58uShVq1aODk58fTpU86ePcutW7do3769ev+IiAg8PT25fv06Dg4OuLu7Y2NjQ0hICKtWrWLPnj1s2LAh1Xpdb29v9uzZQ+3atWnSpAnXr1/nxIkTnDlzhs2bN/Pxxx8DULJkSTp37sz+/fuJiYmhVatW2NnZqc9ToEABre/j0qVLWbFiBTVr1qRx48b8+++/hIaGMmTIEJYtW0bLli21PpeuWrVqxYULFzh//jwlS5akdu3a6sfKli2LpaUlffr0Ye7cuWzevJmaNWumOEdUVBS//vorlpaW9OrVS6vr3rhxg2nTpuHi4kKZMmVwc3Pj9evXXLlyhVWrVvHnn3+yfft2nJ2dgff3s3Pnzvz999+8ePGChg0bUrBgQfX50vvmQNd/r7i4OAYPHkxoaCh16tShXLlyXLp0iQMHDnD69Gl27dql8TWkVCoZMWIEf//9t/q4f/75R/34n3/+yaRJk3j79i1ly5alcePGvHnzhkuXLjFx4kSCg4OT1fXGxsbSq1cvbt26hYuLC+7u7tjZ2fH8+XP+++8/VqxYwddff62xTEnb17LKpUuXGDRoEBERERQtWpQWLVrw5s0bQkJCCA0N5cCBA6xcuVLr2uA///yTcePGkZCQQIUKFahQoQJhYWH4+Phw+/Ztrc5hDNevXwegfPny5M6dO8Xjtra2lC9fnmvXrnHt2jWN7wl9iYmJAd4PbqRWH+7s7MyrV6+4cuUKn3/+ucFiEeZNkm0hTJSFhQVVqlTh5MmTyRKK1Jw7d45Tp05RpUoVNm3ahIODQ7LHL1++TJEiRdQ/JyYmMmLECG7fvk3Dhg2ZP38+Li4u6sffvn1LcHBwsnP873//4/r163z88ccEBASok7Xo6Gi8vLw4duwY48ePZ9u2bSnie/ToESEhIfz++++UKVMGeD9Ratq0afzyyy8sXbqUdevWAVCnTh3q1KlDSEgIMTExTJw4McMT7jZt2sT27duTJT/Lli1j+fLlLFiwwKDJ9qRJk9i5cyfnz5+ndu3aGidIduvWjaVLl7J//368vb1TJKa7d+8mJiaGpk2ban0PihcvTmBgIPXr10+WRMTGxjJjxgx2797N0qVL+fbbbwEoV64cc+fOpW/fvrx48YLBgwfrNEFS13+v0NBQqlSpwoEDB9RJ/du3bxk+fDjHjx9n9erVzJw5M8Vxjx8/JjExMdlrSOXmzZtMnDgRCwsLli1bhoeHh/qxR48eMXToUHbu3En9+vXp1KkT8P4bj1u3btGoUSNWrFiRLKlOTEzk7Nmz2NrapohDl9cyvP/GycvLi4iICL744gt8fHzU13rw4AH9+vXj+PHjWtcGP3/+nKlTp5KQkIC3tzeenp7qx06dOsWQIUPSPYcmqveFrvz8/FLMP0nNw4cPAZKVbHyoSJEiXLt2Tb2voeTPnx+Aly9fEh0djb29fbLHExMTefz4MYDBYxHmTcpIhDBhqmRWU/nHh168eAFA7dq1UyTaANWqVVOfD+Cvv/7iypUrFCxYkKVLlyZLtAFy585N48aN1T8/fvyYffv2YWFhwcyZM5Ody97eHl9fX3Lnzk1oaCjnz5/XGKOPj0+yJMnKykqdXISEhKT6lX1mjBo1KsUo45AhQ8ibNy93794lLCxM79fURd68eenUqRNxcXH89NNPKR7fsmULgE6TxYoUKcInn3ySYrQuT548zJgxA2tra/bt25e5wDPBwsICPz+/ZKPnuXPnZtSoUQCcPHky1WPHjBmTItEGWLVqlTqpTZpoAxQrVozZs2cDsHHjRvV21Xvm008/TTF6bWlpSb169VIdadbltfznn3/y6NEjChUqxNSpU5Ndq0SJEkyaNAl4/8Hw7du3qT53lZ9//pno6Ghq1KiRLNEG+OSTT+jZs2e659CkcuXKdO7cWef/dJkzER0dDZDmfBPVtyKqfQ2levXq6jh27NiR4vHdu3cTGxubJbEI8yYj20KYMNUEIQsLi3T3dXNzw8rKil9++YUyZcrQsmXLNDtj/P333wC0b98+xYiOJmfOnCExMRE3NzcqVaqU4vHChQvTsGFDDh06xOnTp6lVq1ayx62trfnss89SHFewYEEcHR2JjIwkIiIiWQKmD02bNk2xLVeuXJQoUYJr167x9OnTNEfZskLfvn3ZunUr27dvZ/DgwerJXadOneLff/+lTJkyfPrppzqf9/z585w9e5awsDAUCoW6f7GNjQ2vXr0iMjISR0dHvT4XbRQtWlTja6hcuXLA+4lrqdFU55uYmKiuqU3tq/5q1aphZ2fH9evXefv2Lblz56ZatWoArF27FicnJ5o0aZKszCo1ur6WVbXwbdu21Zi8e3h4qI+7cuVKsnIjTVTnS1rilVTnzp2TfajQVosWLWjRooXOx2VXDg4OfP3116xYsYJFixZhaWlJ69atsbKy4q+//mLOnDnY2NgQFxen1e9gIVIjybYQJiw8PBxAq4SoZMmSeHt789133zFz5kxmzpxJsWLFqFGjBk2aNKF169bJ/tCrvh4tW7asVrGoEqC0ygNUI1yakqWCBQum2qLPwcGByMhIrUb1dJVae0TV6L8hrqmrsmXL8umnn3L8+HEOHjxI69atgf8b1e7Vq5dOf+xfvnzJyJEjOXfuXJr7RUVFGSXZTu3Djerf5N27dxofz58/v8YR0YiICHW3iKTfxqQmIiKCwoULU79+fQYNGsS6deuYNGkSFhYWlCpVilq1atG8eXOaNWumsZZX19dyeu8dCwsLihcvTmRkZJofNFSePHmS5vlMuce56oO9asRYE1UttTaDAJk1YsQIXr16xbZt25g9e7b6GxCAunXrUrZsWbZv326U94kwH5JsC2GilEqlejJRhQoVtDqmb9++tGnThr/++otz585x7tw5/vjjD/744w+WLVvGli1bjNYHWpcFKkz5urq0I9PFV199xfHjx9myZQutW7cmLCyMv/76Czs7O63rYVWmTp3KuXPnqFmzJiNHjqRSpUrky5dPnSA2bNiQ58+fZ2ilPn3I6L+JpvppSP5v0rlz53TPkzRRHj9+PF988QWHDx/m3LlznD9/np07d7Jz506qVavGxo0bk032zEz8pu7gwYMcPHhQ5+O6detGnTp1tNq3WLFiAGmWb6X3YUKfrKys+N///kevXr3466+/CAsLw87Ojnr16tGkSRMmTJgAYNKrcQrTJ8m2ECbq6NGj6lZ6DRs21Pq4AgUK0KNHD3r06AHAnTt3mDp1KqGhoSxcuJB58+YB/ze6+O+//2p13sKFCwPvJ3SlRvWYat/sSPW1cVRUlMbad9U3AvrWqFEjSpcuTUhICP/88w979uwhISGBjh07aowjNTExMRw7dgxLS0tWr15Nvnz5UjyuqlU2F87Oztja2qJQKJg4cWKK+QfpUS2IoloW/dKlS0yYMIHLly+zdu1adS15Rmnz3lFNwNPmvVO4cGH+/fdfdavFD6W2PT3Xr19n165dOh9Xr149rZPtKlWqAPDPP/+oy3mSUigU6gnhqn2zgqaWn0qlUj3/pEGDBlkWizA/5vnxXIhs7s2bN+oWZZ9++imVK1fO8LnKlSvHwIEDgf9ruwXvkzuAPXv2qL+2TUvdunWxtLTk+vXr3LhxI8Xjz549U9eBZ2Spb01UI5AZ6UGcUaqRf00fQm7cuKHzhErVc4iPj09zPwsLC3Wy98MPP6gnbOkyMRLev3YSEhJwcHBIkWgD/Pbbb6mOaGf2fhvj3wvej06qkqE///wz0+erXr26us1i0vdMRtWrVw+AvXv3aixbOnDgAJGRkdjb26fb4hNQ94TW1Acf3k/sy4iRI0dy8+ZNnf/T5ZuXmjVrUrBgQd69e6deUCap/fv3ExcXR6FChVJMbM5qf/75J48fP1avWSBERkmyLYQJUSqVHD16lG7dunH37l0KFiyoXsUsPadOneLo0aMpOnoolUqOHDkCJK9fbtasGVWqVOHZs2eMHj1aXR+u8vbt22QLvxQtWpTWrVujVCqZPn16sv1jYmKYPn06b9++pWbNmikmR2aUapRPm9aH+qJK2pYvX56sdvjhw4dMnjxZ59ILVbtFTYu1fKhz587kzZuXX375hZcvX1K/fn0++ugjna5XoEABHB0def36dYqk68KFCyxatCjVYzN7v43x76UyYsQIbGxsmD9/Prt27dJY7nPr1i2CgoLUPx84cEA98TepuLg49QdHVdlDZrRp04aiRYvy7Nkz/Pz8kn3wevDggbolZN++fTX2nv5Qt27dsLOzIzQ0NMVEyNOnT2tsvWkqLC0t1R/+FyxYkGy0/8GDByxcuBB43zHow3KdzZs307p1ayZOnKi3eJ4+farxA/Thw4eZNm0auXLlYsaMGXq7nsiZpIxECCPZsWOHuqvAu3fvCA8P59q1a+o2f/Xq1WPOnDla/7G/efMmfn5+ODg4UKVKFQoVKsTbt2+5du0ajx49Im/evIwePVq9v6WlJcuXL2fAgAEcO3aMpk2bUrt2bfWiNjdu3CBfvnz89ddf6mOmT5/Ov//+y8WLF2nZsiX169fHysqKM2fO8OrVK4oXL86CBQv0do9atWrF6dOnmTBhAg0bNlSP1A4YMEDriZ26GjJkCPv37+fo0aO0atWKatWq8erVKy5fvkytWrWoWbNmmqsEfujjjz+mUKFCXLt2jc6dO1OhQgWsra0pU6aMOulQsbe3p0uXLmzYsAHQfVQb3o/yDh8+HD8/PyZNmsSPP/5IiRIlePz4MaGhoXTo0IGzZ89qLDVo1aoVO3fuZP78+Zw6dQoXFxcsLCzo2rWrVh+gjPHvpeLm5sb8+fPx9vZm8uTJLFmyhI8++ghnZ2ciIyO5desWT5484fPPP1e3BgwJCWHjxo04OztTpUoVXFxciI6O5uLFi7x8+ZLChQun+DfKiFy5cuHv78+gQYPYunUrx44d4+OPPyY6Oprg4GDevn1Lw4YN+eabb7Q6X+HChfH19WXChAnMnj2bHTt2UKFCBfViVP369SMwMDDTcRtK3759OXv2LAcOHKB9+/Z88sknwPsBg9jYWFq1aqVxAafw8HD+++8/jR2Lnj17xogRI9Q/q+q+//rrL3VJHcC3336Lm5ub+ufLly8zYsQIKlWqRPHixbG2tubmzZv8+++/2NnZ8f3332vsnCOELiTZFsJIzp8/r64HtLOzw8HBgQoVKlC1alXatGlD9erVdTpfs2bNiIqK4uzZs9y7d4+LFy9ia2tLkSJFGDx4ML179062qA28H7X75Zdf+PHHH9m/fz+hoaHExcVRsGBB6tatm6K1mLOzM9u2bWPTpk3s3buXEydOkJiYSPHixenRowf9+/fX66z9L7/8kujoaH777TeOHj2q/gq+Q4cOBkveSpQowbZt21iyZAmnT5/m8OHDFCtWjKFDhzJw4ED69++v0/ly5crFunXrWLx4MRcuXODGjRskJiZSr149jYlcw4YN2bBhA66urjRv3jxDz8HT05PixYuzdu1a7ty5wz///EPZsmWZPn06X375ZarnbdKkCb6+vmzdupXg4GB1x4jatWtrlWwb498rqTZt2lCtWjU2bdrEyZMnOX/+PAkJCRQoUICSJUvSu3dvdacXgC5dumBra8u5c+e4ffs2r169Im/evLi6utKvXz969OiRrJ98ZlSvXp3du3ezZs0ajh07xoEDB8iVKxdVqlShY8eOdO/eXd3yURtt27alcOHCrFy5kgsXLvDgwQPKlCnD//73P3r27GnSybaVlRVLly7lp59+YseOHerFsz766CO6detGz549dW619+7dO43Lu7969YpXr16pf1Z1rVEpX748nTp1IjQ0VP37zNXVFU9PT/r375+t558I02GhNNZ0dCGEECmMHz+e33//nbFjx2Z4JUAhhBCmQ2q2hRDCRNy8eZM///wTOzu7DK8CKIQQwrRIGYkQQhjZ1KlTiY2N5dixY8THxzN69GitVjIUQghh+qSMRAghjKxixYpYWlri6upKt27dGDZsmCwPLYQQZkKSbSGEEEIIIQxEaraFEEIIIYQwEEm2hRBCCCGEMBBJtoUQQgghhDAQ6UZiYB8ugf0hR0dHIiMjsyia7E/ul/bkXulG7pf25F7pRu5X2ixevMCpQoVk2yJu3UJZoICRIso+5LWlPX3fK10WvJKRbSOztJR/Al3I/dKe3CvdyP3Sntwr3cj9EoYiry3tGfNeyb+SEEIIIYQQBiLJthBCCCGEEAYiybYQQgghhBAGIsm2EEIIIYQQBiLJthBCCCGEEAYiybYQQgghhBAGYrZ9tn/99VfOnTvHlStXuHXrFnFxcfj5+dGlSxetz3H69Gm++uqrVB/X9XxCCCGEECJnMdtk29/fn0ePHuHs7EyhQoV49OhRhs9Vr1496tWrl2J75cqVMxOiEEIIIYQwc2abbPv6+lKqVCmKFSvG6tWrWbhwYYbPVa9ePUaOHKnH6IQQQgghRE5gtsl2gwYNjB2CEEIIIYTI4cw22danu3fvEhgYyNu3bylcuDCffPIJhQsXNnZYQgghhBDCxEmyrYU9e/awZ88e9c/W1tb06dOHiRMnYmVlZcTIhBBCCGFqFAoFERERJCYmkpCQQFRUFE5OTjg7O2Nra2vs8EQWk2Q7DS4uLowbN46mTZtSrFgxYmNjCQ0NZeHChQQGBmJhYcHkyZPTPIejoyOWlml3WHR2dtZn2GZP7pf25F7pRu6X9uRe6UbuVxri41NscnJygmx6zx48eMCIESMYOHAg/v7+HDp0SP2Yh4cHa9eupUSJEnq7nry2tGeseyXJdhrKly9P+fLl1T/b2dnRokULPv74Yzp06MCmTZsYNGgQ+fPnT/UckZGRaV7D2dmZ8PBwvcVs7uR+aU/ulW7kfmlP7pVu5H6lzSIiAqcPtkVERKC0zn4pikKhYODAgdStWzdFog0QFBTEwIEDCQwM1MsIt7y2tKfve6VL4i6L2mRAwYIFad68OfHx8Vy8eNHY4QgNHj9+jLu7e7LyH22dO3cOd3d3zp07l+6+165dY9CgQTRp0gR3d3du3brFmjVrcHd3z0jYQgghMkmhUBAWFsaNGzcICwtDoVBk2bXDw8MJCgrC3d09RaKtEhQUJAlyDpP9PjaaCNUnmtjYWCNHIowlPj6eKVOmkDt3bry8vMidOzdFihTRuG9gYCBlypShcePGWRylEELkHJGRkQwZMoSgoCD1Ng8PDwICAnB0dMyS6wPpJviRkZG4uroaPB5hGmRkO4NUI9rFihUzciTCWB4+fMiTJ0/o1asXnTp1ok2bNuTLl4+vv/6ao0ePJtt3w4YNKbYJIYTQH4VCkSLRhvcjyUOGDFEnwPoY+U7tHKqEPr0SkaxI/IXpkGQbePXqFXfu3OHVq1fJtl+5ckXj/hs2bOD06dOULl2aatWqZUWIwgSpvgbMmzdvsu3W1tbkzp3bGCEJIUSOpSrh0CQoKIiIiAgiIyPx9PTEzc2NBg0a4ObmhqenZ7rzq5JK6xzOzs54eHgQHBxM8+bNNR7v4eEhkxr1SKFQsG/fPpMuzTHbMpIdO3aoa25v3bql3hYSEgJA7dq16d69OwBbtmxh+fLljBgxItlKkaNGjcLa2pqqVatSuHBhYmNjuXjxIteuXSNfvnzMnz9fWv+lYs2aNaxbt46ffvqJdevWcfz4cWxsbOjcuTODBw/m2bNnLFiwgHPnzmFra0vv3r3p3bt3snO8evWKlStXcvz4caKjoylZsiQDBw6kSZMmyfZ78+YNixcv5ujRo1hYWNCoUSO++OILjXHdvXuXgIAAzp07h0KhoGzZsvTv359GjRrp9PxmzpzJ3r17AZgyZQoANWvWZOXKlernHhwcDKCu3967d6/6mM8//5zp06frdE0hhBCpSy9hTkxMTHPkW5tJi+mNnm/YsIGAgABGjx7N6NGjAVJ0IwkICJD2f3oQHx/Pli1bmD9/Po8fP6ZXr14sX77c2GFpZLbJ9rlz59i1a1eybefPn+f8+fPqn1XJdmq++OILjh8/zpkzZ4iIiMDS0pKiRYvSr18/+vfvn2p9rj4olUpiYmIMdn5t2dnZYWFhkeHjfXx8KF26NMOHD+fkyZP88MMP5MuXj927d1O7dm2++eYb9u/fz7Jly6hSpQo1a9YE3v9CGz58OA8fPqRbt24ULVqUv/76i8mTJzNmzBh69uwJvL9PEydO5OLFi3Tu3JnSpUtz9OhRZs6cmSKWf//9l8GDB1OwYEH69u1Lnjx5OHToEJMmTcLPzy9FEp+Wzp07U7BgQTZs2ECPHj2oXLkyLi4uGvf99ttv8fPzo0qVKnTs2BGA4sWL63gnhRBCpCW90oyEhIQ0R77Dw8PTraNOb/T81atXuLq6smrVKiIiIvD395c+23qWmJjIrl27mDt3Lnfu3AGgaNGi9OnTx8iRpc5sk+25c+cyd+5crfYdOXJkshFtlcGDBzN48GB9h5YupVJJmzZt1KPwxlS/fn327t2b4YS7SpUq6l7knTp1onPnzixdupRhw4bx1VdfAe8/6bdr147ff/9dnWz/+uuv3L17lxkzZtC6dWsAunTpwsiRIwkICKBdu3bY29vz999/ExoayogRI9RvtC5duvDNN9+kiGXRokUULlyYH374gVy5cgHQtWtXBg8ezPfff69Tsl2tWjXevXvHhg0bqFGjBs2aNUt13zZt2vDdd99RtGhR2rRpo/U1hBBCaE9VwqEpGfbw8CAqKirN47WZtJje6LnqHLa2tgYdkMuJlEolBw8exNfXl8uXLwOQP39+xowZQ//+/U36Q4zUbJuozIwmm5IOHTqo/7+VlRWVK1dGqVQm2543b15KlSrF48eP1dtOnjxJ/vz58fDwUG+ztramb9++xMTEEBoaqt7PysqKLl26JLvOh99aREZGcu7cOZo3b05MTAwRERHq+j13d3cePHjAs2fP9P78hRBCZA1bW1sCAgKS/d2A/yvdcHJySvN4bSYtprePTHw0jFOnTtG2bVt69uzJ5cuXcXBwYPLkyZw/f57hw4ebdKINZjyynZ1ZWFiwd+9esygjKVy4cLKf7e3tyZ07d4pfevb29rx+/Vr985MnTyhRokSK1TfLlSunflz1vwUKFMDOzi7ZfiVLlkz288OHD1EqlaxevZrVq1drjDU8PJxChQpp/+SEEEKYFEdHRwIDAwkPDycyMhJHR0d16Ubu3LnTHPlObdKiQqFQn69AgQIZOkda50wao0ju0qVLzJo1S133bmtry8CBAxk9enSaCwqaGkm2TZSFhQX29vbGDiPTNE0gTW35eqVSabA4VOfu3bs39evX17iP1FELIUT2Z2tri6ura4qSENXId2p9uDUlux/27ba3t1cvlqbtOdI7Z9LjZWT8vX/++Yc5c+bw66+/Au+/2e7Tpw/jx4+naNGiRo5Od5JsC5NUpEgRbt++TWJiYrLk/N9//1U/rvrfM2fOEBMTk2x0+/79+8nOp3pzWltbU69ePUOHn4K5lAUJIUR2ltbI94c0dR6Jjo6mXbt2LF68mEWLFvH69WudRqbT62air2Xcs6uHDx8yb948tm7dSmJiIhYWFnTt2pXJkydTtmxZY4eXYVKzLUxSgwYNePnyJQcPHlRvi4+PZ9OmTdjZ2aknUjZo0ICEhAR27typ3i8hIYEdO3YkO5+Liwu1atVi165dvHjxIsX1DN2f09bWNt3JOUIIIQxPNfJdqVIl9WRGTVLrPBIdHc3gwYOxsLBI9xzanhNy9jLuz58/x9vbmzp16rBlyxYSExNp3bo1x44dY/Xq1dk60QYZ2RYmqmPHjuzatYtZs2Zx48YNXF1d+euvvwgNDWXMmDHqEpuGDRtSvXp1VqxYQVhYGGXKlOHIkSMaE9sJEyYwZMgQevfuTceOHSlatCivXr3iypUrPHv2jM2bNxvs+VSqVIkzZ87w448/UrBgQVxdXalatarBrieEECJz0us88ubNG5ydnXWqvda2m0lO8fr1a5YtW8aqVauIjo4G4NNPP8XHxyfVks/sSJJtYZJsbW1ZsWIFK1asYO/evepFbfz8/GjatKl6P0tLS+bPn8+SJUvYt28fFhYWfPbZZ4waNUrdWlClTJky/PDDD6xbt44//vhDvdpXhQoV6N+/v0Gfz+jRo5k7dy4BAQG8ffuWzz//XJJtIYQwYWnVT9vb2+Pi4oKnp6dOtdepbbe3t8fLywt7e3tu3Lhh9pMmY2JiWLt2Lf7+/urR/Bo1auDj40PTpk3NrvTSQmnIWWki3a+EVJ+KhXbkfmlP7pVu5H5pT+6VbuR+pc3ixQucKlRIti3i1i2UBQoYKaL3FAoFnp6enDhxAi8vL9zd3VEoFOTJkwcHBwfmzJmTaleS1GqvVedMepy9vT1bt25l6dKlyUonPTw8WL16Nbly5Up19Dy7vbbi4uLYvHkz8+fPV3cVK1++PFOnTqV9+/YGTbL1fa+07TwDUrMthBBCCJGCra0tq1evZs+ePQQHB9O+fXu6d+9Ou3bttFqNMrVzftgL3MvLK0WiDXDixAn+++8/PD09cXNzo0GDBri5ueHp6ZluOYqpUc2lql+/PuPGjVO3912+fDknTpygQ4cOZjeanZSUkQghhBBCaJArVy78/PzUfZ5VXr16leZxadVef9gRxd7entmzZ6fYz8vLC19f3xTXTtq5xNQplUr27duHr68v169fB6BgwYKMGzeOfv36kTt3biNHmDVkZFsIIYQQQoPUuoekV0udXr/spB1RVBMDP+Tu7p4i0VbJDp1L/v77b1q1akXv3r25fv06+fLlw8fHh/PnzzN48OAck2iDjGwLIYQQQmiUWrlGcHAwzZs315gM67KSJKSemCsUigzFZmznz59n1qxZHD16FIA8efIwZMgQRo0alWL16JxCkm0hhBBCCA1SS4SXLFnC1q1bsbKyyvBKkirOzs4al4DP7Oh5Vrtx4wZz5sxRr7BpY2NDv379GDt2rHohupxKkm0hhBBC5GgKhUJjx4/UEuHo6GjWrl3L2rVrefPmjdZ9tjVJbRn5sLAwjdeG1EfPU3sehnT//n3mzp3LTz/9pF71sWfPnkyaNIlSpUoZ9NrZhSTbQgghhMixIiMjUyS6Sftla0qEPTw88Pf3x8HBAQcHh0wvRKNpGXkXFxdatmyZamwfJtHpPQ99e/r0KYsWLSIwMJC4uDgA2rVrh7e3N5UrV9b79bIz6bNtYNJnW7/kfmlP7pVu5H5pT+6VbuR+pc2YfbY19b1WSdov2xgjxkljTK/PtrbPQx8iIiJYtmwZAQEBxMTEANC4cWOmTZtGrVq19HINQzBmn20Z2RZCCCFEjpRatxH4v44frq6u6u4hxlhKXZtra/s8MiM6OprVq1ezdOlS9eTM2rVrM23aNBo1apSpc5s7SbaFEEIIkSOl19EjrX7ZpsSQz+Pt27ds2LCBRYsW8ezZMwAqVaqEj48Pbdq0MevFaPRFkm0hhBBC5Ejp1TKbWseP1BjieSQkJPDTTz8xd+5cHjx4AECpUqXw9vama9euWFlZZSjWnEgWtRHCzOzZswd3d3cuX75s7FCA/4tHtXqYPsycOZNOnTqlu9/jx49xd3dXt6ISQoikVN1GNNG1X7aKQqEgLCyMGzduEBYWlm6/bH3Q5/NQKpX8/vvvfPrpp3zzzTc8ePCAIkWKsGDBAk6fPk2PHj0k0daRJNvCIC5dusSaNWt48+aN0WJQKBSsWbOGc+fOGS0GXZw8eZI1a9Zovf/PP/8sSaQQQmSCqu3eh4lqRvplw/tyDU9PT9zc3GjQoAFubm54enoafAEaW1tbVqxYQYsWLZJtb9GiBStWrNDqeSiVSg4fPkyLFi3o168ft27dwsnJiRkzZnD27Fn69+9Prly5DPUUzJok28IgLl++zLp164yebK9bt47z588bLQZdnDx5knXr1mm9/86dO/njjz8MGJEQQpg/Vdu9q1evcvLkSa5evUpgYKDOpRcKhSJF6z14P0FxyJAhBh3hVigUjB07lvr16/P777+zY8cOfv/9d+rXr8/YsWPTvfaZM2fo2LEjXbt2JTQ0FHt7e8aNG8eFCxcYNWoUdnZ2Bos9J5CabWF0iYmJxMXFkTt3bmOHkuMplUrevn2bZS2thBDCFOij20hWdARJ69q//fYbv/32m8bH/fz8NF772rVrzJ49mz///BOAXLly8fXXXzN27FgKFixokFhzIkm2TVVCAhYm0JdV6ewMOtZmrVmzRj1C26VLF/X2nTt3UrRoUdzd3enWrRtVq1Zlw4YN3L9/nzlz5tC4cWOePXvG6tWrOXHiBFFRURQvXpxevXrRvn179Xni4uL44YcfOHHiBA8fPiQhIYGKFSsyePBgateuDbyv1VVde926dep4BgwYwKBBg5g5cyaHDx9m69atzJ8/n/Pnz+Pg4EC/fv3o1q0bt2/fZvHixVy9ehUnJyeGDRtGq1atkj3PN2/esHbtWg4fPkx4eDiFCxemQ4cO9OnTB0tLy2RxjBw5Ent7ezZt2sSzZ8/46KOPmDBhAlWqVAHe1yDv3bsXAHd3d/U1goODNd7jTp068eTJk2T716xZk5UrV6r3effuHUuWLGHfvn0oFArq16/P5MmTk9XuderUiXLlytG9e3dWrVrFv//+y/Dhw/niiy+0en4ABw4cYPPmzeoJNK6urnTo0IGePXsmi1mbeOB9ecwvv/zCw4cPcXR0pHHjxgwdOpS8efNqvBdJ/z0WL17M0aNHsbCwoFGjRnzxxRdpHiOEEPpizM4mul77v//+w8/Pj19++QWlUomlpSWdOnWiT58+VKxYMd3ft0I3kmybIJvdu7GbNAnL58+NHQqJBQsSM28ecVpMRlNp0qQJDx48ICgoCC8vL/VXcUmTqrNnz3Lo0CG6deuGo6Mjrq6uvHz5koEDB2JhYUH37t1xcnLi1KlTzJ49m+joaHXiFB0dzW+//UbLli3p2LEjMTEx/P7774wePZr169dToUIFnJ2dmThxIt999x2NGzemSZMmAHz00Uf/99wSExkzZgw1atTgm2++Yf/+/SxYsCBZDV+TJk3YtWsXM2fOpFq1ahQtWhR4/5XdsGHDeP78OZ06daJIkSJcvnyZlStX8vLlS8aMGZPsnuzfv5+YmBg6deqEhYUFmzdvZvLkyezcuRNra2s6d+7MixcvCAkJ4dtvv033Ho8ZM4aFCxeSJ08ePD09AXBxcUm2j6+vL3Z2dgwYMICwsDC2b9/OggULmD17drL97t27x/Tp0+nUqRMdO3akZMmSWj+/06dPM23aNOrUqcPw4cMBuHv3LpcuXUqRbC9cuJB8+fKlGY/qg1rdunXp0qUL9+7dY9euXVy/fp3Vq1djba35V5ZSqWTixIlcvHiRzp07U7p0aY4ePcrMmTPTvZdCCKEPxuxsou21Hz9+zIIFC9i8eTPx8fEAfP7550RGRrJz50527twJGHblyZxIkm0TZOflheXr18YOAwDL58+x8/IiUodku3z58lSsWJGgoCAaNWqkTlCTun//Plu2bKFMmTLqbbNnzyYxMZEtW7ao3+BdunRh2rRprF27Vt19Im/evOzatQsbGxv1sR07dqRnz57s2LGDqVOnkidPHpo1a8Z3333HRx99RJs2bVLE8PbtW1q3bk2/fv0AaNWqFe3atWP27NnMnDmTli1bAlCvXj169uzJH3/8waBBgwD48ccfefToERs2bKBkyZIAdO7cmQIFCrBlyxZ69epF4cKF1dd6+vQpO3bsIF++fACULFmSiRMnEhwcTMOGDalWrRolS5YkJCREY6wfaty4sfoXYWr7Ozk5sXDhQnUP1MTERHbs2EFUVBQODg7q/R4+fMiSJUuSjaivX79eq+d38uRJ7O3t8ff3T3d2uqOjI0uXLk01nvDwcDZu3Ej9+vVZvHixevS8dOnSLFiwgH379tGuXTuN5/77778JDQ1lxIgR9OnTB3j/2vnmm2/SvZdCCKEPqo4gqa3imJHOJvq6tlKpZPr06axdu1Zdv928eXMmTJjAokWLOHHiRLJjVHXm+lx5MieTCZLCKGrWrJks0VYqlRw5coSGDRuiVCqJiIhQ/1e/fn2ioqK4efMmAFZWVupEOzExkcjISBISEqhcubJ6H2116NBB/f/z5s1LqVKlyJMnT7IZ3aVKlSJv3rw8fvxYve2vv/7i448/Jl++fMlirVu3LgkJCYSGhia7TosWLdSJNkCNGjUAePTokU7x6qJHjx7JFhuoUaMGCQkJhIWFJdtPVdqTlLbPz8HBAYVCQUhISLrxqEb1U4vnzJkzxMXF0bNnz2RlKh07dsTe3j7FH4OkTp48iZWVVbKyJSsrK7p3755uXEIIoQ/67myij2s3a9YMNzc3PvnkE5YvX64u4duzZw87duygRIkS6daZi8yTkW0TFLNkicmVkejbh6Pd4eHhvHnzht27d7N7926NxyR90//xxx/8+OOP3Lt3T/1VmKbzpiV37twpRhrs7e0pWLBgihWx7O3teZ3k24YHDx5w+/ZtWrdunW6sQLJRbkCdeBuyW8uH90JVg/fhNTXdM22fX9euXTl06BBjxoyhYMGC1K9fn+bNm/PJJ5+kOObDe/BhPKoa9FKlSiXbz8bGhmLFiqkf1+TJkycUKFAgxYx51ai8EEJkBVVnk/DwcCIjI3F0dMTZ2TlLRoeTXvvZs2fs27ePtWvX8tdffwFQtWpVpk2bRosWLdR/48xlBU1TJ8m2CYrr1InI9u2z7QRJbXzYeUSpVALQunVrPv/8c43HqOqt//zzT2bNmkXjxo3p06cPzs7OWFpasnHjRh4+fKh1DElHT5PSplm/UqmkXr166pKFD32Y5KV2TtXzNoTUnt+H19TUBUbb5+fi4sKmTZsIDg7m1KlTnDp1ij179vD5558zffr0ZMcY4x4IIURW00dnk4yytrbm4MGDfPfdd+pvTsuWLYu3tzedO3dO8XfBXFbQNHWSbJsqKyuUBQoYO4os4+TkhJ2dHYmJidSrVy/NfQ8fPkyxYsWYO3dushHoDxeE+XB0Wp+KFStGbGxsurEakqk8PxsbGz777DM+++wzEhMTmT9/Prt27eLrr7+mRIkSWl+zSJEiwPsJm8WKFVNvj4uL4/Hjx9StWzfNY8+cOUNMTEyy0e379+9rfX0hhMiuEhMT+fXXX/Hz8+P27dvA+85QEydOpFevXsnmOCVlzDrznERqtoVB5MmTB4CoqCit9reysqJp06YcPnyYO3fupHg8aVmG6pN50hHRK1eucOXKlWTHqEZstY1BF82bN+fy5csaW/O9efMmWWmLtlT3TNvSEltbW4M8N9D++X34FaSlpSXlypUD3ifJuqhbty42Njb89NNPyf5tf/vtN6Kiovj0009TPbZBgwYkJCSoZ9IDJCQksGPHDp1iEEKI7ESpVHLgwAGaNWvGgAEDuH37Ni4uLsyaNYtz587Rr1+/VBNtMG6deU4iI9vCICpVqgTAqlWraNmyJdbW1jRs2FCdUGoyfPhwzp07x4ABA+jYsSNlypTh9evX3Lx5kzNnzqg/eTds2JAjR44wadIkPv30Ux4/fsyuXbsoU6YMMTEx6vPZ2tpSpkwZDh48SIkSJXB0dKRs2bLqZDAz+vTpw99//824ceNo27YtlSpVIjY2ljt37nD48GF27dqFk5OTTudU3bNFixZRv359rKys1B1RUtt/586drF+/nhIlSuDs7EydOnUy87TUtH1+c+bM4fXr19SuXZtChQrx5MkTduzYQYUKFShdurRO13R2duarr75i3bp1eHl58dlnn3Hv3j127txJlSpVUq0fh/evierVq7NixQrCwsIoU6YMR44cMdiHESGEMLbg4GDmzJnD8ePHgfcT1r/55huGDRuWbEJ+eoxZZ55TSLItDKJKlSoMHjyYXbt2ERwcTGJiIjt37kwz2c6fPz/r169n/fr1HDlyhF9++QVHR0fKlCmj7uEM0LZtW16+fMmuXbs4ffo0pUuXZsaMGRw6dCjF0uxTpkxh4cKF+Pv7ExcXx4ABA/SSbNva2rJy5Uo2bNjAoUOH+PPPP7G3t6dEiRIMHDgwWWs9bTVp0oTu3btz8OBB9u3bh1KpTDPZ7t+/P0+ePGHz5s3ExMRQs2ZNvSXb2j6/Vq1a8euvv/LLL78QFRVF/vz5adGiBQMHDky1ZjwtgwYNwtnZmR07drBkyRLy5ctHx44dGTZsWKo9tuH9iPr8+fPVi+ZYWFjw2WefMWrUKL766qsM3wchhDA1ly5dwtfXl4MHDwLvv8UdOHAgXl5e5M+fP0PnNGadeU5goZTZSQaVXtscZ2dnaa2jA7lf2pN7pRu5X9qTe6UbuV9ps3jxAqcKFZJti7h1K0fNW9LG7du38fPzY9euXcD78ssBAwYwcuTIZPNchGb6fh/qUs8uI9tCCCGEECbq4cOHzJ8/nx9//JGEhATgfdtVb29vateuLR/ksgFJtoUQQgghTMyLFy9YvHgx69ev5+3bt8D70r2pU6dStWpVI0cndCHJthBCCCGEiXj9+jXLly9n1apV6knen