diff --git a/.codecov.yml b/.codecov.yml new file mode 100644 index 000000000..27894713c --- /dev/null +++ b/.codecov.yml @@ -0,0 +1,6 @@ +# Ignoring Paths +# -------------- +# which folders/files to ignore +ignore: + - setup.py + - versioneer.py \ No newline at end of file diff --git a/.flake8 b/.flake8 index 9d831d4e3..52611dd6e 100644 --- a/.flake8 +++ b/.flake8 @@ -2,6 +2,9 @@ # see https://flake8.pycqa.org/en/latest/user/options.html [flake8] +# E203 is not PEP8 compliant https://black.readthedocs.io/en/stable/the_black_code_style/current_style.html#slices +# Is excluded from flake8's own config https://flake8.pycqa.org/en/latest/user/configuration.html +extend-ignore = E203 max-line-length = 99 max-doc-length = 99 per-file-ignores = @@ -9,7 +12,7 @@ per-file-ignores = __init__.py:F401 # invalid escape sequence '\s' versioneer.py:W605 -exclude = +exclude = docs .eggs build diff --git a/.github/workflows/deploy.yaml b/.github/workflows/deploy.yaml deleted file mode 100644 index 05750cd46..000000000 --- a/.github/workflows/deploy.yaml +++ /dev/null @@ -1,33 +0,0 @@ -name: Deploy Python Package - -on: - release: - types: [published] - -jobs: - deploy: - name: Deploy to PyPI - runs-on: ubuntu-latest - - steps: - - uses: actions/checkout@v2 - - name: Set up Python - uses: actions/setup-python@v2 - with: - python-version: '3.8' - - name: Install dependencies - run: | - python -m pip install --upgrade pip - pip install setuptools wheel twine - - name: Build and publish - env: - TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }} - TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }} - run: | - python setup.py sdist bdist_wheel - twine upload dist/* - - uses: actions/upload-artifact@v2 - with: - name: dist - path: | - dist/* diff --git a/.github/workflows/flake8.yaml b/.github/workflows/flake8.yaml index c71678e45..011af0d89 100644 --- a/.github/workflows/flake8.yaml +++ b/.github/workflows/flake8.yaml @@ -12,14 +12,14 @@ jobs: runs-on: ubuntu-latest strategy: matrix: - python-version: [3.8] + python-version: [3.12] steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 with: fetch-depth: 0 # fetch all branches, needed so we can diff against the target branch - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v2 + uses: actions/setup-python@v5 with: python-version: ${{ matrix.python-version }} - name: Install flake8 diff --git a/.github/workflows/nbval.yaml b/.github/workflows/nbval.yaml index 761c6da05..abc712ae5 100644 --- a/.github/workflows/nbval.yaml +++ b/.github/workflows/nbval.yaml @@ -10,18 +10,18 @@ jobs: fail-fast: false # don't cancel other matrix jobs when one fails matrix: notebook-file: [ - 'TrendAnalysis_example_pvdaq4.ipynb', - 'degradation_and_soiling_example_pvdaq_4.ipynb', + 'TrendAnalysis_example.ipynb', + 'TrendAnalysis_example_NSRDB.ipynb', + 'degradation_and_soiling_example.ipynb', 'system_availability_example.ipynb' - # can't run the DKASC notebook here because it requires pre-downloaded data ] steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 - name: Set up Python - uses: actions/setup-python@v2 + uses: actions/setup-python@v5 with: - python-version: "3.10" + python-version: "3.12" - name: Install notebook environment run: | python -m pip install --upgrade pip wheel @@ -36,7 +36,7 @@ jobs: mkdir docs/artifacts jupyter nbconvert --to html --execute --ExecutePreprocessor.timeout=600 --allow-errors --output artifacts/${{ matrix.notebook-file }}.html docs/${{ matrix.notebook-file }} - name: Upload artifacts - uses: actions/upload-artifact@v2 + uses: actions/upload-artifact@v4 with: - name: executed_notebooks + name: executed_notebook_${{ matrix.notebook-file }} path: docs/artifacts diff --git a/.github/workflows/publish-to-pypi.yaml b/.github/workflows/publish-to-pypi.yaml new file mode 100644 index 000000000..57d938ed4 --- /dev/null +++ b/.github/workflows/publish-to-pypi.yaml @@ -0,0 +1,50 @@ +name: Publish Python distribution to PyPI and TestPyPI + +on: push + +jobs: + build: + name: Build distribution + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: "3.x" + - name: Install pypa/build + run: >- + python3 -m + pip install + build + --user + - name: Build a binary wheel and a source tarball + run: python3 -m build + - name: Store the distribution packages + uses: actions/upload-artifact@v4 + with: + name: python-package-distributions + path: dist/ + + publish-to-pypi: + name: >- + Publish Python distribution to PyPI + if: startsWith(github.ref, 'refs/tags/') # only publish to PyPI on tag pushes + needs: + - build + runs-on: ubuntu-latest + environment: + name: pypi + url: https://pypi.org/p/rdtools + permissions: + id-token: write # IMPORTANT: mandatory for trusted publishing + + steps: + - name: Download all the dists + uses: actions/download-artifact@v4 + with: + name: python-package-distributions + path: dist/ + - name: Publish distribution to PyPI + uses: pypa/gh-action-pypi-publish@release/v1 \ No newline at end of file diff --git a/.github/workflows/pytest.yaml b/.github/workflows/pytest.yaml index 17aa453c6..fc277b095 100644 --- a/.github/workflows/pytest.yaml +++ b/.github/workflows/pytest.yaml @@ -14,27 +14,27 @@ jobs: runs-on: ubuntu-latest strategy: matrix: - python-version: ["3.7", "3.8", "3.9", "3.10"] + python-version: ["3.9", "3.10", "3.11", "3.12"] env: [ '-r requirements.txt .[test]', '-r requirements-min.txt .[test]', '--upgrade --upgrade-strategy=eager .[test]' ] exclude: - - python-version: 3.8 + - python-version: "3.9" + env: "-r requirements.txt .[test]" + - python-version: "3.10" env: '-r requirements-min.txt .[test]' - - python-version: 3.9 + - python-version: "3.11" env: '-r requirements-min.txt .[test]' - - python-version: "3.10" + - python-version: "3.12" env: '-r requirements-min.txt .[test]' - # required numpy is not available on python 3.7, so exclude: - - python-version: 3.7 - env: '-r requirements.txt .[test]' + fail-fast: false steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v2 + uses: actions/setup-python@v5 with: python-version: ${{ matrix.python-version }} - name: Install ${{ matrix.env }} diff --git a/.github/workflows/requirements.yaml b/.github/workflows/requirements.yaml index 2bcae12b9..cb1d8b00a 100644 --- a/.github/workflows/requirements.yaml +++ b/.github/workflows/requirements.yaml @@ -18,11 +18,11 @@ jobs: runs-on: ${{ matrix.os }} steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 - name: Set up Python - uses: actions/setup-python@v2 + uses: actions/setup-python@v5 with: - python-version: "3.10" + python-version: "3.12" - name: Install notebook environment run: | python -m pip install --upgrade pip wheel diff --git a/.readthedocs.yml b/.readthedocs.yml index a75f7f277..13ab9fa47 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -1,9 +1,9 @@ version: 2 build: - os: "ubuntu-22.04" + os: "ubuntu-24.04" tools: - python: "3.7" + python: "3.12" python: install: diff --git a/README.md b/README.md index f7149d262..9298a7411 100644 --- a/README.md +++ b/README.md @@ -12,11 +12,11 @@ Code coverage: RdTools is an open-source library to support reproducible technical analysis of time series data from photovoltaic energy systems. The library aims to provide best practice analysis routines along with the building blocks for users to -tailor their own analyses. -Current applications include the evaluation of PV production over several years to obtain -rates of performance degradation and soiling loss. RdTools can handle -both high frequency (hourly or better) or low frequency (daily, weekly, -etc.) datasets. Best results are obtained with higher frequency data. +tailor their own analyses. Current applications include the evaluation of PV +production over several years to obtain rates of performance degradation and +soiling loss. RdTools can handle both high frequency (hourly or better) or low +frequency (daily, weekly, etc.) datasets. Best results are obtained with higher +frequency data. RdTools can be installed automatically into Python from PyPI using the command line: @@ -27,7 +27,7 @@ pip install rdtools For API documentation and full examples, please see the [documentation](https://rdtools.readthedocs.io). -RdTools currently is tested on Python 3.7+. +RdTools currently is tested on Python 3.9+. ## Citing RdTools @@ -36,8 +36,8 @@ and the specific DOI coresponding to that version from [Zenodo](https://doi.org/ - Michael G. Deceglie, Ambarish Nag, Adam Shinn, Gregory Kimball, Daniel Ruth, Dirk Jordan, Jiyang Yan, Kevin Anderson, Kirsten Perry, - Mark Mikofski, Matthew Muller, Will Vining, and Chris Deline - RdTools, version {insert version}, Compuer Software, + Mark Mikofski, Matthew Muller, Will Vining, and Chris Deline, + RdTools, version {insert version}, Computer Software, https://github.com/NREL/rdtools. DOI:{insert DOI} The underlying workflow of RdTools has been published in several places. diff --git a/docs/TrendAnalysis_example.ipynb b/docs/TrendAnalysis_example.ipynb new file mode 100644 index 000000000..12be8fb28 --- /dev/null +++ b/docs/TrendAnalysis_example.ipynb @@ -0,0 +1,62698 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# TrendAnalysis object-oriented example\n", + "\n", + "\n", + "This juypter notebook is intended to demonstrate the RdTools analysis workflow as implemented with the `rdtools.TrendAnalysis` object-oriented API. For a consistent experience, we recommend installing the packages and versions documented in `docs/notebook_requirements.txt`. This can be achieved in your environment by running `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) This notebook was tested in python 3.12.\n", + "\n", + "The calculations consist of two phases:\n", + "\n", + "1. Import and preliminary calculations: In this step data is important and augmented to enable analysis with RdTools. **No RdTools functions are used in this step. It will vary depending on the particulars of your dataset. Be sure to understand the inputs RdTools requires and make appropriate adjustments.** \n", + "2. Analysis with RdTools: This notebook illustrates the use of the TrendAnalysis API to year on year (YOY) degradation and recovery (SRR) soiling calculations.\n", + "\n", + "This notebook works with data from the NREL PVDAQ `[4] NREL x-Si #1` system. Note that because this system does not experience significant soiling, the dataset contains a synthesized soiling signal for use in the soiling section of the example. This notebook automatically downloads and locally caches the dataset used in this example. The data can also be found on the DuraMAT Datahub (https://datahub.duramat.org/dataset/pvdaq-time-series-with-soiling-signal).\n", + "\n", + "An older version of this notebook (RdTools<3) included emphasis on the clear sky workflow which uses clear sky modeled irradiance rather than measured (sensor) irradiance for analysis. The clear sky analysis served to double check the sensor based result for things like sensor drift, but there was high uncertainty with this approach because aerosal optical depth (AOD), an input to the clear sky irradiance model, can change from year to year. Therefore we have de-emphasized the clear sky workflow in this version of the notebook. We also include a new notebook that illustrates the use of satellite irradiance data, which can serve as a check on the sensor-based analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pvlib\n", + "import rdtools\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#Update the style of plots\n", + "import matplotlib\n", + "matplotlib.rcParams.update({'font.size': 12,\n", + " 'figure.figsize': [4.5, 3],\n", + " 'lines.markeredgewidth': 0,\n", + " 'lines.markersize': 2\n", + " })\n", + "# Register time series plotting in pandas > 1.0\n", + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Set the random seed for numpy to ensure consistent results\n", + "np.random.seed(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import and preliminary calculations\n", + "\n", + "\n", + "This section prepares the data necessary for an `rdtools` calculation.\n", + "\n", + "A common challenge is handling datasets with and without daylight savings time. Make sure to specify a `pytz` timezone that does or does not include daylight savings time as appropriate for your dataset.\n", + "\n", + "**The steps of this section may change depending on your data source or the system being considered. Note that nothing in this first section utilizes the `rdtools` library.** Transposition of irradiance and modeling of cell temperature are generally outside the scope of `rdtools`. A variety of tools for these calculations are available in [pvlib](https://github.com/pvlib/pvlib-python)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Import the example data\n", + "file_url = ('https://datahub.duramat.org/dataset/'\n", + " 'a49bb656-7b36-437a-8089-1870a40c2a7d/'\n", + " 'resource/d2c3fcf4-4f5f-47ad-8743-fc29'\n", + " 'f1356835/download/pvdaq_system_4_2010'\n", + " '-2016_subset_soil_signal.csv')\n", + "cache_file = 'PVDAQ_system_4_2010-2016_subset_soilsignal.pickle'\n", + "\n", + "try:\n", + " df = pd.read_pickle(cache_file)\n", + "except FileNotFoundError:\n", + " df = pd.read_csv(file_url, index_col=0, parse_dates=True)\n", + " df.to_pickle(cache_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df = df.rename(columns = {\n", + " 'ac_power':'power_ac',\n", + " 'wind_speed': 'wind_speed',\n", + " 'ambient_temp': 'Tamb',\n", + " 'poa_irradiance': 'poa',\n", + "})\n", + "\n", + "# Specify the Metadata\n", + "meta = {\"latitude\": 39.7406,\n", + " \"longitude\": -105.1774,\n", + " \"timezone\": 'Etc/GMT+7',\n", + " \"gamma_pdc\": -0.005,\n", + " \"azimuth\": 180,\n", + " \"tilt\": 40,\n", + " \"power_dc_rated\": 1000.0,\n", + " \"temp_model_params\":'open_rack_glass_polymer'}\n", + "\n", + "df.index = df.index.tz_localize(meta['timezone'])\n", + "\n", + "# Set the pvlib location\n", + "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", + "\n", + "# There is some missing data, but we can infer the frequency from\n", + "# the first several data points\n", + "freq = pd.infer_freq(df.index[:10])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example dataset includes a synthetic soiling signal that can be applied onto the PV power data to illustrate the soiling loss and detection capabilities of RdTools. AC Power is multiplied by soiling to create the synthetic 'power' channel" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot synthetic soiling signal attached to the dataset\n", + "fig, ax = plt.subplots(figsize=(4,3))\n", + "ax.plot(df.index, df.soiling, 'o', alpha=0.01)\n", + "#ax.set_ylim(0,1500)\n", + "fig.autofmt_xdate()\n", + "ax.set_ylabel('soiling signal');\n", + "plt.show()\n", + "\n", + "df['power'] = df['power_ac'] * df['soiling']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Use of the object oriented system analysis API" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first step is to create a `TrendAnalysis` instance containing data to be analyzed and information about the system. Here we illustrate a basic applicaiton, but the API is highly customizable and we encourage you to read the docstrings and check the source for full details." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "ta = rdtools.TrendAnalysis(df['power'], df['poa'],\n", + " temperature_ambient=df['Tamb'],\n", + " gamma_pdc=meta['gamma_pdc'],\n", + " interp_freq=freq,\n", + " windspeed=df['wind_speed'],\n", + " power_dc_rated=meta['power_dc_rated'],\n", + " temperature_model=meta['temp_model_params'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once the `TrendAnalysis` object is ready, the `sensor_analysis()` method can be used to deploy the full chain of analysis steps. Results are stored in nested dict, `TrendAnalysis.results`.\n", + "\n", + "New in RdTools 3, there are two filtering steps. The first step occurs after normalization but before aggregation, and the second after aggregation. Filters utilized in the first filtering step can be adjusted by changing the dict `TrendAnalysis.filter_params`. Filters used in the second filtering step can be adjusted by changing the dict `TrendAnalysis.filter_params_aggregated`. \n", + "\n", + "Here we also illustrate how the aggregated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.1 Since our example system doesn't experience much soiling, we apply an artificially generated soiling signal, just for the sake of example. If the dataset doesn't require special treatment, the 'srr_soiling' analysis type can just be added to the `sensor_analysis` function below. A warning is emitted here because the underlying RdTools soiling module is still experimental and subject to change.\n", + "\n", + "1M. G. Deceglie, L. Micheli and M. Muller, \"Quantifying Soiling Loss Directly From PV Yield,\" IEEE Journal of Photovoltaics, vol. 8, no. 2, pp. 547-551, March 2018. doi: 10.1109/JPHOTOV.2017.2784682" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/soiling.py:27: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "ta.sensor_analysis(analyses=['yoy_degradation','srr_soiling'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The results of the calculations are stored in a nested dict, `TrendAnalysis.results`" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "yoy_results = ta.results['sensor']['yoy_degradation']\n", + "srr_results = ta.results['sensor']['srr_soiling']" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-0.501\n", + "[-0.611 -0.322]\n" + ] + } + ], + "source": [ + "# Print the sensor-based analysis p50 degradation rate and confidence interval\n", + "print(np.round(yoy_results['p50_rd'], 3))\n", + "print(np.round(yoy_results['rd_confidence_interval'], 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.954\n", + "[0.95 0.957]\n" + ] + } + ], + "source": [ + "# Print the p50 inoslation-weighted soiling ration and confidence interval\n", + "print(np.round(srr_results['p50_sratio'], 3))\n", + "print(np.round(srr_results['sratio_confidence_interval'], 3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting\n", + "The `TrendAnalysis` class has built in methods for making useful plots" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# check that PV energy is roughly proportional to irradiance\n", + "# Loops and other features in this plot can indicate things like\n", + "# time zone problems for irradiance transposition errors.\n", + "fig = ta.plot_pv_vs_irradiance('sensor')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the sensor based degradation results\n", + "fig = ta.plot_degradation_summary('sensor', summary_title='Sensor-based degradation results',\n", + " scatter_ymin=0.5, scatter_ymax=1.1,\n", + " hist_xmin=-30, hist_xmax=45)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot a time-dependent median (plus confidence interval) of sensor-based degradation results\n", + "fig = ta.plot_degradation_timeseries('sensor', rolling_days=365)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The TrendAnalysis class also has built-in methods for plots associated with soiling analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:172: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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bW8b9vT4+317NjS+vZ1iKnTc2lGM16kfMiotKsW3cuJEXX3yRf//735SXl5OZmcnPfvYzLr/8ciZNmhSx7c0334zVauXmm2/uF4GPNQrykiivbwv1bmpb3JgNOs2BYP63+xo6KZrCkjrsZiMThyRQWtsa6tH25oEJnm9bZRO1Le7Qee1m+SgkHmQ8XKPTS6LdzPLNlYecldiRorJ62jw+vD4/NpOBYSl2Wtw+cpOs7KpuQQhocnnZsLeOWKsJXdcQMmEy9LIF6c3YvIZWN41OD3EWAy6PH68Av18mq4B8YT1ePz6//PtAkwtdA5cXGp0e9tS0cttZ40KN6bisBDaXN2A2Goizdt1BKCypCyVqaJrWKb4ZbzWyobSeWKuRZpePnCRbr6zxpYWlbNrXQGqsCafHi0XTcQesgEBSKboOdpMBISCxgxvOajJgMuhMGpJIk9OD2+enUXhodftxe318vKUSm9lAkj0y6zMYc6lvdeP1CYwGvR/Hi2nUtnhASBlbXL6Q7RJnMZAeb8VuNvDZtmpW76ph5ogUzp2cHRoisvtASyjByqDrxJkNAJTXt5GTZKOkppUEm7Q0c5PtVDa6qGv1gEan387jE2jBllyTLvLKRmdofVfKotHpJS8lhiZnQyiGCdIePtDsxm4x8tb6faxOsJKbbKOi3onVbKDN7UN4fBh0HV3X2VnVzOOf7qSuxU1iwMI8FMXW1bvRnbIryEsiL8XGhr1u/AjCI/lWo45PyDi9xyeoafFg0CDWakQDml0+1u6pZev+JlweH81OL9VNLhZ9sfuwZ3pG5YqcOnUqjz32GKeccgrvvfcepaWlPPjgg52UWpAJEyZwwgkHH2fV3NzMXXfdxZlnnklycjKaprF48eJey1VfX8+1115LWloaMTExzJ07l3Xr1nW57dtvv820adOwWq0MHTqUu+66C6+3b73j/iA8KJ2VYMPjE4xKjyPWaiTWaiQnydZJ0RTkJZFoN3Hu5GyumzuK/My4Xsc3gudze/2U1bWxdk8tQOh4V500vMcHLhh031LR2O+ZlEHrFWRc6+OtVQCcMiadSTkJaJqMZ3n8UNPsotHpxWrSsZmlIml2evjl82t5eHkx5fVttLq9Pd6XNbtrsRh1DLrOKfnp2E06epjXRwBeIfD6/Xh8fvxIBSdfGhks/+uHxTz6yQ4KS2pJspvITrSha7CtsjlkEYUTVFw6Uol2VFxb9zdhNxvITrTxXxMzOXVsZOywqKyeG19ez0+e+irC7bd8cyV+IS02r182Ki6vwO0T6JpMEIq3GEmOtZBgN+H2CT7ZWsWNL68PjaEcmmynyekhI97KmIw40uJkg1ta24bL66fF7aOy0RnhTjptfAZJdhMThySQGmchwWbqFzf12Mw4bCadGItMFGlx+dA08AM2s44e+KHK6lrZWd3CngMtfLK1imUby2l0yko8weQei9GA3WzAENinpKaVykYXF0zJJsluDo0pjLMaMZt04qydO3cj02KxWQyYDRpmg4amwYzhyaH1XbnoC/KSKMhLCrms5ZMNPj9oukabx0ddq4fdB1qIsZg4cVQqp47NINZqJNluJtZiBAS1rW52V7fQ4PSwv8EZsvCiJdh+hF9jdyEGR04icVYT4fnuugY2k86MEcn86aJJZCXaZIwQ8Alocnrx+Pz4/H7cPj8Z8RbS4ixMHBJPZaPziGR6RmWxPfvss8yfP5/Y2NhebT937lzmzp170O0OHDjAH//4R4YOHcrkyZP59NNPey2T3+/n7LPPZuPGjfz+978nNTWVxx9/nDlz5lBYWMjo0aND2/7nP//hggsuYM6cOTzyyCN8++233HPPPVRVVfHEE0/0+pz9Sfig6Sanh+xEG26vH7e38xAKR05ihPKJpueTEW9lb20rFpOBbZVNbNrXwLb9jdz/3hYy4q2d3J9Btu5vwmLUaXYdPIOzr4NagwPVjQYdQ6DLZTcbA73UZFpcXlxewQkjknl93T4Q4PL5SY+zkBxj5s0N5djNBjaW1RNvNeHy+hmb2b1VGaxikp9po8npwWDQMRkFul9gN+kYDTpenx9hkA2p2aDT5vZiM8txUlfPGs4vnl9Li8tLRYOTS2fk8ZcPi2l2edE0QhZROI1OL1NyE3mnqDyQMOSMWF/d5KKy0YnVZGBndTN7A27m4DUE4zYtLi9LCstCPffTxmewfHMlXr/A52+P1+gajEqPwekVGHUNr89PTbMLX6BzUFLTypBEK6dPyCQ70UZ5fVvAVedhSm4iq3fX4Bcyq8GqQWWjk589t5YpuQnomsZp4zM4bXwGj3+6k/pWd5cdsWjYur+JNo+PinqntMx9AiEIKBWNOKsJu9lAeb0fr1/Q7PIR4/KyaV8DMWZD4JkRTBySQJLdzJc7D9Dq9rG3toWyOiexFgPLiirw+gXDUuz8dEY+IMdKBodshFsWV88aTlqchXeKyqkLeDpeWSs7Fgl2Mw2tbooDbsV7390MyGf+jrPHU93k4vPtB2h1e3F5ZAfJ7fVj0KTL0ePyUVbXyqUzhtLo9OL0+FgbqCwkt9MQulSKucl2Euw9j5U8GNsrm/jwu/1sLK0PvefhCUAdrbdtlU0hN6nJoGE3G0i0mXB7/YzOiOP08Rl8tq2K3dUtePzShS+EHApT3eSmobWG1DgLsRZjRMWjw0lUiu3KK6/sZzEkWVlZVFRUkJmZydq1azn++ON7ve+SJUv48ssvee2115g/fz4Al1xyCWPGjOGuu+7ipZdeCm17880343A4+PDDDzEa5S2Ij4/nvvvu47e//S1jx47t3wvrBY6cRK6bOypUKaKxzUt1szT8+7PUVbiyOWtSFtVNLlZsrZIv05467GadbZXNEXGfcMZmxrFlfxP5mfaDusj6OqjVkZPI5NxEWt0+CktqKa9vY0NpHb87PT+isYwxG4i1mmhs8wRiRSbK652BGI8gzmqgqsmNSddY/OUeGp3eLl0fV88aHnqBn121mx1VzegaxFiNeLx+8lLslNS04vH58Hh9+PwCm9mIIyeBOfnpOHISGZMRx6Z9jYzJiOPz7QdobPPi9vppdfu6HIIRvA6NLN7/rhKf388N/17Pb04dxbyC3FB264FmN7omG8CdVU2s3lXDlScOI95qxOv3YzJoEWXF5hXkMq8glyueXcM3e+ow+mWDPyTRxilj0jl3cjbLNpbz+rp9eHyCkGdMCPY3SisgONh5074GEmwm0uIspMVaaHFKRT0uK4F1JXXoGqzYWs2YzLjQ0IGqRidur5+Smt7HezuytLA0pCCtJgOxFiMGXcPVHnDC6xOkxZn4r4mZjM2M4y8fFuNucmPUpXWWlxLD1v1NnOPIJtFu4qqThlNUVs/60np0zUdFg5Mku+z0uDxedE2jstEV0XFoaHVz1aKvcXn9FOQl8dzVM0LrV++qoabZjc8Ptc1u3txQzvlThvD17lrMRp2Pt1bR6vaRYJPWuyMnkbQ4C3kpNhravBxodtHY5kUI8IQFPp0eX6iTUlRWT2WjkyanF6tJuvmsBo1Yq4nMBGsowSWaNqGorJ6/fFhMbYuHBJuRtDhLqMJPeX0bnxZXdRqYPyYjjroWj+xkC4HL4+OA149PCP76YTFNTtnhnJiTSE2zk9oWDx6/wBO4QJdPUFEvO3Amg87MESk0Og+vdywqxfavf/2rx/WapmG1WsnJyWHatGlYLL1LRbdYLGRmZkYjEkuWLCEjI4OLLrootCwtLY1LLrmEF154AZfLhcViYfPmzWzevJnHHnsspNQArrvuOu69916WLFnC//zP/0Qlw6ESTGducnopb3CSm2QjOcbcYw/4UCooTM6V21tMOi1uHxajhtPjJ8Fk6HZcXIvbR0qMqUtLsiPxViNury9U9aE3sgYtV5fXj9cnKKlpDWVsBuOJn28/QGaCFb8QIWstM8HK17tr8fj8tLh8yIQBGXv7tLi6y6B1R8tXuq3keDmr2cDO6hacbh8+AQZNQwd8Pj9J9vbf5LzJ2dhMBk4bn8GSwjJ0mbdBq8vHiuIqlhaWRsRDws8Za93Mq2tLqWlxh6yvcydns2lfA7UtMv4nr8HLtv1NPPLJDk4bn8GcMenUt7q5etbwTvfvvMnZuL3+UEJLMDkheE5pPVTT6vbhDmRKJtnNoYbGkZMYihsW5CUxNjMulOa+t7ZFxhgDWnH3gRZOG5dObrKdjWX1NDm9WIzRla4KVg8pq5XJIUaDD6dHZnVqQXMBMBg0hibbuePs8aF9F3+5B4AfjE0nwW4m3moMdWaC13TDqaNYUljGjqpm9je6yIw34/Fp1Le6yYi3sLSwlEanl3irkVe+kX/7/YJvyxpCSqSwpC6UdbmruoU2t7S03ikqJyfJRjB7McFmlK5fq5F7391MdZOLgrxkxmbGsfjLPeyoapaWmA5uHxg0GJXe7v0K/gbPrtrNhtJ6hJAWaUa8FZvJcNAEr54oLKnD55ceLqfHx7bKJrZVNuH2+tl9oIX9jS50ZPLH9adKL9fvTs/n/ve2hKxoo64FEpt8gY6f7Mg1OWU2cHaijWaXl8pGJ8FmQtMh1mLE6xeU1LQMXotNC2QYCRGZbxW+XNM04uPjue2227jlllsOUdSeWb9+PdOmTUPXI8OG06dP56mnnmLbtm1MmjSJ9evXA3DcccdFbJednU1OTk5ofVe4XC5crvYGv7Gx8dCEvjuBIqAYyAccV3xKQWsl1d8+xlR+TNrxUxmbGceyjeUs21je7s778x+gdS/89k8Ubt5P/f4yCksFjhM7N3R0yIcrWP4I5ayG418OxQCCrshEu5kEm5HS2jbW7K7p1CgXldVT881iykjHbJsmx9bU7QR7PIwcHXna1maaqyuZkaqRYBc44v289Lfh1APLjv+qs4vybtlgOO5u4Lq5o9i981USjNuwxdwEBDIYLQZs317Dmebr2Jo9HkdmDFWbX2Vow2rqcv4Xs0HD6QEvAotBIznWHGhwOuQEelyRy15fStrWR5nC6TSRx9DsPHbUtFEh9hHDLmLNGnZ02hBkYSJp60ew9Tu4u4HGpjbyd31KY9ZZobFN60vrcXn8NLu8/HPZWka37cCh63BgNay7L/DbN8hYiZCVY1xe6dp1DEngtvTdFHqHET98BG9vLGft7o/J82+ktPkq3ikqZ0xGXOcKJ0KAz0tjcyvTc+NItJv4ZlcNWSVXsHrnVOYVvIojJ5GHfzw1ZLWv3lVDeV0rtrZlbFt7Opwkn59w5evISaTR6eXT4mqqmlyB91sAAp/Px/ub9vPzkTpPzk1mWY20IBta3fzy+bVdZ+81VIPRDh3K8BVuLmM8VbSYaml2+dDRsPoMmBEY8GE0yEHAIwwxzC//CdwNcAHzTp/HvLPyoXQ7tHwLX9wGnAZ3L4Hn7ofYHJh3GfMKcml0eimt243L04yr9iOchuMRxAEaq5a9xVCzxvLkybjqq5jj/x8+EpejacexbH0Zjhd+QwHZcPIv+emModz0ygZ2Vbfg80NpbStlta2kxVs4eVQqH22p4kCzm693v8M8y3vU8Usmn3Y6W/c3UdfqIc5iRFhkcWarCc4zPMqMqh8As0L3I/hbLS0slVap10dFQxunjE6lZW8praXrKEq+BMcrVwDr4e4GekNBiokLPfNINEMNqezdew4nsZg9wBqX9Gr5gZpAOTvH0w/j4CFu45e8QQ2a4TX2cCnDDS/i90OC9k/WJOdSWifH1abHmaWF6TdgNuoY/QKL9hwXGZr4uuEi8thCWpOZxgnX9kreaIlKsW3YsIErrriClJQUfv3rXzNq1CgAtm/fzmOPPUZ9fT2PPvoolZWVPPLII9x2223ExcXxq1/9ql+FD6eiooJTTjml0/Jgseby8nImTZoUGk/XVRHnrKwsysu7T4i4//77WbhwYT9JLCkO//+5q3BQQjF+hvMZ2/a/wZJ9DWzd30iLy8dLa0rIT7Hyk9a/S0X4988oGPdzind9QT4alJoOej4HH+MA+OYqOHtNwO3hIjNBJj1UNMg6hnFWY+SgXI+Hjcs+4ASeZBzwp/qXeO7LPYz55jfkMwTHXStl+lmQbSuZShXFjc3k22PhnfcxATmA6+sTuMv9F+wWeWxHY9g9vzsBx90NPMiTUuFX7YGtT1KQnI62fA7TAIf7Rpj2Fi+sWMU0ZExUlJ3DGp6nCZn5ZjHpzB6TjtMje/6hgLvPB43VIMJihFuu41ygmM2ARn75SWwnlRb+g83UteVaDDjuTqCA6yjmcfJXbcBx9wshd+BXO2vw+AUjeJ3ij+pw8HnkAe5OoPG0DZiNMnvR4xNSto/fx7HhTmAshUl/YUxGHCP2PsB4A7zpK2Wr924qG11kJdi4/70tTBySIDsH8QJaD1AQ18B3TXVMiEsivuRD/FSh8wHcfQ3c/Uzo9NmJNq48cRh/XXYn12lvUFu3BLZ8COMmRIhZVFbPxtJ6altcpMdZaGzz4PH50YQXk65jEW7q192LIykLxy8Xg8XCuY98TlldG/vq2yIVW20tfPcuJKSD46yI8xTYytF824BGDhhb8fv8mDCQpNkwWDRM6BSMTmXe9vAO8psUffgmxSQAsmG/GIDl8PqjsPtPcrPJM2HUaArykvh0cwW+toc517CSdaxkdez9WAwas7gbv9tD2/5fMZsnSLbA6eIB/uR/FWPhz4HNOADH8i/gksexmw2hQe0en0DToKrRxXvf7qchYP1eIx5ltBsw30L+8lWUD/tZqOFvCsTSLP5HOZ4v8PMF/GM//ObPofdoaWEp//x8t+yzCIi3mmhpcWIsvYkRlFD8SiEO1oeep94oN0fbBhzAUiCVA+SzGIDxwBX6T1nkk8rN7RPc995WRvOQvG7+L9RWjePFwH0Gmn9OUXMGy/gt27Kn4EZnaLKVulY56N/pFVzf8n7gHF8AdsBEft6tB5X1UIhKsT300ENkZGTw/vvvRyyfNGkSF154If/1X//FM888w9NPP815553HySefzOOPP35YFVtbW1uXLk+r1RpaH/5/d9v2ZIXddttt/Pd//3foe2NjI7m5hzZmJ59w5bYbR9iy5NIL2cmTtHji8fhl9YutNWtBDzSs1ODY8iQOAhlGLX0581bYsIFl+8wIId0KcVZjyD1lNuqcNj6j3X2Y4GJypVQ2iYCdf9Ps+wmYDlDMARxLFsHFV7cfvnwTDp8bDF6Ki3ZDa3ujanHBn7iZW5wXUt30W3i3w/jGDz4IvEwAu+Hln+OYdkXge4DXf4yDEaF7pwHzuIznrc9gMSUwLiueOKuRb/bU4vL4sJoMspF1uaBiO7idoLcH4R2h30FQzCoAglO36sDowHod2aPND+33eECuZeB2g9nM707P55YlRZTWtjLW8zZ0098oyEsiM8FKXYubkWmx4GqFL58GDlDMKso/f5ZNmRcwMbD9BYbv+JNvG1NzT6au1U1ti4dPApmjjil+ir5dTXFFMxOyE3H4mnDwUNjZlsBDyXDTg6EMOIAf8gbokEwzvLIA5j8FE9tj28FKKMkxZtxeP1kJVvbXuxhr8pCcYMZmdJLYuB7q1lP0r5dYlj2DvTWtOANxxgj27oU9X4A1FVKnQHZ7jNZh2E1x02aSaKPNL/ezoJOOibMyM3GkxgE1ne6h/M26aNCL7mj/+4Xj4A/SdTcnw0zsvpUATGcrY08aTsGQOByL5f0oYnHomUKDbLOfUa7NYQf+Fl49mSu5jL+aZ1DnSw255Q26FhE7GgqhFtbB27DnbfL4NSXDTqckIY4ir48fuNo7PEW1T+FYuA9ufQZsNpZvrpQxRq+f3CQbZqPO6g27+REl4AMM/2EpMC94gN4ot+JPANqzHIM164DxRjiFn/JZQLm1ur0UGgi9d8FnX4dITxOVOLid18rT2MjZ7Ks9FXdSGpkJMgEuvF3SaZXyHuaxbFGl+7/55pucf/75Xa7TNI3zzjuP119/XZ5A15k3bx47duyIXspeYLPZItyEQZxOZ2h9+P/dbRtc3xUWi4X4+PiIzyFxdwOOuxtCjWQ+7Q8MQCpwBgsxUI1Jl8Vd0/RvgfAfrm9ps0XAa4H/eXM21Y1Oml1e4qxGJmbH4xeQnWDlHEc28wpyQ43ginXfsYrC0HEutSzDaGhul+W7RyJPtGc97FxP8c5SaK1pbyzc7Zv82fAGaVv/BC0daot+dUkHqUtg3aMdlrXh4LvQvQPIA67iN4yL1SipaeWzbVXsrW2lotHJmt1yPi5aWij66i1ee/slln64hNfefkXeC4j4HcKP60e+3BcjG5GLIVLJBnnyAUC6kc6ckIHb6yOr48joMBw5idx74SSuOXmEjJc1lQOfhGQYwtOMde4mvAt2LQsZk2ThurmjSI4xkWALaM2Kbyle/zWU7KR4UzHUdlGQtuEp+OdtFOQmhNK9JwdWyedpFyz5GWz4LLRLeL1Ds1HH64fp8RqnpDYxybifKyf4Qg3rR/tu5a0N5bS4fega2M2G9qEBfj/s3Ao7t8CuItj+caRs+3aSb6wDmrHoRkyaEV0Y8KBRXNMiFUQX3fD8zou65hvZeSpI1EP7zQOuKsjCkdh+YAdtXAwhi+TURG9EqnuQ0TzPPO4gx/shQjSRmWAl0W7CYpSx2ASbEYuViBbWASzgMcbuuY6cXUv5/bR47g07pnxH3oUHToOSnZw2PoPcJBtXnJDHj6cPZeaIFEw0YPET0kzhshUBi+7+Rc/VPbZ92/53mFIjcMxzTTDJ/DdiLHLISUHYrv6w/yM8TSGqmcxifuD8JWdVPEPG3g3kxRgitvAH5DzcRGWx+f1+iouLu12/devWiEr/FoslZDkdLoIZlR0JLssO9A6DLsiKiopO1lZFRQXTp08/rHJ2Rbt1IpVO5Lpy/KZFvO29nITYPOKdewC6fNl6Q/gD6QDSi+dhjVuEyaBT1+rh+GHJFFc2Ud3kYmlhKRtLZYbW1IottAJpgf1HAuNNr4ZkeY1d5H/2DY5TAr39qhLARX7KZIprnO2WqRmp3HTACGN4n8eATMJ6nl1S2+XS4L1bGpAjl1Za625iB3dR4bGDkG1qk9MrK0WM9FK8bw0+2tjRmsoorKF7Ef47hN+vXjeeNX8B7gRkko3RoINHCrZU7+L6Am5XCIzh0/eGzi//96PVf0R4/lgybqo/e45nqy5hb20rTo+0tIv2biDfX0ExNvLtQEM3wzH2PY5jpQHHj+8Ck4llwBjCn6c98OYNIP4Gk+dExNuCaezDmspJqdzCHtFGYe2+kMy5uGhx1aNpdkwGjQnZCe1JDu422PIt8B20xcGOoZA/BzID72B1Fdu9+6nBQKuQc+3ZNR0DRvJzM8Dc9dRYXf1mXfKfH8HILTi0lojti978D4X+JAq6OI4OVFR+TleVbouBoTRwqfYshabNVDnnQOIMfH4z47LicHr8UAYYOu/rZx/jeBz/V18B7R6a9ufsW1h0LvPO/wfzLj1VjqxHuoX5pkkKFqYww9uMWF6m8KVZOG65rOv74N/T/nfHSl2BY16ur+VrlpE49tfwTfvqjnJ2fDeC62204mcJM/gY//aZnUQIvm+Hk6gstvPOO4/HH3+cRx99NGQRgbR4HnnkEf7v//6Pc889N7T8q6++CsXhDhdTpkxh3bp1nabOWbNmDXa7nTFjxoS2AzrNQFBeXk5ZWVlo/ZHlZ6G/gg9K+A8zhfXM9T9PfeN2tvs29nAc+0E/4VYJwDnUcmrTegrykjhtfIYcoCwEyzdX8oe3NvHlzgPUtrjxij3kdTjbTD6SLWLAKtnyyf/KP5xOoAI4AAYTBGyO4DW9ZLxUvvBuwAnpnugVdZCgJTUaGM1efsijDDc5SY+3YDHKwbE7q5tZ+u6nwE4M7MaNi100dfsSBK00B2aI+PTA+vaWIC4wCwC+nq/v2VW7efrzXTzzwRcRvVkHYOd9OvoF0nicbVtXUtUoU8c37WtkWeV3ODxVXGz04UiPITQQsCt2PgIv3EHRllK6TrreDW/9FtYsle7VAHLQtIGxWjkGsRMz+zF72uOjOpCuf4pRl+PM4qzG9oxeVwt4NyHvRAOUboRdq2TSC0DVLvzsIIFqjMKH3eQnEThnWBaORLsMZnXKxO3LPJB+WPE07IrskG/c+gD1pfvpqpvuB+JZ2+G3k79/8P2JMcMp+mpO4ynG17/KOdYKxiRZaGjzdKnUwvfND8TH2p+zcPbBW1fDyqehrX0s4x0p4qCNdkHr9VDaXc3OqggZQshk4NDy6bzAum/+jzfCNgmXM/R3zKkEu7sdvRrzqONi/tMejwvjcNeMjEqx/f3vf+e4447jhhtuIDExkeHDhzN8+HASExP57W9/y7Rp0/j73/8OtLv3wmNTh0pFRQVbt27F4/GEls2fP5/KysqQCxTkgO/XXnuNc889NxRTmzBhAmPHjuWpp57C52vv1T7xxBNomhYaA3dEuaC9dxV8ODq+widr65gjXme0lwh3XiTxB/nEdXqJHMAd3M0dx6cyOiMOq8lAdbOLFrePFrc/lHY+mppOoaJREJi7RX4fx0qZILB/P9JF2kBxUwKCNIrDrqlMnMhz7qz2BT7AE+YijYKgizXYQE1kPX/mDX423k5eSgw+IQeXLmcd4ArcQx0zxsh7bTsVOvbRbSdCzKz2D11X2AHgresAme15/pQhsh3swR0JctBzY5uHemq7aGDbOi3RgRN4Hk2rxY+QUxdRAzSA1wW2ePnpiZInKX7lNhICXztbpXvhg4Ww6jloli7nRqeX/Mx4Gmt3kE89udQxKavdE+MH5vJ8YJC4iKxh6m0B9oUdvxiKv4TqYAO8Ax0YQi3jTX5G4WMCAoe1BVqr2j/hHP/Xnq+xI989DLsjhypNZguJbVXdWuWJYe734B6QHnqPgiRQy3j+TXLTM5g2vsF/xR8IrZPHHkvQQda1IuuKBlj5e3j3T1C2C4SgqGZl506SD5rCeijbAZ6ZBT1UUpKx/LQOS23tMgk4y/kc4w/2Xh53Gow4E7TOllk4kfc3dXBWHklOTuaLL77gjTfe4IMPPqCkpASA008/nTPOOIMLLrgglHZvtVr55z//2etjP/roo9TX14eyE5ctW0ZZmYwX/OY3vyEhIYHbbruN5557jt27dzNs2DBAKraZM2dy1VVXsXnz5lDlEZ/P1ymT8cEHH+S8887j9NNP58c//jGbNm3i0Ucf5Wc/+xnjxo2L5pYcGlOmwJuRi8KTSgAwwWzWsMND9+hdpft3wF+PbNU7tLaPX86y4/7Kt/sasBh12twyicTrl+PRcEmXbnjyREi+wKEcAF+9DnFj2kVqK6eWVpJpT8AwGuKp1u9kjes6ZgQ39Mlr7OSmMJ4C3s84GB0Vggxqv41jfzIrWk6mwZpI8f4mNvu+5AdCnkvzOUk02MJeOhscfw7UbJHxIOcawAIzzo48eGstfP0tXbMNamtx5CTjyEnktW/o2ci7+3bmn/srKhqcDG1pDsUggvcg/D6Hu4DGsoNTTCvZxIXYzEbGtjYirWSrdH92YoyULeIeLQu7V11RCp/9TSbcnHBpe3UKqnBQgoN4whVvUL54Ux1ub1pkDVNXM4EmN4AXStbBjlWQfAnQEnDVWihKTaL4QCv5qXZ67Hv/14+g8CXwhz0f2gwQa7rZwQNEejwcgCO2CTrPINTJuwHAmHwoS5DDbdgWeh+CZLAeD9sw7T0z0lIZPxd2pIF7C3CALunuWd/0d2iuhuPmU8hyuqr3VGKEfB+YDMHQQD3591yG4+5/d30ugCG3w76bQl/1EQth1y2hZy4e5HtphFUaOEwngGcnQasPgGEzISYNUvNg7xDYvxHonE8RfL7ks5zQ71McdaTPiq2trY077riDuXPnctFFF0UMiO4P/vKXv4QUJcDrr78essIWLFhAQkJCl/sZDAbee+89fv/73/OPf/yDtrY2jj/+eBYvXkx+fmR/4ZxzzuH1119n4cKF/OY3vyEtLY3bb7+dP/zhD/16LX0jsuGR5n4aS6mOeHFGhZlNRZyEgy/aF+QMO/hpyv1gNEBiNuxfErbiK7S1T5OQPg+72UCMxS0nEURWwQj2toNKzUHgIdWIfIq+eQZyrgp99VNPIv5QAgbAL34wjjijjxc/eJQsz/UM9RHy9+eTDYSl/0+aCpt1cH3a42Xl80OKqSOfwtB5ioDi8sWcywGe5gyqPCn4Rb1c6QOT0YcLd1ij/l+QMx5iU8CYBBWxYLLIlzccjxO+/groRqZX/w6/lJ2p8EyyrnmM0Rm3MCU3EePWfehEKveOMaTweMoM3mCXJ4Oyulls0soCimE3NJTQiRHTYZcb2BNa1Dk+NYRIqwqgHNY8Cr4WHCdeieOk4bB8P9JCrIED7fOSOZCq6xw2kXTClSSEDWSnseNxkVe6YzWMPilsmQtHVhqOzqNxOqPrcNat8M4WoFoum3wSbOhOsXVD8+ddLu4yfheTDiPjoSoGKi342QYRpYHBRAv5LI3cL3sixCRASRJUFdO5KwaccAastULbp3Ryy+x5CWpqKOh6T9a7oE0bz/G+zaGOVDHvwaMLcVx/V8S2wQS17WlTMO8bQp5/H+jQkjIJGi7FUfMixcHClkKKstcCzL4MKndAcQm43wdiIG042JMgNh3iUyBrGOz+Duq/ACJLyrXLnXvYK/z3WbHZbDaefPJJxo8ff/CNo2DPnj0H3Wbx4sVdFkdOSkri6aef5umnnz7oMS644AIuuOCCvgt4uMieC+WRPWpM+czzVEcsCs+aXEEWDuxAKxAHwyPHIHVCCIi3gVeH3ONg/3bCe7Dn8CxZtjkUnDabZRvLWVJYRovLKwPhevswiGDD27G3KlOPN0PZO6Fl+YnZFNe3hqXHExpI/tW2av6z+15+gUzNbgQcpz0Fy89pP+jwE0AzwrpGYF1gYXxg63Yc+dNwmNpgkxFYE3Gf4B3OAZ7RZ1AfsAwxgIYfS3gEffQs2fO0JUBcAiRng26EpA6trM8Ds38EKz/t+j7vfxhaboGYGObRntjyGl1bR8GU+qRAhmtvk1US8TCDT3jXkwXmMEuvpYuyVkMny4HppW1AZef1AKaR4NGBjvGZClj7jLyKaRcB37Wv8uyM2HIeMJo3KLT9PLLCTEvnVH3wwK51sHN15GJr72rQAlBwEmw6C/asBGJgyvmw4Svgq94fo4dtI9PagdhUcDZCthnsseTvjqOYIjqafJG/8VjIGAOWBLDGSAWwKxH8xUB9YBsdEofBDBMU2aD2IzqN32n6oIPlQ8j50gxs9h9PknEz4dkMxQf+huOziXBKe+pScF9hMLGHc8jUX6cFOydMGAVjroYX5Ti11yxIna1DHMCEUyF3CuTXw0qvfE9s8WC2yOuyp0BsGsQkQlka7PkW2NDpnro6uUD7n6hckQUFBWzatKm/Zfl+M/ECKH8yctnwfNjWBmF+/pClBJQwFtKdUPUdpE6G9IN1NgTYEkEzQcpImHoWrG9XbA7AUfIXiJsDgTqQm/Y1sLO6BZx0CjCHlFrAJGlvvFe2v9imgBYJx+8D3UBycgJpNSN4qv5i5ovX+JoCjh86MbJRGDIZXE6Y6IJNTcB+SL4QapfTbtlZZcMRI2T23bYWiol8PjN5h3kmH9+YkO4VIBYfseF+u/xJEJcCFotsXC3x8oJtHRpaIWDENFjZw63esoaizGmdetfB7+HXWPDZO5Q7fgB7a3pwCwZEpL2hLQammb6jwrMKC2GWnrGL1zrbAcIPzjaoXknH3jQAw4ZAiQgYCx2VWyWsfVLG8CJw0pFiKti2djNrdst6jlv3N3Ha/k3dZL1ugeIOisXdOa7YLZoGJ1wtH7H4DEgfCTMvg9Xhx5xMRxdkOB2VV/j3jlnE+J1gtYPLCIkmHJMTcJSlQs0uXqO7NnGibPiTM6XVZo4HezKUJQaeYz9wAWQOl1ZowanwnRnKVxLh9gsQtCQXAzE6MvNX2PAa89hrOIdRvBOxfdEnN+JIHwNjZWw4eF3nTsmBib9j7XNOarVM0A2QPRpmPgCrAwOozYAmI4TEpYE9AVLcIC6XitpgAIMdDBYwWiE+CWxpEJMCSRmwPR2avwBaQud1TD7cOZFRKraHH36Ys846i4kTJ3LllVdG1FxURMnYsfBhh2Xpw2R8o6QO2BVaHLSUTjphCng9kBgDqSPki30wdIt8GBMzYPg0KD0fDrwVtkERvPUAjsvuxZGTGCpMSysh/dQp/qMjwxcBN2m4K624uhLwR8bONA38Xs6ZPITsBCtfbLyIN2uOw6KnULi3HgenAcvltvZ46cYRLmirg5Y6GHEc7HBDVTB+cBykDYMYg1SaPj/5O5soJtIlN5b/SJdg4DoySCA/NAwbGJIrszitCWCwyQZM1+Sy8KoqAGk5yGzPriuT8M7vKZz9UmQ8xCfPLe/FDIKWZaHrfxibeQGNvRiT6GBqe7UJ5LHONm0MdTKKAIexYx43kDxEJhP4vNDaCi0r6BRnzZwsG9Y9Grg0pHIL36YONjwTYQ3nY+6kiPOBtfWfsFucz5c7D2A3G8ly7+tGsXlhd4d4pa+XBXKFkL/LmMlg/oVseC12mHwihBuB+TOhuHvF1lF5hX/vlIpviAF/i7RSjCbwWWGICRLtXLwzFhlf6hBDix8B9kQwmmWnwzhGWjpxifBNG7irYcJUSBwiO53VwMSTwWSGkhVEuObDiIFQCz6Uk9gv7CQZT0T3uvHzoWwkNCjWGnG8/N9w7WIgzMWam0RRaR1rh/2IxBgbhXsbcOTkweQfUrQ6EBoJPEqfA/OMRtl2GC0wdJL0pITuiwFi4sFiA0sMxKVCTKr0epRmwLbn28+bmdrtb9FfRF0rUtd1fvGLX3DDDTcwZMiQTgObNU1j48aeUtMVESQnE9mzjIWUEeBuBfdkqKgk6JoINRAnHQdbWsBsh7hs2WM6GAmZ8uWyJ0BKngxqf7aVCM/9rsfgqxlw4vk0Or3kJNm77OBHuEXClFt4PCnfZqe4zdnZvabpOLJjceQkMi0ngZc+M7KvMTCr8+m/hQ93IGucAMkZ4JsgExBcLZA+AuLt8P5GoAbGnAjpGbKarM8HHicOVwOOMidFVEZYTWPC/s4nHUeqqb0dSkyUDbsf2XCZAsEKQxevidkKGVdA5VNd3mbYQYGlLqJaSYThesm98OoPKQZikYV8j8NHLOHWQwyd3FHjpsOWzYArbAxfe/xKNs5d5Jnb46Uy9nvB4YJvPODtEFtKHSqr1aJDmSFw6r0dDtQYcT+LScHB/ogtpNXzMmu952DQdVkurLsOAABbI7+ausmT74jwg2aQym1o4AkzGCA2CZmqFEhWGToJikcCO7s8TLhlVkQXyiycuBRwGsHZJBWrxSobf4sFzAmwLwEaNwP7CWXxDMmSngtjgnymtEakL9wME2aAa78MI5iskJAhj6sbIP9EWR1n9yfQoZMGcDEnABUU0cIj5GDUEin1tpDAVIR/OSPdQj58ZoCv4c07Ox2jcG898bGx1LZ5KBiWDGiQNITinJ9D2e9D24Wc15oWuMcpXd5LjCYwJMjYdEwC1GVJy27b82H3MLpC930h6qzIlJSUTkkZikNk+AzYHVRsk6Ti8TllskLtceDq4Puy2CFzjGyEE7ICL/RBEEI21Ba79IUPc0DD2bCxg9Psw/+FzLEU5GWwsbQ+tFgnMlYU7OGW+iA30LkPj7s5hmVKBbjFQMgHaDDJOBXScnMMTWbD8CFktAlZkuiEk8B5HZizpRL2C0gaAi354GqE9KHQYoPRJ0PbARg9A2wxsoFJTANvvrxvPh+Oivdx4AzFucIpphWHOaz3GCygreuB8VWdEqvbMRhg+lmwLFyxBUefB659zQs46DzoHggNTA42oq01b8rbE3D3SgU1nogRsgA5k2HLFEAmSBR1kFIHWTK+I7pRBvkzAF1Il+T6FtrjljNlR0oE7oGmS7dkm054wkm4zPLvxK6uDgctnBrTSnXuEACMW10R2Z6RdEhJ7K3FBnL0vaZFWtT2GEidAQfqgXhIzYe8U6Cka8UWTjGRqfivhS13ACSPgKYyqZScjeBplQrJaJLvldkOdXGwdxuhJPn0jPYqH9Z4MJjB0AAmI/jaoC0VktPkc2eyQHKO9BRoOuRPl8t3riK88ymt5nTyLTEUu5rIYQR7sBCbYKKowYtVnEeW/hZ2Y/v2jqrIhJaisnrK69uIs5n46cy89nio2Uz+9JMpLjuVYCWc+cyOvFFddfaCaBqYbaCbZAfQngj8EPiIImDr9ibGJtYf1gSSqBRbXyYAVfSB3ONh90vIF324VFauNnA2Q14zbGuEMDcUugFSh4AtTsaBbF1njHZCBJpCSwzEp8Gw6RRtPIViPguL8WyH9/+C44qH5fQ2gU51sBEtJhtHmIukWp9CrtjQ+Vyhzncqst8X6GGHKzf8TMlNprCsUWbR6TrM+Rkg2hWMxQ7Z42T8xRYnW/BxJ0krLmuEdI/gB0scpGSB8ILbI125tf/pRkUZAxZKWuDvsMZR06Q10B0hKyEW+XvNAM0CIixdu0H2Ujsm2egAVunhCHYONvN0hEWXDzLGujtcsQ2B5OFQMAsKNwEtnWJ4fpBWWUcMRvm72xJlh8nrlfUyv2sEyiF7NsSnt1+bCCiMXYDLR3jMLSJbMCmmy6puDsCRs5OiabO4441vSWJP7ytOGHoaHxHWQQLkM9JxGx1mnAsryiA1Tb4joydDSRcWMJFZhh276p2sN6MZ4nLBkATWSmhtgNYa8OtgskOsRXYczLGwI6DY4pICz5If/B4Zj4pPA6dVKkejUT7Twi+ffU2D5NyAG1CH0cfL53SHCQJxvGKgyTCWYn0v+cNzOU2fSEV8Mm2tTexpqMOo57PVUMC0QHy+q9huYUldaCLfSCWj4Rg/Cof1VnipEtgHJ/y6qx+jZ4xGMMTKTtXw42H3RxQDda7+nWOyy1MftiMr+kyRJZ9iMsgnFkfmGKmskofIgL3HCd4G2FWCLC+VIRsrkx1iDfJl6TBlT7eIQMNlNMskifThFCccDw1fUIyv/eGvehVW5FMw+ZrO48RiZ0Hzq6HvJuMwWsUG7MFrIfASaUEXdQqyBQyMteug3By5STiGpsqeL7Rfi98nrSOhS6vMbAGTTSqu5KEyxhgbyMzyy3nYsMZBYib4xsr71thMvvfzUAO1nUC+izFFZqjtHy5dSaZuqhV3R2w8jPwx7C6CMeeCqRq+7TwOqaNSlW5JAyT/HmofBOBC6FTlgfRRsHss7a66qTIBIX08GKaDb0Wn8Y750O5CJRPpEsuU99sYsCjtSRR54yluG0Z+0iQcpnxZAd8WR3BKGnSDtIbQYLcAp4GOlhsg71/dCGQSiY+IjMt1z7PMczJ7a1s5rlMShI2uBp8DMrGiW7KRStYuG3vhp5Nm03UYNglOuAisibITkTwSMv4LKpd0OmK48nKEctwlnVL+7QmyWLWuyefRWCFDAM56udyky+xAkzVwjQJiE2XyiLtNzirh88rn3JYA8Vlyf1usVH7CJ69L0yAxB9DlszL6eCnWzlZgF/lkUTw8l/zkJBzxZhz5DoqcRha+toYaEUes30uJ4TjS+ZacgBchsmORETFrdqf7h5CJOCf/HBr2wrRpPfwmPaBp0mobdxzsziEfF1vjLIwdbOPYgjQ2NvL444+zYsUKqqqqePLJJ5k+fTq1tbUsXryY884777CX0TrWKPTFEEsWxTTjGDIsMDtfEngypcujrRH2V0PrTkieInfSDdLs71T4rQc0TSo3Q2BfewL5M0+k+IMd5PNW5LZrn8UxdHpE43kxwHEnwKdSseUDVbGTqG9ejT0Qbwn1EG3BecOGAW1gHRIph26UFkbwZe4kq95uPRiM8noNAUUekyL3NVvlunBLIyYRyJNWid+FY50TR8CtF5TNH5cDKZkwsjVQ+quPGC0w5UzIGAZDT4a6zfDtCMITfYL3p7NVYIBLFsD/ScXmoIu8vbThkJgH9QHFZhsrrezU4VBwAny9DgcNna2g+KBiyEMqnNEBy9QfuE7BxhqdJmMmxE7GMcIKWTnyvoZ+L5CuYgHDjTLU1qIBuzucKxHih4LHD20uIocSbGfvt+vw+nNAb+kwli+ZzmPmApjsXS+XNwWp2LLan+OOik3TpJU0dKp8NnSTTMwYexxULu28fQS5yA5YU+dUf5D336CDxyQ9KQk5YE4EZzW0HIDWehDOQGLFEMAPMbHt7n+PE4S7/Tm1xspn2hjomArpnpfKRYOk7PY44ujjweeG8nQcwxw4Tjqeor3beW3fAfKTWnFMyMNij8XW5MatufExihLOJYWloRSpoEs+nyGdJtqNvIe6fI4mnQLNDXAoBd81DTKGQ8IYHELgmDkRUro5bz8RlWIrKytj9uzZlJaWMnr0aLZu3UpzoOxOcnIyTz75JCUlJaGyWoreUTAileLV48mPq4fMbKmrDCY5NsTVJnuEQ6ug3ghpo+VOwXhQV0qhJ3Q9kHYvXzjHqNE49Pnwn2rgy7AN98G7/+jskskcBRwHrMWBztahQ2neXAC8G9qzGHAYA9ZDUhy4siCtQ+amrgNGKUuXik0DgspNb9ffZht426RVEbTyDEZ5L4Rfxips8ZA6UsbbxjXLRBs2t1/L+DGQHA+aT/aa+3oPjUbIzJcuvMSh4G+GtClQvavH3RzB6+4wjKBT6k/8EBgyEupHA22QMzTgCkuGpNGQcDI0vNNxr/YYlRYDYghkZQeuLRCL0oxMzktnI37yYywQH8hoC8ZfbfGELDcNQhZcSWDAVLhyyxwLeMCtyWzL0jURomTyOXGWBeCR6RztJCLHcHV2DaL3ENskFpkPGFDAuh6wLDsoK5NZZsqCfMZj4iB5GMSeCs3bwTQMPN8CdZFZkXHDoMkO7KM4kDEVYekYjfK+6kb5cTXJ7yZzIOXdJrN3nU6Z9i787fE3TZfyGozgdgVcjwGFZzS2dz5CnT0NMEBieruLctR0SEmHrPGQlEbxph006kkU7m/FMQHmHZ/Hx99qjE/LZP++CjaU56N7pnIC68EUHkqI69ktHOw0JObIkIj5IDVSD4Y1BoZPkc9Y3CDNivz9739PU1MTGzZsID09nfT09Ij1F1xwAe+808ULp+gRR04ijh/9CMq2Qu7QwFIhH/zETOmPH+KQY0Wyx7Xv2NcGObSfLgM+JovsiWaNgFlnwaoiIgL6ruUdXDJxEJsp3T17GkBLYOyIHIrLx9BS/25EadrXttWRn2XFkZQmrc7kLoYkBN2O3V1HVz1zg0EG6n0BV2VouVFu53UHEmS8kDZWNhQeJ+wox0G9vJbRkwP7mMHYl4K6YXLFJMrMOKtdZh2OKYDqNyJk7ejGfQ3IL2/EkWlDZnNU0pEiwJGUAln5ULENfC4YNkJen9Eme8DjpgbGa9VEWhepgWogrYDXBNk5SKWmgybAYMAxNBVHbpIcPuFyynsFAeVmkMotaC0LAcZAtuQeoKUycPACabFounQJNzdBaRqhKiCAg6/50HNhxH1wABjTpGu9K8UWk955WRA9A/zpYA/bJqTcwtB0eU3BDpPZAom5MguxOgkShsJ6I/BJZKctdyQ0xMO+dPL5rHN2pJC3AYNdZizqOjhbQbTJDqg5Ts5EYKyGlGTpMg8qhWDGrdEiv3s9Mh4X6nAE4rr+oHLzyY6FZpIxOV0Dj09a1elDwBZDfu4wvquoYcJIOeh5XkEu86YOAZ+HFz4zsLO8njLD8ZTo35IXVvLaz4ju73HoHmqBMZH9ELFKSIC8aUAgBHKYiUriDz/8kJtuuonx48dTU9O5osCIESMo7ba6tKJHMieBPRNSM+UDLgIvpi0eknJksoTZIhuUQyXkkjTJhy0+FfKmQ/FZUP1qDzsOkW6K4Q5wH4DEDBzDcuDAeN5dPYZRnm2hMW3vH/Cz84CO45SR0GKWDXJXHCw+GN4zDypAs609Ky78mnQjGAKJJ7Z4qdTSxsnAfUM9VBeBfbSMfQSPrUf58prtgf0NMjaUOgq0E0G0lzrr6IoEWLe3HkemHSbcCt/9d6ftNgIOUyzYs2QquMcDCYmBzDmzdLWljoHMObB/aaTVkTY2IFsGtKZAdn77/dMN0qIzGMHnl64wYwdXrj+YORsje+tBtxh++d+meuAAxIyH2OSAceeDWBcyhtqu2OZRzsdhtQND1k9GIDWeejplRYoenoWYOGiKh+QOiVIdn5+ghaoHOj2aScqamg+WWIjPhppm2PtJZKctczzE7AdDNY69n3WwauyBsWs+qbCMBjDEyfvX2gCetkBnIEW6IhPSA/G0sGcrXLkFPRDB36XjNjqBuHFAGcSkQLoX6qplx1I34RiZi2P4EDmcI3x/YcAxLItNe6qoKB1HG/OAV0KbGCf3ImYW3qGMtvMcxGSSnfOgJ+AwE9Xb3NbWRlpa92VRmpq6GPSk6B0WS2DwL7Ln7Av0mHVdps2mDIe6cll4tD8IuiTNNtk4xafB1DPhw2+BLV3skALWHGnlpY8EbyPoMWCwsGI/VDGcUWKbzCMQUGuIZZdmlbXkLDokZB+arOFoeiAtukO6d9C9iQCPO1BtRYBnNIxrghiTlN0ccP4Fx+ZEg8EAekC5YZPDEsZMhuJ2xdbecBopwisrhuQly9753P8KKbZgI1oMTCZTWoEp2dCQKX+bxCSpgI1+MNohbQTkjYf9X5JPRcC6yGjPjvUDZr8sAxW8L35/QKl5ZOxJCzS8RlPAFRbYMejitcYGrDYCFoQBhk+E2nKYOBsScuU4JV1AXS1kDYWKryNu0Qw2h9JOQtZPXDyYU8HdSKRi62HQO0CsCUSMdG31RNCFrRFwBxrBZpfVMCwW2TEYMr7zML3YjIDyT+y8jpSARauDMMt4F8h3IS5ZKra2BqnUDAZ5b+ji2QrG0jSt3SoOutM7biMCisDvleeJTweDVSaxGAxyWdDKDsdgxDEsjX+ZYynFQgujMTGFkYESV9+WGw4y/2GYHP2BpkPaqEDG7iEqyV4QlWIbP348n332Gb/4xS+6XP/mm28yderUQxJMEUAPNEIgG+K4pEAcpA/19A5GyCVplRZObj4UXAiFXSg2LReGZMseZGyGrG9niwWzGZ/ZRitDqNQgI/D8Oo02spOTICFVZtbFdOGKjFpurfuepG6QL7wJwAW2ZEgR0DIKhuoyndoSiNMYrdG/wOEyGIyQlAm5E6E4j86DasfioFIOvM5JlMrDbInYol0JjggkQSRDUp50rdrt0rr2+2RDHRMLGfmQORPH/jcCsbv/ancrajoYNbB3GKsXcnV5peXgD0szJ1y5ydJnoSlwfIHeiq8NEpMhJUNaUCZjwLsgAq7TZMInhrXzFeH+hdeA/Do/juQE2J+ILKgcrG+ZIUtOdUdCJuilEB/X/TZBgr+LCLphjZAyDPT90npL78INmjoCmhPB1hYa4tfu5jXiCA1IC3gGRJhXxRR0T9bJ7wlZAYurO9n0g48HMxil1afp8vcymKR1Fkx2Ciq2Lvc3sLPGRYPPiFtLpkGfyx6caPjYeQTqNUbKogWeS9F/yrIHolJsN954I1dccQUOh4OLL74YAL/fz44dO1i4cCFfffUVS5cuPchRFL0i6HcXvoAbygY20e6n769zCC1Q8scjB/LmzYTvTgPn8shtU9JlnEw3yJJAbZlgs4FmIC87nV3bhlJrmkSG/1vqtESy4nO4aO4YSAj0snsziLy/CDYaBj/gAVuStIatZukmCq7vt15pwGWcMQJSHFDTQbHF5FHUolGMj/x9DTiy46X1wIlEJuwA2UOlRWWyywC+3yu31fWAwjKBxyYHVQ+fCvt3ALUwboIcQwXSqrPEyvTzcEKuLiPgpZMrVzMEB8S1V8EIJpQIpKUS2xjwLAQaKqMR3FYYMhbWDSNcsemUh4boFSPts/9UtuEYHQ/1aeBsoN08yo5UxB2JTwNDqnTL9pagW9JoCgyAzpLXlJaDbALDxv1ZYwLbtxeSbncPm3CEW7VawEXrF+3fNU2WktJbAh0n0XXtzqBcmqHn5C8tIHcwIUj4A9aZFnaM7jp3OsPTE9hb34YJKCaHOP90dN3IBcfl9nTHDg89KfF+JqozLViwgJKSEv7nf/6HO+6QldnPPPNMhBDous599903uCrnH+0YDOALZPsZTIHgdBTp6T0RdEmarDIWlZYFp1wEHxYRkdyQMxayAunjJhskpMkH1mCgxaMzadxIPFsmUK37qSEW3WKVyQ5Wu4xJmKJI0jgUDIEgfNCdG5ME+GQFiCBaP/YgjSbpjswvgC+XRa4bNori75yAkcKSeqnYMMCMK2FNB8U2dHigkoVZlnHyeQJKEPkMCL9cZ7fLYQEjJskMvaFhsUMRdGF1kT4frtyCA4Mj1hvAr8lYUjAr0pYgLTO/X04cGhMXmQhgi5MWecZQqFwXWuwnbK5rD3gFlJu9suGPtYAzmXbFltN+nV0RGwv+JDlWsbdomlTIBmN7VmKwE8J4IqbRtMQFMh7brysY+5xMUkCRAMLQbunqgbib3xvoLAjZ2UvI7hwD7k6+gxG03CBgMPbOnXflKaOpbGzD67Kwr85LK/lY0Bid2stiDv1F8Dc4QkStQu+44w4uu+wyli5dyo4dO/D7/YwcOZKLLrqIESN6kXGj6BsGo3RH6XrgpTsMfmpNl4UdjBYZl8ocC6MvhO3/175N5kRICYxPNJpl8kSgRzolL51N3hYsw8eyaXcTjVgoa4b1VU4cw9IDlQj6WSH3huA5fV6wx8nvJnOHxryf7qemyVho6hgIFDqWzIa0IeSP8VNc65d1+TRNyjB9dvtmQbLHtltn9oRId5PBAP7geD6rnKkhbzK01EtrJKi0Q0MfuslCCyq37nr9oaEYAeWmaYGOgZA1TC3WgLURsFTMdohPgKxxUPkJwamFIpJnTHJknY0UXtvWRL7NhsMc316JLCajvTJOV5hMUqlZ+qDYAIIDr02BgeFGmyxmHJ8PjWGKzWSRcVu9XbmG3MOp6e0uboKFA4S02IxG8GlhrkeD7CQGO1T9gcEYSFzx0dvn1ZGTyK1nTeTdjXvRd3iobhBkxVsp3NeKY2T/iDUYOSTbcOjQodx00039JYviYATjInDoWUpdEXRJmqxSiSakwdi5sH0tsFZukzGmfRYBg0HG1wSAjiM3BUeGhYdfLqOWdGqFhezkWKYOC1QUOZQkjUNB15HBNiEt32Bldv0wyBKsk5eSB3mToESWviJmMsQPwRGTgsNgao+xabpMauhIYmAge9A66+iu0g3SjWWxgj9WxuGsKZCQFHmPxUEsht5kowaVW/A49kRpBZotYUoxoKQtsdKq3zCUYPmn8KzDpciKmmlaBrjLKXYLHPG2dsWWmCIVeXfEJIInHqx9dGkHPRIGI+hBV60JhgyLnNrPZAkMqQjamWFxuJjYQLWcwL0IDjEwGJBWbaA59ftkspLJ2n7u/iJYhacP779jaDLrSg7QlJ2GyagzdkgCBSMO/1iyTvSnZ+QgHLLTs7m5mbq6OkQXAcyhQ4d2sYcianRdPtTBwcqH6xx+ZO9b+CFzKJw4D75sBPyyEoIlUCqIsDR5PVALTzPhjUmklmx8mo3xmXE4hiS291wPh0Lu7XUJU6C3rUWf3t+rcxlkMebRU6B8kxw/N3aC7BC4W9tjDUGlYDRAaErSAPZE+b8hoFQ6KraQi9UnXWEJQ8DulG68iJhZWDwm6uvpoNx0XSpU3UBobFwww88SK8ehpQ2H6k2hQwQTMEAmzO4RHpowMCkhBpLM0JiEjIPG9WzVW2OlN8ESjUu7Q+q6yQxZEyOTf4MJG8KLLN+1vX2d3R623i+P5/e1uxt1DbRAdqnfJ5O9euOK7PNl9P1404al8fWuGnLSU8hMiTvsM1h3yRF896N6u51OJwsXLuSZZ57pchxbEJ+vm4wgRfQEq2sczockGLD2mmQ2Ye5UmLBPvsxWu2xIQb7IQm93RQGYzJw+KY9Ne2pp8/qoavK2u2+C2WkDhcEAwgha7105URG0XNJGyTJObbUwZDhFdX6Ky2vIz04I1NEMKDahw2k/guVBxTY6csC4wdS1S0s3SAVttgbqFpq6TlToj2dF12Wj7fMEUtQDaejhFqGmyU5PfBLkTgpMaCrNofBxfHVApdBwahaSGhooijHjIB7QIcYayL7sSRZTdC5tTeucQZjUITswvIQbeUQotpiY9uMEOwzBYwbjuCBl03VwG+lqBqGBwJGbxA/GZ/Hx5nJi7Yd/gPRAE5Viu+6663juuee44IILOPnkk0lKOoKZborD3/MJpiKbbLIhS8mCcT8IjJcxRVo7QaUWnMdLEzjy0pg8KpVtVU5SE+yRiu0IjGHpEaMJfEfAcjRZpYWWNVaW/srIYuO3e3G6DRRXuyMH/hoMMG4KLLcDrWCeK4v3BunOZRq02oLFsA3mw+diBdoLV3u7+BkDC3SjjIGljUBaPF3E2UjlgMeMT4Nyk5XicicOS4Y8hD2+58oUVhs47WDqa4yNzgkMuiEwfdAIZJmwnPaOl0GXlmf4iICOY+dCMcpARzOo3ILp/2YLMIAduQ40ugVjMhNpcvYQwzxGiEqxvf766/zsZz/jySef7G95FIOFoMslGABPzm5XbOEV0MPLYRkM4PWBwcwPxueSltKMY9whDMg+XByJOJ+uy+osKaPA7wZ7LJPzsthc4iF/SHh8I6DsrVYY8SMo3wE/mNc+ePyg5wlYbSYL+E2Hf4yQpgUUp4i0voMdBV2Xii05R8b96iInEZV7pGM1xyO8Tko8buymZmkN+f1gtfScPGI0yMSRaMsyhWYECGCygH0YtOpgyWofGA1yyptwxRbThfszfO4+Q3A8X+Cjh7mcBwGymj9MO8yV9QcDUSk2TdOYFu00BoqjB10PFBt2y3I+EYQpN2i32gL15RzDMnGMMLWnnn/f0AJJOAmZgbqVFhzDMgL1IbXI7YKW0CnXQH0VjBjb+/MEY3AGsxyvdwQGv/Z4Dk1rL0A9dBLUrQYa2mdUAGA4Nowc8NlJM7hpwgy2QDzKbuvZqNf1wGwOUY7jjBiEHhgPmpsHlT7ZeQttA6TmRo6x785KDC/UHVKMYePTBoli67Ga/zFGVG/B+eefz0cffdTfsnwvKSqrZ9EXuykqqx9oUbpG0wMVFQLB8dDyLl7WkDtSlw1GX+c3O9YwmGSlmPgUeS8MBuneNdvatwk2fLpBzrU2ZFSnaiQHRQ+UcBqIoRRdYTBBTAKkjwFkseLwQsJ+UmnERKzFittv5gBJvLZPSIsoNlFWqOjuY4uTQw56nNrmIIQKDgdiyeljIT0bUodFbheceDWIpYdszZA7nvZ3o6PbfoAY9G3MYSAqxXbnnXeya9curr32WgoLC6murqa2trbTR3FwCkvqqG/1UFhSN9CidI2myewxs11+wpd37FrrerubT9cD9QX97eWWvm8YDIHGOJZQoWSjqQs3mtZu6cQk9t3q0sISeAaDdaDrgXnjciB+GCDT/S9GKjiTIZkRaSkkEEOLZqfVY2Gt8PHaDi9FdV6ZmNHdJ+ge768qFgYjZIyFrEkyHhpOfIfEEttB4nohN22ws6IfGQv6IAz6NuYwENXTMXq0nFlp/fr1PPPMM91up7Iie6aorJ7yejmL8A/G9TBVx0Cj67LRhcgMyFCWWYf08lBmGRzRcgODkfA4i090HRsKdhKCdSD72iAGqrl3WUFkIAi6Ya3xMHQ8bPqSYLDKATjmncjSumyeXl6LHzNNPiN1Io51ZiOtFc1hZau6QDcG3K79YJ0GOwIpQ2QcNKVDmanYDjUrezt2rrs54gaIbmfKPoaJSrH94Q9/QBsMPcOjnMKSOuxmI4l20+D3fXeVaRcc0N2xsr6mQ3ix2I77fJ8IVzTBqvpdEezta3p0WY1HsA5frzCaZV3QxOHIOed2BVZoEJ/KJ6tr0bAihAG3HoPQzLRiZuqwjIMorcCz1V8uPt0ghyikj5AJPOHExSOnf3UC8bJaSa+Pqw8aL8X3KbYWJKqn4+677+5nMb6fFOQlsWxjOa1uL0Vl9Ufnw9fVPFgGgxyFG3THKNrproMQTEU/VhR/cCzfkOFgGQquoGKbDrZkTp0YzwtV9SQZktjv9NIq4jFhCJtJurvjCuAg2/QVgxl0N50iM2YrkIycMy4lMjbaG46V3/IopF+ejoaGBuV2jAJHTiLZiTbsZuMx5v/W22NKil4yCMb49SeaFhg4ngLDxwIJyH70GDCYmTdtKAvnTSM9LZ54UwytpFDtjWfR6tL2W9Hlp5/jiMFi3kZzZ4vMYgU9E8iWM37354waisNK1Ipt7dq1nHnmmdjtdlJSUli5ciUABw4c4Pzzz+fTTz/tLxmPaQrykki0m44t/3fIHXkMNdT9QTCW1pW1EbRuw2OYRzsGkxzLlzoaGCY/eaNkvFbTcAxL46rZYxkSH49LM6MZLexvDZSq6u4TGlbSTxZbMDPSniSr6kTIb4SEZDAmyGoqhmO/YsexQlRPx5dffsmsWbPYvn07CxYswO9vH/CYmppKQ0ND1IO3XS4Xt956K9nZ2dhsNmbMmMHy5csPut+wYcPQNK3LTzDZJUh32/3pT3+KSuZDwZGTyFUnDT863ZDdERzcPRAFjwc73dXLDE/IOVbQdTnFUsYwGDZCDtjOzJEKIqDAHcOyOHFCFkNjk9CwM3NUCtIn292H/r9HuqE9vhmx3CjnEUxMhMSE/nV/Kg4rUcXYbr/9dsaNG8fq1atpamri6aefjlg/d+5cnnvuuagEuvLKK1myZAk33ngjo0ePZvHixZx11lmsWLGCWbNmdbvfww8/THNzc8Sy4Jxxp59+eqftTzvtNC6//PKIZUd61u+isvpQttIxpdgUCmh3R8alQcY4iKmC9JxAZmj7OLKJQ9JZv62CoenxxMfH0KOlrwX/6U93ZDAW3Hn4SpHLRPEBQb5Fx9GX5BHFgBKVYvvmm2+4//77sVgsnZQJwJAhQ9i/f3+fj/v111/z8ssv8+CDD3LzzTcDcPnllzNx4kRuueUWvvzyy2737Wpi03vuuQeASy+9tNO6MWPGsGDBgj7L2J+Ejy9Rik0RKi58LFltBpMcUJ06Siq4lFRZxFjX5TxmmgCznex0Of1RwbCUnhOOQpmG/Rxn66qMl6ZRXB8DtFFcbZPTDSmOCqKyrU0mU4T7sSP79u0jNja2z8ddsmQJBoOBa6+9NrTMarVyzTXX8NVXX1FaWtqn47300ksMHz6cE088scv1bW1tOJ3OPsvZXxTkJdHq9lJe3/a9qgqg6IZjMYtU1+XA5rh0iM2SsxAElUggVra+ogWTLYH01BQcuQMQaw7FNjvf+/z80ZCUSf6kY3hWzmOQqN6imTNnsmTJki7XtbS0sGjRImbPnt3n465fv54xY8YQHx85MHL69OkAbNiwoU/H2rJlCz/96U+7XL948WJiYmKw2WyMHz+el1566aDHdLlcNDY2RnwOhWM3K1KhCBAcrB2bDrEpYAurlRlIBJk6LJX4+AQmDcsZODkNxs6dCoMBx8hRXDyjAMewUQMjlyIqonJFLly4kNmzZ3P22Wfzk5/8BICNGzeya9cu/vKXv1BdXc2dd97Z5+NWVFSQlZXVaXlwWXl5ea+P9eKLLwJduyFPPPFELrnkEoYPH055eTmPPfYYl156KQ0NDfzqV7/q9pj3338/Cxcu7LUMveH7WBVA8T1DN0BMvJwE1WiMdLVqGo7cZBzZ8e0zUvfgDTrixKXLIgSxqags36MHTXQ19XUv+OSTT/jVr37F9u3bI5aPHDmSp59+OiqLbeTIkeTn5/Pee+9FLN+1axcjR47koYce4sYbbzzocfx+P0OHDiU9PZ1169YddHu3201BQQFlZWWUl5djs3UdJHa5XLhcrtD3xsZGcnNzaWho6GRlKhSKAEJAawNFJQdYV+lh2sh0HEPDZovw++Ucb4g+VFA5Qm7bimJoa5LzxKWPOvZcxUcZjY2NJCQkHLTNjbouzamnnkpxcTEbNmxg+/bt+P1+Ro4cSUFBQdTltmw2W4TiCBKMg3WncDqycuVK9u3bx0033dSr7c1mM9dffz2//OUvKSws7Db70mKxYLH03yBNlRWp+F4QcEeur2qj3qWzbm8djpykdiWh6+APthm9HIB9pBJsrPGAJicZVUrtqOGQC65NmTKFKVOm9IMo0uW4b9++TssrKioAyM7u3aSVL774Irquh9ykvSE3VxZAPZKzEqisSMX3BqOZqcOzKNzbwLShiXQqEBwavD5IZigIYouVSSW9nfhVMSgYVF2QKVOmsG3btk5JGWvWrAmtPxgul4ulS5cyZ86cXitCkO5OgLS0tINs2X8ck1VHFIquCJ/GJai4wmNpg02hBQkWSR5sRaYVPTKoFNv8+fPx+Xw89dRToWUul4tFixYxY8aMkFW1d+9etm7d2uUx3nvvPerr67tMGgGorq7utKypqYmHH36Y1NRUCgoK+uFKescxWXVEoegKTaNwb4P0UOxtCCwUg6YCfrcEq5IoxXZUMah+rRkzZnDxxRdz2223UVVVxahRo3juuefYs2dPxLxvl19+OStXrqSrvJcXX3wRi8XCvHnzujzHY489xptvvsm5557L0KFDqaio4Nlnn2Xv3r08//zzmM2qHpxCcTiItxpZs6uG08ZnIDMMRWDevkFeek2V0jrqGFSKDeBf//oXd955J88//zx1dXU4HA7eeecdTjnllIPu29jYyLvvvsvZZ59NQkLX07ifdNJJfPnllzz99NPU1NQQExPD9OnTefbZZzn11FP7+3J6RCWPKL5PNDq95GfG0+j0BhJGAjOCDGqrTZfVUQaXc0txEKJO91f0PvW0OxZ9sZv6Vg+JdhNXnTT8MEioUAweOnXkhOhcymowzm7g8waKJA8yub6HHPZ0f8WhowZnK75PdJrJOTgDe8cMycGGiq8ddfTqF9N1PaqxaWry0Z75Pk7ZrlBEoGmD3BWpOBrplWL7wx/+0EmxvfHGG3z33XecccYZ5OfnA7B161Y+/PBDJk6c2GW1fYVCoYigo9Wm3H2KfqBXiu3uu++O+P7UU09RVVXFpk2bQkotyJYtWzj11FP7NIZMoVB8jwlPJFEo+oGoUn0efPBBrr/++k5KDWDcuHFcf/31/PnPfz5k4RQKxfeE4HgxhaIfiEqxlZWVYTJ1P+meyWSirKwsaqEUCoVCoYiWqBTbxIkTefzxx7us61hWVsbjjz/OpEmTDlk4hUKhUCj6SlR5rA899BBnnHEGY8aM4cILL2TUKDkJ3/bt23nzzTcRQvDCCy/0q6AKhUKhUPSGqBTbrFmzWLNmDXfeeSdvvPEGbW1tgJxW5owzzmDhwoXKYlMoFArFgHDIlUf8fn+osHBaWhr692jOokOtPKJQKBSK3nPEKo/ouo7VaiU2NvZ7pdQUCoVCMTiJWhOtXbuWM888E7vdTkpKCitXrgTgwIEDnH/++Xz66af9JaNCoVAoFL0mKsX25ZdfMmvWLLZv386CBQvwh00YmJqaSkNDA08++WS/CalQKBQKRW+JSrHdfvvtjBs3js2bN3Pfffd1Wj937tzQrNcKhUKhUBxJolJs33zzDVdddRUWi6XL4shDhgxh//79hyycQqFQKBR9JSrFZjKZItyPHdm3bx+xsbFRC6VQKI5uisrqWfTFborK6gdaFMX3kKgU28yZM1myZEmX61paWli0aBGzZ88+JMEUCsXRS2FJHfWtHgpL6gZaFMX3kKgU28KFC1m7di1nn302//nPfwDYuHEjTz/9NAUFBVRXV3PnnXf2q6AKheLooSAviUS7SU2iqxgQoh6g/cknn/CrX/2K7du3RywfOXIkTz/99PfCYlMDtBUKheLIcdgHaJ966qkUFxezYcMGtm/fjt/vZ+TIkRQUFEQ127ZCoVAoFP3BIVcemTJlClOmTOkHURQKhUKhOHSiirHpuk5WVhafffZZl+tffPFFDAY1aaBCoVAojjxRl9RyOp388Ic/5O9//3t/yqNQKBQKxSERtWJ7+OGH+fnPf85NN93EZZddhtPp7E+5FAqFQqGIiqgVm8lk4rHHHmPx4sW8/vrrnHTSSezdu7c/ZVMoFAqFos8c8jwzl19+OV988QX19fUUFBTw8ccf94dcCoVCoVBExSFnRYLMjCwsLOSnP/0pZ555JieffHJ/HFahUCgUij7TbzODJiYm8u6773L77beH5mZTKBQKheJIE5Vi2717NxdccEGn5ZqmsXDhQjZu3Mgnn3wSlUAul4tbb72V7OxsbDYbM2bMYPny5Qfd7+6770bTtE4fq9Xa5fbPPPMM48aNw2q1Mnr0aB555JGo5FUoFArF4CIqV2ReXl6P6ydOnBiVMABXXnklS5Ys4cYbb2T06NEsXryYs846ixUrVjBr1qyD7v/EE09EzCzQ1Xi6J598kl/+8pfMmzeP//7v/+bzzz/nhhtuoLW1lVtvvTVq2RUKhUIx8PSqVuQf//hHNE3jjjvuQNd1/vjHPx78wJrW50LIX3/9NTNmzODBBx/k5ptvBuR4uYkTJ5Kens6XX37Z7b533303CxcupLq6mtTU1G63a2trIzc3l5kzZ/LOO++Eli9YsIA333yT0tJSkpJ6V7hV1YpUKBSKI0ev21zRCzRNE7quC5fLFfp+sI+u6705dAS///3vhcFgEA0NDRHL77vvPgGIvXv3drvvXXfdJQBRVVUlGhoahN/v73K7d999VwDi3XffjVj+5ZdfCkA8//zzvZa3oaFBAJ3kVSgUCkX/09s2t1cxNr/fj8/nw2w2h74f7OPz+fqsjdevX8+YMWM6aeLp06cDsGHDhoMeY8SIESQkJBAXF8eCBQuorKzsdA6A4447LmJ5QUEBuq6H1isUCoXi6KRf0v37i4qKCrKysjotDy4rLy/vdt+kpCSuv/56TjjhBCwWC59//jmPPfYYX3/9NWvXrg0py4qKCgwGA+np6RH7m81mUlJSejyHy+XC5XKFvjc2Nvbp+hQKhUJx+BlUiq2trQ2LxdJpeTCzsa2trdt9f/vb30Z8nzdvHtOnT+fSSy/l8ccf5//9v/8XOkbQ8uzqPD2d4/7772fhwoUHvQ6FQqFQDBy9UmzDhw/v8xxrmqaxc+fOPu1js9kiLKIgwTqUNputT8f76U9/yu9+9zs++uijkGKz2Wy43e4ut3c6nT2e47bbbuO///u/Q98bGxvJzc3tk0wKhUKhOLz0SrHNnj37iEwempWVxb59+zotr6ioACA7O7vPx8zNzaW2tjbiHD6fj6qqqgh3pNvtpqampsdzWCyWLi1KhUKhUAweeqXYFi9efJjFkEyZMoUVK1bQ2NgYkUCyZs2a0Pq+IIRgz549TJ06NeIcAGvXruWss84KLV+7di1+v19NmqpQKBRHOf1WUqs/mD9/Pj6fj6eeeiq0zOVysWjRImbMmBFy++3du5etW7dG7FtdXd3peE888QTV1dWceeaZoWWnnnoqycnJPPHEE522tdvtnH322f15SQqFQqE4whxS8ojH42Hr1q00NDTg9/s7rT/llFP6dLwZM2Zw8cUXc9ttt1FVVcWoUaN47rnn2LNnD88880xou8svv5yVK1ciwsaW5+Xl8aMf/YhJkyZhtVpZtWoVL7/8MlOmTOEXv/hFaDubzcb//u//8utf/5qLL76YM844g88//5wXXniBe++9l+Tk5CjuhEKhGOwUldVTWFJHQV4SjpzEgRZHcTiJZpCcz+cTt9xyi4iNjRW6rnf7iYa2tjZx8803i8zMTGGxWMTxxx8v3n///YhtZs+eLTqK/rOf/UyMHz9exMXFCZPJJEaNGiVuvfVW0djY2OV5nnrqKZGfny/MZrMYOXKkeOihh7od1N0daoC2QnH08OyqXeJvHxaLZ1ftGmhRomZjaZ14dtUusbG0bqBFGRB62+b2qqRWR+655x7+8Ic/8Itf/IJZs2Zx2WWX8cADD5CYmMjjjz+Opmn8+c9/5oc//GG/K+LBhCqppVAcPRwLFtuiL3ZT3+oh0W7iqpOGD7Q4R5zetrlRxdgWL17MJZdcwhNPPBGKXxUUFPDzn/+cNWvWoGla1NX9FQqF4nDgyEnkqpOGH7VKDaAgL4lEu4mCvN7Vs/2+EpViKysr49RTTwUIpb8Hx5qZzWYWLFjA888/308iKhQKhQKODeV8JIhKsaWkpNDc3AxAbGws8fHx7Nq1K2Kburq6Q5dOoVAoFIo+ElVW5NSpU/nmm29C3+fOncvDDz/M1KlT8fv9/OMf/2Dy5Mn9JqRCoVAoFL0lKovt2muvjSgIfO+991JfX88pp5zC7NmzaWxs5K9//Wu/CqpQKBQKRW+IKiuyKxoaGvj0008xGAyceOKJ34vxYCorUqFQKI4cvW1z+626f0JCAueff35/HU6hUCgUiqg45Moj+/bto66ujq4Mv2nTph3K4RUKhUKh6DNRKbb6+npuvvlmXnzxxS6ngBFCoGlaVLNoKxQKhUJxKESl2K688kqWLVvGj3/8Y2bMmEFCQkJ/y6VQKBQKRVREpdg+/PBDbrjhBh566KH+lkehUCgUikMi6gHao0aN6m9ZFAqFQqE4ZKIex/byyy93OVWNQqFQKBQDSVSuyDvvvBOXy8Vxxx3HZZddRk5ODgaDodN2F1100SELqFAoFApFX4hKse3bt49PPvmEDRs2sGHDhi63UVmRCoVCoRgIolJsV199NevWreO2225TWZEKhUKhGFREpdhWrVrFrbfeysKFC/tbHoVCoVAoDomokkcyMzO/F7UgFQqFQnH0EZVi+93vfsfTTz8dmpNNoVAoFIrBQlSuSKfTiclkYtSoUVxyySXk5uZ2yorUNI2bbrqpX4RUKBSKgaKorJ7CkjoK8pLUzNVHCVFNW6PrBzf0vg9ZkWraGoXi2GfRF7upb/WQaDdx1UnDB1qc7zWHddqa3bt3Ry2YQqFQHE0U5CWFLDbF0UGfFVtbWxt///vfmTt3Lueee+7hkEmhUCgGDY6cROWCPMroc/KIzWbjySefpLKy8nDIo1AoFArFIRFVVmRBQQGbNm3qb1kUCoVCoThkolJsDz/8MC+//DJPP/00Xq+3v2VSKBQKhSJqosqKdDgcHDhwgMrKSiwWC0OGDMFms0UeWNPYuHFjvwk6GFFZkQqFQnHkOKxZkcnJyaSkpJCfnx+1gAqFQqFQHA6iUmyffvppP4uhUCgUCkX/EFWM7XDicrm49dZbyc7OxmazMWPGDJYvX37Q/V5//XV+9KMfMWLECOx2O/n5+fzud7+jvr6+07bDhg1D07ROn1/+8peH4YoUCoVCcSSJymID8Pl8vPDCC7z77ruUlJQAkJeXxznnnMOll17a5cSjveHKK69kyZIl3HjjjYwePZrFixdz1llnsWLFCmbNmtXtftdeey3Z2dksWLCAoUOH8u233/Loo4/y3nvvsW7duk4xwClTpvC73/0uYtmYMWOiklmhUCgUgwgRBfX19WLGjBlC13WRkJAgpk6dKqZOnSoSExOFruti5syZoqGhoc/HXbNmjQDEgw8+GFrW1tYmRo4cKU444YQe912xYkWnZc8995wAxD//+c+I5Xl5eeLss8/us3wdaWhoEEBU16pQKBSKvtHbNjcqV+Qdd9xBYWEhjzzyCNXV1axbt45169ZRVVXFo48+ytq1a7njjjv6fNwlS5ZgMBi49tprQ8usVivXXHMNX331FaWlpd3uO2fOnE7LLrzwQgC2bNnS5T5ut5uWlpY+y6lQKBSKwUtUiu2NN97guuuu47rrrsNkMoWWm0wmfvWrX/GrX/2KpUuX9vm469evZ8yYMZ3SOKdPnw7Ahg0b+nS8/fv3A5Camtpp3SeffILdbic2NpZhw4bx97///aDHc7lcNDY2RnwUCoVCMbiIKsZWU1PTY6r/2LFjqa2t7fNxKyoqyMrK6rQ8uKy8vLxPx3vggQcwGAzMnz8/YrnD4WDWrFnk5+dTU1PD4sWLufHGGykvL+eBBx7o9nj333+/mjVcoVAoBjlRWWyjRo3i7bff7nb922+/zciRI/t83La2NiwWS6flVqs1tL63vPTSSzzzzDP87ne/Y/To0Z3ku+WWWzj//PO5+uqrWblyJWeccQZ/+9vfKCsr6/aYt912Gw0NDaFPT65RhUKhUAwMUSm26667jg8//JCzzjqLDz/8kD179rBnzx4++OADzj77bJYvX87111/f5+PabDZcLlen5U6nM7S+N3z++edcc801nHHGGdx7770H3T44KarX6+1xjJ7FYiE+Pj7io1AoFIrBRVSuyOuuu46qqir+9Kc/8cEHH0SsM5lM/OEPf+BXv/pVn4+blZXFvn37Oi2vqKgAIDs7+6DH2LhxI+eddx4TJ05kyZIlGI29u8Tc3FyAqFyoCoVCoRg8RD2O7e677+b666/no48+ihjH9sMf/rDLZI3eMGXKFFasWEFjY2OENbRmzZrQ+p7YuXMnZ555Junp6bz33nvExsb2+ty7du0CIC0tre+CKxQKhWLQEFUR5MPFmjVrmDlzJg8++CA333wzIDMRJ06cSEpKCqtXrwZg7969tLa2Mnbs2NC++/fv56STTsLpdPLFF18wbNiwLs9RW1tLQkJCxAByj8fD3Llz+eabbygpKSEzM7NX8qoiyAqFQnHkOKxFkIM0NTVRUlJCXV0dXenHU045pU/HmzFjBhdffDG33XYbVVVVjBo1iueee449e/bwzDPPhLa7/PLLWblyZcQ5zzzzTHbt2sUtt9zCqlWrWLVqVWhdRkYGp512GiATR+655x7mz5/P8OHDqa2t5aWXXmLTpk3cd999vVZqCoVCoRicRJ3uf/3117N06VJ8Ph8AQgg0TYv4O7iuL/zrX//izjvv5Pnnn6eurg6Hw8E777xzUCUZnCLnz3/+c6d1s2fPDim2SZMmMX78eF544QWqq6sxm81MmTKFV199lYsvvrjP8ioUCoVicBGVK/Kiiy5i2bJl3HDDDZx88skkJSV1ud3s2bMPWcDBjHJFKhQKxZHjsLoiP/zwQ2666aYurSOFQqFQKAaSqMax2e32bpMzFAqFQqEYSKJSbAsWLOCNN97ob1kUCoVCoThkonJFzp8/n5UrV3LmmWdy7bXXkpub2+X8a9OmTTtkARUKhUKh6AtRJY/oeruhF8yEDOdQsiKPJlTyiEKhUBw5DmvyyKJFi6IWTKFQKBSKw0lUiu2KK67obzkUCoVCoegXokoeCaeiooKNGzeqmagVCoVCMSiIWrG99dZbjB07lpycHKZNmxYqVHzgwAGmTp2qsiYVCoVCMSBEpdiWLVvGRRddRGpqKnfddVdEzcbU1FSGDBnC4sWL+0tGhUKhUCh6TVSK7Y9//COnnHIKq1at4te//nWn9SeccALr168/ZOEUCoVCoegrUSm2TZs2cckll3S7PiMjg6qqqqiFUigUCoUiWqIuqdVTssiuXbtISUmJWiiFQqFQKKIlKsU2d+5cnnvuObxeb6d1+/fv55///Cenn376IQunUCgUit5TVFbPoi92U1RWP9CiDChRKbZ7772XsrIyjj/+eJ588kk0TeODDz7gf/7nf5g0aRJCCO66667+llWhUCgUPVBYUkd9q4fCkrqBFmVAiaqkFsB3333Hb3/7W1asWBGRFTlnzhwee+wxxo0b129CDlZUSS2FQjGYKCqrp7CkjoK8JBw5iQMtTr/T2zY3asUWpK6ujh07duD3+xkxYgRpaWlA5IzaxypKsSkUCsWRo7dt7iFXHklKSuL4449nxowZpKWl4Xa7eeqpp8jPzz/UQysUCsWAo+JWRx99qhXpdrt5++232blzJ0lJSZxzzjlkZ2cD0NrayqOPPsrDDz/M/v37GTly5GERWKFQKI4k4XGrY9G9dyzSa8VWXl7OnDlz2LlzZyimZrPZePvttzGbzfz0pz9l3759TJ8+nUceeYSLLrrosAmtUCgUR4qCvKRQ3EpxdNBrxXbHHXewe/dubrnlFk4++WR2797NH//4R6699loOHDjAhAkTeOGFF5g9e/bhlFehUCiOKI6cRGWpHWX0WrEtX76cq666ivvvvz+0LDMzk4svvpizzz6bt956K2ICUoVCoVAoBoJea6LKykpmzpwZsSz4/eqrr1ZKTaFQKBSDgl5rI5/Ph9VqjVgW/J6QkNC/UikUiqMClTGoGIz0KStyz549rFu3LvS9oaEBgO3bt5OYmNhp+2nTph2adAqFYlCjMgYVg5FeD9DWdb3LAdddDcQOLvP5fP0j5SBFDdBWfN851itdKAYXvW1ze22xLVq0qF8EUygUxw4qY1AxGOm1YrviiisOpxwKhUKhUPQLgy6V0eVyceutt5KdnY3NZmPGjBksX768V/vu27ePSy65hMTEROLj4zn//PPZtWtXl9s+88wzjBs3DqvVyujRo3nkkUf68zIUCoVCMUAMOsV25ZVX8re//Y1LL72Uv//97xgMBs466yxWrVrV437Nzc3MnTuXlStXcvvtt7Nw4ULWr1/P7Nmzqampidj2ySef5Gc/+xkTJkzgkUce4YQTTuCGG27ggQceOJyXplAoFIojgRhErFmzRgDiwQcfDC1ra2sTI0eOFCeccEKP+z7wwAMCEF9//XVo2ZYtW4TBYBC33XZbaFlra6tISUkRZ599dsT+l156qYiJiRG1tbW9lrehoUEAoqGhodf7KBSKo4eNpXXinne+E/e8853YWFo30OJ87+ltmzuoLLYlS5ZgMBi49tprQ8usVivXXHMNX331FaWlpT3ue/zxx3P88ceHlo0dO5Yf/OAHvPrqq6FlK1asoKamhuuuuy5i/1//+te0tLTw7rvv9uMVKRSKo5nCkjq2VTazrbLpez9559HEoFJs69evZ8yYMZ3SOKdPnw7Ahg0butzP7/dTVFTEcccd12nd9OnT2blzJ01NTaFzAJ22LSgoQNf10PqucLlcNDY2RnwUCsWxS0FeEmMyYhmTEaeKIB9F9GmA9uGmoqKCrKysTsuDy8rLy7vcr7a2FpfLddB98/PzqaiowGAwkJ6eHrGd2WwmJSWl23MA3H///SxcuLDX16NQKI5u1HCGo5NBZbG1tbVhsVg6LQ+W7mpra+t2P6BX+7a1tWE2m7s8jtVq7fYcALfddhsNDQ2hT0+uUYVCoVAMDIPKYrPZbLhcrk7LnU5naH13+wG92tdms+F2u7s8jtPp7PYcIBVnV8pToVAoFIOHQWWxZWVlUVFR0Wl5cFlwtu6OJCcnY7FYerVvVlYWPp+PqqqqiO3cbjc1NTXdnkOhUCgURweDSrFNmTKFbdu2dUrKWLNmTWh9V+i6zqRJk1i7dm2ndWvWrGHEiBHExcVFHKPjtmvXrsXv93d7DoVCoVAcHQwqxTZ//nx8Ph9PPfVUaJnL5WLRokXMmDGD3NxcAPbu3cvWrVs77fvNN99EKKzi4mI++eQTLr744tCyU089leTkZJ544omI/Z944gnsdjtnn3324bg0hUKhUBwhel3d/0hxySWX8MYbb3DTTTcxatQonnvuOb7++ms+/vhjTjnlFADmzJnDypUrCRe9qamJqVOn0tTUxM0334zJZOJvf/sbPp+PDRs2kJaWFtr28ccf59e//jXz58/njDPO4PPPP+df//oX9957L7fffnuvZVXV/RUKheLI0e/V/Y8U//rXv7jzzjt5/vnnqaurw+Fw8M4774SUWnfExcXx6aefctNNN3HPPffg9/uZM2cODz30UIRSA7juuuswmUz89a9/5e233yY3N5eHHnqI3/72t32SNahY1Xg2hUKhOPwE29qD2WODzmI7migrKwu5RxUKhUJxZCgtLSUnJ6fb9UqxHQJ+v5/y8nLi4uK6nIQVZA8jNzeX0tLSo85debTKfrTKDUr2geBolRuOXtmjlVsIQVNTE9nZ2eh69ykig84VeTSh63qPvYZw4uPjj6oHL5yjVfajVW5Qsg8ER6vccPTKHo3cCQkJB91mUGVFKhQKhUJxqCjFplAoFIpjCqXYDjMWi4W77rrrqCzFdbTKfrTKDUr2geBolRuOXtkPt9wqeUShUCgUxxTKYlMoFArFMYVSbAqFQqE4plCKTaFQKBTHFEqxKRQKheKYQik2hUKhUPQrA52TqBSb4qhhoF8WheJI0NDQMNAiRM0rr7wC0G2JwSOFUmx9ZP369ezduzfi4TsaGtzW1taBFiFqdu3aRWtrK06nc6BF6RMbN25k+/btlJWVhZYdDc8KwFtvvcV1113Hrl27AFkX9Wjh3//+N3FxcXzxxRcDLUqfeP311zn99NN56KGH2LNnz0CL0ydefvllRo4cyU9+8hNWrVo10OIoxdZbtmzZwqxZs/jBD37A5MmTmT59OkuXLsXr9aJp2qBtsIqLiykoKOBnP/vZQIvSZ4qKijj77LM599xzGT58OHPmzOGLL74YtPc6SFFREaeddhrnnHMOBQUFTJ48mX/84x+hZ2Wws3z5ci688EKef/553nnnHYAeC84OFtavX8+MGTO4+uqrOfvss4+a2onl5eWcffbZXH755ZjNZux2O3a7faDF6hXBe37FFVcQFxeH1WrF5XINtFggFAelsrJSTJ06VZx44oni2WefFc8++6yYOXOmSExMFHfddZcQQgi/3z+wQnbA7/eLJUuWiDFjxghN04SmaeLTTz8daLF6hdfrFf/4xz9EWlqamD17tvjDH/4grrvuOpGbmyvGjh07aK/D7XaLe++9VyQmJorZs2eLRx55RPz73/8Wc+bMEfHx8eL1118faBF7JPgMFxYWipSUFGGz2cSMGTPEhg0bhBBC+Hy+gRSvW1pbW8VVV10lNE0Ts2fPFm+99ZaorKwcaLF6zV133SXGjRsnXnzxRbF3796BFqdXNDQ0iMsvv1xomibmzJkj3nrrLfHuu+8Kq9Uq/vKXvwgh5Hs8UCjF1gtefvllYTQaxZIlS0LLysrKxI9+9COhaZr46KOPBlC6rtm5c6eYOHGiSElJEffcc48YP368mDlzpvB4PAMt2kF5//33xYgRI8TVV18ttm7dGlr+xRdfCE3TxK233joor+Pdd98V06ZNEzfeeKPYtm1b6MXevn270DRN/PnPfx50HaCuWLJkiTj99NPF//3f/wlN08Ttt98eupbBJr/X6xX33nuv0DRN/PznPxfV1dXdPhuDTXYhhNi7d6/IyMgQN9xwQ6fl4Qwm2VtaWsTo0aPFiBEjxBNPPCFKSkqEEELs2rVLJCUliYsuumjAO0FKsfWCBx54QCQkJIR+LLfbLYSQPdvp06eLiRMnDroeYklJibj99ttDve3HHntMaJomnn766QGW7OD87W9/E+PGjRNVVVWhZS6XSwghxMyZM8Vpp50mhBhcL7sQQqxatUr89a9/jZBbCCHeeOMNkZ6eLl555RUhxOCTO0hQrjVr1oiEhAQhhBA//OEPRVZWlli+fHnENoOJtWvXipNOOkmMHTs2tOytt94SV1xxhbjlllvEs88+G3p+BhufffaZsNvtYtu2bUIIIf71r3+J8ePHi/Hjx4sLLrhAvPTSSwMsYSTBNvDLL78UmzZtCrWFQY4//ngxZ84c4XQ6B/RZUYotjOCP1vEHeeihh0RcXJxYsWKFEEJE9F5feeUVYbFYxH333dflvkeC7uR2Op2hv4uLi8Xpp58ucnJyxIEDB46ofD0RLnu4/MXFxRHrhZD3fc6cOWLWrFmira3tyArage7ueUc+//xzMXHiRBEfHy/uvvtu8e2334q6urqIYxxpDib7kiVLxKhRo4QQQqxfv15omiauuOIKUVtb2+N+R4LuZA9al7/73e/E6aefLjRNE6NGjRJxcXFC0zRx0UUXiU2bNkUcYzDIvXbtWmE0GsUbb7whnn32WaHrupg/f7644oorRHp6utA0TSxatOiIyxtOb551v98vfD6f+PWvfy0SEhJCz/hAPStKsYn22EhHayb4oyxfvlxYLBZx9913h5YFf+z9+/eLSy65RKSlpR3xXmF3cnfHK6+8Imw2m7jlllsOs2QHp6+yBxXf1KlTxY9+9KPQsiNNb+QOPhu33nqr0DRNzJ07V1xxxRXimmuuEYmJieLHP/7xkRI3goPJHryfX3/9tYiLixPl5eVCCCGuueYaYbFYQtZDS0vLkRE4jIO9oyUlJWL+/PlC0zRx6qmnivfff1+UlJSIffv2if/93/8Vuq6Liy++eNDIHWTt2rUiNTVVLFiwQEyePFnceeedoqmpSQghRFFRkTjjjDNESkqK2LJly5EUWwjR93dUCCHuvPNOoWmaePvttw+jZAfne6/YPvvsMzFhwgShaZo4/fTTxebNm4UQnRvNadOmialTp4pvv/220/oXX3xRGI1G8cQTT3S570DKHb6sqqpKXH311cJqtYZ6rwOhHPoiezilpaUiJiZG3H///UKIIx+c7q3cwe9vvPGGeOWVV8SBAwdCy2677Tah67p48MEHhRBHznroyz1/9dVXxZgxY0Lu9cbGRmG328XcuXPFVVddJS677LKQ0htMsr/44oviyiuvFF988UWndZdeeqlISEgINbiD6R096aSThK7rIjU1VXz55ZcR6z788EORnJwsfvvb3wohBufzEi7X559/LjRNE6+++mqP2x9uvteK7auvvhJjx44Vw4YNExdffLHQNE088MADEcHnYOP51ltvCU3TxD333BNygwXXFRcXi5ycHHHttdcekQevN3J3x8cffyyGDBkiLrzwwsMuZ1cciuyfffaZ0DRNfPDBB0dA0kj6IndPL/P27dvFqFGjxOTJkyNcxYeT3soelPvzzz8XdrtdlJaWhtb95Cc/EQaDQZhMJnHXXXeJ5ubmQSN7UO6GhoZO8c3gdqtXrxaapkV4XQZa7mD78f7774cyl4OWWdD7U1VVJc4880yRm5s76J6Xrti0aZNISkoSv/nNb4QQSrENCJs3bxYWi0W89tprQgghTj75ZDF69GjxxRdfdLn9WWedJbKzs8WyZcuEEJEWw4QJE8Tll18uhDj8P2Zf5Q6Xqbm5OeQu+Pjjj4UQQqxcuVK89dZbg1b2II8//rgwGo0hV43X6xU7d+4Ua9euFUIcXtkPRW4hInvaJ5xwgpg5c+YRa6g6yn7KKaf0KPvLL78s8vPzRX19vVixYoWYNWuWMBgMIj4+XowaNUp8/vnnQogj02hFe987hgyqq6tFYmLiEXPD91XuSy+9VGiaJn7xi18IIUSEEpk/f74YP368aGhoOPyCi0N71quqqkReXp74wQ9+IBobGw+3qN3yvVVsQaUU3sMLWgQ33HBD6CEKb5BKSkpEbGysmDlzpli3bl1o+erVq0V8fLxYuHDhoJG7q0YneC1bt24V06ZNE5MmTRILFy4Uubm5IiUl5bBndh6K7EIIce6554oTTzxRCCHdki+88IKYOnWqmDZtmqipqRmUcne04D/44ANhMpnEjTfeeNjkDacvsgfl//jjj4XZbBbnnHOOMBgM4qSTThKfffaZePXVV0ON75GIJ/fnfX/88ceFpmnin//852GUWBJN21JaWiri4+M7eSS+++47MXLkSLFgwYIj0pHoj3t+0UUXiQkTJojm5mZlsR1OXn75ZfGLX/xC/OlPfxKfffZZaHn4TQ/+KFdccYVITEwUb775ZsQxgj/44sX/v72zC2nqjeP482yVWFu+ROaEXjYTqWDqUkxGLehidtELo4u6SoJhiLWbQMiLEiqIICO8aZQlUUQMvJCgYsSovFEqrCACR4Zm640kybfcvv+L/js5159/2Tmd/Y6/z5VsUz6c5/F8n/2el3MFq1atgt1ux/nz53Hx4kXs2LEDK1euxNOnTzPO+2e8fv0adXV1Svlj165dKWWnTHNPJBIYHR2FzWbD3r17EQ6HsXPnTkgpUVtbi6GhoYz0nsnw8DC6urrg8Xiwfv16Za5WTdRy7+7uhtPpxLp169DW1obBwUGl/7vdbvj9ftWDTavrHovF0NnZCafTCY/Ho/qKYDXvLTdu3IDNZkN+fj78fj9OnTqF7du3Iy8vT5PyuxbXPJFI4MSJE5BSKiub9Qg3QwdbLBaD1+vFkiVL4HK5kJeXh6ysLBw7dkxZjjp74+nQ0BAsFgt8Pp9ys4/H4ymNE4lE4Ha7kZOTg2XLlsHpdOLhw4cZ6T2bBw8eoLa2FiaTCRUVFb9cStPbvb+/H4sXL4bL5YLFYkFpaalSSs1k70gkAr/fjz179sBqtaKsrAy9vb2qeavpnix/TU1N4f79+3j27JkSYMnfU3ubhZbX/eDBg9i3bx8sFgtcLpeypzPTvGfeW7q7u+H1epGbm4uCggJUVFSkhE6muf+M1tZWSClTDrT42xg62Do6OpCfn49r165heHgYnz59Ql1dHaxWKxoaGtI+n2zEkydPwmQyIRgMpnS6mT+Pj4/j3bt3qt+ktPCeSTgcxqJFi9DW1qa6t5bu9+7dg5QSBQUFmrhr5d3V1YW1a9di69ataG9vV91bK/e/NcrW6rqHQiFYLBZUV1drUn7U8t4yOTmJz58/o6+vT3VvLdyTJIPu7du3uHLliibuv4qhg83j8WDTpk0pr339+hX79++HlBK3bt0CkD7ymJqaQnFxMaqrq5UTAaLRaErdWcvVj1p6A9ouk1fbfea834ULF9JOOqDgHY1GyfSX/v7+tP6iJVpe976+Ps36OtV7i9bumXIyjSGDLR6PY2JiAl6vF263W3k9WWp59OgRNm7cCIfDkdYQs5f3NzU14fLly3C5XDh8+LCmm1OpemvtruXqKi29tV4Sr6X72NgYWXctrzv/j+rj/ruQD7YXL14gEAjg0KFDaG5uVkYSALB7926UlpYqE/UzRyDBYBBSSrS2tgJI/xbz7ds3VFVVwWw2Q0oJm82G27dvz3tvyu5UvdldH3eq3tTd1YBssE1OTuLIkSPIzs5GZWUlSkpKIKWEw+FQ9l+EQiFIKdHe3q40XrKhBgYGsG3bNtjt9rQJ8sePH6O5uRkWiwVWqxXnzp2b996U3al6szv3l/nkriYkg210dBRHjx6Fw+HA6dOn8fLlS8TjcYTDYRQVFWHz5s0YGxvD9PQ0ysrKsGXLFgwMDKT9nePHjyM3N1epKQPfG7GxsVE5+DW5GXg+e1N2p+rN7vq4U/Wm7q42JIPt1atXsNvtqK+vx8jISMp79fX1WL58uXIaxdWrVyGlxNmzZ5U6cHIk8uTJE5hMJnR2dgL4UWvu6elRzkZjb9ruVL3ZnfvLfHJXG5LBlkgkEAwGU15Lrpa7efMmFixYoJy5NjIyAp/Ph8LCwrTNhT09PZBSoqOjg73/B6ruVL0Bdge4v/wOlN3VhmSwAT9GEbMnN8+cOQOz2Zzy5OXBwUGsWLECGzZsUCY637x5g8bGRqxevRqxWIy9fwGq7lS9AXbn/vJ7UHZXE7LBNpvkJGggEEBhYaEyUkk28J07d+ByuSClRHl5OWpqarBw4UK0tLRgenpat/0XVL0pu1P1ZnfuL/PJ/U+QACAMRGVlpVizZo0IhUIiHo8Ls9msvPfx40dx6dIlEY1GxZcvX0QgEBA1NTU62v6AqrcQdN2pegvB7npA1VsI2u5zQu9kVZP3798jOztbeYgj8H3EknykfaZC1Rug607VG2B3PaDqDdB2nysmvYNVTZ4/fy4mJiZEVVWVEEKIWCwmrl+/Lrxer/jw4YPOdv8NVW8h6LpT9RaC3fWAqrcQtN3niiGCDf9WU3t7e0VOTo4oKioSkUhENDQ0iAMHDggAwmQyKZ/LFKh6C0HXnaq3EOyuB1S9haDt/sf8vS+H2uPz+VBcXAy/3w+r1YqSkhLcvXtXb63/hao3QNedqjfA7npA1Rug7T5XDBNs4+PjKC8vh5QSS5cuVc46y3SoegN03al6A+yuB1S9Adruf4KhVkU2NTUJKaVoaWkRWVlZeuv8MlS9haDrTtVbCHbXA6reQtB2nyuGCrZEIiFMJnrThlS9haDrTtVbCHbXA6reQtB2nyuGCjaGYRiGmV8xzjAMwxgeDjaGYRjGUHCwMQzDMIaCg41hGIYxFBxsDMMwjKHgYGMYhmEMBQcbwzAMYyg42BiGYRhDwcHGMAzDGAoONoZhGMZQcLAxDMMwhuIfIeI8H71CFyIAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = ta.plot_soiling_monte_carlo('sensor', profile_alpha=0.01, profiles=500)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:232: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = ta.plot_soiling_interval('sensor')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:272: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = ta.plot_soiling_rate_histogram('sensor', bins=50)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also view a table of the valid soiling intervals and associated metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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52010-03-10 00:00:00-07:002010-04-08 00:00:00-07:00-0.001577-0.0036370.0000001.0637881.01806229True
62010-04-09 00:00:00-07:002010-06-11 00:00:00-07:00-0.000955-0.001237-0.0006401.0245890.96441263True
92010-06-15 00:00:00-07:002010-07-13 00:00:00-07:00-0.000594-0.0018680.0000001.0727101.05608728True
122010-10-11 00:00:00-07:002011-01-28 00:00:00-07:00-0.001143-0.001301-0.0010001.0572880.932740109True
152011-02-11 00:00:00-07:002011-03-14 00:00:00-07:00-0.001913-0.002793-0.0013071.0207350.96143931True
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" + ], + "text/plain": [ + " start end soiling_rate \\\n", + "5 2010-03-10 00:00:00-07:00 2010-04-08 00:00:00-07:00 -0.001577 \n", + "6 2010-04-09 00:00:00-07:00 2010-06-11 00:00:00-07:00 -0.000955 \n", + "9 2010-06-15 00:00:00-07:00 2010-07-13 00:00:00-07:00 -0.000594 \n", + "12 2010-10-11 00:00:00-07:00 2011-01-28 00:00:00-07:00 -0.001143 \n", + "15 2011-02-11 00:00:00-07:00 2011-03-14 00:00:00-07:00 -0.001913 \n", + "\n", + " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", + "5 -0.003637 0.000000 1.063788 \n", + "6 -0.001237 -0.000640 1.024589 \n", + "9 -0.001868 0.000000 1.072710 \n", + "12 -0.001301 -0.001000 1.057288 \n", + "15 -0.002793 -0.001307 1.020735 \n", + "\n", + " inferred_end_loss length valid \n", + "5 1.018062 29 True \n", + "6 0.964412 63 True \n", + "9 1.056087 28 True \n", + "12 0.932740 109 True \n", + "15 0.961439 31 True " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "interval_summary = ta.results['sensor']['srr_soiling']['calc_info']['soiling_interval_summary']\n", + "interval_summary[interval_summary['valid']].head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Modifying and inspecting the filters\n", + "Filter parameters for the first filtering step can be adjusted from their default paramters by modifying the attribute `TrendAnalysis.filter_params`, which is a dict where the keys are names of functions in `rdtools.filtering`, and the values are a dict of the parameters for the associated filter. In the following example we modify the POA filter to have a low cutoff of 500 W/m^2 and use an alternate method in the clipping filter." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Instantiate a new instance of TrendAnalysis\n", + "ta_new_filter = rdtools.TrendAnalysis(df['power'], df['poa'],\n", + " temperature_ambient=df['Tamb'],\n", + " gamma_pdc=meta['gamma_pdc'],\n", + " interp_freq=freq,\n", + " windspeed=df['wind_speed'],\n", + " temperature_model=meta['temp_model_params'])\n", + "\n", + "# Modify the poa and clipping filter parameters\n", + "ta_new_filter.filter_params['poa_filter'] = {'poa_global_low':500}\n", + "ta_new_filter.filter_params['clip_filter'] = {'model':'xgboost'}\n", + "\n", + "# Run the YOY degradation analysis\n", + "ta_new_filter.sensor_analysis()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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normalized_filterpoa_filtertcell_filterclip_filter
2010-02-25 14:16:00-07:00FalseFalseTrueTrue
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2010-02-25 14:19:00-07:00TrueFalseTrueTrue
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" + ], + "text/plain": [ + " normalized_filter poa_filter tcell_filter \\\n", + "2010-02-25 14:16:00-07:00 False False True \n", + "2010-02-25 14:17:00-07:00 True False True \n", + "2010-02-25 14:18:00-07:00 True False True \n", + "2010-02-25 14:19:00-07:00 True False True \n", + "2010-02-25 14:20:00-07:00 True False True \n", + "\n", + " clip_filter \n", + "2010-02-25 14:16:00-07:00 True \n", + "2010-02-25 14:17:00-07:00 True \n", + "2010-02-25 14:18:00-07:00 True \n", + "2010-02-25 14:19:00-07:00 True \n", + "2010-02-25 14:20:00-07:00 True " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# We can inspect the filter components with the attributes sensor_filter_components and clearsky_filter_components\n", + "ta_new_filter.sensor_filter_components.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2010-02-25 14:16:00-07:00 False\n", + "2010-02-25 14:17:00-07:00 False\n", + "2010-02-25 14:18:00-07:00 False\n", + "2010-02-25 14:19:00-07:00 False\n", + "2010-02-25 14:20:00-07:00 False\n", + "Freq: min, dtype: bool" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# and we can inspect the final filter sensor_filter and clearsky_filter\n", + "ta_new_filter.sensor_filter.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "mask=False
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the results\n", + "ta_new_filter.plot_degradation_summary('sensor', summary_title='Sensor-based degradation results',\n", + " scatter_ymin=0.5, scatter_ymax=1.1,\n", + " hist_xmin=-30, hist_xmax=45);\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using externally calculated filters\n", + "Arbitrary filters can also be used by setting the `ad_hoc_filter` key of the `TrendAnalysis.filter_params` atribute to a boolean pandas series that can be used as a filter. In this example we filter for \"stuck\" values, i.e. values that are repeated consecuatively, which can be associated with faulty measurments." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "def filter_stuck_values(pandas_series):\n", + " '''\n", + " Returns a boolean pd.Series which filters out sequentially\n", + " repeated values from pandas_series'\n", + " '''\n", + " diff = pandas_series.diff()\n", + " diff_shift = diff.shift(-1)\n", + "\n", + " stuck_filter = ~((diff == 0) | (diff_shift == 0))\n", + "\n", + " return stuck_filter" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# Instantiate a new instance of TrendAnalysis\n", + "ta_stuck_filter = rdtools.TrendAnalysis(df['power'], df['poa'],\n", + " temperature_ambient=df['Tamb'],\n", + " gamma_pdc=meta['gamma_pdc'],\n", + " interp_freq=freq,\n", + " windspeed=df['wind_speed'],\n", + " temperature_model=meta['temp_model_params'])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "stuck_filter = (\n", + " filter_stuck_values(df['power']) &\n", + " filter_stuck_values(df['poa']) &\n", + " filter_stuck_values(df['Tamb']) &\n", + " filter_stuck_values(df['wind_speed'])\n", + " )\n", + "\n", + "# reindex onto the same index that will be used for the other filters\n", + "stuck_filter = stuck_filter.reindex(ta_stuck_filter.poa_global.index, fill_value=True)\n", + "\n", + "ta_stuck_filter.filter_params['ad_hoc_filter'] = stuck_filter" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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0t7ejqipOp3O/C7hzcnLSLo9PkGVZTiz7+9//zqBBg1i4cCF33303d999N0ajkZkzZ3L//fcnJoYejwegW8e0+HK3252yrri4OOnntWvXppzTgAEDUoRVnz590h4rvr/4mAAeeughrrnmGnJzczn99NPp378/drsdQRBYvHgx69atSzIZ+P3vf09BQQGPPfYYDz/8MA8++CCCIDBlyhTuvfdejjvuOEATBwAffvghH374YdrxAPj9/qQx7WvsPcXj8SR6nvVkX/Hxbt++fa/PTXy8+xqzwWBI1Aemo7vzcbvdHH/88VRXVzN+/HjmzZtHXl4eRqMRt9vNQw89lHQ/enPdJEnilFNOYdWqVYwcOZKLLrqIwsLCxLW644479mrw0VN68uzv3r0bt9udJKz253vYE/Z2v1955ZW9fjZ+vw0GA5988gl/+ctfWLRoEX/4wx8AyMrK4rLLLmPBggWJly7fFXPmzOHtt9/m/vvv5+mnn+aJJ54A4Nhjj2XBggWcfvrp3+l4dHR0Dj66sNLR0flOMBgMXHjhhWzYsIE777yTTz75hNmzZycmaMccc0zijfmhOv4111zDNddcQ0tLC59//jn//e9/eeWVV9i0aRObNm3CYrEkxtPU1JR2P3FXwHSOh51d10BzXuvsCNYdzc3NaZfHxxA/ViwW4/bbb6e4uJhvv/02ZQIcf6vflXnz5jFv3jzcbjcrVqzg9ddf5+mnn+aMM85g69atFBYWJo7x0EMPMX/+/H2OOb79vsbeUxwOBy6XK62BRLp9xY9/3nnn8dprr/XoGPHoZnNzM4MGDUpaJ8sybW1t3fZ16npv4/zrX/+iurqa2267LSWS8uWXX/LQQw+lHff+XLc33niDVatWcfnll6c4XjY2Nh40R7nOz366KOTenv2DSbprHT/mG2+80eMeeLm5ufz973/n73//Ozt27ODTTz/liSee4JFHHsHtdidMReLR4q6R3zhut7tb8bi/zJo1i1mzZhEIBFi5ciVvv/02jz/+OGeddRZr1qxh+PDhB+U4Ojo6hwfdbl1HR+c7JSsrCyCRxpSZmcmIESPYtGkTLpfrOxlDUVERc+bM4eWXX+aUU06hqqqKjRs3AprAA80+uSuxWIzPPvsMgHHjxh208Xz++edpbbnjY4iPqbW1FbfbzcSJE1NEld/v36cwzcnJYebMmTz11FNcfvnluFwuli9fDmipcEDi/PZFVlYWgwcPpr6+nqqqqm7H3lPGjRuHoih8/vnnPdrX0UcfnXCOlCSpR8eIX8d0x/jqq6+6nVjvjR07dgCak11X0qX0dR5DukhOunONH2POnDk9OgaQSDPcn2jR3p79HTt2UFdXR3l5+UETGfvD/j6fXRk8eDBXXXUVn376KZmZmbzxxhuJdbm5uQDU1tamfG7Hjh1JEeN9YTAYenTNMzIyOOWUU3jggQe45ZZbiEajvPfeez0+jo6OzvcTXVjp6OgcVF588UU+/PDDtEKhqamJp556CoDJkycnlv/+978nGo1y5ZVXpk2xa29vP6BoViQS4YsvvkhZLklSQszZ7XYAZs+eTV5eHi+++CJfffVV0vYPPvgg1dXVnHbaaSn1VQfC9u3bU3pKvfHGG3z66acMHjw4YbdeVFSE3W7nm2++SUpxkySJ3/3ud7S2tqbse+nSpWl7CbW0tAB7zvu4445j0qRJvPbaazz99NNpx7lhw4bE5wCuuOIKFEXhD3/4Q9L9rq6u5uGHH+7p6Sf2BZotfue+TC6XK20NldFo5Le//S2NjY3Mnz+fUCiUsk1jY2NSb6958+YBcNdddyVNlqPRKLfccst+jTdO3Mq8qxhZs2YNCxYsSNm+X79+nH766VRXV/PII48krYvf854eY+fOnYkUt67E0xp3797dg7PQuPLKKwG48847EzV1oImz66+/HkVRuOqqq3q8v4PJueeeS0VFBY8++ijvvvtu2m2+/PJLgsEgoD2DO3fuTNmmvb2dSCSCzWZLLDv66KPJzs7mjTfeSHq+Q6FQj6K3ncnPz8fpdKZ9HpcvX55WvMejl/Hvoo6OzpGLngqoo6NzUFm5ciUPPfQQxcXFnHzyyYl+T9XV1bzzzjuEQiHOPfdc5s6dm/jMlVdeyTfffMNjjz1GRUUFZ5xxBv3798flclFdXc3y5cu54oor+Oc//9mrMYVCIU4++WQGDx7Msccey4ABAwiHw3z44Yds2bKFc845h2HDhgFaBO3pp5/mggsuYMqUKVxwwQX079+fb775hiVLllBcXJyojThYzJgxg+uuu4733nuPMWPGJPpYWa1Wnn766USqkiiKzJ8/n7vvvptRo0Zx7rnnEo1GWbp0KS6Xi2nTprF06dKkfZ933nlkZmYyYcIEBg4ciKqqfPbZZ6xevZpjjz2W0047LbHtCy+8wCmnnMJVV13Fww8/zAknnEBOTg51dXWsX7+ejRs38uWXXyb6Cl133XUsXryYV199lXHjxnHGGWfgdrsTDWbffPPNHl+Dn/70p7z00ku8+eabjBw5knPPPRdJkli0aBHHH3982qjYn/70J9atW8c///lP3nrrLU455RT69u1LS0sL27dv54svvuCuu+5KpFdNmTKFq6++mieffJIRI0Zw/vnnYzKZeOutt3A4HJSWlqY1Edkb8+bN49577+Waa65h6dKlHHXUUWzfvp23336bOXPmpG0+/eijj3LiiSdyzTXXsGTJksQ9f/311zn77LN56623krY/++yzGTx4MA888AAbNmzgmGOOYffu3bz99tvMmjUrrXiaNm0aoihy8803s3HjxkRU5o9//GO35zJx4kRuvPFG/vd//5eRI0cyd+5cMjIyeO+999i4cSMnn3wyN9xww35dn4OFyWTitdde44wzzmDWrFlMnDiRsWPHYrfbqa2tZfXq1ezcuZPGxkbsdjvr1q1jzpw5HH/88QwbNozS0lKcTidvvPEGkiQlCVKTycTvfvc7/vrXv3LMMcdw3nnnEYvF+PDDDyktLaW0tLTH44z3dZsxYwaTJ0/GYrEwZswYzj77bObPn099fT0nnXQSAwcOxGw288033/DJJ58wYMAAfvKTnxyKS6ejo/Ndclg9CXV0dH5w7N69W33kkUfU2bNnq0OGDFGzsrJUk8mkFhcXq2eeeab67LPPprUWV1VVfeutt9RZs2aphYWFqslkUvv06aMef/zx6q233qpu2bIlaVvS9DWK09VKOhqNqvfcc486Y8YMtaysTLVYLGpBQYF6wgknqI8//rgaiURS9rFq1Sp19uzZakFBgWoymdSysjL1l7/8pVpfX7/P4/WUzjbPK1asUE899VQ1KytLzczMVE8//XR11apVKZ+RJEm9//771WHDhqlWq1Xt06ePeumll6q7du1KO47HH39cnT17tlpeXq7abDY1NzdXHTt2rHrPPfek7Yfl9XrVu+66Sx03bpyakZGhWq1WdeDAgerMmTPVJ554QvX7/Unbezwe9dprr1VLS0tVi8WiDh06VL3vvvvUqqqq/bJbV1Wtn9Qdd9yhlpeXq2azWR0wYIB6yy23qOFwuNv7rSiK+p///Ec95ZRT1NzcXNVkMqmlpaXqSSedpN51113q7t27k7aXZVl94IEH1KFDh6pms1ktKSlRf/WrX6lut1vNzMxUx4wZk7R9d7bandm0aZN69tlnq4WFhardblfHjRunPvXUU2p1dXW312D79u3q+eefrzocDtVut6sTJkxQ33777W6Pt3v3bvXiiy9WS0tLVavVqg4fPly95557VEmSur02zz77bKL/GB1tD+Ls7Zl98cUX1ZNOOknNzMxULRaLOnz4cPXOO+9M6i8WZ2/24vuyfO9K3G59bzQ3N6t/+MMf1BEjRqg2m03NyMhQBw8erJ5//vnqs88+m7Der62tVW+++WZ14sSJap8+fVSz2az27dtXnTFjhvruu++m7FdRFHXBggXqoEGDEt/3G264QQ0EAvtlt+73+9Vf/vKXat++fVWDwZB0/1966SX1Jz/5iTp48GA1IyNDzcrKUkeMGKHecsstaktLS4+ukY6OzvcbQVXT5Ijo6Ojo6Oj8iNi+fTtDhgzhJz/5CS+++OLhHo6Ojo6OzhGIXmOlo6Ojo/OjoampKaX+LxgMJizwzzvvvMMwKh0dHR2dHwJ6jZWOjo6Ozo+GBx98kBdffJGpU6dSUlJCU1MTH3/8MXV1dZx55plccMEFh3uIOjo6OjpHKLqw0tHR0dH50XD66aezbt06lixZgsvlwmg0MmTIEObPn88111zTbb8qHR0dHR2dfaHXWOno6Ojo6Ojo6Ojo6Bwgeo2Vjo6Ojo6Ojo6Ojo7OAaILKx0dHR0dHR0dHR0dnQNEF1Y6Ojo6Ojo6Ojo6OjoHiC6sdHR0dHR0dHR0dHR0DhBdWOno6Ojo6Ojo6Ojo6BwgurDS0dHR0dHR0dHR0dE5QHRhpaOjo6Ojo6Ojo6Ojc4DowkpHR0dHR0dHR0dHR+cA0YWVjo6Ojo6Ojo6Ojo7OAWI83AP4PqIoCg0NDWRlZSEIwuEejo6Ojs6PBlVV8fl8lJaWIor6u784+t8lHR0dncNHT/826cIqDQ0NDZSVlR3uYejo6Oj8aKmtraVfv36HexjfG/S/Szo6OjqHn339bdKFVRqysrIA7eJlZ2d/p8f+bLuTl7+uZWhRFmtq3Rxfnsf0EX0YVJD5nY7jcLCz1U99e4i+ubYfxfl+13R+tipbfFx0fH9OHlxwuIfVI9KNvTTHqj8vP0C8Xi9lZWWJ38M6Gofz75LOkUFraysVFRVJy6qqqigoODJ+z+vofJ/p6d8mXVilIZ5mkZ2d/Z3/ATu6v0jJrgAbW4O0RQ2sbYrgirby88nZVBTue/JY5fRT6wpSlmfv0fbfF6qcfp78spEmT5hih5Xrpg89osZ/JBB/tqp9UUoK8hhaVkR29pFxjTt/L0wmG56YgeVrWtntCmIyCFxxUjlThxYd7mHqHET0dLdkDuffJZ0jg0gkkrIsKytLf150dA4i+/rbpAurQ0hvRE5FYSY/nzyIdzc08mVVG8cNyGVLk4+69tA+97GssoWFX1QjySr98+z8fPKgI0acrKp2sa7Wjdkg0uwNs3qX67CP/UgVqd0Rf7bq2kP0y7UdUedUUZhJaY6Vz7Y7EQWB176pJ6ao+MISTl+UR6PbfzD3SUdHR0dHR+fIRBdWh4gqp5/7l1T2KgJTUZjJzFEl1LeH2NLkIz/DTL9c2z6Pt/CLajY3+CjMMgOwepfriBEGTl+EsCQjCALq4R4M2vV8avlO2gJRTKLApCGFjC/P+95fx31RUZh5RJ7DssoW/rNiF60BCYAmb5iiLAut/igmg0BNW+h7IcZ1dHR0dHR0frzowuoQ0TkCU9ce5Lmvarh0woD9SuebMbIYQRB6FF2odQWRZJWiLDMtvigZFgPLtzmRZJX8DPNhjV7tK/JT5fSztdGLQRQIRWOM6Ovg+IF5h2Gk2gR+fZ0HgLZAFG8wyvp6DxsbPKyrLTiiooCgXdtV1W2AAKg4fVFG93MccWlz6+s8eMOxxM+SrOKPSJgNAmajCN8LOa5zpLNs2TKmTZuWdt2XX37JhAkTEj+vWLGCG2+8kW+//Zbs7GwuvPBC/va3v5GZmfz7IRKJ8Oc//5lnn32W9vZ2Ro8ezZ133snpp59+SM9F58eHw+Fg6dKlKct0dHS+O3RhdchQUQFJVvCFY6zc2UYoKu9zYt7bSFdZnp3+eXYqozLFDgsjSh3Uu8MMK87qcSrhoaDK6ef+Dypp9IYpybZy3Rl7zqeziJEUlTOGF7Ox0cvMUSWHZazLKlv4y1ubaQ9GMQiQYTFS4woBUOcKsc7i3ud1/C7TBzuLpnTRtPi1X1vnJizJhCUFkyhgMxv43WlH8dPxAw7p+A4mo/s5MIoCUXmPgIrJYDaKhCSFbKuR4mzrYRzh3vmhpZX+0Jk/fz7HH3980rLBgwcn/nvt2rWceuqpDBs2jAceeIC6ujruu+8+tm/fznvvvZf0ucsvv5xFixZxzTXXcNRRR/HMM88wc+ZMli5dysknn/ydnI/OjwOz2czUqVMP9zB0dH7U6MLqEDG+PJ+x/VqpbPaRbTVx7IBcmryRvU7Ml1W28OBH29jS6MNmEqlv73l6U0VhJjNGFtPoCeENxdjU4MFuNvY4lfBQsaq6ja+q21BVqGkLsHqXC4B31jfwny9rCEZl7CaREX0dNPkiDO2TddiiVevrPLQHo8iygicq4wlJiXUK0OaP7vU6dk4fPNRRws6iSQDGlOWkiPBaV5BGbxirUcQViBKWFKxGgZAks/DzaroTZN83qpx+Gj0hxpTlsHKnCyW+QtD6SmRZDKiqlh54oMc5FOJnby8XdL6fTJo0iblz53a7/pZbbiE3N5dly5YljAEGDhzIz3/+c5YsWcL06dMBWLVqFf/973+59957uf766wGYN28eI0eO5MYbb2TFihWH/mR0dHR0dL4z9O6Lh4iKwkyuO2Mos4/pS/98O1XOwF4FzrLKFv6waD1raz1EYgruUAx3MIrTl+ryszckWSUak9nVGiIYjXHqsKLDmr5W2eTHE5TwhCQ8QYlVO13c/0ElC7/YRas/SjAq4wpKWIwipw4rYkxZzmEZJ2hREVUFb0RGUUFSktf3zbHu9TquqnaxrdlHcbaFtkCUuvbQIRtrXDSJgkBMVtjVGkg5XlmenZJsK20dogogHFNRFJVGT5hnv9zFU8t3UuX0H7JxHihxUfKPT3ZQ5fRTkGkm22ZkTL9s+mRbMYgCGRYjBsOBOchp0cpNPLl850G/Jquq21hb58YTjLK2zp14uXCkUOX0s6yy5Xv9nBwKfD4fsVgsZbnX6+XDDz/k0ksvTXJbmzdvHpmZmbz88suJZYsWLcJgMHD11VcnllmtVq666iq+/PJLamtrD+1J6Ojo6Oh8p+jC6hBT3x7CZBAxGQRmjCzudmK+vs6DLxxLuiGiKFCYZenxscry7JgMAg2eMDaTSEyGEsfhdn9TEQBBBUWFrY0eVla34escDVLB6Y3w3oZGXl5dy1/e2sSyypZeH3FZZQsPf7x9v/cxdWgRw0vT9ycwimA0CN1OLqucfj7b5qTJG+aTrS2YDMIhjRKW5dnJshhp80fwhGJ4wzFUNbnOKC7us62mpOUxFUKSgi8ssdsVPKQC8EBJCEjAH47hDkdBVTGIIkf3yWJEXwcOu5mx/XJ6HensbPziDkYPwTURtAo3Vat0O5KIR2GfX7n7ey/CDyZXXHEF2dnZWK1Wpk2bxtdff51Yt2HDBmKxGMcdd1zSZ8xmM2PHjmXNmjWJZWvWrGHIkCEpdtfjx48HtJRCHR0dHZ0fDnoq4CGiyunnnfWN7HYFE5bpe/O+H93Pgc0sEpTkxDKTQUyZLO+NisJMjh2Qyze72mmMhPBFYjS4gwd0HgdKXoaZWKdT2NbiR1ZSrQbqPWG2O/0IaOe98IvqXqVkxeukfOEYWVbt8e6pUUOV04+3k+CLIwqQYzdT7+7eBr7WFcQdkji6TxaN3jCThxQeUkFbUZjJmaNKaPVHKHFYCUlK2udrVXUbTZ5UkSCg0uKLUuywHbY00XR0rRsry7OTZTWyrTFKSFIQBQgpMs3eMAPyMzi6JAtBEBjV15F0vfcnra+r8UthlqXH16Qnxxlfnsfgokzq2kMMzs9MCMAjoe4qHoXtl2ujstn3g3deNJvNnH/++cycOZOCggI2b97Mfffdx6RJk1ixYgXHHHMMjY2NAJSUlKR8vqSkhM8++yzxc2NjY7fbATQ0NHQ7lkgkktSXyOv19vq8dL7/DLzpne/kOLvunvWdHEdH58eKLqwOAXEDil2tgYSTWf88+14na2V5dgYVZhKJeYlIMlkdUYb3NzYxvjy/R5OZZZUtvPptHf6oJs7cQYkXVu7u8ecPBa6AhChoUSmAWJf0OoMAVpOBUDRGTFGJxhT6ZBmRZLVXhhvxyN/AfBs7nAHeWtfQ44lrrSuIJxTr8M/bgwrEZAWLce8B3iZPmPZgFItx/wRxbxlfnse6Wje7XUG84SjPfrmLdbVuZo3eY/6xqrodWUn/eZvJsE8B+F2bccTrxmKywoD8DOaM60um2UiW3UTEF8EgCAiCSrM3zHsbtQlu3xwbWxq8iTHub61b3PhlN2C3GDh2QM8iXz01mllV3UaDO4QUU2jzR3lnfSOj+zl4f2PTd1KP11uWVbbw2re17GoLsLHejclgYNE3tRw/8Ptfl9dbJk6cyMSJExM/n3POOcydO5fRo0dz88038/777xMKaS8qLJbUbAKr1ZpYDxAKhbrdLr6+OxYsWMAdd9zR63PR+fGhqgpKyJe0TLRlIQh6cpKOzneFLqwOAZ2t1qMxmaOLs7hkH1brq6pd7HQGUBUVWYFANEa/HFuPBcayyhbuX1JJo2dPAb8KtPqih80RELSIldEgEO0IW3UVLVqESkCSVTLMBhRFxW4xkmMz0eAOUeX079fYR/dzkGU1ssMZICIprK11c/+Syh67KwajsZRomqqCPyJz1D6MNRw2EzFFwR+OdSuID1SodP48QGmOlW9qXNS0Bdnc4OPz7a18U+Piz2eP6Ni/SlddJQAmo4Gj+mj90vZ2rO/KjAOS0/6CUZktjV6e+DSC3WxgeHE230bbkWIKkgKyoiKg/XezN0xIkhPRlFpXkLZAtMeOmPHGyat3uVi+zcmGeg8N7tA+z7cnTa217+U2XIEoqKC2h9je4qPYYcVuNnJcD0xtvmuWVbawrNLJNzUumjwRVFVFC6QrbKr38u6GRn57ylGHe5jfGYMHD+bcc8/ltddeQ5ZlbDbtBVnnaFKccDicWA9gs9m63S6+vjtuvvlmfv/73yd+9nq9lJWV9fo8dH74KCEfdf+4JGlZv98+j8GuW67r6HxX6MLqkLDHal0zokhNL+tKZZOX9kA0MQmOxrRUrb77iHTBnhqRuvYQhi7rJEX5TqIn3TFrdAlLNjeyud6HAhgNmk12fEQxFbwhLaonCgJDijMZUpRNWyDCJ1tbWFfr3q8JfTzt7+GPtrGhwUudK0irP9JtZKarUCnKthKWZEJRBUEAWQWLUUBRoH9u92KoLM9Ots1ITVuATIsBXziWMlleVtnCo0t34I/EKC/I2K+m0fGxdm5ajACNnjBNnjCqSkdkUKG+PZSoEfp2tztJzIpowspqEhlRmt3NkTT2V6AcKHGzjZq2ABFJxtghWECLBlqMBoqyrLQHIrQGpIS5SCgiYxTFhNFLvNbw8x2tFDus9Mu17VPQxgWZJKv7cb7a91wQuu+itayyBU8wmojYAkRiKjVtIWwmEZc/yrEDc7836ZjxVNo2f5SQFMNhMxGMaBFws0EgpsAuZ4BllS3f6xTGg01ZWRnRaJRAIJBI44unBHamsbGR0tLSxM8lJSXU19en3Q5I2rYrFoslbbRLR0dHR+f7S6/iw+n+oOjsYXx5PoMLM3GHJIJRmU8rndy/pHIfhd8CorinuF0UQFZVQlF5L5/RiE8ISx3WxARPAEyiFkXZW23Xd0FEUhLjktKcjkEUMIjaOfvDMl/ubGVjvfeA3PUqm3xIskpEVvGEYry0qpYXV+3ueBuvOZzFU88e+ng7d7y5ifV1HgqzLFhMBkQBELRJMyoYDALeiMSLq3anvY/x+jYV8IRjuINSkqCtcvp59JMdrK11U+30s3Jn2367w8WFTnGWhcpmH7taA4wsyUYUBRRVRVFAFET65mp1U++sb6ShPZg06RcFkIH2gMTzK2uY96+VvLiqJu3xyvLs5GeYD5llf1e3uYrCTC48voxj++diMmj9qSKSgqKolOXaMBtFjAaBGSNLsJnFxHdFASRZZvk2Z8KwxB+J4Q1J+CMxal3BHhswRGMyX9e09+h8tZYKOTjsZgYXZqKqpNm30G0qZkxRCMdk+mRbqXUFvxfGEPFU2qJsMzFFxROWEEUBq0kEQcBhN9EaiPzozCx27tyJ1WolMzOTkSNHYjQakwwtAKLRKGvXrmXs2LGJZWPHjmXbtm0p9VErV65MrNfR0dHR+eHQK2FVVlbG9OnTefbZZwkEAgd7TEc8FYWZHDcwDwEBgyAQkWJp7bA7M3VoIfmZFgwd4koUBUocFkwGcZ/CIl4jEpIULXKBVrskCgJ5h7GHFWhiICwpSW5oXR86SVGJKRCKyux2BWn1RXAHo6yoauvVhH59nYdol9ns5kYvf/+wkpteXc8972/ljrc2seDdLXxR1UqDO8Sq6jYWfVNLMBoj22JEBRRFu452ixGDAF9VtfHgh9vSiuQqp59vatoBTcx2FbS1riBtwSiqqhKVVfzh2H5b6Zfl2XEHIyxeW0+LN0Jde5C31zcSkxUyLAaybEbGDcjhipPKqSjMpLrVj6zuud4mUYvAAR0RVc005H/fr0zroBhPkbt0woCDngYYj749uXxnwgWyyunn/Y1N7HQGEvbwChCRVXa2BghEY7T4Imxq9DKoIJNMi4EMiyaCLUYDlc0+Hl26g3fWN1LV4kdWVKpa/Hy6zZmIvHUn1OPHlmR1nw6ena/PhceXUZ6fQaMnzH++3JXybAwtzsRu6RpH1pA7nvmvd7m+N0Ilnkrb4o1iEMEsisRkFaMoUppj48yRxUiyis0kfu8dJXuD0+lMWbZu3TrefPNNpk+fjiiKOBwOTjvtNJ577jl8vj31LM8++yx+v58LLrggsWzu3LnIssyTTz6ZWBaJRFi4cCEnnHCCntqno6Oj8wOjV6mAf/nLX3jhhRe47LLL+H//7/8xe/ZsLr300sQfHh0ozDJjM4sQ1SbSoijstWZo6tAi7jl/NG+tbaDRozn6ZVlN+zS9AG2CN6bMwQebmogpe9KTSnJs/Hra4B5PiA+FUUFZnp3yggwaPSGUDq2joE3yRVHAZjIQiSkoKhhFgWhUxmIUkWQFh83YowluVwqzzCnLLEYBWVFxhSR8IYntzT5EtF5VvpBWV+UNSQQiMRR1j9mGrGgpnXHRGo0pVKZJE4tHDfMzzDh9UfpkJzvLleXZybebqXMFEQVtolrdGuhxDZnmMtnA9pYAwaiMqtKRNpocAlxZ5aKy0cdlJw2kvCCzo86vY0s1fcpaWJLZWO9J655YUZh5SNK9al1BdruCeIJRWnxRFn5RzYyRJVQ2+XAFoyl1YaIgkGc30xaIIskK00f04eXVdbiDEoIAnpDWC213W5BduYGkFL28DDOhqLzXyNs76xtZvctFQaaZZm+UDd1cj85UOf08/Xk1q3e5CEsKFqOAyx9NqrUaX57PwHw7Gxt8KZ9XVIjJKk2eMGPLcr4XtVZThxbR6Anx9roGNtR78UdiaIFXFaMokJ9pYfeWFjY2eMi2mg5rmvGh4KKLLsJmszFx4kSKiorYvHkzTz75JHa7nbvvvjux3V133cXEiROZMmUKV199NXV1ddx///1Mnz6dGTNmJLY74YQTuOCCC7j55ptpaWlh8ODB/Pvf/2bXrl383//93+E4RR0dHR2dQ0ivVNAtt9zCxo0b+eabb/jlL3/JsmXLmDlzJqWlpVx77bUpKRI/RkocNgbk27FbjDisRlDhrXUNe+3RVJZnx2TUUm6sJpETK/J7HClw+qLIiorYMZmUVU1gxGuH9sWh6ldTUZjJbeeMYNrRRViMAh0ZRRgNItlWI/5wjJis1YFZTCIiWoqUIAg4/VFe/rp2v8dS4rBR7LBh6vR0ByIynpBETFEJSAoxBaIdtu8K2v97wzHCURmho3Ym/i8iaUJGBaKyiickpUwoy/Ls5NhMeMMxjB3NaldVu5LS3OYc25dShw1BEAjHZD7Y2MRf3tq0z/OLpywu/GIX3qCEQSRFeMSRgbagxCOf7ABURvXLxmgQOkxCUrcXQDMNSZvGduiI10Fp9uZmJFnlky3NbG7y0h5MrkkU0ezuPaEYJQ4rRlFkV1uQomwL48tzsRhEVFVLnZUUhfLCjESK3th+OcwcVcLPJw/qtgH1ssoWnl9Zw67WACur26l2Bnj68+puUyTjrKpu49vd7ZroRmu+7A1LSZFILXqdj9UkaumlXVAAd0hiyabmQ977rDuqnH4e/ngbt7+5iRdX1bCu1oMrKCHJWqNsFfBFZBo9YXY6/QSjMVDBHdQE6A+J2bNn09raygMPPMCvfvUrXnrpJebMmcPXX3/NsGHDEtuNGzeOjz76CJvNxrXXXsuTTz7JVVddxaJFi1L2+Z///IdrrrmGZ599lvnz5yNJEm+//TaTJ0/+Lk9NR0dHR+c74IDMK4455hiOOeYY7r33Xj755BNeeOEFFi5cyMMPP8zQoUO59NJLufTSS+nfv//BGu8RQZXTz8ura2n0RHAHolp9jtNPUZaFUFTptkdT17f4drNrr65tnYlHaWKKVkeTazchKyRSdfYViTqURgUVhZmccnQRK3a0EpJVjCIoioo7KBFTtebBoCLLKiUOC/6orKXKecN8FpCwmgz7FXkDzcmvs/aRE8fpHqWjcW7/AjuesB+x43NGg4iKJsbMIhRlWVLq1ioKM5k0pJAmbxiTQWBzg5d/fbYzYb4BsK7Wg6yqRDocEgNRma93te+zN9Cq6ja+qm7DE5RQgB6U3