376KT4+PtSvX9/I0YmMkGRbCCGEEMLIYmNjWbt2LUuWLFGXhtSoUQMfHx+aNm1q0LUVhGFJsi2EEEIIYSRxcXFs2bKF+fPnExYWBkD58uWZOnUq7du3lyTbDEiyLYQQQgiRxVQtcf38/Pjvv/8AKF68OJMmTaJnz55ptjsV2Yv8SwohhBBCZBGlUsn+/fvx9fXl2rVrABQsWJCxY8fi6empXv1YmA9JtoUQQgghssDx48eZNWsWZ86cASBfvnyMHDmSIUOGZGgxNJE9SLIthBBCCGFAoaGh+Pr6cvjwYQDy5MnD4MGDGTVqlE6Lo4jsSZJtIYQQQmQphUJBeHg4kZGRuCQk4GTsgAzk5s2bzJ49mz179gBgbW1Nv379GDduHEWKFDFydCKrSLIthBBCiCwTGRnJkCFDCAoKAqAA8Ny4Iend/fv3mTdvHtu3bycxMRELCwt69OjBpEmTKF26tLHD0yjpByBHR0ecnZ2xtbU1dlhmQZJtIYQQQmQJhUKRLNE2N8+ePWPRokX88MMPxMXFAdC2bVumTJlC5cqVjRxd6j78AATg4eFBQEAAjo6ORozMPFgaOwAhhBBC5Azh4eFmmWhHRkbi6+tLrVq1WL16NXFxcTRu3JgDBw6wadMmk060U/sAFBQUxJAhQ1AoFEaKzHzIyLYQQgghskRkZKSxQ9Cr6Oho1qxZg7+/v/q51apVi2nTptG4cWMjR6edtD4ABQUFER4ejquraxZHZV4k2RZCCCFEpmlT82suJQnv3r1j48aNLFy4kKdPnwJQqVIlfHx8aNOmTbZa9TG9D0CRkZGSbGeSJNtCCCGEyBCFQkFERAQWFhaMHj063ZpfZ2dnPDw8sm0pSUJCAjt27GDu3Lncv38fgFKlSuHt7U3Xrl2xsrIycoS6S+8DkLl8QDIms63Z/vXXX5k+fTpdunShatWqVKxYkZ07d+p8nsTERDZt2kT79u2pXr067u7ujB07lgcPHhggaiGEECJ7iIyMxNPTky1btjBixAitan5tbW0JCAjAw8Mjq8PNFKVSyZ49e2jYsCHDhw/n/v37FC5cmAULFnD69Gl69OiRLRNt+L8PQJp4eHhIH3A9MNtk29/fn+3bt/P48WMKFSqU4fNMnz4dX19flEolffv25bPPPiMoKIhu3bpx9+5d/QUshBBCZBNJJ9W5u7tz6NAhjfupan6TcnR0JDAwkKtXr3Ly5EmO//13VoScYUeOHKFly5Z89dVX3Lx5EycnJ7799lvOnTtH//79yZUrl7FDzJTUPgCpvpmQ9n+ZZ7ZlJL6+vpQqVYpixYqxevVqFi5cqPM5goOD2bFjB3Xr1mX9+vXqN1S7du0YPHgws2bNYt26dfoOXQghhDBpSSfVpdetQlPNr62tLa6urri6umLx4oXB4syMM2fOMHv2bI4dOwaAvb09Q4cOZcSIEWZXWqH6ACR9tg3DbJPtBg0aZPocO3bsAGD06NHJPrk2btyYevXqcfz4cR4/fkzRokUzfS0hhBAiu0g6qS69hCy7JabXrl1jzpw57N27F4BcuXLx9ddfM2bMmEx9U27qkn4AEvpltmUk+nD69Gns7OyoVatWisc+++wzAEJCQrI6LCGEECJLKRQKwsLCuHHjBmFhYeTLl0/9WHBwMM2bN9d4XHaq+b179y5Dhw7ls88+Y+/evVhaWtK7d2/OnDmDn5+fWSfahvThaycn9u0225HtzIqJieH58+dUqFBB46SHUqVKAXDv3r2sDk0IIYTIMppWF1y9erW6q8iSJUvYunUrQLLa7exS8xsWFsbChQvZuHEj8fHxAHTo0IEpU6ZQoUIFI0eXvcnKlO9Jsp2KN2/eAODg4KDxcdV21X6pcXR0xNIy7S8QssunflMh90t7cq90I/dLe3KvdGPM+xUeHs7Tp0+JjIzEycmJQoUKaR1PeHi4xtUFx4wZw549e4D3kyC//PJLvLy8mDJlCra2tri4uFC4cGHtrvP/E9yknJycwMD37OXLl3z33XcsW7aM2NhYAFq1asXs2bOpXbu2Qa+tT6b6XkzttaPqUrNt27Ysj91Y90qSbQNLr1m8s7NzipnaInVyv7Qn90o3cr+0J/dKN8a8X5kdWQwLC9PYEzs6Opp27doRGhpKXFxcqpPqtHneFhEROH2wLSIiAqW1YVKUqKgoVq1axbJly9QDZvXq1WPatGl8+umngHZxmwJTfi+GhYVx4sQJpk6diru7OwqFgjx58nDq1CmWLFlCWFhYlsaj73ulS+IuyXYq8ubNC7x/U2qi2q7aTwghhDAlSdvzJaUaWQwMDEy3xCOtAaPo6GhevHhBpUqVssWkOoVCQWBgIIsWLeLF/++A4ubmxrRp02jZsmW2WvUxO3jz5g1bt27F39+f2bNnq7c3b96crVu38ubNm2zxutEHSbZTYWdnR8GCBXn48CEJCQkp6rZVtdqq2m0hhBDClCRtz/chVf/r9JIdc1hdMD4+nm3btjFv3jwePXoEQNmyZfH29qZz587plnqKjHFxcWHq1KkperCrfl65cqUxwjIKeYWloV69esTExHD+/PkUj/39/5vw161bN6vDEkIIIdKVXhljeo+D7qsLmlLnicTERHbv3s2nn37KqFGjePToEa6urixevJhTp07RtWtXSbQN6N27d6kudnTo0CHevXuXxREZj7zKgFevXnHnzh1evXqVbHuPHj2A96tRJn1RHD16lJCQEBo2bEixYsWyNFYhhBBCG+mNOjs5OaWbHOuyuqBq+XY3NzcaNGiAm5sbnp6eWiX1+qRUKjl48CDNmzenf//+/PPPP7i4uDBr1izOnj1Lv379sLGxydKYcqLXr19n6nFzYrZlJDt27ODcuXMA3Lp1S71N1Re7du3adO/eHYAtW7awfPlyRowYwciRI9XncHd3p3v37uzYsYMuXbrQuHFjnj9/zt69e3FycsLHxyeLn5UQQgihHdWotKZSkg4dOpA7d248PT3TnTypzeqC+qgP14fg4GB8fX05efIk8L5z2PDhwxk+fHiy3uDC8MyhBElfzDbZPnfuHLt27Uq27fz588lKQlTJdlpmzpxJhQoV+Omnn9i4cSN2dna0bNmSMWPGULJkSb3HLYQQwrwpFIosWRZbNSqtqRuJv7+/TslxeqsL6qM+PDMuX76Mr68vBw4cACB37twMGDCAMWPGkD9/foNdVySX9LVdoECBVD/sZafFjvTBQqlUKo0dhDlLr82MKbftMUVyv7Qn90o3cr+0J/dKN0nvlzEW+dCU3IeHh+Pm5pbqMVevXtUpOb5x4wYNGjRI9fGTJ09SqVIljY9ZvHiB0weLx0TcuoWyQIF0r3vnzh38/PzYuXMnAFZWVvTu3ZsJEybkiDJPU3ovfvjatre3Z8+ePfj5+WX69a6PD6jS+k8IIYQwc8YqtdA0Kq3N5Eldku2sLhl49OgR8+fPZ8uWLSQkJADQtWtXJk+eTLly5fR6LZE+Ta9tVS/2xYsXs2jRIl6/fp2hRNkcVqGUCZJCCCFEFtCm1CKr6Ds51rVrSUa9ePECHx8f6tSpw8aNG0lISMDDw4Njx46xZs0aSbSNJLXXdnR0NIMHD8bCwkLdj12XRDu9D6jG7HajC0m2hRBCiCygj1Z8+qLv5FiXriUZ8fr1a+bOnUutWrVYsWIFb9++pUGDBuzdu5dt27ZRtWrVTJ1fZI6hXtum9AE1M6SMRAghhMgCptSdIa3JkxlNjh0dHVm7di3h4eFERETg7OyMk5MTDg4OGY4zNjaWdevWsWTJEnV73o8//hgfHx+aNWsmqz6aCG1f27rWXuu73MlYJNkWQgghskBarfiM0Z1Bm5Z+utBnbW1cXBybAwOZP38+YWFhAJQvX54pU6bQvn17WYzGxKT32nZxccnQ68OUPqBmhnQjMTDpRqJfcr+0J/dKN3K/tCf3SjcfdiMZPXo01apVw93dHYVCQf78+SlTpky2SRw0USgUKXp2q3h4eKQ5+VNTN5K6pUpx9t49AIoXL86kSZPo2bMn1tYyRpiUKb0X00qmNfV0T7pPaq+PzLyuPmTMbiSSbBuYJNv6JfdLe3KvdCP3S3tyr3Tz4f0KDw9n2LBh2bq7wofCwsIy3EpQU7JdEKBAAcaNG4enpye5c+fWY7Tmw9Tei6mViWTm9aGvb0yk9Z8QQgiRAygUihSJNmT9Sov6pu/a2jFeXvQdOzZT9d4i66W2+FFmXh/6LncyBkm2hRBCiCxi7JUWDUXftbXDhw9HKYm22cjs6yO9FUxNncwwEEIIIbKIKbX/06es6rMtsqec/vqQZFsIIYTIIubSXeFDhu6zLbK3nP76kDISIYQQIouYWvs/fTKH2lphODn59SEj20IIIUQWMfcRPlVtbUaW5hbmL6e+PmRkWwghhMhCaY3w6brCnhA5UXZ7n0iyLYQQQmQxTd0V9LkCoxDmKju+T6SMRAghhDAyhUKRIoGA/+u/rVAojBSZEKYju75PJNkWQgghjEyb/tu6UCgUhIWFcePGDcLCwkw2CRFCF/p+n2QVSbaFEEIII9NH/22FQsGTJ094+vQpnp6euLm50aBBA9zc3PD09My2PbyFUMmufeol2RZCCCGMLLP9tyMjI/H09GTLli2MGDEi233NLoQ2smufekm2hRBCCCPLzAp7SetY3d3dOXTokMb9TPlrdiFU0iqByq4rUUqyLYQQQhhZZvpvJ61jTW/k2lS/ZhcC/u8bmtRKoD58n9jb2zN16lQOHTrE9OnTCQ8PN8lvb6T1nxBCCGECMrrCXtIEOr19TfVrdiHS6zQSGBiIra2t+n0SERGBhYUFo0ePZvbs2er9TbENoIxsCyGEECYiIyvsJU0qgoODad68ucb9TPlrdiF06TRia2uLk5MTo0ePzhbzEyTZFkIIIbKxpHWsS5YsYfTo0SkSbnNZDl6YL107jWSnNoCSbAshhBDZWNI61ujoaL788kv1RMkTJ05w9epVAgMDTeprdSE+pGunkezUBlBqtoUQQohsLqP13kKYCtU3NJpGqzWVQGWnNoAysi2EEEKYgYzUewthKnTtyJOd2gDKyLYQQgghhDA6Xb6hUSXnH3YwMcX5CZJsCyGEEEIIk6D6hsbV1TXdfbNL+ZQk20IIIYQGCoXC5P+IC5HT6ZKcG4vUbAshhBAfSG8lOyGE0JYk20IIIUQS6a1kp+/FMhQKBWFhYdy4cYOwsDCTWoxDCJF5kmwLIYQQSWTlYhlJR9BbtmzJjz/+yPXr17l27VqOSLyvX7/ON998Y+wwhDAoSbaFEEKIJLJqsYykI+j29vZs3bpVvdx6w4YNzbp05d69ewwfPpyGDRsSdOCAscMRwqAk2RZCCCGSyKrFMpKOoHt5eeHv78+hQ4eS7WOo0hVjefr0KRMnTqRevXps27YNpVKJR8uWxg5LCIOSZFsIIYRIIqsWy0g6Yq1aXl0TfZSuGLsuPCIigpkzZ1KrVi3Wrl1LXFwcTZo04eDBg3z//fdZGosQWU2SbSGEECIJXVeyy6ikI+TpJb+ZKSUxZmeVqKgoFi1aRI0aNViyZAmxsbHUqVOHX3/9lZ07d1KrVi2DxyCEsUmfbSGEEOIDWbFYhmoEPSgoKN3zZrR0Jb3OKoGBgQbpHf727Vs2bNjAwoULef78OQBVqlTBx8eHVq1aYWFhofdrCmGqJNkWQgghNDD0YhlJl5tWTYzUVEqSmdIVbTqr6PP5JSQksH37dubNm8eDBw8AKFOmDN7e3nTp0gVLS/lCXeQ8kmwLIYQQRqIaQY+IiKBPnz6MHj06WXKc2dIVbTqr6CPZViqV/P7778yZM4dbt24B4OrqyoQJE+jduzc2NjaZvoYQ2ZUk20IIIYQR2draUqRIEQC9l64YurOKUqnk8OHD+Pr6cuHCBeB9eYyXlxcDBw4kT548mTq/EOZAkm0hhBDCROi7dCVpXfiHMttZJSQkBF9fX44fPw6Avb09w4YNY8SIEeTLly/D5xXC3EiyLYQQIsdTKBQGnQxpLEnrwvVVnnL16lVmz57Nvn37AMiVKxf9+/dnzJgxFCxYUG+xC2EuJNkWQgiRo0VGRqaajOprARtj0ldnlX///Ze5c+fyyy+/oFQqsbKyolevXkyYMIHixYsbKHohsj9JtoUQQuRYxmqNl9UyU57y+PFjFixYwObNm4mPjwegU6dOeHt7U758eX2HKoTZkWRbCCFEjpXVrfGyk1evXrFkyRLWrl2rXnSnRYsW+Pj4UL16dSNHJ0T2Icm2EEKIHCurWuNlJ2/evGHlypUsX76cqKgo4P1y8tOmTeOTTz4xcnRCZD+SbAshhMixDN0aLztRKBSsX7+exYsX8/LlSwCqVauGj48PLVq0kFUfhcggSbaFEELkWIZsjZddxMfH8+OPP/Ldd9/x+PFjAMqVK4e3tzedOnWSVR+FyCR5BwkhhMixVK3xPDw8km3P7MqN2UFiYiI7d+7kk08+wcvLi8ePH1O0aFH8/f05deqULK8uhJ6Y9cj2pUuXWLZsGaGhocTHx1OhQgU8PT35/PPPtTp+586deHt7p/r4xo0bqV+/vr7CFUIIYQT6ao2XXSiVSg4ePIivry+XL18GIH/+/IwdO5avv/7abJ+3EMZitsl2cHAwAwcOJFeuXLRt2xZ7e3uCgoIYM2YMT548oX///lqfq3nz5lSuXDnF9mLFiukzZCGEEEai75UbTdWpU6eYNWsWwcHBAOTNm5cRI0YwdOhQ8ubNa+TohDBPZplsx8fHM23aNCwsLNiyZYs6Uf7mm2/o1q0bixYtolWrVlonyy1atKBLly6GDFkIIYQemOtKkJl16dIlfH19OXjwIPD+w8XAgQPx8vLCxcXFyNEJYd7MshgrODiY+/fv065du2Qj0nnz5mXo0KHExcWxa9cuI0YohBBC3yIjI/H09MTNzY0GDRrg5uaGp6dnuu39zNk///xD//79adKkCQcPHsTa2hpPT0/Onj3LzJkzJdEWIguY5ch2SEgIAA0bNkzxmGrbmTNntD7ftWvXiIiIID4+nuLFi/PJJ5/kiBnqQgiRXeSUlSC19fDhQ7777ju2bt1KQkICFhYWdO3alcmTJ1O2bFljhydEjmKWyfbdu3cBKFWqVIrHChYsiJ2dHffu3dP6fJs2bUr2s62tLd988w2DBw9O91hHR8d0Z3NL4q4buV/ak3ulG7lf2jO1e3Xjxo00V4I09uI0WXW/nj17hp+fHytWrODdu3cAdOjQgVmzZpnuqo//fwn4pJycnMDEXmOmytTei6bMWPfKLJNt1YpXqU32cHBw4M2bN+mep3jx4kybNo2GDRtSpEgRIiMjOXXqFIsWLWLhwoXkyZOHvn37pnmO9L6+dHZ2Jjw8PN1YxHtyv7Qn90o3cr+0Z4r3Kr14wsPDjRZzVtyv169fs3z5clatWqX+G9iwYUN8fHyoV68ekP49MhaLiAicPtgWERGB0tosUxS9MsX3oqnS973SJXGXV3Ia6tWrp/4lBe9HtDt16oSbmxtdu3Zl+fLlfPnll1jLLwQhhDCqnLoSZGxsLGvWrMHf31+dSNSsWRMfHx+aNGkiqz4KYQLMcoKkg4MDQKqj11FRUZlqcVS+fHlq165NREQEd+7cyfB5hBBC6IdqJUhNzHElyLi4OH744Qfq1KnDjBkzCA8Pp0KFCmzYsIGDBw/StGlTSbSFMBFmmWyXLl0aQGNd9vPnz4mJidFYz60L1S/u2NjYTJ1HCCFE5uWUlSATEhLYsWMH9evXZ9y4cYSFhVGiRAm+//57Tpw4Qfv27SXJFsLEmGX9Q926dQkICOD48eO0bds22WPHjx9X75NRCQkJXLlyBYCiRYtmPFAhhBB6Y84rQSqVSvbt24evry/Xr18HoFChQowbN46vvvqK3LlzGzlCIURqzHJk+5NPPqFEiRLs2bNH/UsJ3peVrFq1ChsbGzp16qTe/uzZM+7cuZOi7ESVUCeVkJDAggULuHfvHvXr16dQoUIGex5CCCF0o1oJslKlSri6uppFov3333/TqlUrevfuzfXr13F0dGTatGmcO3eOQYMGSaIthIkzy5Fta2trfH19GThwIL179062XPujR4+YNGkSxYsXV++/aNEidu3ahZ+fX7KVIrt27UrFihWpWLEihQsXJjIykpCQEO7evUuRIkWYPXu2MZ6eEEKIHOD8+fP4+vpy5MgRAOzs7BgyZAgjR4583xpPCJEtmGWyDeDu7s6PP/7I0qVL2bt3L/Hx8VSoUIHx48fz+eefa3WO/v37c+