RFTVGragswZV4YrINHkDhHoSK8TAYMBLEaRXJsZh928Vye8QxHJrHUFycuwUOyIkmU1EY1prn6SnHqT+jgszD2uH1/vcuENxfCEJKqdATwhiZAkYzSKmFSVmKy9WCjINFOUbUFSFCYNKUhYsC/f5qTJE+az7c4k45BllU48HZEvOoSEOySx8PNde21VUNnkT6mBjEgKr35dy05ngHPHljJ1aBFThxayeE1dIr2xMwKQbTWSZTUe8t5n6ahy+vnDq+tYt9sNQIbVRKbFSHsgSkhKvhf+cIwvtrfiC0mJXnRvra1n5qiSxDX+vvfl2hfz589n/vz5Pdr25JNP5osvvtjndlarlXvvvZd77733QIeno6Ojo/M956C4AgqCwKRJk3C73dTX17NkyRK2b9/O7bffzp///GfOO+88Hn744bSNEn+IrKpuY22dm1BUJqqolGRq6WEtvghFmRa8oVTHOEj/Fr8nAqfK6eezba0IgiaqRFHAKIoUO6yoqtpjy+x44X5P0g/3hyqnn9e+rSMa02qtZBXsJhG72UCzL5pITwtJ2hvyUFRLxwvHVMKxGB9sbCIsyVw3fSiwb5EI0D/fTlSWafFFE8tU9ti9i+xJi+ts+NGh8Shx2PCFNVFnNYrsdmkCNaJoTnzpGi+XOKxEZZn1dT5kBSKuIGajViOnqiptgSh5dhO1nepSwpLcg1orASmmaGYaHYPNzTDhC+1xxuuKySBw3MDcRK+r1dUuWvxhCjLM1LnDmA0i/ohMRIrg9EcZVJiRqD/q2mi3J72a9ofOTZwVVWFosYn2QDStqDII0C/XzsxRJcwcVcK7Gxr5sqqN4wbk8uHmZkAT0LKiCcVsm5nnV9ZQ1RJAVlTWdAgGpy/Kyp0urKZUa/S8DJOWNtip/kxQwRuWuv3+VTn9bEoTrVGAXa4Qde76DgE3hBKHDUXpXtWHJYW+uTZUVeXhj7czup+jx02t07E/AmdVtYst9V4k7fHCE5TwBKW0KaMxRaU9JCX1oqt3h3h3QyMzR5V8p9b8Ojo6Ojo630cOWFgtXbqU559/nldffRWv18uoUaO47777uOSSSzAajSxcuJC//e1v/M///A8fffTRwRjzEYCQ6M8koqWYZdu0pret/gjeSIylW5vpl2tLmXwcOyCXYFQm1lFE35Mahnj/n/wMM5kWIwZB4LThfZg8pJD1dR52u4IcNyC320hUbwr394daVxB/RMZqMhCNKRhFkYEFGSmCwiAKmI0CIUmb2CYEV1SmssnH6l0u1u5273PyVpZnx2gQcAdTbe7j+zSbRAxCR8NiVSHSyQK+3h1mzri+FGRayM80s/DzXQjCnjGFJTmlT1X8Grb6oomJZ1RWqe8QVXGHvTpXEBFtAi4AWVYjhVl7t1QeX57H0JIsNtR6UFQVBM3Vr7snwyjCrFGl/HT8AKqcfsaUObCZDWys9+DyRxE6rilo/aBiisraWjcTKwpSBPU76xtZsaMVgyhQ3x7aZ3StJ8Sd53LsRqqcAb6ucRFLJ6qAYoeFOeP6Jo45c1QJ9e0hPtveSk1bEFlRkBQVa0cKrVEQ8ARjqKioqhYVXfh5NWaTAV9Ywh8Gs1FMevZmjS7lrXUNVDuTjXi84VhaAQ3aMx1TVMxGzb2wK7JC4tj98zOIKSoGkRSHQLXjf9sCER5dWkVEUsiyar+WeyOu9r/3mIogCin95dJvqdWExbcV0J7xDzZphiPr6twMzLdT2eRLiC1dXOno6Ojo/JjolbBat24dzz//PC+++CINDQ0UFxfzs5/9jHnz5jFq1Kikba+//nqsVivXX3/9QRnwkcD48jzGlOXQ5AlTlG2h1GEnw2Jg6VYn0Q4jhMVr6mnxRRIRgM4TIpvJQAgZSVZ5f2PTPt88x/v/NHvDhCWZbIuJ9qBWn+QOSjR5wnuNRMXTAOPi62Dbs5fl2SnMsrCrNYCiQmmulYtP6M/Cz6tp8UYS9UJhSRNdWVaT1kuqkzOcrKioKj1OV2x0h9JGQOJYjSKBqIyiqNjMBhSUDvczLUXvm5p2rps+lPV1HgyigM0oJlLpcmymlGhi/BoOzLfT7I0komJxd8CKwkxmjCymyukjw2IgGJWxmkRGl+XstekwaGmGv5l2FM9/VUOrP0qjJ0STNzXKZRQFBFSsJiPlhRmJZ2q3K0iTJ4zDZsJmEbGaDPjkWOLaGoAMi5ExZY6UaNVb6+rxhGIIApgN4n47GaYj7jxX36713zIKAtFOLxDigtMgCvTJtrGu1kOJQ6tLLMuzU5pj5aPNzYQkGaHjHIKSgkkEs0kg226h2RtGVsFqFPBFYhglBZMoEJQUVBS+3uVKGIfUdlyfWKfHJdduBATa/NHEtegcBYr3LRO7+a6ogKqo1LaHcPoiSLKSMG/pfJ5Gg0CmxUizJ0IgKlNRYKfJG+3WTGRf7G9K7/jyfMb1z+XLqtZuo59JYxbAYhBQBYFoTEFVVKpb/NS0aqYqtW0BTEYDggD17ftusqyjo6Ojo/NDolfC6phjjsFmszF79mzmzZvH6aefvlc3wBEjRnDiiSf2epBHGhWFmVw3fSird7lYvs2JJKtsb/ERiMQStQmgNT2NT3w6T4g+29GKAJw4qPsoU8rxzhjKc1/V8Pqaeho8IRo3hMm0GJk5qhiAiRX5nNnNG+R4NOXrmvYeR8n2F5c/kqgxqW0PUdnkoyBLE4OesBY9UQGDCJkWo2ZL3hH6EQWYdnRRIq1tX32VVlW7cPoiHb3ASESIOuPuaEoMWgTKahKRZLVjcqlFOh5duh1/RMYVjCKKWvRRELS39Dl2U6rrX4aZVl+ELKsBSVaxm42M6udIbNfoCeMKSDjsZrJtKjaToUdv9aucfp7+opr1te7EM5QORVExGATMRpEtjV4KMrU+YFajSGsgwsACO+1BtF5dRoG2gJRwr6lpC/Lo0ipKHLbEhD5+HQXocEpUcQWi6Q++H3R1ngtGYknrtRZiKpKsIssKqzpEUI7dTHsgwsYGb+JZ6vykCoJAKKpw/MB8+udm8G1NO76IhKyoSLKMjBZFzrIakxo4L6t0ptRKRWWVoiwLI/s6uo0CXXFSOa5AlK2N3rSiREar2YvGtC+9seNiq5D4PRCTVVzBKAZBIKaobGv2U5htZWRfR6+ubXe9x7pLD9TMNXL5fEdr2v3lWI3IqkogIqOgPQdRWcVq0vqIxVSQO6JsJoOotYsQoCzXlja1VEdHR0dH54dMr1wBn376aZqbm3n++ec544wz9mmxPm3aNJYuXdqrAR6pVBRmUpxtRZJVirMstPqjiKI2uYq/4y52WBMTn84TopJsK8UO6341Zq0ozCTXbkZVwG42gKoSjclsavDSP8/eraiKf3bGyGJMBiERJTuYDnFx0SgIms16TFZpcIfon2fHZEh+dnyhGPXtIdyhmCaKBIEMixFV1Sb6M0YW96CvkpaiZe5w5zN083jG70NMAX8keWYciMbY6QzQHogSiMSwmgzkZpiwm42YjUKK0UDc8j6mKBRmWSnLtXHO2JKkiOR7Gxpp80do9UUISzK5GWaKs61Jx11W2cLDH29Pco5cVe1iU70HfySGpGgiUew0/sT5iJBjMzNzVDHuoMS2Zh+RmMzGBg+xmMKmei8GES1Cp4LNaNAm96qWGtjsDbN8W+c+Ptp1jLsJyqrKh5ubu3W17ClVTj/raj3YLSb659kwGrucSUej6GBEZmODl5rWAJsbvMiywq62IJEufdFAq8VSVc2xsbLJh9koMufYfgzIz+CMEcUUZlowdzwIoQ4hEP9e5WWYEQ179mgSYUifTH4+uZypQ4uSXnp07oM1dWgRF5/QH4fNRLpOVfFdyqp2b0wGkYIsSyKNzmbSNpBkrZ5QVbT6yNOH9+l1jVW63mP7cvxcX+chXQmYQYDjy/M4ujg7ydFQVrWorqxq0U4BkGUFUQCryUCO3YzTHz0kTaV1dHR0dHS+z/QqYnX55Zcf5GH8MCnLs2MSBT7Y3IQ3JIGqpVMVZZuZPqIPl04YmJicxydEde2hxGQk/t89feNbmGXGZABvWMZoEDm6JIvzjy3j+IF5+9zH+joPO1sDlDqsicafB7OXVd8cGy3eCJICZqNAaY6NocVZ7HYFaN/pArQJW9z6PI4gQDAqs3hNHWajyID8jH06BI4vz+fo4mzW13uQFAmzUUSKpoYU4hPceDpZZ3JtJurdYWRVQkDAYTXS5I12WNmrKVG9eI1VTVsQSdYm/hs7mRusqm5jh9NPpsVITJHIspowGcSkVM8XV9Xw0EfbicYUcuyay6M2wdbs3zubBsTFlVHUenGJHTVgoWiM9zY0EozKbG70kmHSUisnDMpne4ufiKTgDUpEYwpmk0hA2hMtlGQ1qS5tfHk+xw3IY9UuF3JQorzAjjsY63WaWpy4ULEZxY5mwMnXUgBsZq12KZ7NGYjKfFXtwmYSE+cMYDGCw2ZGUVREQSQ/y0xFQQYbG730zbUxpE8WTd4IRdlaHZtm2hFLetEwa3QJH25uYluTD1lVUVTY6Qzw2fZWxpfndxsFAs3kpCwvA6sxTJ0nnHQenTNRBSDbZiLHZiYkyUiSQjimJD3rMqQ0tu4NXXuP7S09sMrpp6YtfZN3URTY0uTjtGFFbGrwEEtXS9ZxbkOKsxjbP5e8DDOqCkXZlh793tHR0dHR0fkh0auI1X/+85+9/nv22Wd55ZVX+PLLL4lEDrwm40glbsGdZTVRkGXFYTchigIOm4lQmol+RWEmUzoiIZ3/uyfEowBleRkMzLdz0fH9mDOuHy3eCKuq21hW2dJtFGpZZQvPf1XTYU7Qzk6nf5/pgFVO/1732fW8fnPKUZxQnkdhloW+uTaWb2vlrXWNRGOK1rsL7WFMeSBVzVwhGlPwhiQ2NXh4dOn2fR4302ok22LEKIqJmrH4S3ex0//H+1h1xmIUKC/MBFREBEQBihxWLCYDOTYjoLK9Ofn4ta4g3lAMSdZqw0KSwtZGrYifjqPLsooka3VkdrOB4wbkJiIgVU4/L6zcTZs/iiTLtAUiCWE2vjxf63/VZZzxcVuMWgqWwSAQjMq0BiSCkoI7KFHvieAKRGn1R8k0G2nxRgjHZMKSjD8SS9qnKEBtezCp99Z1Zwzl7DGlZFmMNHrCWExir9PU4pTl2YnEZD7e2kywm8KecCdRFSfLYmBocTZThxaRn2GiJNvCCYMKGJBv7xC8Ck5vmNfX1lPtDPDBpkYiMYXR/RzMGFlMJKbQ4Alr9U+qmnh+46m7A/LtWuNlFQKRWMIwpdYVTIqUAknPvick4QqmT5EUAIfVSP+8DC6ZMICZo0sYXuJgVD8H6QL9ikKi/qu3dP1udhWGnc+91hUkLClJETeTqNXrDcy3E4jE2N7spyTHlrYPV/wUKpt8LNnUxPJtTr7a2cZ7GxqpdaU3/tDR0dHpjg8++ABBEBL/TCYTgwcP5vbbbycaPfBU9O+KSCTCH/7wB0pLS7HZbJxwwgl8+OGHPfrssmXLkq5B539fffVVr45TX1/PrFmzyM7OZvjw4bz11lsp27z22msUFRXh8XTfn1BRFAoLC/nf//3fHp3Lj5FeR6zik9WuE/DOywVBIDs7m5tvvpkbb7zxAId6ZDK+PI/PtjlZW+dGVrS6m8FFmVQ2+w6Kw1qc+FvpSUcVsKXJBwg89NF2/OEYkqKQazdTlmvn16cMTok2rK/zEJYUMswGIpKC2SDu1cBiWWULC7+oRpJV+ufZ91mgHo/mhGIKJoM2YdtQ52VUXzO720P0zbFRlGmh2RchIsWo9+wR4/G6jvgE3GKALY1+Hl26o9vIVa0riCSrTBlSyDsbG4lEZcwdTXJjqopR0FIejQYtDUtFm0xKimZ2UF6gmRPYLUYUBUQRCjIsbFa8tAe1Xkkb6j2JSTmQMDMQEBA7IkzhmMLybU5mjiqhxGHFZBRxB6MIgkAgEuPDLc2U52fQL9emuczJmuOfP6JgNUF+pha1qijMZPqIYmragvi61CPFFCjNMuGLaL2/uot3TKzIR1Hhua92EYrKqIDFICIiE+koLzKKsKvVz93vbWFU35wOt0KV1bvaiMRkBEGg2GHpcdPpdM9BfLIdishIXd0c0MRdls0EKnhDUtL5eEJa82WTUWRocTYmg8CxA/JYWtmCzWwkFI3hi8SIySoGg8ymeomqlgD5mRYuPK6MYodVe+ZcId7f2ITZaEjUTE0dWsSyyhZ2OgNa9E7RDFBe/aaOHLsZkygwaUghDe5gwkGzf56dMWU5OGwmVFWlui1VSAho7oIWo4FRfR2U5dnZ0uDl6xoX6d5dmAyaUUtvI8adDUskWWZEaQ5Di7OYMbIYQdDqJ9/f2JSoFxtT5iAaU+jaGs0gaDWBAtAejBKRFOxmA4GI9uwY0KJV8fsTlBSC7jBNnjB9c2177deno6Oj0x3r1q0D4IEHHqCwsJBgMMgrr7zCHXfcQSQSYcGCBYd5hD3j8ssvZ9GiRVxzzTUcddRRPPPMM8ycOZOlS5dy8skn92gf8+fP5/jjj09aNnjw4F4d57LLLqO+vp577rmHL774ggsuuICtW7cycOBAAMLhMNdffz133nknDkf3L09XrVpFa2srs2bN6uGV+PHRK2G1du1aLrvsMvLz8/n1r3+duNHbt2/n0Ucfxe1288gjj9Dc3Mw//vEPbr75ZrKysvh//+//HdTBHwnE3/qv3uWissnH59udfLrNidVoYPk250FNl3EHo3y4pZnCLAtfbG+lzR9B7qjJafZqkYtHl+5ImeyM7ufAahZxBWIYRIHywoxuayOqnH4WflHN5gZfoinxviaBcdE3siSbj71hatqCGETNxKIk20qJQ6tFMxlFYopKMKoQiGoTZFnp1F8KLV0tKmu9rdr8Ef589oi0/cDyM8w0+SJUFGQSiMYozrayrs6N3WxEUVXag1EUVUVUtNSvmKIJC4vJQFG2hSF9MrGbjfjCEiaDgW3NfmKKiiBo5hpdJ79xM4NgNMbWRh/hmEJBhgl/JMbqXS6Ks60UZlqISDFcAYlgRBMJzZ4wC97dwqnDisi0GjGJAlkWI32yrZTm7BEwo/s5sFsMKcLKZhI5fUQxK3e62NnqTzQf7srIjkn9Z9ucVLb4GJBnR0WgyRNCkLWUtKgMTr/ER5tbWF7pJNNqRFbBF9Ks3U0GgWBE7tWkv/OE3xfWDCUcVq0WpzPxaFG21YjNok3k48iKisWomYzEHSyLsi1kWYxsafAgKVqdktEgEIupichUqy9CTWuA/nl22gJRJFlhU4OHggwLrb5I4nyGFmeRYTURCGuNq6OywvZmH5OHFPLVThcb6j2EJFlL1bQZCUsyfXNteEIS7pCEzSgQialJYjD+3y3+CPd9UMlDPz2GSUMK2dUWQJJV2julXooCZFnNDCzo/vu3L2pdQVbvctHsCROSZNbXesixmxlaksWZI7U+gp3TAlv9USqKtHvZ3OH4KCmQZzdS7LDii8QYXJTJmt1usqxGsixGnL4oCCqikhrtVVRo9WvumD3tw6ejo3NwEM12Cs69KWXZkcT69euxWq3Mnz8fg0GLpV9++eUMGDCAl1566YgQVqtWreK///0v9957b8IRe968eYwcOZIbb7yRFStW9Gg/kyZNYu7cuQd8nFAoxCeffMKyZcuYPHkyv/zlL1mxYgUffPABv/jFLwC47777cDgc/OxnP9vrmN59910GDBjAiBEjenQO3REIBMjIyDigfXxf6VUq4N///nf69OnDRx99xHnnnceoUaMYNWoUc+bM4aOPPqKwsJD/+7//Y/bs2Xz44YdMmDCBxx57bJ/79fv93HbbbcyYMYO8vDwEQeCZZ57p8bjcbjdXX301hYWFZGRkMG3aNL799tvenOJBJW5ksbHeTYM7hD8sIwpaPUu8EP5AqHL6eXl1LTVtAVq8YVyBKHLH6/D4xCfeLycQiaUcsyzPztA+WRRnWxlcpAmE7iZD8WhQUZbW9NhkEPY5CewsdDLMBtzBKCaDSJbVyIXHl3Hd9KH0y7WxudHLpnoPgWgMWVETxf1x6/L4+cR7SX1b4+6UareHzgX8vz5lMAMLMtjR4icqK+TaTcQUFVEQiEoqckdvKqGj8H5InyyuOKmcEoeN/nl2pg4pxGwQqW8PaiJVBX9EE6Bdz3vq0CLuPn8MV0+poDzfjj8i0+gO8V7HGI0GcAe15seyCpGYiiso8fGWFu7/oJKQFMNmNmAyiGnFbV6GmYIMEyZRixjk2U386ezh/M+JAynKtmAQhJR0QRFNCMYt3399ymCOKcuhj8NGhkU7lsOW/H5Fq+dSkRWVYDSWSI+LxtS0590TVlW7WF/nptrpp7LJR3VrAH84tc8YaAJj6tAifjF5EBmWTklqHVEUk0FIpLUdPzCP4wbmYTUZsJuNHY57aqJ2DgQEAQYWZvDzyYMY3c9BXXuQVr/E1mY/mxs8iV5VJQ4bRVnmxHdGVjRTj9W7XPgjMYLRGJ6gJsyavBEa3CFUVTOhmXxUAQMLMsmxm7q9BrXtWu3i+I6UWABbh3GHCNhMBob2yeTo4uz9vr5x1te5tWvbYS4hqxBTFDbVe3jl61re29CIOxjl65p28jPMjOrr0ExkjMl/CnwRiZrWgPb8bmzCHYwSlhSCURmTQXsRkS46ajEK9MuxkmM3H/RG4zo6OntHMJrIOPrkpH+CsfvfSd9H1q1bx4gRIxKiCsBsNlNaWrrXFLXvE4sWLcJgMHD11VcnllmtVq666iq+/PJLamtre7wvn89HLBZLu66nxwmHw6iqSm5uLqBlluXk5BAMan/76uvrufvuu3nooYf2aUb3zjvvMGvWLJYuXYogCLz++usp27zwwgsIgsCXX34JwO23344gCGzevJmLL76Y3NzcHkftjkR6JawWL17Mueeem3adIAicc845vPbaa9oBRJHzzz+fHTt27HO/ra2t/OUvf2HLli2MGTNmv8akKAqzZs3ihRde4De/+Q3/+7//S0tLC1OnTmX79u37ta+DTTzKs6XRR1hStLfoAQlJVg7KxCPeIDjTYiTbaiIUlfEEo2lsuQXsFkPKMePNTo8qykRWVZq84a4fTFCWZ6d/nh2H3czw0qy9irA4caHTL9fGrrYgroBEoztEiy+SSDn8epcLb0jCaNBqmjRbczAbNIOCrnEYWYWgFOODTekdDOM1amV5dvzhGO3BKP6wzPp6L83eCP4O+2jtqmjRqrwMM+cf24+pQ4soy7OTYzdR2x7CIAggJH9ZQlL6X3QVhZnMHFWC2Wgg1DER3VjvpckbZtJRRWRYjHSZw6IC7pCENxRj5sgSSnNtKa6DZXl2yvMzMJsM5GaYGdY3m8tPKk80Kb7ipHL65dowisnjVIBWfyQhHqYOLeLPZ4/gF1MquPiE/uRnWrTmtV3OQ3OJE7CbjRgMAiYRrCaR43oRYa1y+vlsm5PdriCN3ghRWSUkKYRjatpfQIoKAwsymH/qEP44axh9HVbsZgP982xkW01MHlKY5HpXmGUhw2LEbjJgFDWhU5hloTDTjNWsPe8FmWYtcuqPJqzaQYuAbm/2J9JVjQYRi1HUxKsACFr6rs0kYjMZtDx3tGPk2s3sag0gyQpOf5RMi5GcDDOZlvS/VnM7LPrj92t0P4eWZmjQUiwjksy6Og8vrd7N/Usqe1VnVd0a1J5nIX4ttaivURTJsZlYX+emstFLZaMXq0lk6tAifj55EKcP75OwUNeuCwRjCjFFu0YGUUBRVYwGIWGckvYcM8wUO2ycM7ZU72Glo6OzX0SjUSorK1Pmfw0NDWzevDklLa43SJJEa2trj/4padLVe8KaNWsYMmQI2dnJL8nGjx8PaFlfPeGKK64gOzsbq9XKtGnT+Prrr3t1nNzcXCoqKvjb3/5GdXU1zz//PGvXrk1sd+ONN3LmmWcyefLkvY6nqamJNWvWMHPmTKZOnUpZWRnPP/98ynbPP/88FRUVKW2WLrjgAoLBIH/729/4+c9/3qNrcCTSq1RARVGorKzsdv3WrVuTHkiLxYLVau12+zglJSU0NjZSXFzM119/vV9fokWLFrFixQpeeeWVROj0wgsvZMiQIdx222288MILPd7XwSYe5cmyGAlEtHofq9nIyL6ORM1J1wlId31n0tG5QbAAlGbZEkrEH4l1uNiB0SDS5IlQ6wqm7HN3WxCnP4JBFHhvQ2O3KYpxkbR6l1YjUpZn79FY4726JFmbTMc6amj65dpYVe0iGJWxGEV84RgZFiN5GWaKMi24QxIhSYv8yKqa5IxnFARavJG91qrVurTzMhpEDKKc1EcsjmZ8oLm2JTXr7YhmFWSZ8UUk2gNahEVVYXuzn+e+quG2s1PD4bWuIEFJBrTx+sMSTl+EWaNL2NrkpbLJR5MnTLCj1gm06EgwKlPVGmBon6yUpsGdU0qdvghbGr1sqPfQ4A4laoQAHl26QztnX0SzwxbAIO5pdBvfV+fr9fa6BuraQzR5wkRkTWRZzQZGlGZzwqA8lmxups4VxGI00OwNJ9WW9YRaVxBJUemXY2Nrsz+R2hn/1xmTCNlWUyKi89PxAyhx2JJq+ro+m/GG3BvqPCAItAW0NM94byhUeHRpFf3z7ERjckcF3B5UOjXJ7p9LszeMO6CgALEYNLhDZJgNZNlMFDusCIKAPxzD6QvT4gtjEAWKsq3YTCL+sJRiTCMAJQ4Lt58zMjHuuHh/d0Mjz31Vg9MX1VwxO3zPO/e42x/Gl+eyZGMjwQ5L+oIMM2PKcnCHonyzux1Pon+bzAsrdzO0OIufjh/ApRMGsLraRWWzD1DpeHwTQktWISLJZFs1QxhZlFMaHoMmwrY2eakoytxn42sdHR2dzmzevBlJkigvL6e1tRVJkli/fj1/+MMfMBgM3HnnnQd8jC+++IJp06b1aNvq6upEDdL+0NjYSElJScry+LKGhoa9ft5sNnP++eczc+ZMCgoK2Lx5M/fddx+TJk1ixYoVHHPMMft9nCeffJK5c+fy3//+F4BrrrmGk046iRUrVvD666+zZcuWfZ7Xu+++i9Vq5ZRTTkEQBC699FIeeOABPB5Poi7L6XSyZMkSbr311pTPjxkz5rDOxb8reiWszjnnHB577DEGDx7Mz372s4RoCofDPPXUU/zzn//koosuSmz/5ZdfphTcpcNisVBcXNybIbFo0SL69OnDnDlzEssKCwu58MILee6554hEIlgsll7te38JBoO0tbVhs9mw2+30zbHSP89OKCojyZqVdmmOjWZvmOdX7k5qOgp76lG6NiTtjs6TboDibCsvr67l6xoXVpMBs9FAJCYzpCiTXW2htHbZWTYjMUXBIApJzVO7Y+1uN22BKJ9tc4KgTaj2NdZ+uTYMnZr2nlCuTbw+2+YkJMmYjCIlOTYmVuSzqcGDOyyRadEeUbNRxBdJLrHX0ua6N9mI4wvF8EdiKAqJ48en1kZBK8I3iVpEIk5cDEwarJmBTBlaxHvrG9jc5EdBS+N79ZtapgwpTLmWZXl28u1ahMQsQobFSGGWJeE+V9ceQlVVnl9ZwxfbW1EFOqItApkWIzNGFnd7DYuzragquIMSBZnmJGv8zpP1xWvqaXCHiEhaf6G4EUZntEhSK9VtQQKRGFKHDZ+MZm++qcGDw25i+vBillW2MKI0mypngHc3NPaosXHn62EyCEgdkbGuRglxDAKU5NgY2deRNCmPn1d37QcqCjO58LgydjT7AIjJWqTFIGo3WlYUfGEJq1FkV1uALKuJWCCK2SBgt5gYWpyVlK6an2FOiGjQ+l4ZRYETB+VzyYQBrKpu44lPdxKUZEQh7vIpYzaIDCrIwBWIYkR7eWA3iZw0uIBThvVJMf2oKMzkt6ccxU6nn0+2tKCipR4GIrGkHnf7w0/HD6CyyccHm5rpn2eltj1MW0BrQCx3CWFHZZW31zXy0/EDqCjM5PozhvLo0u20BSS8wSiRmAIIGESt3kxVVSIx7VpYrSYiMYWQJCfcGwUgFNH6z63c2UYoKutRKx0dnR6zfv16AP70pz/xpz/9KbF86tSpfP7554wdO3avnz/rrLO4+OKLufjii7vdZsyYMT125+vtfDQUCqWdb8bnyqHQ3ktAJk6cyMSJExM/n3POOcydO5fRo0dz88038/777+/3cU455RR2797Npk2bKC0tpaysDEVRmD9/Ptdddx0DBgzg8ccf56GHHkJVVa699lp++ctfJu333XffZdq0adhs2t+mefPmsWDBAhYtWsRVV10FwEsvvUQsFuPSSy9NGVfX/f1Q6ZWweuihh6iqqmL+/Plcf/31CXXc2NhINBpl/PjxPPTQQ4Amtmw2G7///e8P3qjTsGbNGsaNG5eSHzp+/HiefPJJtm3bxqhRow7pGOIsW7YsxTHFbLFgMlswmK3YbDY2Gy2EVQNZGXYUg4kVxXmUFeZgs9k466rfp+0743K5WLZsGXa7HZvNlvgX//mMwVnYbLbEF83pjxCIxLBbDNS5Qmxq8GI0iChp7MgyLQaavQqCrFmV721S17kvzmc7WhGAkwcX8Nn21oSj3KzRqRPv/zlxIJsavIkJ8q9POSohYE4dWsTGRi+nHF3ElgYvNW0hojGFoiwzIBCNKYlIhwFAAJvZyJiynH2+Ge+fb2dIn0x2uYIMLsigstlHkzeMrKiYDCKiouKwGalpC/DcVzVcOmFAikX1zFEl7HT62dy0Jz0rIqlpRWpFYSZzju1LvTtEWJIZVLjn7X08WlTl9GMSRTKtRtzBKJ6YgkEQWFfrxmgQUqJ/ncV2RJLZ7QqyvdlPltWY5MwZT0Xc0uCl1R/RHN8UeH9jUyJtsPN9bPSGsRpFghEhpWYmbjk+eUghQ/pkUeUMsNsVpD0YZUujN9H8uEd0iFlRJJGiahBINKZ12AyoqsDxA/P4VRq3x65RtnQYDCJWo0goqkk3oaPGSFE1o4zGjoju6L4Ovqp2IQiQ39GkuXMfuWe/3MX2luTeTiFJZk1tOzl2E/9dtZsmT0Q7HwEsRkPCAKLaGUAUBFRBBVkTZZ/taKUtEGVdrTtFaCyrbGF1dTtBSe6oKxQpyrIcUJ3V/5w4kLCksK7OTURSyLGZ2NbiJ5CmxUN9h9V/XJiD5nhZkGlOpOm2eCO8v7GR9mCUNn+U/AwTEVlLC7SqBlRUMiwG/BE5IZoHF2UmWgnowkpHR6cnxB0B33nnHcxmM83NzSxYsIBvvvlmr051cbZs2cLIkSP3uk1ubi6nnXbaAY81Go3icrmSlhUWFmIwGLDZbGlbDYXDWplFXJjsD4MHD+bcc8/ltddeQ5blXh0nMzOTE044IfHzwoULaWpq4qabbuKjjz7ihhtu4LnnnkMQBC6++GKGDh2aiO5JksSHH36YZB5y9NFHc/zxx/P8888nhNXzzz/PhAkT0gZTysvL9/u8j0R6Jazy8vL44osveP311/nggw+oqakBYPr06ZxxxhnMnj07IXCsVitPPfXUwRtxNzQ2NqbND+0cEu1OWEUikaSH0+v1HtBYqpvaU5ZFIxGikQjgpfPe41vWbdiz7PLf3pC2IenWrVs5//zz93l8QRCwWK0oohmzxYpiMKEazOSddQPWwv68/HUdo/vlMHVoEVVOP69/uZX1r/8LrwSiyYLXbud/q/sxbURZiniz2WwQVLBEvayr9lNktxFS4O0NjdS1B5HrVD6tdPLZdid3nz86aVJVUZjJ3eePTok8xCMFQ/tkUZBp0SbAAoSlGHXtMgZRs0dPpM0BOTYTF5/Qf5+Rk7I8Ozk2E43eMEf3yWLSkEKcgSgGUSASU4jGZM2R0CDSFogmvWnv3LC5ojCT8oLMhC27hppWpFY5/by3oYm2QARFgd2uYEr6ZVxQTijP56OtzR0W4QIqKhvqPAmBF/9MVzGbbTVyVP9MnP5oijV+vH/amtp2wpJMTFbYWO9NSZksy7OTZTGyuy2AnCavS1I0swhVVfn55EE891UNVS1+wlGZdbXuHrcLiJ9rUaaZ3a2BRNRKBUodlkTaWk6GmbPHlKYIyp6kxMZr0BrcIU18d7hX2I0GygszuOSE/giCwKvf1LJ6l5Z6KgA1bYEkW/CKwkyWbm1OcqIEzaxhzW4Pa3YnF0/LKozrn8MlEwbw8te1ZFmN+CLGhDGHAEQkBVlR0gqNZZVO3KEoWRYjnpBEUZaFtkCU9zc2JtI891eYVBRmMmNkMRsbPISjMT7b0YoxTRMqAXCHoon7GK8z6xopr3L6aXCHqGzyIcUUEAQEVLKtJjyhGEXZmpNhfXtIM+npeHkypE+Wbl6ho6PTY9avX8+AAQOYOXNmYtm4ceMYPnw4jz32GPfee2+3nw2Hw9TV1XH00Ufv9RjpBFF3xIVSOlasWJGSUhhPHSwpKaG+vj7lM42NmpFVaWlpj47flbKyMqLRKIFAgOzs7AM6jtfr5dZbb+W+++4jIyODF198kblz5zJ79mwA5s6dy/PPP584x88//xyv15t0b0CLWv3ud7+jrq6OSCTCV199xSOPPJL2mL0RlEci+y2sQqEQt956K9OmTWPOnDlJqXeHkwMJvS5YsIA77rjjoI2loe3AnGuGlxVSUmpOESD7Ch/HUVWVcCgEhIgG9oxFUbR0Hncwmoi01LqC1Dc2sW3Js0n72LEYnuzheM++6VHaLIOIdlh9y7ImDj7dWMMv7vpdijDr+rM9JoJioLTAgS9kxV/VTIMzgpjXF1tWDqgqVpOYmIAbRTh1aBEzR5V0W6OWhNBRKyJAicOaEBNGUWRYqfYWrL49RLbVxLEDcmnyahbcXRs0zxpdwvLtLazb7UZStEl1Z5Eap9YVpN4dwiAKWI0CYUlOiWzFI2KVzT5sJgOiWUvva49FMYgib66tZ2O9h19PG5xIhYuL7ZJsKwha76Cuzmt7ekWpSDEl4eSXWs2kjTMkydjNRgRBxmgQaA/uMeVwWA0YRJE2f5SKwkyG9MnkHcAXlpAUcPp61vw7Pva6jnsla7cCm0nkJycMYFRfBxvrPYzs60i6RlVOP/cvqaSyyYdBELji5IH8dPyAtMeoKMzkwuPL2NHiR1ZCWE0iYUlhfHkeho4m0aqqmWZEZe05EgVQUalvDyUJnqHF2ThsRnzhWEqT4nQEOyJkkqxy2rA+fLa9ld1tAVxBKeE46Y/IDOv0kgS0aNUXO5wEozIBVRN6zT5NjEdiclKa5/7S6AnT4g0TlRUkBcyikCIWVcAbilHZpL3q6SzeO0fKO9dVvrehEacvQqMnjCsYJdeuiav69hBhSSEcUzhuQC6ThxYe1FYSOjo6+0YOeqj7xyVJy/r99nkM9gNr6v5dsX79+oShQpxhw4Zx3HHH8eqrryYJq1gsxp/+9Cf++c9/kp+fzy233EJFRQVmc2rae2fSCaLu2FuNVbqUwnjq4NixY1m6dClerzfJWGLlypWJ9b1h586dWK1WMjMzD/g4f/nLXygvL+eSS7TnpaGhIVG7BZoo62yy8c477zB8+PCU6/GTn/yE3//+97z44ouEQiFMJlNSKdCPkf0WVjabjSeeeILhw4cfivH0mgMJvd58881JqYper5eysrJejyUSPjALdZvNRp4ttZakp8KqOwSTBUXVbMVH9tV+0Zbl2ck09M75Jo47IhDuso9ITGFTTQsff/xxr/c75Kd/wpJzEoII4eieyhxRhEeunMyjRhOiyYLVaqNvgYPc7MwU8eYKQ1V7lOLcbFZHIfBtIZHCYfTJLiHDYuTKk8opy7OzepeL5ducbNtRRX52BhlqIaFQCKvVmogIVRRmcv64MqpaAnhDUodlfjStaOqbY6OuPYgUU8nLNCeuN+wRPzNGFtM318ZLq2sJRGLYTAYsJgOiqDUQ3tbsS0RTAMaUORAEIZFW2FV4d04XjMZkCrO0psS+cIxBhRlJKZNxp8pdrUFsJhFFURnSJ4s1u9tROuzVEQRy7Mljj8Zk/JEYRlHk612uHhlZdI6gxDWeyQCZFs2kYurQopR0StAs2r/a2aY1Clbh/iXbKHHY0m4bpyDLgskg0ODRXDLDkkKOTesZFxcbeXYzTV7N3ENUBXIzTEmCZ3x5Hkf1yWJ9rRu5B8qq3q19LxPC12HFYIBoow9FhfLCDC6dMCBJaMSvf4s3itkoYhIFjAYRoyhgNAg0eSMYBDGlAXvP0frBxc1ewjEFg0iK4YQKeDvEdNf0V1VVWVbZkojm1bqCmI0Gju2fyzsbGxEAX1gznRlclMnGBi+ZFq2Fwt7ukY6Ojk5XmpqaaGlpSZvKd8YZZ3DXXXexZcsWhg0bBsAf/vAHtmzZQnV1NT6fj4kTJ6a40KXjYNVY7S2lcO7cudx33308+eSTif5SkUiEhQsXcsIJJyTml8FgkN27d1NQUEBBQUHi806nk8LCwqR9rlu3jjfffJMzzzwzkRHW0+N0Zdu2bTzyyCMsX748Mb/p06cPW7duTWyzZcuWpPN/9913Oeuss1L2VVBQwJlnnslzzz1HOBxmxowZSefyY6RXqYDHHnssGzduPNhjOSDijoJd6UlI1GKxHFRjizPn/JRd2WPIMSu0tPuYM6aIHLPKM8u3UdXQhtvnJyZFkCIR1FgURdL+36RKHFeW2a2DotlsZvDgwYRCoaR/PUU0msm1m7hu+hDK8uyJSdOZw/L49wGcbxRjIloVRwDkaPe27T2hON9BVr6NiKTgi8TwhWJaqpTbSzToS2wXAtpTo+FJxDMtvwZOvuJWpp49nI2Nmg361KFFVHTUQY0ZNI2A38fjnT5rtVoTYk0WzbRHAKMZwWjGYLbyn+UFfPV0Pj/5yU8466yzqCjM5MqTy2kPRvGEJMoLMti2ehntm020R+GjynbawioWq5Wx5cUUiEEG5Nmo80Om3UKjJ0w0ppCfYcYX1hoMx81C4r2b0tUcdY44fF3TTlG2hdwMzc67qy1+535kDZ4wBhEa3GGyrGbGlDlodIcZXprN2WNKEymjr31bT7ij1s1qEnF2aq67Lxo9YWpdwURdktBh+lCcvTe3UJVoTEHpMDtJF/nrTLwVwG40gTVjZDGlOXYa3CE+2drCyJJsmr1hcmwmMq1GglEZq8lAYVbyGCoKM5l0VAHr69z7PC9NXMRo8oYTqaPx480em52oG+x6nvHrX5hl1iz9RRGzUUSSFdy+KIoKDZ4Qjy7V2lT0RqioqpIYoygIadNWDaLAwMKMxHnPGFmcqLHqmhYImrD+enc7NpOBkwcXsLHBiyKrLN/m7GjzIKWtEdTR0dHZG/H6qnQlG9OnT+euu+7inXfeYdiwYTQ0NPDUU0+xY8cOcnJyyMnJYeLEiT1qWnuwaqz2xgknnMAFF1zAzTffTEtLC4MHD+bf//43u3bt4v/+7/8S261atYpp06Zx2223cfvttyeWX3TRRdhsNiZOnEhRURGbN2/mySefxG63c/fdd+/3cbpy7bXXctFFFyVFB+fOncu5557LLbfcAsBbb73F22+/DWiRuy1btvD444+n3d+8efMSbtx//etf9/+C/cDolbB68MEHmTlzJiNHjuTyyy/HaOzVbg4qY8eO5bPPPkNRlCQDi5UrV2K32xkyZMh3NpaBRdkM7ldEWyDK8KJiJo0fRK0riL2/mT45YcKuIIqiJqUZGQRtYvOHWcNSambiTJ8+PaUnl6qqhMPhJKH11NItLF5djVGVcPsCWIQYkVCY7BwHo/o5KHHYklwHh1qsjJt2FlVNLqLhMIoUATmKhRgOM0iRPfuORqMp4+pX6KCpS/ajQYSSzF61SUswaVgplaKRZk+QbJsRRYFwTE5EIXuLxWLl48oWBGD5NmeSUIlGUvcdDocJh8O0t6fWzgGsroLVaM9g5zc6xQ4b04YWsaXJx59u/D0tjanq762uCwQBo9mCajCzy2jGaLainH8JhRPnpqRogfZdbGlpwWazEZRFauqDbFMNOLIyOKo0j5BqZFi/ArL8RjZvbk0IxByTQj+HljJh72jC2xaQEKIy7qAmBo8bmJeIlq2qdrG9WauxkVUttc0bjvU4ouL0hQl3OMgpqtbEV1ZV3t/Y1O0kfHx5PkcXZ2k26pASPetKZwOKrpG8dbVumnwRxvbLYfLQQlQVPtnakvaaArgCEoIgYBRUYns5RUHQTD6cvkiSMcln25xsbPSSZTGypdHL+jpPUt1SXAQC5GaYKMvLoMkTRlYUvq7RnrNgVGZTgzepBqwnxGulDKKI1aRFpYyiQDAiI7Knsa8oQI7dxKiOa9q5xipee3jcgFy2NPkS4l6SVTItBoqyLLT6o5rroqo1HhcFgVBUYmOdp8f1dzo6OjqwxxEwXcTqxBNPJCsri3fffZfrr7+ejz/+mOOPP56ioj0vnJxO5z6NK75L/vOf//CnP/2JZ599lvb2dkaPHs3bb7+9z15RALNnz+b555/ngQcewOv1UlhYyJw5c7jttttSTCH29zjvvvsuy5cvZ9u2bUnLzzrrLO666y7+8Y9/oKoqCxYs4Mwzz0x8xuFwcNJJJ6Xd59lnn01ubi6KonDOOef05PL8oOmVIrr88ssRRZFf/OIXzJ8/n759+6ak2gmCkHgDcbBpbGzE4/FQUVGByaR1FZ87dy6LFi3itddeSyjn1tZWXnnlFc4+++zvzGod0k/wal1BfGEJVyBKcbYVpy+M0GGJZjUZKMg0U5Bl2etEMx2CIOwxlehgrMvE27uNBCUFSz7YLAbsQJ8sC5KssqHes8cIYXsrmxSBoT+9lRGiZsm8ocGLoqrk2Mzced7IpLflsiyzubaVpz7ZgtPjJ9OgELPng8e9Z0xA//wMhpYX8fe//51gMJgSZeu6LN02pQU57PSIFGWZafFFsZtFWv1RIgcorEaXF7Er08qI0uxEPVVFYSaxWAxJkva9g26w2/fYaXdNq5J6Gr1TVWKRMBBGBiRAiAbSmpkAPP3002zYsKG7ve2VCy6Zx6//fB8N7hBvrWvAZpRpV1X8YYlP33iUN+qrsNtsDO1XQL03xs52CYxmRKOFDLsNjyOLN8PfUDOwKKlmrrS0NJGuEacwy4rNZESKadc3pkCjO8S25lRRE6eiMJN75o7h3Q2NtAeiTE5jbZ/uM+kcBbt+H+NiK901rXL62VivOep11lQiYDICCJo4lFUMAh1Rry6/Xzrq+kKSTEzZI1C61i3FxwTw1PKdrKtzYxAFYjEVBa0usnP7g56YedS6gnhDMXLsJlz+KCoqkqwkNcQGyLEZKcu1J17kdI14mgxCp7RAtD5fHedx6rAinL4IX1a1YTWKWlNxAcIxFW9YSnphoaOjo7MvbrjhBm644Ya060wmU5KpWGtra1K6WVNTEytWrOCf//znIR9nT7Fardx77717NdyYOnVq2peT8+fPZ/78+QftOJ2ZOXMmPp8v7bqbbrqJm266KWX5O++8w/Tp07sNooiiiNFo5Oyzz06bcXX77bcnReR+6PTaFTA/P5+hQ4ce7PHwyCOP4Ha7E43N3nrrLerq6gD47W9/i8Ph4Oabb+bf//53UmHh3LlzmTBhAldccQWbN2+moKCAxx57DFmWD6oxRU/pPMGLvwk2dqT7gNZkVhQEZEUlpqj4wjIVhRlJE/39ofOEq8Rho9hhwxXQJlUxRSUvw4wrKGG3GCnINGMSBT7c0ozTF0FRVIodKjl2MxlWI4IA5Xl2mryp9UMGg4FRA/vwu7MzEpPCRz7ZjoA7MQk1iAJ5GSZChkzOvuRnvZ5cVTn97F6+k91oURWnT3uTbrBn0+eSe1ClKMSiGNQoBVY4riyTrXVttLp9hEIhMkQZmyhTnmvCqMYS4m3iqMGYg1k0eSNJk+oDrWHrLG67TpwfOQAxOKgkL20k5kDH3Cc3mylDCjuez0ZafFFKHFYikkL99k14qrU3iDu+Tv2sB2gANr6Wuu78889n0aJFXZaqxGSFlrfvJ7hjFWJHKuVuq43tT+amrY/r/LPNZqMlVAFDL0x7Lo2Njfj9/qTPW61WdrYGEt+LKUP25Kx3Tnsb1deRkiYpq1oLgnjvNFGAbKsRm9mA3WxEiikJg5Kj+iQ3w42n+Z08uCBFoHQWcF1FYNwg4vkO90UVMBnEjjTNEMsqW9K69qXDE5LwhWMdokr7HQCaqDIbhY6ebQLZtj2tFTq/DOifZ2fGyGIEQUis7yxE4+db3x5itytInywr4ZhMKCozrn8OkqzqVus6OjqHhKFDh3L33XdTW1uL1WrlsssuQxCEHvVL1dl/pk6dyqRJk7pdv3jxYpxOJ/PmzfsOR/X9pVfCatmyZQd5GHu47777EvbtAK+99hqvvabN3i699NJuexkYDAbeffddbrjhBh5++GFCoRDHH388zzzzzCERgPtD/E3wpKO0iVamxUAwGsMfjqGoHU1rFYUVVW0MLd5/i+KuDYVnjCxmaHEWa+vcxGSFTKMBY0d6ZExReW9DE65AlEBHKldehhmnL0qGxUCjJ0o4KrO1yYfDbk7bWBaSJ4Xnju3L0konnqCkufYZYHuLn/98uYvPtjm57oz96HfU5Rid61ZeXl2L0xcmoJix9tuTS20QYEBpNmOHF1O5ejdZkowajjG2fw5ZNjOXThiQNKkGOMbpTxEqmZmZibTKdBG0HY1tvP3NLqoaXTS7vKiyhEmVmDAgk8F5FsaMGZMyftDu/4BBg4mGAol9BYKhHpuchBVDt32cDkRYxYVgRWEmV5xUzsIvqvGGYnhDsZ5H2Pay3zhVTj+vfVNPOCajRAKokQByROsTFfPAxuZdPdrvqaeeyoUXphdWt99+O08+mepjaTRbMJgsmCxW8h1ZZGdqgg2jmdYQKAYTffoN5PknH05c37I8OyXZVurbg3jqthFprcVoshKw27DlZoHNhtOvEJMNiBYrkaBIJBJBVTMQBGGvAmVfjb4rCjMpzrZ2GFtEOmzwBd5a14AvLGEyiJzc0bR6b8Kl2GFlYL6dVbvaiSna7xlRAJtRpG+unQyLEaMBjh2Ql3T87gQ8kHbdnu9nkNe+raOmLURls58xZTm61bqOjs4hYcaMGZx55pmMGDGCfv36ccopp+B0OlP6mOocHG688ca0y1euXMn69ev561//yjHHHMOUKVO+45F9Pzn8xVFd2LVr1z63eeaZZ3jmmWdSlufm5vKvf/2Lf/3rXwd/YAdAuolWOKawemcbKhCKKsSMqpai0wsTsK42yYIgcN0ZQ1m9S+vVoKoqL6zcTZtfpckdoqrFj9Egau5lMS2KNrDAhsNmZnebhwyrEU9QIiTJvLByd1onts4RsrI8O9OGFvLJ1hZCURlZVnFLMQJhP83e8AHVW3SuW1lX6yYsydS0BYjEFFRVqxcxiFr/p/V1bjwhiaisEJNVNjV6mXRUYdoJXjqhIghCwsgkJycn5TOTgUFjW3h06XaURh/BqIzJICD0y+HnXXp2xa/R/R9U0ugNM+XG/0sSmMsqW3ji0yqaXF4aWr0Y1SjDiqysrW4hEgohSRFUSYvGVVmHdOu+N3fuXFpaWlJSKptcXto8fohFiEUjEIsiScn1cZ0FUPz+vrmuAUGADFEm2JMblIbOKZGgPZ/+qOZ6iNQzi/Z07M3ZszuBGYtq5x8JePG7WtJu43UenSRSKgozE9+ff93/Ch+/uacP3440n98BvHWdlg4Rj5iZLFaKSst49Z0lae/bxx9/zNtvv91tlO6ocISG3R58skhtVMBssRKSDZhtNqRQgBEDi7sVLvH6rcpmH3azSJbFgtMXwWISOXZgHleeVE6TN8yr39Tyxtp6vq5xcdvZIxLfie6+q92lWVYUZrKssoUcu4Wj+2iGHZO7tCrQ0dHROViIotjtPFDnu+Pxxx/nueeeY+zYsfq96ESvhZXX6+Wxxx5j6dKltLS08MQTTzB+/HhcLhfPPPMM55xzjh6W7aDzm+B4Pu2gggxWV7sArZYiElMxigLukLTfKTRd63nib5Q7T+KNokg0JhPqqMSPyTKNbu3t8wmD8mn2hqluDeALSxhEAVmFQEQrnr9/SWVSTUfnCJlJFPBHY2ys9+Dv0vdHUlRcAYnKpvT5vPvLmDIHY/vnoKoqr31bz65WP+5QjGyrke3Nfmpag1pDXAWMHbbew0qyD/oEL6aQuEZyTGVdrZt3NzTy21OOStpuVXUbK6vbUBSV3W2BJIFZlmfHZBBxRcCckUWGxYicaSOzJJNYKEbnloRO0dytOH3wwQdTlsUF3do6NwIwpiyH66YPZWCejXA4nBBf8V4Y8c+8v7GJJk8Yd1Bi8PT/YVTMz9hSO+FwiC+2NlDn9BAJh1DlKEZFosxhxGFSU6J7ubm5SeOJN+9t80cQ5INTw9aVA4ncyaIpJc89/v15Lyt9c8h0KIpCIBAgENCicRk2a7fP3sqVK9Peu56w1WzluvU1aff91ltvcc8994DBTEg14JUEZNGMLBpxOLKgtZC3qrL4utZPpTOCaLJQabJga1zHhRMqmDp1arcNMfdG/HdQky9CSbYVVaVHVvw6Ojo6OkcmurhNT6+EVV1dHVOmTKG2tpajjjqKrVu34vf7Aa3+6oknnqCmpoaHHnrooA72SCY+wYgLkkZPkKiU3FSmstlPfiCy371r9pXCU5ZnR5IVwp3szRS03jayCjudfs0BrH8ubf4I/vCeJrGKCq2+aJLY6xwh+2xHK22+iBap6mbY2xq96Vf0gCqnn1XVbXy2vRVJVhO1JePL83l06Q4+2dKMitafx2AWMckKMUVFFIVEXcnBJJ4mtqVxjw2iJKvscgZStq1s8uEOSok0rHgj1jghSavfKcq2kG01c+qwIlr9Dl5aXUu4wzjB2E1z371R6woiKSqnDi1KiR5kZGSQkZGR9jNxc4Kva9qZePHFnDmqJBGNiK7czQBvmI0NXvrlWAlGFS6bOIDfdBGT6YhHgN7d0Mjb0VsJ+dxYhBhTB+cwOM/SIyOTYDDIscce2+0xDiwl0p7WibPK6WfV9tQWDj3f7/5H2HqCwWzt1jm0traWL774Iu263cC33ezzyde0huDdmbcsXryYiy66aK+NvhXRREAWcUsGpMtvYV2te691YDo6Ojo6Oj80eiWsbrjhBnw+H2vXrqWoqCjJ8hI0q8i4/73OHjoLkq2NXoTO3sdo02d3MMaGvfTq6Y69pfDUuoK4ApG003MpJuMNxci2GWnyRTi6OJsdTj9Bt1ZjIwAFWclF950jZCXZViRZocHT/UTx65p2XlxVw0/HD9ivc4pHxiqbfbR4w5xydFHC3KNfro1Wn3ZO0ZhChsVAOKpZRAuAxShiNxtT3doOkLhIcIeirKjSUi0FINtuSrO1gEEUMIsCkqwkGrGCdk9MBpF+OTZafFH65Ro5c1QJta4g721sIhrTGthajAIj+jqSzBH2RefowdA+WT36bNd01bio6ryu1RfBJAo0esJkWIzd1t+lo6Iwk1F9HayvGJJIWT05Te1bb3nrrbeIRqN7FWadf97d0s7yzfV4/UFK+vVPm1ZX6wqi2nOx9xmILEVRY3v6zslSatuBrhwqYYXBRIM7faLmgezXaDR26/oUDAaJRqNEo1Hcbvde92Oy2rnqpgX7rAM7Urjrrrv44x//yIgRI1L6N65YsYIbb7yRb7/9luzsbC688EL+9re/JUWDQWva+ec//znJEvnOO+/k9NNP/y5PRUdHR0fnENMrYbVkyRKuvfZahg8fTltbW8r6QYMGUVtbe8CD+6ERn6B+tr0Vlz/STSBCpT2w70lbT6ly+nn0kx24gqn7NBkEPKEYDruS1Ez15dW1SDEZTzhGicPGddOTzSe6RshqXUH+9s5m6tpDiAL4o8mRuIis8sSnOxlfnr9fk6y4EB1Zks3H3jCbGrwM6aOZe6yqbmOH00+WxUhQkjm6OJvqVj9hScEXkogpKv3z7fslSHpKRWEmZ48pZVODF1lRMYgCQ4uzUrabOrSQ9zY04gpEMYoirYFIIj2qazPbeAPfWleQPLuZaEwhFI3RN9fGlV2a+/ZkfHuLYO7vZ+Lr3t3QSHWrH184RjAS4/2NTft1T9OlrB4s9lUfl46qNAYmXcc7/vxfwrgLkVWVTIuRYoeVo4oycXrDXD6hL8f1y+xWvKWLDMYZP348V155Zcpn61s91Ld6UKSI1jhcjqJKEVR5jyjHaO722h+IsBKMlm7T9/Znvyaz5ZDc48NBXV0df/vb39Ley7Vr13LqqacybNgwHnjgAerq6rjvvvvYvn077733XtK2l19+OYsWLeKaa67hqKOO4plnnmHmzJksXbqUk08++bs6HR0dHR2dQ0yvhFUoFKKwsPs3zd155P/YiU9QH126g5q2AOWFGex0BjEZhUT6ncNmYvJBeosPWp1PjSuAgdSUMrvJgMVkQFa0Rq1XnFROicOKJyQRialYjQbG9c9JNIntSjxlMR5dW/hFNVXOAIFoKEUztgUi+21i0TnyEm/sGu+Ns6rahYBmRy1HYmxq8BCMxJAVrdeQCoSk2L4O0WtKHDayrCa8YYksq4ni7NTeDVOHFnHJhAG8ubae/nl22kNS4hp011tpfZ0bpz9CIBLDbBCRFbQeQfvJ3iKYvflMRWEmqgqqKpBlNWqW7O2h/YpI9EbwHUr2dY0qCjMZVJjBNzXtWA0iqqri9EVo9UXJshqxWG3k5+f36tgXXnhhWofDZZUt3PPeVsKSTLM3TDSmEFNBVWTUmIQgR7CIKrXtId7d0MjMTpFF0HqUFBQUEAqFqHO62VjTwvoaJ5FIGFGOclS+mWgkws5GF6FQGDXWIeBiUQxWW7ff0WCw51YmdrudU4cV/SD6WF1//fVMmDABWZZpbW1NWnfLLbeQm5vLsmXLyM7OBmDgwIH8/Oc/Z8mSJUyfPh2AVatW8d///pd7772X66+/HoB58+YxcuRIbrzxRlasWPHdnpSOjo6OziGjV8Jq+PDhLF++nF/84hdp1y9evJhjjjnmgAb2Q6WiMJNzxpSydrebZm+UYoeV2ceU8va6BtqDEgML7N0Kmd4hYDKI5GSYIRhFQCAS0wweIjGF3EwLArC5wcfCL6qZMbIEh81ESIrR5o+yfFsrkZiSFLXqau/+88mDmDq0iLI8O899VcObaxsIR2MEOmrIRAHMhv23Qd3bRHx8eR5jynKobPIRiMSIdQqSRWJgNUKLN3pAjoT7on+encJMM05/tNual1mjS9ja6E0YSXRunNq119n9SyqpbPIRk1UcNiOeUAx38PvTbHV0PwdZViNOfwSDKNA317bfEYneCL7DRZXTz6YGDzFFRRC0VgUGRWVwYQYZFlO39/xAicQUXAEJSVExG0UUSQHRgGI2IGBFAurbgyzd2kJ9eyipjmncuHGMGzeOZZUtrP2imlheCEd5iAyL1nLhd9OHcPzAPJ5avpMPNjXRHtxTU5Vh7t604qc//SknnnjiXlMs61s9fLWtgZjBytrd7kMSLf4uWb58OYsWLWLNmjX89re/TVrn9Xr58MMPufbaaxOiCjTBdO211/Lyyy8nhNWiRYswGAxcffXVie2sVitXXXUVt9xyC7W1tZSVlX03J6Wj8yPn2Wef5a677qKqqoqMjAzcbjdTp04F9t1KaNmyZUybNo2lS5cmPnMk8kM5j55w++23c8cdd+y3d8GB0Cthdc0113DZZZcxevRoLrjgAkBzxNqxYwd33HEHX375Ja+++upBHegPiXiEZ2O9h5F9HTR6QvijMllWI/XuA7Mn70pcgDR5wlQUZVLV4qfeLSMKEJEUPMEoblXreyPJ2gQy22Zkp1PBbBSxmkSaPOFuzSs611FUFGZy6YQBNHvDrNndTsirpTsKApTk2Ho10drbRHzSUQVIskJNa6pxhKIqHJppr0Y8la8tEKV/nn2vAsNiEjGKAmPLcghJStooz6pqF+tq3QBEYzJGgxFBUDEaBKqdge9FrcrUoUXced5Ilm9zkpthTomW/NDQ6uAMlOXaqGsPEelQ7xvrvYwbkHvI0tyKHVYKs8x8W9NOSFKTor8qIAKyoiIrKrtdwZRno8rpZ+EX1Wxu8GEUtW0VRUXteLcRf2Gx2xVI1AkCFGZauv2OFhQUUFBQsNdxv7hqNzVf1zKiNLvXjc6/L8iyzG9/+1t+9rOfMWrUqJT1GzZsIBaLcdxxxyUtN5vNjB07ljVr1iSWrVmzhiFDhiQJMNDSQUFLKdSFlY7OoWfr1q1cfvnlzJgxg5tuummvTrM66WloaODJJ59k9uzZjB079nAP53tJr4TVpZdeSk1NDX/84x+59dZbAa1hm6qqiKLI3/72N2bPnn0wx/mDY+rQooTAenHVbmKyQkBWUXvTyGovVBRmct30oQmr99ve0Iqv44Z5YUnBZjJgNRnon6fVJKmqSqM7RKMnjDckUZJj7da8omsdRUVhptYIeZdLSx0DRBWGFGUdlElWV5fAXa0BYl0umUEAo8FwyGqsILnuqM0fpdYV7LaP1dc1LvzhGCt3ujh2YHcTcu3OW40iVrMBRVGJxKDZG6HVF2FdbftBM3o4EDo/tz8EOvdjS+em2b8jeuwNx3AFouTajLSHJHLtpkMiGuLHXFfnxiCKiKIWweqcyKt0/E+V009RljXlTVytK4gkqxRlmaltDyGKWuuDDIOYlLLq9CX3FBs3ILfX51Tl9PPZNidN3jDN3vAR3yD4n//8JzU1NXz00Udp1zc2am6RJSUlKetKSkr47LPPkrbtbjvQJirpiEQiRCJ77pHX23t3VZ0fB4LJSt7pv0xZpqOxbNkyFEXhoYceSmoHtGTJksM4qu+eyZMnEwqFMJt7bkAVp6GhgTvuuIOBAwfqwqobet3H6tZbb+V//ud/ePXVV9mxYweKolBRUcGcOXMYNGjQwRzjD54ShxWz0YBvL/U6B0LnJp52ixGLQSDS4Y2uRUe0aMolEzTXvnW1HgyiSFRWMIgiTZ5IknDYW4pevB+SPxxLTARVFba3+A64r01Xl8BjB+TS6AknIlMqmkOfyShiNxuYM67vIX1jXusK8vq39bQHo7y/sZHfnXZUkvNhrStIozdMpsWIySBiMxm6bZw6vjyfsf1aafSGyc+wUN0WSEymFVWLbn5f2JsYOZJIl9LanUnLutp2nlq+E09Ya3Q87ehDIy7jx3zuqxoa3SF8HbWXXV+3GA0CI0uzEUUxJSWxszGKKArIiqoZbnRKWa11BQlLCgZBe74MokBOWmfLnrE3i/8jjba2Nv785z/zpz/9qdta4riZh8WS6jpqtVqTzD5CoVC323XeV1cWLFjAHXfcsd/j1/nxIposZI0763AP43tLS4vWJL6rwVFvBMaRjCiKid8/3xcCgcBeDZ+OJPa/8KUT/fv359prr+XRRx/l8ccf5/rrr9dFVS/pn2fn2P65ZFmNvTIr6AnxRq1WszEhRiQFghFNBMVd6doCUcxGkZgChZlmApEYb61roMrpT9pfupzV+NtyR8ckTbM+1yZ3de0HYDFNskugCmxq8GI2imRaDFqUSgCjCDaTAVHgkNXAxFlf56E9GMUggCsQ5YWVu5OuUbznVbgjhWxIcffW53Eb92tOG8KvTxlMcbZljzAFGtzhlOt/OIiLkedX7uap5TtZVtnCssqW78XYekqV08+yyhZWVbsSKa1tgWja57OiMJMpQwqZf+oQbpk1jLPHlHLLrGH73Tpgf4in1GrRqNRf0kYBbGYDte0hjAaBBnco6frHxdkvplRw3fShjO6XQ1BSklJWy/LslBdkYBQFRBFy7AdmmtMbi//vK3/84x/Jy8tLqavqTNxKv3NEKU44HE6y2rfZbN1u13lfXbn55pvxeDyJf7rTrs4Pifr6eq666ipKS0uxWCyUl5fz//7f/yMa3eNgvHPnTi644ALy8vKw2+1MmDCBd955J2k/y5YtQxAEXn75Ze666y769euH1Wrl1FNPZceOHYntBg4cyG233QZAYWEhgiBw++23AzB16tSUWqO6ujpmz55NRkYGRUVFXHvttWm/x6A1fJ8xYwYOhwO7/f+3d99xTV3vH8A/NyGEEfaQKSKKWxFF3HujdeGoWmfVal1tXWhVtG6c1Z9aq1W+St1atVr3HnXPulEUEATZM5Dk/P6guSUGFMJIAs/79fLVcleeewnJfe455zkmaNWqldp8goGBgeA4Di9fvsSwYcNgaWkJCwsLDB8+PM/iQDt27ECjRo1gYmICKysrtGzZUq1l7a+//kKLFi1gamoKMzMz+Pn54Z9//vn0hc91zXKPKWvdujVq166Nx48fo02bNjAxMYGzszOWLVumsp+Pjw8AYPjw4eA4DhzHqUwSXJhr8fjxYwwcOBBWVlZo3rw5li9fDo7j8ObNG7WYAwICYGhoiISEBADApUuX0LdvX1SsWBFisRiurq747rvvClTB9sOHD3j69GmhijIVhsYtVkqpqalISEjI8ya7YsWKRT18ueBqbQJLY1GeBQ6Kk/LmvcbDKOy7HYHIhHTIFTldi26GxSM0NhWu1iYQCTiExaWBKRgiEzNgaCDE6w9p+PXiK4xqmZM45/ekX/m0PCNLjjSpDFKZAiKhELZm4iJ3Dfq4SmAFCyM8ikxCXGoW3idnIiNbDoUCSErPhpVpyT+BqutiAbGBAHH/FnNISs9WGR+nvN43w3LGsXzud5p7PFlUUiZWnHyG1EwZREIOCsZ0YsyKMrl1MBPj1tsE/PMuCSKhAA4WRmpl+XVF7hY24L/3rkjAQSTkClwa/MtGbiWaUOXmYSdB0yo2CI1N5SfelhgKIJUz2JqK0b6GPW69TUBGlhxnn8aoTcab+73kam2Cm/92zc19/BHN3RGfLkVShgzuNqZFKpqjaxUfNfXixQts2rQJq1evVumil5mZiezsbISFhcHc3JzvxqfsEphbVFQUnJyc+J8dHR0RGRmZ53YAVLbNTTl9ACFlzbt379CoUSMkJiZi9OjRqF69OiIjI7Fv3z6kp6fD0NAQ79+/R9OmTZGeno6JEyfCxsYGwcHB+OKLL7Bv3z706tVL5ZhLliyBQCDAlClTkJSUhGXLlmHQoEG4fv06AGD16tX43//+h4MHD2LDhg2QSCSoW7dunvFlZGSgXbt2ePv2LSZOnAgnJyds374dZ8+eVdv27Nmz6NKlCxo0aIC5c+dCIBBg69ataNu2LS5dusSPpVTq168f3N3dsXjxYty5cwebN2+Gvb09li5dym8zb948BAYGomnTppg/fz4MDQ1x/fp1nD17li+Ks337dgwdOhSdOnXC0qVLkZ6ejg0bNqB58+a4e/cuKlWqVOjfS0JCAjp37ozevXujX79+2LdvH6ZPn446deqgS5cuqFGjBubPn485c+Zg9OjRaNGiBQCgadOmGl2Lvn37omrVqli0aBEYY+jWrRumTZuGPXv2YOrUqSrbKgsCWVlZAQD27t2L9PR0jB07FjY2Nrhx4wbWrl2LiIgI7N2795PnuW7dOsybN6/EindolFhlZmZi3rx52LJlS57zWCnJ5XKNAytPPOwkaOFph+jkzBIf+O1hJ8GEtlVhKzHEqpPP8SEtCwYch6jEDNwMi8cAn4qo7miO66/jYG5sgBSpDAIOcLEy5p/qM8byLF6hPP6olpVxMywe+26H48X7VHBAsRSSyH3zxlhOiXiRUABTsRDmxgaQMwVkMgYFABtTwxJ9aq5sIehc2wF7b0UgM1uOmBQp/noYpZJA5S74URiN3K1R09EcN8PikS1nSM6UlVpVm8+NOxIJOJx5FoPkjGxkyRSwMhHhfXLxFl0pLh9396vnaqny3m1Xwx6OFsY6kwzkvvbWpmKYig1gIADi02XIVgDWpobwdJAg9EMa5HIF4tOyUN3B7JOfGeHx6fjrYRSy5YxPwICcFleRQIiqdkaIKobfnz5VfMxPZGQkFAoFJk6ciIkTJ6qtd3d3x6RJkzBv3jwYGBjg1q1bKmXzs7KycO/ePZVlXl5eOHfuHJKTk1UKWChv+GicAilvAgICEB0djevXr6sUgJk/fz7/PbdkyRK8f/8ely5d4ud6GzVqFOrWrYvvv/8ePXr0gEDwX3t+ZmYm7t27x3frs7KywqRJk/Do0SPUrl0bPXv2xL1793Dw4EH4+/t/shjPpk2b8Pz5c+zZs4cv0DZq1CjUq1dPZTvGGL755hu0adMGf/31F99LZsyYMahVqxZ+/PFHtVam+vXrY8uWLfzPcXFx2LJlC59YvXz5EvPnz0evXr2wb98+lXNUXpvU1FRMnDgRX3/9NTZt2sSvHzp0KKpVq4ZFixapLC+od+/e4X//+x+++uorAMDIkSPh5uaGLVu2oEuXLqhQoQK6dOmCOXPmoEmTJhg8eHCRrkW9evXw+++/qyxr3Lgxdu/erZJY3bx5E69eveJbGAFg6dKlKq39o0ePRpUqVTBz5ky8fftWqw07GiVW48aNQ3BwMHr27IkWLVrwGSTRXCN3a9wPT0R0srTEJ9YMjU3F/fAkCAQcGAPkjCEjW8EPZrczE0Mo4JD277xQaVI5Tv7zHr6Vrfm4PjXRq7JLoVyRsx1jQEqmrFiSxdzjxeLSstDQzQq33iSAgSExPTunW5OxCMObVyqxm7zcN+uJaVkQcFxOlyoupyCA8jw/LrSR1zieT51nlzqO+JAqhbmRAZIyZSXWRfTjc1tx4hmikjPhaG6EHzqpTw7dwtMOYXFp/7ZKypGYng0LE93so/5xBUuOU33v6kIZeyX1JNACthIxEtKzIBLkTOhtJzFE59oOOHAnAu9TpEjPkiMmJRPeFfMuipK7QqCdWc7v6GZYPO69TcSz6BQ8j05GtoLBQChQeyhQHtWuXRsHDx5UW/7jjz8iJSUFa9asgYeHBywsLNC+fXvs2LEDs2fPhplZzgTh27dvR2pqKn8zBgD+/v5Yvnw5Nm3axM9jJZVKsXXrVvj6+lJFQFKuKBQK/PHHH+jevbtaVU3gvy78x44dQ6NGjVQm0JZIJBg9ejQCAgLw+PFj1K5dm183fPhwlbFSytaUV69eqWxXEMeOHYOjoyP8/f35ZSYmJhg9ejSmTZvGL7t37x5evHiBH3/8Ua2RoV27dti+fTsUCoVKcvTNN6rFRVq0aIGDBw/yD17++OMPKBQKzJkzR2W/3Nfm1KlTSExMxJdffqkyv55QKISvry/OnTtXqPNVkkgkKsmSoaEhGjVqhFevXn123+K4FgDQv39/TJ48GaGhofDw8AAA7N69G2KxGD169OC3y51UpaWlISMjA02bNgVjDHfv3v1kYhUYGKiSpBU3jRKrAwcO4Ouvv8Yvv/xS3PGUW6XZlSY8Ph1v49P5ViQBx8FYJICdWU63k0bu1nCzMcW98JyuiQb/NjnlfiL9uViV44veJ+cUl3CwMCrWZFHZLfDWmwSIhBwG+brh+ftURCako011+xLtspX7Zv3Ph1FQKBRgHCCVKyCTK+BiZaxSaONNXBpcrUzwIaVwLZGN3K1x6XlsiXcRze3G6zjci0iEkYEg31aoRu7WCLn+BimZ2eCQk5jbm+dfqlubPq5g6VPJGj6VrPn3LpAzKa8uFOL4OAl0sjTBnO41seb0czyMTIJMzhAam4azT2MQHp+B9CwZsuU5PQOiEvPuV567QmBMShbszMRgDIhLy4KrtTFexKTASMBBZCBQeShQXtna2uZZ0Xb16tUAoLJu4cKFaNq0KVq1aoXRo0cjIiICK1asQMeOHdG5c2d+O19fX/Tt2xcBAQGIiYlBlSpVEBwcjLCwMJUn14SUB7GxsUhOTv5ssvPmzRv4+vqqLa9Rowa/PvcxPr6RVj7wV47JKYw3b96gSpUqauO0q1WrpvLzixcvAOS0FOUnKSlJpfHhU3Gam5sjNDQUAoEANWvWzPeYytdt27Ztnus/ntqhoFxcXNTO2crKCg8ePPjsvppcC3d3d7Vt+vbti++//x67d+/GzJkzwRjD3r170aVLF5Xzevv2LebMmYPDhw+r/Y6TkrRb7EujxIrjOHh7exd3LOVeaXWlcbU2gUjIIVOmgEQsBANQ2c6UvzH2sJOgt7cznkYlI0UuRzYDOAVTqRr2uViV44uOPYxCfFoWWhVzlTAPOwk613bA1iuvkS1n+OthNDKy5RAJBbgfnoRG7kWrQPgpuZO6rGwFOAGHbKkCAo5DcqaM7/YXl5YFKyMRHqRnIyk9CQZCDn/cjShw4uxhJ0F1R3M8e5+CWk7m+c6BVby4nGqE7DPdN1nO54ChAWAkMkCnWg46eUOe3wMLZYvip6oClrb8pjFIk8pzxlnJFeA44HFkMj6kSvlJsRmAmBRpnklw7gqBtmZiDG/mDldrE9wPT8Tb+HSYGhogKSMbWXJ5qXY3LQu8vb1x+vRpTJ8+Hd999x3MzMwwcuRILF68WG3b//3vf5g9eza2b9+OhIQE1K1bF3/++SdatmyphchJWSVPT8K7zWNVljl9vQFCEwstRVR6hMK8Jzgvyc80hSLnQzgoKCjfLr0SiepncnHEqXzd7du3w8HBQW29gYFm5ROKEpsm1yKvwj1OTk5o0aIF9uzZg5kzZ+Lvv//G27dvVcagyeVydOjQAfHx8Zg+fTqqV68OU1NTREZGYtiwYXws2qLR1e/RowdOnz6NMWPGFHc8pBR42EkwvJk7/u/cC8SlZcPGxBC9vZ35hMDDTpIz7sTaBG8/pCFTlpM03H6TUOiS6ZEJGYhLy8LxR9El0ipgaCBERSsxjj6KglzB4GyZ84dakglI7jmsAMBGaohH75LhYmmE9CwFHkUmoUsdR9iYGuJmWDwEHGAgFCAzW4HTT95DKlMUqNBDaGxqTnKbmY0rLz+glrNFic8NlHtCaQcLozxbocLj02FuLIKbtQmikjNhbyZGHWfd/eL+eJzb5ya61macHyeB55/FwFRsAImhEGlZchgJBZAzBkGurFcoyCmrXtBjAshVRj4Rxx9FwcHCCJnZiiJX0iwrpfg/lrt6Vm7NmzdXq3iVFyMjIwQFBSEoKKiYIyNElSJDt+c7s7Ozg7m5OR49evTJ7dzc3PDs2TO15U+fPuXXlxQ3Nzc8evQIjDGVz8SP41F2VTM3N0f79u2L5bU9PDygUCjw+PHjfBMU5eva29sX2+sWVH7fEcV5Lfr3749x48bh2bNn2L17N0xMTNC9e3d+/cOHD/H8+XMEBwdjyJAh/PJTp04V6XWLi0bl1mfPno1Xr15h9OjRuH37NmJjYxEfH6/2j+guV2sT2JkZwdJYBGOxEJdefOBLaCurA5oaCpEpV0DBAAH33zipgsp945pfOeuinoONqSFuvU2AQgFYGIsQlZSJlMzsEn/y7mEnQdc6jqhobQIBx8FEJEBKpgxmRgao7WzB39D2rO8MiZEIUpkCAg4wEQkRnZRZoGtx43U8nr5PAWM5k8RmZJV8MRjlhNKT2nvmm/wpW0HMjEQwExtAYmSA44+idbbk+vlnMZh/5B9suviKf38Dn57oWluU5d2BnLgBoJqDGVysTGBhLIKDpTEysxV8axWQ08ZoYmiQ5/x3ykTn41ZS5ev41XVEXRdLCAUClXLsmvi4FL+uvh8IIdojEAjQs2dPHDlyBLdu3VJbr/zu7tq1K27cuIFr167x69LS0rBp0yZUqlTpk13liqpr16549+4d9u3bxy9LT09XKwjRoEEDeHh4YPny5UhNVf+8i42NLfRr9+zZEwKBAPPnz1dreVFem06dOsHc3ByLFi1CdnZ2sbxuQSnnmkpMTFRZXpzXok+fPhAKhdi5cyf27t2Lbt26qcxxpWxZy32fxxjDmjVrCnR8nSy3XrVqVQDA3bt3P9lHnKoC6i7l2IvmVWxx6eUHpGbK0LyKLf/k3sXKOGf+pX/ft9kKBqGAK9SNV0nfuCq7A4bGpsDQQIBUqQxCAQeRUFBiLWR5vb6xoRCVbE1h9e9cQK2r2fPru9ZxxIXnMXgSmQyZImcK44KMNwuNTcVfD6MQEZ8OmYLBxFDIzwVW0i0BBenmqWyxuxYaBw9bUzyKStbZqoAfF29QXkNdLRH+cRfFzrUd4GxljGuhcWjoZoU/H0ZBKpMjS66AXAEYGnAQGwjUipsUpKtjcV4DXWsBJITopkWLFuHkyZP8+MQaNWogKioKe/fuxeXLl2FpaYkZM2Zg586d6NKlCyZOnAhra2sEBwfj9evX2L9/v1phh+I0atQorFu3DkOGDMHt27fh6OiI7du3w8REdUoKgUCAzZs3o0uXLqhVqxaGDx8OZ2dnREZG4ty5czA3N8eRI0cK9dpVqlTBrFmz8NNPP6FFixbo3bs3xGIxbt68CScnJyxevBjm5ubYsGEDvvrqK3h7e2PAgAGws7PD27dvcfToUTRr1gzr1q0rzkvC8/DwgKWlJTZu3AgzMzOYmprC19cX7u7uxXYt7O3t0aZNG6xcuRIpKSno37+/yvrq1avDw8MDU6ZMQWRkJMzNzbF///4Cj6fTyXLrc+bMKfHJV0nxyK9rTu5xQgYCwMTQQCUBCo9PR3qWHIYGAmTLFOAAuFoVLlEprRtXSxMxqlcwx9VXcRAbCFQSxJK8sQuNTcWem+G4F5EImVwBNxtTtUlWw+PTYWUiRrsaFXA3PBGN3K0xrk2Vz8YVHp+OFKkMViYiJGXIAABmRgY60aoC/Jc0Xnwegz/uRcLQQFgqxTUKK6/iDbmvoS6WCFevZMihax1HRCZk4El0CqxNREhMy4I0WwEBgIwsBeJSpWrXv6CJTnFdA11sASSE6B5nZ2dcv34ds2fPRkhICJKTk+Hs7IwuXbrwyUuFChVw9epVTJ8+HWvXrkVmZibq1q2LI0eOwM/Pr0TjMzExwZkzZzBhwgSsXbsWJiYmGDRoELp06aJSmAbImVj32rVr+Omnn7Bu3TqkpqbCwcEBvr6+Gg+XmT9/Ptzd3bF27VrMmjULJiYmqFu3Ll8GHQAGDhwIJycnLFmyBEFBQZBKpXB2dkaLFi0wfPjwIp3/p4hEIgQHByMgIADffPMNZDIZtm7dCnd392K9Fv3798fp06dhZmaGrl27qsVw5MgRTJw4EYsXL4aRkRF69eqF8ePHq5XE1waO0WhlNcnJybCwsEBSUpLG1VVy09a4g889sT7/LIYv/mBpLELLanb8jdn5ZzH48eAjRCVlQM5y+oxKjAzwdQt3TGznWWrn8Dm5z1GaLecLWFS0NinxYgTnn8VgzZkXiE3ORGJGNoQCDl6ulpjTvRb/usry5bfexEOuYKjlbIG5udZ/6rxWnHimkrR926YK3xqmC84/i8GUPfeRmJENIwMBPB3MMKm9J9+VTRco3x9v49MhEnIY3sxdp65hXvL7uw2NTcWxh1HYfTMc8alSZGQrYGgggFzB0NDNEmbGhhjc2I2//toozhEam1rkBynF/flbVtB1KdsqzTha5GPI05MQsXaQyjKXCSEqxSvClpRsUkJIWVXQz2DNSod8JCkpCRKJJN+KIuWZNiuPFeSJtaGBEPVcctY7WqjeDFW0MYHIgEPYh3Rw/46x2nolDHVdLHXm5jT3hMQXn8dCpmAQCTl0rl3yVeqUJeXfxKVBJmeoYC5GtpypTZhc3dEcV0M/wEAowNMCdplTVlW8GZYzVrEwLUGllciffxaLTJkcZuKcwgrZ/5aa1yW62t3vUz5VyTBnTrhsGIkESM9WQC5XQGQgQNa/86R93BpX2ueuiy2AhBBCSGnRuJPqrVu30LlzZ5iYmMDGxgYXLlwAkDMorEePHvlWUSpvSrqAw6d8rmuOsuz65ZcfIBKqjp9SFigwMhBCKAAULGc+K6lMjovPS25gpCY87CRwMDdCtpyhoZsVDA2EpdJVVZn89PByRkVrE1gYG+ZbACBLpkCaVIbUTBk/EXNBjj/ApyIG+FQsVFJVGgUEQmNT8So2FXIFQ1qWHObGIgz0LXicpUlZqOHj2EJjU3H+WYxOFlnIL2aAIU0qQ3x6TvdQsYEAYgMBbCU5EwqHx6ernE/+xyGEEEJIcdOoxerq1ato27YtnJ2dMXjwYGzevJlfZ2tri6SkJPzyyy8lMihM32hz3EGBnlizf+tTMPV9O9d2QFRSBlIyZXifnPHvJhxCY1MLXXa9pGnzOr9PyoRQyEHI5d1SZmcmhrGhAeQKBYSC/yZiLgmlVUAg/N+iGlXtJXiXlInu9ZxKdFLm4qZrc1jlR731MacCoABAYmZOsRapTIEnUSl4EJEEa1ND2P07X5WutCoTQggh5YVGidXMmTNRo0YN/P3330hJSVFJrACgTZs2CA4OLpYA9Z22uyJ9qmtOeHw6shUMLT5R7MHQQIje3s44eDcSaVIZvFwtIBQKda7ilzauc2hsKtadfYEroR9gZiRCUka2WmU2AHC0MIKxoRDJmQpIDIV5lsUuLqWZYL6NS0dsqhRCAYdXOphsK+XVNVIfKtjllfzVdbGArUSMhPQsmIoEEAoFkMplSEjPQmaWHCmZ2YhOysTWK6/L3FxShBBCiK7TKLG6efMmFi9eDLFYnGe9emdnZ0RHRxc5uLJCV8cdFKSroLJyIGM5k9w+e5+Keq6WOjeWBijd66wsLnEl9ANSMmXIlilgbCjEs+iUPBMMO4kYLpZGkMpYiXZTLM0E08zYAJnZMjAAsSlSvUlOPOwkelHBLq/kT9kK9SgyCR9SpfjjbiSkMgapTA4BgMxsBUwMhUjOkOnk74MQQggpyzRKrEQikdrEZblFRkZCIqEvdF33uZvw3PMVJaRlQaFQIDlThhqO5uX+hi08Ph1RyZkwExsgW6aAAjkzkj+LTsGvF1+pdS1LysjmJxAubCHOwhajKI0E09XaBHYSMcI+pEGuYOA4Kd4llsxke0WRX8uUtluSCyK/5K91NXu4Wptg3dmXyJIrIDbgkCVjEHCAQMAhS86QlFHyk2QTQgghRJVGiVXjxo2xb98+TJ48WW1dWloatm7dilatWhU1NlIKCjIZrK3EEG/j0pCerYCAAy4+j0XXOo46eTNaWpQVAd8nZ0JiZABLY0NIjAzQ0M0qz65lDhZGqGQjQFRyZp7dBfOjq2OBPOwk6FLHEZGJGYhPy0Jqpgy/X3+LRu42OhGf0qdapnS1JVkpv+RP+Z54GpUMabYCCgZwACpYGMFIJISdxBBZ8pJtGSWEEEKIOo2qAs6bNw+3bt2Cn58f/vrrLwDA/fv3sXnzZjRo0ACxsbGYPXt2sQZKtCc2JQuMAwwNOAgFOcUajj2M0slqaqVFWRFwYruq+L5jNcz0qwHPCmZ53sC7WpvA0liEp+9TkJyRjYvPYwt87bRZVfJzGrlbw1gkRFJGNrJkCrx4nzPPki5RJieDG7vpTFJaGHlV9VO+J6pWkMBUbAB3GxM4WxqjpqM5pDIFQmPTkZhOLVaEEP2TmJiI0aNHw87ODqampmjTpg3u3LlT4P0VCgU2bNgALy8vGBsbw8bGBm3btsX9+/f5bd69e4fBgwejWrVqMDMzg6WlJRo1aoTg4OACfW5evXoVgYGBSExM1OQUNRIZGYl+/frB0tIS5ubm6NGjB169elWgfRctWoTGjRvDzs4ORkZGqFq1KiZPnozYWNUKz0+fPsW0adPg5eUFMzMzODo6ws/PD7du3SpwjH5+fjA3N0fNmjVx5MgRtW0OHDgAe3t7JCUl5XucI0eOQCAQ6O2QIo1arHx9fXHs2DGMHTsWQ4YMAQD88MMPAAAPDw8cO3YMdevWLb4oiVbZmRlCwQCpLOcDJy4tC3tuheNWWLzKZLjlzcctHq7WJnl2LfOwk6CFpx2ikzNRy8kc0ckFH4+ky2OBPOwkqFrBDM/ep8Do37mUEtKytB2WGl1vmSos5XvibXw6bCViiA0ESJZm4tG7JGTJFKhqL0FSpqxQLaOEkPKhOCYiLghNJiJWKBTw8/PD/fv3MXXqVNja2mL9+vVo3bo1bt++japVq372GCNGjEBISAiGDBmC8ePHIy0tDXfv3kVMTAy/zYcPHxAREQF/f39UrFgR2dnZOHXqFIYNG4Znz55h0aJFn3yNq1evYt68eRg2bBgsLS0LfZ6FlZqaijZt2iApKQkzZ86ESCTCqlWr0KpVK9y7dw82Njaf3P/27dvw8vLCgAEDYGZmhidPnuDXX3/F0aNHce/ePZiamgIANm/ejC1btqBPnz4YN24cX+G7cePGOH78ONq3b//J1xk6dCgiIyOxdOlSXLlyBX379sXTp09RqVIlAEBmZiamTJmCBQsWwMLCIt/jHD16FA0aNICDg0PhLpSO0HiC4LZt2+LZs2e4d+8eXrx4AYVCAQ8PDzRo0IC6oJQxsSlZEIKDAIACQFqWHJkJGYhNluLYwyhMaPv5D7vy4FM38I3crXE/PBHRydJCJUi6Phaoh5cTbr6OR0qmDHYSA7T0tNN2SGVe7vfEu8R0bLwQisR0GQz+nW/un3fJMDQQ4NjDqEJNLE0I0W+cgRgWzb5UW6Yv9u3bh6tXr2Lv3r3w9/cHAPTr1w+enp6YO3cufv/990/uv2fPHgQHB+PAgQPo1atXvtvVrVtXba7V8ePHo3v37vj555/x008/QSgUFvl8isv69evx4sUL3LhxAz4+PgCALl26oHbt2lixYsVnE8H9+/erLWvSpAn8/f1x5MgRDBgwAADw5ZdfIjAwUKVGwogRI1CjRg0EBgZ+MrHKyMjA2bNncf78ebRs2RLffPMNrl69ihMnTmDMmDEAgOXLl8PCwgJff/31J+M9duwYRowY8cltCiItLY1PGkuTxhMEK3l5eaFv377o378/GjZsSElVGRMam4pLL2KQIZMjd7kSOQOkMgXCYtO0Fps+KUqXNF2e5LV1NXss6FUbo1q6Y0Gv2jR3UilRvicAIC41GwoF+3dcFSBT5IyvehqVgpth8VqOlBBSWgSGRrBsPkjln8Cw5Kb3KG779u1DhQoV0Lt3b36ZnZ0d+vXrh0OHDkEqlX5y/5UrV6JRo0bo1asXFAoF0tIKd39SqVIlpKenIysr/54XgYGBmDp1KgDA3d0dHMeB4ziEhYUBAGQyGX766Sd4eHhALBajUqVKmDlz5mdj/5R9+/bBx8eHT6oAoHr16mjXrh327Nmj0TGVrUi5uzM2aNBArfCcjY0NWrRogSdPnnzyeJmZmWCMwcrKCkBOMS9LS0ukp+cUtYqMjMSSJUuwZs0aCAT5px4PHz5EeHg4/Pz8kJqaClNTU0yaNEltu4iICAiFQixevBgAsG3bNnAchwsXLmDcuHGwt7eHi4vLZ69DSShyYkXKtvD4dIiEQkjE6o2bBgKgkl3pPw3QV7qcIBWFq7UJajtbwNXaRNuhlDvPolOQmSWDAjmtVSIhB4WCIS1ThlSpDLEpmn+ZE0JIabp79y68vb3VbrwbNWqE9PR0PH/+PN99k5OT+RadmTNnwsLCAhKJBJUrV843+cjIyMCHDx8QFhaG4OBgbN26FU2aNIGxcf49Snr37o0vv8xpFVy1ahW2b9+O7du3w84u50HX119/jTlz5sDb25vvrrd48WK+VaiwFAoFHjx4gIYNG6qta9SoEUJDQ5GSkvLZ4zDG8OHDB0RHR+PSpUuYOHEihEIhWrdu/dl9o6OjYWtr+8ltrKys4OHhgUWLFuH169cICQnBvXv30KhRIwDAtGnT0KVLF7Rs2fKTxzl27Bjs7e3RsGFDSCQS9OrVC7t374ZcLlfZbufOnWCMYdCgQSrLx40bh8ePH2POnDmYMWPGZ8+tJGjcFZCUD67WJqhobYLopEwkZ8r45QIA1RzN0bWOo/aCI1qXu2qhSMChuqM57MzEaOROXdBKWmhsKm69iYf837HWHACRUAiZXA5TIwMIOA52ZvrTDYgQUr5FRUXleePt6Jhzn/Hu3TvUqVMnz31DQ0PBGMOuXbtgYGCAZcuWwcLCAmvWrMGAAQNgbm6Ozp07q+yzZs0aBAQE8D+3a9cOW7du/WSMdevWhbe3N3bu3ImePXvyLT9AThG34OBgfP311/j1118BgG89Wb58Oc6dO4c2bdoU6FooxcfHQyqV8tcgt9zXpVq1ap88zvv371WO4eLigt9//x3Vq1f/5H6XLl3CtWvX8OOPP3421k2bNsHf3x+7du0CAEyePBnNmjXD1atXcfDgwc+2egE546u6dOnC934bMmQIQkJCcOrUKZXf344dO9CyZUtUrFhRZX9ra2ucOXNGq105qcWKfJKyC1svb2c4mIshEgBCDjA2FKBTLQe6ec4lNDYV55/FlKtqiTdex+NBRCKSM7Jw8UUsNpx/ieUnnmHFyWd6cx309fcWHp8OuQIwNhTCgAOEAg6eFSQwNzaApbEIDd2s4FPJWtthEkJIgWRkZEAsVn8YZGRkxK/PT2pqzud3XFwcDh06hLFjx2LgwIE4c+YMbGxssGDBArV9vvzyS5w6dQq///47Bg4c+NnX+Jxjx44BAL7//nuV5cribkePFr5wiDIeTa+LkrW1NU6dOoUjR45g/vz5sLW15a9ZfmJiYjBw4EC4u7tj2rRpn32Ntm3b4u3bt/j777/x9u1brFq1CgqFAhMnTsQPP/wANzc3bNiwAdWrV0e1atWwceNGlf0TExNx7do1+Pn9V/ikffv2cHJyQkhICL/s0aNHePDgAQYPHqwWw6hRo7Q+Po5arEiB2EoMYWsmRkJ6NsQCwFQsoqfhuejqfFMlKTQ2FX89jMLrD2nIylZAjpxWkyxZFp7lMZeXLtLn35urtQncbUwRl5qFDI4DxzG8iUuHicgALTxtMbhxJb05F0JI+ZCVlYX4eNWxn3Z2dhAKhTA2Ns5zLFJmZk6F00910VOuc3d3h6+vL79cIpGge/fu2LFjB2QyGQwM/rvtdXNzg5ubG4CcJGv06NFo3749nj179snXys+bN28gEAhQpUoVleUODg6wtLTEmzdv8t03IyNDrQS5g4MDH4em10XJ0NCQLz7RrVs3tGvXDs2aNYO9vT26deumtn1aWhq6deuGlJQUXL58WW3sVX4kEonK9d+6dSuio6MxY8YMnD59GlOnTsWOHTvAcRwGDhyIatWq8a14J06cAAB07NiR318gEGDQoEHYsGED0tPTYWJigpCQEBgZGaFv375qr+/u7l6gOEsStViRT1LeeJ59GgtrE0N4VpCgoo0pGlSip+G56fJ8UyUlPD4dKVIZbCRiGIpyPko4Lmesj1zBdKo0fH70+femnEvtqyZucLM1gYIB75OlCE9Mx7GH0QiPT9d2iIQQouLq1atwdHRU+RceHg4gp2tbVJT6XIjKZU5OTvkeV7muQoUKauvs7e2RnZ392WIW/v7+CA8Px8WLFwt8PnnRpIjb7t271a4LkNPSJBaLNb4u+WnatCkcHR1VWoKUsrKy0Lt3bzx48ACHDh1C7dq1C318IGfc26xZs7BkyRKYmppi586d8Pf3R8+ePdGjRw/4+/urvP6xY8fQrFkztVLsQ4YMQWpqKv744w8wxvD777+jW7dueZZs1yQhLm7UYkU+KfeN55PoFHSs5YDXsWlg/66jJ+I5dHm+qZLiam0CR3MjvE/OhLGhEArGIJMzCAUc7MwMtR1egej7783DToI6zhY4+zQGAo4DA8AYEJ+WhYvPY6lKIyHliDwjBe9DpqssqzBoKYTGZlqKSF29evVw6tQplWXK+Yq8vLxw6dIlKBQKlQIW169fh4mJCTw9PfM9rpOTExwcHBAZGam27t27dzAyMoKZ2aevg7JL3acmrwXyT5zc3NygUCjw4sUL1KhRg1/+/v17JCYm8q1jeenUqZPadQFyWmzq1KmT5yS9169fR+XKlT97XvnJzMxUO1eFQoEhQ4bgzJkz2LNnD1q1aqXRsQFg/vz5cHd35wtMvHv3DvXr1+fXOzk54d69ewByimscP34cU6ZMUTtO7dq1Ub9+fYSEhMDFxQVv377F2rVrNY6rpBUosRIIBBpl4B9X8SD6J/eNp0jA4cLzGPwTmQzGgJth8VjQk0psA7o/31RJULaYKEt6P41KxtknMbAyESFVKsfNsHidvw5l4femTHCfRScDyEmshBwHK1P9SG4JIcWEKZAd91ZtmS6xsrLKdz4kf39/7Nu3DwcOHODnsfrw4QP27t2L7t27q4wzCg0NBQB4eHjwy/r37481a9bg1KlT6NChA7//oUOH0LZtWz5Zi42N5av45bZlyxZwHAdvb+9PnoNybqTcpcoBoGvXrpg5cyZWr16NX375hV++cuVKAFAZO/Sx3K1UH/P398eMGTNw69Ytvjrgs2fPcPbsWbVE5OnTpzAxMeGLOqSlpYHjOJiYqFbt3b9/PxISEtSqDU6YMAG7d+/GL7/8olL2vrCeP3+OdevW4eLFi3z+UKFCBTx9+pTf5smTJ3xSffPmTcTExOR7jb766itMmzYNYrEYNjY26NKli8axlbQCJVZz5sxRS6wOHjyIf/75B506deKrkTx9+hQnT55E7dq10bNnz2IPlpS+3Dee98MTcfdGAhgDxAYcUjKz8SgyiRKrf31qguCyKvc5n38Wg9OPY/D0fSqEAg5/6ckEtfr+e/Owk6CfjyveJqThVWw6OAA1nahiJyFEv/j7+6Nx48YYPnw4Hj9+DFtbW6xfvx5yuRzz5s1T2bZdu3YAwM8fBQABAQHYs2cP+vTpg++//x4WFhbYuHEjsrOzVSbRXbhwIa5cuYLOnTujYsWKiI+Px/79+3Hz5k1MmDBBbYzUxxo0aAAAmDVrFgYMGACRSITu3bujXr16GDp0KDZt2oTExES0atUKN27cQHBwMHr27FnoioBK48aNw6+//go/Pz9MmTIFIpEIK1euRIUKFfjCGEo1atRAq1at+AmQX7x4gfbt26N///6oXr06BAIBbt26hR07dqBSpUoqc0StXr0a69evR5MmTWBiYoIdO3aoHLtXr14FnnD3u+++Q//+/fly60DO77dHjx6YOXMmAODIkSP4888/AeQU9qhUqRJq1qyZ5/EGDhyIadOm4eDBgxg7dixEIlGB4tCGAiVWgYGBKj9v2rQJMTExePTokVqJxydPnqBt27Ya9fkkukl507n7xlukZ8mRJVNAzjhUMDdCbWf1Pq6k/BKLBDARCWBoIEBKpkwvCliUFY4WJqjvYoVHUcno08CFrjshRK8IhUIcO3YMU6dOxc8//4yMjAz4+Phg27Ztny0nDuS0iFy+fBlTpkzBqlWrkJ2djSZNmmDHjh2oV68ev52fnx9CQ0Px22+/ITY2FkZGRqhbty62bt2KoUOHfvZ1fHx88NNPP2Hjxo04fvw4FAoFXr9+DVNTU2zevBmVK1fGtm3bcPDgQTg4OCAgIABz587V+LqYmZnh/Pnz+O6777BgwQIoFAq0bt0aq1atyrPlLTcXFxf06dMHZ8+eRXBwMLKzs+Hm5obx48dj1qxZsLGx4bdVdsu7du0arl27pnYs5Tl+zrFjx3Dx4kW1ece6deuGhQsXYu3atWCMYfHixXzL07Fjx9C1a9d8j1mhQgV07NgRx44dw1dfffXZGLSJY4yxwu5UtWpVDB8+nM86P7Zw4UJs27YNL168KHKA2pCcnAwLCwskJSXB3Nxc2+HohPPPYrDm9AtEJ2cgIS0LNhJDjG9bFV82yr/PMClfzj+LwY8HHyE2VQqhgINPJSvM6V6LbvBLgbLIzNv4dIiEHIY3c9fblmRtfv7+888/CAwMxO3btxEdHQ0TExPUrFkTU6dORffu3VW2ffLkCb777jtcvnwZhoaG8PPzw8qVK9VudBQKBZYvX44NGzYgKioKnp6eCAgI4CcZLSj6XirbKs0ofCnuj8nTkxCxVnXCVJcJIRCalP4D0LAl+Xd7IyQ35Rxbf/755yeTq169euHhw4d4+fJlKUb3n4J+BmtUFTAiIuKTzXAikQgRERGaHJrosKikDMSlZkFsIEQFc2M4WZp8fidSLoTGpuJBRBLszMTwcrWAjcQQDfWgG2BZ4WEnQefaDhAJOWTLGY4/ita7ebl0wZs3b5CSkoKhQ4dizZo1mD17NgDgiy++wKZNm/jtIiIi0LJlS7x8+RKLFi3ClClTcPToUXTo0AFZWVkqx5w1axamT5+ODh06YO3atahYsSIGDhzIT6JJCCHlWVJSEubMmfPJrpJRUVE4evSozrdWARpWBaxduzbWr1+PgQMHwtnZWWVdREQE1q9fn+/s2ER/OVoYw9BAgNRMGcyMDPSughopGeefxWDrlddIzpAhNkWK9GwZOOQUNwmNTaXkqhQZGghRzyWngid1wyy8rl27qj0xHT9+PBo0aICVK1di9OjRAIBFixYhLS0Nt2/f5geJN2rUCB06dMC2bdv47SIjI7FixQp8++23WLduHQDg66+/RqtWrTB16lT07dtX65NZEkKINnl6eqoNOVJ6/fo1rly5gs2bN0MkEmHMmDGlG5wGNGqxWrVqFWJiYuDp6YnBgwcjMDAQgYGBGDRoEKpVq4aYmBi+CgopG1ytTVDNwQw2pmLYSgzhbluwAYykbAuNTcXWK6/x+F0KpDI5OADSbAU4jsPTqBS+YiApHVkyOW69SdDL0vG6SigUwtXVVaUC2P79+9GtWzc+qQKA9u3bw9PTE3v27OGXHTp0CNnZ2Rg3bhy/jOM4jB07FhEREXmOYyCEEJLjwoUL+Oqrr/D69WsEBwfzVQR1mUYtVs2bN8f169cxe/ZsHDx4kK/9b2xsjE6dOmHevHnUYlXGKLsahcamIDFDhlOP3yMmRYofOlajp+LISTDC49Pham1Srq5HeHw6suUM9maGiEnJgolYAJlcgeQMOQScALEp6rPFk+IXGpuK44+ikS1nEAk5dK7tUK7eh8UtLS0NGRkZSEpKwuHDh/HXX3+hf//+AHJaoWJiYtTKFAM5rVbHjh3jf7579y5MTU1V5rRRbqdc37x58xI8E0II0V/Dhg3DsGHDtB1GoWg8QXDt2rVx8OBBKBQKxMbGAgDs7OxUJnUjZY9MAUjEQjAGRCdlUncj/Fc4IC4tCzamhhjVsnK5uSau1iaoaG2CtwBMxEIYCAR4l5gJxjgoFApcC41DHWcLvS2koC+UE3k3dLPCk+gUjeYdJP/54Ycf+HloBAIBevfuzXfli4qKAoA855xxdHREfHw8pFIpxGIxoqKiUKFCBbXfh3Lfd+/e5RuDVCqFVPrfg4nk5OSinRQhhJASV+QsSCAQwMjICLa2tpRUlXHKiUgzZQpkyRVwsDCi7kb476a2hoMZ4tKyEJGQoe2QSo1ynrMvvJxgZ2aE9ylSyOQMcgWDjAH3whMx/8hjnH8Wo+1Qy7TcE3lTN8Cimzx5Mk6dOoXg4GB06dIFcrmcL0qh7KGRe7JSJSMjI5VtMjIyCrRdXhYvXgwLCwv+n6ura9FOihBCSInTOBO6desWOnfuDBMTE9jY2ODChQsAcma57tGjBz85GSk7POwk+KFTNUxsVxUT2lWlboD/Ku83tR52EjiYGyFbzmAnMVRZZ2TAITE9C48ik7QUXfmgTHAHN3YrVy2mJaV69epo3749hgwZgj///BOpqano3r07GGMwNs75+87dmqSUmZkJAPw2xsbGBdouLwEBAUhKSuL/hYeHF/m8CCGElCyNugJevXoVbdu2hbOzMwYPHozNmzfz62xtbZGUlIRffvkFrVu3Lq44iY7wsJPQTdtHlDe1EQkZcLEyLnfXJzQ2FVFJGRAJOSRnyiA2EEDIAWnZCiSk5/xs81HCRYof/W2WHH9/f4wZMwbPnz/nu/EpuwTmFhUVBWtra76VytHREefOnQNjTKU7oHJfJyenfF9TLBbn2dpFCCFEd2nUYjVz5kzUqFEDjx8/xqJFi9TWt2nTBtevXy9ycIToCw87CVp52pW7G1vl+LKzT2MBBjSubIMq9hIYinI+WgQcoGAMH1KzPnMkQnSXssteUlISnJ2dYWdnh1u3bqltd+PGDXh5efE/e3l5IT09HU+ePFHZTvn9mHtbQggh+k+jxOrmzZsYPnw4xGJxnoOknZ2dER0dXeTgCCG6Lff4ssSMbLyKTYVcwZAuzSm9rvyXkEaJFdF9MTHqYwGzs7Pxv//9D8bGxqhZsyYAoE+fPvjzzz9VuuedOXMGz58/R9++ffllPXr0gEgkwvr16/lljDFs3LgRzs7OaNq0aQmeDSGEkNKmUVdAkUgEhUKR7/rIyEhIJOXryT0h5VHu8WUiIYfYFCk+pOYUsBBwAANgZixCS087bYdKyGeNGTMGycnJaNmyJf+AMCQkBE+fPsWKFSv477WZM2di7969aNOmDSZNmoTU1FQEBQWhTp06GD58OH88FxcXTJ48GUFBQcjOzoaPjw/++OMPXLp0CSEhITQ5MClWnFAESX0/tWWEkNKjUWLVuHFj7Nu3D5MnT1Zbl5aWhq1bt6JVq1ZFjU2vldd5jUj5knt82bvEdKw5/QKJ6VkQCDgIBYCJ2AAtqtrC1dpE26ES8ln9+/fHli1bsGHDBsTFxcHMzAwNGjTA0qVL8cUXX/Dbubq64sKFC/j+++8xY8YMGBoaws/PDytWrFAbF7VkyRJYWVnhl19+wbZt21C1alXs2LEDAwcOLO3TI2WcQGwCm45jtR0GIeUaxxhjhd3p+vXraNWqFdq1a4cvv/wSQ4YMwYoVK2BmZobly5cjPDwc165dQ926dUsi5hKXnJwMCwsLJCUlwdzcvND7l+d5jUj5df5ZDNacfoG4NCk+/DsxMIecKRmqO0qwpE89+jsoIWXpQU5RP3/LKrouZVulGUe1HUKxClvi9/mNCNEjBf0M1miMla+vL44dO4aXL19iyJAhAHImVBw9ejTkcjmOHTumcVIllUoxffp0ODk5wdjYGL6+vjh16lSB9j19+jTatGkDW1tbWFpaolGjRti+fbtGcRRFeZ7XiJRfrtYmqOZgBhtTMcQiIWSMIT1bgVSpDA/Ck3DsoXoVNVJ0ygc5Idff4teLrxAam6rtkAghhJBySeN5rNq2bYtnz57hzp072L17N3bu3IkbN27g+fPnReoGOGzYMKxcuRKDBg3CmjVrIBQK0bVrV1y+fPmT+x0+fBgdO3ZEVlYWAgMDsXDhQhgbG2PIkCFYtWqVxvFoKksmx603CeVyXiNSPim7BbatYQ9HCyMYCgVgyGm1kisYHkYk0k1/CaAHOYQQQohu0KgrYEm5ceMGfH19ERQUhClTpgDImUixdu3asLe3x9WrV/Pdt2PHjvjnn3/w6tUrvo+7TCZD9erVYWpqivv37xc4jqJ0uVA+PX4bnw6RkMPwZu5oXc2+UMcgRJ+dfxaDGfsf5BSx+LfGjZADPB3MUM/FkrrGFrOy1vWYurzlja5L2UZdAQnRbSXaFVAgEMDR0REXL17Mc72m1Y727dsHoVCI0aNH88uMjIwwcuRIXLt27ZMzzycnJ8PKykpl4LCBgQFsbW0/Obt9cVM+PW7oZgVDA2Ge5egJKcseRCQhMSMbLFfhUAbAwsiAWlRKgLKlcHBjN71PqgghhBB9pnFXwMzMTLRv3x5r1qwptmDu3r0LT09PtUywUaNGAIB79+7lu2/r1q3xzz//YPbs2Xj58iVCQ0Px008/4datW5g2bVqxxfg5uctPUzdAUh7Fp2VBrmA5fQD/pWDAw8hkiIQc/U2UgPI6QTUh5D+KzFRE/z5D5Z8ik7pfE1KaNCq3DgCrV6/GjRs38N133+HWrVv49ddfYWRkVKRgoqKi4OjoqLZcuezdu3f57jt79my8fv0aCxcuxIIFCwAAJiYm2L9/P3r06PHJ15VKpZBKpfzPycnJmoQPQLX8tIuVMd3okHKnmoMEIoEAGXI5gJz8igHgOKCGozn9TRBCSAlgCjmk4Y/UlhFCSo/GLVYikQj/93//h23btuHAgQNo1qwZ3r59W6RgMjIy1OYAAcAnbBkZ+XchEovF8PT0hL+/P3bu3IkdO3agYcOGGDx4MP7+++9Pvu7ixYthYWHB/3N1dS3SeXjYSeBiZYzw+HQarE/KHUcLY1R3NIOnvSkEyEmqACBbpsCtsHj6myCEEEJImaRxYqU0ZMgQXLlyBYmJiWjQoAHOnDmj8bGMjY1VWo6UMjMz+fX5GT9+PI4cOYJdu3ZhwIABGDRoEE6fPg1HR0dMmjTpk68bEBCApKQk/t+nxnIVBJU/JuWZq7UJPCuYwcbMCObGIggFOcUrJEYGSMmU0RgrQgghhJRJRU6sAMDLywu3b9+Gj48POnfujC1btmh0HEdHR0RFqc91o1zm5OSU535ZWVnYsmUL/Pz8IBD8d0oikQhdunTBrVu3kJWVle/risVimJubq/wrCip/TMozZXfYJh42cLQwgolICAUDEtOzkSVT0BgrQgghhJRJxZJYAYClpSWOHj2KmTNn4sKFCxodw8vLC8+fP1cb43T9+nV+fV7i4uIgk8kgl6v3Jc7OzoZCochzXUmhAhakvPOwk6BrHUfYm4uhrGPBAEQnZSA8Pl3b4RFCCCGEFDuNEqvXr1+jZ8+eass5jsO8efNw//59nD17ttDH9ff3h1wux6ZNm/hlUqkUW7duha+vLz/26e3bt3j69Cm/jb29PSwtLXHw4EGVlqnU1FQcOXIE1atXL9WS61T+mJCcv4PhzdxhZyaGUMDBykQEBQMeRSZpOzRCCCGEkGKnUVVANze3T66vXbu2RsH4+vqib9++CAgIQExMDKpUqYLg4GCEhYWpdC8cMmQILly4AOXcxkKhEFOmTMGPP/6Ixo0bY8iQIZDL5diyZQsiIiKwY8cOjeIpCg87CSVUpNxrXc0evb0TsfVKGGQKBhtTMWo7W2g7LEIIIYSQYlegxGr+/PngOA6zZs2CQCDA/PnzP7sPx3GYPXt2oQP63//+h9mzZ2P79u1ISEhA3bp18eeff6Jly5af3G/WrFlwd3fHmjVrMG/ePEilUtStWxf79u1Dnz59Ch0HIaToQmNT8TQqBVamhjDgOAxvXgmtq9lrOyxCCCGEkGLHMWWzzycIBAJwHIeMjAwYGhqqFIjI98AcV6rjmopTcnIyLCwskJSUVORCFoSUZztvvMHasy9hZCBApkyBie2qYoBPRW2HRXQYff7mja5L2VZpxtEiH0OenoSItYNUlrlMCIHQpPR7CYQt8Sv11ySkJBX0M7hALVYKheKTPxNVobGpCI9Ph6u1CXUHJOUcl1O44t8CFoQQQgghZZVGY6xI/pRzWMWlZcHG1JCKV5ByrZG7Neq5WiI6KRMOFkbwqWSt7ZBU0EMQQgghhBQXSqyKWe45rJ5EpyAiIYNu2Ei55WEnQb+GrngYmYQ6zhY69bdAD0EIIYQQUpwKlFi5u7uD4wrXkYfjOISGhmoUlD6jOawI+U9obCqOP4pGXFoWIhMydKpliB6CEEIIIaQ4FSixatWqVaETq/LKw06CzrUddPIJPSGlTZeTF3oIQgghhJDiVKDEatu2bSUcRtmhy0/oCSltupy8KCfyjkjIgIuVMf2dEkL0Gic0gEm1ZmrLCCGlh/7iipkuP6EnpLTpevJCE3kTQsoKgdgUdj0DtB0GIeVakRKr7OxsPH36FElJSXmWYP/cpL5lkS4/oSdEGyh5IYQQQkh5oFFipVAoEBAQgPXr1yM9PT3f7fR1guCi0PUn9IQQQgghhJDip1FitWjRIgQFBWHMmDFo3rw5vvrqKyxduhSWlpZYv349OI7DsmXLijtWvUFP6El5RHNCEUIIIaQ8E2iy07Zt29CvXz9s2LABnTt3BgA0aNAAo0aNwvXr18FxHM6ePVusgRJCdJdyTqiQ62/x68VXCI1N1XZIhBBCCCGlSqMWq4iICEybNg0AIBaLAQCZmZkAAENDQwwePBgrV67EokWLiilM/UJP7kl5Q0VbSFlw8+ZNBAcH49y5cwgLC4ONjQ0aN26MBQsWwNPTU2XbJ0+e4LvvvsPly5dhaGgIPz8/rFy5EnZ2dirbKRQKLF++HBs2bEBUVBQ8PT0REBCAL7/8sjRPjWio0oyj2g6BEKJHNEqsbGxskJqa80RaIpHA3Nwcr169UtkmISGh6NHpIeWT+7i0LNiYGmJUy8p0g0nKPCraQsqCpUuX4sqVK+jbty/q1q2L6OhorFu3Dt7e3vj7779Ru3ZtADkPF1u2bAkLCwssWrQIqampWL58OR4+fIgbN27A0NCQP+asWbOwZMkSjBo1Cj4+Pjh06BAGDhwIjuMwYMAAbZ0qKYMU0jTE/fWzyjKbLhMhEJtqKSJCyh+NEqv69evj5s2b/M9t2rTB6tWrUb9+fSgUCvz888+oV69esQWpT+jJPSmPqGgLKQu+//57/P777yqJUf/+/VGnTh0sWbIEO3bsAJAzzjgtLQ23b99GxYoVAQCNGjVChw4dsG3bNowePRoAEBkZiRUrVuDbb7/FunXrAABff/01WrVqhalTp6Jv374QCoWlfJakrGJyGdKfXVFZZt1xnJaiIaR80miM1ejRoyGVSiGVSgEACxcuRGJiIlq2bIlWrVohOTkZK1asKNZA9QU9uSfllYedBK087SipInqradOmKkkVAFStWhW1atXCkydP+GX79+9Ht27d+KQKANq3bw9PT0/s2bOHX3bo0CFkZ2dj3Lj/bm45jsPYsWMRERGBa9euleDZEEIIKW0atVh98cUX+OKLL/ifa9asidDQUJw/fx5CoRBNmzaFtbV1sQWpT+jJPSGElB2MMbx//x61atUCkNMKFRMTg4YNG6pt26hRIxw7doz/+e7duzA1NUWNGjXUtlOub968eQlGTwghpDQVaYLg3CwsLNCjR4/iOpxeo3LrhBBSNoSEhCAyMhLz588HAERFRQEAHB0d1bZ1dHREfHw8pFIpxGIxoqKiUKFCBXAcp7YdALx79y7f183dKwQAkpOTi3wuhBBCSlaREqvs7GxERkYiISEBjDG19d7e3kU5PCFET1AlTFIWPX36FN9++y2aNGmCoUOHAgAyMjIA/FcRNzcjIyN+G7FYzP/3U9vlZ/HixZg3b16Rz4EQQkjp0SixSkxMxJQpUxASEoKsrCy19YwxcBwHuVxe5AAJIbqNKmGSsig6Ohp+fn6wsLDAvn37+CITxsY542ZztyYpKacdUW5jbGxcoO3yEhAQgO+//57/OTk5Ga6urhqeDSGEkNKgUWI1bNgwHDlyBAMGDICvry8sLCyKOy5CiJ6gSpikrElKSkKXLl2QmJiIS5cuwcnJiV+n7Man7BKYW1RUFKytrflWKkdHR5w7d45/2Jh7OwAqx/2YWCzOs7WLEEKI7tIosTp58iQmTpyIVatWFXc8hBA9Q5UwSVmSmZmJ7t274/nz5zh9+jRq1qypst7Z2Rl2dna4deuW2r43btyAl5cX/7OXlxc2b96MJ0+eqBzn+vXr/HpCCCFlh0bl1m1sbFClSpXijoUQooeUlTDb1bBHPVdLbYdDiMbkcjn69++Pa9euYe/evWjSpEme2/Xp0wd//vknwsPD+WVnzpzB8+fP0bdvX35Zjx49IBKJsH79en4ZYwwbN26Es7MzmjZtWnInQwghpNRp1GI1evRo7Nq1C2PHjoVAoFFuVqbRQH5SHt17m4i4tCzcD0+kcVZEL/3www84fPgwunfvjvj4eH5CYKXBgwcDAGbOnIm9e/eiTZs2mDRpElJTUxEUFIQ6depg+PDh/PYuLi6YPHkygoKCkJ2dDR8fH/zxxx+4dOkSQkJCaHJgQggpYzRKrGbPng2pVIqGDRviq6++gouLS55fEL179y5ygPqGBvKT8ojGWZGy4N69ewCAI0eO4MiRI2rrlYmVq6srLly4gO+//x4zZsyAoaEh/Pz8sGLFCrVxUUuWLIGVlRV++eUXbNu2DVWrVsWOHTswcODAEj8fQgghpUujxCoyMhJnz57FvXv3+C+ij5XXqoB0g0nKIxpnRcqC8+fPF3jbWrVq4cSJE5/dTiAQICAgAAEBAUWIjBBCiD7QKLEaMWIE7ty5g4CAAKoK+BG6wSTlkXKcVURCBlysjOlhAiGEEELKHY0Sq8uXL2P69Ok0eWEe6AaTlFcedhJ6vxNCCCGk3NIosXJwcIC1tXVxx1Jm0A0mIYQQQkoTJxBC7FpbbRkhpPRolFj98MMP2LBhA0aOHAmJhBIIQgghhBBtEhhJ4DBwibbDIKRc0yixyszMhEgkQpUqVdCvXz+4urqqVQXkOA7fffddsQRJCCGEEEIIIbpMo8RqypQp/P+vW7cuz20osSKEEEIIIYSUFxolVq9fvy7uOAghhBBCCCFEbxU6scrIyMCaNWvQpk0bdO/evSRiIoQQQgghhBC9IijsDsbGxvjll1/w/v37koiHEEIIIYQQQvSORl0BGzRogEePHhV3LIQQQgghRAMKaToSLgSrLLNqNRQCsYmWIiKk/NEosVq9ejW6du2K2rVrY9iwYTAw0OgwhBBCCCGkGDB5NlLvHlVZZtl8oJaiIaR80igjGjZsGAQCAcaMGYOJEyfC2dkZxsbGKttwHIf79+8XS5CEEEIIIYQQoss0Sqysra1hY2ODatWqFXc8hBBCCCGEEKJ3NEqszp8/X8xhEEIIIYQQQoj+KnRVQEIIIYQQQgghqjSuOiGXy7Fjxw4cPXoUb968AQC4ubmhW7duGDRoEIRCYbEFSQghhBBCCCG6TKMWq6SkJDRr1gwjRozAyZMnkZ2djezsbJw6dQrDhw9H8+bNkZycXNyxEkIIIYQQQohO0iixmjVrFm7fvo21a9ciNjYWd+7cwZ07dxATE4N169bh1q1bmDVrVnHHSgghhBBCCCE6SaPE6uDBgxg3bhzGjRsHkUjELxeJRBg7dizGjh2L/fv3F1uQhBBCCCGEEKLLNEqs4uLiPllqvXr16oiPj9c4KEIIIYQQQgjRJxolVlWqVMHhw4fzXX/48GF4eHhoHBQhhBBCCCGE6BONEqtx48bh5MmT6Nq1K06ePImwsDCEhYXhxIkT8PPzw6lTpzB+/PjijpUQQgghhBBCdJJG5dbHjRuHmJgYLFmyBCdOnFBZJxKJMGfOHIwdO7ZYAiSEEEIIIYQQXafxPFaBgYEYP348Tp8+rTKPVfv27WFra1tsARJCCCGEEEKIrtOoK6CSra0tBgwYgOnTp2P69OkYMGAAJVWEEEL0VmpqKubOnYvOnTvD2toaHMdh27ZteW775MkTdO7cGRKJBNbW1vjqq68QGxurtp1CocCyZcvg7u4OIyMj1K1bFzt37izhMyHlDieAyKaiyj9wRbrNI4QUksYtVgCQkpKCN2/eICEhAYwxtfUtW7YsyuEJIYSQUvXhwwfMnz8fFStWRL169XD+/Pk8t4uIiEDLli1hYWGBRYsWITU1FcuXL8fDhw9x48YNGBoa8tvOmjULS5YswahRo+Dj44NDhw5h4MCB4DgOAwYMKKUzI2Wd0NgMTl+v13YYhJRrGiVWcXFxGD9+PPbv3w+5XA4AYIyB4ziV/1euI4QQQvSBo6MjoqKi4ODggFu3bsHHxyfP7RYtWoS0tDTcvn0bFStWBAA0atQIHTp0wLZt2zB69GgAQGRkJFasWIFvv/0W69atAwB8/fXXaNWqFaZOnYq+fftCKBSWzskRQggpURolVqNGjcKRI0cwceJEtGjRAlZWVsUdFyGEEFLqxGIxHBwcPrvd/v370a1bNz6pAoD27dvD09MTe/bs4ROrQ4cOITs7G+PGjeO34zgOY8eOxcCBA3Ht2jU0b968+E+EEEJIqdMosTp58iS+++47LFu2rLjjIYQQQnRaZGQkYmJi0LBhQ7V1jRo1wrFjx/if7969C1NTU9SoUUNtO+V6SqwIIaRs0CixMjExQaVKlYo5lBxSqRRz5szB9u3bkZCQgLp162LBggXo0KFDgfbfvXs3Vq9ejQcPHkAkEqFmzZpYsGAB2rZtWyLxEkIIKV+ioqIA5HQb/JijoyPi4+MhlUohFosRFRWFChUq8F3lc28HAO/evcvzNaRSKaRSKf9zcnJycYVPSImrNONoqbxO2BK/UnkdQgpKo3IxgwcPxsGDB4s7FgDAsGHDsHLlSgwaNAhr1qyBUChE165dcfny5c/uGxgYiC+//BKurq5YuXIlFixYgLp16yIyMrJEYiWEEFL+ZGRkAMjpNvgxIyMjlW0yMjIKtN3HFi9eDAsLC/6fq6trscROCCGk5GjUYuXv748LFy6gc+fOGD16NFxdXfMcfOvt7V2o4964cQO7du1CUFAQpkyZAgAYMmQIateujWnTpuHq1av57vv3339j/vz5WLFiBb777rvCnRAhhBBSQMbGxgCg0qKklJmZqbKNsbFxgbb7WEBAAL7//nv+5+TkZEquyCcpsjKRfGO/yjLzRn0gMDTSUkSElD8aJVa5+4OfOnVKbb2mVQH37dsHoVDID/oFcp7qjRw5EjNnzkR4eHi+XyyrV6+Gg4MDJk2aBMYY0tLSIJFICvX6hBBCyOcou/EpuwTmFhUVBWtra76VytHREefOnVOpnJt7XycnpzxfQywW59nSRXKUVlczfcJkUiRdUZ0fzcy7G0CJFSGlRqPEauvWrcUdB4CcQbyenp4wNzdXWa4c5Hvv3r18E6szZ86gadOm+Pnnn7FgwQLExcXBwcEBs2bNwvjx40skXkIIIeWPs7Mz7OzscOvWLbV1N27cgJeXF/+zl5cXNm/ejCdPnqBmzZr88uvXr/PrCSGElA0aJVZDhw4t7jgA5DzBy28wMJD/IN+EhAR8+PABV65cwdmzZzF37lxUrFgRW7duxYQJEyASiTBmzJh8X5cGCRNCCCmMPn36IDg4WKUnxZkzZ/D8+XOV7ug9evTAd999h/Xr1/PzWDHGsHHjRjg7O6Np06ZaiZ8QQkjx0yixyi0qKgoxMTGoUqUKTE1Ni3QsTQf5pqamAsiZuHjXrl3o378/gJyxYHXq1MGCBQs+mVgtXrwY8+bNK1LshBBCyoZ169YhMTGRf5h35MgRREREAAAmTJgACwsLzJw5E3v37kWbNm0wadIkpKamIigoCHXq1MHw4cP5Y7m4uGDy5MkICgpCdnY2fHx88Mcff+DSpUsICQmhyYEJIaQM0agqIJAz6WH16tXh4uICb29vvlvDhw8fUL9+fY2qBmo6yFe5XCQSwd/fn18uEAjQv39/RERE4O3bt/m+bkBAAJKSkvh/4eHhhY6dEEJI2bB8+XLMnj0bGzZsAAAcOHAAs2fPxuzZs5GQkAAAcHV1xYULF+Dh4YEZM2Zg2bJl6Nq1K06dOqX2gHDJkiVYtGgRTpw4gW+//RZhYWHYsWMHBg4cWOrnRgghpORo1GJ15MgR9O7dG02aNMHAgQMRGBjIr7O1tYWzszO2bduGXr16Feq4jo6OeZZG/9wgX2traxgZGcHS0lLt6Z+9vT2AnO6CFStWzHN/GiRMCCFEKSwsrEDb1apVCydOnPjsdgKBAAEBAQgICChiZIQQQnSZRi1W8+fPR8uWLXH58mV8++23auubNGmCu3fvFvq4Xl5eeP78udoYp88N8hUIBPDy8kJsbCyysrJU1im7ctjZ2RU6HkIIIYQQQggpCI0Sq0ePHqFfv375rq9QoQJiYmIKfVx/f3/I5XJs2rSJXyaVSrF161b4+vryA4Tfvn2Lp0+fquzbv39/yOVyBAcH88syMzMREhKCmjVr5tvaRQghhBBCCCFFpVFXQBMTE6SlpeW7/tWrV7CxsSn0cX19fdG3b18EBATwBTGCg4MRFhaGLVu28NsNGTIEFy5cAGOMXzZmzBhs3rwZ3377LZ4/f46KFSti+/btePPmDY4cOVLoWAghhBBCCCGkoDRqsWrTpg2Cg4Mhk8nU1kVHR+PXX39Fx44dNQrof//7HyZPnozt27dj4sSJyM7Oxp9//omWLVt+cj9jY2OcPXsWAwcOxG+//YapU6dCIBDg6NGj6NKli0axEELUhcam4vyzGITGpmo7FEIIIYQQnaFRi9XChQvRuHFj+Pj4oG/fvuA4DidOnMDZs2fxyy+/gDGGuXPnahSQkZERgoKCEBQUlO8258+fz3O5vb09tm3bptHrEkI+LzQ2Fb9efIW4tCzYmBpiVMvK8LCTaDssQgghhBCt06jFqlq1arh8+TJsbGwwe/ZsMMYQFBSERYsWoU6dOrh06RIqVapUzKESQrQtPD4dcWlZqOFghri0LEQk5D23HCGEEEJIeaPxBMG1atXC6dOnkZCQgJcvX0KhUKBy5cp89T3GGDiOK7ZACSHa52ptAhtTQzyJToGNqSFcrPKeW44QQgghpLzROLFSsrKygo+PD/9zVlYWtm3bhuXLl+P58+dFPTwhRId42EkwqmVlRCRkwMXKmLoBEkIIIYT8q1CJVVZWFg4fPozQ0FBYWVmhW7dufBnz9PR0rFu3DqtXr0Z0dDQ8PDxKJGBCiHZ52EkooSKEEB0kMDbXdgiElGsFTqzevXuH1q1bIzQ0lC9zbmxsjMOHD8PQ0BADBw5EZGQkGjVqhLVr16J3794lFjQhhBBCCPmP0MQCrhN/13YYparSjKOl8jphS/xK5XWI/itwYjVr1iy8fv0a06ZNQ4sWLfD69WvMnz8fo0ePxocPH1CrVi3s2LEDrVq1Ksl4CSGEEEIIIUTnFDixOnXqFIYPH47FixfzyxwcHNC3b1/4+fnh0KFDEAg0KjJICCGEEEIIIXqtwJnQ+/fv0bhxY5Vlyp9HjBhBSRUhhBBCCCGk3CpwNiSXy2FkZKSyTPmzhYVF8UZFCCGEEEIIIXqkUFUBw8LCcOfOHf7npKQkAMCLFy9gaWmptr23t3fRoiOEEEIIIYQQPVCoxGr27NmYPXu22vJx48ap/KycHFgulxctOkIIIYQQ8lmKbCnSHp5SWWZapwMEIrGWIiKk/ClwYrV169aSjIMQQgghhGiIZWci/tRGlWUm1VsAlFgRUmoKnFgNHTq0JOMghBBCCCGEEL1FpfwIIYQQQgghpIgKNcaKEEIIIYSQ8qTSjKOl8jphS/xK5XVIyaEWK0IIIYQQQggpIkqsCCGEEEIIIaSIKLEihBBCCCGEkCKixIoQQgghhBBCiogSK0IIIYQQQggpIkqsCCGEkBIklUoxffp0ODk5wdjYGL6+vjh16pS2wyKEEFLMqNw6IYQQUoKGDRuGffv2YfLkyahatSq2bduGrl274ty5c2jevLm2wytWpVWWmhBCdBElVoQQQkgJuXHjBnbt2oWgoCBMmTIFADBkyBDUrl0b06ZNw9WrV0slDkp4CCGk5FFXQEIIIaSE7Nu3D0KhEKNHj+aXGRkZYeTIkbh27RrCw8O1GB0hhJDiRC1WhBBCSAm5e/cuPD09YW5urrK8UaNGAIB79+7B1dVVG6ERQnRMabYshy3xK7XXKk8oscoDYwwAkJycrOVICCGkfFF+7io/h/VdVFQUHB0d1ZYrl7179y7P/aRSKaRSKf9zUlISAM2/lxTSdI32I/pDkaX+O1ZkpYMTirQQDdF1Fb/bWyqv82hep1J5nZJW0O8mSqzykJKSAgD0FJEQQrQkJSUFFhYW2g6jyDIyMiAWi9WWGxkZ8evzsnjxYsybN09tOX0vkcJ498sobYdAyjmL1dqOoHh97ruJEqs8ODk5ITw8HGZmZuA4Ls9tkpOT4erqivDwcLUuHrqOYtcOil07KHbt0DR2xhhSUlLg5ORUgtGVHmNjY5WWJ6XMzEx+fV4CAgLw/fff8z8rFArEx8fDxsYm3+8lXaXP72N9RtddO+i6a0dJX/eCfjdRYpUHgUAAFxeXAm1rbm6ut384FLt2UOzaQbFrhyaxl4WWKiVHR0dERkaqLY+KigKAfL+kxWKxWkuXpaVlscdXmvT5fazP6LprB1137SjJ616Q7yaqCkgIIYSUEC8vLzx//lxtbNT169f59YQQQsoGSqwIIYSQEuLv7w+5XI5Nmzbxy6RSKbZu3QpfX18aM0UIIWUIdQXUkFgsxty5c/MclKzrKHbtoNi1g2LXDn2OvTj5+vqib9++CAgIQExMDKpUqYLg4GCEhYVhy5Yt2g6vVNB7QTvoumsHXXft0JXrzrGyUtOWEEII0UGZmZmYPXs2duzYgYSEBNStWxc//fQTOnUqG2WICSGE5KDEihBCCCGEEEKKiMZYEUIIIYQQQkgRUWJFCCGEEEIIIUVEiRUhhBBCCCGEFBElVoQQQgqNhucSQggpDQqFQtshFBglVkTr6AaNlDdJSUnaDkFju3fvBgBwHKflSIguoc/x0pGZmanyM113Upa9ePECcrkcAoH+pCv6E2kJunv3Lt6+fatys6MvH1bp6enaDkFjr169Qnp6utoXhT64f/8+Xrx4gYiICH6ZvrxnAODQoUMYN24cXr16BUC/ngbt3LkTZmZmuHLlirZDKbQDBw6gY8eOWLVqFcLCwrQdTqHs2rULHh4e+PLLL3H58mVth0O06NSpU5gxYwY2bNiAq1evAqBEu6Q9evQIffv2xYABA/DNN9/gxo0bAOi6l7Tdu3fjm2++wdKlS1U+9/Tp+14fbd++HZ6enujYsSNq1qyJ+fPn680DyXKdWD158gTNmzdHu3btUK9ePTRq1Aj79++HTCYDx3E6/Yfz7NkzNGjQAF9//bW2Qym0Bw8ewM/PD927d4e7uztat26NK1eu6PT1Vnrw4AE6dOiAbt26oUGDBqhXrx5+/vln/j2jD06dOoVevXph+/bt+PPPPwFAL54G3b17F76+vhgxYgT8/Pxgbm6u7ZAK7N27d/Dz88OQIUNgaGgIExMTmJiYaDusAlFe96FDh8LMzAxGRkaQSqXaDotoQVJSEvr374/u3bvj6NGj+OGHH9CpUyf8/PPPiI+PB0A3nMVJeS23b9+OJk2aIDIyEtnZ2di5cyc6dOiA5cuXaznCsuv9+/fo3LkzRo4ciZs3b2Lp0qVo3749AgMDkZiYqPP3iPrs119/xdixY9G2bVt8/fXX8Pb2RmBgIMaNG4fQ0FAAOv4wmJVT79+/Z/Xr12dNmzZlv/32G/vtt99Y48aNmaWlJZs7dy5jjDGFQqHdIPOgUCjYvn37mKenJ+M4jnEcx86fP6/tsApEJpOxn3/+mdnZ2bFWrVqxOXPmsHHjxjFXV1dWvXp1nT6PrKwstnDhQmZpaclatWrF1q5dy3bu3Mlat27NzM3N2YEDB7Qd4mcp38+3b99mNjY2zNjYmPn6+rJ79+4xxhiTy+XaDC9f6enpbPjw4YzjONaqVSt26NAh9v79e22HVShz585lNWrUYCEhIezt27faDqdAkpKS2JAhQxjHcax169bs0KFD7OjRo8zIyIgtX76cMZbzN03Kjz179jArKyu2adMm9vbtW/bkyRM2ZMgQJhaL2Q8//KDt8Mqsli1bss6dO7OwsDDGGGOvX79mgwYNYhzHsZ07dzKpVKrlCMue4OBgZm1tzUJCQti7d+9YXFwcGzZsGDMzM2Pjxo3TdnhlVmpqKmvatClr3749i4qK4pcvXbqUmZubswEDBmgxuoIpt4nVrl27mIGBAdu3bx+/LCIigvXv359xHMdOnz6txejyFxoaymrXrs1sbGzYggULWM2aNVnjxo1Zdna2tkP7rOPHj7PKlSuzESNGsKdPn/LLr1y5wjiOY9OnT9fZ8zh69Cjz9vZmkydPZs+fP+dvKF+8eME4jmPLli3TyUQ8L/v27WMdO3ZkGzduZBzHsZkzZ/Lno2vnIJPJ2MKFCxnHcWzUqFEsNjY23/eIrsWu9PbtW1ahQgU2ceJEteW56VL8aWlprGrVqqxy5cpsw4YN7M2bN4wxxl69esWsrKxY7969dTYRJyXniy++YDVr1lRb3rNnT2Zpacl27drFGKOEuzjduXOHSSQStnLlSpXlb968Ye3atWNVqlRhly9f1lJ0ZVerVq1Y48aNVZalpaWxYcOGMY7j2NGjRxljuvW5XRbEx8czW1tbtmDBAsaY6mfJN998w4yMjNiWLVsYY7r7MFj3+/+UkDdv3sDU1BS9evUCAGRnZ8PZ2RnTpk2Dj48PJk+ejJiYGC1Hqc7AwABffPEFzpw5g1mzZuHbb7/F9evXERwcrO3QPuvx48cQi8VYsmQJqlWrBgDIyspC06ZN4evrizt37sDAwEAnm9ctLCwwaNAgzJw5E1WrVoVQKASQ0+/dzs4Obm5uOt81QBmbq6srrl+/jjFjxqBdu3bYunUrzp07p+Xo8iYUCtGpUyc0bdoUly5dgq2tLQwMDHD48GEMGzYM06dPx9atW5GVlaWzXTHDwsKQkpKC8ePHA8jp1lOrVi107twZvXr1ws6dOwHozlgJhUIBExMTBAcH4/Dhwxg5ciQqVqwIAHB3d0eVKlUQHx+P7OxsnX6/k+IllUqRlZUFS0tLfllWVhYAYNasWXB3d0dAQABkMhn/+UiKzsHBAVlZWTA1NQUAvhtuxYoVsXz5ckRGRmLbtm348OGDNsMsMxQKBaRSKYyMjGBgYMAvl8lkMDExwYQJE+Dt7Y2JEyeCMaYzn9v66OjRo/D29lYZu5acnAyO4xAVFQWpVAqhUAi5XA4AGD9+PLy8vBAYGIjMzEzdHcKg1bSuFCgz2o+fKqxatYqZmZmxc+fOMcaYyhP73bt3M7FYzBYtWpTnvqUlv9gzMzP5/3/27Bnr2LEjc3FxYR8+fCjV+D4ld+y543/27JnKesZyrn3r1q1Z8+bNWUZGRukGmof8rvvHLl26xGrXrs3Mzc1ZYGAge/jwIUtISFA5hjZ8Lv59+/axKlWqMMYYu3v3LuM4jg0dOpTFx8d/cr/SkF/syta1H374gXXs2JFxHMeqVKnCzMzMGMdxrHfv3uzRo0cqxyht+cV+69YtZmBgwA4ePMh+++03JhAImL+/Pxs6dCizt7dnHMexrVu3aiHi/xTkPa9QKJhcLmfffvsts7Cw4N/r9MS2bImPj2fPnz/nPw9y69u3L/P09OQ/x3NbtWoVMzIyYgsXLmSM6e7TZH2TnJzM6tWrx9q0acMvy/03N3XqVGZmZsbOnDmjjfD02pMnT9ikSZPYhAkT2KxZs9jz58/5dT179mTVqlVjDx8+ZIypvp83bdrEOI5jq1atUltHCub169fMzc2NcRzHevXqpbKudevWrFGjRiwiIkJtvzVr1jAzMzO2ZMkSxphufv+U2cRKOSZm8+bNKsuVv4RTp04xsVjMAgMD+WXKP47o6GjWr18/Zmdnp5W+y/nFnp/du3czY2NjNm3atBKO7PMKG7sy8apfvz7r378/v0wbChK78j0yffp0xnEca9OmDRs6dCgbOXIks7S01Gr/38/Fr7yuN27cYGZmZuzdu3eMMcZGjhzJxGIx+/333xljOd0dStvn/l7fvHnD/P39GcdxrG3btuz48ePszZs3LDIykv30009MIBCwvn37lnrcjH3+ut+6dYvZ2tqywYMHs3r16rHZs2ezlJQUxhhjDx48YJ06dWI2NjbsyZMnpRk2Y6zwf6+MMTZ79mzGcRw7fPhwCUZGtGHmzJmsWrVqzNHRkRkaGrIZM2aoJFFHjx7lx/UoKR9KhoeHs+bNm7N69eqx2NjYUo+9LJs6dSpzcHBgJ0+eZIypdo96+fIls7W1ZVOmTGGM6eaNpq6RSqVsypQpzNjYmDVs2JBVrVqVcRzHKleuzPbu3csYy3kAyXEc++233/jvfeV1DwsLY+3atWPu7u40vk1DSUlJzNLSktWqVYu5uLiw//3vf/y67du3M6FQqDJUR3nt3759y+rVq8dat27NP9zTNWUysbp48SKrVasW4ziOdezYkT1+/Jgxpv6B4+3tzerXr88/kci9PiQkhBkYGLANGzbkua+2Y8+9LCYmho0YMYIZGRnxT+218eFamNhzCw8PZ6ampmzx4sWMMe30zy9o7MqfDx48yHbv3s0+fPjALwsICGACgYAFBQUxxkr3KVZhrv2ePXuYp6cnXwAiOTmZmZiYsDZt2rDhw4ezr776ik+6dCn2kJAQNmzYMHblyhW1dYMGDWIWFhb8zb6u/b02a9aMCQQCZmtry65evaqy7uTJk8za2ppNmjSJMVZ675vC/r0q47p06RLjOI7t2bPnk9sT/fHgwQPWqlUr5uLiwmbOnMkWLVrERowYwTiOYyNHjuTHNYaHhzMfHx/WrFkzlZsa5XsgMDCQmZmZ8QkAKR7v379n1tbWbODAgfz3o/LvMSUlhQ0aNIi5urpqM0S9kZKSwmbOnMkqV67Mli5dyp49e8bkcjk7c+YMc3JyYi1atGDp6elMJpOxevXqsRYtWvBFQ3KbN28es7S05MdakYJTKBQsPDyctW7dmi1cuJBVq1aN+fj4sNTUVMZYzth1Hx8f5uvrq/KQRvmeHz9+PHN0dGSvXr3SSvyfU+YSq2vXrrHq1auzSpUqsb59+zKO49jSpUtVBrwrP5gOHTrEOI5jCxYs4LugKdc9e/aMubi4sNGjR5fajU5BYs/PmTNnmLOzs1qTamkpSuwXL15kHMexEydOlEKk6goT+6duIl+8eMGqVKnC6tWrp9Jds6QVNH5l7JcuXWImJiYsPDycX/fll18yoVDIRCIRmzt3Lv8BpwuxK+NOSkpiMTExKvsrt/v7778Zx3EqLdC6ELvy8+T48eN8FU9ly5TySWdMTAzr3Lkzc3V1LbX3TVH+Xh89esSsrKzYhAkTGGOUWOm7hIQENmzYMFalShV24MABlRbrHj16MDs7O3bp0iXGWM7f26+//soEAgH7v//7P/79nZWVxRjL+d7kOI6vkkpdpIrP/PnzmZ2dHT9wP/cDyOnTpzN7e3sWGhqqrfD0xuvXr5m7uzsbM2YMS0xMVFk3ZswYZmdnx27dusUYy2k54TiOrVy5kv+7UH5u3717lwkEAnbw4EHGGH0OFlZMTAwzMjJiT548YUuWLGESiYQvWJGZmcmCg4OZUChkixcv5q+98vtx7969TCQS5dklWReUucTq8ePHTCwW8825LVq0YFWrVmVXrlzJc/uuXbsyJycnduTIEcaY6odVrVq12JAhQxhjpfNHU9jYc8eVmprKd9FR9rW+cOECO3TokMp2uhS70vr165mBgQHfPUomk7HQ0FD+w02XY2dM9eahSZMmrHHjxqWaWH0cf8uWLT8Z/65du1i1atVYYmIiO3fuHGvevDkTCoXM3NycValShb+J0tX3fO7YlNc+NjaWWVpalmp32MLGriyPPGbMGMYYU0li/P39Wc2aNVlSUlLJB86K9p6PiYlhbm5urF27diw5ObmkQyUlLD4+nvn4+PA37Iz9lyidO3dO5TuFsZzqub1792ZOTk7s3LlzKp8T165dY2KxmG3cuLH0TqCcyMzMZLVr12ZVqlRRe1I/btw4Zm9vr7Ndo3SJQqFgmzZtUlmmfL/v2bOHGRgY8A+/EhMTWe/evZmDgwP7448/VPa5ceMG4ziOBQcHl07gZYhcLmeRkZGsWrVq7OLFiyw6Opo1btyYubu788lSdHQ0GzlyJJNIJGz79u38vgqFgn399dfMwcGBhYeH62RCW6YSK2VSlPuptrI1ZOLEifxNS+4b4Tdv3jCJRMIaN27M7ty5wy//+++/mbm5OZs3b55OxZ7Xm0h5Pk+fPmXe3t6sTp06bN68eczV1ZXZ2NiU+Jw/RYmdMca6d+/OmjZtyhjL6WqyY8cOVr9+febt7c3i4uJ0NvaPn8aeOHGCiUQiNnny5BKMWFVh4leew5kzZ5ihoSHr1q0bEwqFrFmzZuzixYtsz549/I1/afQbL85rv379esZxHPv1119LMOL/aPJZEx4ezszNzdVaZ//55x/m4eHBBg8eXCpfEsVx3Xv37s1q1arFUlNTdfKLjRSM8vf55MmTPAuYnDx5khkYGLDdu3er7Pfw4UPm7OzMGjRowL+X379/z6ZNm8acnJzy7DpFiu7atWvM2dmZ1alTh126dIm9ffuW/fXXX8zd3Z1999139LdYQMqHWh8POwgKCmJCoVBlOpjw8HBWoUIFVqtWLXb8+HHGGGORkZFs/PjxzM3NjUVHR5de4GVIfHw8MzEx4R/m/fLLL8za2pqNHDmSMcbYhw8fWHR0NPP19WUWFhbsxx9/ZCdPnmSbN29mlSpV0um5xPQ2sdq1axcbM2YMW7JkCbt48SK/PPcHi/KLYujQoczS0lLtiYPyj2rbtm2sYsWKzN3dnf38889s8+bNrHv37szV1ZU9ePBAJ2PPy5s3b/g5FjiOYz169FDp7qVrsSsUCpaSksIcHR3ZgAED2OnTp9kXX3zBOI5jnTt3zrMijK7Entu7d+/YkSNHWKtWrVjNmjX5MXvFrbjiv3LlCqtbty6rUaMGW7duHQsPD+f/Fpo1a8ZGjRpV7IlVSV376OhodvDgQVa3bl3WqlWrEqmMWZyfNbt27WKOjo7M2tqajRo1ii1atIh16dKFWVlZlUhX2JK47gqFgi1YsIBxHMc/XaQburJF+fs8fPgw4ziOv9HM/Xs+f/48q1y5MuM4jjVr1oy1a9eOicViNnXqVCaVSuk9UULOnj3LKleuzEQiEfPw8GDm5ubM29tbK8VvygrlZ+CkSZOYg4MD34Kl/Nw+ceIE8/b2ZhzHMS8vL9akSRMmEonYvHnzmEwmo/e6Bl69esU8PT357xupVMp69erFbG1tWf/+/Zm3tze7ffs2e/XqFRszZgzjOI5ZWloyIyMj9uWXX5Za7w5N6F1iFR0dzTp16sRMTU2Zt7c3s7KyYmKxmM2dO5dvBv94stOIiAgmkUhY7969+URDLperfUk0a9aMWVhYMBsbG1a3bt1in3SvOGP/2KVLl1jnzp2ZQCBg9evXL3A3Nm3H/vLlS2ZiYsK8vb2ZRCJh1apVK/aysSUV+/nz59moUaOYv78/MzMzY/Xq1WM3b94s1tiLM37lU7qsrCx28eJF9vDhQz6BUu5X3OXuS/Laf/PNN+zLL79kEomEeXt7s3v37uls7Lk/a65cucI6derELC0tmb29Patfv75K0qNrsedl1apVjOM4lapNpOyZMWMGs7KyYgkJCXmOe3z58iULDAxk/fv3Z507d2Z//vmntkItV16+fMlCQkLYnDlzVLpJkaJp0KAB69OnD2NMvTUrNjaWLVmyhI0aNYr1799frQgRKZy4uDgmFotV7rOnTp3KDA0NmVAoZLNmzVLpbfXkyRN27tw5vkCbLtO7xCo4OJhZW1uzkJAQ9u7dOxYXF8eGDRvGzMzM8mwaVH4BLFy4kAkEArZp0yaVm5zc/5+RkcHev39fIjfHJRF7bqdPn2aGhoZs3bp1ehX72bNnGcdxzN7eXu9iP3LkCKtSpQpr3bo1++2330ok9pKKv7SesJXUtd+3bx+TSCTM19e3xLr/leRnjVQqZQkJCez+/ft6EbuSMtGKiopi27ZtK5HYifYpf8+dOnViTZo0KfD2hOirmJgYZmxszFf1ZSznfZ3XfG6k6EJDQ5mnpyc7efIku3r1KmvRogUTCoWsatWqzNzcnB+nqY0q0UWld4lVq1atWOPGjVWWpaWlsaFDhzKO4/jSlx9/0GdlZTEPDw/m6+vLTwIXGhqqMs6gpL8cSjJ2xkr2DVjcsed+EvHLL7/wTe/6FntoaKhevW9evnyp9r4pSSV57e/fv69X7/my8llD3V7Kjk+9D2UyGbO0tGSzZ8/ml8XFxbGzZ8+y9PR0xhi9F0jZoXzIe/78ecZYzsOj7du3Mx8fn1L9ziwvIiIimFgsZl5eXszAwIA1adKEnTx5kl25coXVqlWLOTs7621SqzeJlVwuZ5mZmaxTp06sWbNm/HJl94Tbt2+zBg0asMqVK6t92H9cXn369Ols69atzNvbm02cOLHEJ0Sl2POOvaQripVk7KVRjrwk41feGOlj7CV97envVTuxk9KjUChUkqqDBw+yGzduqGxz584dviJgRkYGu3r1Kj+3lXJ+R0L0nfJzcOnSpczS0pI9f/6cnTt3jvXq1YuJRCLWsGFDlfkqSfGQyWTsq6++YlWqVGFr165lb9++5b+DZs+ezYYMGcKSkpL08rrrZGL15MkTNmnSJDZhwgQ2a9Ys/skpY4z17NmTVatWjS8QkPvLYdOmTYzjOLZq1SrGmHoLTnZ2NvPx8WFCoZBxHMccHR35Ki8UO8Wurdj1PX6KnWIn+iP37/vRo0esXbt2jOM4tmjRIpWbmDVr1jChUMj27dvHFixYwGxsbJiDgwP7/ffftRE2ISWqd+/ezMPDg40aNYqZmZmxqlWr0kTXJSwiIoI9evRIbXqagsynqMt0KrGSSqVsypQpzNjYmDVs2JBVrVqVcRzHKleuzM+3sm/fPsZxHPvtt9/4mwXlF0VYWBhr164dc3d3VxuUf+fOHTZr1iwmkUiYmZkZW716NcVOsWs1dn2Pn2Kn2In+yJ1QpaSksNGjRzOO41ijRo34sXiM/ZeEjx07lpmamrLKlSszAwMDNmvWLK3ETUhJy8jIYF5eXozjOGZubs4/dCJEEzqTWKWkpLCZM2eyypUrs6VLl7Jnz54xuVzOTp8+zZycnFiLFi1Yeno6k8lkrF69eqxly5Z5zpURGBjILC0t+TEEjOXcNIwfP55xHMeGDh3KT0RLsVPs2opd3+On2Cl2oh9yz2HHWE5FRzMzM+bs7MyWLVvGXrx4kedYq2bNmjGO49jgwYNpjAkp86ZNm8amT5+u1npCSGHpTGL1+vVr5u7uzsaMGcMSExNV1o0ZM4bZ2dmxW7duMcYY2759O+M4jq1cuZLv96988nr37l0mEAjYwYMHGWP/NSneuHGDPX78mGKn2HUidn2Pn2Kn2Il+OX78OKtevTozMjJi48aNYzdu3MhzegVly9b169f59xIhZR1VtiTFRWcSK4VCwTZt2qSyTFkpbs+ePczAwICfAC8xMZH17t2bOTg4qE1meePGDcZxHAsODi6dwBnFzhjFrgl9jp9ip9iJfpDL5ezHH39kHMex7t27s7/++oufy4wQQkjx0pnEirH/npp+PJg6KCiICYVCfvZ3xhgLDw9nFSpUYLVq1eIHVkdGRrLx48czNzc3Fh0dXXqBM4qdYteMPsdPsVPsRD+cO3eOBQcHs4iICG2HQgghZZpOJVYfUzbNTpo0iTk4OPBPZpU3FCdOnGDe3t6M4zjm5eXFmjRpwkQiEZs3bx6TyWRaLdNIsVPsmtDn+Cl2ip3opo/HWdHvnBBCSgbHGGPQcQ0bNkSlSpWwb98+yOVyCIVCft2HDx+wZcsWhIaGIjk5GZMmTUKTJk20GK0qil079Dl2QL/jp9i1Q59jJ4QQQsoEbWd2nxMTE8OMjY1ZUFAQv0wul+vFjMwUu3boc+yM6Xf8FLt26HPshBBCSFkh0HZi9zmPHj1CZmYmfHx8AADR0dH4/fff0alTJ8TGxmo5uk+j2LVDn2MH9Dt+il079Dl2QgghpKzQ2cSK/dtD8ebNm7CwsICTkxPOnz+PcePGYcSIEWCMQSAQ8NvpEopdO/Q5dkC/46fYtUOfYyeEEELKGgNtB5AfjuMAANevX4eNjQ2CgoKwa9cuODg44OjRo+jQoYOWI8wfxa4d+hw7oN/xU+zaoc+xE0IIIWVO6fU6LLyMjAzm5eXFOI5j5ubmbNWqVdoOqcAodu3Q59gZ0+/4KXbt0OfYCSGEkLJE56sCTp8+HRzHYd68eRCLxdoOp1Aodu3Q59gB/Y6fYtcOfY6dEEIIKSt0PrFSKBQQCHR2KNgnUezaoc+xA/odP8WuHfocOyGEEFJW6HxiRQghhBBCCCG6jh5xEkIIIYQQQkgRUWJFCCGEEEIIIUVEiRUhhBBCCCGEFBElVoQQQgghembbtm3gOA5hYWEa7T9s2DBUqlSpWGMqTUU9/7yEhYWB4zhs27at2I5ZWF27dsWoUaOK7XgDBgxAv379iu145NMosSKEEEJIubF+/XpwHAdfX19th0K05Pfff8fq1au1HYaaK1eu4OTJk5g+fTq/LDExEYMGDYKVlRUqV66MLVu2qO1369YtmJiY4PXr12rrpk+fjv379+P+/fslGjvJQYkVIYQQQsqNkJAQVKpUCTdu3MDLly+1HQ7RgvwSKzc3N2RkZOCrr74q/aAABAUFoV27dqhSpQq/bMqUKTh//jzmzZuHbt26YdSoUbh69Sq/njGGiRMnYvLkyXB3d1c7Zv369dGwYUOsWLGiVM6hvKPEihBCCCHlwuvXr3H16lWsXLkSdnZ2CAkJ0XZI5U5aWpq2Q8gXx3EwMjKCUCgs9deOiYnB0aNH1brt/fnnn1i8eDEmTpyIn3/+GS1btsSRI0f49SEhIXjz5g1mzpyZ77H79euHAwcOIDU1tcTiJzkosSKEEEJIuRASEgIrKyv4+fnB398/z8RKOc5m+fLl2LRpEzw8PCAWi+Hj44ObN2+qbDts2DBIJBJERkaiZ8+ekEgksLOzw5QpUyCXy/ntzp8/D47jcP78+TxfK/eYngcPHmDYsGGoXLkyjIyM4ODggBEjRiAuLk7j8/7jjz9Qu3ZtGBkZoXbt2jh48GCe2ykUCqxevRq1atWCkZERKlSogDFjxiAhIUFtu8DAQDg5OcHExARt2rTB48ePUalSJQwbNozfTjkO6sKFCxg3bhzs7e3h4uICAHjz5g3GjRuHatWqwdjYGDY2Nujbt2+eY6b++ecftG3bFsbGxnBxccGCBQugUCjUtjt06BD8/Pzg5OQEsVgMDw8P/PTTTyq/i9atW+Po0aN48+YNOI4Dx3H8WLP8xlidPXsWLVq0gKmpKSwtLdGjRw88efJEZZvAwEBwHIeXL19i2LBhsLS0hIWFBYYPH4709PT8fjW8o0ePQiaToX379irLMzIyYGVlxf9sbW3NHy8tLQ0zZszA4sWLIZFI8j12hw4dkJaWhlOnTn02DlI0BtoOgBDyn23btmH48OH8z2KxGNbW1qhTpw78/PwwfPhwmJmZFfq4V69excmTJzF58mRYWloWY8SEEKI/QkJC0Lt3bxgaGuLLL7/Ehg0bcPPmTfj4+Kht+/vvvyMlJQVjxowBx3FYtmwZevfujVevXkEkEvHbyeVydOrUCb6+vli+fDlOnz6NFStWwMPDA2PHji10jKdOncKrV68wfPhwODg44J9//sGmTZvwzz//4O+//wbHcYU63smTJ9GnTx/UrFkTixcvRlxcHIYPH84nOLmNGTOG/x6aOHEiXr9+jXXr1uHu3bu4cuUKf94BAQFYtmwZunfvjk6dOuH+/fvo1KkTMjMz84xh3LhxsLOzw5w5c/gWq5s3b+Lq1asYMGAAXFxcEBYWhg0bNqB169Z4/PgxTExMAADR0dFo06YNZDIZZsyYAVNTU2zatAnGxsZqr7Nt2zZIJBJ8//33kEgkOHv2LObMmYPk5GQEBQUBAGbNmoWkpCRERERg1apVAPDJpOT06dPo0qULKleujMDAQGRkZGDt2rVo1qwZ7ty5o1YApF+/fnB3d8fixYtx584dbN68Gfb29li6dOknf09Xr16FjY0N3NzcVJb7+Phg5cqVqF69Ol69eoXjx4/j119/BQAsWrQIzs7On+26WLNmTRgbG+PKlSvo1avXJ7clRcQIITpj69atDACbP38+2759O/vtt9/YokWLWMeOHRnHcczNzY3dv3+/0McNCgpiANjr16+LP2hCCNEDt27dYgDYqVOnGGOMKRQK5uLiwiZNmqSy3evXrxkAZmNjw+Lj4/nlhw4dYgDYkSNH+GVDhw7lP7Nzq1+/PmvQoAH/87lz5xgAdu7cuTxfa+vWrfyy9PR0tdh37tzJALCLFy/yy5TfF5/7XPfy8mKOjo4sMTGRX3by5EkGgLm5ufHLLl26xACwkJAQlf2PHz+usjw6OpoZGBiwnj17qmwXGBjIALChQ4eqxdi8eXMmk8lUts/rPK9du8YAsP/973/8ssmTJzMA7Pr16/yymJgYZmFhoXb+eR1zzJgxzMTEhGVmZvLL/Pz8VM5dKa/fh5eXF7O3t2dxcXH8svv37zOBQMCGDBnCL5s7dy4DwEaMGKFyzF69ejEbGxu11/pY8+bNVd4zSg8ePGAuLi4MAAPA+vTpw+RyOXv16hUzNjZm165d++yxGWPM09OTdenSpUDbEs1RV0BCdFCXLl0wePBgDB8+HAEBAThx4gROnz6NmJgYfPHFF8jIyNB2iIQQoldCQkJQoUIFtGnTBkDOeJr+/ftj165dKl3FlPr376/SBatFixYAgFevXqlt+80336j83KJFizy3K4jcLTGZmZn48OEDGjduDAC4c+dOoY4VFRWFe/fuYejQobCwsOCXd+jQATVr1lTZdu/evbCwsECHDh3wlb8DkgAAC0hJREFU4cMH/l+DBg0gkUhw7tw5AMCZM2cgk8kwbtw4lf0nTJiQbxyjRo1SG7eU+zyzs7MRFxeHKlWqwNLSUuU8jx07hsaNG6NRo0b8Mjs7OwwaNEjtdXIfMyUlBR8+fECLFi2Qnp6Op0+f5htffpTXb9iwYbC2tuaX161bFx06dMCxY8fU9snrvRAXF4fk5ORPvlZcXJzK+02pTp06ePHiBW7evIkXL15g3759EAgE+OGHH9CnTx80btwYBw4cQL169eDu7o758+eDMaZ2HCsrK3z48KGgp040RIkVIXqibdu2mD17Nt68eYMdO3YAKFhf/MDAQEydOhUA4O7uzvcpz92PfceOHWjQoAGMjY1hbW2NAQMGIDw8vFTPjxBCSopcLseuXbvQpk0bvH79Gi9fvsTLly/h6+uL9+/f48yZM2r7VKxYUeVn5U3vx+ONjIyMYGdnp7btx9sVVHx8PCZNmoQKFSrA2NgYdnZ2fLW3pKSkQh3rzZs3AICqVauqratWrZrKzy9evEBSUhLs7e1hZ2en8i81NRUxMTEqx8xduQ7IGfuTV2IAIM9qdRkZGZgzZw5cXV0hFotha2sLOzs7JCYmqpznmzdvChQ/kDMWq1evXrCwsIC5uTns7OwwePBgAIW/dsrXzu+1atSogQ8fPqgV4yjo+yYveSVEQM57rGHDhvw1P3v2LE6ePIklS5bg2bNnGDBgACZPnozffvsN69evz3MeLsZYobuRksKjMVaE6JGvvvoKM2fOxMmTJzFq1KgC9cXv3bs3nj9/jp07d2LVqlWwtbUFAP5GYOHChZg9ezb69euHr7/+GrGxsVi7di1atmyJu3fv0pgsQojeO3v2LKKiorBr1y7s2rVLbX1ISAg6duyosiy/ynAf3/wWpIJcfje0ebWU9evXD1evXsXUqVPh5eUFiUQChUKBzp0751mwobgoFArY29vnWynx4+SxMPIaDzVhwgRs3boVkydPRpMmTWBhYQGO4zBgwACNzjMxMRGtWrWCubk55s+fDw8PDxgZGeHOnTuYPn16iV673Ar6vvmYjY1NgZIvuVyOSZMmYcaMGXB2dsZPP/2Epk2b8uOzx4wZg5CQEJXx2kBOYpdXgkqKFyVWhOgRFxcXWFhYIDQ0FEDOgOAffvhBZZvGjRvjyy+/xOXLl9GiRQvUrVsX3t7e2LlzJ3r27Kky0PbNmzeYO3cuFixYoFKqtXfv3qhfvz7Wr1//yRKuhBCiD0JCQmBvb4//+7//U1t34MABHDx4EBs3bswzASgOylaLxMREleXKFhGlhIQEnDlzBvPmzcOcOXP45S9evNDodZWFEPLa/9mzZyo/e3h44PTp02jWrNknr4PymC9fvlRpiYqLiytUK92+ffswdOhQlfmVMjMz1a6Rm5tbgeI/f/484uLicODAAbRs2ZJfntekuQVtuVGe68evBQBPnz6Fra0tTE1NC3Ssz6levTr279//2e02bNiAlJQUTJkyBQDw7t07ODk58eudnJwQGRmpso9MJkN4eDi++OKLYomV5I+6AhKiZyQSCVJSUgAUvS/+gQMHoFAo0K9fP5U+9Q4ODqhatSrfp54QQvRVRkYGDhw4gG7dusHf31/t3/jx45GSkoLDhw+XWAxubm4QCoW4ePGiyvL169er/Kxs7fi4dSOvyWwLwtHREV5eXggODlbpCnfq1Ck8fvxYZdt+/fpBLpfjp59+UjuOTCbjE5527drBwMAAGzZsUNlm3bp1hYpNKBSqnefatWvVWvG6du2Kv//+Gzdu3OCXxcbGqrWs5XXtsrKy1K4xAJiamhaoa2Du65c74Xv06BFOnjyJrl27fvYYBdWkSRMkJCR8cmxefHw85s6di6CgIBgZGQEAKlSooDJ+7MmTJ3BwcFDZ7/Hjx8jMzETTpk2LLV6SN2qxIkTPpKamwt7eHkDOh+y8efOwa9cuvv+7UkG+NF68eAHGWL7dA3KXFCaEEH10+PBhpKSk5Pu0vnHjxvxkwf379y+RGCwsLNC3b1+sXbsWHMfBw8MDf/75p9rntrm5OVq2bIlly5YhOzsbzs7OOHnyZJ6tLgW1ePFi+Pn5oXnz5hgxYgTi4+Oxdu1a1KpVS2XC2FatWmHMmDFYvHgx7t27h44dO0IkEuHFixfYu3cv1qxZA39/f1SoUAGTJk3CihUr8MUXX6Bz5864f/8+/vrrL9ja2ha4Nahbt27Yvn07LCwsULNmTVy7dg2nT5+GjY2NynbTpk3D9u3b0blzZ0yaNIkvt+7m5oYHDx7w2zVt2hRWVlYYOnQoJk6cCI7jsH379jy74DVo0AC7d+/G999/Dx8fH0gkEnTv3j3POIOCgtClSxc0adIEI0eO5MutW1hYIDAwsEDnWhB+fn4wMDDA6dOnMXr06Dy3mT17NurUqYO+ffvyy/r06YP58+dj7NixcHNzwy+//IKVK1eq7Hfq1CmYmJigQ4cOxRYvyRslVoTokYiICCQlJfEDWIvaF1+hUIDjOPz111959gv/1NwehBCiD0JCQmBkZJTvTaVAIICfnx9CQkKKNAnv56xduxbZ2dnYuHEjxGIx+vXrh6CgINSuXVtlu99//x0TJkzA//3f/4Exho4dO+Kvv/5S6e5VGJ07d8bevXvx448/IiAgAB4eHti6dSsOHTqkNmHxxo0b0aBBA/zyyy+YOXMmDAwMUKlSJQwePBjNmjXjt1u6dClMTEzw66+/4vTp02jSpAlOnjyJ5s2b8y0pn7NmzRoIhUKEhIQgMzMTzZo1w+nTp9GpUyeV7RwdHXHu3DlMmDABS5YsgY2NDb755hs4OTlh5MiR/HY2Njb4888/8cMPP+DHH3+ElZUVBg8ejHbt2qkdc9y4cbh37x62bt2KVatWwc3NLd/Eqn379jh+/Djmzp2LOXPmQCQSoVWrVli6dGmeRTk0VaFCBXTt2hV79uzJM7F6+PAhNm/ejOvXr6ssr1OnDrZu3YrAwECkpKRg3Lhxavvv3bsXvXv31mgeTFJIWirzTgjJg3LOj5s3b+a5ftGiRQwA27x5M4uPj2cA2Lx581S2ef78OQPA5s6dyy9bvnx5nvOdLFu2jAFgz549K+5TIYQQUo4kJCQwAGzBggXaDkVvXbx4kQkEAvb8+fNiO+bdu3cZx3Hs7t27xXZMkj8aY0WInjh79ix++uknuLu7Y9CgQYXqi68cXPvxoODevXtDKBRi3rx5asdhjJXo01tCCCH6Ka+5FJXfPa1bty7dYMqQFi1aoGPHjli2bFmxHXPJkiXw9/eHl5dXsR2T5I+6AhKig/766y88ffoUMpkM79+/x9mzZ3Hq1Cm4ubnh8OHDMDIygpGRUYH74jdo0AAAMGvWLAwYMAAikQjdu3eHh4cHFixYgICAAISFhaFnz54wMzPD69evcfDgQYwePZqvPEQIIYQAwO7du7Ft2zZ07doVEokEly9fxs6dO9GxY0eVLoOk8P76669iPV5e0wuQkkOJFSE6SFlm19DQENbW1qhTpw5Wr16N4cOHq/SRLmhffB8fH/z000/YuHEjjh8/DoVCgdevX8PU1BQzZsyAp6cnVq1ahXnz5gEAXF1d0bFjRyrNSgghRE3dunVhYGCAZcuWITk5mS9osWDBAm2HRohWcezj/j+EEEIIIYQQQgqFxlgRQgghhBBCSBFRYkUIIYQQQgghRUSJFSGEEEIIIYQUESVWhBBCCCGEEFJElFgRQgghhBBCSBFRYkUIIYQQQgghRUSJFSGEEEIIIYQUESVWhBBCCCGEEFJElFgRQgghhBBCSBFRYkUIIYQQQgghRUSJFSGEEEIIIYQUESVWhBBCCCGEEFJElFgRQgghhBBCSBH9P1ee0wdmC+IBAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ta_stuck_filter.sensor_analysis()\n", + "\n", + "# Visualize the results\n", + "ta_stuck_filter.plot_degradation_summary('sensor', summary_title='Sensor-based degradation results',\n", + " scatter_ymin=0.5, scatter_ymax=1.1,\n", + " hist_xmin=-30, hist_xmax=45);\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using aggregated filters\n", + "\n", + "RdTools 3 introduces a filtering step after aggregation. These filters can be manipulated through the `.filter_params_aggregated` attribute| of the TrendAnalysis object. With each key being the name of an aggregated filter and it's value a dict of parameters to pass to the filtering fucntion. By default, TrendAnalysis uses the `two_way_window_filter`" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'two_way_window_filter': {}, 'ad_hoc_filter': None}" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ta.filter_params_aggregated" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The aggregated filters can be manipulated following the same API as in the first filtering step. To see which points were removed by the two_way_window filter, we can remove that key from `.filter_params_aggregated` and re-run the degradation analysis. " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "aggregated_performance_original = ta.sensor_aggregated_performance.copy()\n", + "ta.filter_params_aggregated.pop('two_way_window_filter')\n", + "ta.sensor_analysis()\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(ta.sensor_aggregated_performance.index, ta.sensor_aggregated_performance, 'o')\n", + "ax.plot(aggregated_performance_original.index, aggregated_performance_original, 'o')\n", + "ax.set_ylabel('normalized daily\\nperformance')\n", + "fig.autofmt_xdate()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The result without the aggregated filtering step can be visualized as before" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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9P//5Dz/4wQ/4xz/+wRlnnMGCBQvo7e1F13W8Xu8eF3AXFhbmXJ6aIKuqml72pz/9iTFjxvDYY49xxx13cMcdd2CxWDjllFO466670hPDQCAAMKhjWmq53+/P+qyioiLj59WrV2ed06hRo7KE1bBhw3IeK7W/1JgA7r33Xq688kqKioo48cQTGTlyJC6XC0EQePHFF1mzZk2GycAvfvELSktLeeCBB7jvvvu45557EASBWbNmceedd3LYYYcBhjgAePvtt3n77bdzjgcgHA5njGl3Yx8qgUAg3fNsKPtKjXfLli27fG5S493dmCVJStcH5mKw8/H7/cyYMYPGxkYOP/xwLrjgAoqLi7FYLPj9fu69996M+7E3102WZY477jiWL1/O5MmT+c53vkNZWVn6Wt188827NPgYKkN59nfs2IHf788QVnvyPRwKu7rfzz777C63Td1vSZJ47733uOWWW3juuef41a9+BUB+fj4XXnght99+e/qlyxfFmWeeyauvvspdd93Fo48+ykMPPQTAoYceyu23386JJ574hY7HxMRk/2MKKxMTky8ESZI499xzWbduHbfeeivvvfceCxYsSE/QDj744PQb88/r+FdeeSVXXnklXV1dfPDBB/zzn//k2Wef5bPPPuOzzz7Dbrenx9PR0ZFzPylXwFyOh/1d18BwXuvvCDYYnZ2dOZenxpA6lqIo3HTTTVRUVPDJJ59kTYBTb/UHcsEFF3DBBRfg9/tZtmwZL7zwAo8++ignn3wymzZtoqysLH2Me++9lyuuuGK3Y06tv7uxDxWPx4PP58tpIJFrX6njn3HGGTz//PNDOkYqutnZ2cmYMWMyPlNVlZ6enkH7Og28tyn+9re/0djYyI033pgVSfnwww+59957c457T67bSy+9xPLly7nooouyHC/b29v3m6Nc/2c/VxRyV8/+/iTXtU4d86WXXhpyD7yioiL+9Kc/8ac//YmtW7fy/vvv89BDD3H//ffj9/vTpiKpaPHAyG8Kv98/qHjcU+bPn8/8+fOJRCJ8/PHHvPrqqzz44IN8+9vf5tNPP2XixIn75TgmJiYHBtNu3cTE5AslPz8fIJ3G5Ha7mTRpEp999hk+n+8LGUN5eTlnnnkm//73vznuuONoaGhg/fr1gCHwwLBPHoiiKCxZsgSAQw45ZL+N54MPPshpy50aQ2pM3d3d+P1+Zs6cmSWqwuHwboVpYWEhp5xyCo888ggXXXQRPp+PxYsXA0YqHJA+v92Rn5/P2LFjaW1tpaGhYdCxD5VDDjkETdP44IMPhrSvgw46KO0cKcvykI6Ruo65jvHRRx8NOrHeFVu3bgUMJ7uB5Erp6z+GXJGcXOeaOsaZZ545pGMA6TTDPYkW7erZ37p1Ky0tLdTU1Ow3kbEn7OnzOZCxY8dyySWX8P777+N2u3nppZfSnxUVFQHQ3Nyctd3WrVszIsa7Q5KkIV3zvLw8jjvuOO6++26uv/56kskkb7zxxpCPY2Ji8uXEFFYmJib7lWeeeYa33347p1Do6OjgkUceAeDYY49NL//FL35BMpnkBz/4Qc4Uu97e3n2KZiUSCZYuXZq1XJbltJhzuVwALFiwgOLiYp555hk++uijjPXvueceGhsbOeGEE7Lqq/aFLVu2ZPWUeumll3j//fcZO3Zs2m69vLwcl8vFqlWrMlLcZFnmZz/7Gd3d3Vn7XrhwYc5eQl1dXcDO8z7ssMM45phjeP7553n00UdzjnPdunXp7QAuvvhiNE3jV7/6Vcb9bmxs5L777hvq6af3BYYtfv++TD6fL2cNlcVi4ac//Snt7e1cccUVxGKxrHXa29szentdcMEFANx2220Zk+VkMsn111+/R+NNkbIyHyhGPv30U26//fas9auqqjjxxBNpbGzk/vvvz/gsdc+Heoxt27alU9wGkkpr3LFjxxDOwuAHP/gBALfeemu6pg4McXb11VejaRqXXHLJkPe3Pzn99NOpra3lL3/5C6+//nrOdT788EOi0ShgPIPbtm3LWqe3t5dEIoHT6UwvO+iggygoKOCll17KeL5jsdiQorf9KSkpwev15nweFy9enFO8p6KXqe+iiYnJVxczFdDExGS/8vHHH3PvvfdSUVHB0Ucfne731NjYyGuvvUYsFuP000/n7LPPTm/zgx/8gFWrVvHAAw9QW1vLySefzMiRI/H5fDQ2NrJ48WIuvvhi/vrXv+7VmGKxGEcffTRjx47l0EMPZdSoUcTjcd5++202btzIaaedxoQJEwAjgvboo49yzjnnMGvWLM455xxGjhzJqlWreOutt6ioqEjXRuwv5s6dy1VXXcUbb7zBtGnT0n2sHA4Hjz76aDpVSRRFrrjiCu644w6mTJnC6aefTjKZZOHChfh8PubMmcPChQsz9n3GGWfgdrs58sgjGT16NLqus2TJElasWMGhhx7KCSeckF736aef5rjjjuOSSy7hvvvu44gjjqCwsJCWlhbWrl3L+vXr+fDDD9N9ha666ipefPFF/vOf/3DIIYdw8skn4/f70w1mX3755SFfg+9973v861//4uWXX2by5MmcfvrpyLLMc889x4wZM3JGxW644QbWrFnDX//6V1555RWOO+44RowYQVdXF1u2bGHp0qXcdttt6fSqWbNmcfnll/Pwww8zadIkzjrrLKxWK6+88goej4fhw4fnNBHZFRdccAF33nknV155JQsXLmTcuHFs2bKFV199lTPPPDNn8+m//OUvfOtb3+LKK6/krbfeSt/zF154gVNPPZVXXnklY/1TTz2VsWPHcvfdd7Nu3ToOPvhgduzYwauvvsr8+fNziqc5c+YgiiLXXXcd69evT0dlfvOb3wx6LjNnzuSXv/wl/+///T8mT57M2WefTV5eHm+88Qbr16/n6KOP5pprrtmj67O/sFqtPP/885x88snMnz+fmTNnMn36dFwuF83NzaxYsYJt27bR3t6Oy+VizZo1nHnmmcyYMYMJEyYwfPhwvF4vL730ErIsZwhSq9XKz372M373u99x8MEHc8YZZ6AoCm+//TbDhw9n+PDhQx5nqq/b3LlzOfbYY7Hb7UybNo1TTz2VK664gtbWVo466ihGjx6NzWZj1apVvPfee4waNYrvfve7n8elMzEx+SI5oJ6EJiYmXzt27Nih33///fqCBQv08ePH6/n5+brVatUrKir0efPm6U888UROa3Fd1/VXXnlFnz9/vl5WVqZbrVZ92LBh+owZM/Rf//rX+saNGzPWJUdfoxQDraSTyaT+hz/8QZ87d65eXV2t2+12vbS0VD/iiCP0Bx98UE8kEln7WL58ub5gwQK9tLRUt1qtenV1tf6jH/1Ib21t3e3xhkp/m+dly5bpxx9/vJ6fn6+73W79xBNP1JcvX561jSzL+l133aVPmDBBdzgc+rBhw/Tzzz9f3759e85xPPjgg/qCBQv0mpoa3el06kVFRfr06dP1P/zhDzn7YQWDQf22227TDznkED0vL093OBz66NGj9VNOOUV/6KGH9HA4nLF+IBDQf/7zn+vDhw/X7Xa7XldXp//xj3/UGxoa9shuXdeNflI333yzXlNTo9tsNn3UqFH69ddfr8fj8UHvt6Zp+j/+8Q/9uOOO04uKinSr1aoPHz5cP+qoo/TbbrtN37FjR8b6qqrqd999t15XV6fbbDa9srJS/5//+R/d7/frbrdbnzZtWsb6g9lq9+ezzz7TTz31VL2srEx3uVz6IYccoj/yyCN6Y2PjoNdgy5Yt+llnnaV7PB7d5XLpRx55pP7qq68OerwdO3bo5513nj58+HDd4XDoEydO1P/whz/osiwPem2eeOKJdP8x+toepNjVM/vMM8/oRx11lO52u3W73a5PnDhRv/XWWzP6i6XYlb347izfB5KyW98VnZ2d+q9+9St90qRJutPp1PPy8vSxY8fqZ511lv7EE0+krfebm5v16667Tp85c6Y+bNgw3Waz6SNGjNDnzp2rv/7661n71TRNv/322/UxY8akv+/XXHONHolE9shuPRwO6z/60Y/0ESNG6JIkZdz/f/3rX/p3v/tdfezYsXpeXp6en5+vT5o0Sb/++uv1rq6uIV0jExOTLzeCrufIETExMTExMfkGsWXLFsaPH893v/tdnnnmmQM9HBMTExOTryBmjZWJiYmJyTeGjo6OrPq/aDSatsA/44wzDsCoTExMTEy+Dpg1ViYmJiYm3xjuuecennnmGWbPnk1lZSUdHR28++67tLS0MG/ePM4555wDPUQTExMTk68oprAyMTExMfnGcOKJJ7JmzRreeustfD4fFouF8ePHc8UVV3DllVcO2q/KxMTExMRkd5g1ViYmJiYmJiYmJiYmJvuIWWNlYmJiYmJiYmJiYmKyj5jCysTExMTExMTExMTEZB8xhZWJiYmJiYmJiYmJick+YgorExMTExMTExMTExOTfcQUViYmJiYmJiYmJiYmJvuIKaxMTExMTExMTExMTEz2EVNYmZiYmJiYmJiYmJiY7COmsDIxMTExMTExMTExMdlHTGFlYmJiYmJiYmJiYmKyj1gO9AC+jGiaRltbG/n5+QiCcKCHY2JiYvKNQdd1QqEQw4cPRxTNd38pzL9LJiYmJgeOof5tMoVVDtra2qiurj7QwzAxMTH5xtLc3ExVVdWBHsaXBvPvkomJicmBZ3d/m0xhlYP8/HzAuHgFBQV7vZ9t3WHa/HGGFzoYU+reo+0+aepl2dZuZE2n2GXjwqNG73IfS7Z4+ffKZoa57WzoCHHmISM4+9Cvzh/hbd1h7n93C53BBMMK7Pzk+HF7dM0+rzG19sYYUeQ84GPZH2zrDvP3pdvxRZNDeqYOBLmueWrcWzrDdARjVHqcuB0WFFWnpsT1lXzeTQYnGAxSXV2d/j1sYrC//i6ZfH3p7u6mtrY2Y1lDQwOlpaUHaEQmJl8fhvq3yRRWOUilWRQUFOzTHzB/e5ytvSquPMse7Wd6QQF+2cKHzTGmVeSzsSNEQLHuch8HjRTRV3fz7rYAFlFkZVucWZNFasu+XBPnwdi4yc/GHgWbZMXXo7CpR2H6mAM3eWjwhvnnp930RJJYRT/HjC/j8Jrir8z1zIW/PU5YtzGtpmRIz9QXTf9rXpIX4bJjC6gtczO9oID8/AKe/KiJtzd0khQlWkIqnjwbi7aHUTVY1Bj+Sj3vJrvHTHfLZH/9XTL5+pJIJLKW5efnm8+Licl+ZHd/m0xh9TmxqL6LW17ZQCiuYLeInDujmvlTK4c88asudlGSZ2NjR4iSPBtVRc7dbhOTVRRNp9Al4Y/KrNjuo9kXpbrY9aWfcHpDCeKyiiAI6AdwHA3eMM2+KO2BOD2RJKqi8VGTj/rOEGua/Vx27Jgv1bVMjXco93hvnqkvkmZflJ5Ikgl9LxNaemMZ57SuxU9LbwwAAVDRSSoaboeVrV1hVmz3fanujYmJiYmJick3C1NYfU6sbQkQiisMK7CxpSvCy6tbafPHhjQxX1TfxdqWANOqPQwvdFFV5NztNs2+KFZJpMxtxxtK4rRJLN7sRVZ1SvJsB1QQpM5napWH2XXl6eUpUQCwqT2IJArEkgqTRniYMbr4Cx9ngzfMXW/Vs707gigKgE59ewhZA7k3isdpzZrs59rH3ojZvdmuwRvmrv/W0x6MU1ng4KqT67K2bfCGWd7YgyFFdBKKRr7DwtzJFV86EbIr4dfsi9Lij6V/1gFfOIlVEpAVDf2AynETExMTExMTE1NYfW5MrfKQ77DQ7IsjiQIThxfQE0nucmK+qL6Ll1a3sWRLF0lVp8Bh5dYFk4c0Aa4udlHoNN7cCwKE4yodgThHjy3N+fb/i2JRfRe/eWE9obhCvsPCrWdMZnZdOQ3eMDe/8hmtvTGcNokCh5WTJ1awvj3IKVOGHtnbnyxv9LFyu49oUkVRdewWEVkzPosrOr5IcpdRngZvmEcWb+tLZRu6mN3b7V5b287HjT04bRY6g/GsiE1KeK1u8RNJKESTCiBglUSafRHaA/EvVXpjbZmby44dQ0tvLOtlQnWxC4ckZayfUDQ0XUDRZDxOKxUFjn06/t6K4gO9bxMTExMAj8fDwoULs5aZmJh8cZjC6nMiFZlZvNlLgzdMTNZ2mX6VSh1s9kWQNbBL4JU1Fm/2ZkR5BqO2zM0x48vY3hMhqWj0RJLEZZWVTb2MLHYdsLSvRfVeukJxrJJIVyjO4s1eqotd3P/eFj5s6EHXQUDnoMoCOkIJ6oblH5BolYGOohnpZbquE1cyoyBFTusuJ8XLG31s7gwxaXgBHcHEkMXs7lLgctHgDbNks5dwQiUhq+TZrTn32x6MIwLhuIKqgyjooKtsag/x7MrmL116Y22Ze9Co29hhbtoDMRKqjgC4bCIJRcdlEdF16AjG9/q4eytuh7rv3UUWTUxMTPYVm83G7NmzD/QwTEy+0ZjC6nNkdl051cUuljf2IAgCM0YPHh1Y2xKgO5xA7YuQJFSwSjpFebYhH+/wmmLeXN/OhrYQlR4HdovEzNoS5h2gCJCBjqrpJFUVASPl7+aXP2Pldh+yulO4FDisHD+hnK5gguWNPoC9HvPeRgcOrymhJM+GLyIDIGrGBD6Fous0eMM595kSOh3BOJ3BONOqC4csZodS+9Q/bRKgPRDHahEZlm+nO5KkvMCeJUiri11UFjiobw+SutSaDroOCFBV5NxtFPVAkxIlK5t8+KNJNB2sIjisEpIooGpGjZWm6xnb7On931tRPLR997C6xY/DIuaMLH7ZMaNtJiYmJiYmQ8MUVp8TqbfsS7Z0p+ucdhWJmVrlAR20fstsksiUEUMP49eWubn4qBpue20DXaEEo0tdB1hUQV1FPjZJIKYYVTCfNvtRND1DVAFEEwr/WdVMU08MqyQwrbqQq07a8zf7qTqpjkCcCo9jj/ch94tSaYAkgCgKFDotWERx0Al3sy+KrOkcX1fO+vYgx44vG/Jxd5UClzqnRxZvY4cvmj6vQqcViyQQV1ScVjGnAK8tc3PujGqWbvWCvHO5DmgafLzNx6Gji3ab