HCBU6ePElkZCQ2NjaULFmSYcOG8fXXX5vt7HYhhBDGc+PGDebMmcOePXsAsLGxwdPTk7Fjx1K4cGEjRyeE0JWFUqlUGjsIc5ZeT0fpkakbuV/ak3ulG7lf2pN7pRtt79f9+/eZN28e27dvJzExEQsLC3r27MmkSZMyPanflFm8eIFThQrJtkXcuoWyQAEjRZR9yHtRe9JnWwghhMihnj59yqJFiwgMDCQuLg6Adu3a4e3tTeXKlY0cnRAisyTZFkIIIYwgIiKCZcuWERAQQExMDABNmjTBx8eHWrVqGTk6IYS+SLIthBBCZKHo6GhWr17N0qVLiYyMBKB27dpMnz6dzz77zMjRCSH0TZJtIYQQIgu8e/eODRs2sHDhQp49ewZA5cqV8fHxoXXr1rIYjRBmSpJtIYQQ2YZCoch2i9YkJCSwdetW5s2bx/3794H3Kx17e3vTpUsXrKysjByhEMKQJNkWQgiRLURGRjJkyBCCgoLU21TLsZtiK1alUsmePXuYO3eueoG1IkWKMGHCBHr37k2uXLmMHKEQIiuY5QqSQgghzItCoUiRaAMEBQUxZMgQFAqFkSJLSalUcvjwYVq0aEG/fv24fv06Tk5OzJgxg7Nnz/L1119Loi1EDiIj20IIIUxeeHh4ikRbJSgoiPDwcFxdXbM4qpTOnDnDrFmzOH78OAD29vaMHTuWAQMGkC9fPiNHJ4QwBkm2hRBCmDxV1460Hjdmsn3t2jVmz57Nn3/+CUCuXLno378/Y8aMoUKFCrLwiBA5mCTbQgghTJ6qJtve3h4vLy/c3d1RKBTkyZOHU6dO4eTkZJS4/vvvP+bOncvPP/+MUqnE0tKSXr16MXHiRIoXL26UmIQQpkWSbSGEECbP2dmZDh06MHDgQPz9/Zk9e7b6sRYtWtC/f/8sjScsLIwFCxawadMm4uPjAejYsSNTpkyhfPnyWRqLEMK0SbIthBDCZKTW2s/W1hZ/f38GDRrEoUOHkh1z8OBBhg0bRmBgoMHbAL569Qp/f3/WrFmjnpTZvHlzfHx8+Pjjjw16bSFE9iTJthBCCJOQXmu/mJgYDh48qPFYQ0+SfPPmDatWrWL58uW8efMGgPr16zNt2jQaNGhgkGsKIcyDtP4TQghhdNq09tNmkqQh4lq5ciW1a9fGz8+PN2/eULVqVbZv387evXsl0RZCpEtGtoUQQhidNq390lu4Rp8L28THx7N161a+++47Hj16BEC5cuXw9vamU6dOWFrKWJUQQjvy20IIIYTRaTNq7ezsjIeHh8bHPTw8cHZ2znQciYmJ7Nq1iwYNGjB69GgePXpE0aJFWbJkCSdPnqRLly6SaAshdCK/MYQQQhidNqPWtra2BAQEpEi4VXXdmZkcqVQqOXDgAM2aNWPAgAHcvn2b/Pnz4+vry9mzZ/nqq6+wsbHJ8PmFEDmXlJEIIYQwOtWotaZSkqSj1o6OjgQGBmrsWJJRwcHBzJo1i1OnTgHg4ODAiBEjGDp0qKz6KITINEm2hRBCGJ1q1Dq1biRJk2lbW1tcXV0z3Xnk0qVL+Pr6qjuc2NraMnDgQEaPHk3+/PkzdW4hhFCRZFsIIYRJMMSotSa3b9/Gz8+PXbt2AWBlZUXfvn0ZP348RYsW1eu1hBBCkm0hhBAmQ1+j1po8fPiQ+fPn8+OPP5KQkICFhQVdu3Zl8uTJlC1bVu/XE0IIkGRbCCGEmXvx4gWLFy9m/fr1vH37FoBWrVrh4+ODm5ubkaMTQpg7SbaFEEKYpdevX/P999+zcuVKoqKiAPj000/x8fGhfv36Ro5OCJFTSLIthBDCrMTGxrJ27VqWLFlCeHg4ADVq1MDHx4emTZtiYWFh5AiFEDmJJNtCCCHMQlxcHFu2bGH+/PmEhYUBUL58eaZOnUr79u0lyRZCGIUk20IIIbK1xMREdu7ciZ+fH//99x8AxYsXZ/LkyfTo0QNra/lTJ4QwHvkNJIQQIltSKpXs378fX19frl27BkDBggUZN24c/fr1I3fu3EaOUAghJNkWQgiRDR0/fpxZs2Zx5swZAPLly8eoUaMYPHgwDg4ORo5OCCH+j2VGD1y+fDlPnjzRZyxCCCFEmkJDQ+natSsdOnTgzJkz5MmTBy8vL0JDQxk7dqwk2kIIk5Phke3ly5ezcuVKPvvsM7p3707Tpk2xtMxw7i6EEEKk6ubNm8yePZs9e/YAYG1tTb9+/Rg3bhxFihQxcnRCCJG6DCfbXl5e/Pzzzxw5coSjR49SoEABunbtSrdu3ShevLg+YxRCCJFD3b9/n3nz5rF9+3YSExOxsLCgZ8+eTJw4kdKlSxs7PCGESFeGh6KHDh3KwYMHWb9+Pa1btyYiIoJVq1bh4eHBgAED2L9/P/Hx8fqMVQghRA7x7NkzJk+eTN26ddm6dSuJiYm0a9eO48ePs2LFCkm0hRDZRqYnSDZo0IAGDRoQHh7O7t27+fnnnzlx4gQnT57ExcWFzp07061bN/nFKIQQIl2RkZEsW7aMVatWERMTA0Djxo3x8fGhdu3aRo5OCCF0p7cia2dnZ77++mv++OMPfvzxR9q2bcvLly9Zt24dbdq0oV+/fhw4cEBflxNCCGFGoqOjWbJkCTVq1GDRokXExMRQq1Ytdu/eza5duyTRFkJkW3pv/Xf//n0OHz5McHCweluRIkU4ffo0ISEhuLm5sWzZMlxdXfV9aSGEENnMu3fv2LhxIwsXLuTp06cAVKpUCR8fH9q0aSOrPgohsj29JNtxcXEEBQXx008/ERISglKpxMnJia+//pqePXtSunRpQkNDWbVqFUePHmXmzJmsXLlSH5cWQgiRjSgUCsLDw3n16hV///03K1eu5MGDBwCUKlUKb29vunbtipWVlZEjFUII/chUsn3nzh1++uknfv31VyIjI1EqldSsWZMvvviCNm3akCtXLvW+NWvWJCAggB49eqgXIRBCCJFzREZGMnjw4BQlhYUKFWLixIn06dMn2d8NIYQwBxlOtr/88ksuXLiAUqnEwcGBL7/8ki+++IIKFSqkedxHH33E5cuXM3pZIYQQ2ZBCoaBbt26cO3cuxWPVqlWjV69ekmgLIcxShpPt0NBQqlSpwpdffkm7du3IkyePVsd1796dunXrZvSyQgghspkzZ84wffr0ZIm2jY0No0aNokmTJigUCl68eEGBAgWwtbU1YqRCCKF/GU62f/75Z6pWrarzcTVr1qRmzZoZvawQQohs4tq1a8yZM4e9e/cm225nZ8e2bdvw9/dn4cKF6u0eHh4EBATg6OiY1aEKIYTBZLj1X0YSbSGEEObvv//+Y+jQoXz22Wfs3bsXS0tLunTpon58zJgx+Pv7c+jQoWTHBQUFMWTIEBQKRVaHLIQQBqO3PttCCCFytrCwMMaNG0f9+vX56aefUCqVdOzYkZMnT7J8+XI8PDwAcHd3T5FoqwQFBREeHp6VYQshhEHpvc+2EEKInOXVq1csXbqUNWvWEBsbC0Dz5s2ZOnUqNWrUUO8XEBCg1ch1ZGSkrMUghDAbkmwLIYTIkKioKFatWsWyZct48+YNAPXq1WP69Ok0aNAgxf6Ojo4EBgby/PnzNM8rNdtCCHMiybYQQgidKBQKVq1axaJFi3jx4gXwfh6Pj48PLVu2THPVR1tbWwoWLIiHhwdBQUEpHvfw8MDZ2dlgsQshRFaTmm0hhBBaiY+PZ/PmzVSoUIEpU6bw4sULypYty5o1azhy5AgeHh5aLa9ua2tLQECAuoZbRdWNRNr/CSHMiYxsCyGESFNiYiK//fYbfn5+/PPPPwC4uroyceJEevXqhY2Njc7nVJWUhIeHExkZiaOjI87OzpJoCyHMjiTbQgghNFIqlRw6dAhfX18uXboEgIuLC1OnTuWLL77QejGz1Nja2uLq6iqTIYUQZk2SbSGEECkEBwcza9YsTp06BYCDgwPffPMNw4YNo1SpUtKeTwghtGTWyfalS5dYtmwZoaGhxMfHU6FCBTw9Pfn888+1Pse7d+9YvXo1v/32G2FhYTg6OtK0aVO8vLzInz+/AaMXQoisd/nyZXx9fTlw4AAAuXPnZuDAgfI7TwghMshsk+3g4GAGDhxIrly5aNu2Lfb29gQFBTFmzBiePHlC//790z1HYmIiw4YN4/jx49SoUQMPDw/u3bvHjh07OHXqFD/99BMuLi5Z8GyEEMKw7ty5g5+fHzt37gTAysqKPn36MH78eIoVK2bk6IQQIvsyy2Q7Pj6eadOmYWFhwZYtW6hcuTIA33zzDd26dWPRokW0atUq3T8gu3bt4vjx47Rr144FCxaoZ9lv3bqVGTNmsGTJEmbOnGnw5yOEEIby8OFDFixYwJYtW0hISACga9euTJ48mXLlyhk5OiGEyP7MsvVfcHAw9+/fp127dupEGyBv3rwMHTqUuLg4du3ale55duzYAcDYsWOTtbP64osvKFGiBL///nu6K6EJIYQpevHiBVOnTqVu3bps3LiRhIQEPDw8OHbsGGvWrJFEWwgh9MQsk+2QkBAAGjZsmOIx1bYzZ86keY63b99y8eJFypQpk2IE3MLCggYNGhATE8OVK1f0FLUQQhje69ev8fPzo1atWqxcuZK3b9/SoEED9u7dy7Zt26hataqxQxRCCLNilmUkd+/eBaBUqVIpHitYsCB2dnbcu3cvzXPcv3+fxMRESpcurfFx1fa7d+9Sp06dzIQrhBAGFxsby7p161iyZAmvXr0C4OOPP8bHx4dmzZpptRiNEEII3Zllsh0VFQW8LxvRxMHBgTdv3qR5DtXjDg4OqZ4j6bVS4+joiKVl2l8gyNLEupH7pT25V7oxx/sVFxfHDz/8wMyZM3n06BEAFStWxNfXl65du2Y4yTbHe2VIcr/SEB+fYpOTkxPIPdOKvLa0Z6x7ZZbJtimJjIxM83FnZ2fpV6sDuV/ak3ulG3O7X4mJiezatQs/Pz/+/fdfAIoXL86kSZPo2bMn1tbWREREZOjc5navDE3uV9osIiJw+mBbREQESmtJUdIjry3t6fte6ZK4m+UrWTXqnNrodVRUFI6OjmmeQzUqntrItWp7aiPfQghhDEqlkqCgIHx9fbl69SoABQoUYNy4cXh6epI7d+40j1coFLKEuhBC6JFZJtuqeup79+6lmOzz/PlzYmJiqF69eprnKFGiBJaWlur67w+ptqdW0y2EEFntxIkTzJo1Sz1JPG/evIwaNYohQ4ZoNTAQGRnJkCFDCAoKUm/z8PAgICAg3QEKIYQQmpllN5K6desCcPz48RSPqbap9kmNra0t1atX57///lPXOaoolUpOnjyJnZ2dzNwXQhjdhQsX6Nq1K+3btyckJIQ8efIwevRoLly4wLhx47RKtBUKRYpEGyAoKIghQ4ZIm1MhhMggs0y2P/nkE0qUKMGePXu4fv26evubN29YtWoVNjY2dOrUSb392bNn3LlzJ0XZSY8ePQBYtGgRSqVSvX3btm08ePCA9u3by9erQgijuXnzJv369aNZs2YcPnwYa2trBgwYwLlz5/j22291qikMDw9PkWirBAUFSV2oEEJkkFmWkVhbW+Pr68vAgQPp3bt3suXaHz16xKRJkyhevLh6/0WLFqknEnXp0kW9vXPnzuzdu5c9e/bw8OFD6taty/379wkKCqJ48eJ4eXkZ4dkJIXK6Bw8eMG/ePLZt20ZiYiIWFhb06NGDSZMmZbi0Lb3J3JGRkbi6umbo3EIIkZOZZbIN4O7uzo8//sjSpUvZu3cv8fHxVKhQgfHjx/P5559rdQ5LS0tWrlzJ6tWr+fXXXwkMDMTJyYlu3brh5eWFi4uLgZ+FEEL8n2fPnrFo0SICAwN59+4dAG3btsXb25sqVapk6tzp1WRLzbYQQmSMhTJpfYTQu/S+etVXK5qc0kFA2hxpT+6Vbkz5fkVGRrJ8+XJWrVpFdHQ0AI0aNcLHx0dvi2opFAo8PT01lpJ4eHgQGBio/p2iulc55fdOZpnya8sUWLx4gVOFCsm2Rdy6hbJAASNFlH3Ia0t7xmz9Z5Y12zlNZGQknp6euLm50aBBA9zc3PD09Ez3a2EhhGmLiYlhyZIl1KhRg4ULFxIdHU2tWrXYtWsXu3fv1uvqtba2tgQEBODh4ZFsu6obyYdJtPzeEUII7ZhtGUlOkV4HgaSjUUKI7OHdu3ds2rSJBQsW8PTpUwAqVarE1KlT+fzzzw22tLqjoyOBgYHJRqtdXFxQKpWEhYWpt8nvHSGE0J4k29mcNh0EZFKTENlDQkICP//8M3PnzuXevXsAlCpVismTJ9OtWzesrKwMHoOtrS2urq7q3xuaem8fOnRIfu8IIYSWJNnO5qSDgBDZn1KpZO/evcyePZsbN24AULhwYcaPH0/fvn3JlSuXUeJKbQT71atXaR4nv3eEEOL/SLKdzUkHASGyt6NHjzJr1izOnz8PgJOTE6NHj2bgwIHY29sbNbak35zZ29vj5eWFu7s7RYoUSfazQqEgT548nDp1iiVLlsjvHSGESEImSGZzzs7OKSY0qXh4eOg0W1YIkXXOnj1L586d6dy5M+fPn8fOzo5x48YRGhrK6NGjjZ5ow/99c2Zvb8/WrVsJDg6mffv26vUHVD93796ddu3aERwczJ49e6QtqhBCJCEj29mcqoPAh1/1ptZBQAhhXNeuXWPOnDns3bsXgFy5cuHp6cnYsWMpVKiQkaNLTjVC7eXlhb+/P4cOHQLel73MmTNH/bPKoUOHsLKyIjAwMKtDFUIIkyXJthnQ1EFA+t0KYVru3r3L3Llz2bFjB0qlEktLS7744gsmTZpEiRIljB2eRqpvztzd3Zk9e7Z6e+3atZkxY4bGY2SCpBBCJCfJtpn4sIOAEMI0PHnyhAULFrBx40bi4+MB6NChA97e3lSsWNHI0aVN9c3ZlStXkm1XKBRpHicTJIUQ4v9Isi2EEAYQHh7O0qVLWb16NbGxsQA0a9YMHx8fatSoYZBrGmJFR0dHR8qUKZNsW3rnlAmSQgjxf2SCpJlRKBSEhYVx48YNwsLC0h2BEkLoV1RUFAsXLqRmzZr4+/sTGxtL3bp1+f333/n5558NlmgbckVHFxeXZBOxg4ODad68ucZ9ZWK2EEIkJ8m2GZHlk4Uwnrdv37Jq1Spq1arF7Nmzef36NW5ubmzdupV9+/bx6aefGuza6a3omNkP3R8u5b5kyRJGjx5NixYtku0nE7OFECIlC6VSqTR2EOYsPDw8zcednZ3T3UcbCoUCT09Pjau6eXh4mM3yyfq6XzmB3CvdZPR+xcfHs23bNr777jsePnwIQNmyZfH29qZz585YWhp+TCMsLAw3N7dUH7969apeaqhVZSpv3rwhX758ODg48ObNG5mYnQ55L6bN4sULnCpUSLYt4tYtlAUKGCmi7ENeW9rT973S5Rs8qdk2E7JsuxBZKzExkd9//505c+bwzz//AODq6sqECRPo3bs3NjY2WRZLVq0kq5qIXaVKFfUfLQcHB/ndIoQQaZBk20zIsu1CZA2lUslff/2Fr68vFy9eBN7XNHt5eTFgwADy5MmT5THJSrJCCGG6JNk2E/LHVgjDO336NLNmzeLkyZPA+1Hd4cOHM3z4cPLly2e0uFT9sFMrI5MJi0IIYTwyQdJMyLLtQhjOlStX+OKLL2jTpg0nT54kd+7cDB8+nPPnzzN58mSjJtqQcgKjikxYFEII45ORbTMhy7YLoX937tzBz8+PnTt3AmBlZUXv3r0ZP348xYsXN3J0yclKskIIYZok2TYj8sdWCP149OgR8+fPZ8uWLSQkJADQpUsXJk+ezEcffWTk6FInK8kKIYTpkWTbzMgfWyEy7uXLlyxevJh169bx9u1b4P23Q1OnTqVatWpGjk4IIUR2JMm2ECLHe/36NUuXLmXBggVERUUB8MknnzBt2jTc3d2NHJ1hlmEXQgiRNSTZFkLkWLGxsaxfv57Fixfz6tUrAKpXr46Pjw/NmzfHwsLCyBG+b9uZ2lwM6TIkhBCmT7qRCCFynLi4ODZs2ECdOnWYNm0ar169omLFiqxfv56//vqLFi1amESibehl2IUQQhiejGwLIXKMxMREdu3ahZ+fH//++y8AxYoVY9KkSQwbNow3b94YOcLkZGVYIYTI/iTZziGk5lPkZEqlkgMHDuDr68uVK1cAKFCgAGPHjuXrr78md+7cWFub3q9DWRlWCCGyP9P76yL0Tmo+RU528uRJZs2axenTpwHImzcvI0eOZOjQoTg4OBg5urTJyrBCCJH9Sc22mZOaT5FTXbx4kW7dutGuXTtOnz6Nra0to0aN4sKFC4wfP97kE22QlWGFEMIcSLJt5rSp+RTCnNy6dQtPT0+aNm3KX3/9hbW1Nf379+fcuXPMmDEjWyWosgy7EEJkf1JGYuak5lPkFA8ePOC7775j69atJCYmYmFhQffu3Zk0aRJlypQxdngZJivDCiFE9ibJtpmTmk9h7p4/f87ChQsJDAzk3bt3AHz++edMmTKFKlWqGDk6/ZCVYYUQIvuSZNvMqWo+NZWSSM2nyM4iIyNZvnw5q1atIjo6GoBGjRrh4+NDnTp1jBydEEII8Z7UbJs5qfkU5iYmJgZ/f39q1qzJwoULiY6OplatWuzcuZPdu3dLoi2EEMKkyMh2DiA1n8IcvHv3js2bN7NgwQKePHkCQMWKFZk6dSpt27Y1iRUfhRBCiA9Jsp1DSM2nyK4SEhL45ZdfmDt3Lnfv3gWgZMmSTJ48me7du2NlZWXcAIUQQog0SLIthDBJSqWSvXv3Mnv2bG7cuAFAoUKFGD9+PF999RW5cuUycoRCCCFE+iTZFkKYnGPHjjFr1izOnTsHvC+FGj16NIMGDcLe3t7I0RmWQqGQki8hhDAjkmybEfkjLbK7c+fO4evry9GjRwGws7Nj6NChjBw5Mke0qYyMjEyx4qtqMrOm5y/veSGEMH3SjcRMREZG4unpiZubGw0aNMDNzQ1PT890F7URwhRcv36dvn370rJlS44ePYqNjQ2DBw/m/Pnz+Pj45IhEW6FQpEi04f1Kr0OGDEGhUCTbLu95IYTIHiTZNgO6/pEWwlTcu3ePYcOG0bBhQ/744w8sLS358ssvOXPmDHPnzqVQoULGDjHLhIeHa+yHD+/fy+Hh4eqf5T0vhBDZh5SRmAFt/khLFxJhSp48ecLChQvZuHEjcXFxALRv3x5vb28qVapk5OiMI70R6cjISPX7WN7zQgiRfUiybQZ0+SMthDGFh4ezdOlSVq9eTWxsLABNmzbFx8eHmjVrGjk640qvVCbp4/KeF0KI7EOSbTOgyx/p1MhEK2FIUVFRBAQEsGzZMl6/fg1A3bp1mTZtGg0bNjRydKbB2dkZDw8PjSPWHh4eODs7q3/Wx3teCCFE1pCabTOg+iOtyYd/pDWRiVbCUN6+fUtAQAC1a9dm9uzZvH79mipVqvDjjz+yb98+SbSTsLW1JSAgIMV7WdWNJOmH38y+54UQQmQdSbbNgC5/pD8kE62EIcTHx/Pjjz9Sr149vL29ef78OWXKlGH16tUcO3aM1q1by/LqGjg6OhIYGMjVq1c5efIkV69eJTAwMMVIdWbe80IIIbKWlJGYCdUfaV1LQWSildAnpVLJ77//zuzZs/nnn38AcHV1ZcKECfTu3RsbGxsjR2j6bG1tcXV1Tfd9l9H3vBBCiKwlybYZ0faPdFIy0Urog1Kp5PDhw/j6+nLhwgXgfamDl5cXAwcOJE+ePMYNUA9McV5DRt7zQgghspYk2zmcTLQSmXX69Gl8fX05ceIEAA4ODgwbNoxvvvmGfPnyGTk6/dB1ZUchhBBCRWq2cziZaCUy6urVq3z55Ze0adOGEydOkDt3boYNG8b58+fx9vY2m0Tb1Oc1KBQKwsLCuHHjBmFhYUaPRwghRHKSbOdwMtFK6Orff/9l0KBBNGrUiP3792NlZUXfvn05c+YMs2fPpkCBAsYOUa90Wdkxq0knISGEMH1SRiL0NtEqrZpWU6x3Fbp5/Pgx8+fPZ/PmzSQkJADQuXNnvL29+eijj4wcneGY6ryG9EbcAwMD5T0mhBAmwGyT7aioKJYtW0ZQUBDPnz+nUKFCtGrVihEjRmBvb6/1eSpWrJjqY507d2bu3Ln6CNfoMjvRKrWa1tWrV6NUKqXeNRt7+fIlS5YsYd26deoShZYtWzJ16lSqV69u5OgMz1TnNUgnISGEyB7MMtmOiYmhT58+XL9+nYYNG9K2bVuuX7/O+vXrOXPmDFu2bCF37txan69YsWJ07tw5xfbKlSvrM+xsK60RtqCgIH7++WcZfcuG3rx5w4oVK/j++++JiooCwN3dnWnTpvHJJ58YObqso8vKjlnJVEfchRBCJGeWyfbatWu5fv06gwYNYvz48ertCxYsYM2aNQQGBjJkyBCtz1esWDFGjhxpiFDNQlojbK6urjL6ls0oFArWrVvHkiVLePnyJQDVq1dn6tSptGjRIsctRqOa15DatzPG+rBoqiPuQgghkjO7ZFupVLJjxw7s7OwYPnx4sseGDx/Oli1b2LFjh07JtkhbWiNs6XVGkNE30xEfH8+WLVuYP38+jx8/BuCjjz5iypQpdOjQAUvLnDufWtO8BhcXF5RKJWFhYUaZi2CqI+5CCCGSM7tk++7duzx79oyGDRtiZ2eX7DE7Oztq1arF8ePHCQsL0zrJe/36Ndu3byc8PBxHR0dq1aqVZi13TpPWCFp6iYeMvhlfYmIiu3btYu7cudy5cwd4/23OxIkT+fLLL7G2NrtfExny4bwGY/feNtURdyGEEMmZ3V/Re/fuAVC6dGmNj5cuXZrjx49z9+5drZPtGzduMH369GTbPvvsM+bNm0f+/PnTPNbR0THdEUFzGIFKbYQtLCwszdE3V1dXnZ+/OdyvrJLWvVIqlfz5559MnTpVvepjgQIFmDp1KkOHDs2RyZq2r63w8PA0O4Fs27YtS16nzs7ObNu2jadPn6pH1wsXLpxl1xbak/uVhvj4FJucnJxA7plW5LWlPWPdK7NLtt+8eQO8X8VOE9V21YSv9PTv3x8PDw9Kly6NjY0N//zzDytWrODYsWMMGTKE7du3Y2Vllerx6U1icnZ2NmqfXn1JbYTNw8ODli1bpjr6Buj0/M3lfmWFtO7VqVOnmDVrFsHBwQDkzZuXESNGMHToUPLmzUtsbCyxsbFZGa7R6fLaCgsLS3MuQlhYmD5DS1fhwoUpXLiw+mdDv0fkfagbuV9ps4iIwOmDbRERESjlW7V0yWtLe/q+V7ok7ib7Sp47dy7v3r3Tev+vvvoq1dHszJg0aVKyn2vWrElAQAD9+vUjJCSEQ4cOpboCY06SXq9uffTxFpl38eJFfH19OXToEPC+FGHQoEGMHj0aFxcXI0eXfUgnECGEENoy2WR7+/btxMTEaL1/q1atKF26NHnz5gVSH7lWbU9t5FsblpaWdO/enZCQEM6fPy/J9v+XVq/uzPbxFpnzzz//MGfOHH799VcArK2t6du3L+PHj5d/kwyQTiBCCCG0ZbLJdmhoaIaOK1WqFPB+oqQmqu2ZHQVXfX2gywcCUyYrPJqnhw8fMm/ePLZu3UpiYiIWFhZ069aNyZMnU6ZMGWOHl21JJxAhhBDaMrteXqVLl6ZQoUKcP38+RSIcExPD+fPnKV68eKZH8y5evAhA8eLFM3UeUxAZGYmnpydubm40aNAANzc3PD090/2qXEWhUBAWFsaNGzcICwtLt92fMLznz5/j5eVFnTp12LJlC4mJibRp04a///6bgIAASbQzSdUJ5MNvtaQTiBBCiA+ZXbJtYWFB9+7diYmJYcWKFckeW7FiBTExMfTo0SPZ9tjYWO7cuaPuLaxy8+ZN4uLiUlzj/PnzrF27FhsbG1q3bq3/J5GF0lr9cciQIVr1yc5Moi706/Xr18yePZtatWrh7+/Pu3fvaNiwIfv27WPLli1UqVLF2CGaDdU8hatXr3Ly5EmuXr1KYGBgshIS+SAqhBDCZMtIMmPgwIEcOnSINWvWcP36dapUqcK1a9c4fvw41apVo1+/fsn2v3TpEl999RX16tVj06ZN6u0//PADR44coXbt2ri6umJtbc0///zDiRMnsLCwYPr06ZQsWTKrn55epbX6Y3orPKaXqMtS7FknJiaGtWvXsmTJEiIiIgCoU6cO3t7eNGnSJMet+phV0pqLYOw+3EIIIUyDWSbbdnZ2bN68mWXLlhEUFMTp06cpWLAg/fv355tvvtE6AWzevDmvX7/mxo0bnDx5kri4OAoUKEDbtm3p168f1atXN/AzMbzMdFXITKIu9OPdu3ds3ryZBQsW8OTJEwAqVKjA1KlT6du3rzrxFob14ZyHvHnzygdRIYQQgJkm2/C+b/CUKVOYMmVKuvvWr1+fmzdvptjesmVLWrZsaYjwTEZmuipI+zPjSUhI4JdffmHu3LnqSb8lSpRg8uTJ9OjRAysrKxnNziKaRrAPHTokH0SFEEIAZlizLXSj6qqgSXpdFaT9WdZTKpXs3buXRo0aMXToUO7evUuhQoWYN28eISEhfPnll2kusiT0K7VSqlevXqV5nMxpEEKInEOS7RwuM10VMpOoC939/ffftGrVij59+nD9+nUcHR2ZNm0a586dY9CgQeTOndvYIeY4qZVSpVciIh9EhRAi5zDbMhKhvfRWf0yNKlFPbRKY1KTqx/nz55k1axZHjx4F3s9JGDJkCCNHjsTJycm4weVwqY1QBwcH07x5c/VKnUnJB1EhhMhZJNkWQMZXeMxooi7Sd+PGDebMmcOePXsAsLGxwdPTk7Fjx1K4cGEjRycg9RHqJUuWsHXrVqysrOSDqBBC5HCSbItMk6XY9evevXvMmzeP7du3o1QqsbS0pGfPnkyaNCnbt5o0N6mtJBkdHc3atWtZu3Ytb968kQ+iQgiRg0myLYSJePr0KQsXLmTDhg3qxZTatWvHlClTqFSpkpGjE5qkVUrl7++Pg4MDDg4O8kFUCCFyMEm2RbYSHh5OWFiYWY0URkREsHTpUgICAoiNjQWgSZMm+Pj4UKtWLSNHJ9IjpVRCCCHSIsm2yDbMbUW+6OhoAgICWLp0Ka9fvwber/o4bdo0PvvsMyNHJ3QhpVRCCCFSI63/RLaQ3tLwCoXCSJHp7u3bt6xevZratWvj6+vL69evqVy5Mlu2bGH//v2SaAshhBBmREa2RbZgDkvDJyQksH37dubNm8eDBw8AKF26NN7e3nTp0kUWoxFCCCHMkCTbIlvIzkvDK5VKfv/9d+bMmcOtW7cAKFKkCBMmTKBPnz7Y2NgYOUIhhBBCGIok2yJbyI5LwyuVSg4fPoyvry8XLlwA3reK8/LyYuDAgeTJk8e4AQohhBDC4CTZFtlCav2MwTRX5AsJCcHX15fjx48DYG9vz7BhwxgxYgT58uUzcnRCoVCk6B4ihBBCGIIk2yLLaUp0zGVp+GvXruHr68u+ffsAyJUrF/3792fMmDEULFjQyNEJSL2rzdq1a3FwcDBiZEIIIcyRJNsiS2WmfZ+joyPbtm0zyT7b//33H35+fvzyyy/qVR979erFxIkTKV68uLHDE/9fWl1tBg4cSGBgoEm8noQQQpgPSbZFlkmvfZ82iY7q635TmQz5+PFjFixYwObNm4mPjwegU6dOeHt7U758eSNHJz5kDl1thBBCZC+SbIssY06JzqtXr1iyZAlr165V9/hu0aIFPj4+VK9e3cjRZV8ZKTHSRXbuaiOEECJ7kmRbZBlNiY69vT1eXl64u7vz4sULAJMpDdHkzZs3rFy5kuXLlxMVFQWAu7s706ZN45NPPjFydNlbVqwQmh272gghhMjeZAVJkWU+TGTs7e3ZunUrwcHBtG/fnsaNG+Pm5oanp2e6I5BZTaFQsGLFCmrVqsXcuXOJioqiWrVqbN++nT/++EMS7UzKqhVCVV1tNDHFrjZCCCGyP0m2RZb5MNHx8vLC39+fQ4cOJdvPlJZgj4+PZ+PGjdSpUwcfHx9evnxJuXLlWLt2LYcPH6Zly5ZYWFgYO8xsT5sSI31QdbX5MOH28PBg3bp1AISFhXHjxg3CwsJM4jUohBAie5MyEpFlPmzf5+7uzuzZszXua+wa7sTERHbv3s3cuXO5ffs2AEWLFmXixIn06tULa+usf+sYup7ZmLKyltrR0ZHAwMBk99LFxYW4uDg8PT0NWsYihBAi55FkW2SppImOqkY7NcaYrKZUKjl48CC+vr5cvnwZgPz58zNmzBj69+9vtOQ2K+qZjSmra6ltbW1xdXVVv74UCgUDBw7MVKccIYQQQhMpIxFZTpXoFChQIM39sjqJPHXqFG3btqVnz55cvnwZBwcHJk+ezPnz5xk+fLjRkq2sqmc2prx58xq1ljqryliEEELkPJJsC6Mxlclqly5dokePHrRt25bg4GBsbW0ZMWIEFy5cYOLEieTNmzdL4kiNuSeCkZGRjB8/nlmzZmmspc6KFUK1KWMRQgghMkLKSITRGHsJ9tu3bzNnzhx2794NgLW1NX369GH8+PEULVrUoNfWhTn3hlYoFIwePZqBAwcyc+ZM6taty8iRI1EoFDg7O1O2bFn1NxyGrFmXloBCCCEMRZJtYVSaJqsZeuLfw4cP+e6779i6dSsJCQlYWFjQtWtXJk+eTNmyZQ123Ywy50QwPDycatWqqbvS/PHHH8ke9/DwYMOGDRpLafRZs676lkXTNwjSElAIIURmSBmJMDpVDXelSpVwdXU1WKL9/PlzpkyZQp06ddi8eTMJCQm0bt2aY8eOsXr1apNMtMF0ym0MITIyEnd39xTtH1WCgoJ48+aNwWvWbW1tWbt2rdHKWIQQQpgvGdkWZu/169csX76cVatWqVd9bNiwIT4+PtSrV8/I0aXvw3Ib1aqbzZo1I3fu3ISHh2fbNoCOjo48evQozX2io6PTrVnXRxlNiRIlsvxbFiGEEOZPkm1htmJjY1mzZg3+/v7qSYQ1a9bEx8eHJk2aZKvFaFTlNhEREVhYWDB69OhkPcqzaxtAZ2dnXFxc0txH9QEpNfqsWf+wJaAQQgiRWVJGIsxOXFwcP/zwA3Xq1GHGjBmEh4dToUIFNmzYwMGDB2natKnGRFuhUJj06oG2trY4OTkxevRos2kDaGtrS9myZWnRooXGx7Upk8luHzCEEELkLJJsC7ORmJjIjh07qF+/PuPGjSMsLIwSJUrw/fffc+LECdq3b5/qaHZkZCSenp64ubnRoEED3Nzc8PT0NLmWb+bYBtDR0THVJdQDAgJwcXEx25p1IYQQ5k/KSES2p1Qq2bdvH7Nnz+batWsAFCxYkHHjxtGvXz9y586d5vHpLRpjSqsHmmsbQGdn5zTrpY3ZIlIIIYTIDEm2Rbb2999/M2vWLM6ePQtAvnz5GDVqFEOGDMHe3l6rc2gzWmwqCaw5twFMq17aGC0ihRBCCH2QZFtkS+fPn8fX15cjR44AYGdnx5AhQxg5ciROTk46nSurRov1sShLTu4HLZMXhRBCZEdSsy2ylWvXrvHVV1/RokULjhw5go2NDYMGDeLcuXNMmzZN50Qbsma0WF814ao2gNIPWgghhMgeZGRbZAv3799n3rx5bN++ncTERCwsLOjZsyeTJk2iVKlSmTq3oUeL9V0TLiUVQgghRPYhybYwaU+fPmXRokUEBgYSFxcHQLt27fD29qZy5cp6ucaHi8ao6Gu02BA14VJSIYQQQmQPkmwLkxQREcGyZcsICAggJiYGgMaNGzN//nw++ugjvV9Pm9HijNZcZ6YmXB913kIIIYQwHkm2hUmJjo5m9erVLF26VJ2k1q5dm2nTptGoUSOcnZ0N1ks6rdHiyMjIVEe+M1PzbW9vT4ECBQgLC0uRUGfmmhklyb0QQgihXzJBUpiEd+/esWbNGmrXrs2sWbOIjIykcuXKbNmyhaCgIBo1amS02NKruU5v1UZVTfiH7O3t2bNnDyNGjNA4cTIz18wIQyzsY+qrcgohhBCGJsm2MKqEhAS2bt1KvXr1mDRpEs+ePaN06dIEBARw7Ngx2rRpk+qqj1kls6s2ptZBZPHixfj5+WlMqP/9998sXSkysx8oNMkuq3IKIYQQhiRlJMIolEole/bsYfbs2dy6dQuAIkWKMGHCBHr37k2uXLmMHOH/0Ucfbk014UqlksGDB2vc/9WrV5m+pi70PYkzO63KKYQQQhiSJNsiSymVSo4cOYKvry+hoaEAODk54eXlxcCBA7H7f+3de1RU1R4H8C/k+ACURDENH1iXMYUMH4ERXldhmK+b5CNdKSVSiJpKD7FS17ppV8quSZCIkHVLMcTHwgzLa5bxEDXBRARJAlREwaU8xhF5nftHd2YxzANm5hxmwO9nrdbKfc7M+c2ePYffnPmdve3sLByhptra2lZXomxr/XTLmvD8/HyD+4pxzLYSe2GfjrQqJxERkZRYRkLt5vTp05gxYwZmzpyJ7Oxs2Nvb46233sLZs2exfPlyq0u0VWUQe/bsgZ+fn859zJmH21DCnJmZqbPO29xjmhJLW7a31FryXlNTw3puIiK6LzDZJslduHABL7/8MiZNmoTU1FR07doVISEhyMrKwvvvv49evXpZOkQtzcsgtmzZghUrVmgl3ObOw63vxkkAyMnJQUxMTLutFGkoFlOS+9ZmYHFycmI9NxER3RdsBEEQLB1EZ9bajWxSTmVnaUVFRYiIiMDevXshCAJsbW0xb948hIeHY+DAgSY9Z3v1V1lZGdzd3dX/tre3x8qVKzFu3DjU1tZCLpfD2dnZ7KS3ten9zJmKz9i+EnOqwdraWrz66qs6S0m2b9+OvXv36l2x01L13J35syg29pVx2F+G2dy8iQflco22yoICCH37WiiijoNjq+3E7itjLkIx2ZbY/Zhsl5WV4ZNPPsE333yDhoYGAMALL7yA9957D25ubmY9d3v1V35+Pnx8fPRuz8jIwGOPPSbKsaSa29qUvhIzFn3J+yeffIKRI0fqfVxubq5F6rk742dRKuwr47C/DGOybTqOrbazZLLNGyRJNLdu3UJkZCTi4uLU9bd+fn5Ys2YNnnjiCQtHZxyxa5gNsaal18WMRd+qnMXFxQYfJ/ZMK0RERJbEZJvMVlNTg23btiE6Oho1NTUAAG9vb6xdu9bg1WFrpqph1lfqIPYNih2JMVe/dSXv7flFhoiIyNI65Q2SeXl52Lx5MxYtWoRx48Zh2LBhWLBggcnPd+7cObz22msYO3YsPD09MWfOHKSkpIgYccdUW1uLmJgYjBkzBhs3bkRNTQ08PDyQmJiIlJSUDptoA/oXopHqBsWOQoyFasS+GZOIiMiadcor20ePHkVsbCxkMhmGDh1qVo1OZmYmgoOD0bVrV0ydOhX29vY4cuQIwsLCcP36dQQFBYkYecfQ0NCA3bt34+OPP0ZpaSkA4JFHHsG7776LgIAA2Np2ju9wqjKIyspKNDU1obGxEQqFAkqlEt26dbvvEm6xFqpRfZHRdzPm/davRETUuXXKZPv555/Hs88+C7lcjsrKSvj6+pr0PA0NDVi7di1sbGywa9cuDB8+HACwdOlSzJo1C5s3b8akSZPg4uIiZvhWq6mpCcnJydi4cSMuXboEAHj44YexatUqzJs3DzKZzMIRmkdfeUSPHj1Em6WjIxNzoRp99dxMtImIqLPpHJcgW3Bzc4O7u7vZyV9mZiYuX76MadOmqRNtAOjZsycWL16M+vp6HDhwwNxwrZ4gCPjvf/+LZ599FosWLcKlS5fQp08fbNiwAb/99hsCAwM7fKJtqDzC0NXc+2khlrasMmlIy0VsAGDAgAF47LHHMGDAACbaRETUKXXKK9tiOXXqFADovDKuajt9+nS7xtTeMjMzsX79epw4cQIA4ODggGXLlmHx4sVWuRiNKQyVR/z5559cdvz/zLmxUcw5vImIiDqSTnllWyyqKcqGDBmitc3Z2Rl2dnYoKSlp56jaR05ODl566SVMmTIFJ06cQLdu3bB06VJkZ2dj1apVnSbRBgyXR9y6dcvgY++nFQ9NvbGxtVrv++nXASIiuv/wyrYBCoUCwF9lI7o4ODiop7rTx9HRsdUbBq1p9oWCggKsW7cOiYmJAIAHHngAixYtwtq1a01e9VFsYvdXQUGB3m2tlTb07t3bqt6/lsSOLT4+HsHBwVpXqOPj4/Ve4c/Pzzf464A1zattze+ltWFfGYf9ZcD/Fz9r7sEHHwTYZ23CsdV2luorq022IyIiUFdX1+b9AwMD4erqKl1AJmrtyqe1rP509epVbNq0CQkJCWhsbISNjQ1mzpyJ1atX45FHHgHQ+mqY7UGK/tL3ZQr4q4zG0Hzbjo6OVtEvukjRVw4ODnpvbNR3LH3t9vb2WLlyJWpra3HixAmL3yRpLZ/FjoB9ZRz2l2E2lZV4sEVbZWUlhC5Wm6JYDY6ttuMKkjokJiZCqVS2ef9JkyaJnmw7ODgAgN6r1wqFosPXm968eROffvopduzYgXv37gH4qy/XrFkDd3d3C0fXPgwtYJOTk4OYmBiEhoZymrr/M3aVSV2fEXt7e+zevRuRkZH48MMP1e2s4yYios7GapPt7OxsS4egTt5LSkrg4eGhsa2iogJKpRIjR460QGTmq66uxueff46YmBh1uczTTz+NNWvWwNvb28LRtS9D8z5HRkZymrpmjFk9UkXXl5mVK1ciMjISP/30k8a+xs7ZTUREZO14g6QBTz75JAAgLS1Na5uqTbVPR3H37l1ERUVh1KhR2LRpExQKBTw9PbF3714cPHjwvku0VVQJdW5uLjIyMpCbm4uvvvpKfYVVdTX3fp6mztTVI3Wtxjlu3DitRFtFNcsLERFRZ2C1V7bbU319PS5fvgyZTIbBgwer25966ikMGjQIhw4dQmBgoHqu7ZqaGmzbtg0ymQwzZsywUNTGqa+vx65du7Bp0yb1HMdubm54//33MX36dNjY2Fg4QssztjzifmLu6pEtfx1obGw0eDxrummSiIjIHJ0y2S4sLERcXBwAqKcV+/PPP7F69Wr1PhEREer/v3HjBqZMmQIXFxccO3ZM3d6lSxds2LABwcHBePnllzWWay8tLUV4eLjVzNChT1NTE/bv34+NGzeiqKgIADBw4ECEh4fjpZdeQhfegEJtIMbqkc2/zKi+8OnDmm0iIuosOmWmdfPmTa2VHVu2NU+2DRk3bhwSEhLw2WefISUlBQ0NDZDL5Xj77bcxZcoUUeMWkyAI+PHHH7FhwwZcuHABwF9zg7/11lt45ZVX0K1bNwtHSB1JW1aPNOZKtKGbUg3N2U1ERNTRdMpk29vbGxcvXmzz/gMHDjS4/8iRIxEfHy9GaO0iLS0N69evV69u2atXLyxfvhyvv/66eoYVImOYs3qkLoZuSr1fZ3khIqLOqVMm2/er8vJyhIaG4ueffwYA9OjRAyEhIXjjjTd4pdBEpsy+0RlJcSWas7wQEdH9gLORdCIJCQn4+eef0aVLFyxatAhnzpzBunXrmGibyNTZNzojXTOKAOZfieYsL0RE1NnxynYnsnDhQjg4OGDixIlWuZpmR2Lu7BudEa9EExERGY/Jdifi6OiI4OBgS4fRKRiafSM9PR0KheK+TDo5PSIREZFxWEZCpIO+UhHVMuPLli1jeQkRERG1isk2kQ76ZtdQLTOur7xENa87EREREcBkm0gn1ewbLXGZcSIiIjIGk20iHfTNvtEalpIQERFRc7xBkkgPXbNvCILQ6mOIiIiIVHhlm8iAlvNAOzk56b3azWXGiYiIqCUm20RGkGpxFyIiIuqcWEZCZCQu7kJERERtxWSbyARc3IWIiIjagmUkREREREQSYbJNRERERCQRJttERERERBJhsk1EREREJBEm20REREREEmGyTUREREQkESbbREREREQSYbJNRERERCQRJttERERERBJhsk1EREREJBEm20REREREErERBEGwdBBERERERJ0Rr2wTEREREUmEyTYRERERkUSYbBMRERERSYTJNhERERGRRJhsExERERFJpIulA+hM8vLycPjwYeTm5iI3Nxe3b9+Gl5cXvvnmG5Oe79y5c4iKikJ2djYaGhogl8vx6quvYsqUKTr3Ly8vx5YtW/Drr7+iqqoKDz/8MGbMmIHg4GDIZDJzXppkFAoFoqKicOTIEVRUVKBfv36YNGkSli1bBnt7+zY9R1RUFKKjow3uM3PmTPzrX/9S/3v16tU4cOCA3v0vXrzYthfQjsToKwAYNmyY3m0BAQGIiIiQ7NjtSYyYi4uL8cMPPyA1NRUlJSWorKxEnz594O3tjZCQEDz66KNaj7HmsWXsOUWXuro6bN++HQcPHkRZWRkcHR3xzDPPYOXKlejTp4/Oxxw8eBBff/01Ll26BJlMhtGjR2P58uVwd3cX66WJzpy+EgQBv/76K44dO4asrCxcu3YNDQ0NGDJkCKZMmYKFCxeiW7duWo8z5bNpLcwdW/v378e7776rd/vXX38Nb29v0Y9rCebG/Oyzz6K0tNTgPrt27cLYsWPV/+6oYys5ORlnzpzB+fPnUVBQgPr6emzcuBEvvviiUc/T1NSEXbt2Yc+ePSgpKYGdnR18fHwQFhaGQYMG6XxMamoqYmNjkZubCxsbG7i7u2PJkiV46qmnjH4dTLZFdPToUcTGxkImk2Ho0KG4ffu2yc+VmZmJ4OBgdO3aFVOnToW9vT2OHDmCsLAwXL9+HUFBQRr7V1RUYM6cObh+/Tqee+45DBkyBKdPn8aWLVtw7tw5bN26FTY2Nua+RFEplUrMnz8feXl58PX1xdSpU5GXl4cdO3bg9OnT2LVrl84/SC15eXlh2bJlOrclJSXhxo0b8PX11bk9MDAQvXr1Mut1tAex+krFxcUFAQEBWu3Dhw+X/NjtQayYIyMjkZKSArlcDj8/Pzg4OKCgoADJycn48ccfER8fjyeffFLnY61tbBl7TtGlqakJoaGhSEtLg6enJ/z9/VFSUoKkpCScOHECe/bsgZOTk8ZjYmJisGXLFri4uGDu3Lm4c+cOvv/+e8ydOxdfffUVxowZI9VLNpm5fVVXV4fXX38dXbt2hZeXF3x9fVFXV4e0tDR8+umnOHr0KL755hv06NFD67HGfDathRhjS8XPz0/na3VxcZH0uO1FjJgDAwNRU1Oj1X779m3s2rULjo6OePzxx7W2d8SxFRkZidLSUvTu3Rv9+vVr9UuGPuvWrUNSUhLc3NywYMEClJeX4/Dhw0hPT0diYiJcXV019k9OTsaqVavg5OSkTuxTUlKwcOFCbNmyBc8//7xxAQgkmoKCAuH8+fNCXV2dUF5eLsjlcmH+/PlGP099fb0wceJEwcPDQ7hw4YK6vbq6WvD39xfc3d2Fq1evajxm1apVglwuFxISEtRtTU1NQlhYmCCXy4XvvvvO9BcmkcjISEEulwubNm3SaN+0aZMgl8uFbdu2mfX8FRUVwogRIwQvLy/h3r17GtvCw8MFuVwuXLlyxaxjtBcx+8rYcSn1+yQFsWLet2+fkJubq9V+6NAhQS6XC1OmTNHaZo1jy5Rzii579+4V5HK58OabbwpNTU3q9oSEBEEulwtr167V2L+oqEgYMWKE4O/vL1RXV6vbL1y4IHh4eAiTJ08WGhsbRXiF4hGjr+rq6oStW7cKlZWVWu0hISGCXC4X4uLitB5n6t8MSxJrbO3bt0+Qy+XCvn372vW47UnqmL/44gtBLpcL69ev19rWEceWIAhCenq6uk9iY2ONGiMqJ06cEORyufDyyy9r5AK//PKLIJfLhaCgII39KysrhbFjxwre3t5CWVmZur2srEzw9vYWvL29hZqaGqNiYM22iNzc3ODu7m52yUZmZiYuX76MadOmaXzj7NmzJxYvXoz6+nqNn6kVCgVSUlIwaNAgzJ07V91uY2ODt956CwCwZ88es2ISmyAISEpKgp2dHZYsWaKxbcmSJbCzs0NSUpJZxzhw4AAaGhrwwgsvoGvXrmY9lyW1R19Z47FNJWbML774IkaMGKHVPnXqVLi6uuLSpUu4deuWKHFLydhzij6qfnvzzTc1fimbO3cuBg0ahO+++w61tbXq9v3796OhoQGhoaHo2bOnun348OGYNm0aCgsLcebMGTFeomjE6CuZTIbQ0FA4OjpqtYeEhAAATp8+LX7wFiDW2OooxzWH1DHv3bsXADBr1iyzY7UWPj4+On/VMIbqvLVixQqNXGDChAnw8vJCWloarl27pm7/4YcfUF1djfnz56N///7q9v79+2P+/Pm4ffs2jh49alQMTLat0KlTpwBAZ+mDqq35ifrs2bOoq6uDj4+PVqmIi4sLhg4diqysLDQ2NkoYtXGKi4tRXl6O0aNHw87OTmObnZ0dRo8ejStXrqCsrMzkY6hOPLNnz9a7zy+//ILY2Fh8+eWXOH78OOrq6kw+nlSk6Kvq6mokJiZi27Zt2L17t9464vZ4n8TWXjGrvlR36aK7Gs+axpax5xRd7t27h99//x1Dhw7V+uNnY2MDHx8fKJVKnD9/Xuu4Tz/9tN7jqvaxFmL0lSGq8fLAAw/o3N7Wz6a1ELu/Lly4gB07dmD79u1ISUnRW44p9fskBSljzsrKQmFhITw8PPDYY4/p3KejjS2xnDx5Un3ub2n8+PEANM9DbXmfjD1vsWbbChUXFwMAhgwZorXN2dkZdnZ2KCkpUbep/r9lzZGKq6srioqKcO3aNb03ArS3tsSclpaG4uJiDBgwwOjn/+2331BcXAxPT0+4ubnp3W/9+vUa/3Z2dsbGjRvVH0BrIEVf5efnY926dRpt48ePx0cffaRxk5vU75MU2iPmc+fO4Y8//sDjjz+uty7bmsaWsecUXS5fvoympiaD/ao6lurGrOLiYtjZ2cHZ2Vlrf1UsrR23vYnRV4bs27cPgO4vIEDbP5vWQuz+ajmhQPfu3bF06VK8/vrrkh63PUgZc1suLnW0sSUGpVKJiooKyOVynV9wdZ2HDL1Ppp63mGxbIYVCAQAaP7s25+DgoHFzhOr/9e2vmnlB1w0VlqKKxcHBQed2VbuqL4zV2s9pY8eOxYQJE+Dp6QknJydcv34dhw4dwvbt2xEaGordu3frvMHEEsTuq6CgIPj7+8PV1RUymQx//PEHtm7dil9//RUhISFITExUn5Skfp+kIHXMNTU1CA8Ph62tLd555x2t7dY4tow9p+hiSr8qFAqtGyZb7m9N5yVAnL7S5/jx40hMTMSjjz6qMyky5rNpLcTqr4EDB2Lt2rXw9fVF//79UVVVhRMnTmDz5s3497//jR49emDBggWiH7c9SRXznTt3cPjwYfTo0QPTpk3TuU9HHFtiaOt5q3m/G3qfTD1vMdluISIiwqifewMDA/Ve6bkfWGN/KRQK/PDDD7Czs9M7lVLLJHzIkCFYunQpHnroIbz//vv4/PPPsW3bNlHjspa+Cg8P1/j3qFGjEBsbi1deeQWnTp3CTz/9BH9/f9GPayxr6a/mamtrsXTpUvz5558ICwvTORWZJcYWWb9z584hLCwMPXv2RGRkpM77SDrKZ1MKXl5e8PLyUv+7e/fumDFjBtzd3TFz5kxER0dj3rx5esu27mcpKSlQKpUICAjQm1Tez2PLGnDUtpCYmAilUtnm/SdNmiT6H/jWvjkpFAqNG29U37707X/nzh2N/cRkan+pYtF3dVHVru/EYcj333+Pu3fvYtasWUbPAR0QEIAPPvgA2dnZRh+3NdbYVyq2traYPXs2Tp06haysLPVJtz2OrY+19de9e/ewZMkSnDx5EiEhIVi8eLFRj5dybLXG2HOKLqb0q6Erda1d5bMUMfqqpZycHCxatAi2traIj483WNrWkr7PprWQor+ac3Nzw5gxY5CRkYHCwkL1fNFSH1cKUsWsKk0y9sZIax9bYmjreav5eaj5+9S7d+9W928LJtstWOIPYUuq5L2kpAQeHh4a2yoqKqBUKjFy5Eh1m6qGSFVn1FJxcTFkMpkkNbWm9ldbYgb0190aorrz2FDtmj4PPPAAevXqhaqqKqMf2xpr7KvmVCeV5gluex1bF2vqr9raWixZsgTp6ekIDg7Gm2++aXRcUo6t1hh7TtFl0KBBsLW1NapfXV1dkZ2djYqKCq26bVXNo666SEsSo6+ay8nJQVBQEJqamrBjxw6jHqui67NpLcTuL11Ur//u3bvtelyxSRHzpUuXkJ2djUceeURjEZu2suaxJQbVPSNXr15FY2OjVqmMrvOQq6srzp8/j5KSEq1k29TzFmcjsUKqRTLS0tK0tqnami+k4enpCZlMhoyMDAiCoLF/aWkpioqKMHr0aKv6+c3V1RX9+vVDVlaW1odcqVQiKysLAwcONPoLwsWLF5GTkwM3Nzd4enoaHde1a9dQUVFh9lRDYpKqr1r6/fffAfxVO9nexxaT2DE3T7SDgoJ01mm3hSXHlrHnFF26d++OkSNHoqioSGthCUEQkJGRATs7O40kQvWc6enpeo/bvHTAGojRVyqqRLuxsRHx8fF44oknTIpJ12fTWojZX7o0NjaqZ7h5+OGH2+24UpAiZnOn+7PmsSUWLy8v9bm/pdTUVACa/d6W98nY8xaTbQuqr69HYWEhLl++rNH+1FNPYdCgQTh06BDy8vLU7TU1Ndi2bRtkMhlmzJihbndwcMDUqVNx5coVfPvtt+p2QRCwefNmAMCcOXOkfTFGsrGxwezZs6FUKrF161aNbVu3boVSqdSK+e7duygsLNSYD7Oltpx4KioqcOPGDa326upqrF69GgD03mRiCWL21cWLF1FfX691jKysLMTHx0Mmk2msjGXKsS1NzP5SlY6kp6dj4cKFWnWPLVnr2DL2nFJeXo7CwkKtn7tV/bZ582aNL/bffvstrly5gunTp6N79+7q9hdffBFdunRBTEyMxnPl5eXh0KFDePTRR61uBUmx+ur8+fMICgpCQ0MD4uLiMGrUKIPHNfazaS3E7K+WGhsb8cknn6CkpATe3t7o16+fyce1BmL1lUp9fT2Sk5Nbfa0ddWwZ69atWygsLNRa+0B13oqMjNS4D+j48eM4deoUfH19NS6CTJ48GT179sTOnTtx/fp1dfv169exc+dO9O7dGxMnTjQqNhuh5aVQMllhYSHi4uIA/HU17PDhw+jbt6/GVF8RERHq/7969Sr8/Pzg4uKCY8eOaTyXviVdS0tLER4errWka3l5uXq5dn9/fwwePBinT5/G2bNn8cwzzyAmJsYql2ufN28e8vPz4evrixEjRuDChQtIS0vD448/jp07d2r84T558iQCAwPh5eWlNT0U8NcSyePHj8edO3eQmpqq9fNP8+cJCgrCqFGjMGTIEDg5OaGsrAypqamorKzEuHHjsH37dqtaglysvlq9ejV++eUXjBkzBgMGDECXLl3wxx9/ID09HTY2Nli3bh3mzZtn1rGtgZj9deDAATg7O+Oll17SeayAgAD1VSFrHlvGnFNUr3vjxo3qpYqBv5Zrf+2119TLtT/55JO4fPkyjhw5AhcXFyQlJRlcrt3f31+9XHt9fX2HW669rX1VWVkJf39/VFVVYfz48TqvaPfs2ROvvvqqxvMY+9m0FmKMrWHDhqn/e+ihh1BVVYVTp06huLgY/fv3x86dO7WmrjX276Q1EKOvVH788UcsX74c/v7+iIqK0nvMjjy2kpKS1AtfFRQUIDc3F6NHj1aXcYwZM0ZdMhoVFYXo6GgsW7YMb7zxhsbzrFmzRr1c+4QJE1BRUYGUlBTY29vj22+/xdChQzX2b75cu2qiBdW8759++ikmT55s1OuwnrqCTuDmzZtaqz+1bGuebBsybtw4JCQk4LPPPkNKSgoaGhogl8vx9ttv65xho1+/ftizZw+2bNmC48eP49ixY3BxccGKFSsQHBxsdYk28Fct1c6dOxEVFYUjR47g5MmTcHZ2RlBQEJYuXWp0Anf06FFUVlZi8uTJehNtABg8eDACAgKQk5ODo0ePQqFQwM7ODsOGDcO0adMwe/Zsq5sCSay+8vPzQ3V1NfLz85GRkYH6+nr07dsXU6dOxSuvvKKzXlDs96k9iBWzqlyioqIC0dHROvfx8vJSJ9vWPLaMPafoYmtri5iYGGzfvh3Jycn46quv8OCDD2LWrFlYuXKlzmn+QkND4eLigv/85z/YvXs3ZDIZxo4dixUrVsDd3V3slykKc/tKoVCoa/NTU1PVP1U35+LiopFsm/LZtBZijK2goCCcPXsWGRkZqKqqgkwmw+DBgxEaGoqFCxfqvHFQjOO2NzFjbmsJSUceW2fOnNHKq7KysjRKQtpyf9YHH3wAuVyOPXv24Ouvv4adnR2ee+45hIWFYfDgwVr7v/DCC+jduzdiY2Oxf/9+AICHhwdCQ0Ph4+Nj9OvglW0iIiIiIomwZpuIiIiISCJMtomIiIiIJMJkm4iIiIhIIky2iYiIiIgkwmSbiIiIiEgiTLaJiIiIiCTCZJuIiIiISCJMtomIiIiIJMJkm4iIiIhIIky2iYiIiIgkwmSbiIiIiEgiTLaJiIiIiCTCZJuIiIiISCJMtomIyCQrV67EsGHD8PHHH2ttKyoqwqhRozBq1CgUFxe3f3BERFaCyTYREZnkn//8J/r3748vv/wSmZmZ6vb6+nq8/fbbUCqVeO+99+Dq6mq5IImILIzJNhERmcTR0REfffQRACA8PBxVVVUAgOjoaJw/fx4TJ07E7NmzLRkiEZHF2QiCIFg6CCIi6rg+/vhjfPHFF5g8eTLmz5+PBQsWoE+fPjh48CCcnJwsHR4RkUUx2SYiIrPU1dVhzpw5yMvLg4ODA+7cuYO4uDiMHz/e0qEREVkcy0iIiMgsXbt2RUREBABAoVBg7ty5TLSJiP6PyTYREZnt8OHD6v/Pz89HY2OjBaMhIrIeTLaJiMgsv/32G+Li4uDs7AwfHx9kZ2cjJibG0mEREVkF1mwTEZHJFAoF/vGPf6C0tBRxcXEYMWIEpk+fjurqaiQkJOCJJ56wdIhERBbFK9tERGSyDz74AKWlpZg/fz7+/ve/o2/fvtiwYQMaGhrwzjvvQKlUWjpEIiKLYrJNREQmOXz4MJKTk/G3v/0N77zzjrrdz88Pc+bMQUlJCT788EMLRkhEZHksIyEiIqPduHED06dPh1KpRFJSEoYPH66xXalUIiAgAMXFxYiOjsZzzz1noUiJiCyLyTYRERERkURYRkJEREREJBEm20REREREEmGyTUREREQkESbbREREREQSYbJNRERERCQRJttERERERBJhsk1EREREJBEm20REREREEmGyTUREREQkESbbREREREQSYbJNRERERCQRJttERERERBL5H7fKGT1niiKaAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -103,7 +174,7 @@ "metadata": {}, "outputs": [], "source": [ - "result = RegressionDiscontinuity(\n", + "result = cp.skl_experiments.RegressionDiscontinuity(\n", " data,\n", " formula=\"y ~ 1 + x + treated + x:treated\",\n", " prediction_model=LinearRegression(),\n", @@ -118,7 +189,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -144,12 +215,11 @@ "metadata": {}, "outputs": [], "source": [ - "from causalpy.skl_experiments import RegressionDiscontinuity\n", "from sklearn.gaussian_process import GaussianProcessRegressor\n", "from sklearn.gaussian_process.kernels import WhiteKernel, ExpSineSquared\n", "\n", "kernel = 1.0 * ExpSineSquared(1.0, 5.0) + WhiteKernel(1e-1)\n", - "result = RegressionDiscontinuity(\n", + "result = cp.skl_experiments.RegressionDiscontinuity(\n", " data,\n", " formula=\"y ~ 1 + x + treated\",\n", " prediction_model=GaussianProcessRegressor(kernel=kernel),\n", @@ -164,7 +234,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -190,11 +260,10 @@ "metadata": {}, "outputs": [], "source": [ - "from causalpy.skl_experiments import RegressionDiscontinuity\n", "from sklearn.linear_model import LinearRegression\n", "\n", "# use basis splines\n", - "result = RegressionDiscontinuity(\n", + "result = cp.skl_experiments.RegressionDiscontinuity(\n", " data,\n", " formula=\"y ~ 1 + bs(x, df=6) + treated\",\n", " prediction_model=LinearRegression(),\n", @@ -209,7 +278,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/docs/notebooks/rd_skl_drinking.ipynb b/docs/notebooks/rd_skl_drinking.ipynb index 99504aa9..67b7ce75 100644 --- a/docs/notebooks/rd_skl_drinking.ipynb +++ b/docs/notebooks/rd_skl_drinking.ipynb @@ -17,9 +17,8 @@ "metadata": {}, "outputs": [], "source": [ - "import pandas as pd\n", - "import pathlib\n", - "import arviz as az" + "import arviz as az\n", + "import causalpy as cp" ] }, { @@ -31,45 +30,29 @@ "az.style.use(\"arviz-darkgrid\")" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load data" - ] - }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "rd_data_path = pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"drinking.csv\"\n", "df = (\n", - " pd.read_csv(rd_data_path)[[\"agecell\", \"all\", \"mva\", \"suicide\"]]\n", + " cp.load_data(\"drinking\")\n", " .rename(columns={\"agecell\": \"age\"})\n", " .assign(treated=lambda df_: df_.age > 21)\n", " .dropna(axis=0)\n", ")" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Linear model" - ] - }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "from causalpy.skl_experiments import RegressionDiscontinuity\n", "from sklearn.linear_model import LinearRegression\n", "\n", - "result = RegressionDiscontinuity(\n", + "result = cp.skl_experiments.RegressionDiscontinuity(\n", " df,\n", " formula=\"all ~ 1 + age + treated\",\n", " running_variable_name=\"age\",\n", diff --git a/docs/notebooks/sc_pymc.ipynb b/docs/notebooks/sc_pymc.ipynb index 0327ca35..a6e884be 100644 --- a/docs/notebooks/sc_pymc.ipynb +++ b/docs/notebooks/sc_pymc.ipynb @@ -14,8 +14,7 @@ "outputs": [], "source": [ "import arviz as az\n", - "import pandas as pd\n", - "import pathlib" + "import causalpy as cp" ] }, { @@ -51,10 +50,7 @@ "metadata": {}, "outputs": [], "source": [ - "sc_data_path = (\n", - " pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"synthetic_control.csv\"\n", - ")\n", - "df = pd.read_csv(sc_data_path)\n", + "df = cp.load_data(\"sc\")\n", "treatment_time = 70" ] }, @@ -113,7 +109,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:07<00:00 Sampling 4 chains, 191 divergences]\n", + " 100.00% [8000/8000 00:07<00:00 Sampling 4 chains, 137 divergences]\n", "
\n", " " ], @@ -332,15 +328,12 @@ } ], "source": [ - "from causalpy.pymc_experiments import SyntheticControl\n", - "from causalpy.pymc_models import WeightedSumFitter\n", - "\n", "# Note, we do not want an intercept in this model\n", - "result = SyntheticControl(\n", + "result = cp.pymc_experiments.SyntheticControl(\n", " df,\n", " treatment_time,\n", " formula=\"actual ~ 0 + a + b + c + d + e + f + g\",\n", - " prediction_model=WeightedSumFitter(),\n", + " prediction_model=cp.pymc_models.WeightedSumFitter(),\n", ")" ] }, @@ -367,7 +360,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -392,13 +385,13 @@ "===============================Synthetic Control================================\n", "Formula: actual ~ 0 + a + b + c + d + e + f + g\n", "Model coefficients:\n", - " a 0.34, 94% HDI [0.30, 0.38]\n", + " a 0.34, 94% HDI [0.30, 0.37]\n", " b 0.05, 94% HDI [0.01, 0.09]\n", - " c 0.30, 94% HDI [0.26, 0.35]\n", - " d 0.05, 94% HDI [0.02, 0.10]\n", - " e 0.03, 94% HDI [0.00, 0.06]\n", + " c 0.31, 94% HDI [0.26, 0.35]\n", + " d 0.06, 94% HDI [0.01, 0.10]\n", + " e 0.02, 94% HDI [0.00, 0.07]\n", " f 0.19, 94% HDI [0.11, 0.26]\n", - " g 0.04, 94% HDI [0.00, 0.09]\n", + " g 0.04, 94% HDI [0.00, 0.08]\n", " sigma 0.26, 94% HDI [0.22, 0.30]\n" ] } @@ -462,15 +455,15 @@ " \n", " \n", " x\n", - " -1.767\n", - " 0.218\n", - " -2.172\n", - " -1.383\n", - " 0.027\n", - " 0.02\n", - " 68.0\n", - " 445.0\n", - " 1.04\n", + " -1.743\n", + " 0.205\n", + " -2.124\n", + " -1.361\n", + " 0.007\n", + " 0.005\n", + " 836.0\n", + " 936.0\n", + " 1.01\n", " \n", " \n", "\n", @@ -478,10 +471,10 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", - "x -1.767 0.218 -2.172 -1.383 0.027 0.02 68.0 445.0 \n", + "x -1.743 0.205 -2.124 -1.361 0.007 0.005 836.0 936.0 \n", "\n", " r_hat \n", - "x 1.04 " + "x 1.01 " ] }, "execution_count": 8, @@ -553,15 +546,15 @@ " \n", " \n", " x\n", - " -51.253\n", - " 6.316\n", - " -62.984\n", - " -40.098\n", - " 0.785\n", - " 0.585\n", - " 68.0\n", - " 445.0\n", - " 1.04\n", + " -50.541\n", + " 5.942\n", + " -61.588\n", + " -39.459\n", + " 