3vhFTqr714QdXlOcjrolFY2kunO9IpvEtOpC/NEkigaVBQ5mjC7eq8jTvojioSGgqjoR1UjF7H/cL7tg+TwjeSYmJiYmJl83TGH1OZCa3Nd3hAjHFU6aNGy3b8Gri10M89gJdSnoGG/lS/Jse5Te1OAN89LqVpp6oiiqTiiu8NraNq44fvx+OrO9I6ntFCtGXUzm51YRukIJemNJAIpcNjoC8b2KGixv9LGm2Y9N2vPoQLMviqpnDk7VQdQhqeoEYjK6ntskobrYhVUS+Kw9SKXHscfpjLlS4PqPqyeSpNRtY0tnmCkjbERljdoyN+G4wqThBTR4I7y+rj2rPm1ti59wQs2xVx1Z05hQWTDocb/oSXX/mjBF1RhVkseZh4wg32EhJu88BwEIxGTWtwYpcVuZMbqEWX1CdlF9Fz2RJBX5dta3B4d0//dFFA9mzNIfbyhOTFZJqhoOq8Sm9iCL6rt4c33Hl16wpCJ5hU4rK7b7GFHk5KfHjTvQwzIxMTExMflSYgqrz4HU5B4gFJdZ1dTL1KpdvwVf3ujDG0r2ebcZE/pIUmXxZu8uUwhTLKrv4i8Lt7C2JUiyrwYlqWg8/0kr86cOP2CTtvqOMEI/LTJQVLlsImX5dnzhJJqmk1R1IgmFCo9jL6MGRmRMEEBWNeo7QoOm7w2kutiFx2mluXen+5wAaLrRpLnC49h1/wLdsLz3BhM0+6KDpgzuaZQiJdq2doWxW0W84SQji12MH+ZmmzfMyu29eENxmn1RFtd7+fFxY9OT/MbuKGoOLahqOlbRuPaD0eyLUt8Rwm4R6A7t3/S4wY6XqgmLJlU2d4Z4/pMWdCDfbkFV5fTzk1R1ukNxOgNxesJJOgNxqotdxrUSBd6t70KAIX1/UqmYHaEElQUOdJ0hPTP9WyrkO4xfpQPF1aL6Lv7xYROhuPHCRFY0Xvy0lc/aglglkcNGFR1Qc5lcpMQi6CzZYtSIhmIKkghPftTElBGDi0gTE5N9Y/S1r+33fW6/Y/5+36eJiUluxAM9gK8nxuTebhFx2CSqily7tbeu7wgSjMnpVEBdB5sk4I/K6d49g9HgDfPY0kY2d0TQda1vBMY/SRR2u/3nSXGeDYtl52NmFcmsW1I1/BGZuKIhCgIum4XjJwzj3MOqafZFafCG9+h4h9eUML2qkKSqE02ovLOxk7veqh/yfhw2kf7ecymR2+SLIqvaoGKv2RfFH5MRge09UR5b2ph1TGMi/hkPL97GI4u30eAN0+ANs6i+a/fj08FulagosFNXkc+0ag9rmgMEYwqt/hj+mEx7IMaaFj9/Wbi13/6yVZVVErBIIiNLXLuMrLUHYmztCvHJDj9bu0K0+aODrrs/SNWERWXDlbHAYaHZF2NrZ5gCp5U8h4XSfDtuhyUt1jUgFFdY3eJPR6cOqizAaZU4dFQRsqrv9vlPpWIeP6EcBHhvU1f6/uyKVEuF0SVOQnGF9a2BrHUW1XcRiMnpZ17VIZJQaPSGCcVlVjb1fql6iqXE4mNLG/nLew181hZCUTU0wCKJ+KMyizd7D/QwTUxMcqDrGmo0kPEvNScwMTH5YjAjVp8DxuS+m7WtARRVp7k3ypvrO3YTpRCQREAzJosWEUIJBVlVdzvpavZFkVWdsnwbjd07i2kEjEncYOlrXwTzp1byzxVNtPmNjvDygN/xSRVkVUESAElgdKmTUSV5/Htl81714DLcEUv5YIuXcFIl7IvRHUowrMDB+UeOylm/lIogNfuiqBrkOy3pCIOmQ55VJK5oqNrgf6BSUaX2QBy3XSIUVzKiECnxu3qHH5tFwB9NsmK7j9U7/LtNB0ulqk2uLODd+i403c82bxhZ1akudrKlK4QoCCiajkU07nlKTKxvDdD3WIFxiVFUHZdVoKrIuUujEG8oiVUSqfQ46A4n6Qknh3QP9pZUTZjDKvHxth66Qgk0TUcQBPLsGhZRoNRtY2yZmzc+ayeVHZiQVaKiiDeUoMEbZlN7kFBcYenWHiaPKKCqyLnbSGFtmTv9PRqqO2OqpcL2nhh2i4iWI9JVnGdHEgSUfgJX1qAnImOxiDis0peqp1hKLBY4LPRGZax99WECoGoaFklCxxBgX+baMBOTbyJaLETLn7+fsazqp08doNGYmHwzMYXV50Bqcv/hth5iSZW23hhOq7TLidrsujLe2diJL5xA1jQcFgmbRcJl2/0tqi52MbLYRSypYreIxGQNUQBRMAwwdpm+9gVglaR0iiOQ8f8AdouArOhIgkgorvDM8iaSis4pUyr2yqHNG0oSV3aKoJis8erqNrZ5wxw6qggQmFrlobrYlbbBlgSoLs5DVlVisppOnxMw6sIEAfwxhVte+YyLj6rJSoWqLXNz6Kgi1rYECMQVLFJmPVazL0pXMEFUVgnGdcIJlU3twSHZrKdS1da3B0nIGuG4jDeUoMLjoNkXwyIKyH0XVRIFSvPtVBU5eW1tO009kQxDlNR5BeIKL37axlufdXLY6CJ+e+qkrGNPrfJQ6LLRG1UodNmYvAdGKrtjoElFbZmbBm+YN9d30NgdoTMYR0nfA8MCvzjPhigIdEeSjC7Jo6U3hqJqKBrIqpE2q+vgj8k4LCLdkQQ9kSTNvuiQ65mSytBbFMyuK6c9EOPVNW20+GO8sb6dTR3BDMOUqVUe8uxSxvMIxvMfiMpoWoR1fZGuL4NQSYnFrmACSQCHRSSqqVglAZtFZFRJHp3BOE99vONLXRtmYmJiYmJyINgrYdXe3k5lZeX+HsvXCm/IeLvvcVoIxpVdppGBMUm7dcFkFm/2ssMXpc0f49BRRUMSFqlUpr8s3EpzbwQdiMvGG/6asrwhpxl9Hi5lzb4oxS4b3cE4kb5wlUWCfl4EJBUdBIjLCjt6FCyiESla1tDDjNHFe5wmNbXKgyAK9C8uiikqn+7ws7zRh9NqCNbqYifrWwNoulHTs6E9hMsqUeCw4IvIqLox1pHFeQSjSWJJhXUtAR5b2ph1jRq8YVY19QLgcVrxOK0Zgra62IVFEtB1cNslNB3a/DGskrhLm3XYeX+f/KiJje1BfJFkOhqp6jrRpIKiGkIaoLdPTDR2h1E00hGrgYJWx6jj+2RHb06Th5R4XN8aYPJ+rKvJZVLx4zljAdjhi+KPJenfQsxIx9QJxBRAxmmTOGpsGa+vayeeVIgkVewWifrOUNrkojOUwCqCN5jg/c3etIBd2dSb0+QjJepkVccqCUOKIhlugt2saQkQSajYLQK+cDLrWnpcNvwxOd1KIUVc1pCVJK+sbmNtS+BLIVT6999bssVLS28MURQoz7fjdliZMbqY+o4QpW4bO3zRL1VtmImJiYmJyYFmr2qsqqurOemkk3jiiSeIRCL7e0xfC8rybdgtIrKqU5xn48SJw3ZbM1Rd7CKaVOkJJ/FFknzWFhxy/UWzL8rybT6CMYWkrOFxWpg/tTJnJCIXKQe4pz7eMaT6kqFSXeyiriKfYrcdSTDqe1TNSHV02yXyrCKSJGAVRYpcVmPiLxg1ZrKqMa3as8cTt+piFxUDTBkUTU/fD1XTaPXH+LjRRyihEkmqhhhNqoQSMjFZS2syWYXucKKvhsmIOHn7jBz6k0ojK8mzEYgqWCQy7lttmZvzjhhJqduGqunIqkaDNwI6HD+hfLcT6pSRBIDDKqIBvqhMIKYgqztrwaJJjY3tIe56qx6P04pNEtNiShrk276LDEdm15Xzk+PG7VezglwmFY8tbaQ9EGNHT5Sm7sxaLlEw6hXddok8mwVV0ylx27BJIpouIAiGS6CiaHiDCSo9Dtx2icI8O5IkUJxnoyTPxsqmXjoCcT5s6Ml6xl9b286K7T7CcZnNnSHeH0IdUbMvyqbOEAm57/lRdIJ90cQU1cUuXFYpS1SBcc8UHZp7ozitYrqn2IGgf61fdbGLccPcCAjIioaq6nSFkrjtUtow5a0NnWxsD37udXcmJiYmJiZfJfZKWN1yyy20tbVx4YUXMmzYMM4//3zefPNNtF3N0L5BpN5ku+wW3HYLNaV5rGrq5eHF27jllc9YVN+Vc7tmX5QdvihJRSWhaMiqNuT6C6M2QkYSQQVkVc9KP9oVKUvvCRX5+3WCl4q2zBhdjE0S0DUd3QhQEU+qRGQNRdVRNI1wQkXEEDMa0OaP85eFDYNer12dS7HbTqHTgkjfQ67rxBUVRdMJxNV0/VR/NCCh6DismV+LSGJnhUxS0fBFkll1a9XFLgqdVoJxBYtkhI6WN/oyJu+H15TwrdoSNN0Qeq29URp7IlR6sntX9SdlKPDpjl7iskZ8YKFaP3SMfdd3hBAEgSlVBdgkAQFDoAxMCrWIUFPmSjvhfRFUF7vIt1sIxGRkRaPUbUNWdd7b1EVvNJk1SLfdQlWRk7iikVQ13A4LPWGjKfLhNUXYJRFdN6JacUUl326lpiwPu0VkbJmbU6ZUctmxY6iryMduFakty8t4xhfVd/HUx000eiOsbQ3SHkjw9Mc7uO/dzbs9F184mVE3mJA1Xlndyn3vbknXW500qYI86+C/apOKxtKtPVglYb+aWAzVGGVRfRc/++en3PDien71nzXc8spn3PfuFrZ2hVH01PdCo7U3xvLGXnoiCZKKhj8m8/THO76w58bExMTExOTLzl6lAl5//fVcf/31fPrppzz11FP885//5Omnn6a8vJzvfe97fP/73+ewww7b32P9yrC8sYfVLX5UVTOK/qNGWmB5vp1QXOGut+qBbGvmlAFCVyhJpcdBvsO6B/VRel+vHKPQ3GEV072ggN2m+KXqeHaXlra37PBFiPc1CRYAqyTiskp0R2Uj9U+DUrcNl91CQ1cERdPRNZ2uUJynP27aY3vyfIeFhKKm64viijHp3hUihk17dZGLSCJEQtGQBMONL9GXYmbri4AMvC8pN7r6zhB5NolN7SH+tmQba5r9XHbsGAAeWbyNldt704I3rug0+6Ksae5lTbN/0F5Ia1sCdIcNIwcwxJN1QDrlQFTNeA7OPKSaSEKlN5qkO5zEYRUQgTyHhXBcocRtw2m18N6mrvRYB17nofRq2lMEAfLsFgTBaJobjCdZ2RQ20kL7YRWNyN9Zh1YD4A0l2NgeZHNnCH9UJiarWCwiVl3va+6ssqbFjy+SwCKKuGxS+tlv8IZp98d4xR9narUn/YwvqvcSiMoIfbmSqbq6f61o3mWrgrUtAZIDnikN2OqN8MiSBlY1+fjtqZOYWuXBYZPSqbADybNJFLmse9Q/a3cMtQdZgzfMba9tYGtXBEEwnCCtkkBS0Rk42s5ggvc2dqHpqTYE0NIbS6c+fhUaHpuYmJiYmHye7JN5xcEHH8zBBx/MnXfeyXvvvcfTTz/NY489xn333UddXR3nn38+559/PiNHjtxf4/2KIPRNzgwhUeyy4g0l6QjGsYoi27yRQcXVoaOKiCZVrJI4pAJ62FnfY5VEdFT0vnw6t8PCmmY//1qxY0gOe9OqPQiCMKS+WXtCsy9qOIxJAmpfxMpuldKRidR8syciE4grQJ8LGaAqOku39nDXW/VcdVJden+7nbz1RYV2h00S0HQ9naolClDitvN/Z5fT1BNlVImLtzZ08FmrkYYXV3TaA/GsFKiUG11vNMk2r+HMmPBFsVlEWnpj6LpOTyTJ8EJHRp8sWVX5x4dNCAiD9kKaWuVBEgWSqo5FAASBcrcNbziJquloeraper7TmKhXF7tY0+xnTYufpKIztjyP1c1+esJJVB3i/jhdwQQnT65IR3H6X9dF9V385sX1hOIy+Q4rty6YvM/ianmjj61dYSRRIC6rBGMy3SEVWdGzTE6sFomyfHv6mUyJvMNGFfH2hk7ASBtVNCPVURAEfJEkvVEFUYBgTOYvC7cyaXgBa5sDxPuMSXojOx0Oi/OsgJ6OYKaOH4jJg4oGIyrtJZkjx0/TIZpQ+aTJz+vr2il12wwDFHKZ3xvpgJoOXcE49727ZZ8FbIM3zGtr29nhi+62T9byRh9t/pjRnqFvHIN9b1Td6MuX+m4CRBMKb6xrR9d13lzfQTCmUOC05DR4MTExMTEx+bqzX1wBBUHgmGOOwe/309rayltvvcWWLVu46aab+O1vf8sZZ5zBfffd940xvDi8pphp1YXUd4RIKCrBuJJ2BosmVUTBKNLvb4LQ/w1zmdvOhOEFlLoHb97an1R9z+gSF829MfIdFo6oKSauaCys76IrGOe4g8oHNcIY+HZ7V72N9pQGb5j2QIyiPCttfkNJFTitfHtqJQvru+iJyOnJpqbruO3WvubGKlHZ+CSSVFnfGtgje3JvOIEoiuQsbgGGFdhRVZ1IUqHIYSXUZzCiY5hmyKrGb0+dBMCra9oRBBD6BExcVnlzfQeH15Skj5+yRC9z2/FFDGGVVHVa+0RVKiLY4osiCsYE1nBuFInLKhMq8tneE2N9ayBrQjq7rpyLjxrNY0u3k5BVkqpGayDBYFhEOK6unNl15TR4w0yr9uC0SaxvDRCMK9gkCU1TUHVjMp1UdT5s6GFGTbZRyJMfNdHuj/U1CdZYvNm7HybMxguHpKyiaMb1DCfUDNFhEcFptVDpcTB3cgVAOiU0Iav8e2VzWhwlVR2hz6tEEHRispI28hAE8EWSLNvaTTghp+v7okk1/V2YWlWIJAh9ozKQBNA0PW3hPjD60+yLomg6VlHIKUTUvmbR//2sg4oCB6qmZYmqvoxR8mxGmuDTH+8w7P4HEdhDITXWHb4oHYH4EBwOdexWiXi/usJdoQE2CeyiUbtnl4wXRQ+9v43uUCJ9jr6+e2OKKxMTExOTbxL73CB44cKFXHrppQwbNoxzzz2Xjo4O/vjHP9LS0kJ7ezt33HEH7777Lv/n//yf/THerwS1ZW6uOqmOy44dw6QRBQwrcOBxWlH7Ju5qX/Pf/s1L+9c4+WMyK7f7htyoNGW3brNI2CQBURBY3xqkIxBncmUBOuzSCCN17Ip8O/WdIVZs9+2X65Ca5L23yYvLamF0sYthBQ6+PbWS2XXluGwWLP268cZkDV8kQVm+nUqPC9hZbpOKdA21DqwrGCexi1qkcFwhnJBJKBqhhGLMwBGQRAFZUWntS3F6bW07kijgtBiGETpQ6LRmNZ5NCadoUk2PWYS0O2BtmZu5kyuwSAIuq4TTKuKwiFQVOSl02djeYwjiwSzNp1YVclBFPk6bhDRIeqgkpNIZBZp7oyyqN56fV9a08369F0XVkUTD3j41iU41ko7JKl2heMb+FtV3sXK7r08k6Oi6TlGebdBrOlRSTZydNgsWUSCuZIsOQTBEktthYcnmbu56q56nPt7Box80sqE9QFcoQULVSah6Rr1cUZ6NkUVGKqhVFHBYLUiCcb6SkKpBy+zvtrbFn1WP6LCK5DuslOXb07WPTquYdsKrLnZR4LQgSeKgv0Qtok5DZ4ilW7v70hQz0XWwWQRisoY/msQfkyl0WQZtNjwUUt/lw0YVUeFxMLO2JJ2Kmqve6vCaEo6sKUmLuVwIZJa9qarxEiQua/jjCh2BGF3BODHFMIKJy2r6xZFZf2ViYmJi8k1iryJWa9as4amnnuKZZ56hra2NiooKLr30Ui644AKmTJmSse7VV1+Nw+Hg6quv3i8D/qqQajha5LIzc0wp/17ZjKaD0yIQV3QsopTxJrl/jZO1T3RNqxpao9L+dtxNvgj+aJIORcPjtOKwSkyvKuTYurJBU/yqi11YRYF367sQMKyW90c6YH/B9vLaNkIxBQT498oWivNs1JTksc0bpn+ClKzqtPhiSJJgRA10I8IwobIAbyiBVRKMayQKtPljWQ1ZAdoDcaNZrmCkWUnsTF1KEUnuXBJLajitArKmpzvpCgL8Z1UzHYEEsaSCKBrpnYIAUVml0GXNcv2bO7mCBm+I3miSuKzitluYUrWzlqc9EEfVdCo8DnoiSaqKnOn0xvWtAUrcNtoDMZ5ZviPd2wn60vFeWE97MDZYAA7YGQUrdBrOeetaA/REkumeTqNLXbQHVJw2C+PybGzviaL3XXNZ0djQGuT1de389LhxgFFDJAgC+XaJUELFYZUode+7sEo1Ah7mcbB0i5dGX2ZapQDQ53DYGYyxtStMns3CjJoi1rX68UdlBva8Tt0bj8PCt6eNSEeq1qeadPui9Ln6YxFT9V2GXPBF5AzhIGCkg04e4WHG6GKa+6I/WzrD5Dss6LpObZmbi4+qIZpU2NAazFk/FVeMExEwBK1VAFE00mHpS7tLKjqiqBJLGPWADd4I5fn2ve4Z1v/3yMhiF/OmGFkCd71VT0cgToXHkdFnq7bMTXmBnWBMybm/8nzDWMQf3dl4XAVQd9ZLan2pvQlFwyoaZ+xxWNIvH8x6KxMTExOTbwp7JawOPvhgnE4nCxYs4IILLuDEE0800q4GYdKkSXzrW9/a60F+VUlNcpZs6SYuGymAimbUdJx35MiMXjopcZSqx3lzfcceGUnUlrkZPywfgT5rcUnA47Qys7aEeQN69uTa9qDKAta3Baj0OPBH5d1OiIZSqN6/sW1S0UAwRE5cNlL7fjVvAv5okmXbdkbINA1imgZ98zyHRcAmiaxtCbCxPUhtuZsZo4vZ2B7cheGCjiQKiH29rOxWkWiOiW+q5kWHdNphehy6zrqWILquo+o6LpsFu1VEVTUUVWNCZUFOQRdJqIwpzaMrnOCo2lL+Z87YdKrnG+va6QwaUaERRU5OnFiRvn7VxS5ufvkz1rT4EYBp1YVpq3zD8VHBkpqU9xt7f1JW9UlVpyuYoCecJKEYjYgVRWNNsx+LJCKrGj1hFZtFJNZnFS6rhllB/9qjqVUeilw2OvsaKKu6ziOLG6n0OPe5BijVsNdmEREGqiT66qZ0nVa/kfIYjCu8t6kLiyhCjpqylMmIzSKxrtXoCTWtupCW3hgTKvJ5dV07saSCbjGuYXG/79XsujJeXduGL5xEFMDttHBQRT7nHladfkFS4XEwZYRR15YSZKlr8JeFW9jmjdAbkbMMH1L3RdGgwGHBIgmEYjK6IOC0CkSTGlqfXb6EIYyn7kPPsP6/R6qKDLfJZ5bvYE2zH5sk0hmMZ/TZMpwDvTnH7bZLzJ86nCKXlQcXNRDr9x3qH/EEQ6wW5dnwOK1EEgql+Y4h14iamJiYmJh8XdgrYfXoo49y9tln43YP7U3knDlzmDNnzt4c6itNKorxWVsAURCo8DiRNY2ZtaVZDUpT66eWVRe7MiZHQ6HS46Cy0EmLL4rdIlFXkb9bUQXG5Grxli46A3E6A3HKChxZduID17/rv/W0B+NUFji46uS6nMdITfJWbPfxv0u2sbUrgowxeWwLxFne6GOYx2kYMkDa2rk/mm6kCNqsOrKqs6UzRKnbjqzqTKjIHdGr9Dhx2SxEEkatTS6DAchtJAD01XjpJFUt/UZeEAxbbF0HMUcxSko4NXgNZzuLKLDDt7PH2/LGHrZ6wzitEqGEggCsaw3Q5o9x2bFjWN7Yw5oWP+G4gq7DmmZ/egI8tcqDwyoSiO88bn+Dh1TkwKjZMuzJvaE4L3zSgtsuke+wcuSYEj5rCwJgEQUaeyKICKQy4LS+i13osqaPkZrc3/fuZjZ1hKkpcdERTOasA9sTUpFMp0VkqzdCv+ChEVFKFR8NuM55NoniPDtdAvhjcl9ao4WqIgfBuIIoCHhDCUQBNrUHcdqkdPTmoGH5FOdZ6Qwk8DitnHnICJr7ImWz68q56qTxPPZBI+2BOLGEyqomQ4RWF7vSqbY9kWROsWCVJErddnoiMrmQBHDZJM46tIriPBuvrG6ltTdGNJmZAqliPGttwXhW1HJP6P97xKAvuiRkP/PNvihKjudZAGRF4+0NnZx7WDWlbrvx0ifH8VTdMHXJd0hMq/IwutSIgu1vExwTExMTE5MvO3slrC666KL9PIyvN/kOK5UenbZAHLvFsEF/ZPG2XTr0ZU+Odk0qClDgsDJumJvJIwrRdXjiwybqKlL7EXJO1l5b2059exidnc1Yd2Xz/tradj5u7MFps2S9Ac91HmCkF/ZGZcJxhfHD3HRHkjy7spmkomGRRAQBRE3DImZGlwSMSEoglkTVwCoKvF/fRaXHSSShDPpWfGSxi6pCB+tagwhAuN/sXcQQEqn/DsRmEairyKczGEfTDcvvMaVu1rcF0HXDPc7XL7IDxgQ1lFBw2izIioyOzqb2UL/UOgFV1VHR0TSdQExmenVh2lAk5SSZijqp/QwRZteVM29KJU9/tJ3kgAGLgCil6l6M/7b6jahYQlUIxBWKXIbt/4hCJ/WdIXyRJKqqo6gDEiR1w6jDqHFzpkWFKAjIqsbGjjClbttep6mlqC52kVBUlm31ZvXk0jHusd0q0RvNFCrBuILVIuFx2ZA1jUKXjdGlecSSKp3BBJIAvVGZrlACQYDnVjYztjyf6SM9zBpfbqTjahh1W1u6M5wyv3f4KLyhJA+9vzXtflffYdQbVhQYBhqCIKDrOssbe1je6OPwGsPkpSMQp80/eL2fDlR4HJx/5CiafVE+bOghlFCI5DAgkYAWX5RnVzYPan+/O1LR5BSVHifTqwppD8Y5qMBBRYGDRfVd6fvrskkZ26fS+UaWuOgOJ1nf6meYx06bP5ZlcCEJKbdAhVBc4bV17dSWuSnLt1NR4DCFlYmJiYnJN4q9Elb/+Mc/dvm5IAg4HA6qqqo45JBDsNuH5m73dST1tnsHIKsaMUVD1TTWtPh3KUj2lFSBfanbRrMvxortPUY/qD7DDLtFwm23cOjooowaiwZvmCVbuogral+USshIkxpIymY6nFBJyCp5dmvO9QaOTVZ15k2q4N36LiJ9Bg+ThhfQ4I0wdpibeFKlMM9KdVEeb65vI9aXmidrhthLNRUucdvwhpLYLAlK3LacDZTT19wXJd9hIZZUyetLB0wJF0EHa5/Vel+WIhrgsoqMKsljWnUh61oDaZvx0aUutnaFSKpG1Gp9ayCjvqu62EVlgYNt3nDaujqpGC56p0yppNLjwGoR8YUTyJpGTyjB86taGVFkRAcPrylm7DA3a3b4AXDZLVQUONLnVJxny+7u2zfmqkIXScVw1ovElZxicWZtCSVuO95wwojIqRqxhJLuLQaGAGjsCXP76xupKnJRlm+nOM/G1q4wQp9LXr7DQnWxa7f3PBf9J/yxhIo8SEPxPLslXa/TX3elInNOq4gkinicVg4bVczCTV3IqoY/aeTUSaKAKOiEEkZPq61dIXTdSHc8emwpS7Z2E44rHD22NCviKWt62uVvR0+EJz9sorLQSUJWKXHbaemN0OqPp9M1jxlXhsdpxSrC1q5IVi0fGIK3oSvCa2vbmD91OFZJIC5r2C0CiX6mFgKg993jScMLBnXx3N01vuuteuo7QgRiMuX5dsry7Rw6qqjPadSWTsMsyTO+PwUuS7oeMYUkGKmtAtAdTuK2WxhWYKc9YDj/pRK/BwqtpGI4KXpDyQzXUxMTE5Oh8N///pe5c+emf7ZYLIwaNYrzzz+f66+/Hptt3+t8vwgSiQS//e1veeKJJ+jt7WXq1KnceuutnHjiibvddtGiRYNmeX344YcceeSRe3yc1tZWLr/8cpYsWUJVVRV/+MMfOPXUUzPWef755/nRj37Eli1b8Hhyv0DVNI1hw4ZxzTXX8Mtf/nK35/JNZK8jVqmIxsCUsf7LBUGgoKCA66677ht7A/qnwz23qpntzQFafDFsksAb69r3W7pMeyDGNm+YTe2aUbciGAlAimZMSNWkiqbrbO+OZEzWmn1RrJJEZYGDrnCcYQVOftxXF5SLZl8Uq0WkushJVzjByBLXbu3ZU7VWHaEEY8vc2C0i23sirGzqpaYkj8uPHUNHMM7r69pZ2+JHFERskoaiGk6AgtDXa0qHjr6JnaJqhOJKzsha/zqTNn+UN9d30OKL4Y/JjCg0xE9C1RBEAVXW0yl0TouI3SJRXmCn1G033ry7bezwxfisNUBCVpF1KHQY5hD9r2NtmZurTq5jwroC/rOqha5QArsk0NIb5fV17UwZ4aHMbSeSUIhFtbTg3doV4dfPr+Unx4/j2HHldAYSjCh0GmYZ/c6tLN+Oy2ZFjskZ6ViVHjs/mjWGN9Z18NG2npyiCmDyCA/VxS6WbPYSiMk4RSNNrq03RkLV0s+JrBq9tRq7I2mr+EjSqMOySQJWSdwrQ4L+NuDdoTgxWcNhsZBUsk0Tgn1i1m6x4g3vjFrJikY4oRBJKOkG2uUFdiwSxBUNiySgKoZ7YSrF0eOwEEmqtPljlOTZ2dgRQhKgzR/n2VXNjCvPz3iJIAnpuCGyBps7Q+TZpT4jD9J26JIA27sjTKgsIBCTCcUVSvPtCOh0hoxoZv/7pAFPfrSD+VOHc/FRNfxl4Ra2dIZRVcP2XgDsVoGqIhfDC510BBN71ah7eaOPZVu7CSUU1D73w9beGPUdIcaUudPGOKn+VutaAxS57FQXu2jsiabPu9hlocLjIJRQKHRa2dhhpJGOKHQQiMnE+6zyByKJhmgfUej82phX3HbbbfzmN79h0qRJrF+/PuOzZcuW8ctf/pJPPvmEgoICzj33XH7/+99npcnvyyTLxOSbxJo1awC4++67KSsrIxqN8uyzz3LzzTeTSCS4/fbbD/AIh8ZFF13Ec889x5VXXsm4ceN4/PHHOeWUU1i4cCFHH330kPZxxRVXMGPGjIxlY8eO3avjXHjhhbS2tvKHP/yBpUuXcs4557Bp0yZGjx4NQDwe5+qrr+bWW28dVFQBLF++nO7ububPnz/EK/HNY6+E1erVq7nwwgspKSnhxz/+cfpGb9myhb/85S/4/X7uv/9+Ojs7+fOf/8x1111Hfn4+//f//t/9OvivCrVlbpY3+ugKJDKiA97Qnr+RzkUqDTChaOQ7LOTZLCiaRueA4yUUDVEUMiZr1cUuCp1WtioqeTYLo0pcu4xIpKJBYBgwXHxUzW7H319cPvnRdhq7IiQ1nTybRHm+Malb2xLgs9YAFkkk0dfENTXFlTU9HaxJRS18ERlFi2Q16u1/zNS4Kj1OXl7dxqqmXrZ1R0goGqpmRBBTO9V0cAgCteWG21uqsW5PJEk4IbO9O5KOngTjCl2hRNZLhdoyNz89bhylbht/eGMT/piCEFd46qMmfnbCOCwShBNK+jzAmHC3BhLc/vom6ircqLpOc2+UadWFGffp8JpiplZ7+Kw1QDypYrWIzBhdzLWnTOg7T4HG7gidwTjJfmEEEaPmKmX5ftXJdWk7/a5goq95tEZ3KJkhyhKKhtsuEUvqWCQjsqJoOnl2aa8MCZY3+ljb4scbjNMTkQ3hP0iRm6LquGwSs8aV8cLq1j7jF4EilxW3w4rLZtSNjSw2RH1XMME2bxRJNBoC5zuM8w3EZCJJFbtFZM5B5RxeU8Lr69p5fGljutdYXNbSUbRN7UEkcaeYFfrG8llbEE3TGVXiYlu34bppEUWsFomecAK7VWR0aQHt/jjBWBKRbBdKMF42tfTGmF1XTnsgzrMrm7FKAp/s8BspuFbDbr9mH2qU6jtCBGM7o5ap+5hUtPRLgt5okhd6o4wpzWPKCA+tvTE2DujFFUrIJLpV4opGqy+GJIIkGS0CUqIqyyIfmDLCg0US96jB+ZeZlpYWfv/735OXl5f12erVqzn++OOZMGECd999Ny0tLfzxj39ky5YtvPHGGxnr7o9JlonJ7hBtLkpPvzZr2VeJtWvX4nA4uOKKK5AkI035oosuYtSoUfzrX//6Sgir5cuX889//pM777wz7Yh9wQUXMHnyZH75y1+ybNmyIe3nmGOO4eyzz97n48RiMd577z0WLVrEsccey49+9COWLVvGf//7X374wx8C8Mc//hGPx8Oll166yzG9/vrrjBo1ikmTJg3pHAYjEonk/L36dWCv+lj96U9/YtiwYbzzzjucccYZTJkyhSlTpnDmmWfyzjvvUFZWxv/+7/+yYMEC3n77bY488kgeeOCB3e43HA5z4403MnfuXIqLixEEgccff3zI4/L7/Vx++eWUlZWRl5fHnDlz+OSTT/bmFPcrqfS5QFxGUfV089I8u2W/TDxSqXbDPQ5iSQ23Q8LjsmKVMqM5FlHAac285bVlbo4ZX0ap287YcjfeUGKXfaxSIumHs2r57amThmxiUFvmpisYp749RETWkPsm/6G4wuvr2nl1TSuhuEIkLmO3iDisIsVuGy6riFViZ8NXDDFimFqoPP9Jyy575TR4w/x7RTMfbPXS5o8SSRiTwlyRHYfVMBiYXVeeNh6pKnISTaqZKWm6MYFfN0ivoUqPk3yHcf1tkkA4odATTnLMuHIKHFYKnNnvM0JxhRZfnOPryikvcHDs+LKMSXVtmZsbT53ENXMP4obTJnHPdw/m+0eOSn9+eE0xY8rycFol7Jad910DusOJtACtLXPz3RkjmTG6mLJ8G8MLHUafLquEpf/j0jdrdtgkLKKI0ypgs0jkzEfcDannf4cvirfPOU/NYVQCqT5c4LBIdIQSHDKyiIMqCyh02bBIInUV+Vx1Uh0/nFWbrj+aP7WSI8YU47BIWCWR2jI3IwpdHDqyiLHlbk6YOIxKj5NmX5Rt3gjBuJx2gwxEZRZv9qYbPB9XV46z70Kk1rGKApIk0h1OUui0UelxctTYEvLtFpZt7aYnbBh6eMMJAjElp8GDJApMHF6Q/r4fXlPM+GH5dIeTSILAqGIXkYTCOxs6+deKHSze7N3j60zfqCVx5y92myRSlu+g0GVjc2eYzR1BmnqitPbG0r2yLjt2DCdOHIbDKqbvrqxCVNHS96nIZUVEwGmTcNos2CzZz4GOkTao6zp1Ffk503S/alx99dUceeSRHHbYYVmfXX/99RQVFbFo0SJ+9KMfceutt3L//ffz5ptv8tZbb6XXS01+br/9du68804uv/xy3nvvPUaNGvWNzeQw+XwQLFbyDjo6459g2X26/peJNWvWMGnSpLSoArDZbAwfPpxAYO/6+33RPPfcc0iSxOWXX55e5nA4uOSSS/jwww9pbm4e8r5CoRBKjsyOPTlOPB43+lAWFQFGFlBhYSHRqDEvaG1t5Y477uDee+/dpcM3wGuvvcb8+fNZuHAhgiDwwgsvZK3z9NNPIwgCH374IQA33XQTgiCwYcMGzjvvPIqKir7WL5T2Sli9+OKLnH766Tk/EwSB0047jeeff944gChy1llnsXXr1t3ut7u7m1tuuYWNGzcybdq0PRqTpmnMnz+fp59+mp/85Cf8v//3/+jq6mL27Nls2bJlj/a1v0lN2maNK8PjtFBeYGdaVWHamSyXMDBskLMbeuYiFUXyuGxMHJ7PMePKUbW+9DGriEU0UnSK82y0+uNZwqnS4yAYU1jdHKCpJ5p2txuM2jI3VUXO9NiHOtbG7mhG+lBC0XA7LCze7MUbTmK3iCAIDC9yUltuFMBPHF6A225NRzdSm+sYdVJNPbFdCsFmX5TGngiyaqSmSuLgboCSKKTrmlJRwNXNfmKymp5sp8YQjCv8fdl2FtV3Ze2nutjFsAI7qqaTVA2zixK3LS0AasvcTB6RT/4A04C4otLQHaFuWP6g6ZUVfeYD/17RzL3vbuGu/9ana70uPqqG6SMLGVHowtL3zU41DO4J7zTbSKXlvbKmnfZAAosoIkpChtDRMdLrKjx2RhQ6cVotjC5xpVMB94RmX9Rofuvc/R94QRAoddu5+OjRnH/kKG48bRL3fvdgfnHSeH56/DiuOqmO2XXlzOonPGvL3Jx7WDUFLqM2a2VTL+tb/axp9rPNG2HxZi+/eXE9976zhWVbu8nh2ZFOV40pGrXl+WlxqmPYzFd6HMw5qJyrTh7PUWNL8UVkOoJxOkMJ8h0W7BYJj9NKcZ4t4/kSMPqKHVdXlhHdTb2gWHDwCErz7bQF4miaTir7syMQ3+PrDIbRSbHbjiAaqZvVxU6OGFPCgoOHE0sqRPrqDDUd/H2isrbMzflHjmJsmRuLJGBNPZb6ThndEzHS/7pDCeKyiqbl/hb1hBOsbw3y8bYe3lzf8ZVuELx48WKee+457rnnnqzPgsEgb7/9Nueffz4FBQXp5RdccAFut5t///vf6WX7c5JlYvJ1JplMUl9fnzX/a2trY8OGDVlpcXuDLMt0d3cP6Z82SB3w7vj0008ZP358xu8GgMMPPxwwot1D4eKLL6agoACHw8GcOXNYuXLlXh2nqKiI2tpafv/739PY2MhTTz3F6tWr0+v98pe/ZN68eRx77LG7HE9HRweffvopp5xyCrNnz6a6upqnnnoqa72nnnqK2trarDZL55xzDtFolN///vdcdtllQ7oGX0X2KhVQ0zTq6+sH/XzTpk0ZD6TdbsfhcAy6forKykra29upqKhg5cqVe/Qleu6551i2bBnPPvtsOnR67rnnMn78eG688UaefvrpIe9rf5OatPVEksysLeXYujIqChy8ub6D9zZ5085k/Q0lHlm8LV1gvjtnsIG9a8BIa2rtjWKziBS6rCQUHadVymk93h6IIwr0TRBFI3qyixTF/uOzigIIZDisDbZdTWkedouIqhkGEMeMK2POQeW8sqaN4R4HbYE4ZW4blYVOgjEFAY3JIzxEEipxWc3oowNgt4pZUblchGIK4YSCpuk4LEa7YFVLRSOMyfyIQgdOm4V1rQGqi11pS/DJlQV0BuN9/ZxihBM7xxCKKzmtx2vL3Jx1aDWdwQQWyYgGDS80ivivOqku3avs0Q8aWbHdR1LRKHJZcdgsuO2WnG/6+19zfzRBU08Mt13KcGWcXVdOdbGL19e18+8VzWkXN0XV0Prl3aXOrdRtY2N7kHyHBVXV6D9XNmqqRGySxMmTylm53Yes6hQ6rYM2Zt4VHYE4wXjut25gNM7WgYnDPVxx/Lic13R3qBpYJCNVzej1bNzkpCKgaDJVhQ40HUaVuGjyRbGKAm6HlbqK/Izv0MJNXWxqD6b3G4yrqFqc/HEWKj1O3t3YxdauELKm47CI9EaS1JbnUZbvoNEbwSIZEZ8UgiAQSaq8ub4jw8whlTraE07wwqetAIQTKklFZ2y5e6+i2bPryvn+EaN4eXUrI4tdbOoMsabZT77Dgm+Ay6Kqgz+aTI/l6pPr+MvCLfREZILRJAlFM0xCXBaiCRVF04nLKi6bZESMk4b5SX+Sfc9RgcNCTyT5la2xUlWVn/70p1x66aVZTe8B1q1bh6IoWZEsm83G9OnT+fTTT9PLhjL5qa6u/hzOwsTkq8WGDRuQZZmamhq6u7uRZZm1a9fyq1/9CkmSuPXWW/f5GEuXLh1y+5/GxsZ0DdKe0N7eTmVlZdby1LK2trZdbm+z2TjrrLM45ZRTKC0tZcOGDfzxj3/kmGOOYdmyZRx88MF7fJyHH36Ys88+m3/+858AXHnllRx11FEsW7aMF154gY0bN+72vF5//XUcDgfHHXccgiBw/vnnc/fddxMIBNJ1WV6vl7feeotf//rXWdtPmzbtgM7Fvyj2SliddtppPPDAA4wdO5ZLL700LZri8TiPPPIIf/3rX/nOd76TXv/DDz/MKrjLhd1up6KiYm+GxHPPPcewYcM488wz08vKyso499xzefLJJ0kkEl+YO2EsFmNlfRO+uE5tZQkTq0vTNUa6DjNGF7O80cfmzlBO96/UxHewPk25GGjPfu6Mapp7owRiMsMK7IBAsy+Kwypl1Aal0rTiiko4LqNYLbgdu05R7D++JVu7EYCjx5by9oZOrv73GqZVe/g/3xqdNeb5UytZ1eSjtTfGiCInv5p3EGD0bNoBlObbOXRUMR9t6yEUl2kPxgnFFGwW0Xibz85GqgjgtFmYVl24W/OMsnw7JXlWfBGZCcPzafbF8MeSBKIyRXk2VE3HH1PoDidZuKmL1t4YcydXpA03plcVcmxdGe9s6OSdjTsjVIJgRKJyoxOTFeJRwxY8dc1T92lRfRd2q8SJE4axsM8pMZxQWZX00RaIsbYlwPyplTmfibc3RlE1Pe2U2J/aMjenTKlk5XYfvZEkSVVDEgSWbOlm/tTh6WbEJXk2dviiSIKAL5IkzyYRkzP7KgViMqIIp0yp5JQplazY7uONde08u7KZJVu8Ge6Su6PC46As38aqpt501NJuMezLdR1sVomSPHuWqBpKI2owXl647RKqpiMJfb3H9L6UQ13H47CRUIxm0bJmvGSwiAIlebZ0lDJ1bxZu6mKAXiCaVHlm+Q6eXdlMpJ/nfapZ9I/njAPg5TVtRBIKPdEkkYShrkJxBYdVzCk0FtV38eb6DiJ9tXdOi2hcC/fe/66aP7WSNn+MNS1+ErJGodPK5q5wTmG7uSucFsmp676uNUCp25Y2T0lFSFc2+Uj0aTOx7xqDERV12S0I6NgtIuGESjCuMLp078Thl4G//vWvNDU18c477+T8vL29HWDQSc2SJUsy1t2bSVYikSCR2GnJHwwGc65nYvJ1Ye3atQDccMMN3HDDDenls2fP5oMPPmD69Om73P7b3/425513Huedd96g60ybNo233357SOPZ2/loLBbLOd9MzZVjsV1nI8ycOZOZM2emfz7ttNM4++yzmTp1Ktdddx1vvvnmHh/nuOOOY8eOHXz22WcMHz6c6upqNE3jiiuu4KqrrmLUqFE8+OCD3Hvvvei6zs9//nN+9KMfZez39ddfZ86cOTidxu/1Cy64gNtvv53nnnuOSy65BIB//etfKIrC+eefnzWugfv7urJXwuree++loaGBK664gquvvjr9B6K9vZ1kMsnhhx/OvffeCxhiy+l08otf/GL/jToHn376KYccckhWfujhhx/Oww8/zObNm3O+efw8eOalN7jke2dlLLPZ7YhWO6LFjmS1o0lWNNHGW1Yb7jwXa8qLqCzxUF6Uz2W/uD7d2LS/M5jP52Px4sU4nc70P5fLlfX/VquV9kAcXySJTRJp8BqNagNRGVEU+MvCBio9TmbXlafTFI+sKeG9esO2elN7iNfWtnHF8eNznl9qYr6xI0RlgYNwUuFfK5vpChpmGaub/Szd2s1f/89hWXVCvz11Ulbj4/6is9LjYMlmL02+KLqm0ypHsVkkZHWnLbgKFDqtnHfESE6ZYjx7qb48uSbfKde2fIeFOQeV8+b6DrrDSUaX5qXNMAocFjZ3hqkuctITSSIIQkYUsLbMTUWBg3WtAXrCCVTdMIVYsqWbw2tKMo7b4A3z/CctBGIKkigQTSp0BOM5r+EOXxS7VUJOKCDoRBIK9R0h2v1xNnUE0+Kl/zWvKcmjPN9OKK5Q4XFkCMuUEJk7uYLtfbU0FhF29Ox0J6wudqWv+X9WNbPNG0HuEyT9BYXe58LY7Isyu66c5Y0+tnYZqV1NPZF+Pbp2TSpVdcV2H6Ig4LRArO9A06qLOGZcKaIgMHmEJ0tUpazDJUHg4qNH873DR2WcZ+qe15a5+fGccdz22oa+iKDhoe+ySNSU5fH9I0YiCALPrWo26vz6LP/jciSHLbie7s+UvhZAQtFJDEgkVfpcAgHeXN9BR8Dofab3C65quk5TT5QZo4szhEaDN8yTHzXhj8lYJZGYrBHvq2tauqWbuKzukXhNkaoPXN8WIJ5UWLK1G4uYO7Lb1B1JRzxT6a+5IuXVffevviNES69Rq+a0SsRkFZtF5FtjSumOJIzvmd3CKVMrv7INgnt6evjtb3/LDTfcQFlZWc51UhOWwSY1/Sc0ezvJuv3227n55pv3ePwmJl9VUo6Ar732Gjabjc7OTm6//XZWrVq1S6e6FBs3bmTy5Mm7XKeoqIgTTjhhn8eaTCbx+TLLEMrKypAkCafTmfFSJEU8bswDUsJkTxg7diynn346zz//PKqq7tVx3G43RxxxRPrnxx57jI6ODq699lreeecdrrnmGp588kkEQeC8886jrq4uHd2TZZm33347wzzkoIMOYsaMGTz11FNpYfXUU09x5JFH5gym1NTU7PF5fxXZK2FVXFzM0qVLeeGFF/jvf/9LU1MTACeddBInn3wyCxYsSAsch8PBI488sv9GPAjt7e0580P7vxUcTFjt7zeDLd7sAstkIgE5vgAAEaBzw86fb7zxxqxJPRgplmecccZujy+KIhabA02yIlrt6KINwWqn9NSrcZRW448m0yls1cUuXFqUVx//G71xwGKse9uHdj5dNJKzjhibU8idOTEfX0LAZnfw+IdN+MKZDoQN3twT78EaH6/e4U9P6CaN8LCpI9gnpnRUXcfR14dKACwiHF9XzpQRHp74sInG7jA2izRoKmKFx8GUETa84STDC13MnVyBL5LEKolGtEIw6k0KXcY6KTezgWOdXVfOlSeM409vbaEnkiAYk/l4my+rH1mzL0o4oWITDWvrgWna/cXPutYA/mgSqyTgDSX6eo6JSCLpBrWpcQxM9xz4fAxM0bRJglGzI4CsGT211rYE0tdJ1430uWlVhaxp8ZPvtNAb3RnVGFZgJyFr/dIddWKySiypomp6ukfXUF0hk4rGDl+UmKIjYqQaHju+bFBxtrzRx0fbegjGZDQd7nprc7pxca5U2epiF4UuG12hBHl2ibiscXhNMZJoNLzuCiaIJFSjIXWfb5+q6zR6M1sQzK4r59W17fSEk4PW4/VnbUuAx5Y2pm3MAcrzDRFs3EuBWePL+P6RozLu1V3/rWfFdl+6SbIkQoHDSp7dgq7rGfd/T2kPxOkKxkmqGrIGObwmAAglVJZv6+G7M0buMlKe+u/qHX4iCZVwQiEuq1hEAUkU6QjGsYgC06sLmTW+bMimNl9GfvOb31BcXMxPf/rTQddJTVgGm9T0n9Ds7STruuuuy3ghGQwGzZRBk681a9euZdSoUZxyyinpZYcccggTJ07kgQce4M477xx023g8TktLCwcddNAuj5FLEA1GSijlYtmyZVkphanUwcrKSlpbW7O2SUW6hw8fPqTjD6S6uppkMkkkEqGgoGCfjhMMBvn1r3/NH//4R/Ly8njmmWc4++yzWbBgAQBnn302Tz31VPocP/jgA4LBYMa9ASNq9bOf/YyWlhYSiQQfffQR999/f85j7o2g/Cqyx8IqFovx61//mjlz5nDmmWdmpN4dSPYl9Lq/3wwm4ntedN4fl8tFVXG2ANld+DiFpmkk49k25Lpm1D84rBKTRxhvf2rL3Mwb6+K+t5/IWv/x1+DxIRxvxv/cjViYGd3Sddi8o4u5c3+aEVXLFWXbEZBZ2RJhVHkhq6M6h4+roFoJ06p7sDjzEdhpUw6G7XNbIMbVz65J19OcMKE8Z6pVKlrSEzEEk67rrGkOpF37zp1RnX4b3xVMDMHmWiCckFF1UFWdYFzGG8qcNFUXuyhz22n0RtAFcFjFDFOM/qJgWrWHuKwRlzXcdguFTivBhEI4riAgsHizNx2RGpgSN3CMA1M0rZLIqGIX3lCS0jwbVklMT5pXbPexZLOXjmCcpp4IFlFk0vACPtjqNeqTdMOgw223pNMdvaEE8aRKQtFwWaWsXl67otkXZXmjD7UvDCSJ4LJZKMvfVcqbTlIxnlkRiMtq2skulwAwerKJVBU6aQvEcdstxGUNi6jzn1UtKKpOKKak681SJg5G02c9fX8ALvjWKJ78cAc9kURWE9yBJGQVbyhBWb7RJ6vQaSUsCeQ7rKiazpgyF+OG5Wddj/Zg3Ij6JFWsfesXOCy0BeLEkioOq7QPve50okktnXaZUHWskvG9HNh/KtyXstg/KlqSZ6Sv9o8Ep9KXq4qcbO3S8TisOKwSboeF0jwbSxu66Q4niCXVr2xj4C1btvDwww9zzz33ZKToxeNxZFlm+/bt6QkN7JzA9Ke9vT1jQrO3kx+73f6Fpa+bfD1QowFa/vz9jGVVP802F/iysnbt2nTtYYoJEyZw2GGH8Z///CdDWCmKwg033MBf//pXSkpKuP7666mtrd1tA+FcgmgwdlVjlSulMJU6OH36dBYuXEgwGMyorfz444/Tn+8N27Ztw+FwpPvk7ctxbrnlFmpqavj+943npa2tLV27Bcbvpf4mG6+99hoTJ07Muh7f/e53+cUvfsEzzzxDLBbDarVmlAJ9E9ljYeV0OnnooYeYOHHi5zGevWZfQq/7+83gvgqrwcY6VGE1GKLVTpHLylUnjae62JWeNJU599xCuz8Wmz2jWB+MifMwl879//3vHu8vtcWVtz9A4aSDWLHdR3c4QSimUJ5vxxeO8+zP54FkQ7LawGKjzemiMD+PhsoiSgsLMoRcAguabkEoyueldRaaHTVMqDuI9e1BOoJxqotd6YiZtaGXMXljGeY07sPAt1XeUHxn/ysM57WB4qC2zM28KZV0hxNUeBzEZS1dr5ISPxX5dta3B3HaJCo8DkaXuGgPxjllSiW+SJLFm72MKnbhj8qs2O7LiOgNZhAyMEUzFYkbUeRk7uQK1jQH+k2ajf5gx9eVs3JHLxZRoMkXJd9hiL3NHWGSqkZRno01zQGgiac/3kGir4GRohu23kOtoVnbEsAfS2K3isRlQyw5bVJacObi8JoSDqrIZ12LIaYKXbZ0o+NcqbIpEZ2q15s7uQJBEPjPqha2d0cpy7dRlm/npEnDaO6Nsr4lyKgSJ2JfRKu/6E3IKklNTdcRWQakSfZH1ow02//zrVEML3TR5o/x3qYuTp44jJU7egGB9zZ1sabZnxFdqyxw0NobxSIKOKwSFklE0Yw2AqoOkaTKyu2+IadcDkTvy0cUMCzjdUAd4OYnCjB5hPEHOZVCmKqx6p8WOHdyRZYQn1VXxvrWIOG4zML6EHFFwyYlWNPi3+tI24GmtbU1XXdwxRVXZH1eU1PDz372M26++WYsFgsrV67k3HPPTX+eTCZZvXp1xrLPa5JlYvJ1oqOjg66urpypfCeffDK33XYbGzduZMKECQD86le/YuPGjTQ2NhIKhZg5c2aWC10u9leN1a5SCs8++2z++Mc/8vDDD6f7SyUSCR577DGOOOKI9PwyGo2yY8cOSktLKS0tTW/v9Xqz0pDXrFnDyy+/zLx589IZYUM9zkA2b97M/fffz+LFi9Nzk2HDhrFp06b0Ohs3bsw4/9dff51vf/vbWfsqLS1l3rx5PPnkk8TjcebOnZtxLt9E9ioV8NBDD83qQH+gSTkKDmQoIdH9/WbwsksvQR11JF3+EPkWjdOnlPHJtk5eWdVIIh7DF4yQjMdIJhLoSgJdSSIoCTxWnUOq8gZ1ULTZbNTW1hKLxYjFYkSj0ZxicjDceU6mVHmo9DgzoiYjErt2qNkdNcOK6PBnLrNbJGqKdv3maHdMGlnGEm+YzkCCAqeFpKLhj8lEYjHUqDHZTum5JBAAmobwWM665De8SzECsHizF13fGQG5dsFsHoxF0utardaMKFtMkwjIArpoCLo8l5OnPxvB24X5nHPOOcydOxcw+hSlGgyPLHbQuHoZ0QYbvgT4tnWx3J9EsthJBguQseKLC9jshkvfMeNKeb/ey7pWw7GvK5gYkpnJwHTBZl+Uda0BpvTVLh1eE85IJVzT7KcjlKCmJI9wUiGSjCFgOPgpmoaiGqmXO3xRkqpGOK6kmwULGBGnoVKWb0PX9LSzo6ZDTyTBv1c2DxrdqC1z84ezp/H6unZ6I0nGDdu5zsC0yNRLgoEptIvqu7BKIuX5NrpCSSYOz0/3/+r/HUhdr9R1/veqZoL90iJTUTPI7r8lAJIksKY5wOE1JVQVOVmy2cv69iBumyUjUpiyUG/2RTl3RjXH1pXhDSXwRZLUd4TQNI3t3Tufv2hS463POoaUcpkiVSsliSIOqxGZs0sSMVlJp9QCuKwiFYVOplUXZWzXE0mSVNR0auPGjhDrWgMZQtxtt9DgjRCIyciqRlxWEQToDCWJyVo60vpVE1eTJ0/O2ZflN7/5DaFQiHvvvZfa2lo8Hg8nnHACTz75JDfccAP5+UZE8oknniAcDnPOOeekt93byY+JyTeJVH1VrpKNk046idtuu43XXnuNCRMm0NbWxiOPPMLWrVspLCyksLCQmTNnDqlp7f6qsdoVRxxxBOeccw7XXXcdXV1djB07lr///e9s376d//3f/02vt3z5cubMmcONN97ITTfdlF7+ne98B6fTycyZMykvL2fDhg08/PDDuFwu7rjjjj0+zkB+/vOf853vfCcjOnj22Wdz+umnc/311wPwyiuv8OqrrwJG5G7jxo08+OCDOfd3wQUXpN24f/e73+35BfuasVfC6p577uGUU05h8uTJXHTRRVgse7Wb/cr06dNZsmQJmqZlGFh8/PHHuFwuxo/PbcTweVBXWchP5k3LmPi90iSSLLMRS6iUj5TwR+U+m3JwWAQqPA6GFxpv3Ld1R3JOSE466aSsfmCaprGhuZtHFm6iqzdIvkVjTJGNl1Y14guEiMfioCRQ5QQVpSXIqm4YMKRSxrZ081FrLyMPOwFNSaDLCfyhCJqcADVJgUVHVxJpIacObAIEJHRL1mSzwuMgmYhnrbsnBGWjRqk830Zb32Q/mlBJxvdtv5NHldFW4Eg7MgoC6QiIKmcKVVmWkWV50Lq7OPBKX33chAkTmDt3bkYNlSAIVBU5mXPot3P2q/m0/w+CwHKrjb/bneiSDclmR7TaGPnd/0PFt87IitAAPPjgg3R3d2elWG5MwsKtAaKaxKoCN4mjxlI3opSDPE6cdg2Xa6cIafPHeGVNG06LSK+uE02qFOfZEIC2QBxJFBhWYE9HUsDoidbV10x6KJPnSo+TYYVOmnsiyH1W95G42meGMHg6YcqSPBVN6t+eYNb4spytCWaN3/mmb2AUq38vqVx1jCV5NlY29RJPahnPtAZIAjgsopFCCAi6jqIbqZ6zxpel3T2ripxgdCHAaZdw2y0Z6XW56sNS51HfEcJqMcQrgFUiI+VyKC6Jzb4owZhCocuKL5xERyeuKCRVo69aqgmzzSJyUEV++nnqLyxXNvVilYT0uKeM8NDaG6MjlGBaVWE6svVhQw8Oi0hXKIFdEogpGgdV5COrQ08T/TJRWlqarjHoT6qXVf/PbrvtNmbOnMmsWbO4/PLLaWlp4a677uKkk05Kv2CBvZ/8mJh8k0g5AuaKWH3rW98iPz+f119/nauvvpp3332XGTNmUF6+s5bT6/Xu1rjii+Qf//gHN9xwA0888QS9vb1MnTqVV199dbe9osD4PfPUU09x9913EwwGKSsr48wzz+TGG2/MMoXY0+O8/vrrLF68mM2bN2cs//a3v81tt93Gn//8Z3Rd5/bbb2fevHnpbTweD0cddVTOfZ566qkUFRWhaRqnnXbaUC7P15q9UkQXXXQRoijywx/+kCuuuIIRI0Zkpa8JgpB+A7G/aW9vJxAIUFtbi9VqNB09++yzee6553j++efTyrm7u5tnn32WU0899QvPVe9vfLCovgtZ0zm6tpSlDd1YJBFRFNF1HYuggyDgj8qMKRXZ4Yvu0YREFEW64xAVXcyYNIyNHSHyhnvQd1jQXUnyRAFRFCjOsxGIK+THZXRdxx9N8Oq6sGEM4Khg0vk3UOgyIkyrm/2UuW34owpnHTqC35668y2QLMvEYjE2NnfT2OGj0A6vbVcRAt3pQn9JMNK8EpY8rr3xVpyimhFlS/3/7n4eWV5EV9SYFIuiQHc4QVLRSCrJ7AuxB0yqLsWdn0+DN4JVMpoCX3bsGLZ7Q/xtkA7nQ8HlcmVN9OdOrjDMLKLZNW9Z6DpqMkE0mSnutGggpwgAwxY69QdpV/w9x7LLLruMhx9+uC9S0U5XKEmlx4Guw5bX/0awbRuqaMXncrFatBFSBASLHSw2wlY7VoeD0LpiuteNpWZYUVrYlZeXM2bMmIxjtQdidIcS9G9FpgNSn/DcHYO1J8hluAA769EAhhc6cNqknKYK/VsPpCJ+r69rJ5ZU2d4Tobev91Oqz5vTJuGyWQzR6Y9T5BAZVeqmI5jIiHzJqs7RY0vZ2BHi2PFlVHqcWVGx/tHH/tHGNc29PL+qhZ5IEpfNYjQQ9sfS1uxD6W+XcsLU0ZFVHaUvBVDA6P82vNCJzWKYh/R3/ku9YBhZ7Mp4MZBKX0y5d1YXu6gudtHaG2OHL0qZ2w4C2JIqyb6edl9Vq/Whcsghh/DOO+/wq1/9ip///Ofk5+dzySWXZLhmpdiXSZaJyb4y+trXPpf9br9j/n7b1zXXXMM111yT8zOr1ZrxcrO7uzsj3ayjo4Nly5bx17/+db+NZ19xOBzceeeduzTcmD17dsbfoBSDpSLv7XH6c8oppxAKhXJ+du2113LttddmLX/ttdc46aSTBg2iiKKIxWLh1FNPzZlxddNNN2VE5L7u7LUrYElJCXV1dft7PNx///34/f504fArr7xCS0sLAD/96U/xeDxcd911/P3vf88oLDz77LM58sgjufjii9mwYQOlpaU88MADqKp6wC1r+zcIPqKmhAnDC1i8uYsNbUHimo5NEoglVVbt6KUkz57zizaU/afeLpe67VR6jIlTICrjtElY+qJ4vVGZfyzbjqLpqBpIokCp24Y3lEQUod1vFM43+WJYRVix3cei+q70hNRqtWK1WjliUgFHTDImz46yLpY1BuiNyOnGso3eMH8PJxg38gRuPHVSzoa3u3vz3uANIzf2MH1kIRUFDh79oJGPG3sQXR6Gfff3RiROSSIqSYblCRTbBRrafSjJGPF4nFIHiJpMVYGFfIuWFm7T62qYUFyRdnJ7c30Hlx07hsOr9+3tutPpzHrr/9jSRmwWiXBkCMJqEJJYBnVTjA5FsA1C6mVDbZmbi4+q4bGljQRjCoGYTO+2dfRsXQ1Azy720QEsHfDS/cwzz+Q///lP+ucGb5jnV7USTSr0vHEfsW2rEKw2RIuduMfN958vorjAPWj7gKgqsnR7kG48dE44kmnVhRl1VSV5Nj7d2oKkKXy0UWSbX0YTJKyiQDipsLUrjAB09tXTpSI/d/23nvZgnMoCB1edXJe+xqdMqaS1T6DphJFlwwJdEgVK3HacVqOFgayqxGQBHZ3jJ5RnpL71/z4OTInLVR+Wug+1ZW5mjS9j/tThvL6unUZvhObeKE98uB1F1XE7LGnBtqsXMKm6veXbe1E0xUhlFIw+WSOKXJTm2yl0WtF10n2s+ou71O+g/qmWsNO9M1UvtjPqGeXN9R0EY0Zbg1xNrr/KLFq0KOfyo48+mqVLl+52+z2d/JiYmAxOXV0dd9xxB83NzTgcDi688EIEQRhSv1STPWf27Nkcc8wxg37+4osv4vV6ueCCC77AUX152SthNdgfmf3BH//4x7R9O8Dzzz/P888/D8D5558/aC8DSZJ4/fXXueaaa7jvvvuIxWLMmDGDxx9//HMRgHtCrglLqdtGV7CBlt4YobiKKMDoEhd5dmu6mHBv9t+/fmaHT6KmVODQUUW8vaGTrqBGVyKOrBpizuMyXMtsFpHRpU6skkSbHqfSY6ctkEAUBHb4ojn6/GQKo+piF6dOG86SzV684SRxWSGWhEgyQU84mVV8nyt9K5fwGhj5mTelgtpyN5vbg6zJcxJLqKgYb+ETkkAiz4ZjhBHtcWjgcEgcM64sZy+gRfVd2CwS06p2Rg7GjCslGAxmRc76///Khg5eXtlIW08AJZlAU5JIapIjRrqZPHkyxf1ErlUSaO6NGdbnnnIKC2U0eWda5VDZ6I2nJ78D2RdDk/5R5pRwfnlNG9u7I7hEZZeCale4XK6Mn5t9UcJJBadVQov6UcM799zhhY6tA/eQm9FTj6D8iNkZUZbUs//DH/6Bd1/Y2dFdECUkqw3BYu9LqbTzmd3BkrsLqSguwJeAJr+M1e7AWlTJsXU3Z+2zpTdG45ZNfLh6Iy1BhUBUQJXzCIk2iGoImkRStbGtc2fz54HbD4ww7uqzgbT2xtjYEaSxO4IIyKqGs6+ubfyw/EEjQqn0x/rOEC6bSL7djjeUwG4VOXR0MT84qoaOYJz/rGrmb0u28cb69vTLj9R4+tv2GynLelbdVUtvjFl99yL1fTpmXCEbO0J7/DvMxMTEZKjMnTuXefPmMWnSJKqqqjjuuOPwer1ZfUxN9g+//OUvcy7/+OOPWbt2Lb/73e84+OCDmTVr1hc8si8nB744agDbt2/f7TqPP/44jz/+eNbyoqIi/va3v/G3v/1t/w9sL8gVlUlNWPyRJN3hnVbOqg6bOsJMrSrYqxSagRGNgSYGCzd5SShqOhUroRrNaGvK3MwYXUxnME6733C8iyaV9DpKXKErlMh4Oz6wX1I4qbC+NUAwKmc5pyVVne3eSMayXfXLybVO/8hPSZ6NW86YwvLGHv709hZ8kSROq0gsqaabq2p6X98eHSZUFuzWQS8VORAEgfz8/HQhei4K6rvY6t6G0uJP21QLQNXEYcyYcVjGtV+4qZOlW7tRNaj4wV+44vhx6abLCzd18qt/raInEMKiK1j0JMV26PSFCEYi6HISXUmCmkCunDBoLdP8+fPp6urKEICBcISOniDxeAxNNsxRNEXO2ra/AEoZF3QE4vijMsHw3kfCBqYFVxe7qCnJoyecQFCzxzFUVNFK3bD8jIbIKYKhzGdM11SURAwSMeR+HwWaYaC/Sd6I7PrL1Pfpr3fewj//lrsnR38u+L2d/+vKjLiNHj2aV155Jee+Ozav4cln3snZgmBLT5IVLWG6Yzp2u4NodwLJajPq7nQnScW5y4hQSryt2O5j8WYv/qhMSb6N8eUFnDZ9ONXFLl5a3cq6liCCAO3+WMbLj4G2/QJw9NjSrLqr/r+n+n+frKJAmz826MsAExMTk31BFMVB54EmXxwPPvggTz75JNOnTzfvRT/2WlgFg0EeeOABFi5cSFdXFw899BCHH344Pp+Pxx9/nNNOO+0bHZZt8Ia56616OgJxKjwOrjqpLtN1bEUz0WSm5UNS0djaZYixfZ2Q9Bdazb4oXcFYRn0LgKLqqJrONm8YWdU5ZlwpcVmluTcKSqqBKgSjckZ64sCJV3fI6F0zmB11eyAzqjKYXXaudVY29RKKy1glkaPHFqaF2PcOH4U3lOCxpduRVQ2rRURWNRySQFQx6tYUbfCUyj2JHAwc18hiF5s7gmlhpQNu+86vUurav/hpKyBQ6JQIJVSaenaKFUEQGFHqweF0EI4r1Jbncdah1WxqD/Lsihaistrn5ibgdg3urvjQQw9lLVtU38VTH+9IW7p/Z0Y15xwyIisCV1S00w3utbXt7PBFOWxUESubepl/3qVUWOM4BIXNrT2s39GNnIjR6QuiK0lETaYiTyBP0rKieqkeG/2vx1Un1/H6unZufkwlkjXioVFbUZwV3UyJ/A7f3jf1LnDn5RRrDd4wn27rGNI+5GQCfzKB3+9PL4sPYrKyqL6Lux59nlcfvXuvxrvVnsf4YR/QHohzeE1mmuFbb73Fn//857RYk7HQHlbpiOg02x18/LITyeagNawSTIpIVhuizc6a/B4+LQozbdq0nLb9g9VdpRgo5gbay5uYmJiYfL0wxW1u9kpYtbS0MGvWLJqbmxk3bhybNm0iHDYaaxYXF/PQQw/R1NTEvffeu18H+1VieaOPNc1+bJJIZzDOiu0+ZowupiTPxpIt3fRGkwyc9usYzToXb/ZmFdnvLQ3eMP9e0UxPNDtSIGs6kbhM0CJR4DScy8oL7PijSWJJwwEuZSX95vqOdORt4MRLVrUs8dSfFdt93Pfu5nS0ZiiiJtVT57GljVhEEX9UZmVTLyOLXVQVOWnwhtnUEaI4z4YkCkwaXsCSzV56k6koko7LZqUs3z5oPddgdUu7IjV2p03i38t3oAIWUeDwMdkT88NrinhnQwfhhGI06y3ZGSGqLnZRV5HPDp+EVRK4+KgaZteVs6i+izfWd5DUVFQNit02Dq4uyjnxH4zU/ekIJdIRHkmScLvdWaInJUx2+KJ0BOLpa3zZL3+aFaHc4YuyoS1ATFZxWiVmji3NmWY52HWbMsLDMRdcQ5kUp7Gzl4PK7DhEFZeokidpuzU2mX3kIYNGNt2Wgb6UQ6e2MrcteLMvipwcejuDgeTqR7eovotbXtnApobOvd6vLkq8traNpVu7OXR0UcY9aGhoSFvk7gn/+wz876+MPky5UouffeFl7r7mFzzrzhu02bfT6cQXh20BhQuvuH63dWAmJiYmJiZfN/ZKWF1zzTWEQiFWr15NeXl5huUlGFaRe/PH/euFjo5ha5wSUKkJy18WbmWbN4xV0ggnsyeERXn71v+pP82+KI09ERwWozFrf6ySQCCm4HFpzJ1c0dfcNEpDVwSxr0TCZZcyrKRTYiRltzxlhFHz9vvXNtLSG0VDJy5nSkZZg78taWRqVWFaMA5V1KTqNlY29TKztoR5ff18nlm+Iy1cjR46Ak6bBUWHaEJBEAw3uIoCx27rufaUlMHA2xs6CcZlChzWrEa3Dd4wlR4nZx1axaJ6L06bRJvfqJUCsuzYU4YKi+q9JGTVMBvRNfIdVs6dUb1HY96TaFxKmBw2qoglW7qp9Diy0sxS+3vyoyY2tAURBQFFNfot7cnEubrYRd2kqfREkhx60J7fC+P6dGUI5JSIPOKyWznhRyolDoEPNrUyutBCZ2+I2bUexpfYc4q11P8P1oqhutiFI68Aq6fcaD+gJA07fn1oIi6XsFrbEiAUV3BbstsWDBXBYu+zgtfpCMQz7sG+mJkIksQOf4LaMmvW93OkG7xdnXi7dr8fi93FytP/b/oliImJiYmJyTeFvRJWb731Fj//+c+ZOHEiPT3ZJe5jxozJ2bPnm8ThNSVMr+qmPRjnoAJHOuJQW+bmtGnDWb3DT3c4gd2iIwkCMVlDEMDjsKTFyv4iFFOIyRqSCHpfo1NVN5r4Om0SqmY44118VA2VHicjS1yMKHLQ0BXG7bDS4I1kTJL6NxJt7Y1x2bFjuH7+BB5b2kizL8b27khWXytF01nfGtijSNxA++d5GU1SdwrXcELh3Y2dRJMKmpaylJawW0XaA/EhNdfdG0YWuyhz2/CGkxnF+ovqu9KOg1ZJYHihk9rSPNa3B3l9XTutvbFB+xitafEbzwKG8I0nVTqCe963a6jCtX/KZSAm0x6IZ0Qn++9v/DA3NouAqgkkVZ08u2WPJs57m34JgxueDDSG+feKZiLOcjYkYFrdGE4fQkQtJdj6X5PUNjXzf0jy0POwigKSKCIKOkUOkWg8xg+OGMFJdcWDRtkKCgqyjjW1ykO+w0J3QRVlk49hTLENh6DgD0UIhSMEI1ECwTCabBij6DlaCwhWO5qmk1A08h2Z92BfzEwEyT5oLd+e7Fey2bFKwtfOGdDExMTExGR37JWwisVilJWVDfr5YB753yRSdSW5JpEpcbG+NUCJ28bmzjDvbOikOM+GKAj73VFrZImL8cPcbPdFCcdkusLGZC2SVPA4rQjAhrYQjy1t5OKjaih0WlnZ5COaNOp8ZNWeMUnKZT4xu66c6mIXr69r5/V17QSjSVoDRhqVABQ4LEzeQ8G4q4l4Srhu6gwRiSsZ9V0CpCNE3eHEbuu59oZUrVVPJJklOh9b2siGthBl+TbsFgmLBO/WdyEAizd7sUpihrNaqh/TDl+UygIH7f4YCUVD1iCSNFJDB1p2p461O8v63dG/d9OHDT0Z4wIy9n94TQmHjSqmsSeC22bhzENG0OyLpvcz1OPt6Vhz1YC9vq6dU/qEdupfql/c8XXlrG8PZrgH9t9X/3NK1UJu744QjCuM7Luvlx07hmZfFFXTcVhEFE1HUVXsVglVtHDY2CpOPKyOMXt4Lunv/iEjmDziGmbXlWeIRn8kyQ5fFEXT6InICGiofUYmgpxEVxOIgtGUuNRtJ8+W+Sv8uOOOwx9XWLS+hTZfkGQ8hpxIIKgJUGVGeiwUWDT8oQg7unqJxuLocgJdSSDaB/9u7Imwcjmd2CyS6QxoYmJiYvKNY6+E1cSJE1m8eDE//OEPc37+4osvcvDBB+/TwL4O7GoSObuuPD3JWlTfxfv1Xtr8cfIdlj3uY7Ur+guAg4bl81GjEWEUAFUDfzRJJKFQ4XEgqzqCIHDM+DLqO/ssk3WIJJSMSdJg5hOpHkAb24Is9ccQ+o5jtQjMm1K5V3Vju7qGx4wvxR+T2TbAdVAHwnEZj9NGWb6dU6ZU7lWUZHfjyiX6Us1hy/NtdIWSjC514nHa6AwmmF5dSHc4OaizWkcgTiiuYLdI5NkkvOEECUVlU3t2pG0olvV7ci6p3k2pcem6nnP/qZcFum5EOd/b5N1vKZa5GFgDtmRLN4GYzIcNPelo6cC0wP61Zbn21f+cUrWQiqoTiMmMH+amJ5KkpTeW4WYYiSvEVR1ZVUgoGgdV5u/1+fb/7kO2A+bIEhctvijGN05EtDoQrA6sbpBVQ1TJfRFDf0zOeDZmzpxJsmQsDe9uoSCaxBdJEogp2CQBSRS4bM7YtPvfTS+v54llTaSSEseX5zbxACO9u66ubpeNvbe09bB2uxfJkfeNaBBsYmLy1eOJJ57gtttuo6Ghgby8PPx+P7NnzwZ230po0aJFzJkzh4ULF6a3+SrydTmPoXDTTTdx880379d59e7YK2F15ZVXcuGFFzJ16lTOOeccADRNY+vWrdx88818+OGHGQ1CTXaPx2mlPN9GQtH365ve/gKgzR9jXevORr5g9MaxiCIOq5SOvOi6jtMm0uxLouuAQMZDubs+PQdVFvDhtm4EwbA+35U7357S4A2zvLGHJVu6kVWd1t7smhJRAASBkSWudKTn85j0pyJNr61tZ2qVJx21G1nsYgdGfRrA2hY/4bjCx9t8HDq6iHMPq87prFbhcTBlhI3NXWF6I0lkFZKqSiwZYU1zL7PG74wSD8Wyfij0j+AMtOjPtf/UMfpHkD5Pk4L+NWArm3qp9DhoD8RzHnd3qYa5zskbShCXDWmh6TpNPVHqhuXT5jf2cdXJdazY7uNfK3awviVIqdtKT0TOcHjcVwamvM6dXMH7m728vLqNaNJI4wXo82UhJmuIGPeuPN+R9QejuthFZYGDzr4UUqskkO+0IgpQlm80hW7who1WAP22mzyicNB7WFVVRVVV1aDnkBKtVl/UTAM0MTH5UrJp0yYuuugi5s6dy7XXXpvVc9Fk97S1tfHwww+zYMECpk+ffqCH86Vkr4TV+eefT1NTE7/5zW/49a9/DRgN23RdRxRFfv/737NgwYL9Oc6vPYGYTG80id0i0ubff5M22Bn1afCGWbLZQ280mbYKT6o6mq5QU5rHZceOAeDN9R0EIgqqppNnl9B1sup8BhMrDd4wm9qDyKpOSk9pGqzc7tvnvjapyVt9Z4iuYJxDRxXhj8mIkFHTlYqUHTOu9HOd3KUc3lL37WcnjON7h4/KELL/XtmM227BKok4rRLHji/LGbnrH1msKckzLO4x6uF03UgbHbj+vqY45org9BdvufY/mIvg5xWdyCU63lzfMeh5D3wuBzay7n9Ouq6zqT2IDkTiCi6bBadNIpJUMuzCvztjJLqus7VzIz0RGbtF5LDRRfvtHHMJwupiF+ta/Xza5AfIchC1SAKThxcgimLWi5hUZHHFdh/e/8/efcc3Uf5xAP9c0jZpuicdFCgFyqaMUvaUDcoGARnyAwRZAoqATJEhIioogiJFqKwCAoJapiCr7CG70ElLdzqTtsnz+6PmbJrONGmS9vt+vXhp7y6Xby7X633veZ7vky7H9fBkpMvy4F5grGdUchZkuUoI/334IRRwsJeYa/0ZCibANEEwIYbBmYvh2Os9jWUk3/nz56FUKvH111+rTQcUEhJiwKgqX5cuXZCdnQ0Li/IXSnv16hVWrlyJOnXqUGJVDK3nsVqyZAneeecdHDp0CM+fP4dSqYSPjw+GDh2KunXr6jLGasHO0hx5SiUyZHn440Ec2no76TwpUN1w1bAT49fbMZBm54L926KUnp3Lj1OJTM5CHlNCify5tcyFSjyJS1dLjIob3xOVnIVcJUNTD1uEhqfkF5IwE0ChZBVu1VDdvDV1t8WZNBn+eZUGkZkAdo6WSEiXgwFQKJRwsRHlP9XX883dvWgpUrJyIOSA5Mwc7Pz7JQAObb0d0bWBy7+JbAJep8nAAWjgZgM3W7FGZTtA8+Z695Vw/Hw5AkrkJ4mqioJlbZ0pi5JavUrq6liwBamhmw3q1yh+QuWKKi7pKMvnLpgEqkraq+ZaYgyIlcqQq2Twq2mPG5EpaFXbHilZuUiX5anNmebjYo2329YGANwIT0GbOg78z7r8nIXPB3tLCxTV2CtA/hjCqJRs+LhaFzkZb8H9hSVk4Hp4MuLT5Ah9mQzg30mbna0QnyZDHmOwl5ijS4Pix82WRheJPiGkYgTmIti0GmjoMIxWfHx+kSJ7e3u15dokGKZMIBBALDauhDszMxNWVlaGDkMnBBV5ca1atfDBBx/g22+/xdatW7FgwQJKqrTg5SiBraUZsnOU/FgnVfEAXfNxsca4drXRzNMOwn9LwTMG3IuR8jf85kIOmXIFxGYCKAHkKhjuRqXihwsvEJaQwd+wBl2L5JcV/CxOVhYQCARwlJjDwkwAoUAAZxtRhW+2Co6h8atpjy4NXFDbyQpWFmYQmQmQ92/Bh7g0OURmgnIXyyiP/M/MIBRwkGbnAmCISZVh95Vw/pioEtnZPetjVs/6GNnGC388iCvyuAH/lXH3cbFGN19XeDpYQmIugLVICCXTPCcKbq+Nkm6GVYlz4eSlYBXBXIUC92OkOHgjChtDnmh8Hl0p/DnL+rlDXybjXnQq4tNkfHGWqOQs3IlMxdnH8bj4NCG/8mKeEs5WIshylXC3FcPNTlzkMXm7bW1sHOmn86SqIFWFwrCEDNiIzcFxgOrxgBCAxFwAbxcrvNncA7aW5sjOUeDs4/gizyeVqOQsHLoZhT1XI7Dl7DNsDHmCqOQstKnjADc7MWzE5nCoQGsV8F8CPK5dbZoUmBBSqpiYGEyePBkeHh4QiUTw9vbG9OnTkZPzXyXUFy9eYMSIEXB0dIREIkG7du1w4sQJtf2cP38eHMfhwIED+Oyzz1CzZk2IxWL07NkTz58/57erU6cOli9fDgBwcXEBx3FYsWIFAKBbt24aY42io6MxePBgWFlZwdXVFR988AHk8qLnNbx27Rr69u0LOzs7SCQSdO3aFZcuXVLbZsWKFeA4Ds+fP8fEiRNhb28POzs7TJo0qchpMvbs2YO2bdtCIpHAwcEBXbp00WhZ+/3339G5c2dYWVnBxsYGAwYMwD///FPygS9wzAqOKevWrRuaNm2Khw8fonv37pBIJPD09MTnn3+u9jp/f38AwKRJk8D9W2yt4CTB5TkWDx8+xJgxY+Dg4IBOnTrhiy++AMdxiIiI0Ih50aJFsLCwQEpKCgDg4sWLGDFiBGrVqgWRSAQvLy988MEHZSq0lJiYiMePH1doepKSaN1ipZKRkYGUlJQiB4bVqlWroruvFnxcrDGpozdfolvf87/4uFjj3U7eSMiQIyw+A87WFpDlKvEgRso/yf7nVRryFEooFAxypoA0O79amapwQWktHdfDkxF8U4FnrzP4rnm6iLtgae0/HsTBXCiAmZCDpYUQOQolLBiDggEdfZx1NslyYQXLqbvZipAlz4MsV4k8pQIZslz+OAH5N7WqOa7KU/pd9T0kZsiRq2BIk+XpfPBlca1SBT+fqkJewe9XNXFzVLIc8Wky2EvM+UmwjeWGWtVaGJcmQ5ZcAU+H/AcW92Okat9Bz0aucLfLH1eoGvcGQOfFTsoac8GumW29HXAlLBFpsjwIOaB5TXsE1HXMb71MzIRCoURyZg4autmozTNXeJ87L73E07hMKJgSdpbmCE/MxM5LLxGfLsfrNBkEAgEik7Px7bnnZaowqcsJtwkh1c+rV6/Qtm1bpKamYurUqWjYsCFiYmIQHByMrKwsWFhY4PXr1+jQoQOysrIwe/ZsODk5YdeuXXjzzTcRHByMIUOGqO1z3bp1EAgEWLBgAaRSKT7//HOMHTsW165dAwB89dVX+Pnnn3HkyBFs3boV1tbWaN68eZHxZWdno2fPnoiMjMTs2bPh4eGB3bt34+zZsxrbnj17Fv369UPr1q2xfPlyCAQC7Ny5Ez169MDFixfRtm1bte1HjhwJb29vrF27Frdu3cKPP/4IV1dXrF+/nt9m5cqVWLFiBTp06IBVq1bBwsIC165dw9mzZ9G7d28A+UU4JkyYgD59+mD9+vXIysrC1q1b0alTJ9y+fRt16tQp9/eSkpKCvn37YujQoRg5ciSCg4OxcOFCNGvWDP369UOjRo2watUqLFu2DFOnTkXnzp0B5BdN0uZYjBgxAvXr18eaNWvAGMPAgQPx0Ucf4cCBA/jwww/Vtj1w4AB69+4NB4f8bvgHDx5EVlYWpk+fDicnJ4SGhmLz5s2Ijo7GwYMHS/ycW7ZswcqVK/VWvEOrxEomk2HlypXYsWNHkfNYqSgU2k+CWd2oCh9Uxg2dah4qea4SCiVDfHoOLM0FUP5bCe7J63Qwlj8HU1YuwJQM0cnZcLT6r9WppG4/qqIOCiX+HcsCpMvydFLgoGBp7aTMHPg4W+FGZAqsRWZIzcoFYxxcbEQY5OdRofcpjupG9V60FDYiM34uLcG/Y1USM3Ph7cKBMYaNfz7By6RMpP9bxtve0rzYioBFfc5+zdyRmCGHrdgMUlmeVvNZlaaoMUlf/PkELxIz4WSV34pR1PeWlp0HaXYu5AqG1Kxc2EkqvytFSeXmVV1SO/k441JYIkRm+cVZmnnaqVU/LKqMPVD28vG6VLhrpoe9BOuGNceFpwkIDU9CXJoMN8JT0K+ZGx68kiI6Jb8s/6vUbDT1tCvyfFJVqXSxsUBUSjZkuUp42JshV8HgbivG89cZUCgVEAo4JP9bDbEs3St1OeE2IaR6WbRoEeLi4nDt2jW0adOGX75q1Sr+AeK6devw+vVrXLx4EZ06dQIATJkyBc2bN8e8efPw1ltvQSD4r9OVTCbDnTt3+G59Dg4OmDNnDh48eICmTZti8ODBuHPnDo4cOYLhw4fD2dm52Pi2b9+Op0+f4sCBA3yBtilTpqBFixZq2zHG8N5776F79+74/fff+bGl06ZNQ5MmTfDJJ59otDK1bNkSO3bs4H9OSkrCjh07+MTq+fPnWLVqFYYMGYLg4GC1z6g6NhkZGZg9ezb+97//Yfv27fz6CRMmwNfXF2vWrFFbXlavXr3Czz//jHfeeQcAMHnyZNSuXRs7duxAv379UKNGDfTr1w/Lli1D+/btMW7cuAodixYtWuCXX35RW9auXTvs379fLbG6fv06Xrx4wbcwAsD69ethafnf37ypU6eiXr16WLx4MSIjIw3asKNVYjVjxgzs2rULgwcPRufOnfkMklRMZT3xVc2ZlKfIn4jWykIAD3sJOI7jxzBFJGUiOy+/+hiH/MHyBecFKm18T8HKZBzyK97pshXOy1ECcwHHzw/l42qNZp72yJDnontDV721VkUlZyEtO7/1KC5NBnMBByVjUCK/gIaAA/o2dUOsNBt3olOhVDIkZshhLuSQnaPAqLZecLezLFPy3NbbERefJuBOdCo/B1ZxiYCunLj3Cs/i05GnYIhOUUAoEBTZUhaVnD/vEwDkMQZXW1Gxpbr1obQbfFWXxaTMHAR4O6GLrwt/7Ao+wABQ5Ji3srx/RecQK6yorpn5DxES8CwuAxzH4VVqNvKUDC/jM5H1b7XA7FwlnsXnx1M4FlVRFABwsDJHlwauaOZphz8exCEyOQu2lmb/toYC8jxlqa2iuqpGSQipnpRKJX799VcMGjRILalSUd2Qnzx5Em3btuWTKgCwtrbG1KlTsWjRIjx8+BBNmzbl102aNEltrJSqNeXFixdq25XFyZMn4e7ujuHDh/PLJBIJpk6dio8++ohfdufOHTx79gyffPKJRiNDz549sXv3biiVSrXk6L331IuLdO7cGUeOHEFaWhpsbW3x66+/QqlUYtmyZWqvK3hsTp06hdTUVLz99ttITEzk1wuFQgQEBODcuXPl+rwq1tbWasmShYUF2rZtixcvXpT6Wl0cCwAYNWoU5s6di7CwMPj4+AAA9u/fD5FIhLfeeovfrmBSlZmZiezsbHTo0AGMMdy+fbvExGrFihVqSZquaZVYHT58GP/73/+wbds2XcdD9Eh1Mwjkl2BOl+fBWmwGAcfB1VbEP82PS5ejrrMVnrzOQE5eHl+SzNn6v4tWaUmganzRyfuxSM7MqdBYoOL237mBC+LSZGjiYYsHMWlIycyBjdgcd6OkaOtdsQqExVGNhxNwHJyszJGdq+RvSM0FgOjfiVEZy09IcxRK5CmBiMQsvDLLxumHFujZqEaZkkxV6fonr9PRxMMW2blKvd/IJmfmggMHkRmQncsgz1XijwdxGgmEnaUFMnMUyFMoITY3Q58mlVteu7Qb/MLdHFWvUa1TVcnUpvVFX602RXXNDEvIwOXnichRMgjBwHHA89fpkOWp9waQ5eZPJF34gULBrrmM5SfrBZPLu1Gp+ONBLNzsxJDlKkut5kdFKgghFZGQkIC0tLRSk52IiAgEBARoLG/UqBG/vuA+Ct9Iqx74q8bklEdERATq1auncT309fVV+/nZs2cA8luKiiOVStUaH0qK09bWFmFhYRAIBGjcuHGx+1S9b48ePYpcb2trW+xrS1KzZk2Nz+zg4IB79+6V+lptjoW3t7fGNiNGjMC8efOwf/9+LF68GIwxHDx4EP369VP7XJGRkVi2bBmOHTum8R1LpdLCu61UWiVWHMehVatWuo6F6FHhm8G+Td2QlZOHpMxcOEnyfwbyW1tUT8Z/uPgC2Tl5yFMCslwlDt+KKXe1wpiUbCRl5hR5c15Rbb0dcTcqFWEJmYiVZiMnTwk3u/wsUF8JSMHxcPHpcgiyc1Hb0QIP49JhZ5lfrEMVWwsve9yOTIGZADAXCpCdq8T5J/G4Hy1F6zoOmN/bt9RuV49j05Auy8Wl54loUkx3L13q5uuC049eIzlTDpEZB39vB37CXFWsXo4S+LrZIF2eh5w8JbwcLdFMj4VCilKWG/yC3UaLGjOmbeuLPlttCj+wiErOgpXIDNYWQmTmKCAWCmBhLoSFkEN23n+tS0zJ+MIyRcVyJzIVSZk5fAl51fvUdLDEq9T839FajqW3KpdWjVIfLXmEkLJRZEnx6sfpass8/rcVQknlXp8NQSgUFrlcnxPDKpX5vQY2bNhQbOlxa2v166Au4lS97+7du+Hm5qax3sxMu/IJFYlNm2NRsNVJxcPDA507d8aBAwewePFiXL16FZGRkWpj0BQKBXr16oXk5GQsXLgQDRs2hJWVFWJiYjBx4kQ+FkPR6ui/9dZbOH36NKZNm6breIieFL4Z5DgOLjZiKJSApUjIT7iregJf08ESP/39Ann/np+MoUxjMEp6T10nO6qbvD1XIxCXJoO1KL9AhFDA6fViqhoPd/J+LC48TUCegqGGjRg2lmbwdrLiu5zN753fYvfT3y8h/Xe+LSHHAWCIk8pKPR6hL5Px+HU6300rO0f/Yxa7+bpi9eCmuPA0AWEJGcjOVWokLgVbIy88TYC5UKCXxLkkZS03rxoT9/BVOlxs8ltcVcdd29aXymi1Kdi67OtmA1muAnFpMjhYWSAtKxd5DDDjkP9fAQdHK3PE/ztnVeExcyVN5qxN2f7iWqtp/BUhhqfMTjN0CCVycXGBra0tHjx4UOJ2tWvXxpMnTzSWP378mF+vL7Vr18aDBw/4okYqheNRdVWztbXFG2+8oZP39vHxgVKpxMOHD4tNUFTv6+rqqrP3LaviejXo8liMGjUKM2bMwJMnT7B//35IJBIMGjSIX3///n08ffoUu3btwvjx4/nlp06dqtD76opW5daXLl2KFy9eYOrUqbh58yYSEhKQnJys8Y8Ynqp8M6BecIKx/DLqneo5I12WhzipDI3cbPjWCQAQmQsh5PJPEqGQg2M5byIrq9vQa6kMslwFkrNyIBRw/I2+vsp/q8SkZCNPwZApz4W/twMmdKiD+X181W5a+zdzh4+rFURmAvx3PeLgZicGY4wvrV1YWEIGfr8fi+h/k1MA/Fxg+tbN1xXLBjXBskFNii2f7eNijWaedrCXWMDH2QpPXqfjenjl/s6Xpey6qniDq40FEtJzYC78r/KftiXC9V1avOB0Bn88iEPfpm7o39wdjdxtMbCZO2wl5rAQcOAE+ScUB4aEjBzEpmbzCXHB/Vx9kcRP5lxcsRlddNUt+CCl4HWEEEJUBAIBBg8ejOPHj+PGjRsa61UPRfv374/Q0FBcuXKFX5eZmYnt27ejTp06JXaVq6j+/fvj1atXCA4O5pdlZWVpFIRo3bo1fHx88MUXXyAjQ/PveEJCQrnfe/DgwRAIBFi1apVGy4vq2PTp0we2trZYs2YNcnNzdfK+ZaWaayo1NVVtuS6PxbBhwyAUCrF3714cPHgQAwcOVJvjStWyVvABOmMMX3/9dZn2b5Tl1uvXrw8AuH37tlp1k8KoKqBhFdX9r2BJ6btRqbgRkd9VTWJhppYARSVnwVwggKutCEkZctiIzNC5vnO5br5Upbnvx0jRzNOuQjdupU1I3NPXFZdfJEFkJkCnes56H1ivKgCSLstFVEo24tPzbyTdbMUa8VkIhfC0t0ScVA5nG3MMa+3FFxAo7ul+VHIW0uV5cJCYQ5qdXyTCRmxWqWNaShtH5+UoQWqWHFfDEmFhJqyU4hrlpSreEAnA2UaESR29dVIiXJ+FZopqXe7fzJ2vZugoMUdqZg6ys/JbQXOVgJDLPz9Ss3L5877wZM4dfJzQr5m73uKm8VeEkLJYs2YNQkJC0LVrV0ydOhWNGjVCbGwsDh48iL///hv29vb4+OOPsXfvXvTr1w+zZ8+Go6Mjdu3ahZcvX+LQoUMahR10acqUKdiyZQvGjx+Pmzdvwt3dHbt374ZEIlHbTiAQ4Mcff0S/fv3QpEkTTJo0CZ6enoiJicG5c+dga2uL48ePl+u969WrhyVLluDTTz9F586dMXToUIhEIly/fh0eHh5Yu3YtbG1tsXXrVrzzzjto1aoVRo8eDRcXF0RGRuLEiRPo2LEjtmzZostDwvPx8YG9vT2+//572NjYwMrKCgEBAfD29tbZsXB1dUX37t3x5ZdfIj09HaNGjVJb37BhQ/j4+GDBggWIiYmBra0tDh06VObxdEZZbn3ZsmWlDnIm/zHUuIOibtC6NnDh16vmIwKEsLIwU6ucFpWcBWl2LtKy86BQApk5edh5KRwAMLtngzK9v6qse1JmDmJSsrX+/CV1MSo4abCnvSWycxW4EZGi97nAVBMpJ6TnQMgBOXkKPH2dPwltwc+p2i4+XQ5LCwEszc3QvKZ9iXOBqV6nqqpoa2mG2k5WGkmBvhQ+X0tKal8mZCE7VwnGUKbujZVNm65uhlZcdcApXeri5P1Y7L8eBVmuAkoA5gIASsDRygKyXKbWIldwP7UcJXpNqgDTPNaEkMrn6emJa9euYenSpQgKCkJaWho8PT3Rr18/PnmpUaMGLl++jIULF2Lz5s2QyWRo3rw5jh8/jgEDBug1PolEgjNnzmDWrFnYvHkzJBIJxo4di379+qFv375q23br1g1XrlzBp59+ii1btiAjIwNubm4ICAjQerjMqlWr4O3tjc2bN2PJkiWQSCRo3rw5XwYdAMaMGQMPDw+sW7cOGzZsgFwuh6enJzp37oxJkyZV6POXxNzcHLt27cKiRYvw3nvvIS8vDzt37oS3t7dOj8WoUaNw+vRp2NjYoH///hoxHD9+HLNnz8batWshFosxZMgQzJw5U6MkviFwTJ+DUUxUWloa7OzsIJVKta6uomLIcQelvff5J/HYfuEFnK0tkJiRg2ldffjES7UuOUOOZ68zIBAAeUrAXmKOTaP8ylTO/PyTeARdi+STh3HtaqsldmVV2n7CEjLUxjvZWpphUkdvvZVcLxjXt+ee4enrTMhz8yehrWFrqXYcAeCbM0+x9XwY8hQMYnMBFg9ohLbeTqWeF2EJGXz3uvK0BFUkkS+qlbO4lrUVx/5B8M0omAs4ZMjz4OkgwYo3m+j9uFcHYQkZRSYo35x5hh1/vwAYg1SW3yNAyAG1na3g5WCpcd4Xtx9jpsvrb1VCx6V6qPPxCa1fq8iSInrzWLVlNWcF6a14Rfg6/SY4hBiTsl6DtSsdUohUKoW1tXWxFUWqM0PO+1KWJ8hxUhmevc6AjdhMrb+qqgtVSmYOuH+TKjMOkOcVXda5KLrqGlSW/dwIT0Z4YhZcbCyQqxBWSouqqojFt2ef4+rLJFj8OwmtZnwcLM2FcHbIT2CTMnLK9N1o092sIiXEo5KzECuVqZ2v92OkRZ6/YQkZeJGQAYWSQZ6rgEDAQSDg/m0BhVElV8UlmsZWwa5wPEXHxJApz+OLyjhKzJCTlz/Zr6qyZ8HKgPrsskgIIYQQdVonVjdu3MAnn3yCCxcuICcnByEhIejRowcSExMxefJkfPDBB3rpu2iKcvL+657GGMPe0AgAHD+njD6VdmPlZidGM08LJGTkqCUjqvFRsdJspMvy8Dot+9/prLgSyzoXfm9ddA0qbj8FkwFVgYL49By42IgqbXxHVHIW7kSlIjtHAaWSoYWX5liy5jXtIBGZ4XW6HDZiczT9tzS5Pm56tUnkCyZj5gIO5kKOT2JVc5sVTmqjkrOQp2So72qN8KQsWImEsDQT4OErze6QhlRUogkAoS+TNCphGjLe4hJizeSPg8TCDGYCICUrDxk5CnAMePI6DU9C0uFqI4LLv2PJjCm5JYQQQqoDrRKry5cvo0ePHvD09MS4cePw448/8uucnZ0hlUqxbdu2ap9YqcYY5Sryxz608LLDgetRuBOdCg5ACy/7Uucy0idVq1T+HDZFj0myMBNiaCtPHLkdg0x5Hvy87CAUCsvc8qar5KHwfgonA/YScwBFFyjQl7CEDOy5GoH4dBm8nSSIS8tvjSrMy1ECN1sRFEol3GxF8HKUFLE33dCmlbBwMtazkSvc7Sz5JFY1mWzh5DgyKQuv02X//pQ/mbCbnRi5CmY0Y60KfrYbESnYczUCr9NkeJmYifg0OTrWc9KYp8vQcaoSYgAayVbzmnZwthYhXZYHRysOeUqG9Ow8JGfkQgkgU55f4dOYkltCCCGkutAqsVq8eDEaNWqEq1evIj09XS2xAoDu3btj165dOgnQlBWsyvUoLh2JGTmITZNBbCYwisH+pbUoqW7Sb0SkICdPCQVj+OdVOlrXcTB4xa/SkgF9C0vIwMY/n+BWZAqycxR4+joDLrZivjWqoNCXSXgllcHSXIhXUpnGXEO6pE0rYeFkrPB4ruKSYwtzAcwEHBjLn+fM2VoEe4mF3guHlEfBczhOKkNKVg6SMuQQmwmRIc/DpedJCKjraPB4i0qIi0q2VK1QD2KkSMzIQfDNaDAAqk688lwlrEVCpGXnGTxZJIQQQqobrRKr69evY+3atRCJREXWq/f09ERcXFyFgzN1hW+Wmnna4dGrNLxOk4FDfjc8Q9/QldSiVHAC3sdxaeAApMtzUaNQSXF9Km4cTGnJgL5FJWchNk0Ge0tzmAk4CAUcejWuwcesHgsHDvnJhzYjv8o7Fqi8rYRaJ2MSC8SkZEPIMQgFQnSs74xuvq5GVSihYDW9K2FJ8HG2wokHsZDKclHTwRIWZgJ00cEcTrqKs/B3UFTro2ps35azz5CT99+UFuZCQMBxyFEwSLNz9TpJNiGEEEI0aZVYmZuba0xcVlBMTAysrY3jxsqQirpZ8nKU4OT9WCRn5uhkUk5983GxhoPEAlnyPOQqGBjyC0WUZYxVRZVUiMHQpZ0LlkM3Fwrg42qN12kyBF2L1Ii1rbcjWnjZIzwxE84iEdxsxWV+n8qqKqlNMvZ+j3r4IuQJXiZkQp6nwKVniUZ5Tvu4WPPzQMWly9HUww7ZuQqYCwWo5SiBfx1HQ4cIQPM7KGls4Q8XXuBxXDoEHGAnMUeegqFFTTskZ+XATmyGHAWjKTEIIYSQSqZVYtWuXTsEBwdj7ty5GusyMzOxc+dOdO3ataKxVQlF3bDGpGQjKTMHfzyIM+g4iLK2hLjYiGAuFCJPqYC5AMjKUeDk/Vj01/O8OKUVYjBkxTMfF2vM7+PLl0NnDDj7OL7I6nlRyVnoXN8Zmf8mp+X53g1ZVbI03Xxdcf5JPJ7EpkGhBJ4nZGBjyBOjHNtTOEkBYBJlyIs6x/kuxrUckJQhh63YHB72lqjrYo3Tj14jMT1Ho8onIYQQQvRPq6mrV65ciRs3bmDAgAH4/fffAQB3797Fjz/+iNatWyMhIQFLly7VaaBVRcEbZdWgeUNQPfUOuhaJHy68QFiCZpdOFXc7MURmHJRKhjwFQ0K6DAduRGHV8X9KfF1FqSbX/ft5otrEp8bCx8Uao/1rYbR/LbT1dtTotlXwGKuKmLSp7VCu711XJev1hwOQX2odDJBm5xrsnC6Nj4s136JW8P9NTcFJsdvUdkTnBi5IzszBmUevkZ2TBx8XCUTmAsSlyUrfGVHzzz//YMSIEahbty4kEgmcnZ3RpUsXHD9+XGPbR48eoW/fvrC2toajoyPeeecdJCQkaGynVCrx+eefw9vbG2KxGM2bN8fevXsr4+MQYnJSU1MxdepUuLi4wMrKCt27d8etW7fK/HqlUomtW7fCz88PlpaWcHJyQo8ePXD37l217WJjYzF16lR4e3vD0tISPj4+mDdvHpKSkkp9j5MnT2LFihXl/WgVUtbrTVE++OADtGrVCo6OjpBIJGjUqBFWrFhR5FAeuVyOhQsXwsPDA5aWlggICMCpU6fK9D6XLl1Cq1atYGNjg27duuHx48ca28yePRt9+vQpcT/z589H48aNy/SexkirFquAgACcPHkS06dPx/jx4wHkHwgA8PHxwcmTJ9G8eXPdRVmFGMONclhCBk7ci0VkchZfWKNwS0jB1qx70VLI8xg4DshjQJpMgUx5NhLS5Dh5PxazetTXX7Ds34H5Rv7wvahuW+efxKtVpCtYxrys37uhuzyWppuvC37/t2urhZkA3s5WRpj8VS0FzwnGGL748wmevE6HkAOUDPjnVRoszAQIvhkFxlAp0zpUFREREUhPT8eECRPg4eGBrKwsHDp0CG+++Sa2bduGqVOnAgCio6PRpUsX2NnZYc2aNcjIyMAXX3yB+/fvIzQ0FBYWFvw+lyxZgnXr1mHKlCnw9/fH0aNHMWbMGHAch9GjRxvqoxJidJRKJQYMGIC7d+/iww8/hLOzM7777jt069YNN2/eRP36pd9rvPvuuwgKCsL48eMxc+ZMZGZm4vbt24iPj+e3ycjIQPv27ZGZmYkZM2bAy8sLd+/exZYtW3Du3DncvHkTAkHx7Q4nT57Et99+W2nJVXmuN0W5fv06OnfujEmTJkEsFuP27dtYt24dTp8+jQsXLqh91okTJ/I90urXr4/AwED0798f586dQ6dOnYp9D6lUirfeegvt2rXD1KlTERgYiGHDhuHevXv8HLf//PMPfvjhB9y8ebPEeE+cOIFBgwaV4wgZF45VsL/InTt38OzZMyiVSvj4+KB169Ym37df3zPchyVkGOxGWdWKEpmchTipDG52YtRylKiN3SlcyjwyJQsPX6VBWehM4QAMbemJjaP89BLr+SfxCLoWyXeDG9euNro2cNHLe+lD4fFRfZu6geM4o0yQKmJvaATOPY6Hp4MlxrWrU6U+mzEpquvu3tAIfHbiMbLkeQAHmAs5CDgOInMhZDkK1HWxQvOa9gafp6s89H39LS+FQoHWrVtDJpPxT2BnzJiBwMBAPH78GLVq1QIAnD59Gr169VJLwGJiYuDt7Y2pU6diy5YtAADGGLp27YqXL18iPDycv+kojbEdF6IfdT4+ofVrlTkypIUeUltm23YYBBZlH9dbHuHrBuh0fwcOHMCoUaNw8OBBDB8+HACQkJCABg0aoF+/fvjll1/K9PrDhw9jyJAhxW73yy+/YOzYsfjtt98wYMB/n2H58uVYtWoVbt26hZYtWxb7+pkzZ+Lbb7+ttO7WZb3elMfGjRuxYMECXLlyBe3atQMAhIaGIiAgABs2bMCCBQsAADKZDE2bNoWrqysuX75c7P7++OMPDBs2DElJSRCLxQgPD4e3tzceP34MX19fAECvXr3QqFEjfPPNN8Xu58WLF/Dx8cG5c+cqPGVTZmYmrKysKrSPgsp6DdaqK2BBfn5+GDFiBEaNGoU2bdqYfFJVGQzZDalgCXg3OzE6+Dhp3HQV7K4YmyaDUslgLdJs3DQTAHVcdHfSFmYMrXulCUvIwPkn8UV2iVS1LIxrVxtTutRFN19Xk+1+VpywhAzcjZKCgUN2TvEFbUjFFNd190lcOmQ5eVAiv7XKXJjfZTdLlocchRK2YjODdjmuCoRCIby8vJCamsovO3ToEAYOHMjf5ADAG2+8gQYNGuDAgQP8sqNHjyI3NxczZszgl3Ech+nTpyM6OhpXrlyplM9AqgeBhRj2ncaq/dNXUqUPwcHBqFGjBoYOHcovc3FxwciRI3H06FHI5fISX//ll1+ibdu2GDJkCJRKJTIzM4vcLi0tDQBQo0YNteXu7u4AAEvL4u81Jk6ciG+//RZA/u+y6p9KZmYm5s+fDy8vL4hEIvj6+uKLL76oUBJW1utNedSpUwcA1K5rwcHBEAqFaomaWCzG5MmTceXKFURFRRW7v+zsbIjFYojF+eebo2N+UaisrCwAwK+//orbt29j5cqVJcZ14sQJ2NnZoVOnTjh37hw4jsORI0c0tvvll1/AcRx/DZ04cSKsra0RFhaG/v37w8bGBmPHji39QOhBhRMrYloKJiu1HCXoV0QBioLbuNuKUcfZCs7WIrVtBAB83W3Rv5m73mItnJgYW0KiutndfuEFVh3/B+efxGtsY8pjecqi8JjB6+HJxSaahlBS4mvsCsZe1NjMsIQM3IhIhuLfv9ccAHOhEBzHQSI2g4VQgDRZntE+lDBmmZmZSExMRFhYGDZt2oTff/8dPXv2BJDfChUfH482bdpovK5t27a4ffs2//Pt27dhZWWFRo0aaWynWk8IyXf79m20atVKoxte27ZtkZWVhadPnxb72rS0NISGhsLf3x+LFy+GnZ0drK2tUbduXY3ko0uXLhAIBJgzZw6uXr2K6OhonDx5Ep999hkGDx6Mhg0bFvs+06ZNQ69evQAAu3fv5v8B+a3Rb775JjZt2oS+ffviyy+/hK+vLz788EPMmzdPq2NSnutNSfLy8pCYmIhXr14hJCQEn3zyCWxsbPhrEZB//Bs0aKDRGqPa5s6dO8Xuv2XLlpBKpdi4cSMiIiKwfPly2NnZwdfXF3K5HPPnz8fKlSvh4OBQYpwnT55Er169YGZmhm7dusHLywtBQUEa2wUFBcHHxwft27dX+4x9+vSBq6srvvjiCwwbNqwsh0bntBpjRUxXWcbsFFVB7eT9WARdjUBShhxKBojNBejTxE3vCYMhK/+VJio5C5HJWZBm5SA+PQc7L700yop4+paaJcepR1nIUyjxzWkp7CTmaGEE3c/KWqq+vPOEVYbzT+Kx89JL5CoYajlK0LepW5ETCCuUgKWFEPIcBcABtRwsEZsmy68U6GmJ/s3dK32Ot6pg/vz52LZtGwBAIBBg6NChfFe+2NhYAP893S7I3d0dycnJkMvlEIlEiI2NRY0aNTR6cqhe++rVq2JjkMvlak/oVU/ZCamqYmNj0aVLF43lBX9fmjVrVuRrw8LCwBjDvn37YGZmhs8//xx2dnb4+uuvMXr0aNja2qJv374AgMaNG2P79u1YsGCB2o35hAkT8OOPP5YYY/v27dGgQQOcOnUK48aNU1t37NgxnD17FqtXr8aSJUsAAO+//z5GjBiBr7/+GjNnzoSPj0/ZDwjKd70pyY0bN9Q+q6+vL44dO8a3LKneq7j3AUq+XtWpUwfr1q3DwoULsWDBAlhaWmLHjh2QSCRYs2YNJBIJ3nvvvRJjzMrKwvnz57F161YA+S2C48aNw5dffgmpVAo7OzsA+d1DQ0JC+GOsIpfLMWLECKxdu7bE99E3arGqhsrSilJ4G2drCzjbiCAQCGBpLoC1yBwuNiX/Ild1qqqF8ek5cLGxQFp2Hk7ej1VrHTHlFpPShCVk4MD1KEQkZSMyMQth8ZmIlcrwNC4d18OTDd79rCwVOMtTHbOyhCVkYOell3j4Kh2pWTmITM4Cx3EarbdejhJ4O1lBbC6AQAAIBByex2fAXChA5wbOWP5mE4z2r0VJlRbmzp2LU6dOYdeuXejXrx8UCgVycnIA5Hd5AVDkjYyqG4xqm+zs7DJtV5S1a9fCzs6O/+fl5VWxD0WIkavI74uqwl1SUhKOHj2K6dOnY8yYMThz5gycnJywevVqte09PT3Rtm1bfPXVVzhy5AjmzZuHoKAgfPzxx1rHf/LkSQiFQsyePVtt+fz588EY46tol0d5rjclady4MU6dOoVff/0VH330EaysrDSqAlbk+APAggULEBMTgytXriAmJgZvv/02Xr16hbVr1+Krr75CXl4eZs2ahVq1aqFt27a4dOmS2uvPnj0LuVyOfv368cvGjx8PuVyO4OBgftn+/fuRl5enkdgCwPTp00s9FvpGLVaVzBifjpek4FN/R4kFGtSwhkLJUMfZymgmVjUUHxdrTOrojZ2XXiI+TY5YaTbOPY5HTEo2pnSpCwCVMrmvoUQlZyE2TQZrkRCZ8vxxPhwABQNep8kMPo9SWcboGeM8YVHJWchVMLjaWPybtIv41uXC87jN7+OLPVcjcOFpAtKycpCQmYtsqQzH7ryCg0SEAc31O9dcVdWwYUO+O9D48ePRu3dvDBo0CNeuXePHXxQ13kMmyy9xr9rG0tKyTNsVZdGiRWrdh9LS0ii5IiYvJycHycnJastcXFwgFAor9PuiWuft7Y2AgAB+ubW1NQYNGoQ9e/YgLy8PZmZmuHTpEgYOHIirV6/yXewGDx4MW1tbrFy5Eu+++65W5b4jIiLg4eEBGxsbteWqrsARERHFvjYjI0Mt0REKhXBxcSnX9aYktra2eOONNwAAb731Fn755Re89dZbuHXrFlq0aMHvp6LvU6NGDbWxawsXLkTPnj3Rs2dPfPLJJzhz5gz279+Pc+fOYcCAAQgPD4e9vT2A/PFVbdq0UXt9w4YN4e/vj6CgIEyePBlAfjfAdu3aoV69emrvbWZmhpo1a5Yao75Ri1UlMsan46UpeOMpMheidxM3NHSzhchMiKjkLEOHZ3DdfF0xqaM3zIQccvKUkOUqEJmcheiUbKOZs0xfvBwlcLcVQ5anhJmQgwD5VfEFAOwlFgYvZFOWMXrGWCDFy1GCWo4S2Eks0NjDBpM6ehebHPm4WGNcu9qo6WCJdLkifyEDkjNzEXwzymSuM8Zu+PDhuH79Op4+fcp3i1F10SkoNjYWjo6O/FNfd3d3xMXFaTxkUL3Ww8Oj2PcUiUSwtbVV+0eIqbt8+TLc3d3V/qmKIri7uxf7ewWU/PuiWle4IAUAuLq6Ijc3ly9msW3bNtSoUUNj3NKbb74JxliJ1e/05YsvvlA7Jv7+/gBQrutNeagKhOzbt49fVpHjX5SrV68iODgYGzduBADs3bsXH330Edq3b8+Pg/vtt9/47U+ePIn+/ftr7Gf8+PH466+/EB0djbCwMFy9erXI1iqRSFRimfzKQi1WlcgYn46XpuCNp7mAw19P4/FPTBoYA66HJ2P14Kbo5utq6DANzkZsDnc7ptbCAMDobtp1SdVicj08/+njtRdJOPXw9b8TSSvxKtXwiXdpY/SKGnNo6Fbl8s5dpmo5ffY6HbFSORgAjgM87MR8Qm/s1xljp+oCI5VK4evrCxcXF9y4cUNju9DQUPj5+fE/+/n54ccff8SjR4/UnoBfu3aNX0+Iriiy0/E6aKHashpj10NoaVPMKypfixYtNCacdXNzA5D/+3Dx4kUolUq1G+Rr165BIpGgQYMGxe7Xw8MDbm5uiImJ0Vj36tUriMViviXp9evXUCgUGtvl5uYCyC+CUJLiHhrWrl0bp0+fRnp6ulqrlWqahtq1axe7z/Hjx6vNE6VqHfL09Czz9aY85HI5lEolpFIpv8zPzw/nzp1DWlqa2oMcba5XjDHMnj0bc+bM4ceVvXr1Si058/Dw4L+vBw8eIDIyUq38vcro0aMxb9487N27F9nZ2TA3N8eoUaPK9XkrU5lSO4FAAKFQWO5/RJ0xPh0vSsFxQQWf+jd0t0VMSjYYA0RmHNJluXgQIy19h1VccS0Mxl7VUBd8XKwx2r8WRvvXwlt+nqjvagNnGxFy8pT440GcSbSWFBxPaCytyuWtJunlKEE9VxtYi4QQmwvgaGUBgUBg1NcZY1RwElGV3Nxc/Pzzz7C0tOSTo2HDhuG3335TKz985swZPH36FCNGjOCXvfXWWzA3N8d3333HL2OM4fvvv4enpyc6dOigx09Dqh2mRG5SpNo/MOOaBsPBwQFvvPGG2j/VGJ7hw4fj9evXOHz4ML99YmIiDh48iEGDBqm1zISFhSEsLExt36NGjUJUVJRa4paYmIijR4+iR48efLLWoEEDvH79GufPn1d7/d69ewGgxDmsAPBzIxUsVQ4A/fv3h0Kh4AvdqGzatAkcx6mNHSqsbt26asekY8eO/LqyXm9yc3Px+PFjtVan1NRUPmEsSFWko2Cr3fDhw6FQKLB9+3Z+mVwux86dOxEQEFCursiBgYGIiopSKzBRo0YNPsnMzc3F8+fP+aT65MmTRbYiAoCzszP69euHPXv2ICgoCH379oWzs3OZY6lsZWqxWrZsmUaGfuTIEfzzzz/o06cPP/nX48ePERISgqZNm2Lw4ME6D9bUlfdJtCGUVEltf2gksnIUyMlTQsE41LAVo6mnnYEjNrySvldjrmqoa16OEpgJOUizc+FsbYFcBTO51hJTbFUG8uMWmQvR3dcV/8SmoUsDF3TzdTXa64yxmjZtGtLS0tClSxd4enoiLi4OQUFBePz4MTZu3Ahr6/xjuXjxYhw8eBDdu3fHnDlzkJGRgQ0bNqBZs2aYNGkSv7+aNWti7ty52LBhA3Jzc+Hv749ff/0VFy9eRFBQED2AJKSA4cOHo127dpg0aRIePnwIZ2dnfPfdd1AoFBrzH6mmPwgPD+eXLVq0CAcOHMCwYcMwb9482NnZ4fvvv0dubi7WrFnDbzdz5kzs3LkTgwYNwqxZs1C7dm389ddf2Lt3L3r16qU2RqsorVu3BgDMnj0bffr0gVAoxOjRozFo0CB0794dS5YsQXh4OFq0aIGQkBAcPXoUc+fOLXdFQJWyXm9iYmLQqFEjTJgwAYGBgQCA8+fPY/bs2Rg+fDjq16+PnJwcXLx4EYcPH0abNm3UutQFBARgxIgRWLRoEeLj41GvXj3s2rUL4eHh2LFjR5njTU9Px+LFi7FmzRq1lrvhw4dj1apVUCqVuHTpEmQyGd/178SJE+jXr1+xrYHjx4/nJ43+9NNPyxyLIZQpsVqxYoXaz9u3b0d8fDwePHjAJ1Uqjx49Qo8ePcrdF7O6MPYb7aJuLAHgxL1YvEzMhMRCCHmuAk7WFni/uw91A/yXsX+vlcXSXAgzAYcMmQK+buYm11piKq3KhXk5SmAu4HAjMgUc8ouHUFJVfqNGjcKOHTuwdetWJCUlwcbGBq1bt8b69evx5ptv8tt5eXnhr7/+wrx58/Dxxx/DwsICAwYMwMaNGzXGO6xbtw4ODg7Ytm0bAgMDUb9+fezZswdjxoyp7I9HiFETCoU4efIkPvzwQ3zzzTfIzs6Gv78/AgMDNe41i1KjRg38/fffWLBgATZt2oTc3Fy0b98ee/bs4Qs0APmlxm/evIlPPvkEe/bsQVxcHDw8PLBgwYJSJ7AF8scnzZo1C/v27cOePXvAGMPo0aMhEAhw7NgxLFu2DPv378fOnTtRp04dbNiwAfPnz9f6uJTnelNYs2bN0L17dxw9ehSxsbFgjMHHxwfLli3Dhx9+CAsLC7Xtf/75ZyxduhS7d+9GSkoKmjdvjt9++63IMvjF+fTTT1GzZk1MnDhRbfnKlSuRkJCAlStXws3NDcHBwXBxcYFUKsXly5cxc+bMYvc5aNAgODg4QKlUql2LjRHHtCjdVb9+fUyaNAmLFy8ucv1nn32GwMBAPHv2rMIBGkJaWhrs7OwglUqr3YDhwi1WfZu64cD1KDx+nY6YlGwolQwSCyF8XK0x540G6NrAxdAhEwNTjUmKlcpw9nE8LM0E+Cc2DYNbemJWj/qGDq/cwhIyjLpVuTh7QyNx8EYUmnjYIi5NjnHtapvk72d1vv6WhI5L9VDn4xNav1aRJUX05rFqy2rOCoJQop+eJeHrNMfDEFJeBw4cwNixY5GYmMjPVVVYXl4ePDw8MGjQoHK1nulSWa/BWhWviI6Ohrm5ebHrzc3NER0drc2uiYEV7tYW+jIJd6JToVQyKJVK2Ijzv3cbsZnJPM03BEMXQKgsqkQ8MjkLuf8OBr6blAWFkuF6eDI/Ts+UmGrrY1tvR9yNSkVcmtykWtsIIYRUX/b29vjmm2+KTaoA4Ndff0VCQgLGjx9fiZFpR6vEqmnTpvjuu+8wZswYeHp6qq2Ljo7Gd999V+zs2MT4FbyxDH2ZDA6AkjEIOA4WZgLYis3g7Wxl2CCNWEnj1ApvZ+rJV1RyFiKTsyDNykF8eg6sLATIzlFAZC7E49j8iYJN9bOZohZeduA4Dv51HOm4E0IIMXq9e/cudt21a9dw7949fPrpp2jZsiW6du1aiZFpR6vEatOmTejTpw8aNGiAIUOG8JN0PXv2DL/++isYY9izZ49OAzVVpn7z3NbbET6u1vgnRgpLCyEycxTIlOfh9/txiE+XY35vX5P8XLpW8HsuSwGEsiZfxqCkc9jLUQJzIfdvmXkLpMvyIM9TQp6ngIATICFdc7JBonuFz6fqPnk3IYQQ07d161bs2bMHfn5+fEEOY6dVYtWpUydcu3YNS5cuxZEjR/g5PiwtLdGnTx+sXLmSWqxgWjfPxfFxsUa/pu7IkOXBXMjhVkQqBBygZLkIT8w0mapp+lTUuLTSCiCYSvW50s5h1RxKOy+9RFp2HrK4PCgZAHBQKpW4EpaEZp52VOREz0zlfCKEEELKKjAw0GQSKhWtJwhu2rQpjhw5AqVSiYSEBACAi4uLUcx6bCyqys2OauzG3ehUCIUcBAAUSsBKROOsAM3vmeO4Usvqm0r1ubKcw6qkaeell0jIkEORn1mBAbgTlYpVxx+qbUd0z1TOJ0IIIaQq0zqxUhEIBBCLxbC2tqakqpCqcrOjKmhxPTwZv9+PRUK6HFYiM7zfvZ5JJoq6VtT3XFoBBFOY0wwo3zlsYSaEp70YMf+W6AcAsRmH1KwcPIiRUmKlR6ZyPhFCCCFVmdaJ1Y0bN/DJJ5/gwoULyMnJQUhICHr06IHExERMnjwZH3zwAbp166bDUE1PVbrZUSUK/nUcq8Tn0SVtv2dTqD5Xls8WlpCBWGk2zIUc0mR5EJkJIOSAzFwlUrLyf3aytihi70SXTOF8IoQQQqoyrRKry5cvo0ePHvD09MS4cePw448/8uucnZ0hlUqxbdu2ap9YAcZ3s1PRYhrG9nkMreDxNMU5g8qipO+84BgscwGHdnWdIOQ4xKRmITNX+e94PIbEjJxKjpoQQgghpHJplVgtXrwYjRo1wtWrV5Genq6WWAFA9+7dsWvXLp0ESHSnKhTTMCZ0PNXHYN2ISEFmTh4USoYsuQIcwP9LyaTEihBCCCFVm1aDoq5fv45JkyZBJBKB4ziN9Z6enoiLi6twcKYsLCED55/EIywhw9Ch8AreBCdl5iC6wFgYU2Isx7aqHM+KKDgGy1zIISFdjsQMOfIUDAIuv4CFjaU5ulTR1jxCCCGEEBWtWqzMzc2hVCqLXR8TEwNr6+r15L4gY23JqArFNIo6tgAMMleYro+nKc55VnAM1qvULHx9+hlSs3IgEHAQCgCJyAyd6zvDy1Fi6FCrNFM8dwghusUJzWHdcoDGMkJI5dEqsWrXrh2Cg4Mxd+5cjXWZmZnYuXOnScyOrC/GWma9KhTTKHxsr4cn405kqkGSWF0eT2NNxstCNQbr/JN4uNtZwsJMgMR/JwaW5yhw+mE8olOysG5YC5P5TKbElM8dQojuCEQSOPWebugwCKnWtOoKuHLlSty4cQMDBgzA77//DgC4e/cufvzxR7Ru3RoJCQlYunSpTgM1JcbcMuTjYo2uDVxM9sar8LFlDAbtjqer42moboW67Fbp5SiBr5sNnKxEEJkLkccYsnKVyJDn4V6UFCfvx+ogYlIYdUklhBBCjINWiVVAQABOnjyJ58+fY/z48QCA+fPnY+rUqVAoFDh58iSaN2+uVUByuRwLFy6Eh4cHLC0tERAQgFOnTpXptadPn0b37t3h7OwMe3t7tG3bFrt379YqjoqISs6C2FyI5jXt6Omxjqlaica1q40pXeqirbej0Sax5WGIZFzV0hF0LRI/XHhR4eRK9d30aOQKdzsxLIQCMOQXr1AoGe5Hpxp8XFxVZMwPcgghhJDqROt5rHr06IEnT57gzp07ePbsGZRKJXx8fNC6desiC1qU1cSJE/luhvXr10dgYCD69++Pc+fOoVOnTsW+7tixYxg8eDDat2+PFStWgOM4HDhwAOPHj0diYiI++OADrWMqj/NP4vHJrw+QJsuFrdgczTztKLHSMdXxVI0pMfXujYBhumnqq8sqYwzx6XLIchUAACUAMCAqJRs/XHhBDxt0rCp08SWEEEKqAq0TKxU/Pz/4+fnpIBQgNDQU+/btw4YNG7BgwQIAwPjx49G0aVN89NFHuHz5crGv3bJlC9zd3XH27FmIRCIAwLRp09CwYUMEBgZWamKVkC6H2Cy/QtqFpwno5utaKe9dXRQ1pqQqzCFV2XOE6aP4xg8XXuD6y2QkF5q3igGwEHJ8VzW6+dctml+OEEIIMTytEiuBQIAaNWpg//796NKli8b6oKAgjB8/HgqFolz7DQ4OhlAoxNSpU/llYrEYkydPxuLFixEVFQUvL68iX5uWlgYHBwc+qQIAMzMzODs7lyuGinK0EkHIATkKBiEHOFhZVOr7VwfGWhzE1Oi6pUP1vViLhFBCvZ8xA/A8PhOeDhLqqkYIqRLqfHzC0CEQQoyM1i1WMpkMb7zxBjZs2IA5c+boJJjbt2+jQYMGsLW1VVvetm1bAMCdO3eKTay6deuG9evXY+nSpZgwYQI4jsMvv/yCGzdu4MCBAzqJrywGNHfHjYhkvErJhoeDJfo3c6+0964uaEyJ7uiypUP1vUQnZ0HIAQqmvt7CTIBG7raUBBNCiB4oZRmIP7xabZnr0E8gENM1l5DKonVi9dVXXyE0NBQffPABbty4gR9++AFisbhCwcTGxsLdXTMRUS179epVsa9dunQpXr58ic8++wyrV+dfWCQSCQ4dOoS33nqrxPeVy+WQy+X8z2lpadqEDyD/RnX5oCa4Hp4MxkrfnpQfjSkxTqrv5eT9WOA+wJQMYQkZUCjzx1llyfNwIzwZYQkZ9J0RQoiOMaUC8qgHGssIIZVHq6qAQP4kwd9++y0CAwNx+PBhdOzYEZGRkRUKJjs7W60rn4oqYcvOLr6MsEgkQoMGDTB8+HDs3bsXe/bsQZs2bTBu3DhcvXq1xPddu3Yt7Ozs+H/FtYqVx53IVJx9HK+TamtEk6mXjS+spLLnuiyJrm8+Ltbo38wdLWraw9LCDGbC/EsMB0BsIUS6LI/KgRNCCCGkSqpw8Yrx48ejefPmGDZsGFq3bo19+/ZpvS9LS0u1liMVmUzGry/OzJkzcfXqVdy6dQsCQf7N3MiRI9GkSRPMmTMH165dK/a1ixYtwrx58/if09LSKpRc0RggUlZhCRkIfZmEi88SkatgGhO8muLkrwVbrqTZuYiVZiM7V4kMWR5y8pTUdZMQQgghVZLWLVYF+fn54ebNm/D390ffvn2xY8cOrfbj7u6O2FjNSURVyzw8PIp8XU5ODnbs2IEBAwbwSRWQ36rWr18/3LhxAzk5OUW+Fshv7bK1tVX7VxE0BoiUhSppOnAjGnejUuFmK9KY4NVUJ39VtVx5OVpCwHEQIL+ARZw0G1HJWZUejym1+hFCCCHENOkksQIAe3t7nDhxAosXL8Zff/2l1T78/Pzw9OlTjTFOqtam4sq6JyUlIS8vr8gqhLm5uVAqleWuUFgRhSexNfYWBmIYUclZiEzOgoOlOXIVDP+8StNIxI0lSdcmMfFxscakjt5wsRFBKODgIDGHkgEPYqR6jFSTridCJoQQQggpilaJ1cuXLzF48GCN5RzHYeXKlbh79y7Onj1b7v0OHz4cCoUC27dv55fJ5XLs3LkTAQEBfPe8yMhIPH78mN/G1dUV9vb2OHLkiFrLVEZGBo4fP46GDRuW2I1QH6raGCCiH3FSGe7HpMFCKED3hq4aibgxJOkVSUy6+bpiaCtPWIvNkKdksJdYoKmnnR6j1WSqrX6EEEIIMS1ajbGqXbt2ieubNm2qVTABAQEYMWIEFi1ahPj4eNSrVw+7du1CeHi4WvfC8ePH46+//gL7t+yeUCjEggUL8Mknn6Bdu3b8HFo7duxAdHQ09uzZo1U8hOibm50YzTwtkJCRg+Y17YtMnAw9+WtFxgyGJWTgcWw6HKwsYMZxmNSpTqVPmG0srX6EEEIIqdrKlFitWrUKHMdhyZIlEAgEWLVqVamv4TgOS5cuLXdAP//8M5YuXYrdu3cjJSUFzZs3x2+//VbkRMQFLVmyBN7e3vj666+xcuVKyOVyNG/eHMHBwRg2bFi54yBE37wcJajlKEFSZg5qORrvxLkFExNzAYdXqdllLpke+jIJd6JTITYTICNXAY7jKiFidVSenxBCCCGVgWOs9NmWBAIBOI5DdnY2LCws1ApEFLtjjqvUcU26lJaWBjs7O0ilUq0KWYQlZCAqOQtejhK6iSMlCkvIKPWG3xjOp7CEDFwPT8aFpwlFVi8szt7QSGw5+wwWQgFyFErM6lkfo/1rVVLUpTOGY0vUVfT6W1XRcTE+dT4+YegQ1CiypIjePFZtWc1ZQRBK9NP9OnzdAL3slxBjVNZrcJlarJRKZYk/k/+YYnlsojvlvVEvrZufsZxPPi7WiErOQq6ClatLYFtvR7TwskecVAY3OzH86zjqLcbyHntjObaEEEIIqRoqPI8VUUdzWFVPpc1HpS1jOp+0Gavk42KNkW28cD9GimaednqLXZskyZiOLSGEEEJMn87KrZN8NFC++inLfFTaMqbzSZsKhWEJGfjjQRzuRUvxx4M4vZU616bynzEdW2Icrl+/jpkzZ6JJkyawsrJCrVq1MHLkSDx9+lRj20ePHqFv376wtraGo6Mj3nnnHSQkJGhsp1Qq8fnnn8Pb2xtisRjNmzfH3r17K+PjEEIIqWRlarHy9vYu96BzjuMQFhamVVCmzMfFGn2buun9CT0xHqqb+qbutjiTJsM/r9LQoIaNTm7Uja3wQnkrFFZWq5C2rWnGdGyJ4a1fvx6XLl3CiBEj0Lx5c8TFxWHLli1o1aoVrl69yle8jY6ORpcuXWBnZ4c1a9YgIyMDX3zxBe7fv4/Q0FBYWFjw+1yyZAnWrVuHKVOmwN/fH0ePHsWYMWPAcRxGjx5tqI9KCCFED8qUWHXt2tUg1bxMkeoJfVJmDmJSsmlQfDWguqmPS5fDr6Y9uvi6wL+Oo86+d1Uyo5qk15TOqcpqFdI2STJ0KXtiXObNm4dffvlFLTEaNWoUmjVrhnXr1vFTd6xZswaZmZm4efMmatXKL8bStm1b9OrVC4GBgZg6dSoAICYmBhs3bsT777+PLVu2AAD+97//oWvXrvjwww8xYsQICIXCSv6UhBBC9KVMiVVgYKCew6g6aNxG9VMZLR+mWmihMluFKEkiFdWhQweNZfXr10eTJk3w6NEjftmhQ4cwcOBAPqkCgDfeeAMNGjTAgQMH+MTq6NGjyM3NxYwZM/jtOI7D9OnTMWbMGFy5cgWdOnXS4yci1QknNIPEt6PGMkJI5aHfOB2jcRvVk75blUw9YS/DrA6EGCXGGF6/fo0mTZoAyG+Fio+PR5s2bTS2bdu2LU6ePMn/fPv2bVhZWaFRo0Ya26nWU2JFdEUgsoLL4EWGDoOQaq1CiVVubi4eP34MqVRaZAn20ib1rYpo3EblMqZ5iPTZqmSqCXtYQgY2hjzhy63P7+1r8O+JkPIICgpCTEwMVq1aBQCIjY0FALi7u2ts6+7ujuTkZMjlcohEIsTGxqJGjRoaXelVr3316lWx7yuXyyGXy/mf09LSKvxZCCGE6JdWiZVSqcSiRYvw3XffISsrq9jtTHWC4IqiLkmVw9i6x+mzVclUE/bQl8m4G5UKC6EAr9NkuB6ebDKxE/L48WO8//77aN++PSZMmAAAyM7OrzgpEok0theLxfw2IpGI/29J2xVn7dq1WLlyZYU/AyGEkMqjVbn1NWvWYMOGDRg3bhx+/vlnMMawbt06fP/992jevDlatGiBP//8U9exEh1TdVvTVwlsfdOmxLY+6btVycfFGl0buBhtYlL0+cTAAHAcQJ0BiSmJi4vDgAEDYGdnh+DgYL7IhKVl/u91wdYkFZlMpraNpaVlmbYryqJFiyCVSvl/UVFRFftAhBBC9E6rFqvAwECMHDkSW7duRVJSEgCgdevW6NGjByZMmID27dvj7NmzeOONN3QarKkwpu5pxTG21h5tGFv3OFNtVdKF4s6ntt5O8KuZiNg0GRraiuFfx9HQoZoEU7iGVGVSqRT9+vVDamoqLl68CA8PD36dqhufqktgQbGxsXB0dORbqdzd3XHu3DkwxtS6A6peW3C/hYlEoiJbuwghhBgvrVqsoqOj0aNHDwD/dYdQPYGzsLDAuHHjsHv3bh2FaFpUN5hB1yLxw4UXRtsaZGytPdrQZsLayojJmFuV9KW488nHxRrz+/hi7hsNML8Pja8qTsHWPlO5hlRVMpkMgwYNwtOnT/Hbb7+hcePGaus9PT3h4uKCGzduaLw2NDQUfn5+/M9+fn7IyspSqygIANeuXePXE0IIqTq0SqycnJyQkZH/x97a2hq2trZ48eKF2jYpKSkVj84EmUrCYmytPdqqromMsSnpfKLvqGSFE6nQl8kmcQ2pihQKBUaNGoUrV67g4MGDaN++fZHbDRs2DL/99pta97wzZ87g6dOnGDFiBL/srbfegrm5Ob777jt+GWMM33//PTw9PYss706ItpTyTCT8ulbtn1KeaeiwCKlWtOoK2LJlS1y/fp3/uXv37vjqq6/QsmVLKJVKfPPNN2jRooXOgjQlppKwVOdua8amKnT7ovNJe4WLnnAcTOIaUhXNnz8fx44dw6BBg5CcnMxPCKwybtw4AMDixYtx8OBBdO/eHXPmzEFGRgY2bNiAZs2aYdKkSfz2NWvWxNy5c7Fhwwbk5ubC398fv/76Ky5evIigoCCaHJjoFFPkIevJJbVljr1nFLM1IUQftEqspk6disDAQL6k7GeffYYuXbqgS5cuYIzBwcEBe/fu1XWsJsGUbjCpeqHhmfJYt8IJobGeT8aeuBZ+GONfxxH+dRxN4hpS1dy5cwcAcPz4cRw/flxjvSqx8vLywl9//YV58+bh448/hoWFBQYMGICNGzdqjItat24dHBwcsG3bNgQGBqJ+/frYs2cPxowZo/fPQwghpHJxTEczd0qlUpw/fx5CoRAdOnSAo6PpDlJPS0uDnZ0dpFIpbG1tDR0OqcLOP4lH0LVIvrViXLva6NrAxdBhlapwQti3qRsAGF3yooozMjkL5kIOkzp6o5uvq6HD0hCWkEGJ1L/o+ls0Oi7Gp87HJwwdghpFlhTRm8eqLas5KwhCiZ2BIiq/8HUDDB0CIUUq6zW4QhMEF2RnZ4e33npLV7sjpFowla6jhRXsvnYjIgU7L72EhZnQ6FrdopKzEJmcBWlWDuLTc7Dz0kujS/4Aaj0mhBBCqoIKJVa5ubmIiYlBSkoKimr4atWqVUV2T0iVZ0pdRwsqmBCaCznkKhha1NT9xMgV5eUogbmQQ3x6DlxsLJCrYEYVHyGEEEKqDq0Sq9TUVCxYsABBQUHIycnRWK+as0OhUFQ4QEKqOlNsrSiYEDLG8MeDOKNsdfNxscakjt7YeeklchUMtRwlRhUfIYQQQqoOrRKriRMn4vjx4xg9ejQCAgJgZ2c6/XcJIbpRMCH0cpTgengydDNiU7e6+brCy1Ficq2CumDshTsIIYSQqkSrxCokJASzZ8/Gpk2bdB0PIcRE3YlMRVJmDu5GpRrVOCvAeFsF9Zn4mHLFSUIIIcQUaT1BcL169XQdS5URlpCB80/iEZaQYehQCKkUpjIxtjEpPDGwrq8X9J0QQgghlUurxGrq1KnYt28flEqlruMxefq+WSLEGJlqdUND0nfiQ98JIYQQUrm06gq4dOlSyOVytGnTBu+88w5q1qxZ5AzyQ4cOrXCApqbgzZKxVUgjRF9MtbqhIek78aHvhBBCCKlcWiVWMTExOHv2LO7cucPPVF9Yda0KSE+JSXVlrOOYdEEfY6EqI/Gpyt8JIYQQYmy0Sqzeffdd3Lp1C4sWLaKqgIXQU2JCqhZ9FoGgxIcQQgipOrRKrP7++28sXLgQK1eu1HU8VQLdLBFSdVD3XkIIIYSUhVaJlZubGxwdHXUdCyGE6JU2Xfqoey8hxBRwAiFEXk01lhFCKo9WidX8+fOxdetWTJ48GdbW9OSWEGL8tO3SR917CSGmQCC2htuYdYYOg5BqTavESiaTwdzcHPXq1cPIkSPh5eWlURWQ4zh88MEHOgmSkOpCnxPG6pMpxF2RLn3UvZcQQgghpdEqsVqwYAH//1u2bClyG0qsCCkffRZJ0CdTiZu69BFCCCFEn7RKrF6+fKnrOAip9ky1SIKpxF3Vu/SZQqshIYQQUpWVO7HKzs7G119/je7du2PQoEH6iImQaslUW1RMKW5T7NJXloTJVFoNCSGEkKqs3ImVpaUltm3bhsaNG+sjHkJ0yhSe4heM0RRbVKp6S5AhlTVhMpVWQ0IIIaQq06orYOvWrfHgwQNdx0KITpnCU/yiYuzawMXQYZWbKbYEmYKyJkym1GpICNEPpTwLKX/tUlvm0HUCBCKJgSIipPrRKrH66quv0L9/fzRt2hQTJ06EmZlWuyFEr0zhKb4pxFhWptA6aGrKmjBRqyEhhClykXH7hNoy+05jDBQNIdWTVhnRxIkTIRAIMG3aNMyePRuenp6wtFT/g89xHO7evauTIAnRhik8xS9LjMaWsBQVjym0Dpqi8iRM1GpICCGEGJZWiZWjoyOcnJzg6+ur63gI0RlTeIpfWozGlrAUF09VankzNpQwEUIIIaZBq8Tq/PnzOg6DEP0whZvSkmI0toSluHhMoXWQEEIIIUSfaHAUIUbM2BKW4uIxhdZBQkj1VOfjE6VvRAghOqB1YqVQKLBnzx6cOHECERERAIDatWtj4MCBGDt2LIRCoc6CJKQgYxtzpE/GlrCUFI8ptA4SQgghhOiLVomVVCpFnz59cP36ddjY2KBu3boAgFOnTuHQoUPYunUr/vzzT9ja2uo0WEKMbcxRWVQ0ETS2hMXY4iGEEEIIMQYCbV60ZMkS3Lx5E5s3b0ZCQgJu3bqFW7duIT4+Hlu2bMGNGzewZMkSXcdKiNoYn6TMHESnZBs6pBKpEsGga5H44cILhCVkGDokQgghhBCiB1olVkeOHMGMGTMwY8YMmJub88vNzc0xffp0TJ8+HYcOHdJZkISoGNuYo9KYWiJICCGEEEK0o1VXwKSkpBJLrTds2BDJyclaB0VIcYxtzFFpTC0RJKajOo01JIQQQkyBVi1W9erVw7Fjx4pdf+zYMfj4+GgdFCEl8XGxRtcGLiZxM6lKBMe1q20S48GIaaAupvqTkZGB5cuXo2/fvnB0dATHcQgMDCxy20ePHqFv376wtraGo6Mj3nnnHSQkJGhsp1Qq8fnnn8Pb2xtisRjNmzfH3r179fxJCCGEVDatEqsZM2YgJCQE/fv3R0hICMLDwxEeHo4///wTAwYMwKlTpzBz5kxdx0qISTKlRJCYBupiqj+JiYlYtWoVHj16hBYtWhS7XXR0NLp06YLnz59jzZo1WLBgAU6cOIFevXohJydHbdslS5Zg4cKF6NWrFzZv3oxatWphzJgx2Ldvn74/DiGEkEqkVVfAGTNmID4+HuvWrcOff/6pts7c3BzLli3D9OnTdRIgIYQQddTFVH/c3d0RGxsLNzc33LhxA/7+/kVut2bNGmRmZuLmzZuoVasWAKBt27bo1asXAgMDMXXqVABATEwMNm7ciPfffx9btmwBAPzvf/9D165d8eGHH2LEiBE0PQkhhFQRWs9jtWLFCsycOROnT59Wm8fqjTfegLOzs84CJISQqq6846VMbayhKRGJRHBzcyt1u0OHDmHgwIF8UgUAb7zxBho0aIADBw7widXRo0eRm5uLGTNm8NtxHIfp06djzJgxuHLlCjp16qT7D0IIIaTSaZ1YAYCzszNGjx6tq1gI0UAD9ElVp+3cbDSfmOHExMQgPj4ebdq00VjXtm1bnDx5kv/59u3bsLKyQqNGjTS2U62nxIroBCeAuVMtjWWEkMpTocQqPT0dERERSElJAWNMY32XLl0qsntSzZniZMCElFfB8VKP4tIRnZJN57mRi42NBZDfbbAwd3d3JCcnQy6XQyQSITY2FjVq1ADHcRrbAcCrV6+KfA+5XA65XM7/nJaWpqvwSRUltLSBx/++M3QYhFRrWpdbnzlzJg4dOgSFQgEAYIzxfzhU/69aR4g26IaTVAc0Xsr0ZGfnFwsRiUQa68RiMb+NSCTi/1vSdkVZu3YtVq5cqauQCSGEVAKtEqspU6bg+PHjmD17Njp37gwHBwddx0X0wNS61dENJ6kOaLyU6bG0zL8WFWxRUpHJZGrbWFpalmm7whYtWoR58+bxP6elpcHLy6tigRNCCNErrRKrkJAQfPDBB/j88891HQ/RE1PsVkc3nKS6oPFSpkXVjU/VJbCg2NhYODo68q1U7u7uOHfunFqvjoKv9fDwKPI9RCJRkS1dhBBCjJdWoxolEgnq1Kmj41DyyeVyLFy4EB4eHrC0tERAQABOnTpV5tfv378f7du3h5WVFezt7dGhQwecPXtWL7GaElOd94bmgDI+YQkZOP8knialJdWWp6cnXFxccOPGDY11oaGh8PPz43/28/NDVlYWHj16pLbdtWvX+PWEEEKqBq0Sq3HjxuHIkSO6jgUAMHHiRHz55ZcYO3Ysvv76awiFQvTv3x9///13qa9dsWIF3n77bXh5eeHLL7/E6tWr0bx5c8TExOglVlNC3eqILqhaPoOuReKHCy8ouSIAqmeyPWzYMPz222+Iioril505cwZPnz7FiBEj+GVvvfUWzM3N8d13/xUVYIzh+++/h6enJzp06FCpcRNCCNEfrboCDh8+HH/99Rf69u2LqVOnwsvLq8gJDlu1alWu/YaGhmLfvn3YsGEDFixYAAAYP348mjZtio8++giXL18u9rVXr17FqlWrsHHjRnzwwQfl+0DVAHWrM26mMv6NCoqQwkyxm3FptmzZgtTUVL5i3/HjxxEdHQ0AmDVrFuzs7LB48WIcPHgQ3bt3x5w5c5CRkYENGzagWbNmmDRpEr+vmjVrYu7cudiwYQNyc3Ph7++PX3/9FRcvXkRQUBBNDkx0RpkjQ1roIbVltm2HQWAhNlBEhFQ/WiVWBefcKKqbnrZVAYODgyEUCvmJFYH8ykmTJ0/G4sWLERUVVezg3a+++gpubm6YM2cOGGPIzMyEtbVp/3HXNRrHYZyKujEFYJSJFrV8ksKqYrL9xRdf8BPfA8Dhw4dx+PBhAPk9Nuzs7ODl5YW//voL8+bNw8cffwwLCwsMGDAAGzdu1BgbtW7dOjg4OGDbtm0IDAxE/fr1sWfPHowZM6ZSPxep2lieHNJLe9WW2bQaCFBiRUil0Sqx2rlzp67jAJA/UWKDBg1ga2urtlw1keKdO3eKTazOnDmDDh064JtvvsHq1auRlJQENzc3LFmyBDNnztRLvIToQuEb0+vhybgTmWqULQDU8kkKq4rJdnh4eJm2a9KkCf78889StxMIBFi0aBEWLVpUwcgIqdrqfHxC5/sMXzdA5/skpDhaJVYTJkzQdRwA8qskFTfhIlD8RIopKSlITEzEpUuXcPbsWSxfvhy1atXCzp07MWvWLJibm2PatGnFvi9NxEgMqfCNKWMw6hYAavkkBVGyTQghhOTTKrEqKDY2FvHx8ahXrx6srKwqtC9tJ1LMyMgfMJ2UlIR9+/Zh1KhRAPLHgjVr1gyrV68uMbGqihMxmsqYHaJ5YwoAd6NSja4FoLznFJ2D1Qcl24QQQoiWVQEB4OjRo2jYsCFq1qyJVq1a8aVjExMT0bJlS62qBmo7kaJqubm5OYYPH84vFwgEGDVqFKKjoxEZGVns+y5atAhSqZT/V7DKkymiym2mp2BZeVWiNa5dbaPpBljec4rOQUIIIYRUN1olVsePH8fQoUPh7OyM5cuXgzHGr3N2doanpycCAwPLvV93d/diJ1wEip9I0dHREWKxGE5OThoVllxdXQHkdxcsjkgkgq2trdo/U2aqc1aR/xjb/F3lPafoHKyeqmPZdUIIIURFq8Rq1apV6NKlC/7++2+8//77Guvbt2+P27dvl3u/fn5+ePr0qcYYp9ImUhQIBPDz80NCQgJycnLU1qnGZbm4uJQ7HlNVFQeTE90rz01wec8pOgerH2qlJIQQUt1plVg9ePAAI0eOLHZ9jRo1EB8fX+79Dh8+HAqFAtu3b+eXyeVy7Ny5EwEBAXxFwMjISDx+/FjttaNGjYJCocCuXbv4ZTKZDEFBQWjcuHGxrV1VkTF2JSPGpbw3weU9p+gcrH6olZIQQkh1p1XxColEgszMzGLXv3jxAk5OTuXeb0BAAEaMGIFFixbxBTF27dqF8PBw7Nixg99u/Pjx+Ouvv9S6IE6bNg0//vgj3n//fTx9+hS1atXC7t27ERERgePHj5c7FlNHg8lJSbSZe6i85xSdg9ULtVISQgip7rRKrLp3745du3Zh7ty5Guvi4uLwww8/YODAgVoF9PPPP2Pp0qXYvXs3UlJS0Lx5c/z222/o0qVLia+ztLTE2bNn8dFHH+Gnn35CZmYm/Pz8cOLECfTp00erWAipqugmmOgalV0nhBBS3XGsYLNPGT158gTt2rVDnTp1MGLECCxduhQLFiyAubk5tm3bBsYYbty4gTp16ughZP1LS0uDnZ0dpFKpyReyIKQ4YQkZersJplLrRFt0/S0aHRft6WPSWWOkyJIievNYtWU1ZwVBKLEzUETGgSYIJrpQ1muwVi1Wvr6++PvvvzFnzhwsXboUjDFs2LABANCtWzd8++23JptUEdNFN/Plo6+ueqrxW0mZOXCysqAxVoQQQgxGH4k1JWukOFpPENykSROcPn0aKSkpeP78OZRKJerWrctX32OMgeM4nQVKSEnoZt44hCVk4MS9WEQmZ6FNbYcyj98ihBCg+rQuEUKqJq0nCFZxcHCAv78/AgIC4OLigpycHGzfvh2+vr66iI+QMqGKZIanSm6vvkhCnFSGGxEpNH6LEEIIIdVGuVqscnJycOzYMYSFhcHBwQEDBw7ky5hnZWVhy5Yt+OqrrxAXFwcfHx+9BExIUagYg+Gpkts2tR1wIyIFHXyc0K+ZO7VWEUJIJRFY0vg7QgypzInVq1ev0K1bN4SFhfFlzi0tLXHs2DFYWFhgzJgxiImJQdu2bbF582YMHTpUb0ETUhhVJDO8gsltLUcJJVWEEFKJhBI7eM3+xdBhEFKtlTmxWrJkCV6+fImPPvoInTt3xsuXL7Fq1SpMnToViYmJaNKkCfbs2YOuXbvqM15CikXzJhkWJbeEEEIIqc7KnFidOnUKkyZNwtq1a/llbm5uGDFiBAYMGICjR49CIKjwkC1CiAmj5JYQQggh1VWZM6HXr1+jXbt2astUP7/77ruUVBFCCCGEEEKqrTJnQwqFAmKxWG2Z6mc7u+o9+RwhhBBCCCGkeitXVcDw8HDcunWL/1kqlQIAnj17Bnt7e43tW7VqVbHoCCGEEEIIIcQElCuxWrp0KZYuXaqxfMaMGWo/qyYHVigUFYuOEGKUwhIyEJWcBS9HCY2pIoQQI6DMlSPz/im1ZVbNekFgLjJQRIRUP2VOrHbu3KnPOAghJkI1EXBSZg6crCwwpUtdSq4IIcTAWK4Myae+V1smadgZoMSKkEpT5sRqwoQJ+oyDEGIiVBMBN3KzwaO4dESnZFNiZWDUgkgIIZWnzscn9LLf8HUD9LJfUnnK1RWQEEIKTgTsZGWBmg6Whg6pWqMWREIIIcQ4UGJFSCWpKq0KpjYRcFU57sWhFkRCCCHEOFBiRUglqGqtCqYyEXBVO+5FoRZEQgghxDhQYkVIJaBWBcOoDsfd1FoQCSGEkKqKEitCKkFZWxWqere1ylZdWnNMpQWREEJI8fRRFIMKYlQuSqwIqQRlaVWoDt3WKlt1a82hxJxUJn1VRiOEEFNFiRUhlaS0VoXq0G3NEKpLaw4l5oQQQohhUWJFiJGoLt3WiH5QYm685HI5li1bht27dyMlJQXNmzfH6tWr0atXr3Lvq+nyPyEQSfQQJSGEkIqixIoQI1Hduq0R3aLE3HhNnDgRwcHBmDt3LurXr4/AwED0798f586dQ6dOnQwdHiGkCqNxW5WLEitCjEh16bZGdI8Sc+MUGhqKffv2YcOGDViwYAEAYPz48WjatCk++ugjXL582cAREkII0RVKrAghxEiVtxgFJebGJzg4GEKhEFOnTuWXicViTJ48GYsXL0ZUVBS8vLwMGCEhhBiHqtC6RokVIYQYISpGUTXcvn0bDRo0gK2trdrytm3bAgDu3LlDiRUhhOiJrpI1pTyrTNtRYlUExhgAIC0tzcCRkKriRWIGYlKy4elgibrOdHNMSvc4MgGxicnwdbXBk/hkPImyhotIaeiw9E513VVdh01dbGws3N3dNZarlr169arI18nlcsjlcv5nqVQKoOx/3En1o8zRPDeUOVnghOYGiIZUZfq6Pzbm65sqttL+NlFiVYT09HQAoKeIhBCj8bOhA6hk6enpsLOzM3QYFZadnQ2RSKSxXCwW8+uLsnbtWqxcuVJjeczWiTqNj1Rtr7ZNMXQIpAqy+8rQERhOaX+bKLEqgoeHB6KiomBjYwOO44rcJi0tDV5eXoiKitLo4mHsKHbDoNgNg2I3DG1jZ4whPT0dHh4eeoyu8lhaWqq1PKnIZDJ+fVEWLVqEefPm8T8rlUokJyfDycmp2L9LxsqUz2NTRsfdMOi4G4a+j3tZ/zZRYlUEgUCAmjVrlmlbW1tbk/3FodgNg2I3DIrdMLSJvSq0VKm4u7sjJiZGY3lsbCwAFPtHWiQSabR02dvb6zy+ymTK57Epo+NuGHTcDUOfx70sf5sEenlnQgghhMDPzw9Pnz7VGJNw7do1fj0hhJCqgRIrQgghRE+GDx8OhUKB7du388vkcjl27tyJgIAAGstLCCFVCHUF1JJIJMLy5cuLHJRs7Ch2w6DYDYNiNwxTjl2XAgICMGLECCxatAjx8fGoV68edu3ahfDwcOzYscPQ4VUKOhcMg467YdBxNwxjOe4cqyo1bQkhhBAjJJPJsHTpUuzZswcpKSlo3rw5Pv30U/Tp08fQoRFCCNEhSqwIIYQQQgghpIJojBUhhBBCCCGEVBAlVoQQQgghhBBSQZRYEUIIIYQQQkgFUWJFCCGk3Gh4LiGEkMqgVCoNHUKZUWJFDI5u0Eh1I5VKDR2C1vbv3w8A4DjOwJEQY0LX8cohk8nUfqbjTqqyZ8+eQaFQQCAwnXTFdCLVo9u3byMyMlLtZsdULlZZWVmGDkFrL168QFZWlsYfClNw9+5dPHv2DNHR0fwyUzlnAODo0aOYMWMGXrx4AcC0ngbt3bsXNjY2uHTpkqFDKbfDhw+jd+/e2LRpE8LDww0dTrns27cPPj4+ePvtt/H3338bOhxiQKdOncLHH3+MrVu34vLlywAo0da3Bw8eYMSIERg9ejTee+89hIaGAqDjrm/79+/He++9h/Xr16td90zp770p2r17Nxo0aIDevXujcePGWLVqlck8kKzWidWjR4/QqVMn9OzZEy1atEDbtm1x6NAh5OXlgeM4o/7FefLkCVq3bo3//e9/hg6l3O7du4cBAwZg0KBB8Pb2Rrdu3XDp0iWjPt4q9+7dQ69evTBw4EC0bt0aLVq0wDfffMOfM6bg1KlTGDJkCHbv3o3ffvsNAEziadDt27cREBCAd999FwMGDICtra2hQyqzV69eYcCAARg/fjwsLCwgkUggkUgMHVaZqI77hAkTYGNjA7FYDLlcbuiwiAFIpVKMGjUKgwYNwokTJzB//nz06dMH33zzDZKTkwHQDacuqY7l7t270b59e8TExCA3Nxd79+5Fr1698MUXXxg4wqrr9evX6Nu3LyZPnozr169j/fr1eOONN7BixQqkpqYa/T2iKfvhhx8wffp09OjRA//73//QqlUrrFixAjNmzEBYWBgAI38YzKqp169fs5YtW7IOHTqwn376if3000+sXbt2zN7eni1fvpwxxphSqTRskEVQKpUsODiYNWjQgHEcxziOY+fPnzd0WGWSl5fHvvnmG+bi4sK6du3Kli1bxmbMmMG8vLxYw4YNjfpz5OTksM8++4zZ29uzrl27ss2bN7O9e/eybt26MVtbW3b48GFDh1gq1fl88+ZN5uTkxCwtLVlAQAC7c+cOY4wxhUJhyPCKlZWVxSZNmsQ4jmNdu3ZlR48eZa9fvzZ0WOWyfPly1qhRIxYUFMQiIyMNHU6ZSKVSNn78eMZxHOvWrRs7evQoO3HiBBOLxeyLL75gjOX/TpPq48CBA8zBwYFt376dRUZGskePHrHx48czkUjE5s+fb+jwqqwuXbqwvn37svDwcMYYYy9fvmRjx45lHMexvXv3MrlcbuAIq55du3YxR0dHFhQUxF69esWSkpLYxIkTmY2NDZsxY4ahw6uyMjIyWIcOHdgbb7zBYmNj+eXr169ntra2bPTo0QaMrmyqbWK1b98+ZmZmxoKDg/ll0dHRbNSoUYzjOHb69GkDRle8sLAw1rRpU+bk5MRWr17NGjduzNq1a8dyc3MNHVqp/vjjD1a3bl327rvvssePH/PLL126xDiOYwsXLjTaz3HixAnWqlUrNnfuXPb06VP+hvLZs2eM4zj2+eefG2UiXpTg4GDWu3dv9v333zOO49jixYv5z2NsnyEvL4999tlnjOM4NmXKFJaQkFDsOWJssatERkayGjVqsNmzZ2ssL8iY4s/MzGT169dndevWZVu3bmURERGMMcZevHjBHBwc2NChQ402ESf68+abb7LGjRtrLB88eDCzt7dn+/btY4xRwq1Lt27dYtbW1uzLL79UWx4REcF69uzJ6tWrx/7++28DRVd1de3albVr105tWWZmJps4cSLjOI6dOHGCMWZc1+2qIDk5mTk7O7PVq1czxtSvJe+99x4Ti8Vsx44djDHjfRhs/P1/9CQiIgJWVlYYMmQIACA3Nxeenp746KOP4O/vj7lz5yI+Pt7AUWoyMzPDm2++iTNnzmDJkiV4//33ce3aNezatcvQoZXq4cOHEIlEWLduHXx9fQEAOTk56NChAwICAnDr1i2YmZkZZfO6nZ0dxo4di8WLF6N+/foQCoUA8vu9u7i4oHbt2kbfNUAVm5eXF65du4Zp06ahZ8+e2LlzJ86dO2fg6IomFArRp08fdOjQARcvXoSzszPMzMxw7NgxTJw4EQsXLsTOnTuRk5NjtF0xw8PDkZ6ejpkzZwLI79bTpEkT9O3bF0OGDMHevXsBGM9YCaVSCYlEgl27duHYsWOYPHkyatWqBQDw9vZGvXr1kJycjNzcXKM+34luyeVy5OTkwN7enl+Wk5MDAFiyZAm8vb2xaNEi5OXl8ddHUnFubm7IycmBlZUVAPDdcGvVqoUvvvgCMTExCAwMRGJioiHDrDKUSiXkcjnEYjHMzMz45Xl5eZBIJJg1axZatWqF2bNngzFmNNdtU3TixAm0atVKbexaWloaOI5DbGws5HI5hEIhFAoFAGDmzJnw8/PDihUrIJPJjHcIg0HTukqgymgLP1XYtGkTs7GxYefOnWOMMbUn9vv372cikYitWbOmyNdWluJil8lk/P8/efKE9e7dm9WsWZMlJiZWanwlKRh7wfifPHmitp6x/GPfrVs31qlTJ5adnV25gRahuONe2MWLF1nTpk2Zra0tW7FiBbt//z5LSUlR24chlBZ/cHAwq1evHmOMsdu3bzOO49iECRNYcnJyia+rDMXFrmpdmz9/PuvduzfjOI7Vq1eP2djYMI7j2NChQ9mDBw/U9lHZiov9xo0bzMzMjB05coT99NNPTCAQsOHDh7MJEyYwV1dXxnEc27lzpwEi/k9ZznmlUskUCgV7//33mZ2dHX+u0xPbqiU5OZk9ffqUvx4UNGLECNagQQP+Ol7Qpk2bmFgsZp999hljzHifJpuatLQ01qJFC9a9e3d+WcHfuQ8//JDZ2NiwM2fOGCI8k/bo0SM2Z84cNmvWLLZkyRL29OlTft3gwYOZr68vu3//PmNM/Xzevn074ziObdq0SWMdKZuXL1+y2rVrM47j2JAhQ9TWdevWjbVt25ZFR0drvO7rr79mNjY2bN26dYwx4/z7U2UTK9WYmB9//FFtuepLOHXqFBOJRGzFihX8MtUvR1xcHBs5ciRzcXExSN/l4mIvzv79+5mlpSX76KOP9BxZ6cobuyrxatmyJRs1ahS/zBDKErvqHFm4cCHjOI51796dTZgwgU2ePJnZ29sbtP9vafGrjmtoaCizsbFhr169YowxNnnyZCYSidgvv/zCGMvv7lDZSvt9jYiIYMOHD2ccx7EePXqwP/74g0VERLCYmBj26aefMoFAwEaMGFHpcTNW+nG/ceMGc3Z2ZuPGjWMtWrRgS5cuZenp6Ywxxu7du8f69OnDnJyc2KNHjyozbMZY+X9fGWNs6dKljOM4duzYMT1GRgxh8eLFzNfXl7m7uzMLCwv28ccfqyVRJ06c4Mf1qKgeSkZFRbFOnTqxFi1asISEhEqPvSr78MMPmZubGwsJCWGMqXePev78OXN2dmYLFixgjBnnjaaxkcvlbMGCBczS0pK1adOG1a9fn3Ecx+rWrcsOHjzIGMt/AMlxHPvpp5/4v/uq4x4eHs569uzJvL29aXyblqRSKbO3t2dNmjRhNWvWZD///DO/bvfu3UwoFKoN1VEd+8jISNaiRQvWrVs3/uGesamSidWFCxdYkyZNGMdxrHfv3uzhw4eMMc0LTqtWrVjLli35JxIF1wcFBTEzMzO2devWIl9r6NgLLouPj2fvvvsuE4vF/FN7Q1xcyxN7QVFRUczKyoqtXbuWMWaY/vlljV3185EjR9j+/ftZYmIiv2zRokVMIBCwDRs2MMYq9ylWeY79gQMHWIMGDfgCEGlpaUwikbDu3buzSZMmsXfeeYdPuowp9qCgIDZx4kR26dIljXVjx45ldnZ2/M2+sf2+duzYkQkEAubs7MwuX76sti4kJIQ5OjqyOXPmMMYq77wp7++rKq6LFy8yjuPYgQMHStyemI579+6xrl27spo1a7LFixezNWvWsHfffZdxHMcmT57Mj2uMiopi/v7+rGPHjmo3NapzYMWKFczGxoZPAIhuvH79mjk6OrIxY8bwfx9Vv4/p6els7NixzMvLy5Ahmoz09HS2ePFiVrduXbZ+/Xr25MkTplAo2JkzZ5iHhwfr3Lkzy8rKYnl5eaxFixasc+fOfNGQglauXMns7e35sVak7JRKJYuKimLdunVjn332GfP19WX+/v4sIyODMZY/dt3f358FBASoPaRRnfMzZ85k7u7u7MWLFwaJvzRVLrG6cuUKa9iwIatTpw4bMWIE4ziOrV+/Xm3Au+rCdPToUcZxHFu9ejXfBU217smTJ6xmzZps6tSplXajU5bYi3PmzBnm6emp0aRaWSoS+4ULFxjHcezPP/+shEg1lSf2km4inz17xurVq8datGih1l1T38oavyr2ixcvMolEwqKiovh1b7/9NhMKhczc3JwtX76cv8AZQ+yquKVSKYuPj1d7vWq7q1evMo7j1FqgjSF21fXkjz/+4Kt4qlqmVE864+PjWd++fZmXl1elnTcV+X198OABc3BwYLNmzWKMUWJl6lJSUtjEiRNZvXr12OHDh9VarN966y3m4uLCLl68yBjL/3374YcfmEAgYN9++y1/fufk5DDG8v9uchzHV0mlLlK6s2rVKubi4sIP3C/4AHLhwoXM1dWVhYWFGSo8k/Hy5Uvm7e3Npk2bxlJTU9XWTZs2jbm4uLAbN24wxvJbTjiOY19++SX/e6G6bt++fZsJBAJ25MgRxhhdB8srPj6eicVi9ujRI7Zu3TpmbW3NF6yQyWRs165dTCgUsrVr1/LHXvX38eDBg8zc3LzILsnGoMolVg8fPmQikYhvzu3cuTOrX78+u3TpUpHb9+/fn3l4eLDjx48zxtQvVk2aNGHjx49njFXOL015Yy8YV0ZGBt9FR9XX+q+//mJHjx5V286YYlf57rvvmJmZGd89Ki8vj4WFhfEXN2OOnTH1m4f27duzdu3aVWpiVTj+Ll26lBj/vn37mK+vL0tNTWXnzp1jnTp1YkKhkNna2rJ69erxN1HGes4XjE117BMSEpi9vX2ldoctb+yq8sjTpk1jjDG1JGb48OGscePGTCqV6j9wVrFzPj4+ntWuXZv17NmTpaWl6TtUomfJycnM39+fv2Fn7L9E6dy5c2p/UxjLr547dOhQ5uHhwc6dO6d2nbhy5QoTiUTs+++/r7wPUE3IZDLWtGlTVq9ePY0n9TNmzGCurq5G2zXKmCiVSrZ9+3a1Zarz/cCBA8zMzIx/+JWamsqGDh3K3Nzc2K+//qr2mtDQUMZxHNu1a1flBF6FKBQKFhMTw3x9fdmFCxdYXFwca9euHfP29uaTpbi4ODZ58mRmbW3Ndu/ezb9WqVSy//3vf8zNzY1FRUUZZUJbpRIrVVJU8Km2qjVk9uzZ/E1LwRvhiIgIZm1tzdq1a8du3brFL7969SqztbVlK1euNKrYizqJVJ/n8ePHrFWrVqxZs2Zs5cqVzMvLizk5Oel9zp+KxM4YY4MGDWIdOnRgjOV3NdmzZw9r2bIla9WqFUtKSjLa2As/jf3zzz+Zubk5mzt3rh4jVlee+FWf4cyZM8zCwoINHDiQCYVC1rFjR3bhwgV24MAB/sa/MvqN6/LYf/fdd4zjOPbDDz/oMeL/aHOtiYqKYra2thqts//88w/z8fFh48aNq5Q/Ero47kOHDmVNmjRhGRkZRvmHjZSN6vt89OhRkQVMQkJCmJmZGdu/f7/a6+7fv888PT1Z69at+XP59evX7KOPPmIeHh5Fdp0iFXflyhXm6enJmjVrxi5evMgiIyPZ77//zry9vdkHH3xAv4tlpHqoVXjYwYYNG5hQKFSbDiYqKorVqFGDNWnShP3xxx+MMcZiYmLYzJkzWe3atVlcXFzlBV6FJCcnM4lEwj/M27ZtG3N0dGSTJ09mjDGWmJjI4uLiWEBAALOzs2OffPIJCwkJYT/++COrU6eOUc8lZrKJ1b59+9i0adPYunXr2IULF/jlBS8sqj8UEyZMYPb29hpPHFS/VIGBgaxWrVrM29ubffPNN+zHH39kgwYNYl5eXuzevXtGGXtRIiIi+DkWOI5jb731llp3L2OLXalUsvT0dObu7s5Gjx7NTp8+zd58803GcRzr27dvkRVhjCX2gl69esWOHz/Ounbtyho3bsyP2dM1XcV/6dIl1rx5c9aoUSO2ZcsWFhUVxf8udOzYkU2ZMkXniZW+jn1cXBw7cuQIa968OevatateKmPq8lqzb98+5u7uzhwdHdmUKVPYmjVrWL9+/ZiDg4NeusLq47grlUq2evVqxnEc/3SRbuiqFtX3eezYMcZxHH+jWfB7Pn/+PKtbty7jOI517NiR9ezZk4lEIvbhhx8yuVxO54SenD17ltWtW5eZm5szHx8fZmtry1q1amWQ4jdVheoaOGfOHObm5sa3YKmu23/++Sdr1aoV4ziO+fn5sfbt2zNzc3O2cuVKlpeXR+e6Fl68eMEaNGjA/72Ry+VsyJAhzNnZmY0aNYq1atWK3bx5k7148YJNmzaNcRzH7O3tmVgsZm+//Xal9e7QhsklVnFxcaxPnz7MysqKtWrVijk4ODCRSMSWL1/ON4MXnuw0OjqaWVtbs6FDh/KJhkKh0Pgj0bFjR2ZnZ8ecnJxY8+bNdT7pni5jL+zixYusb9++TCAQsJYtW5a5G5uhY3/+/DmTSCSsVatWzNramvn6+uq8bKy+Yj9//jybMmUKGz58OLOxsWEtWrRg169f12nsuoxf9ZQuJyeHXbhwgd2/f59PoFSv03W5e30e+/fee4+9/fbbzNramrVq1YrduXPHaGMveK25dOkS69OnD7O3t2eurq6sZcuWakmPscVelE2bNjGO49SqNpGq5+OPP2YODg4sJSWlyHGPz58/ZytWrGCjRo1iffv2Zb/99puhQq1Wnj9/zoKCgtiyZcvUukmRimndujUbNmwYY0yzNSshIYGtW7eOTZkyhY0aNUqjCBEpn6SkJCYSidTusz/88ENmYWHBhEIhW7JkiVpvq0ePHrFz587xBdqMmcklVrt27WKOjo4sKCiIvXr1iiUlJbGJEycyGxubIpsGVX8APvvsMyYQCNj27dvVbnIK/n92djZ7/fq1Xm6O9RF7QadPn2YWFhZsy5YtJhX72bNnGcdxzNXV1eRiP378OKtXrx7r1q0b++mnn/QSu77ir6wnbPo69sHBwcza2poFBATorfufPq81crmcpaSksLt375pE7CqqRCs2NpYFBgbqJXZieKrvuU+fPqx9+/Zl3p4QUxUfH88sLS35qr6M5Z/XRc3nRiouLCyMNWjQgIWEhLDLly+zzp07M6FQyOrXr89sbW35cZqGqBJdUSaXWHXt2pW1a9dObVlmZiabMGEC4ziOL31Z+EKfk5PDfHx8WEBAAD8JXFhYmNo4A33/cdBn7Izp9wTUdewFn0Rs27aNb3o3tdjDwsJM6rx5/vy5xnmjT/o89nfv3jWpc76qXGuo20vVUdJ5mJeXx+zt7dnSpUv5ZUlJSezs2bMsKyuLMUbnAqk6VA95z58/zxjLf3i0e/du5u/vX6l/M6uL6OhoJhKJmJ+fHzMzM2Pt27dnISEh7NKlS6xJkybM09PTZJNak0msFAoFk8lkrE+fPqxjx478clX3hJs3b7LWrVuzunXralzsC5dXX7hwIdu5cydr1aoVmz17tt4nRKXYi45d3xXF9Bl7ZZQj12f8qhsjU4xd38eefl8NEzupPEqlUi2pOnLkCAsNDVXb5tatW3xFwOzsbHb58mV+bivV/I6EmDrVdXD9+vXM3t6ePX36lJ07d44NGTKEmZubszZt2qjNV0l0Iy8vj73zzjusXr16bPPmzSwyOLV35wAAF9RJREFUMpL/G7R06VI2fvx4JpVKTfK4G2Vi9ejRIzZnzhw2a9YstmTJEv7JKWOMDR48mPn6+vIFAgr+cdi+fTvjOI5t2rSJMabZgpObm8v8/f2ZUChkHMcxd3d3vsoLxU6xGyp2U4+fYqfYieko+H0/ePCA9ezZk3Ecx9asWaN2E/P1118zoVDIgoOD2erVq5mTkxNzc3Njv/zyiyHCJkSvhg4dynx8fNiUKVOYjY0Nq1+/Pk10rWfR0dHswYMHGtPTlGU+RWNmVImVXC5nCxYsYJaWlqxNmzasfv36jOM4VrduXX6+leDgYMZxHPvpp5/4mwXVH4rw8HDWs2dP5u3trTEo/9atW2zJkiXM2tqa2djYsK+++opip9gNGrupx0+xU+zEdBRMqNLT09nUqVMZx3Gsbdu2/Fg8xv5LwqdPn86srKxY3bp1mZmZGVuyZIlB4iZE37Kzs5mfnx/jOI7Z2tryD50I0YbRJFbp6els8eLFrG7dumz9+vXsyZMnTKFQsNOnTzMPDw/WuXNnlpWVxfLy8liLFi1Yly5dipwrY8WKFcze3p4fQ8BY/k3DzJkzGcdxbMKECfxEtBQ7xW6o2E09foqdYiemoeAcdozlV3S0sbFhnp6e7PPPP2fPnj0rcqxVx44dGcdxbNy4cTTGhFR5H330EVu4cKFG6wkh5WU0idXLly+Zt7c3mzZtGktNTVVbN23aNObi4sJu3LjBGGNs9+7djOM49uWXX/L9/lVPXm/fvs0EAgE7cuQIY+y/JsXQ0FD28OFDip1iN4rYTT1+ip1iJ6bljz/+YA0bNmRisZjNmDGDhYaGFjm9gqpl69q1a/y5REhVR5Utia4YTWKlVCrZ9u3b1ZapKsUdOHCAmZmZ8RPgpaamsqFDhzI3NzeNySxDQ0MZx3Fs165dlRM4o9gZo9i1YcrxU+wUOzENCoWCffLJJ4zjODZo0CD2+++/83OZEUII0S2jSawY+++paeHB1Bs2bGBCoZCf/Z0xxqKioliNGjVYkyZN+IHVMTExbObMmax27dosLi6u8gJnFDvFrh1Tjp9ip9iJaTh37hzbtWsXi46ONnQohBBSpRlVYlWYqml2zpw5zM3NjX8yq7qh+PPPP1mrVq0Yx3HMz8+PtW/fnpmbm7OVK1eyvLw8g5ZppNgpdm2YcvwUO8VOjFPhcVb0nRNCiH5wjDEGI9emTRvUqVMHwcHBUCgUEAqF/LrExETs2LEDYWFhSEtLw5w5c9C+fXsDRquOYjcMU44dMO34KXbDMOXYCSGEkCrB0JldaeLj45mlpSXbsGEDv0yhUJjEjMwUu2GYcuyMmXb8FLthmHLshBBCSFUhMHRiV5oHDx5AJpPB398fABAXF4dffvkFffr0QUJCgoGjKxnFbhimHDtg2vFT7IZhyrETQgghVYXRJlbs3x6K169fh52dHTw8PHD+/HnMmDED7777LhhjEAgE/HbGhGI3DFOOHTDt+Cl2wzDl2AkhhJCqxszQARSH4zgAwLVr1+Dk5IQNGzZg3759cHNzw4kTJ9CrVy8DR1g8it0wTDl2wLTjp9gNw5RjJ4QQQqqcyut1WH7Z2dnMz8+PcRzHbG1t2aZNmwwdUplR7IZhyrEzZtrxU+yGYcqxE0IIIVWJ0VcFXLhwITiOw8qVKyESiQwdTrlQ7IZhyrEDph0/xW4Yphw7IYQQUlUYfWKlVCohEBjtULASUeyGYcqxA6YdP8VuGKYcOyGEEFJVGH1iRQghhBBCCCHGjh5xEkIIIYQQQkgFUWJFCCGEEEIIIRVEiRUhhBBCCCGEVBAlVoQQQgghJiYwMBAcxyE8PFyr10+cOBF16tTRaUyVqaKfvyjh4eHgOA6BgYE622d59e/fH1OmTNHZ/kaPHo2RI0fqbH+kZJRYEUIIIaTa+O6778BxHAICAgwdCjGQX375BV999ZWhw9Bw6dIlhISEYOHChfyy1NRUjB07Fg4ODqhbty527Nih8bobN25AIpHg5cuXGusWLlyIQ4cO4e7du3qNneSjxIoQQggh1UZQUBDq1KmD0NBQPH/+3NDhEAMoLrGqXbs2srOz8c4771R+UAA2bNiAnj17ol69evyyBQsW4Pz581i5ciUGDhyIKVOm4PLly/x6xhhmz56NuXPnwtvbW2OfLVu2RJs2bbBx48ZK+QzVHSVWhBBCCKkWXr58icuXL+PLL7+Ei4sLgoKCDB1StZOZmWnoEIrFcRzEYjGEQmGlv3d8fDxOnDih0W3vt99+w9q1azF79mx888036NKlC44fP86vDwoKQkREBBYvXlzsvkeOHInDhw8jIyNDb/GTfJRYEUIIIaRaCAoKgoODAwYMGIDhw4cXmVipxtl88cUX2L59O3x8fCASieDv74/r16+rbTtx4kRYW1sjJiYGgwcPhrW1NVxcXLBgwQIoFAp+u/Pnz4PjOJw/f77I9yo4pufevXuYOHEi6tatC7FYDDc3N7z77rtISkrS+nP/+uuvaNq0KcRiMZo2bYojR44UuZ1SqcRXX32FJk2aQCwWo0aNGpg2bRpSUlI0tluxYgU8PDwgkUjQvXt3PHz4EHXq1MHEiRP57VTjoP766y/MmDEDrq6uqFmzJgAgIiICM2bMgK+vLywtLeHk5IQRI0YUOWbqn3/+QY8ePWBpaYmaNWti9erVUCqVGtsdPXoUAwYMgIeHB0QiEXx8fPDpp5+qfRfdunXDiRMnEBERAY7jwHEcP9asuDFWZ8+eRefOnWFlZQV7e3u89dZbePTokdo2K1asAMdxeP78OSZOnAh7e3vY2dlh0qRJyMrKKu6r4Z04cQJ5eXl444031JZnZ2fDwcGB/9nR0ZHfX2ZmJj7++GOsXbsW1tbWxe67V69eyMzMxKlTp0qNg1SMmaEDIIT8JzAwEJMmTeJ/FolEcHR0RLNmzTBgwABMmjQJNjY25d7v5cuXERISgrlz58Le3l6HERNCiOkICgrC0KFDYWFhgbfffhtbt27F9evX4e/vr7HtL7/8gvT0dEybNg0cx+Hzzz/H0KFD8eLFC5ibm/PbKRQK9OnTBwEBAfjiiy9w+vRpbNy4ET4+Ppg+fXq5Yzx16hRevHiBSZMmwc3NDf/88w+2b9+Of/75B1evXgXHceXaX0hICIYNG4bGjRtj7dq1SEpKwqRJk/gEp6Bp06bxf4dmz56Nly9fYsuWLbh9+zYuXbrEf+5Fixbh888/x6BBg9CnTx/cvXsXffr0gUwmKzKGGTNmwMXFBcuWLeNbrK5fv47Lly9j9OjRqFmzJsLDw7F161Z069YNDx8+hEQiAQDExcWhe/fuyMvLw8cffwwrKyts374dlpaWGu8TGBgIa2trzJs3D9bW1jh79iyWLVuGtLQ0bNiwAQCwZMkSSKVSREdHY9OmTQBQYlJy+vRp9OvXD3Xr1sWKFSuQnZ2NzZs3o2PHjrh165ZGAZCRI0fC29sba9euxa1bt/Djjz/C1dUV69evL/F7unz5MpycnFC7dm215f7+/vjyyy/RsGFDvHjxAn/88Qd++OEHAMCaNWvg6elZatfFxo0bw9LSEpcuXcKQIUNK3JZUECOEGI2dO3cyAGzVqlVs9+7d7KeffmJr1qxhvXv3ZhzHsdq1a7O7d++We78bNmxgANjLly91HzQhhJiAGzduMADs1KlTjDHGlEolq1mzJpszZ47adi9fvmQAmJOTE0tOTuaXHz16lAFgx48f55dNmDCBv2YX1LJlS9a6dWv+53PnzjEA7Ny5c0W+186dO/llWVlZGrHv3buXAWAXLlzgl6n+XpR2Xffz82Pu7u4sNTWVXxYSEsIAsNq1a/PLLl68yACwoKAgtdf/8ccfasvj4uKYmZkZGzx4sNp2K1asYADYhAkTNGLs1KkTy8vLU9u+qM955coVBoD9/PPP/LK5c+cyAOzatWv8svj4eGZnZ6fx+Yva57Rp05hEImEymYxfNmDAALXPrlLU9+Hn58dcXV1ZUlISv+zu3btMIBCw8ePH88uWL1/OALB3331XbZ9DhgxhTk5OGu9VWKdOndTOGZV79+6xmjVrMgAMABs2bBhTKBTsxYsXzNLSkl25cqXUfTPGWIMGDVi/fv3KtC3RHnUFJMQI9evXD+PGjcOkSZOwaNEi/Pnnnzh9+jTi4+Px5ptvIjs729AhEkKISQkKCkKNGjXQvXt3APnjaUaNGoV9+/apdRVTGTVqlFoXrM6dOwMAXrx4obHte++9p/Zz586di9yuLAq2xMhkMiQmJqJdu3YAgFu3bpVrX7Gxsbhz5w4mTJgAOzs7fnmvXr3QuHFjtW0PHjwIOzs79OrVC4mJify/1q1bw9raGufOnQMAnDlzBnl5eZgxY4ba62fNmlVsHFOmTNEYt1Twc+bm5iIpKQn16tWDvb292uc8efIk2rVrh7Zt2/LLXFxcMHbsWI33KbjP9PR0JCYmonPnzsjKysLjx4+Lja84quM3ceJEODo68subN2+OXr164eTJkxqvKepcSEpKQlpaWonvlZSUpHa+qTRr1gzPnj3D9evX8ezZMwQHB0MgEGD+/PkYNmwY2rVrh8OHD6NFixbw9vbGqlWrwBjT2I+DgwMSExPL+tGJliixIsRE9OjRA0uXLkVERAT27NkDoGx98VesWIEPP/wQAODt7c33KS/Yj33Pnj1o3bo1LC0t4ejoiNGjRyMqKqpSPx8hhOiLQqHAvn370L17d7x8+RLPnz/H8+fPERAQgNevX+PMmTMar6lVq5baz6qb3sLjjcRiMVxcXDS2LbxdWSUnJ2POnDmoUaMGLC0t4eLiwld7k0ql5dpXREQEAKB+/foa63x9fdV+fvbsGaRSKVxdXeHi4qL2LyMjA/Hx8Wr7LFi5Dsgf+1NUYgCgyGp12dnZWLZsGby8vCASieDs7AwXFxekpqaqfc6IiIgyxQ/kj8UaMmQI7OzsYGtrCxcXF4wbNw5A+Y+d6r2Le69GjRohMTFRoxhHWc+bohSVEAH551ibNm34Y3727FmEhIRg3bp1ePLkCUaPHo25c+fip59+wnfffVfkPFyMsXJ3IyXlR2OsCDEh77zzDhYvXoyQkBBMmTKlTH3xhw4diqdPn2Lv3r3YtGkTnJ2dAYC/Efjss8+wdOlSjBw5Ev/73/+QkJCAzZs3o0uXLrh9+zaNySKEmLyzZ88iNjYW+/btw759+zTWBwUFoXfv3mrLiqsMV/jmtywV5Iq7oS2qpWzkyJG4fPkyPvzwQ/j5+cHa2hpKpRJ9+/YtsmCDriiVSri6uhZbKbFw8lgeRY2HmjVrFnbu3Im5c+eiffv2sLOzA8dxGD16tFafMzU1FV27doWtrS1WrVoFHx8fiMVi3Lp1CwsXLtTrsSuorOdNYU5OTmVKvhQKBebMmYOPP/4Ynp6e+PTTT9GhQwd+fPa0adMQFBSkNl4byE/sikpQiW5RYkWICalZsybs7OwQFhYGIH9A8Pz589W2adeuHd5++238/fff6Ny5M5o3b45WrVph7969GDx4sNpA24iICCxfvhyrV69WK9U6dOhQtGzZEt99912JJVwJIcQUBAUFwdXVFd9++63GusOHD+PIkSP4/vvvi0wAdEHVapGamqq2XNUiopKSkoIzZ85g5cqVWLZsGb/82bNnWr2vqhBCUa9/8uSJ2s8+Pj44ffo0OnbsWOJxUO3z+fPnai1RSUlJ5WqlCw4OxoQJE9TmV5LJZBrHqHbt2mWK//z580hKSsLhw4fRpUsXfnlRk+aWteVG9VkLvxcAPH78GM7OzrCysirTvkrTsGFDHDp0qNTttm7divT0dCxYsAAA8OrVK3h4ePDrPTw8EBMTo/aavLw8REVF4c0339RJrKR41BWQEBNjbW2N9PR0ABXvi3/48GEolUqMHDlSrU+9m5sb6tevz/epJ4QQU5WdnY3Dhw9j4MCBGD58uMa/mTNnIj09HceOHdNbDLVr14ZQKMSFCxfUln/33XdqP6taOwq3bhQ1mW1ZuLu7w8/PD7t27VLrCnfq1Ck8fPhQbduRI0dCoVDg008/1dhPXl4en/D07NkTZmZm2Lp1q9o2W7ZsKVdsQqFQ43Nu3rxZoxWvf//+uHr1KkJDQ/llCQkJGi1rRR27nJwcjWMMAFZWVmXqGljw+BVM+B48eICQkBD079+/1H2UVfv27ZGSklLi2Lzk5GQsX74cGzZsgFgsBgDUqFFDbfzYo0eP4Obmpva6hw8fQiaToUOHDjqLlxSNWqwIMTEZGRlwdXUFkH+RXblyJfbt28f3f1cpyx+NZ8+egTFWbPeAgiWFCSHEFB07dgzp6enFPq1v164dP1nwqFGj9BKDnZ0dRowYgc2bN4PjOPj4+OC3337TuG7b2tqiS5cu+Pzzz5GbmwtPT0+EhIQU2epSVmvXrsWAAQPQqVMnvPvuu0hOTsbmzZvRpEkTtQlju3btimnTpmHt2rW4c+cOevfuDXNzczx79gwHDx7E119/jeHDh6NGjRqYM2cONm7ciDfffBN9+/bF3bt38fvvv8PZ2bnMrUEDBw7E7t27YWdnh8aNG+PKlSs4ffo0nJyc1Lb76KOPsHv3bvTt2xdz5szhy63Xrl0b9+7d47fr0KEDHBwcMGHCBMyePRscx2H37t1FdsFr3bo19u/fj3nz5sHf3x/W1tYYNGhQkXFu2LAB/fr1Q/v27TF58mS+3LqdnR1WrFhRps9aFgMGDICZmRlOnz6NqVOnFrnN0qVL0axZM4wYMYJfNmzYMKxatQrTp09H7dq1sW3bNnz55Zdqrzt16hQkEgl69eqls3hJ0SixIsSEREdHQyqV8gNYK9oXX6lUguM4/P7770X2Cy9pbg9CCDEFQUFBEIvFxd5UCgQCDBgwAEFBQRWahLc0mzdvRm5uLr7//nuIRCKMHDkSGzZsQNOmTdW2++WXXzBr1ix8++23YIyhd+/e+P3339W6e5VH3759cfDgQXzyySdYtGgRfHx8sHPnThw9elRjwuLvv/8erVu3xrZt27B48WKYmZmhTp06GDduHDp27Mhvt379ekgkEvzwww84ffo02rdvj5CQEHTq1IlvSSnN119/DaFQiKCgIMhkMnTs+P/27icUtjeO4/jHn9EUFsxClCYpu5GS1S9RdNSU0mSh2EhJU1Y2RMZpThqTGkuLqbETFkpqpmiUbGQxyobZjK0NxVaeu6LmGnXdM/fn+v3er+WZZ749ZzV9pu/zff7R8fGxhoaGitY1Nzfr5OREs7OzisVi8vl8mpmZUUtLi6ampt7W+Xw+HR4eam5uTktLS2poaNDExIQGBgbe1QyHw7q8vFQqlVIikZDf7/8wWA0ODiqTySgSiWh5eVkej0d9fX1aW1srOZTjdzU1NSkYDGp3d7dksLq6ulIymdT5+XnR80AgoFQqpZWVFT09PSkcDr/7/t7enkKh0G/dg4lP+qIx7wBKeL3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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = ta.plot_degradation_summary('sensor', summary_title='Sensor-based degradation results',\n", + " scatter_ymin=0.5, scatter_ymax=1.1,\n", + " hist_xmin=-30, hist_xmax=45)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## CODS\n", + "\n", + "This section gives an introduction to the Combined Degradation and Soiling (CODS) algorithm workflow, which can use the aggregated time series available in the TrendAnalysis object. For more information about CODS, we refer to [1] and [2].\n", + "\n", + "CODS can be run in two ways - either by setting up an instance of `rdtools.soiling.CODSAnalysis` and running the method `run_bootstrap`, or by directly running `rdtools.soiling.soiling_cods`. Here we will show how to do the first option, as this makes more information available, and since the second option is more straightforward. We start by setting up an instance of `rdtools.soiling.CODSAnalysis`\n", + "\n", + "[1] Skomedal, Å. and Deceglie, M. G. IEEE J. of Photovoltaics, Sept. 2020\n", + "[2] Skomedal, Å., Deceglie, M. G., Haug, H., and Marstein, E. S., Proceedings of the 37th European Photovoltaic Solar Energy Conference and Exhibition, Sept. 2020\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "from rdtools.soiling import CODSAnalysis\n", + "np.random.seed(0) # improves consistency with other notebook when using a low number of monte carlo reps\n", + "CODS = CODSAnalysis(aggregated_performance_original)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We continue to run `run_bootstrap`. The parameter `reps` decides how many repetitions of the bootstrapping procedure should be performed. `reps` needs to be a multiple of 16, and the minimum is 16. However, to give real confidence intervals, we recommend running it with 512 repetitions. In this case we use 16 to to avoid overly much time use. The parameter `verbose` decides whether to output information about the process during the calculation. `bootstrap_seed=42` ensures the same results from the bootstrap sampling each time, used here only for notebook testing." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "results_df, degradation, soiling_loss = CODS.run_bootstrap(reps=16, bootstrap_seed=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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soiling_ratiosoiling_ratescleaning_eventsseasonal_componentdegradation_trendtotal_modelresiduals