0.208\n", + " 0.15\n", + " 836.0\n", + " 936.0\n", + " 1.01\n", " \n", " \n", "\n", @@ -569,10 +562,10 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", - "x -51.253 6.316 -62.984 -40.098 0.785 0.585 68.0 445.0 \n", + "x -50.541 5.942 -61.588 -39.459 0.208 0.15 836.0 936.0 \n", "\n", " r_hat \n", - "x 1.04 " + "x 1.01 " ] }, "execution_count": 9, From dbdcd83c0fceed7eac83ab94f6a0d318b1db993f Mon Sep 17 00:00:00 2001 From: "Benjamin T. Vincent" Date: Wed, 23 Nov 2022 16:53:41 +0000 Subject: [PATCH 3/5] update README + index.rst quickstart --- README.md | 12 ++--- docs/index.rst | 12 ++--- docs/notebooks/sc_skl.ipynb | 94 +++++++++++-------------------------- 3 files changed, 35 insertions(+), 83 deletions(-) diff --git a/README.md b/README.md index 300e388a..e16d18d5 100644 --- a/README.md +++ b/README.md @@ -37,27 +37,23 @@ pip install git+https://github.com/pymc-labs/CausalPy.git ## Quickstart ```python -from causalpy.pymc_experiments import RegressionDiscontinuity -from causalpy.pymc_models import LinearRegression -import pandas as pd -import pathlib +import causalpy as cp # Import and process data -rd_data_path = pathlib.Path.cwd().parents[1] / "causalpy" / "data" / "drinking.csv" df = ( - pd.read_csv(rd_data_path)[["agecell", "all", "mva", "suicide"]] + cp.load_data("drinking") .rename(columns={"agecell": "age"}) .assign(treated=lambda df_: df_.age > 21) .dropna(axis=0) ) # Run the analysis -result = RegressionDiscontinuity( +result = cp.pymc_experiments.RegressionDiscontinuity( df, formula="all ~ 1 + age + treated", running_variable_name="age", - prediction_model=LinearRegression(), + prediction_model=cp.pymc_models.LinearRegression(), treatment_threshold=21, ) diff --git a/docs/index.rst b/docs/index.rst index 83c327c4..82ec62b0 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -29,27 +29,23 @@ Quickstart .. code-block:: python - from causalpy.pymc_experiments import RegressionDiscontinuity - from causalpy.pymc_models import LinearRegression - import pandas as pd - import pathlib + import causalpy as cp # Import and process data - rd_data_path = pathlib.Path.cwd().parents[1] / "causalpy" / "data" / "drinking.csv" df = ( - pd.read_csv(rd_data_path)[["agecell", "all", "mva", "suicide"]] + cp.load_data("drinking") .rename(columns={"agecell": "age"}) .assign(treated=lambda df_: df_.age > 21) .dropna(axis=0) ) # Run the analysis - result = RegressionDiscontinuity( + result = cp.pymc_experiments.RegressionDiscontinuity( df, formula="all ~ 1 + age + treated", running_variable_name="age", - prediction_model=LinearRegression(), + prediction_model=cp.pymc_models.LinearRegression(), treatment_threshold=21, ) diff --git a/docs/notebooks/sc_skl.ipynb b/docs/notebooks/sc_skl.ipynb index 046abb7a..4edb529e 100644 --- a/docs/notebooks/sc_skl.ipynb +++ b/docs/notebooks/sc_skl.ipynb @@ -13,8 +13,7 @@ "metadata": {}, "outputs": [], "source": [ - "import pandas as pd\n", - "import pathlib\n", + "import causalpy as cp\n", "import arviz as az" ] }, @@ -40,10 +39,7 @@ "metadata": {}, "outputs": [], "source": [ - "sc_data_path = (\n", - " pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"synthetic_control.csv\"\n", - ")\n", - "df = pd.read_csv(sc_data_path)\n", + "df = cp.load_data(\"sc\")\n", "treatment_time = 70" ] }, @@ -58,56 +54,43 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "AttributeError", + "evalue": "module 'causalpy.skl_models' has no attribute 'SyntheticControl'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn [4], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[39m# Note, we do not want an intercept in this model\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m result \u001b[39m=\u001b[39m cp\u001b[39m.\u001b[39;49mskl_models\u001b[39m.\u001b[39;49mSyntheticControl(\n\u001b[1;32m 3\u001b[0m df,\n\u001b[1;32m 4\u001b[0m treatment_time,\n\u001b[1;32m 5\u001b[0m formula\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mactual ~ 0 + a + b + c + d + e + f + g\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[1;32m 6\u001b[0m prediction_model\u001b[39m=\u001b[39mcp\u001b[39m.\u001b[39mskl_experiments\u001b[39m.\u001b[39mWeightedProportion(),\n\u001b[1;32m 7\u001b[0m )\n", + "\u001b[0;31mAttributeError\u001b[0m: module 'causalpy.skl_models' has no attribute 'SyntheticControl'" + ] + } + ], "source": [ - "from causalpy.skl_models import WeightedProportion\n", - "from causalpy.skl_experiments import SyntheticControl\n", - "\n", "# Note, we do not want an intercept in this model\n", - "result = SyntheticControl(\n", + "result = cp.skl_models.SyntheticControl(\n", " df,\n", " treatment_time,\n", " formula=\"actual ~ 0 + a + b + c + d + e + f + g\",\n", - " prediction_model=WeightedProportion(),\n", + " prediction_model=cp.skl_experiments.WeightedProportion(),\n", ")" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = result.plot(plot_predictors=True)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "result.plot_coeffs()" ] @@ -128,15 +111,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "from causalpy.skl_experiments import SyntheticControl\n", "from sklearn.linear_model import LinearRegression\n", "\n", "# Note, we do not want an intercept in this model\n", - "result = SyntheticControl(\n", + "result = cp.skl_experiments.SyntheticControl(\n", " df,\n", " treatment_time,\n", " formula=\"actual ~ 0 + a + b + c + d + e + f + g\",\n", @@ -146,40 +128,18 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = result.plot()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "result.plot_coeffs()" ] From 83afa363bce6e51783a51b6beb9ea6f3fd98c8bd Mon Sep 17 00:00:00 2001 From: "Benjamin T. Vincent" Date: Wed, 23 Nov 2022 16:55:42 +0000 Subject: [PATCH 4/5] fix issue in one of the notebooks --- docs/notebooks/sc_skl.ipynb | 80 ++++++++++++++++++++++++++----------- 1 file changed, 56 insertions(+), 24 deletions(-) diff --git a/docs/notebooks/sc_skl.ipynb b/docs/notebooks/sc_skl.ipynb index 4edb529e..7b65ef35 100644 --- a/docs/notebooks/sc_skl.ipynb +++ b/docs/notebooks/sc_skl.ipynb @@ -54,43 +54,53 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "module 'causalpy.skl_models' has no attribute 'SyntheticControl'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn [4], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[39m# Note, we do not want an intercept in this model\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m result \u001b[39m=\u001b[39m cp\u001b[39m.\u001b[39;49mskl_models\u001b[39m.\u001b[39;49mSyntheticControl(\n\u001b[1;32m 3\u001b[0m df,\n\u001b[1;32m 4\u001b[0m treatment_time,\n\u001b[1;32m 5\u001b[0m formula\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mactual ~ 0 + a + b + c + d + e + f + g\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[1;32m 6\u001b[0m prediction_model\u001b[39m=\u001b[39mcp\u001b[39m.\u001b[39mskl_experiments\u001b[39m.\u001b[39mWeightedProportion(),\n\u001b[1;32m 7\u001b[0m )\n", - "\u001b[0;31mAttributeError\u001b[0m: module 'causalpy.skl_models' has no attribute 'SyntheticControl'" - ] - } - ], + "outputs": [], "source": [ "# Note, we do not want an intercept in this model\n", - "result = cp.skl_models.SyntheticControl(\n", + "result = cp.skl_experiments.SyntheticControl(\n", " df,\n", " treatment_time,\n", " formula=\"actual ~ 0 + a + b + c + d + e + f + g\",\n", - " prediction_model=cp.skl_experiments.WeightedProportion(),\n", + " prediction_model=cp.skl_models.WeightedProportion(),\n", ")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = result.plot(plot_predictors=True)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "result.plot_coeffs()" ] @@ -111,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -128,18 +138,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = result.plot()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "result.plot_coeffs()" ] From 960c8f23e459e3648327a794404782051ac20c21 Mon Sep 17 00:00:00 2001 From: "Benjamin T. Vincent" Date: Wed, 23 Nov 2022 17:05:37 +0000 Subject: [PATCH 5/5] bump version --- causalpy/version.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/causalpy/version.py b/causalpy/version.py index 3b93d0be..27fdca49 100644 --- a/causalpy/version.py +++ b/causalpy/version.py @@ -1 +1 @@ -__version__ = "0.0.2" +__version__ = "0.0.3"