2010-02-25 00:00:00-07:000.6326350.024614True0.9996501.0000000.5473420.963029
2010-02-26 00:00:00-07:000.6572480.024612False0.9994750.9999930.5685320.889424
2010-02-27 00:00:00-07:000.6818600.024611False0.9992990.9999860.5897130.934689
2010-02-28 00:00:00-07:000.7064700.024609False0.9991220.9999780.6108850.945476
2010-03-01 00:00:00-07:000.7310790.024608False0.9989440.9999710.6320470.857710
\n", + "
" + ], + "text/plain": [ + " soiling_ratio soiling_rates cleaning_events \\\n", + "2010-02-25 00:00:00-07:00 0.632635 0.024614 True \n", + "2010-02-26 00:00:00-07:00 0.657248 0.024612 False \n", + "2010-02-27 00:00:00-07:00 0.681860 0.024611 False \n", + "2010-02-28 00:00:00-07:00 0.706470 0.024609 False \n", + "2010-03-01 00:00:00-07:00 0.731079 0.024608 False \n", + "\n", + " seasonal_component degradation_trend total_model \\\n", + "2010-02-25 00:00:00-07:00 0.999650 1.000000 0.547342 \n", + "2010-02-26 00:00:00-07:00 0.999475 0.999993 0.568532 \n", + "2010-02-27 00:00:00-07:00 0.999299 0.999986 0.589713 \n", + "2010-02-28 00:00:00-07:00 0.999122 0.999978 0.610885 \n", + "2010-03-01 00:00:00-07:00 0.998944 0.999971 0.632047 \n", + "\n", + " residuals \n", + "2010-02-25 00:00:00-07:00 0.963029 \n", + "2010-02-26 00:00:00-07:00 0.889424 \n", + "2010-02-27 00:00:00-07:00 0.934689 \n", + "2010-02-28 00:00:00-07:00 0.945476 \n", + "2010-03-01 00:00:00-07:00 0.857710 " + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_out, CODS_results_dict = \\\n", + " CODS.iterative_signal_decomposition()\n", + "df_out.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualize the results" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Avg. Soiling loss 6.128 (4.569, 6.238) (%)\n", + "Degradation rate -0.181 (-0.371, -0.027) (%)\n" + ] + } + ], + "source": [ + "# The average soiling loss over the period with 95 % confidence intervals\n", + "# can be accessed through the soiling_loss attribute of CODS\n", + "soiling_loss = CODS.soiling_loss\n", + "print(f'Avg. Soiling loss {soiling_loss[0]:.3f} ({soiling_loss[1]:.3f}, {soiling_loss[2]:.3f}) (%)')\n", + "\n", + "# The estimated degradatio rate over the period with 95 % confidence intervals\n", + "# can be accessed through the degradation attribute of CODS\n", + "degradation = CODS.degradation\n", + "print(f'Degradation rate {degradation[0]:.3f} ({degradation[1]:.3f}, {degradation[2]:.3f}) (%)')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The dataframe containing the time series of the different component fits\n", + "# can be accessed through CODS.result_df\n", + "result_df = CODS.result_df\n", + "\n", + "# Let us plot the time series of the results\n", + "# First: daily normalized energy along with the total model fit and degradation trend\n", + "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(10, 8))\n", + "ax1.plot(aggregated_performance_original.index, aggregated_performance_original, 'o', alpha = 0.3)\n", + "ax1.plot(result_df.index, result_df.degradation_trend * CODS.residual_shift, color='g', linewidth=1,\n", + " label='Degradation trend')\n", + "ax1.plot(result_df.index, result_df.degradation_trend * result_df.seasonal_component * CODS.residual_shift,\n", + " color='C1', linewidth=1, label='Degradation * seasonal component * residual shift')\n", + "ax1.plot(result_df.index, result_df.total_model, color='k', linewidth=1,\n", + " label='model fit')\n", + "ax1.set_ylim(0.6, 1.1)\n", + "ax1.set_ylabel('Normalized\\nenergy')\n", + "ax1.legend(bbox_to_anchor=(0.1, 1.1))\n", + "\n", + "# Second: soiling ratio with 95 % confidence intervals\n", + "ax2.plot(result_df.index, result_df.soiling_ratio, color='r', linewidth=1,\n", + " label='Soiling Ratio')\n", + "ax2.fill_between(result_df.index, result_df.SR_low, result_df.SR_high,\n", + " color='r', alpha=.1, label='95 % confidence interval')\n", + "ax2.set_ylabel('Soiling Ratio')\n", + "ax2.legend()\n", + "\n", + "# Third: The residuals\n", + "ax3.plot(result_df.index, result_df.residuals, color='k', linewidth=1)\n", + "ax3.set_ylabel('Residuals')\n", + "\n", + "fig.autofmt_xdate()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/TrendAnalysis_example_NSRDB.ipynb b/docs/TrendAnalysis_example_NSRDB.ipynb new file mode 100644 index 000000000..8cae4eecb --- /dev/null +++ b/docs/TrendAnalysis_example_NSRDB.ipynb @@ -0,0 +1,336 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# TrendAnalysis with satellite data\n", + "\n", + "\n", + "This juypter notebook is intended to demonstrate how to use the RdTools analysis workflow as implemented with the `rdtools.TrendAnalysis` object-oriented API with satellite weather/irradiance data, such as NSRDB, instead of ground-based sensor data. For a consistent experience, we recommend installing the packages and versions documented in `docs/notebook_requirements.txt`. This can be achieved in your environment by running `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) This notebook was tested in python 3.12.\n", + "\n", + "The calculations consist of two phases:\n", + "\n", + "1. Import and preliminary calculations: In this step data is important and augmented to enable analysis with RdTools. **No RdTools functions are used in this step. It will vary depending on the particulars of your dataset. Be sure to understand the inputs RdTools requires and make appropriate adjustments.** \n", + "2. Analysis with RdTools: This notebook illustrates the use of the TrendAnalysis API for year on year (YOY) degradation calculations.\n", + "\n", + "This notebook works with data from the NREL PVDAQ `[4] NREL x-Si #1` system. Note that because this system does not experience significant soiling, the dataset contains a synthesized soiling signal for use in the soiling section of the example. This notebook automatically downloads and locally caches the dataset used in this example. The data can also be found on the DuraMAT Datahub (https://datahub.duramat.org/dataset/pvdaq-time-series-with-soiling-signal).\n", + "\n", + "In prior versions of RdTools (RdTools<3) we emphasized a clear sky workflow which uses clear sky modeled irradiance rather than measured (sensor) irradiance for analysis. The clear sky analysis served to double check the sensor based result for things like sensor drift, but there was high uncertainty with this approach because aerosal optical depth (AOD), an input to the clear sky irradiance model, can change from year to year. Therefore we now recommend using satellite irradiance data to check that the results with ground measured irradiance are sensible. This can help catch problems with sensor drift." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pvlib\n", + "import rdtools\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#Update the style of plots\n", + "import matplotlib\n", + "matplotlib.rcParams.update({'font.size': 12,\n", + " 'figure.figsize': [4.5, 3],\n", + " 'lines.markeredgewidth': 0,\n", + " 'lines.markersize': 2\n", + " })\n", + "# Register time series plotting in pandas > 1.0\n", + "from pandas.plotting import register_matplotlib_converters\n", + "register_matplotlib_converters()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Set the random seed for numpy to ensure consistent results\n", + "np.random.seed(0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import and preliminary calculations\n", + "\n", + "\n", + "This section prepares the data necessary for an `rdtools` calculation.\n", + "\n", + "A common challenge is handling datasets with and without daylight savings time. Make sure to specify a `pytz` timezone that does or does not include daylight savings time as appropriate for your dataset.\n", + "\n", + "**The steps of this section may change depending on your data source or the system being considered. Note that nothing in this first section utilizes the `rdtools` library.** Transposition of irradiance and modeling of cell temperature are generally outside the scope of `rdtools`. A variety of tools for these calculations are available in [pvlib](https://github.com/pvlib/pvlib-python)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Import the example data\n", + "file_url = ('https://datahub.duramat.org/dataset/'\n", + " 'a49bb656-7b36-437a-8089-1870a40c2a7d/'\n", + " 'resource/d2c3fcf4-4f5f-47ad-8743-fc29'\n", + " 'f1356835/download/pvdaq_system_4_2010'\n", + " '-2016_subset_soil_signal.csv')\n", + "cache_file = 'PVDAQ_system_4_2010-2016_subset_soilsignal.pickle'\n", + "\n", + "try:\n", + " df = pd.read_pickle(cache_file)\n", + "except FileNotFoundError:\n", + " df = pd.read_csv(file_url, index_col=0, parse_dates=True)\n", + " df.to_pickle(cache_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df = df.rename(columns = {\n", + " 'ac_power':'power_ac',\n", + " 'wind_speed': 'wind_speed',\n", + " 'ambient_temp': 'Tamb',\n", + " 'poa_irradiance': 'poa',\n", + "})\n", + "\n", + "# Specify the Metadata\n", + "meta = {\"latitude\": 39.7406,\n", + " \"longitude\": -105.1774,\n", + " \"timezone\": 'Etc/GMT+7',\n", + " \"gamma_pdc\": -0.005,\n", + " \"azimuth\": 180,\n", + " \"tilt\": 40,\n", + " \"power_dc_rated\": 1000.0,\n", + " \"temp_model_params\":'open_rack_glass_polymer'}\n", + "\n", + "df.index = df.index.tz_localize(meta['timezone'])\n", + "\n", + "# Set the pvlib location\n", + "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", + "\n", + "# There is some missing data, but we can infer the frequency from\n", + "# the first several data points\n", + "freq = pd.infer_freq(df.index[:10])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example dataset includes a synthetic soiling signal that can be applied onto the PV power data to illustrate the soiling loss and detection capabilities of RdTools. AC Power is multiplied by soiling to create the synthetic 'power' channel" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot synthetic soiling signal attached to the dataset\n", + "fig, ax = plt.subplots(figsize=(4,3))\n", + "ax.plot(df.index, df.soiling, 'o', alpha=0.01)\n", + "#ax.set_ylim(0,1500)\n", + "fig.autofmt_xdate()\n", + "ax.set_ylabel('soiling signal');\n", + "df['power'] = df['power_ac'] * df['soiling']\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "NSRDB data is included in the sample data downloaded by this notebook. In the following cell we transposed the irradiance components from NSRDB to the plane of array (POA)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "solar_position = loc.get_solarposition(times=df.index)\n", + "\n", + "nsrdb_poa = pvlib.irradiance.get_total_irradiance(\n", + " surface_tilt=meta['tilt'],\n", + " surface_azimuth=meta['azimuth'],\n", + " dni=df['dni_nsrdb'],\n", + " ghi=df['ghi_nsrdb'],\n", + " dhi=df['dhi_nsrdb'],\n", + " solar_zenith=solar_position['apparent_zenith'],\n", + " solar_azimuth=solar_position['azimuth'])\n", + "\n", + "nsrdb_poa = nsrdb_poa.dropna()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Use of the object oriented system analysis API" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first step is to create a `TrendAnalysis` instance containing data to be analyzed and information about the system. Instead of using ground measued irradiance and ambient temperature, we use NSRDB irradiance. Even though our PV data is 1 minute frequency, and our NSRDB data is 30 minute, we can feed both directly to the TrendAnalysis object. RdTools handles the difference in frequency automatically. We will still use the \"sensor\" leg of the the TrendAnalysis workflow to perform our analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "ta = rdtools.TrendAnalysis(df['power'], nsrdb_poa['poa_global'],\n", + " temperature_ambient=df['ambient_temp_nsrdb'],\n", + " gamma_pdc=meta['gamma_pdc'],\n", + " interp_freq=freq,\n", + " windspeed=df['wind_speed'],\n", + " power_dc_rated=meta['power_dc_rated'],\n", + " temperature_model=meta['temp_model_params'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once the `TrendAnalysis` object is ready, the `sensor_analysis()` method can be used to deploy the full chain of analysis steps. Results are stored in nested dict, `TrendAnalysis.results`.\n", + "\n", + "New in RdTools 3, there are two filtering steps. The first step occurs after normalization but before aggregation, and the second after aggregation. Filters utilized in the first filtering step can be adjusted by changing the dict `TrendAnalysis.filter_params`. Filters used in the second filtering step can be adjusted by changing the dict `TrendAnalysis.filter_params_aggregated`.\n", + "\n", + "When performing an analysis with satellite data, we recommend adding a clear sky filter to the first filtering step to eliminate noise in variable cloudy conditions. This is acheived by adding the `sensor_clearsky_filter` key to the `filter_params` attribute. It also requires that we run the `set_clearsky` method of our TrendAnalysis object." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "ta.set_clearsky(pvlib_location=loc, pv_tilt=meta['tilt'], pv_azimuth=meta['azimuth'], albedo=0.25)\n", + "ta.filter_params['sensor_clearsky_filter'] = {}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can then perform the degradation analysis and examine the results." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "ta.sensor_analysis(analyses=['yoy_degradation'])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "yoy_results = ta.results['sensor']['yoy_degradation']" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-0.394\n", + "[-0.939 0.102]\n" + ] + } + ], + "source": [ + "# Print the sensor-based analysis p50 degradation rate and confidence interval\n", + "print(np.round(yoy_results['p50_rd'], 3))\n", + "print(np.round(yoy_results['rd_confidence_interval'], 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the sensor based degradation results\n", + "fig = ta.plot_degradation_summary('sensor', summary_title='Sensor-based degradation results',\n", + " scatter_ymin=0.5, scatter_ymax=1.1,\n", + " hist_xmin=-30, hist_xmax=45)\n", + "plt.show()" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/TrendAnalysis_example_pvdaq4.ipynb b/docs/TrendAnalysis_example_pvdaq4.ipynb deleted file mode 100644 index 991b2a9ff..000000000 --- a/docs/TrendAnalysis_example_pvdaq4.ipynb +++ /dev/null @@ -1,62371 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# TrendAnalysis object-oriented example\n", - "\n", - "\n", - "This juypter notebook is intended to demonstrate the RdTools analysis workflow as implemented with the `rdtools.TrendAnalysis` object-oriented API. For a consistent experience, we recommend installing the packages and versions documented in `docs/notebook_requirements.txt`. This can be achieved in your environment by running `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.)\n", - "\n", - "The calculations consist of two phases:\n", - "\n", - "1. Import and preliminary calculations: In this step data is important and augmented to enable analysis with RdTools. **No RdTools functions are used in this step. It will vary depending on the particulars of your dataset. Be sure to understand the inputs RdTools requires and make appropriate adjustments.** \n", - "2. Analysis with RdTools: This notebook illustrates the use of the TrendAnalysis API to perform sensor and clearsky degradation rate calculations along with stochastic rate and recovery (SRR) soiling calculations.\n", - "\n", - "This notebook works with data from the NREL PVDAQ `[4] NREL x-Si #1` system. Note that because this system does not experience significant soiling, the dataset contains a synthesized soiling signal for use in the soiling section of the example. This notebook automatically downloads and locally caches the dataset used in this example. The data can also be found on the DuraMAT Datahub (https://datahub.duramat.org/dataset/pvdaq-time-series-with-soiling-signal)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pvlib\n", - "import rdtools\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "#Update the style of plots\n", - "import matplotlib\n", - "matplotlib.rcParams.update({'font.size': 12,\n", - " 'figure.figsize': [4.5, 3],\n", - " 'lines.markeredgewidth': 0,\n", - " 'lines.markersize': 2\n", - " })\n", - "# Register time series plotting in pandas > 1.0\n", - "from pandas.plotting import register_matplotlib_converters\n", - "register_matplotlib_converters()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Set the random seed for numpy to ensure consistent results\n", - "np.random.seed(0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Import and preliminary calculations\n", - "\n", - "\n", - "This section prepares the data necessary for an `rdtools` calculation.\n", - "\n", - "A common challenge is handling datasets with and without daylight savings time. Make sure to specify a `pytz` timezone that does or does not include daylight savings time as appropriate for your dataset.\n", - "\n", - "**The steps of this section may change depending on your data source or the system being considered. Note that nothing in this first section utilizes the `rdtools` library.** Transposition of irradiance and modeling of cell temperature are generally outside the scope of `rdtools`. A variety of tools for these calculations are available in [pvlib](https://github.com/pvlib/pvlib-python)." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# Import the example data\n", - "file_url = ('https://datahub.duramat.org/dataset/a49bb656-7b36-'\n", - " '437a-8089-1870a40c2a7d/resource/5059bc22-640d-4dd4'\n", - " '-b7b1-1e71da15be24/download/pvdaq_system_4_2010-2016'\n", - " '_subset_soilsignal.csv')\n", - "cache_file = 'PVDAQ_system_4_2010-2016_subset_soilsignal.pickle'\n", - "\n", - "try:\n", - " df = pd.read_pickle(cache_file)\n", - "except FileNotFoundError:\n", - " df = pd.read_csv(file_url, index_col=0, parse_dates=True)\n", - " df.to_pickle(cache_file)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "df = df.rename(columns = {\n", - " 'ac_power':'power_ac',\n", - " 'wind_speed': 'wind_speed',\n", - " 'ambient_temp': 'Tamb',\n", - " 'poa_irradiance': 'poa',\n", - "})\n", - "\n", - "# Specify the Metadata\n", - "meta = {\"latitude\": 39.7406,\n", - " \"longitude\": -105.1774,\n", - " \"timezone\": 'Etc/GMT+7',\n", - " \"gamma_pdc\": -0.005,\n", - " \"azimuth\": 180,\n", - " \"tilt\": 40,\n", - " \"power_dc_rated\": 1000.0,\n", - " \"temp_model_params\":'open_rack_glass_polymer'}\n", - "\n", - "df.index = df.index.tz_localize(meta['timezone'])\n", - "\n", - "# Set the pvlib location\n", - "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", - "\n", - "# There is some missing data, but we can infer the frequency from\n", - "# the first several data points\n", - "freq = pd.infer_freq(df.index[:10])\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This example dataset includes a synthetic soiling signal that can be applied onto the PV power data to illustrate the soiling loss and detection capabilities of RdTools. AC Power is multiplied by soiling to create the synthetic 'power' channel" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot synthetic soiling signal attached to the dataset\n", - "fig, ax = plt.subplots(figsize=(4,3))\n", - "ax.plot(df.index, df.soiling, 'o', alpha=0.01)\n", - "#ax.set_ylim(0,1500)\n", - "fig.autofmt_xdate()\n", - "ax.set_ylabel('soiling signal');\n", - "\n", - "df['power'] = df['power_ac'] * df['soiling']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Use of the object oriented system analysis API" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first step is to create a `TrendAnalysis` instance containing data to be analyzed and information about the system. Here we illustrate a basic applicaiton, but the API is highly customizable and we encourage you to read the docstrings and check the source for full details." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "ta = rdtools.TrendAnalysis(df['power'], df['poa'],\n", - " temperature_ambient=df['Tamb'],\n", - " gamma_pdc=meta['gamma_pdc'],\n", - " interp_freq=freq,\n", - " windspeed=df['wind_speed'],\n", - " power_dc_rated=meta['power_dc_rated'],\n", - " temperature_model=meta['temp_model_params'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A second step is required to set up the clearsky model, which needs to be localized and have tilt/orientation information." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "ta.set_clearsky(pvlib_location=loc, pv_tilt=meta['tilt'], pv_azimuth=meta['azimuth'], albedo=0.25)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Once the `TrendAnalysis` object is ready, the `sensor_analysis()` and `clearsky_analysis()` methods can be used to deploy the full chain of analysis steps. Results are stored in nested dict, `TrendAnalysis.results`.\n", - "\n", - "Filters utilized in the analysis can be adjusted by changing the dict `TrendAnalysis.filter_params`.\n", - "\n", - "Here we also illustrate how the aggregated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.1 Since our example system doesn't experience much soiling, we apply an artificially generated soiling signal, just for the sake of example. If the dataset doesn't require special treatment, the 'srr_soiling' analysis type can just be added to the `sensor_analysis` function below. A warning is emitted here because the underlying RdTools soiling module is still experimental and subject to change.\n", - "\n", - "1M. G. Deceglie, L. Micheli and M. Muller, \"Quantifying Soiling Loss Directly From PV Yield,\" IEEE Journal of Photovoltaics, vol. 8, no. 2, pp. 547-551, March 2018. doi: 10.1109/JPHOTOV.2017.2784682" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\soiling.py:27: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n", - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\soiling.py:379: UserWarning: 20% or more of the daily data is assigned to invalid soiling intervals. This can be problematic with the \"half_norm_clean\" and \"random_clean\" cleaning assumptions. Consider more permissive validity criteria such as increasing \"max_relative_slope_error\" and/or \"max_negative_step\" and/or decreasing \"min_interval_length\". Alternatively, consider using method=\"perfect_clean\". For more info see https://github.com/NREL/rdtools/issues/272\n", - " warnings.warn('20% or more of the daily data is assigned to invalid soiling '\n" - ] - } - ], - "source": [ - "ta.sensor_analysis(analyses=['yoy_degradation','srr_soiling'])\n", - "ta.clearsky_analysis()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The results of the calculations are stored in a nested dict, `TrendAnalysis.results`" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "yoy_results = ta.results['sensor']['yoy_degradation']\n", - "srr_results = ta.results['sensor']['srr_soiling']" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-0.454\n", - "[-0.605 -0.253]\n" - ] - } - ], - "source": [ - "# Print the sensor-based analysis p50 degradation rate and confidence interval\n", - "print(np.round(yoy_results['p50_rd'], 3))\n", - "print(np.round(yoy_results['rd_confidence_interval'], 3))" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-0.509\n", - "[-0.761 -0.295]\n" - ] - } - ], - "source": [ - "# Print the clear-sky-based analysis p50 degradation rate and confidence interval\n", - "cs_yoy_results = ta.results['clearsky']['yoy_degradation']\n", - "print(np.round(cs_yoy_results['p50_rd'], 3))\n", - "print(np.round(cs_yoy_results['rd_confidence_interval'], 3))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.949\n", - "[0.944 0.954]\n" - ] - } - ], - "source": [ - "# Print the p50 inoslation-weighted soiling ration and confidence interval\n", - "print(np.round(srr_results['p50_sratio'], 3))\n", - "print(np.round(srr_results['sratio_confidence_interval'], 3))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Plotting\n", - "The `TrendAnalysis` class has built in methods for making useful plots" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# check that PV energy is roughly proportional to irradiance\n", - "# Loops and other features in this plot can indicate things like\n", - "# time zone problems for irradiance transposition errors.\n", - "fig = ta.plot_pv_vs_irradiance('sensor');" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Repeat the check for clear-sky irradiance\n", - "# For this plot, we expect more points below the main point\n", - "# cloud due to cloudy conditions.\n", - "fig = ta.plot_pv_vs_irradiance('clearsky');" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the sensor based degradation results\n", - "fig = ta.plot_degradation_summary('sensor', summary_title='Sensor-based degradation results',\n", - " scatter_ymin=0.5, scatter_ymax=1.1,\n", - " hist_xmin=-30, hist_xmax=45);" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "tags": [ - "nbsphinx-thumbnail" - ] - }, - "outputs": [ - { - "data": { - "image/png": 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3u199fb3j599++w0TJ06ExWLBpEmTcMkllyAsLAxKpRL79+/Hd99951O8IS4uzssJ+vbbb72c7Llz5+Kyyy6DSqXChg0b8OSTT2L58uW4//77AQBhYWG4/vrr8eyzzyI4ONjt2OPHj6OyshIDBw5ssp7qtttuw9KlS/H+++9j5MiRaGxsxCeffIIOHTpg5syZLbLP8958IT4+HgBFE2RceeWVWLlyJbp06YJLL70U8fHxjvqs1157zWvsvvrqK/zf//0fPv/8czz++OMAgMDAQMyZMwcvvfSSox5LfpYffPCB3/sGnM9Stqk521uCtpxLtnf9+vU+hTQ87a2trW3yGv62N2UD0Pr53JZ7zcnJwbBhw1BVVYWxY8di8uTJCA8Ph0qlQl5eHpYuXdpqwRNPyHb5u8+EhAS3/Vzhjwyo1Wo3ot8S+Lu+/LxffPHFJo+Xn3fnzp2xa9cuLFiwAGvXrsXy5csBkODdf//9uPPOO1tlV3vg1VdfRdeuXfHxxx/jueeew3PPPQe1Wo2LLroIr7zyCrp06fK72yQgINA0BJkSEBDwwpgxY/DLL79gw4YNuPHGG8/oXLIT9e9//xuvvPJKi455+umnYTAYsHHjRjd1MQB47rnn8N133/k8ztdq8pIlS5pUe4uMjMSrr76KV199FdnZ2di8eTPee+89vPHGG6iurvYiOhdffDHS0tLw8MMPY+LEiVi/fr3PIvXhw4dj8ODBDiGK77//HlVVVXjwwQeh0WhabJ+MkpISn9tlNT95nHfv3o2VK1di0qRJWLNmjdu1bDabTyl7nU6HBQsWYMGCBcjPz8eWLVuwZMkSfPLJJ8jLy3NEQeRrHDhwAOedd16zNsv7N2d7S9CWc8nHvP7665g/f36z1wgLC2vyGv62y/AXzWjtfG7Lvb7yyiuoqKjA4sWLvVTlvvjiC6953BbIdvl7bkVFRW77nS34G2f5ujU1NY5n2Rx69eqFr776ChaLBQcOHMDPP/+MN998E3fddReCg4Mxb948AIBSSfFji8XidY7q6uo23IVvqFQq3H333bj77rtRWlqKbdu24csvv8SyZctw5MgRZGRk+I2aCwgInBsIaXQBAQEvzJs3DxqNBt988w2OHDnS5L7NrXYPGzYMSqWyWSU0V2RnZyMqKsrL8QTQ4rSwtqBbt2648cYbsXnzZoSEhGDlypU+93vooYfwyiuvYN++fZgwYQJKS0t97nfbbbfBYDDg008/xXvvvQeFQoGbb765Tbb5uu+amhrs378fgYGB6NWrFwCOHQBceumlbkQKAHbt2uWV+uWJ5ORkXHPNNVi3bh26d++OLVu2OOTUR4wYAQAtfpYDBw4EAGzbts2R6ukKXzLT/tCzZ08EBQVh//79PiMfvs7VWnvDwsLQpUsXFBQUIC8vz+vzbdu2tdheV7R2PstqiE09c1/XAIDLL7+8RdcA4Ei78/VsfCE0NBRdu3ZFQUEBsrKyvD7fuHGjm/2/N1r7vF2hVqsxePBgPPDAA452Da7vf2RkJAAgPz/f69jWNC1vzZh36NABs2bNwtdff42JEyciKysLGRkZLb6WgIDA7wNBpgQEBLyQkpKCBQsWwGQy4aKLLvLrLKxduxbTpk1r8lwdOnTANddcg927d+Opp57yubJ74sQJ5Obmul2/srISBw8edNvvo48+wrp169pwR76Rm5uLw4cPe22vqqqC0WhEYGCg32P//e9/Y9GiRcjIyMD48eMdq/KuuPrqqxEREYHnnnsO27dvx+TJk9ucpvPpp586apBkLFiwADU1Nbj66qsdaXxyrY8nuSgtLcUdd9zhdd6ysjLs3LnTa3tDQwPq6uqgUqmgVjOJYd68eYiIiMDChQt91qTYbDa36yYlJeHCCy9Ebm4u3nrrLbd9v/vuu1YRY41Gg2uuuQZ1dXVe9U+7d+/G//73P69jhgwZgrFjx2LFihX4+OOPfZ730KFDbmT4uuuug81mw0MPPeSoHQToRL/22mstttcVrZ3Pl156KSIjI/H55597vXvyM/d1DcBJaGSsW7cOH374oU+75IiqL4LgDzfccAMkScJ///tfN0JQXl6Op556yrHPucCdd94JjUaDf//73476PVeYTCY3orVr1y6f0T95m+v7L9fDLV682O1vWH5+Pp588skW2xgZGQmFQuFzzI1GIzZs2OA27wDWQMoLGk39TRIQEDg3EGl+AgICPvHwww/DYrFg4cKFGDp0KEaNGoUhQ4YgJCQEJSUl2LJlC7KysjBkyJBmz/XWW28hKysLjz/+OD799FOMGTMGcXFxKCwsxNGjR5Geno4vvvjC0dDynnvuwbp16zBmzBhHr5Xdu3dj27ZtmD17tqO24Uxx4MABzJw5E4MHD0bfvn2RmJiIsrIyfPfddzCbzXjggQeaPP72229HQEAA/vWvf2HcuHHYsGEDkpOTHZ8HBQVh7ty5eP311wG4C0+0FtOnT8fo0aMxZ84cR8+hbdu2ISUlBc8//7xjv6FDh2L06NFYsWIFRo0ahTFjxqCkpARr1qxBWloaEhMT3c5bUFCAESNGoFevXhg0aBCSk5NRW1uLVatWobi4GHfeeacjZSo6OhrLly/HzJkzMWLECEyaNAl9+vSBUqnEqVOnsGPHDlRUVLiJKyxatAgjR47EPffcg59++gn9+/dHdnY2Vq5c6RC+aCmeffZZbNiwAa+99hp2797t6DP11VdfYfr06T4bwH7++eeYOHEibrzxRrzxxhsYPnw4IiIicPr0aRw8eBAZGRnYsWOHQ9Dg/vvvx7fffosvv/wSmZmZmDx5MmpqavD111/j/PPPx7fffutI+WopWjufQ0JC8P777+PKK6/E2LFj3fpMZWRk4Pzzz8eWLVvcjrn99tuxePFizJkzB5dffjk6duyIjIwMrF27FnPmzMFXX33lZdekSZOwbNkyzJo1C9OmTYNOp0Pnzp1x7bXX+r2X++67D2vWrMF3332H/v37Y/r06Y4+U6Wlpbj//vubFeo4W+jZsyc+/vhj3HDDDejTpw+mTp2KHj16wGw249SpU9i6dStiY2MdgiOff/45Fi1ahHHjxqFbt26IjIzEiRMn8MMPPyAgIAB3332349zDhg3D+PHjsWnTJgwbNgwTJ05ESUkJfvjhB0yZMqXFhDQkJATDhw/Hli1b8M9//hPdu3eHSqXCJZdcgk6dOuGCCy5ASkoKhg8fjs6dO6OxsRHr16/H0aNHMWPGDPTu3fusjJ2AgMAZ4NyKCQoICPzRceTIEenOO++U+vTpI4WGhkoajUaKj4+Xpk6dKn344YduEr5Nyf4ajUbpzTfflEaOHCmFhYVJWq1WSk5OliZOnCi9+uqrbv2MJEmSfvjhB2n48OFSSEiIFB4eLl144YXS5s2bpcWLF/uU0/Yl49wc8vPzpYceekgaNWqUFBcXJ2m1Wqljx47S1KlTpR9//NFt36bu7dNPP5VUKpWUkpLi1WdI7mWVmJjo1RenJXCVZF6yZImjN1JMTIx0/fXXe/XTkSRKs992221S586dpYCAAKlLly7SQw89JDU0NHiNU1VVlbRw4UJpwoQJUmJioqTVaqX4+Hhp3Lhx0ueff+5TLj03N1e64447pG7dukkBAQFSaGiolJaWJv3zn/+UVq5c6bV/VlaWdPnll0vh4eFSUFCQNGLECGnVqlV+n2VTKCoqkubNmyfFxMRIgYGBUv/+/aXFixdLGzdu9NlnSpIo//7MM89IgwYNkoKDg6XAwEApJSVFmj59uvTee+959fSpqqqS7rrrLikhIUHSarVSWlqa9NJLL0k7d+702efKlwS2J1o7nyVJkn766Sdp9OjRkk6nkyIiIqRLLrlEOnr0qN/r/frrr9KECROkiIgIKSQkRBo9erS0cuVKv2NjsVikhx56SEpNTXX06Ro3bpzjc3/vlMFgkJ555hmpT58+UmBgoONan3/+ude+zUmBNyfP7glPG33h4MGD0ty5c6VOnTpJWq1WioyMlPr06SP961//kjZs2ODY77fffpNuvfVW6bzzzpMiIyOlwMBAqWvXrtL1118vHTp0yOu81dXV0r/+9S8pNjZW0mq1Up8+faT33nuvVdLoksT3YcaMGVJUVJSkUCgcz99kMkn/93//J02dOlVKTk6WAgICpJiYGGn48OHSO++8IxmNxhaPk4CAwO8HhSR5xJMFBAQEBNoNH3/8MW688UY89thjrUoHEvjj4YMPPsC//vUvvPvuu2cUZRQQEBAQ+OtAkCkBAQGBswSLxYKBAwciMzMTubm56Nix47k2SaAFKCws9EqHzM/Px+jRo1FcXIyTJ086ZMAFBAQEBP7eEDVTAgICAu2MLVu2YOPGjdi0aRMyMjJw9913CyL1J8Lll18Os9mMwYMHIyIiAnl5eVi1ahX0ej1eeOEFQaQEBAQEBBwQZEpAQECgnfHLL79g4cKFiI6Oxq233uomECHwx8d1112H//3vf1i5ciWqqqoQEhKCESNG4K677vJqpiwgICAg8PeGSPMTEBAQEBAQEBAQEBBoA0SfKQEBAQEBAQEBAQEBgTZAkCkBAQEBAQEBAQEBAYE2QJApAQEBAQEBAQEBAQGBNkCQKQEBAQEBAQEBAQEBgTZAkCkBAQEBAQEBAQEBAYE2QJApAQEBAQEBAQEBAQGBNkCQKQEBAQEBAQEBAQEBgTZAkCkBAQEBAQEBAQEBAYE2QH2uDfijwGazobCwEKGhoVAoFOfaHAEBAYG/DSRJQl1dHRITE6FUijU+V4j/TQICAgLnBi393yTIlB2FhYVITk4+12YICAgI/G2Rn5+PpKSkc23GHwrif5OAgIDAuUVz/5sEmbIjNDQUAAcsLCzs97no6SzguzeBmjIgPBa49C4gqXvrz7HsJWDPOkAXChgbgOhEYOh0IO8QMPVGYNAFZ8f+5uwqyQPiUvj9owcBfS2g0QGpfYCsvYAuBDDUAT0GA1WlgNkEVBUDqecBNz7f+rE4ExsB57MwmwCLGeg14tyNoefc6D4I2PgFYGgAEroC1zx69senPdDUHN+z3n1eJHUDNAHO/Y5sBz5bCDTqAasJCAgFOiQBkfHAjFt5jhP7ga4DgMEXnh3b5fnRlvfyoweB3IO0NyQSmDmf86g93vuzgT3rgW/f4DtYnAdIVtqn0gBz/gtcOPesXbq2thbJycmOv8MCTpyT/00CfxqUl5eja9eubttOnDiBmJiYc2SRgMBfBy393yTIlB1y+kRYWNjv9w+r92Ag9CGnw5ac1rrj8zOBde8BFblAoBYICQK69AaCQ4GiY0BcR6BrH+D3/gcs21VdCkR0ANKGAYmdgcg4oCgHCNQAWiWgUQIWFRAZAwQHA7UVQFwinc7eg39/GxurgV5DgMPbgABd68YwPxMozgXiU1v/HH2hocxpT84BoCwHqDgJKFXAiZ3AyX0tH6P0NUD6WiA8Bjh/TvvY11Lk7QOKjwPdBgLlBYC+HAiz2z3hcs7ZrL18DpnpQEqac7/SbMDSAChtdOgHn+8kutu+Agy1QEMtUJwJdOvbvvclz4+iE4Bayzk5dFrLj28oA1Q2zp/KIs5reR6d6Xt/NpCfCRiqAH0FUJoDwAIoAOirgOBwoPQEkPkrAEX7zXEfEGls3jgn/5sE/jQwGo1e20JDQ8VcERBoRzT3v0mQqXON5LS2OybFuXT2zCbAbASsFmDsLKDf+efWUSvOpXPcpT+JgAJAWBRw8gigr+E+6gDAaubqd8FxICYZ6D+Bq/jxXc6NjREd+HNCV2DMTEChbNkY5mcCSx4DyvKB2GTg+qfOfNzjU532RHQAaiuBukrapFQClcUtO8+PHwAfPQTUVQEKCfjxQ+Ced1tHDNqK/Exgz09ARQFQUQj0HOaMAsqfQ8Go29rF7vtJNiB7LyBJgEoNBAZzTIrzSHx3fMd9QyL5PWNr+8x1mRSXnea7VVdFMrTyDc5L12s0RaDjUzmPGg8CMR2BMbO895GkM7e3PZCfCSx/mfdbegqwWZyfWYyAyQAc2ERCHpMEJHQBZt/7xyCBAgICAgIC5xiCTP2ZEZ/KVfOyfEYs6quBbStIpoZMObd2abTA3vVAbBKdyYY6oLacpG/oNCBrDwmC1QqYjLwHQx3TvDJ3nX1nzZOs9B3Lr7aQ0ENbgcydgFYHVLaTY5+cxjEoySOx+Pw5bpdsgFLrvq8vpz4/E/j+bWDDp0B9lf1YAGWngBfmApfddfajVMW5gMUEDJ8BZO8DBk92t2/5yyS0ZiOjTa77Hd/NCFVELFMbk9M4p7et5DMLCgWqNYBCYb+xdoCrTWotbaosAqIS+HNJnm/7Izp4z9fkNBLysnwem5nO9zI5zfs6gycD/caeO3IiLywEBDFN2A0Kkj5DPdBQA3QfzH1dx0JAQEBAQOBvDEGmfk+0dypYchrTj5Y8BpScZFSkKBd48Xqu7l98+7lzeCqLuLqvUgGZe4DcA4ygGeqA/b/YIxQK1k1VFtkJVzVX/4tyzr6z5kpWPMlTca5znxbD7nSiHdOU5Khl+lpAo+EYyWOae9Ae2QGw9DFuj00C5j7FbW/fAxzcSKLiiZoyYMVrQO4hYMo8nLXULZmwlhcAKX1JVmXIDnxMRyDjVyA4DMg/xpSyiiJg3WLW7kABdO4FXP2wM5qWtZfn3bMeKD/NaInrudsKz2jl4MmMiFnMjMa4RtVc7c/a64dAK0gmI+MZ9ZHntOuxO1fxHn6PBQR/kJ/ToS2AzZOYKhj9a6gBtIFAVYn7WLT33zQBAYFWITw8HBs3bvTaJiAg8PtBkKnfC82tZLcVsoO58g0SqaITQIGVK/vZe4F/f+j/OmfLEdq8jBEGAMiu5Op7fTUdS0liOuKYWVytz7WnQfUeTRGN4l/oUEu29rPHHzxTLNv6jPqNJXmVCU17OPaukFPGygtYy9VrJIlpSR5Qmg8c28WInpzuFpPEzxQq1hpZzR4ntBO+01mcN5qA9p2TMjyja64kVY6q7lxFe4JDSVoa9cDPn5BYJ3ThIkFMEvdJX8PIlPx8ps5reSpmS+AZrTz/Cn75Itye9u/5ic/dzQ6J72T2PiA4wjmn5etk7eWxcj3ZuYr2yM8pMIhjq69zpvopJNampZ4HXHAt0KGTcyzO1t80AQGBFkOr1WL8+PHn2gwBgb81BJn6veC56i07TmdCaBzHdgFuew146XoSKZWK6XMlJ/07aGfTEaotB2w2pr2ZDAAUJAGSRNt0IXTKACq2NVQDO77l/gMmMiKhOAu9Zpoba3/PqDkkpzEidLbq1JLTgLShwJEddODzMpz1R6X5ACT3dLf4VH5Wng9ISiA4GkjoBhRmMcIgSXwuKiUJTNqw1t1va20HfM+1wZMZlek2kMTC1Mj7qCnnz4XZJIRZu6lYqdbQ3j6jKRKStRcYO7v9bJZT87L2so5LPq+v83va74sMZe5hjaBGywhheQG3F+fYSfEwRuHKCzgurpGv3xvJacCM2/iOHE/n4odaw/EPiwYuvA6YdpP7MW19XwQEBAQEBP5CEGTq94LnqndcijuhMRnpiAyd0jJxAE8yNGYmJaZhj/xAAYQ34aC1xRFqKfEbOgXY9CUdyaBwYPyVdMwyd/HzyDiu0q//lOITFgvtVmuYSpQ2rH0dy/xM1jXt/YkRHX/k0dczaul9n4mQSEvs37aCJDUshpEk1/qjtOHu6W7JacDtrwFblvGYIfY59eOHwA+LAJWW2/uMAYwG7/ttb3jOtYyt3Bbbkel/+ccofd5YTyc+PpXfbRZGp04cAGpKgYZ6QK2i7Q21QO1yftYegh+AfZztka+Sk96CE57oN5Zz2hcZSl8DbP4SaGyg2EpQiHP7O/+mcqVSxec4eLKPqNY5QlAoxWAkkNCq1EDHHr6jrf7eFwEBAQEBgb8RBJn6veCrRid9LetW6irpXB7dDuxey/2bI1SeDurudUB1ubNwPigUGH2ZfwettY5QfqZ3bU5Tzp9aDSjV/A4wja+mjBEzXRjTECtO24Mp9oiKxQJUlwEd2rFBpUw6cw+xNmv4Rf5Tqnw9o5ZE8M523Ygs5BCVwHvoOsDp3CankUx42lycyxQ1V3v6jWU6WuZOjnX2PmDQhUBcZ/dITHvDda6ptbRBJrVpQ4H8o0BFMRcBVCoS7diOPLbkFElW3lEqPwYGuUQtJd5Leyn5tXSBQSbnAO2vLnUfv/xMpk9WlXCBwGbhs+s71k5wK2h7dSmw7Ru+F+2VGtqauei5b3Eun0ufUbRTqeTzaKx33q+nyIa/ukMBAQEBAYG/CQSZOhvwdFJcf3dV2SvLB3IOAiY9f7cF0NHK2ts8mZId1MPb6KBKEpjupWSqlErtFCnwl6bUGkfo0Fbv2hx/xxzfQ9LUbSBw6iiw+n3aU1EEdBvE+64qsqd1eRxbXQqs/oDkpznC1hIc2sq0uIRUKu1l72M0xB959IwwNedgN0e22oNoyTVTOMGo3sz53k5tS1TminModa1UASHBfDbFuUBSWssiMW2F61wrzWedkTye1aUkdkGhnMMKJUlVdTnQWMeILQDoghnpVKqoLKdQALUKZ8SnXSAxHe/wr/5FFgAKvsiEVBvAcTtxACgrIGGVyW9QGFBmF24ItzfQ7DGYv1fYpe1t1iYELFqJ1qTuei6OTJlH+zVa2mOViauKLQ2+fI61bFc/5P636WxGZAUE/k6YfBZ7rP30B2nDICDwF4UgU+2N9DXAF88C+nqgY3cWybsWzbs6OHmH7eIA9noXox4IieAqd3OQ62iy9zH6k3+cREfZQNEBV5GCppydVvW6kVomRd1jMGtC8jLonKnVrLs4sY8Kc1odncvug2m/voby15C4il9TSof2TB1Mzz5HnXqz3iYyvuXnaC6C1xTZai+i5VnL44tou/ZHclWZ27IM6DGEBHb5y4yWmAycI7oQpqFFxp0duWvP+5MXFjJ3Ocez+yASkcpCkpPAIKCuggsEteWcK1aLsz+Zvpbf1QGMVIVE8l7bw9ZtK0mC1FqON8DUSNf00LRhHEutDrDa0xIDdCRXsirfmJlAaDQXFSBRUMVi4fgOnQb883Fg8SNcOFEondHbM0VrUnddF0dKTrJvWWgU773nMNbb1VZy7OUau8oi4Ivnzh7pFhAQaDVsElDhoTEUrQGUZ5GbCQgIuEOQqfZEfiaJ1PE9TO+pKGQtiL6eTrxrvUh8KutfVGqKNUhW9nnpNogrxP4iSq7X2raCDlNQGFXDTAbWSRkbmMoWFe9fFc+1Uaday2hHU9GwfmO9a3Pk83gSgvguQMc01kNpdXRQD23jKrxSTTtLT9GBkxX+4EHSLBZPC1oPzz5HfUYzWrfrRzrI/iJfnvfkS5RAhmdPLV/y2b6c2/Q1TAWTZbebiyLIhNw1AiKTk0NbmS5WX835ZDJQrMJq4fM6sIkiH1UljKTo6zjnlEoACuDkYaahtaeCoq/5Fd+FY+LZEDm+C0nfnp9IBvW1lCS3WpzkyQEFp4rFwntVqTk2Z+Lg52fy+kU5rCPLOcD3Z9tK7/RQBajMV3SC0RuNlkIZrqp8CiUQncB3Wq0habKYnHWSlSUcfyh4jwld2ifNr9U1TPbFEauZLQv6T3Aem9ST7+vR32i7yciUv+Jc70UOIY8uIHDOUGEGOmx231Y6DojV+t5fQECg/SHIVHuiOJeOqlJJh9bUSEdDkhhpCY1yrxcZM5NRnKy93GYxAvvWU72sz+im09yKc9mMVZK4sixZud3hiJrpqPtzNIvtMup1VXQWV77RtEPqrzbHV+SlOJckUhPAFW5IdB7leq6wKDpvkHjfCgUAF0derSFxOVMHU3Yu5f5FNWXNpyp63lPaUJJWi9l/Kpzk8d3z+r4ELVa+AZzYTxIDNB1F8NeXaMxMPt9ju4CibDr5DdVMI2uwz4PaCkZOGutJPOqq+btSSYe5powOfVNzpS3wnF9LHgUCgjkHXMmj7IhHxjsFSCQb3yN1AGBuhDvRlgBJASjB7QolSdCWZfy4x+CWCbjIcCV95QXOFD8JzlqoX1cC+zcCqX35DIJDgcAQvn/BEc4Uvqy97PUm2Xgek5HLwxodRSYAXmvvz3xOGq39vW+HhQOgdam7rosjcam8J7mmraqUBKq6DI7UYZsFsEiMGm5d7hTMEPLoAgICAgJ/cwgy1Z6ITwUiE+zqZFamUnUbyIjAgAlARJx7vYhCCVwwl1LQdZWUrbbZozRlp5t2sONTmeKkUNAJNVudn5kMdG7OG+dfbEHuk1OWz8hWQ3XzaV4trSeKT6UzJvcXsljYlNVsYmREsrGfkCv7UNiL3dUBwOhZbNJ6pk6ZHFVa+QajNvs2MJVSoeT3ymLvY2QSEBnPKFb2XnuUzw/pkaNfgy70jj75i2p5CkpExvmPIuRnci7ItSyuEZDd65hKGRoBFNhImMwmDqvNwgilQgWcOsKUyrThwI7v+JkEoMQuONBY3/RcaQtc55c2ECg4QQIXGU+Cl2EXNJAdcZlo11cxRU5fC3Tu6y7nDvD+1WpGcaMTOX5KBbDuYyoTBodzt5YSKnkO9xnD+sMBEyi3DpCw5h/jfDHUAYU5FE6preC9GA1Mk6xWsKZLrSXvO76b57VZAasN0IWS5MnXiutMYm4y8Do5B4B37mF7g/aY8y05h+fiSHEO51PWHmc9mLwIorDnCwUGAWGxJOqeDYiFPLqAgICAwN8UZ6GZz98YyWlAcg86VUGh7ONz6ijFA8bO5mqwZ6QitiNXth0L7zY62p4pY76uNXM+0KknyZQrVAF05I5s95/uk5zGxrnaQDqudVWtT/PyF3mRe/CoNc4UxoZafg8Ks0elAKf6hILpgMGRQLcBviNS+ZlUP8zPbJlt8v5lBRxPs5Gk1mIGqku47fA2H+eTSCr2/MTPqkqA0Eg67WqN91i6pvlptO6f52cC6xYDO1fzu3yt+FTWkEkS6+o8BSVcj1/yGLD2I6ChjqlmHZKB/b8wQpCfSec15yAdXRlGPQAlibk2kOqJFUXAkV/5WaPeOc8CQ7itqbnSFnjOL4uZhKMkjzVse35ieqLsiFtMnDMduzkd+KJsjlNKP0ATyPdKrQY6pACp/Sjx3rE70LkPI1lh0U4Bl5bCdQ7L76lMSGbfy+tYzDz/yQxgvb2hcEMNoNGQkJfmMW2120CS04JskiyARCwonN/laymVjATJ899sBI7ucBLM3wvJaU5BnHWLSaZOHrHXcWl5z5DNtAuDGBvc/zYJeXQBAQEBgb85Wh2Zuuuuu3DnnXciLU2sPnohP5ORDKsFUGjo7GkDmSomO8uuaTgAU6vUWqBDEmCKJQkKj6W6VnMrvPFdGN2oLmeUwWaPTmm1JGcWc9My47HJQFIPRgva0ii3qbSiHkOc6WVKlbNpr80GmM10liV73UhwODDiEiCpO6NBO1cxKuCaCtaaVCLX1C2LyR6FKuK4luVzGxSsh/FK9VMw4mfUc0xMBu6flOab9BTn8NxGg3ea36GtQMavvNeSk+7XksAxiYznc/SFQ1sZJVCoeC8aLVCQxWtVFpFgaOxEOiSCERCVhnNQVnjUBPKznAOcD5BIshob7J8HMMpz3jg2bW3PqII8v2w2PlcJFL0YdAEJnQLujvj5V3A81n3Mez26k++SLpREzNDA7T1HAPlHqPYXnQAkdgcs35PEaAN5rpaiqTlcnGOXCzdyDthsnIPBYYwunTzKd05SUmHwyHbaIoEpjcpGfh7TkXP90FYgthMFHlL6UuXS3OiM1PqKlLYU/uqWWlLPJItRWCwkUCYjI8iBQYx6VhQDsDHaLtkYhQW4WAGJohxVxa0TdhEQEBAQEPiLoNVk6pNPPsHbb7+NiRMn4s4778Qll1wChZwG8ndHcS6d2LgUoOwUHamCbDr2sUnO1CM5ZUlOkUnuCez7BQgIBEZc7kwBbMn1zCZg3Bxgzzqex2bjCrMCLIz/5XPKUftrUpvQlTYkdG1ZrylPx8xvWpECiIinA1ZfTUctIJDkRBdCB1WrYwQvOoHOW2Q8U6Q8U4Zam0p0aCuQmc4atOoykomYjnZ1Mrt6os1C51x2YB1qePmMnFWXkgTqwph2Nngyj3MVBpFrnwqySWrrKt1tqyy2q9DZa37kaxXnMrIUn0on1N/9VBU5nVuLiT3IJBujSQ01AOx1Z2HRQEAIx6+ikNczGQHYgJoS4JD9XsKimFIq2Vg/JQs8RCYwQuEqjnF8T+vrjzwRn8qxy9xJUhcZxyhso56Ep+9YfmVsdSGiEm2qKuHPHbuTQFotzlrE7Ss47zUBgLGR5wqNIrHUBAIdOrXOTl9z2LW5rsVO/pVKILojI6gxHfn8FQouDui0QOp5tK/iNBcINB2AiFjggmuBFW8A2XtIdvuOJiHRyjVhsLc0aOM4yzLnp7OYKjvqUuD8Ofxs+cskslYLcNEtwPSbfZ/DYuJcs1oBtcT5HJsEFOfZhUpUzlTMk4f5fsl1ZiGRTM+MSXJfBBEQEBAQEPgboNVkqrCwEEuXLsXbb7+NmTNnIjk5GbfddhtuuukmxMTEnA0b/zxw9AMCnfbaCq5gF9nrEeK7uEdYxsykg/LrSjqYajVV5lL6tSxdJj6VztiWr3mdqx4ikdi3galIFjMJQ1GO/ya1TSnVucIzOjRmJgCF7xXv/EwgczdQV26PgFgBpYb3Gh5rr5HRMGoWHOlUOqwq9t3np6WpRK7KdqUnGS1Qa+koWoxATSXPDwA2BQUacg/Scd62kj8X55FMmY28P6kGiIhhSuDx3d5CG/VVPE9ZvnftU1S8PcVLQQIdJa/c21MJTx6h0+0rvVKWdTc2kDjIBFChcircaTS0s66SpHTMHUDGNj5rs5Ffcv8xq43PQh3A8ZCd98AQICrOSd5dSYQ2kDLe/hzw5iCne5afdtZ5jZjBiFXpKeCHt5leWpLH57R+KRv4NtTSNqWKET2tjmIuNqu93s1ea2Q0kDxk7aGcvs3WtIJla5C+zr7I0IU2dO3P5yALaHRIZkTP1AjASmIXEgFkZvFeAaYIdu5LEp25014nCEZEu/Qn+TUZeV8aTbMdB/xCjoDqa0gui3N5jUGTGXEqzuF1PnvSfVFHRr+xQFQiUHOQqcmBIUzHTUpjnZjNyi+THlAEcU5Vl9L+nIOMFtZWsC7vbEjsCwgICAgI/IHRajIVHByM22+/Hbfffjt++eUXvPXWW3jsscewcOFCXHnllbjzzjsxZMiQs2HrHx9uzUlPsSfLySN0CrP2AD+8Y5dfHu2MPqWeR/JjswKGRsqoj5nZMmekOIf9pRqq6Swd2gJAAUTHM70uKJQr5b5qfQB3ee7mmra6RocOb+NxmgDvtDuZdGXuopMvRy2jO5Lc6ELpeMUmc1zUGqeKWO5BO/ExuacntkSlTL5u7iGOvS6YTrlRTzvLCrifUm2XaNcAvUfRQc7aCxzcwlqexgbarFAAUNFGUyOQc4iy9W7EVGLUrbaCkZ7eo9xt6zeWUQi5MaqjFkzBVfzugxmB8RWF3LyM0SGH0pvd05YkOq9Ws5MYKtW8xw6dgAlXkbh7SYorGRHsP4HpWSYjHWaAinTy/Di+x34/Kkb1Vr8P9Du/7c5xbEcSxvxMpwT4oS2sBauvtAu1qDmPastpl0LJ+9WFs06sz2hg6wqmL8r3LMuKB4fzeepCmL4YHN66dFVf0db8TH6ZGjmf5Dke38UZRYvtyP1zDpAwh0bRPrmnWYdkzqujO4HKAmfNIMBIcVUpo1bVZZyjWl3TTbabg9XMsVSA41l2mosTFQV2JUct57a/huBmgz1qCz6HDklsJ1BbzvNJ4GJPZBxJotFAe02NwOnjJLLZe/l8Rd2UgICAgMDfCGek5jdx4kRMnDgRp0+fxty5c/Hpp5/i008/xZAhQ/Doo4/i4osvbi87/zxwTRmqKgZ++QJI7EKnTF9PcuMaeSnNp7NiMTJqoFa33Bk8vofnS+lLoYvV7zP9KKwDazYsZq6W+6r1aa08t2t0SE73SRvmTLsD3JvGhkQ6ewEBXJ0PDmfvqfoaSnJHxQNTbyAJKM1nrVRyT0bqaj4ngbn+KeeYNuVkymSv+yDgdCbtC40k2bFZnfVZkp2cKMB7T+lDx7YgCw55dkliBEghkUyFRgPlB4GMLR79mOz1VVYLCciO74C0IU5nNTmN8vaeJDA+lc9fjnz4cj4LsuyRJVfJeC0dZrMRDnKlVFHNLjCYYxjbkTVFe9a576fRAondGB3p3Idz02YlqXOdHz0GMyJVXeaU2N+63CnM0BrIAhyVxfbI2UxuX/0eUy7lsZbsKZByFE0mHUZ7f7bpN5OM7l7Hz7P2AnlHuE94DAlpQy3HwjM6KEcrAWdvLtfPmpL2j07g3AgOJxkvO02Z/PpqvlddBzKyZmzgHLBa2NPs8HZurypxplK6PkdjA/DTYj776AQ+hwET266m2G8s0G0wFzBMBr5zsUmMHIVGk0RZTBwfuZ5MTuWMjAN+W+0txBIcybEOibQLUdjtt5hYrzdmJmuq8g7zXZNsjM7GJouolICAgIDA3wpnRKYMBgP+97//YdGiRThw4AB69+6NOXPm4Pvvv8dll12GBQsW4LHHHmsvW/8ccHXeegwhITi+m1GZPqPpYKX2ZfoPQEeo+yCm4yhAB6ilK7s9BtsJShYdYLXaWVd0/uV0bPxFclojzw24R4ckG9Pi5LQ7yeYucW02sq7CauaXUk3i1Lk3G8iqtXRWoSCRkkmlRmtPV6plpCVzJ/sH9RhCAiLb7Su10LWnVEAQoDBwtTxQB1isjIAZDYw4BYbQ6awpB3Iz7LVMLs6uUsWGyjaLi3iCjRGIkEgn2Y1PpVNdmO1MSfPs1+WLBPpKr/SMkHTsznNaZbuUdiXEenuansppn0bFGqovnmUqVnCE/Rg7kVJpgfgU4MK5/H3rN0BRA4kZJCBzj7MR8NBpwPR/AT9/4ozK7d/Ie2ttLYwsbKAJYDpkeQGfucXCZ21s4FhqAhgJ0+qotChJduU+LeeUa9PiiA7si1R8EuhyHklsWCyJTUEWyTjgnvJ56giv23OYe+82z2jrqnf4XsZ25LUb9XyH6qqA7xcxSmOwC6rYrKwbMho4lwODAVMUrxsVT/VElcaukuljbAz1JJQxHTmHygvaroaXnAbc/hqjZnJdXmS8XRjFPsYqNYlnZjo/X/4yx65RD1ga7U2E7ZBsJLIWC4mjWg0otByb8tPArjV8XwN07oTf1Ajs+J41nIJQCQgICAj8TdAmMnXixAksWrQIS5YsQW1tLaZNm4YXX3wRF1xwAQDg8ccfx8MPP4w333zz70WmZCnrzJ0AFECnXkyxaahhGs3BzVyNztpLJ15uvNp7NCM1NitX8FsKOQKStZeOWGa6k+D0Hdu0Q+Oo7zpBIuVPntsVnsRAJgNQuAtEJKcxOqSvtTv+oDMXl8K0Orno3mpmSt7Wb5zKewmdgdoyOqD6emD7tySjcg8fueGxp2Mvk72ty2lPZAdg7wYgJJwOo7GBNmgDuZJus9IBrqvkuV2hDaTjGRRKUnVgIx1Hk4GOZWm+Mx1r5nw+88IT3L84z1shUCZKkOAQo5DJQclJ7uNKFmbfC4y7Avh5Kc8r9xLrM5pNkE8cIJGSYTTYzw86trJghQyrifMrpiOvX19NoQZbAyOm+cd5fz2HUUWyLN8pMx4Y7ExLbVMtjGRPmZR4rYNbgOpi2qnVAb1HMrKavY/RpcYGpr1JEm2K6OBOerZ/yzljsr9P3QYAHbrTVoBpdVl7aHd9DdMyA4PsPa88erfJBPzwNqAoFzh1DMAyILGrU7GusphjH5vEYxUK1iYFBFGu3mbjvZkaSQpT+7I278Q+Z42UK1EH+AyUSp5H3Znvf3R88+9sU5DfTTnatnMV30GjwUlWuw3iOGZs49+kyDhGtD1rzBRKillYrbyvkHBGp8pO0e74FD7LpB6c8/XVPIfGHln/C9RMffjhh7j55psRHByM+vp6t8/27t2L+++/H7/99hvUajUmTpyIl156CV26eKtyvvnmm1i0aBFyc3ORmJiI66+/Hg8//DA0sgqngICAgMCfHq0mU9OmTcP69esRHByMefPm4a677kLXrl299rv44ovx/PPPt4uRfxoc2grkHXL2aZHT3yJi6eAqlVyprq1gRKixgY5rfTWjJMMvan2qz9BpTlLV7/ym64pc0ZI6JH9wjRSUnCQhdBWIGDIFOL6Xq9gSSFzqq3isJsCpqBcQxHMUneC4VBYB6EbCmX+cvKOyCOg5nMRNofDdHNcVEXF0frP2kTwNnca0ytoKIERBpzA0hPZYzIwy9BsDGFx6bak0zpSl2irW4hgNJCCAu3T70Gl00pc8xntRaUjoZMfYVaa9vIBpdWoNry2TlKy9dPoj45w1WUOmsKHzildpk9kEQAKuf5qpo1u/YRRKqXRK4ksSAKWTjLgiQMd5KdlIruQ0P5no6uvoIGftpa1mE+elqdFbEKSl6DeWjYLLT3Ocf/uBz0FfR+deoaRTL/fwUqtop9XCOaLSsH/XlHlO0lNR6JRIl1NjB11IglBbwUjJaXvKWpf+HLNGPRAgefdukyOEG7+0qyCCKot5GSRjM+e79xwz2WXMbTanIIYMi5n3svdnRqWMDUyVs1ntghkuz0OlYu1gQhdeJ2s3UNbBd3+1lsKhRnnaPtcK+fwAjolaw2hx2jC2aji20xkpdIOC72hQGOeRyeCyj8S/Y+lr+WzUap4r/zivFdep5eI5f2AUFBTgvvvuQ2JiImpqatw+O3bsGMaPH48BAwbg66+/RmNjIx5//HGMHTsW+/fvR2xsrGPfZ555Bo899hgefPBBTJ48Genp6Xj00UdRUFCA999///e+LQEBAQGBs4RWk6kTJ07g1Vdfxbx58xASEuJ3v759+2Ljxo1nZNyfCvmZdHCrSuhohUZSXAJgmpHFwm0qtTO1LqYjnbDug+igZ+/jKn1rnRHXFDG5CWdL4CsFram+NK4Om2skSqH0Tcze/689MhBMmXSFgk5wo4J1MTXlJCUN1RyPqAQ6x6l9uSoen0JHPnsfiY0C/hX9XOWha8spSKBUMiVJsjoL9DUBwMAL2JerpoIO4ISrgaoy4NhvtEUWbygvsJM/E6AIcKYG9p/oTuhik+22a5jS2FDrLeseGU8xku6D6awb7dGymGTW5RTn0Nl1VfcbdwVrnzJ3kWDsXU/HuPcYCmxYTIxQyX28LBYnSVGqSbYAp1z/sXQg7yDHIUAHJHQj8aiz1y+Z7eleaq2zL5ck8Xm0pQdVchowdR5rnXIPkUSFRHB8rVa2DK8q4fW6DWSKWKOe+1QVk4Qc20VFQDnqWFZA0mK0N8XN2s2xi4gjmTI1MhWzsojPKCCIaaJpQ4CxV3hHDLettI9BlVM5MSbJLoeuJMGpKCb5sMr90cDopc3mJK0KBevMZEKt0jAq7attRHA4MOwinnvnqpZL/vuDa+2XWsvxqa1wkmconKl+Y2Y6F182f81FA7UWOH2M+2gDOefNJs6hiFi+k5JEkY3SU/wssgOv26UfMO0GzmuFsvULM39A3HrrrTj//PMRFRWF5cuXu332+OOPIyAgAKtWrUJYGAVcBg8ejO7du+Oll17C//3f/wEAKioq8PTTT+Pmm2/Gs88+CwAYP348zGYzHn30Udxzzz3o3bv373tjAgICAgJnBa0mU8ePH2/RfqGhoRg3blyrDfrT4tBWNhINCKIj1mMocBP/sWLLMq5ul56mhLMuhCkygy5ko8/8TK7gD5nc+lQff0X0LWnW2dJzeX6m1pIUHd5Ghz5zF50oVyLnGrFprKdzHBrNpqV1Vc5Gp3t/5njEJttXuzUUSGjU81ppw1kbExnPWhZ/Dptcn2O1kEyF2gvnjXZCoVIBKecxSpJ7CAgKASb9gw52cS5JlOz4ShLtkJ1nWVwAYNqXa6QmP5P3GRVPdTp4RkAkEqCqEjrReYcZzVPYo2QqNR1ak5FOv1HvrMlKTqOTemK/PRJjBrL3M33NbLQ7vRKJXHwKn/WRHRy3oFDehzaASoqBwcCu1SQZfUYxMqdS0SZDPSWxLWbWf8mpi8W5tC9rLwlLWwQo1i7mPGnUczyNBjvZU9rtC6QNO1dxH3MjUGUgYVGp4YjoJKdRBCNjGxXqJFB4Q6lmVKTXSO5rtfJZmRr5jp0+bo+gnvK2T+5HVlduj5xKHFNTI3tyybWAx3Y5BTLkaJTRwHo/i4nz22x0SrbbbBz3xG6cV0W57pFCq4XEPLYjn+ve9d5Rs9bANQ1yzzqSKZUSMLsQOfndKi8AFt0N7N/A8a2vot3qANoyZAoXQKISWJPZfTCPWf8Ja9JCovg3zGjgdTJ3k+BGxPEd/pPjs88+w+bNm3HkyBE8+uijbp9ZLBasWrUK1113nYNIAUDnzp0xYcIErFy50kGm1q5di8bGRsybN8/tHPPmzcMjjzyCb7/9VpApAQEBgb8IzkiAQsADFgsdK5vVudqfnEYnecsyNvO0mrkCrgkAjvxKB1at5Qp+Wxqkeja0zdhKJ3HvT1ydVmvpHDd37vxM2ugq3e66Uu55nR5DWL9SnMtjcg+5F/cDoHqeXa2toZpOY+fejMDAzPQ5m42kIiaJDqnFTAd3zEznyvq2ld49nnzC7rBaLaw1sphJGNRaOsiVRfbnZAQKiilEMfYKHlec60yLguRcpTc0uF/CYmJEcfa9/F0mmBIY6VHaUxFlQrttJY9Rq+molp4kGejUixGqmgpgwARuLzzBKJCrUz10CrDpC9Y8SRKJYn0l702uvenSn855Qy2/bDZGSVQqICqFTnRDrTMCWpwHJPfmeJbkMnJnsfKes/YAid2d42izsq7GU1ijJSjOJZlp1HMMJAkIjwb0KhI4hdIuNqLlIkREPCMkkfG839AoRmrl9De5Rq2xnqllxgbeY2CYXdjlPM4bOTWvNJ/3Lve4cp3Pch+v4hx3GfmgcI7L4MkkCXkZQGiEvWmvinM2KJzjHhzGOZS910mkZMSlUomy7DTwwf32JssSz9FlAKM75QXO7L+GOqdwTWtJq2vtV3mBUyRDqaSAiUrNvzsWM3t5ZaY7/+5YTbQhIIjnOrqTdgaGkICOvYJ/O2I6cg7UV/N8smpgx+5cHJCVRJt9R/+4KC0txT333IPnn38eSUlJXp+fOHECBoMB5513ntdn5513HtavX4/GxkYEBgYiIyMDANCvXz+3/RISEhATE+P43BeMRiOMRqPj99pazzYHAgICAgJ/JLSaTKWmpkLhK3UFgFKpREREBIYOHYr58+ejV69eZ2zgnwb9xrJwPS8DiOvorJlKTqOzY9Q7a4UgAVVFdEjOv4IOUGt647jCVbLcZOQKcnUZz6+115805wh71vX4qpHxbJwLic6q2UgSWZDlO01JVpxTqdkMNyyKTrKhlk6fXKMUHE6HUxbo6DkMmHYT6zNcSZy/VCi5PifvEB3Fzr2B43a1NYuF1x07k7VUBVlcebeY7XVtCnv6WY29r5NEezQBdifYDoW9PkkWe5AJZmAQsO9njoVSRXIZmwSHMEdyT5IYq5WfS5K9P1Eo0wzzj7EeSxNAx7Y4xxlVBABdGB1+uWGtQzDATvpOHSVpgILzTB0AqIwUkaivAjp24/2WFzgjfbkHKZRSVea8v8BgRg03/o9Kc2otSVhstHOsWuUkS1SFa2ygzZLNXqdjhyaQ45u1l4RaUcx7CIvi85Yjkq6QFwVkmfSUfs4mshEdeHzfsfzK2ErC5EsprziXYh6aQAC1cLyXhlq+p7mHSAQrCjgnwmPtipB6PpeYZEaSczPszy/AWRcIiSR13WLWe6X25X5mI9MrS/KAgF7cVldJsrdzFbCuxlmL15pxdhVfadSTiJbaxSJs4He1hvOvIAuOeSMLwSiUTnIE8O9Icpo7AfUUu6kqAVa/y7mu0borif5JBShuv/12pKWl4bbbbvP5eUUFRU6ioqK8PouKioIkSaiqqkJCQgIqKioQEBCA4OBgn/vK5/KF5557DgsXLmzjXQj83RCmBr4+z3ubgIDA74dWv3Ljxo3D5s2bUVhYiNGjRyMuLg7FxcXYvn07EhMTkZycjBUrVuCTTz7B5s2b/z4NfJPTgKsfcjbBdU0DK84Fhk4Hfnzf7sAomC6jVLW9Tsr1urPvpeO4/hM61mYjiUtDLR3khuqmHRyZFPQZw9XtARO8+wp5ClYc2sqogFLNqIMu1PseYjvaV8XtKXKRcYzOVBSytqmyiLU/HXuw2ezaxewxZbWy/qzvWG8S19Q4DZ7Mvj2Hf2WdmqkRZCcSCcmQqfz64lkqBao0zt5Mcam8N5uN0SW1lvVRVqu9r5a9hiS+C5/vqneA0BiO9aEtduU2iZerraDTOXY2bc7aC0DBVLwDm+zjoeC9zbzb/vlGjnHGr2z2HBrF61YV8/lpAhmRka8hQxtIUlZVQgVCAFApWNMSk+zsMxbfxfnsinMZ6QsO5/nkvmGyM60Lc6oMKu11bq0VoJBT/BrkVXXJex+TwZ4O15Xpjyl9uW34DI7bthX2SOUu9/RVV+XDmI68zunjJJyRcXTsB09m9DTlPKbxDZniPp/L8oGTR0n0XO2z2khE1i/l+9l7JIll2lBeL6KDs26q71hef/dalzRChVOvoSCLpK/0FFNZTQaqQxobSHgsJqYAFufaUwujuaDRFjIip0HmHGD0SBdsTzcMZBTMauG5G/UAXGq9ADvRVXDODZ3qu34zPxNY8YZzDs2aD2T0Y0Q1LJrvXUve0T8ovvnmG/zwww/Yt2+f38VCGU197vpZS/fzxEMPPYT//Oc/jt9ra2uRnPznT6EUODsIUAJXxJ1rKwQE/t5oNZmaMmUKfvvtN2RnZ7v9gT916hQmT56Myy67DEuWLMH48ePxxBNPYPXq1U2er66uDk899RT279+Pffv2oby8HE888QQWLFjQIntKS0tx//33Y9WqVdDr9ejfvz+efvppTJo0qbW3duYYOs3daQXca5Cufhg4tJmOqlJNh2f4dO/C+NZCFjpQ2yM8crQFIHlTaZp2cFwJS0JX/w1aPQUr+oyhwxgUSiLpeUxZAR3S4HCSjqQ09zGSbO41UJl7KHet1rDg/4tnOWZNqQ7K/YTktMZ8u5iALL4A2CMip4EljwIjZ5Jg6uuBgkzgu7fofEd3dKrs2axAZSEJosnA39Ua1sgEh5O4bF7GbeExPJ/RwLGW7OIOcv8omeju+YmOs9XKei65Aa9CyfE+cYBOrLGR0vCp/UiyTI2sRSk6QccYChJlwN6jKdDe08tC4iXfb4dOwLQb3WvwXMcuogP31wQyEqPR0ik2GYDCLDrbIRG8fmAw0+dam+JXlk8HXaUloTEb3fdRq4FOfex9vaKd4hEykfLVUNoz3XT3OpJni4lRrgZ7DVDeYUYMzXaJ+Pxj7tHZqhI+v+SeHFu1hs+7qoR22mwkTcd2sW6osojvratE/56f7KRtGFMnOfgkWo16HlNbyWdmkwCzmddS2OsF+47hnFGquP/R3zgOnlLlrYEEzq/wGD5LQwPfBX0dEJ3IRYzoZKaKypFhGcYG//Wbm5cBh7fyXsrzSda1AYys5xzgODTV1+4PjPr6etxxxx246667kJiYiOrqagCAycS5U11dDY1Gg+joaADwGVWqrKyEQqFAREQEACA6OhqNjY3Q6/UICgry2nfw4MF+7QkICEBAQEA73JmAgICAwO+BVpOpZ555BgsWLPBaKevUqRMef/xxPPXUU5g7dy7+/e9/45577mn2fBUVFXj//ffRv39/XHbZZfjwww9bbIvRaMSkSZNQXV2N119/HR06dMCiRYswdepU/Pzzz+dGAMOVcHimqI29nA0t376HdRb6WiDnoL1u5wwh941qbCCpMOqd6nJyulhTSBtGJ7GlAhjJaawJaVZaXUFn3Wblarfcn8nX/lHxjI40VAONBuDXFRy/217zrVIopyfmHqLjGp/K/V0lqwE4og4nj3LV3miPAlQWA4pSEhG5tkd2Lm1Wp3iFJFEqes79PP+W5XRUJYnOanAEHXCzlkRgzv3OtCj5XmM60vFXq+2KaEan6EByGp3R8tO+FQxrKwDdebSnKNfeI8pKZ7++0r3hKhT8vfS08/q+nt2YmUBcZ0YFj+8GErsAeUcA2Guwcg7yemExnEetTUONT6X9lYVw1ODI8u4ACURMEmXpU/pyLOVI1LYVfE4+G0pLHDs5FVWSnP3MrGZGwpQqPsfqcqc9menu/b96DOYcqCpmip7NSmEFeVwlGxDWgcS4oZpfgyaTQJkbafvhX7mYUHSCdXiuzyBAR1J36jDQqSdJjFrlbBXQqAcObeOCStcBJFIpfWl7eQH/drRGPAbgokL5aaYN5h+z9yfTAqoYnrOqhHZFx5NEyuqVUJCoBwRxnk64yrvGsrbc2bvMZl+cUGudz+FMemSdY5SXl6OkpAQvv/wyXn75Za/PIyMjcemll2L58uXQ6XQ4dOiQ1z6HDh1Ct27dEBjI9glyrdShQ4cwfPhwx37FxcUoLy9H3759z9LdCAgICAj83mg1mcrOzkZ4eLjPzyIjI5GXlwcASElJgV6v97mfKzp37oyqqiooFAqUl5e3ikx99NFHyMjIwPbt2zFy5EgAwIQJE9C/f3/cf//92LlzZ4vPdVbgK0VNVo4LjaQj6NlItK1wTcMrPQX8/AkjQ0Y9UHCcpMNXLUb6GmdqYmiUMxurpYSqqf1iO/I+G+t57651ZL4g150d30NH0GxXCvRsgitDjlLIwgqnjtpT6OSbUJCcqdSMOhjqmJpXcchOuuzpdqFR9t5MHhEBq5X1Jgq78pxC4YwiZe5kLY02gBGc0Aja0bkf78MVcspbWT5tOW88kNSdEQ+5/iq2oz3qVeqMDMR05DOUSW5xDqN1eUdI5oLDmS7mmkKngF10o4lX2zVVTq0lqTpml6hXKBldS0ihA66vJZlqbbREJtsZW1lHmL6O5EKOGAboSCi2fkOFvlGXktSkDWOqaUgEnffIOGDMLI5TcY6LoIeWhLCsgJFRi5n260IYdTQ02MVP7HVqjQ0kG7LTL6tNrnyD5zXq4aibUqooLhESTsJdX8V5VV/NaFdlEcmRZGV9lyzT7oDEuRYQTFLbuS/V7tLX8l0wWalsGRJB6XGjnsROqeJc3POT/+bUTT3TPT/x/So8wfOqNFRuLC8ABk/h/I3owKhlXArTU79+kSRSbY+ElBdwjD1rLMOiSaLkhYrDOzhvImJbH7X8gyE+Pt5nG4/nn38emzdvxpo1axATEwO1Wo2LL74YK1aswAsvvIDQ0FAAzMrYuHEj/v3vfzuOnTp1KgIDA7FkyRI3MrVkyRIoFApcdtllZ/2+BAQEBAR+H7SaTHXu3BlLlizBtGne6nAff/wxOnXqBIARJ1+Fup5oLj+9KaxcuRJpaWkOIgUAarUa//znP/Hwww+joKAAHTt2bPP5W4OSkhI8+eSTCAoKgk6ng06n489lgQiq1kAXFAvdoRMIqi+HrjEIQYXZ0ClsCApJgC4gEmFWK1Qq1ZkZ4Uluvn6RjqfJ6GwG69ln5/PngJMZTK86dZQrzm0pgveE7LDrQhjVCQlvuu5Gri0bdCGdwcpCwGKjUyqnr3lCJqvlBVSnK8pmFEeSSIIiYkmiasvpBAYGUWBArQVltEHCZDbSRqXSWfukVJNsSQB3dBnjqfOAmESmE5YXUP1wzzogYzuQe9h7/DYvY/qiAvYeQOUkFjkH6TTLqWMySZg6j87skseczYP7jnWmSG5ZRiVFQwOjJI16RhZUajrkmgAgpY//JrCeqXIRHZx9hWQVw859WT8Um+Qu194ayPMxP5NNnEtPkmCo1UCHFCr3WcysoWuoYURFTjVNG+pMj81MB3audqo99hnj7G/Wb6wz3VQXyudYepLkRxtIAhQQyOece9BjUcEu2OGIZEokjhEx7CWmr+F8ioxj5LK2HKhTOSOWNhvT+5Qq9+igJsCpJGls4HUTu5NsF+cxFTE+heIZrqqVCiXnztYVHPfW1E8V57LhcEgE52R5Aefzr6VA39FMx/M8T3Iar7N7nftc9iUi4VAztI+V2cB0P32Nu6jInxCBgYEYP3681/YlS5ZApVK5fbZw4UIMHToUM2bMwIMPPuho2hsTE4N7773XsV9UVBQeffRRPPbYY4iKinI07V2wYAFuuukmIYsuICAg8BdCq8nUfffdh1tuuQWnT5/GFVdcgbi4OJSUlODrr7/Gzp07HZ3dN27ceNbFJzIyMjB2rLfDKEvXHj582C+Zam/52dLSUrz99tttOHIz8NZw/PLLL5gwYYLXp1VVVZgxY4Y7QXP57ratsRY6Yx10AVoE7VsHXXEJzgtTIaYs3yNVCnRwf3ibRMpoYARCF+JbRrop+OtnJTvsg6fYRS0m+q/F8lQTtFmcn1msdKbl9EBXuEXj8hm1kaz2iATs6ncN7MukAJ3twGA6y6X5XI0PCgD6nQ8Mm07p9szddMC1WiqtqbUcH00AIxLpa9yjOmFRTklqub4JcI5ffiaw41tGN2xWMGrRYFdVg1MqPiCIRFImCYe2Mvql1ZFYytG55DR7ncpBnkNhJ09y416z2Z5O18QihWfENLYTiabeSkKn1fH+6itpd89hbRMVkOcGJKYxmuzEpWN3EqO8Q86IlyxtnjbUKYdfXepCoEZznNVa90iva7qpZGOd2W+reFxZPqXYVXYVvk697D2n8njNPT/x/sxmsIOwxPGUJD5PlYaRx4Is2m21AjYTUxbrKmlDYAjna0UhFy0U4H4qNY8JCAJ6j2LaXWo/pvrG+OmXlp8JfPMaa9ZOZ3JuyT3cmnsX41M5NnVVjFhWlzL91GTg8/T3fDznsj8RiR6DOR5yqh/AaJ/Vyuf4N0HPnj2xadMmPPDAA5g9ezbUajUmTpyIl156CbGxsW77PvLIIwgNDcWiRYvw0ksvIT4+Hg8++CAeeeSRc2S9gICAgMDZQKvJ1M033wxJkrBgwQI3xaH4+Hi8++67uPHGGwHwH8nZLqL1F/2St/2e8rMGg+GMjvcsUpZRV1eH7du3t/m8K0eE4rJBXajo5tJjx/LViwh98GPoFBKCVIBOCQRp6qDb+Rl0QcEI2lYNXeQHJGpWI3Q2I4Ki46CLS0JQUBCmTJmCvoZ8d/VC+4p/VlYWAqwB0KlDEXRsD3RxXaD0R6QAJ/GKjAdOHuHqek2Z3XkzMwVtyWN0mn0RquQ04LOnGJGQVcpsVrtimtm+o8IpDx0cAWjL6XzHpwDdBvPzKfOAqTdye/paYPNXjPqotXTO13wE7FnP3+UV/BEzSAQa9YyulOSxDkZ2Rg9tJXGTpcFVGrsMtZKO756faHNUvLskfWk+HH26PIlRcS6d2pBwqhbq7PVIJiN/VmudtvirmXIV9QB47eO7KEShDXASmOx9JDltadjrSpBjkoCwWKBTGpsyr//EXVFOreEYDJniXmvoSqASujojOa4EQ/5+aCuFHkLCgcoSkqdBF1KcpDAHOLzdSQzlMRw6lSmIGg3HT6XmWEZ2YH1a98EkaHWVzpTHqARGnWKTqJhoqGVUr6qYkUKr1Um0ImJJpMoL+Bwb9f6jvnIKcLg99c9QD/zyhZ8ebj6e6cz59rTFPEalLGbaI0fkxsyEQ0XSl5jHiBn+RSSGTgNGzwJ++dR9u9XMdgO+Fjv+5FiyZAmWLFnitX3w4MH4+eefW3SO+fPnY/78+e1smYCAE2UmoMNm922l44BY7bmxpy348ccfcdFFFzl+V6lUSEpKwqxZs/Dkk08iJCTkHFrXctTX1+PRRx/F119/jcrKSvTs2RMPPvggrrrqqmaP3bRpk88FdQDYsWMHRowYAaB1om35+fm45ZZbsG3bNnTs2BHPP/88Lr30Urd9li1bhltvvRXHjh3zWhCSYbVakZCQgIceesgtnVnAiVaRKavVihMnTmDOnDm4+eabkZmZiYqKCkRHRyMtLc0tZS8uLq7djfWFP4r8bEvqw5qCTud79fhMSZqucw+SkPguzqL24lzoy4vQaJXQCKBKDgQZbEBtLYBa4ERRk+eNVpjQN3+NM0WwtsIRPRkwYIDXeGgf/sR/VE1hQ1BFPnQWA65JUmNahI7pYBajXQxAAjJ34ofXnoI1vgt0CZ0Q1DkNupoSBDVUQBeghW7NZwgy26BTAholACiAyAT2CVIqGOGyWpz1NdGJJBN5h1n/EhRK8jD3KRpsNNCprK2wq/lpnTVucvpWSj9nKt2JAyRzKjWjXzIqi5nWJadH2aysNRl1KbDzR9pUXcooCgCMv9LplPYcxuvFJvE6cqSnLJ8pXTmH6Lg32iM+ko0OeICOkUhfdU6ukUSZVEDiNUvzgMRurLmrKnH2r8o92Hpn2ZMgRyXwPNXFPJehnkSjrorjGZ/KaGJ+pre6pCuBks/teU9LHnPWsSkVJG6R8byuWssUu7J8Rsjk+4joQLKX0ps1TJnpjPJVFTP1TVY6lGvT1FqmDg6dSkJYXcoxPr6H509fw4a+JgOjNil9SXCy9gL7NzoJeMZW39FcSEyBNJt4HxYT5+GxJuoGXRHfBRhzOWuhasucjYQ79eJ9rnyD9yfXYnlGKJsTkZj0D2D7Chc5eTAi2lwtpICAgEAT2Lt3LwC2KEhMTERDQwP+97//4dVXX0V1dTU+/vjjc2xhyzBr1iykp6fj+eefR48ePfD555/j6quvhs1mwz/+8Y8WnePZZ5/1IlWugjWtEW2bO3cujEYjli9fjk2bNmHOnDk4cuQIunbtCgCoqanB3Xff7TOy7ootW7agrKwMs2bNatE9/B3RKjIlSRJ69+6NH374AdOmTUPPnj3Pll0tQnR0tF+ZWsB3c0UZ7S0/Gx8fj1v/eRX0lWUwKDQwNDZCX3QKhvIi6I0mGKzkKnqzFQYroPfwc/2RqTMlaUGz/00ny1WifcxMGKQzq8/SleaxRslipmR0SDiw5ydIfcb4JIAmkwkmk8khO+wPQ6f9C9OunkUHcu1HTK0z1APmRtz63tcobDA3eTwAqBWATiUhSJMPnRLQqVW4tV8i5l82EwiNZaSisojRJsmGN04YUWFtQFD2JuiqX2Oa5NE90HXsCl19I4KUNuhqS6GzmRFk0UOnVkBXXYOgiddCm9SDpF1W4/OVJummticxMtZjCCMlpzPtKWE2poptW8G0w+Q0EjtPmX050iOLJQTZhTXgUtNiMTGK4ikkIEeL5LQuWSmwvIDEoeSUM6oRGUdSkNSd+7TWWZYd9aITTDPL3sfz6UJ5raAQoFrFSFoYJaex6UtnvZkvOXxX+13FGYpzmYpnNlKpERLQbxyd/qpi3l9DDUmRJDkXFcbMJMFo1AOF2SROuhDaGxhEW8sL7NsCabdSRYXDzHTnOGq0vI6s6hgYQiGVmfNdWgGcZJStoRpY9S73dYnmOlLu1FoqK2q0QPZ++2OWvMfXE7KQTEWRvdGw2Sk3X5zHe7eYKfAh10RJNhLvtCEta88Qn8r2Btl7ndtsVi56lOb/JaNTAgICZx979+5FYGAgLr30Ukft+IQJE7Bx40b88MMP59i6luHHH3/E+vXrHQQK4D2cPHkS//3vf3HllVe2qC6+e/fujiiUL7RUtE2v12PTpk349ddfMXLkSEyePBnLly/H+vXrHWTqgQceQFpaGubNm9ekTcuXL8eQIUPQuXPnZu1vCr5aRfxV0CoypVarER8fD5vNx4r3OUC/fv38ytQC+F3lZ3sGK/DOoFCg2mBvtloPhFQAKTYg2j4BNVrW41QVQ5IAow3QB0XAMOdhxKX6li9PSkrCu+++C4PBAIPBAL1e7/bdbVtVBQz1tdBbbDA0GmGor0NIUSawJYeKarKjr1DC0HMUgLb/kdKZ6hlVUQfQeU89DzCbYMzPgtQS58/fedMGM9VLkoAN/2P6lMkAIBAGk6XZ4wHAIgF1FqDOIgsLWFHZcyzl1ot3M+olS14DePc0cLTBBqAM2P2uy5n2wj8MwHd34JZrtuDdz76kEELmLo6vvebkgQcewNFN66DLB4IUTKXUKSUEleyH7vDjCOrYBbraKOiqixEkmaCLjkBQTgl0P69B3HgtUlNdBEXk1Dc50pPckwIAkoWRHW0w081UatYA6eu8RUdc07r2/MSoX3wqzxehZUqYQsEBDAzhvjkHeT+lp4Af7X+0+7VABts1lXDXj8DPn/G9qCxizdAF11JxsrqcdUv11UCs/e9KSZ53k11P+w9vA7YuZx0eJEaOqu2pmxot69DShnG8QiIZoaooAla/T2KR0IWf11exOXNtBdMbA4OAhGEkYgVZPM5mAzR1nOfBEbyer/Q4yeYUY/Ds7zVmJmv6ivI4n2WC7No/qyiHNVZFuc6G2I16Rr38iYkAJDEr36DEvUwoAwIZmerUk3WL1WXAiX1M5wyNYlR05w/cJzic6YwteaYPfQ48cRl7tClVTKssPUU1zfYQrhEQEPjbYc+ePejVq5cb2VAqlYiNjUVjY+M5tKzlWLlyJUJCQnDFFe6tbubNm4d//OMf2LlzJ0aNGnXG12mpaJvJZIIkSQgOdmbKhISEOMZz+/bt+OSTT7B///4mzyNJElauXIn58+dj69atOP/8890Io4xPPvkEc+fOxa5duzB06FAsWLAACxcuxJ49e/Dss89iw4YNCAwMRFFR01lPf1a0umbqqquuwieffOKW33quMHPmTNx+++3YuXOnQ37WYrHgs88+w/Dhw5GYmPj7GePq6G3/jk6S3AC2thzoch4ABR03XSgUjXoEBmgR2L0vMP4Sv1LWsbGxuOWWW1pni2va068fMe3JbKZKXvdBQFwKEiISseuenTCcOAh9eQkMNgX0qgAYlAEw1NVAHxoLQ0UJ9B26wNChCwwmE/RQw6DQQF9ZhkR9Ca9lNdIBLMwGIjvA0HiGaYlFWVxl3/CFvXms3PdJgt7adpIWVF8G5OU6CWWnXqyrgQ0Ga7OH+7f3yFaSjH5jneRBsgHFudi2YT227zngfdCpCuBABYDdHh+c5tdX+zBnzg589dVXzo9cIj037jPgp9W/Mj1SFwid1QadshZBCht0ShN0WjWC1IXQxVih069A0Np0plU21iK1yIhpOODsYVVVTGe6rgpVFsCiDkCQxQBdWT6UAUFMZ6ssBla/Z5dhVzD9sLkaHsBZz1aazwiarJ4nN3hVa1knVVVs7/tV5C2U4gp5DGTBj/0bGfFJG2ZvUttIEqRSkVSOmcnj6qucvdc0Ac7zd+jE81SXMTUzMp7krPsgNpAGaKNaQ/Kd0IW2RiW0Lj0O4L1bLBxrm73Bclxnpy1l+VzwqK90CljEJFGdcOzlTZ9frv/S6nivKruUfWQccMF1rPOTUyCjE/i3Zs8hPtfOvTkGWXvde0v5E5ZJTgMmXgN8+ay9HlFi1C8wiLVdLUlHFBAQELCjoqICp06d8lLULCkpweHDhx11+GcCSZJgtbbsH726qbYiTSAjIwO9evXyOl4WRMvIyGgRmbrjjjtw1VVXISgoCCNHjsRjjz2GMWPGtNqeiIgI9OzZEy+//DJee+01bN68GQcOHMCoUaNgNpvxr3/9Cw899BB69OjR5Hm2b9+OoqIiXH755ejevTsGDhyIRYsWeZGpt956C0OHDsXQoUPdts+aNQtXXXUVbr31VjQ0eLYR+eug1bNmwIAB+OqrrzBx4kTMmjULCQkJXky5tXmVa9asQUNDA+rq6gAAR44cwfLlywEA06dPR1BQEG688UYsXboUJ06ccIQab7jhBixatAhXXHEFnn/+eXTo0AFvv/02MjMzW1wg3G6IT+WK+N71dFa0AQDsfW5iOwFXP8z9vniOdTDKKqYPBZ5hYaUvp0euq9HqAGs9oxTB4UyXqykDDm1FQGxHDL3wImDyRXRid60h0cjYBlSYAGs1EK0FOocCKfHuK87pa4FlLwKGUDpSVnuxfF0FIjd8DNOJQzDEdIIh+xAMK9+CvqIEhsBwGEZfAX1ojDOidjoHhh2rYaitgd4KGBr16Hfoe+DEN7TZpeZHMhnQIwjQKzQwmK3QK7UwWG0wGk3eY+IDuuITgMquutYhmbU69kw5wxkEWnUNFcC6j52r8nEpwNLHgLLT0BfkNnu8PwRJHumMLpGe4u2P4XRWOrfX+/rjZOZX7kkg/X23T6aMG4Np/7rHPTJir/u57/Hn8HGOnFZajQAloFNtgk6pQJBaAZ1GhSC1CrpN6xC0Jg+6+GRH3Vu3bt1w//33+7yXo4GJyFd3gq6+EkGx3aCLHwjdoX0IyjoKnVmPIKUEtS6EKn+uQimekMdg63L3GqSqYpI1uRdYbCdGkBRKEjmtnQidPs6ojEzaIuNJWDQBnMdBoYy0rFtsF6GId/b7klXvErqSPPUd67thtev7CDh/dm1i7JoG6EjxW8GIlUIJqEAyVV8FJPVoOioF8Nyh0YD5EFM0JRugCWKtHRSsVWtsYBS5scFeQzaQNX75maxd6z7I/R7klFK11pmuKH8WFc/WAOUFrBGTJGDvBhLOPT/9qRv4CggI/L6Q66V69+4Ni8UCs9mMgwcP4u6778aUKVPw7LPPNnn8tGnTcO211zZZk7R582a/4g6eyM3NRUpKSovtl1FRUYEuXbp4bW+JIBoAhIeH4+6778b48eMRHR2N7OxsvPjiixg/fjxWr16NKVOmtNqmjz76CJdffjmioqKgVCrx6KOPYtiwYXj66achSRIeeOCBZs+xfPly9OvXD927dwdAUZ158+Zh//79GDBgAAAgPT0d6enpWLp0qdfxc+fObVextz8qWk2mrrvuOgBAQUEBNm3a5PW5QqFo8QqAjNtuuw0nT550/L5s2TIsW7YMgHNiW61WWK1WtxSygIAAbNiwAffffz/uuusu6PV6DBgwAGvWrMG4ceNae2tnDtm0sFiulFeW0EG7+iE6I/mZdNDKC1hnoIxgkX9bV3P91ZC4Om6SRCenvoZkrzgX+H4RHbeYJHu601CSray9TBOK7kiBhcBgYNBk774z8amMdJUXOFenATqip7Og+e07aMbORtig0UBsjG+nEyApq9sFdLkA2PEdUFFvTwWrZJPT2nLHrgqFAgcnhtCm4HDgtleBodNgzTuCxr0bYTCaoE8dAENkItMeN3wF/Y8fMd1RqcGA5FBg6Ghg3y9MS6ouc5C1y2KBCmihT+gBQ2gsDDWV0BfkwaBvgMEqkehZbDD4iIwFaVTudVKl+az30gTAoK9v/TO1Q6ev8t5oj/ToNc+3/byRMUyhcz0nAAydBsMnPwM5Tlkoo41f1ZAAowTABhK1RqAgHUC6Y9/hw4f7JVMf/fgLXl661f7bYeBd74UOteoQdLpsBH28z02kJDU11fG3wGHv2NlAyUls37wRW3NLELTlkD2FMgxB6gjoagMQpNNBd/gYdOk/IqioFDpYEaQLhy4kGprEblDMnM9apsxdJA0WE+fWrtWcHx17MA10yGTulzaMpC0y3mmH53z2VZPm2nxXbmIMuBMOObIUbpfsBxgNS+jSNLl0HRO5Zk+jZWpm71FMw8s7xLkp9wqLjifJqiohsdQEUIylrMBZ81ScyzGpqyLxXPkGxwBwkixjIyPSKpU9FdLKa7amrYKAgMDfHnv2MAvgwQcfxIMPPujYfuGFF+Krr76CRqNp8vjdu3fjlVdeaXKfwYMHIz09vcl9ZDSX0WSxuJcbqFQqR0ChrYJoADBw4EAMHDjQ8fvYsWMxc+ZM9OvXD/fff3+byNSoUaNw6tQp5OTkID4+HuHh4cjKysKzzz6Ln376CWq1Gk888QQWL14Mk8mE2bNn46WXXkJgYKDjHCtWrMANN9zg+P3qq6/GAw88gEWLFuGDDz4AALz55puIjY3FlVde6WXD5Zdf3mq7/4xoNZny1Sn+TJGXl9fsPv5kauPi4nyy4d8dskPUbSBJyfCLSFJkEpGfyWardZVMraksYrqPsg3NUF2v6Vq7ITsxro1lIQGFecC+n5zNRhM0dAy7D6ZjVJZP261me8PWPqzfCInw3XdGdt6y98BBpCQba6j0NayfKDnpJHf+HCtXNbGgUKBaQydUqWTNR3A4IwYAIw5qDZ3b8Vc5yKnq0wUIztyJYNf0s7SBgKUEKE2n81t0gnUzWXtI0Cwmt6jXu70BBKiB4b14fHEuRQJiOlI4oWN34OAmSFYrGitLYAiOhd5khiGlPyJCg93qpOgMM0Ly315hKOl5PgzhCdDnZ8NgMsOgUDMip9dDbzTDUFfNSJssUGJTwGCVEOwZmXLBmYiSNFX8aQiKbPN5/QmoAC2z12K1oa6+AXUekbb66krvne0Rqg17H8Djm7Z6fw4A2A9glY/tJ6FSqRD/aQZOnz7t3qds5yogXI31v6Xjw81FCNKooNvxGIJCw6CzmRBkqocuKBi64GAEjZgGXZ8R7sqUOfugO3II3VJToTh1xL13mL86MMAZWTp1lOTGZmU0LTzWSWL8pd3JkGv2ik5wLhoNJGNQ8J0Oi2KKcee+wISrgI1f8u9Bt0G8b9foqtyzqrKIRMliJgmsLHbWdRn1/LtjNrJHW+kp9/dAQEBAoAXYu3cvVCoVtm7dCo1Gg4qKCrzwwgtYv349PvjgA9x+++2OfS0WCxYsWICPP/4YQUFBePrpp6HX65GW1vTiTUhIiCOK0hyaSvPLy8tDqkd9+8aNGx3RpLYKovlDREQEZsyY4aibb+r/rD9oNBq38bn11ltx7bXXYsyYMfjoo4+wePFibNiwASEhIZg6dapb26Bdu3bh1KlTboQoICAAt9xyC15++WW8+OKLMJvN+Prrr/Gf//zHp6hbQkJCq23+M6LVZOqcRHz+DJAdkJ2r4EitOf8KJ5Fa/jK3lRewPiQynmShY/fm03iauqZr7YbsxMjKYLLym8XMCFVMItPcCrKYhnjyiLOWJbknU3X01Vy1Dg4Hpt7AuhJfUaW0wXT4ZPlllQrQhfFcJqO3+IEvuDXdPUVBAn09FcPOv5zO3Pdvc4VcE8B76NjDmXJ0aCtX3hVKjn3ZaafsNCSmZFWXOpvBrn6PhE9l7zeltNhTw5QkjmWnaYs8ruUFlLceMxMwGqDIPQRdQA10SjOiOkQDc++1K7XlOceoOIdjpq/HjRdN8t0bKz+TxxxLB757k8p7Vou9+a6SKV4pStaOudax2LFo0SKUl5d7i5AUnYK+vAgGlQ4Gjc6nWEmvXr38Pg59ZZn/Z9UMmiJp+lNZbT9vY63fhs36FqZ4ekKOcjsgSUBsR86hg9txrF7C18USAAuQXwyg2OVoe7R07RH/57/0KFchE7q6vZs//vgj/v3vf/tuvl15GkFFJugsNgSZDdBpzNAd346g2qeg69IXQQd+xiVJOgTEJHiJPFgsFhijkqCb9W8oy05xoUCWki/OAXZ8z8UTpYq/r1vMGrK6KipKQuEeXR0yxdmzymJmBGvPTzymKJepghYTUHCcqZbn2wuu/UWgBQQEBPxg79696N27N0aOHOnYNnz4cCQlJeHDDz90I1MPPPAADh8+jH379sFisWD06NHo378/lM0sSrdXml9iYqJXhEsmKv369cMXX3wBi8XiRsjOVBBNzsZqqfBEU1iyZAmOHDmCb775BgBLbK644gpHCt+NN96ITz/91EGmvvnmG/To0cPL9ttuuw3PP/88Pv74YzQ2NsJiseDWW2/1ec32sPvPgLZV2oH69L/99hvKy8sxffp0REa2fVX7LwHXVBtPeWw5bcZsYpG8Ss3UP39EpTXX9CUh7dnjJ7knUF1i75kkcVXZ1MhoTUA805F2riKRkaxA14FMA6wuZUqQ3NfHzU4FPzPbi/6hAKwmILRD80ICnvcAAFu/cQoSyDUa+ZlAxnbg8FZGzcKjnbUd+ZlOB09fR1KY0IXb5NQq1/5ExbkkiPGpjMR16gn0Hk3CUlPKAFtsknMcx8xkhLH7IKe89ap32H8osRtJpELpHnlzlbeOimd00F/TXFmYIUDHlX59LeXC66vpDJ866kyv8jjHkCFDvM8pE3ZtAxARDMy+s9Xz6pv5V6GhRyP0HXvBkH0A+qhOMNRWQ390NwxWGwySisIkwy6GPqazG5HzS9LyMxFWfBwJgUqKnFhtMLVCSESnkHyT8vxMGPKzW3V/bufVqL3TZKMTAF0o9AFGALVtOm+ASgGlZAOMRv4tGHMZZccBlO/6BcePH2/hmSy0Yf//HFuqFt2PgJJMr/HYtGkTLrzwQl4/IMCbrNXqoTPYEBQaAt2RIwhSH4MuvhOC6hugiw7FvYP6I8YzqjR0GupD43Dg103QNVRBd2w7grr2ha6kGDqdBkEDJkBVeooLFXLEzDV9VEBAQKAZ1NTUICcnx0uaOyIiArNmzcKnn36KnJwcdOnSBYWFhfjggw+QnZ2NDh06AABGjx6NiIiIZq/TXml+Wq3W9/9fUBDtgw8+wDfffOOW7rZ06VIkJiY6RNJag6qqKqxatQoDBgxwS71rC8rLy3Hffffh7bffdoyZJEluohD19fVupTTffPMN5syZ43WuhIQEXHHFFXj77bdhMplw8cUXo1OnTmdk358dbSJTTz31FJ5//nkYDAYoFAqkp6cjMjISkyZNwoUXXuiW9/q3gg95bADuaTPhsYyKKBR0mrcsA3oM9hmBaBE80+jyMxlhcfS+CeeKdJ+xQFWRPZVIS8nloDBGqOJTmMKjUlM+OnsvnfyfP2W6W2wSG9S6rYhLTBuSG3hazUCjheQm9byW1XrIkMlfnzFUasva6yQRs+YDkR1I+OT0PvmYugrWmZiNrLFK6sH+Py4S8G4OXkJXACdI9OSamaoiZ9PeKfOckcR1izmOOQecqVblhUw7PLbLoYrodR9FJ0hiq4p5fdfncsiekiZLi/cb62zM2yGZUQCVhr9HhPKZuNbTNZXq5S/ls6XIz0TIkS0IMZQB2eW0a9CFwMrXgWgbyaZSAtJSgLta92zfmNgNbwy1q/XFJMLaazQaz5sAfS/2JNPvXAfD+v9B3yEVhpOZMHQdDH3OERhqqhAVE+ublBfnold0EKb37gR9TTUMIdEwKLXQlxSwfs4mwWBTotFo9GmWTmHlu1eUw+jK4W2MtpgMMDS2LeIFAEFqJcl8aKS9UbN9VW75yzDs3tXm8wKAruAIEJPgNR6ufd2MRiOMRqPvfm6lLpHHTLke8TRueeJnxGgtXgs7R+usGHPTvS4n+MXl5+PQqBQIen83dGoldFotfvt5LToMPHPpXwEBgb8H9u7dC0mSMGzYMK/PZs+ejU8//RQrV67Evffeiw0bNmDYsGEOIgUAZWVlLYo4hYaG+iVB7YVp06bhwgsvxG233Yba2lp069YNX3zxBdauXYvPPvvMIfu+efNmTJo0CY8//jgef/xxx/H/+Mc/0KlTJwwZMgQxMTHIysrCyy+/jJKSEq8Sl5aItnniP//5D4YPH+5GjqZMmYJ7770XI0eOREhICN544w3cdNNNAID9+/fjxIkTfmue7r77bgdBXLx4cRtH7a+DVpOpt99+GwsXLsTtt9+OadOmuUmkz5gxAytWrPj7kinPiIZrn5mZ89lnpjCHtT/rl9oLww0kPEDbCZUMzwL4CVez7keOzmz5GvjyOabhKRSMhnTpT8JxfC/VvYLCWHhvbmTEx2xmCpoEDwddQVKmUvNzgPuoNIzQteZePCWvf1tFVcExs0iOyk/zfjyPUWuZqpTQlSly2XtpY2G2M/Ijp4jJUbyMrbQzvgsJiNkEjLyEBEQmP4e2OkQkUFHIY2KSSN5CIkhyGhvgDYn2nzzCFMjMXU7Hd8ljvD+rlXNj5nyO4ZR5vK5kY1Tr2E4SWaOeam6yOhrgW2zEcwx91bg1BZmglZ0mmRg+g3ViqedRYa6qhM1qLWaS6qsfan3zXpnEKhVAVQlUW5cheOcqBE+dB5w/BxhxPnDa3gR3UF9G1YCm08biU3HLpGG4xXU85HEuP83ndf1TsHXsjsYlC2BYuQh6KKkcGd0JysQuwIGNfF6Hf+VcatQDIRE4P6YOjwxLhqH/JBjU9nTJglzosw/C0NgIg8UGvaSCISSaNW4N9TDU10FvskCnVgGhEXzOYfZIqp3oGsLiWj5uHlAoFNBedodPIn2mjb11XfsCcd62+Wq+7QqzVUKN1QxWNRqhrS46IzsEBAT+XpCV/DzltAE6+qGhofj2229x7733ory8HNHR0Y7PS0tLsXXrVjz/fNsFmdobK1aswCOPPILHH38clZWV6NmzJ7744gtcddVVjn1kmXbPfq3nnXcevvrqK7z77ruor69HVFQUxowZg08//dRrfFoi2uaKDRs2YMWKFTh8+LDb9htvvBE5OTl48MEHYTKZcPnll+ORRx4BwKhU586dMXjwYJ/3OmzYMKSkpECn02HSpEmtG6i/IFpNpt566y385z//wQsvvOCl2te9e3dkZbW9PuJPDznNq7qUAgyuKVpDp1Exa93HjJzs+4UpXSl9WcPk2eelLfCMTsQmO1PcAKDHECAkmmQpMJhiDp378TNdMB36mjJnzYVkAhQqe38hyU20AfGpQMc0Oq4O2HvOHN7mu87FH1wlr39bxUjT8d0kRYHBtKWyiGS0rIARHYBpejVl9r48Gjr8wRFARQHHdNOX3o1Ej+3iGGXuIvH1S0DsMtuywIYreYtL4bXkprGuBDMmiXVwWXspN1+aTyW408fprNsstOGL51iL4kmMyvJJ8OoqgD6jeIxr8b8sB+4ZefKX8tkUPMm3RuusE4uMtyvMxbLORhPI9EY5StdSuDXvXQNs/ooE/+QR4JcvOD6z7/Vte0vr7eRj0tfSZhfRB2VyGoL6jUTQtq8RXVsBdIwDxlzE9zOmI1BTAaT25YLCyjeAkjxM7JGMiZoA4NLRwLSbnGP19j0UXVFpgL6jnb220tcCq96FlHoezIe2AiHhDEgNu8iZrhrRATOic5A89wIYugyAvqwEhpxD0DcaYVAFwqAJgv7ILhhMZrsYiQKGiHh7A+5GSFBAUXbaKbnuguZIT3PQHdkGmPqeMUnTJTfdr0RAQEDAFffeey/uvfden58FBASgttaZbp2WlobnnnsOJ0+eRHBwMK677jpYrVb06dPn9zK3WYSEhOD111/H66+/7nef8ePHu6XSyfBUM2wKLRFtc8WkSZNQX++tLqxSqfD888/7JKTffPNNk0p8Bw8eRF5eHhYtWuTz8wULFmDBggWtsvPPjFaTqZycHL8SjaGhob7TS/4ucCUzh7d5O9uuaYBxKZRHL8hiZMq1z0tb4RmdkGzu0Yy0YUByD6fCXf5xoPgkyUt9tbPZJ+BCnGyASgvYbLRbhpyCV5TNaBvs+1stdFRbm2YmS15nbCORkuxphPXV/FwbCJw4ANS8zGiNAkwprK2k86oLZrSovooEoKGG6XzVpe61a65kU6H07cT3GwukDXdGOGQZa7kov76a15GbxrpK0id0YfNSgJGJohNMmQsKY7RPoWJdmqEO6D/BgxgpSNI6dgOyaoHiPF5/63LK7OvtyoYJXXxHnppSTvQFz/EYMcNJwAHO1doK2j7oAkapvAhkC59tchrn1O61JIVKFdBtgPP5+FO6a8l5ZfiLzg2dxsjb4V8ZJYtKILmVxWIqCkkSXaPHALD+ExIueZEjOJRtA1xTQl2uqzjyK7SlJ4ECI6PPai3Q73wH8etWkoducgSyPAuIrKLqZ3kBx/6HRtouWTlPYjRASBTQuRdtd1Xck9NRD23FFWFGjNv2M/QR8axj++Vr6NcuhaHRCL2+HobgGOirK2CwAQaFFvrYVBga6qA3GGBobETQ6kWccx7RTpvNhrCwMBgMBpjN/tUlAXvkrGvbCqwFBAQEmsPUqVMxffp09OvXD0lJSZg0aRKKi4t9KsgJnDmOHPEtsnTixAmcPHkSDz/8MBISEnD99df/vob9QdFqMhUeHo6SkhKfn+Xl5bnls/7t4Jmu5ulse66mF+e4ixy0Fp41NF7n9yQPcCrchUTScU8bRnsNdSQInpAkABKjP5XFHh8qSBjK8knIZFgtbZNHlgnLksfocOtCeG2lite2mqn6ZzaSEManMsLRaSSJVJ/RjGTVVzP9sKrEnXj4c7Y9V4mS06jC50myZCEKz6axrpL0s+9lLc66j4Gjv5EEShJw4bVA4XGmdepCSPRcSW/6Wo5j+WkSQa0OGD6dx675iCmHJiOjKDNuax/FNNfxUGsZhHO9Xzktcs9PHEtfc7o1kOf47nVA/jFG3dpTSttz/gPOcd22gvPi6G8kqGYTI4OuvZHk6PH3i5wLHbIIiJwS2mcU31nPhQU5slq7nOItkuRUh5TnhhzFqi7lO79zFVMqU/qSsMd0BBbN5/jK89dQT7KnVrsL2wDAO/cAWXsRrFYjtY89UtZnCBAXClQfYgTUrAW0ZiA2iO+w2QSosoHoIN5/g0ThDddFBzumT5+OmhoSeIvF4q4c6fGz0Wj826g2CQj86TD5LL6bP7VcUOhMoFQq/bbIEfj98NRTT+HTTz9Fr169sGzZsiaVfP9OaDWZmjRpEl544QVceumlDnURhUIBi8WCd955p02Nxf4ycHWqfDnb8j7yqjIUrV/ll+GvYa/nar2rs5xziA552hD2mNq2kp8ldAUCQxipgg2O1DaVhgTGbAa0Vkq7u6bvxaeSlKm1dvl1G1fUNQEkim25LzmKsOQxpvCpNOyRo1Qx7c5kYKpdUg9GfVRqXiulHyWaz7+C4+0qD+069p7Otr86JFdlRPn39DXA8T0kQgldvMmQTGoj4wF1ABBgIXnatgIYczl7/ETGkSgm96QTHdPRmRpqNjKdLjacUajIePujsKccqtU8pr2kp13ryPb8ROfeNfIhf8V0dPYl8pdm2FIMneZMfWtPKW3XhYUhU5zvR9EJRqFMjYwA11UyMmU1OxtouxK6fmOBbd8AJ/a791iSwOcjR7PkWjbX+TJ2NqOnmTvhULv0JIqusvtpw5lq62iNoGDPpo1fUrxCXwOExXAeR8S623poK0mdsQEwqUj8XInbmMtJyuNTgJNHgfpKRjd1wVTtDACjjroQ70UHH2OqTk5DaGgoQkNDz/xZCQgItBtCVMBbPb23CQicDQhC6xutJlNPPvkkhg4dit69e2PmzJlQKBR46623sG/fPpw6dQpff/312bDzzwPZqSo56R4BcXX2gKbFBFoCf+ptntEqOVKy6Uu7IwjKdncf7N7jaeXrjFxp7CFzm4UOJwBAsqvM5XsTw5nz+XN+JlBbRjJQcpJkyIesd4sQm0wb1RqSKK2OEaeGGkCjo0OoCSSJi0kioeqQ7LSpuVob+XM5SuBLAc+TrKYN5e8NNXTKZ99LaXs5bUveb8xMOtp1FYwqyPVVCtBhLTrBCGBuBiMzacOcNuxZRxVAfS3ve+tyYObd3imH7Qk5/dFs8j8O21by+nVV9lQ5P2mGrb1ue5FCXwsLru0Bcg7ymVUWM+J0PJ2LAMOmMwXTk3D76rFkNgGGBu9olmfd2vVPkXwB7mTLdR/P1FLP2rXkHiRzNiv3i+kIXHCtc74d2upUhlSqWSemC3XvMweQzDXqOXdjk4Ef3+f8VYCRXJUGOG8CcME13qTW32KNgIDAHwo6FXBH8rm2QkDg741Wk6lu3brh119/xX/+8x+8/fbbkCQJn3zyCSZMmID//e9/f3uteQDNR0BcHei2rvL7Slnz6VTmANu/pZiD2USRgdoKd8GLFa9xdTowmAQqIMgulmBz1k7VVzFi5CpCAThT3zK2Al/9H8mCpGAz3R/eBm73X4jZ5L117AHU7+TvXfox8vTzpxSXqC4D9m1go+COPYD8HNZX5Rzy3SS3NWMow5OsZmyjI9qxO6MAGdv4MyT3/bL2kkjFpQL5R/h5Qhc61n3HekctFXDaoNLyd20AoA0CGmoZlfCVcnimcCXdLRmH5J4Ua4jpyPlbnONfpv33gqsSoef7BImRpKoSpqJK4AKBzcborL4W2PsTo0+exFCe0yV5FMjYucpZB2lSUjwmLqXtdWue+3jOtfgunMsqjXMfuSfdkscY+bJYAI2G72xgEMkWAHz2NO9LrSXxGzHDSerShgDLXwIydpBUWszA7h+BSVe7k2d/YyrIlICAgICAgBfa1Geqd+/eWLt2LYxGIyoqKhAZGQmdTtfetv250VQERHagD2+z16rYmjyV3/P7UjNzIwBb2Qy38ASdL9nBBOhUAnScLCauXBdmA1YbIxA2u9y5LNsdGAyERrv3TnK1BSCZkuuPLGYSntao+rmez3OFHwB2fEcn3majzQDFKhQKFu0f/tW9L1NLruNPAc+TYKQNZTQgL4PX27UagIIRgeQezv0iOvCea8q4X2Awo1XyuT2jljLJythKufyGWpJesxEI7ue0qz0dWV+ku6lxUGuBX1eShFQXsxbHYqTTn9Dl3EQtfCkRuqZdblvJORISAUy9geS3wq48aTbxmMIcb1EHGa7puJm7nGS3qoQLDRZj21NZPSGP8Z6f+B4mduf9GPX2dL9a2lCaz+iwVgdoJL6LuhBG3fasZzpp1h5nRBTg+WQbM3eTpJkb4UjlbahlDZuceulvTNurrk1AQEBAQOAvBh+eccsREBCAxMREQaSag6dj3ncsHWy51mjbSmdqTmuQnOauguZ5ncoipjap1XbCpmRakEoDHNnOa8p9gDRapvhJVjuRshesqgOcK+TmRv/E79BWp0Q5JB4XFOoslm/LvU27iV/FOVRZqyoGbHZBDAfsku31NayHyTvU+uv4UpKTidbFt/G7rMoWEkmBjboa1kPVljNqI+8HBbcr7WNts7oTUM/zytetLGYtS2QcEB7NiElr6+nyM0mom5tLrpEQV+EBf+OQep6z0XRNORsdVxazH5Z8fHvY1Rq43oPFRBvThvLr+B67jPwYzukOnSjrLpNUSM7+aFYr1Rf93YPr80pO4/4pffmMs/a23/0owPFVAEgbDCT15DsZFMaFkF++YC1XSATrBg31jMyq1Yxyyim4gSFMj60q5neZBH32FPDFM842BwDnpUrNuixfYzp4svc8FRAQEPiT4dFHH0WnTp2gVqsREREBgBLl48ePb/bYvLw8KBSKP32d0Jnex7PPPotvv/22XW06m1AoFL+rNHubIlN5eXn4+uuvcfLkSa8eJwqFAh999FG7GPeXga8ISHEuiZQsSNAeaTSu15FswNrFTIurqYDDgVIquVotF9bHJJHYxXVmj6eSPDpissMZFMKIREAQlel8RabyM4Gfl/Jacp2VfJ0zXdFOXwO882+mJjbUwCHBDsBB+CDxR5sVyPi1bdEwX/CMLmoCgF4jgO3fkXQaG2hDTSWJCMDGyJKVwy1Z3GtZXM8LcA4U55BMF53g/ZlNjDx07MFztPReWlPj0toGv1HxJE4mg70xs52IlJ8Gegxt+vizVXvjqUSYe5BzpLyAhLfeo75r1xo+v/AY1gtFxgGnM1mbFKBj3aA/yPNAlnZvz3YGgLNmTe6PpVBS/bEkl+THYgKqVYxUTbuJ5GnPT4wqlZ1mWl9sMonWqSMkVIldWfslR9d+/oREUpbmV2uAiDiKopx/hfeYyos+gkQJCAj8ifHdd9/hmWeewSOPPIJp06Y5pNTffvvtc2zZ74uEhATs2LEDXbt2bdPxzz77LGbPno3LLrusfQ37i6DVZGr16tWYNWsWrFYrOnTo4KXxL+RxfcBTFAIAINEZPXmYjllbUv18wVWC2WLiNeurgOhE1hrpQtmXybWwXhZOKDlJu0yNJFsqe2RFqWDqn0rt285DW6kEaHNp4mw1U3L5TJ2x43tIMjr1Ao79BsCuamcxcyVfq6N9JiOd5Yqi1qX6tRTxqYwUnDzCWhWHErwE7F5D0hffBcjYzjG1WUk+QyO908FcCYbZXrvSZww/i0kiYakp8VbXawr+BEl8oan0Rl/oN5ZCDaez6ISHxTK9rMfg5vtDtcau1sD1HuS6psh4Pp/ug7kgMGACo3uAPSomMZKoDQSqSpnSGhjEeVRd2vw15RrDM2ln4Au+yK0kMUW0spg/11UxKgaw+faBjVywMNQzWjjlBkZPfYlfFOdyMUQdwPREpQroPRYYNNFJCGU1ytY2fhYQEBD4AyMjIwMAMH/+fLfWPb179z5XJp0TBAQEYMSIEefaDDdYrVZYLJa/RK+wVqf5PfLIIxg9ejQKCwtRWFiI3Nxct6+cnJyzYeefF7LjvOpdfnekOilYzD9gIr8rlO2bDiU7aKZGpptVldIpC40EgiMo6iAruFWXOhvYTrsJGHEJkNSdfY6UKh4Xm0RH31dkCmDKkRwpUijt+7UDse4xmGTz1FFAqeF1LLLKoIJRhR7DKNqg0Z759ZpCQx3HMyqRTjgUdFBtVjrYxblAQzWd+qBQEqVDWxlZS1/jPI9nOpVaQ0c6NJrRn4LjwKljnBctSaMDWh9tktP6AO855zkPk9PYpPb82cA/nwAuvYNEuTiv+RTV1trVGsj30G8sz11VzLlSVcLUVTlNsjiX86NTb9bbmU1cYNAGMF0vMLjlUaah04B/PNJ+REq+D6/UT4n3IdcuQuICRe5B/qzWMrVPqWL/rG0ruJucGutZ99ZzOFNHVWrO2ew9JKBrFwNLH3P+fQLa1kBZQEDgnKDcBMRucv8qN51bm/zh2LFjuPrqqxEXF4eAgAB06tQJ1113HYxGx+okMjIycOmllyIyMhKBgYEYMGAAli5d6naeTZs2QaFQ4IsvvsAjjzyCxMREhIWF4YILLkBmpvP/UUpKCh599FEAQFxcnFvql680v8LCQsyZMwehoaEIDw/HlVdeieJiz/6axO7du3HJJZcgKioKgYGBGDhwoJea9ZIlS6BQKLBx40bcdtttiImJQXR0NGbNmoXCwkKvc37++ecYOXIkQkJCEBISggEDBnhlev3888+YNGkSwsLCEBQUhNGjR2PDhg1NDzx8p/ktWLAACoUChw8fxtVXX43w8HDExcXhhhtucPQYBBgkaWhowNKlS6FQKKBQKNzGrri4GLfccguSkpKg1WqRmpqKhQsXwmKxeF3/hRdewNNPP43U1FQEBATg66+/hlarxWOPPeZl87Fjx6BQKPDGG28AAMrKynD77bejd+/eCAkJQYcOHTBx4kRs3bq12fs/22h1ZCorKwsrVqz4ezfnbQ38rczLtUrVpfwu2do3HSo5jdGm/KOM2DTWO0lOfTVTojwLzItzKFhRX80apJNHKTluMpIcpPTz7Qz3Gwuk9gcObQFMFpIvbSDQuU/b7ZchO62r36PTHhQKZO/nNl0IyUhZPgmWqREI05CEtDcObaU6n1bHsRwwiXVnNivHr/sgPtPYZKCy0FljlNCFqWeu6olylGvvejr/vUeTd9aUU+DCs6FrSwhIa6NNgO8UPMB925iZbGS71yWK2SGZUarYJKYntmcUrC3wTG+V+4sBJIUy+Th93D437SmLweFM97voFkYVXXuFNQWfkeZ2uAe3cymYrqivtUeDFXyfzCbOp972OqmqEtZV5WWwrvDqh/3X/5mNwG8/8B2qKGZ7gbJ8zlM5xbCtkcOzMSYCAgLNQgJQbvbe9kfDgQMHMGbMGMTExODJJ59E9+7dUVRUhO+//x4mkwkBAQHIzMzEqFGj0KFDB7zxxhuIjo7GZ599huuvvx4lJSW4//773c758MMPY/To0fjwww9RW1uLBx54ABdffDGOHj0KlUqFlStXYtGiRfjoo4+wdu1ahIeHIykpyad9BoMBF1xwAQoLC/Hcc8+hR48eWL16Na688kqvfTdu3IipU6di+PDhePfddxEeHo4vv/wSV155JfR6Pa6//nq3/W+66SZcdNFF+Pzzz5Gfn4///ve/+Oc//4lffvnFsc/jjz+Op556CrNmzcK9996L8PBwZGRk4OTJk459PvvsM1x33XW49NJLsXTpUmg0Grz33nuYMmUK1q1bh0mTJrXp2Vx++eW48sorceONN+LQoUN46KGHAAAff/wxAGDHjh2YOHEiJkyY4CA9YWFhAEikhg0bBqVSiccffxxdu3bFjh078PTTTyMvLw+LFy92u9Ybb7yBHj164KWXXkJYWBi6d++OGTNmYOnSpVi4cCGUSueC/eLFi6HVanHNNdcAACorKwEATzzxBOLj41FfX4+VK1di/Pjx2LBhQ7M1cCkpKQBI7NobrSZTnTt3Rn19fbsb8peFv5V5mezIKUNQnIV0KAWL14NCSToUCqDsFFATSOc9JtkpnQywt86J/XTiGhvsKnkSHU7XXk6eSE5jHUfmLq6kW8yMAOxd7xRuOBPEd6GSmlEP1FaSqJka+XtIBK+p0vA/iMVMZ/OswD4eUAAjLwYuvtU75UtWIcw9RMe1vMBZXyM7nJBoq9HANK76akZK5FofAEjuDXTyIwrhD61V/fNF9CUXqffD2zgn6qspZjL8IiD/GElk4QkS9ehEOvtNOdOu6Wauv7cnPO/dkyh26cdnUgWOe0gEMOMWYKy9XqilCxm/V/+l+FQgKQ0oz2c6okptF5zQOtNzY+zvY2E23/Oty4DqEuC2130/g75jWO9XUcRt9VWszVOg7ZHD/EwuNLiSbSFYISAg4IH//Oc/UKvV2LVrF2JjYx3bZUcZYKTEZDJh48aNSE7m37fp06ejuroaCxcuxC233ILw8HDH/r1798Znn33m+F2lUmHOnDlIT0/HiBEjMHDgQAd5Gjx4MGJiYvzat3TpUhw9ehTfffcdLrnkEgDA5MmTYTAY8MEHH7jte/vtt6NPnz745ZdfoFbTjZ4yZQrKy8vx8MMP47rrrnMjBVOnTnVEVwCSgvvvvx/FxcWIj49Hbm4unn32WVxzzTVu93PhhRc6ftbr9bj77rsxY8YMrFy50rF9+vTpGDRoEB5++GHs3LnT7/01hRtvvBH//e9/AQAXXHABsrOz8fHHH+Ojjz6CQqHAiBEjoFQqERsb65UquGDBAlRVVeHw4cOO1kiTJk2CTqfDfffdh//+979uKZWBgYFYt24dNBpn64958+Zh5cqV2LBhg+OerVYrPvvsM1x88cWIjo4GAKSlpbnVulmtVkyZMgV5eXl44403miVT8rM6G2h1mt/DDz+Ml156CXq9/mzY8+eGrzQ9f+ptcjPUzHR+h3QW0qEk1heZTayv0AYypcxiZtpfeb5TOlmWSI9KcApQdO7NFfzwGBbo71rjkarogqh4OnwKBa8VoGNxfFvV/Fwh29ZnNIUPlErWgETGAYMm82c5XU4TeObX8wW5bigsmt/7jiWBGjsbgMI9JW7aTeyvddciYPyVwCT7P4vlLwOfLgAWzWcqnzy+2kDWhYXH0P6YjkBwaMvS6M4Evoi+p7CDxWwn+xIjZWYziRVgV1ZUkDD6TGW1w2+q61lCfiYbVRflcCxzD9HOfmOpvJjal6T3H486576nuqE/tGbfM0FyGpDUg1E2dQDnfEQcyWttJa+vDWBKKRTOtNOSU/5tik1m7WGf0Ux5PP8KjsPcp9qm2ic/17UfUS6/NWmpAgICfxvo9Xps3rwZc+bMcSNSnvjll18wadIkB5GScf3110Ov12PHjh1u22XSI+O8884DALdoTkuxceNGhIaGep3zH//4h9vv2dnZOHbsmIMEWiwWx9f06dNRVFTklmrYEjvXr18Pq9WKO+64w69927dvR2VlJebOnet2TZvNhqlTpyI9PR0NDQ2tvm9/9jU2NqK0tPla4lWrVmHChAlITEx0s2vaNC4wb9682etarkQKAKZNm4b4+Hi3KNa6detQWFiIG264wW3fd999F4MGDUJgYCDUajU0Gg02bNiAo0ePNmtrdnY2srOzm92vLWg1Tdu1axdKS0vRrVs3TJgwwcEYZSgUCrz++uvtZuCfBk2tWPtamfeMCsg1S+2VDpWfyXqIqjIgIJAOZEwScOIAhS/KC0hAZEEJOe0QJwBdMOtIjHpGVQqyAX0dEK/1n9bVbyyd7mO7ALOBxCo2qX1Ioezg5x7ieQPD7JEdPclobRnT5tRaoMt5zkhbeyI5jU6n6/NpLkoR34U9iYrzgMPbGREoP83ULbX9j0lwOKNsWh2jXGoN54Za62zse7YapvpLwXNNmdu2knMlbTgwZDLTw04fY3qjza5oWFnUdFT1bIlQ+IL8TIpO8OcT+zhn9vzExrZjL2++p1hTc/Zs1oB53kfpSS5OBAQxtfTEPqb1yUqFoVEUlFAoOM+0WiCuk3+b4lMZXS47zd5ortL7LX0erhFI+bm2JS1VQEDgb4OqqipYrVa/KXYyKioqkJCQ4LU9MTHR8bkrPP1PWcjAU2W6JaioqEBcXJzX9vj4eLffS0pKAAD33Xcf7rvvPp/nKi8vb5WdZWVlANDk+MjXnT17tt99KisrERwc7PdzfziTcSwpKcEPP/zgRZBkeI6Fr+erVqtx7bXX4s0330R1dTUiIiKwZMkSJCQkYMqUKY79XnnlFdx777249dZb8dRTTyEmJgYqlQqPPfZYi8jU2USrydRbb73l+PmLL77w+vxvS6aachh9Od2+nLL2bM56aCvTtPR1TGsy1NNBDw4DSq1AWJR7E17Zsc7YSqISaxfFKD0FrH4XKG0kUYqK963ol5wG3PYajz+4hdcddGH7kMLiXKZE9hzGmq5TRwBjI9OTjA3szxQRy345Yy8/e4665/PZ8jXvt9tA935Nst1ydKTPaD4LYwOfQ2gU61e6DmDkSqEEdv3IxqvdBtBhtpiYJtlehLSl9+S5Lb6LR2PoNZyvRj0QEsVoRFSCe9NZT3t/LwICON/D5J507k1Gqi+eOkqRhtte819T1JKFjN+jBkz+e1FVzPRVi4lCE/o6IKAGgIKLI5LEvmo9h1HRsO8Y3zVTMopzSHyNhrYVVXj+HRszk99dybaQUxcQEPBAVFQUVCoVTp8+3eR+0dHRKCoq8touizU0laZ3poiOjsauXbu8tnsKUMg2PPTQQ5g1a5bPc6Wlte5voBytO336tFdUzvO6b775pl9VPl9k8GwjJiYG5513Hp555hmfn8tEWIY/xe958+bhxRdfdNSeff/997jnnnugUqkc+3z22WcYP3483nnnHbdj6+rqzvAuzhytJlM2WztJeP/V0JTD6ItoDZly9p0yq5UKYApwdb6hhk1Ni3MZDfHVhPfYLnfSJ0msVwqLAhoNFLPwp+iXnEaHLWMbVe1yDpAMtFX5zBcJjekIbPyS91KeDxTmMCrV2MBV8aaiUu1ZJJ++Blj1HvsAlZ5kbVhcCrenr2UPI7l+6/CvjPqdNx748X2OfWQcidTQabSroohk6/B2pmKptbzHs1FJ3Jpx8NUTSxfC+q7YjqzbqSgGDLXOprO+zvG7SW5LJKqHtzPapwthSmtMNJ+Hv6hYaxYy2nPRwxfkvxeD7StyulDOM7OJz0CtYSRIX8evstNA39FNE6n8TNa/FWST/NZVtj5CeLaj6QICAn9J6HQ6jBs3DsuWLcMzzzzjlxRNmjQJK1euRGFhoZsT/sknnyAoKOisSntPmDABX3/9Nb7//nu3tLfPP//cbb+0tDR0794dBw4cwLPPPtsu1548eTJUKhXeeecdjBw50uc+o0ePRkREBI4cOYI777yzXa7bGgQEBPiMVM2YMQM//vgjunbtisjIyDafv1evXhg+fDgWL14Mq9UKo9GIefPmue2jUCi8ZNQPHjyIHTt2+CWhvxfOXjXW3w1NOYxNiVCcLQfEX9pdSj8KRWgCSaZciZGrs3R4G7B1Oc8RHMEVcJuNjmpTPbHS13JFPUDH77vXtZ1MeTpvGVuB3T8BmTsBKJiOaLOSNKq1rDHxh/YWDkhfR4dUVoaLiKOj+8YddHwlKzDqMu4r9ztKTgPShniLVsg1YcNnMJqSnMbUwDNVWPOF1o6Dr55Yg6dwfqT2AyoKgV2rnQIV5QW+7T3bBES2ddtKjmVQCBAVR/EMSQIiOzgb+P7REZ/qEunrxHHe8R0VOGVp9+I8vrtJPajIp22mVlCeYyGRfD664NaPheffMckmFPwEBARahFdeeQVjxozB8OHD8eCDD6Jbt24oKSnB999/j/feew+hoaF44oknHDU4jz/+OKKiovC///0Pq1evxgsvvOAmPtHeuO666/Dqq6/iuuuuwzPPPIPu3bvjxx9/xLp167z2fe+99zBt2jRMmTIF119/PTp27IjKykocPXoUe/fuxbJly1p17ZSUFDz88MN46qmnYDAYHDLlR44cQXl5ORYuXIiQkBC8+eabmDt3LiorKzF79mx06NABZWVlOHDgAMrKyrwiNu2Jfv36YdOmTfjhhx+QkJCA0NBQpKWl4cknn8T69esxatQozJ8/H2lpaWhsbEReXh5+/PFHvPvuu82md8q44YYbcMstt6CwsBCjRo3yivDNmDEDTz31FJ544gmMGzcOmZmZePLJJ5Gamuomw+4P3bp1A4CzUjfVZjK1bt06bNq0CeXl5XjsscfQqVMnpKenIyUlpckCw780/DmMv+vKvMs1b3uNqWYFWewbNfYKOvx1VYx6eDYLlp2lw9voFO/fyEa+fUeRGMUmMb3LX2QKoIiCUmXvb6Xi722Fl/MGu+OoY/pWySk6+EoVa0oObWEKky+C0B51O64RnbAYigLYLIwUhEQwUlVZSMdWbwCO7aSEumttytBp3uRSvs/yAkbXhkwhKTgbaXGtHQdPgq3WOnti1VZRIr1zL973ua6ZkW3tM4Y2jpjBtENXufQ/i9OvAN+hU0eAo9s5381GEkPJRvEPFfg+QMHU0OUv+yfH8al8ZqeO2usOW59X7yVBv23l2Vc1FBAQ+Eugf//+2LVrF5544gk89NBDqKurQ3x8PCZOnAitlj0i09LSsH37djz88MO44447YDAY0KtXLyxevNhLbry9ERQUhF9++QV33303HnzwQSgUCkyePBlffvklRo0a5bbvhAkTsGvXLjzzzDO45557UFVVhejoaPTu3Rtz5sxp0/Vlufg333wT11xzDdRqNbp374758+c79vnnP/+JTp064YUXXsAtt9yCuro6dOjQAQMGDDjr4/P666/jjjvuwFVXXQW9Xo9x48Zh06ZNSEhIwO7du/HUU0/hxRdfxOnTpxEaGorU1FRMnTq1VdGqq666Cvfccw9Onz6NJ554wuvzRx55BHq9Hh999BFeeOEF9O7dG++++y5WrlyJTZs2NXv+lhCutkIhSVKrEon0ej0uvfRSbNiwwZH7mJ6ejkGDBuHKK69EcnIyXnrppbNi7NlEbW0twsPDUVNT49DP/9PDVxSiOBdY9iJVwKqKgTn3O5u3yjLHJzOA3AynAMKIGaxVksmgr7oT12u+czeJTlwn3zLNrb0H+boAsOQxRqaMjSy+t1kZLZEkYPBkEquLb3PeU1Nj0RblMtd6kZVvkGyGRzN1KucgJcNV6v9v777Dori6OAD/hi5dUAQUAQtgI0ZFjRXsPfYWjWKNGruJBVSwazT2RI1GjO2LXWMssWus2LFhVyxYQKp0zvfHZFeWXXAX2AbnfR4eZWZ29sxsYc7ce88VL94bdwV65tL1KqfjlBS3UEfynZ+WKclxv38JHNkAPL0jtnpaFgfcvcXxatocM6OpsuXqFnpI/IzGfxBvhKSniq1Tz+/9VzTmv69sRzfArYqYSNVoIX5WFb33JQ6sBQ7/Lo7xe/8y922ViXH/qk9JeX72hUL6/VtA+NwUES0UjyX5nHepgINswTS8bQyUNCmAmJTxjy7OasVYwVD2+1fllqmAgABcvnwZO3fuRPPmzWV23qJFCyxfvjxvEbOCF3ZGnMxTcvH05umnO9SvH4vd995GfCpVLbkQNfpvjJS0RYjEbRJjxDvkkY8VX6RKWm46jS64lgBJa59k3638xYHu0ZHiWKTHN8Q7+GbmYqtUTl258ts6qGi8yLAl4v7eRohjWL5s+l/XPzOx7LmyiZQkPkB8zU5tFwt9VFNDYqLMecg+pir79ptnAo/DxAv7zEzxvJfxEEvCK3q8phRkC7A2J6GVdPOLfi1+/qJfi/N7Zfx300DSGmrnKE44fHi9csVKqjUUu/i+f5n/Fk9NFhVRs+vXryMgIABhYWF49+4dihUrBk9PT4wYMQJ9+vSR2fbq1av48ccfceHCBRgZGaFJkyZYuHAhypUrJ7ff5cuXY+XKlXjy5AmcnZ3Rv39/TJkyJceqV4wxxvSTysnU9u3bMXPmTHTq1AkZGRky68qWLYvnz58XWHCFgrYuyiLCxTEXUS/FcS1etT9d8CTFiYnB+wjxAi38klgyOWviJekiVcpN7CqY8EGsBJjwQRzzk72rmjpbBXLad0S4OI4KEAtTfC6By8+4ndyqL0aEf7pI9fbNW1WziHCx1e32v2LpdAsbsWWw30z1JFS5tSwqOtdZqxRe+Uccb5eeLo4NS8oUJyj2aSVW/9Nm61BBjM3SdguXiyfQaZTY8pmeJs4t9fqR2FJl+N88bpa24ljB9y8/TQAdFZnzjQ7Jfgsq2dRG12U1iYmJgYuLC3r16oXSpUsjMTERmzdvRt++ffH06VMEBgYCAO7duwdfX19Ur14d27ZtQ3JyMqZNm4aGDRvi+vXrMt3bZ8+ejalTp2LSpElo0aIFQkNDERgYiJcvX2LNmjXaOlTGGGNqoHIy9e7dO1SpUkXhOgMDgzzV9y+0tHlRlr2oQc0W4nMfWCu2KqQmi9Xjyhf7b06eu7KJl6QqXuQTIOadWC3vYyxgYCS2Rih6PnXNJRT5RGxJK15K/DfrvkuU0UyimtvFY/axJBDEi1pVkujIJ+L4FwNJGVDh06THmnjPSJL+dy8+P2eUkQlgX1pskQOJrVJxUWKxEesSn8rBq3tOqZyOIb/vB03OiyWRPXaf1p/K0odfAv5aJVZLlIxFTE8Tu5NGvwbio8R1rx6ICZhjOfXcUFDnvrTI19cXvr6+MsvatWuHJ0+eYM2aNdJkatq0aTA1NcX+/fulPTJq1qyJihUrYuHChZg/fz4Acb6aWbNmYfDgwdJqX76+vkhLS0NgYCDGjBmDypUra+4AGWOMqZXKyVTp0qURFhYGPz8/uXU3b96Eu7t7gQRWKHzuokydrVbZixpIkqPoSDEpyiQgIx149fC/FitBNvECPk1++va5WBLdyglIihfvjOf0fI9viBfbku6DBXJcJE52++z2p6IZ2khUc7t4lJSF371MrCCX8EFM9JzKKRebo7vYEvj22X8LSP1zTElkPZdGJmKp+Zy6b2UtZGBiIr6Hol6JXUYj7mUrB6/B6nkFMSZO8lnUdBe23FoDXTw/Ja1Zh7cmJ4ivAZFYTfLNU3EcZG7l35lKSpQogbdv3wIQBy7v378f3377rUzXdldXV/j5+WH37t3SZOrQoUNITk6WK+vr7++PgIAA7Nmzh5MpxhgrRFROpjp37ozZs2ejYcOG8Pb2BiDWfn/27BkWL14s9wekSMvtokzdyUBOLSl2joC5jXgnOz1NHDQuqR6XNfGKfPKpa1HsezGBSfkoxlqxRs7Pd+uM2A3s4n7xjnqBHJcgduOrWFMsmvH+JXD/ivZaQBSRzOPz6LpYKS0xVow3+2S+OXHxBPrPFM9fdKT4OmmqmEP2pD9rF09FJc7LVQMeXBHL38f9N0aseCnxmGu0ELsqZi0Hrwn5aU1S9FnUZBe2z8VerSFg5yy2EEMQi65kZgBx78WKkaVcxcl9P8aKk/nq8fglbcrMzERmZiY+fPiA7du34/Dhw9JJ6h89eoSkpCTp37ysvL29ceTIESQnJ8PMzAy3bt0CIJYSzsrJyQklSpSQrs9JSkoKUlJSpL/HxcXl99AYY4ypUS41rhWbPn06nJ2dUbt2bdSqVQuCIMDf3x9Vq1aFg4MDJk2apI449ZMkwWg/TD6pyHoBJbngVsfz12opf2FWtT7gUBb4ojHQbpjYpSh7nFkHwTu6A84VxXmEhi3Oed4oF0+xNSYttWCPy9FdnPQ2OVFsFbnyD3DjhNhadfusbgyAl3SrtHMSkwoTM7HKmiqxuXiKRRy+CRT/1VQikj3pr9rwU2W20EOfCpQA4v8fh4ktlFGvxUlxE2LEEt7P7orzIRmZiAm3JpNbZVuTIsLFrq4H1n46LkWfRUWfHW3F7uIJ1P9anBsqe6twRppYMr1RV8DB9VN3Xqay4cOHw9jYGA4ODhg7diyWLVuGoUOHAhC77gGAnZ2d3OPs7OxARPjw4YN0W1NTU1hYyJeft7Ozk+4rJ3PnzoWNjY30R9uTUTLdZm4ITC8n+2Nu+PnH6ZK0tDQEBwfDzc0Npqam8PLyUrqYWf/+/SEIQo4/Fy5ckHuun3/+GdWqVUOxYsVga2uLevXq4dy5c599rjlz5mDPnj15OcQ8u3r1Kpo1awZLS0vY2tqic+fOePz4sVKPDQgIwJdffgk7OzuYmZmhXLlyGDJkCJ49eya3bX5eg4iICLRp0wbW1taoVKkS9u7dK7fN9u3bYW9vj3fv3uW4n5s3b0IQBFy7dk2p59UlKrdMWVlZ4dy5c1i6dCn+/vtvlC9fHubm5pg8eTLGjBmDYsWKqSNO/ZVT1zBtVcNy8RSLGmS/6549zuyD4FXprlbQx+XiKZbkfnBVbCG7f0WcS0gbLSA5kSR8eCS20jToLCas+jA4X1ErZk4tp5KksUYzcYxUwgcxebawFbueJX8U3y//7s597I4mjiE7SZEPyaTPXrXFz4K2K9MpE7tHLcDKTjzXqdnGpZpby3fnZSqbMmUKBg0ahLdv3+Kvv/7C999/j8TEREyYMEG6jWQ6EEWyrlN2O0UmT56McePGSX+Pi4vjhIrlyMIQCCqv7SjyZ/jw4di4cSNmzpwJHx8fHD58GKNHj0Z8fDymTJmS62OnTp2K7777Tm55+/btYWpqCh8fH+myjIwMdOrUCf/++y9+/PFH1KtXD4mJibhy5QoSExM/G+ecOXPQtWtXdOzYUeVjzAtVit4oEhMTg169eqFSpUqwsrLCnTt3MGvWLOzbtw+3b9+Gvb29dNv8vAb9+vVDSkoKduzYgZMnT6J79+64c+cOypcX35ixsbEYPXo0Fi5cmGvMO3fuhLu7O7788ksVzpJuyNOkvcWKFcOkSZO4FSo/tFkNK3vilNPYrayD4JWNUR3HFRH+aYLQrGN6nMrnnEhpuopiTglJ5JNP63VZ9vdETl3PJInH6//m00qIFSv6fXgtlus2M9de18vPFUSQFPkwKSaONZIU+KjVUvuV6T5bzEEAbEuJrU/P7gIfY8SufabFAN+egKfP52PXZrl3PVC2bFmULVsWANCmTRsAYmLTr18/6UWHolal6OhoCIIAW1tbAIC9vT2Sk5Px8eNHmJuby21bs2bNXOMwNTWFqalpfg+HMb1w+/ZtrFu3DrNnz8YPP/wAQCzYIink8t133ylsEZYoX7689KJd4tSpU3j//j0CAwNhaPipmW758uU4ePAgzp49i7p160qXt23btoCPqmAoW/QmJytXrpT53dfXF+7u7mjTpg327t2LAQMGAMjfa/Dx40ecPHkSZ8+exVdffYUWLVpgx44dOHLkiPR1mThxIjw9PT87DGjHjh3o0qXL50/MZ6SlpUEQBBgZ5SnFyROVu/mxAiK5sNF2y4WkBWL/KvHfrF26gLx1dyroLlJZL+zTU8WuTNm7TkaEf+qS9rljUpesxx16EFg8GFg3Gdgw9VMMWePUZdlbayhT7BoXdkZsJazeBDCzFBMqKQOxIMXts7JFSHSFpMhHapLYNS5rgQ9NduvLExJbASPuiQmrp484kW/FmmLhCcoUPyc5nW9tfSb0WO3atZGeno7Hjx+jfPnyKFasGMLCwuS2CwsLQ4UKFWBmZgbg01ip7NtGRkbi/fv3qFq1qvqDZ0xP7NmzB0SksGBLUlISDh06pPI+161bB0EQpMmCxNKlS9GoUSOZREpZgiAgMTERGzZskHYhzFoF9NatW/j6669RvHhxmJmZoXr16tiwYYPKzyMhKXrTpUuXHIve5IWkZShropGf1yA1NRVEJNOt2dLSEsnJyQCAc+fO4Y8//sDq1atzjevevXu4c+cOunTpAiJCxYoV0bJlS7ntEhISYGNjgxEjRgAATp48CUEQsHHjRowfPx6lS5eGqakpHj58+JkzUbA0l7axT7Q9j01W2igDrSpFY3qyt6xlPZ+etbV7TBHhwJa5wP1L4txXUS8/zYelK6/752Qv935ovdg9Lj0dsHcSW59KOItzlQEADD4VKUlPEecyK9AiJAUga5EPQHMFPpTx2VajbEVYvvATC1BE3ANObhW7+eVWPVIfPuc65sSJEzAwMEC5cuVgZGSE9u3bY9euXViwYAGsrKwAAM+fP8eJEycwduxY6eNatWoFMzMzhISEoE6dOtLlISEhEARBY12EGNMHt27dQsmSJeHo6CizXFLs5XMFW7KLjY3Fjh070LRpU5nq0hEREXj69Cnat2+PKVOmYN26dYiKioKnpyd+/PFH9OvXL9f9nj9/Hk2aNIGfnx+mTp0KANIkJzw8HPXq1YODgwOWLVsGe3t7bNq0Cf3798ebN2/w448/qnQMgGpFbz4nPT0daWlpuHfvHsaMGQMPDw907txZuj4/r4GtrS28vLywaNEiLFmyBKdOncKNGzdQr149pKWlYciQIZg8eTI8PDxyjXHnzp0oXbo06tSpA0EQMHLkSIwZMwYPHjxAxYoVpdv98ccfiIuLkyZTEpMnT8ZXX32FVatWwcDAAA4ODp89LwWJkylNyH6hpEsXNtoeL6KMz3UdzH4+BWjmmCLCxZYaQCzsIYlLEk9mJkDpwMd4sUKfLr3uypB0PQs9JHaPEwyBj1HiRfzb5+KFfeOewLWjQHy02HXO2Az4mCBOKFujju4dpy7OjaTMzRXJmLyYt2IRlttngcin4gTPFWt8vnqkPnzOtWTIkCGwtrZG7dq1UapUKbx//x7bt2/Hn3/+iR9++EF6Jzc4OBg+Pj5o164dJk2aJB2/UKJECYwfP166Pzs7OwQGBmLq1Kmws7OTTtobFBSEQYMGcVl0xrKIiopS2IXMwsICJiYmny3Ykt3WrVuRlJSEgQMHyix/+fIlAGDDhg0oU6YMVqxYARsbG/z222/o378/UlNTMXjw4Bz3W7duXRgYGKBkyZJyLVtBQUFITU3FiRMnpOMb27Rpg5iYGAQHB2Po0KGwsbFR6TiULXrj5OSU634iIyNltqlTpw5OnDgBS0tLmefKz2uwbt06dOnSBXZ2djAwMEBgYCBq166NWbNmgYgwceLEXB8PiF38OnfuLB1T6u/vj8DAQKxcuRJLliyRbrdy5Ur4+fnJfY+WL18e27dv/+zzqAsnU+qm6EJJly5stDl2SxW5XQQrarmq2lC9x5RTMYOs44rePgUEY8DcUix1rkuvuyok3eNePxKLSxiZAKb/lX9v2EWs5JcQCxgZArHvgLJeYlVDfTtObVEmyc76Ob0XChz6TUxuEz4Aj6+LY6c+vMl5bi99+ZxrwVdffYX169djw4YNiImJgaWlJb744gts3LgRffr0kW7n5eWFkydPYuLEiejatSuMjIzQpEkThYOqAwICYGVlhZUrV2LhwoVwdHTEpEmTEBAQoOnDY0wnpKeny/xuaGgovXDOT8GW7NatWwd7e3t06tRJZnlmZiYAIDk5GQcOHICrqysAoHnz5qhVqxZmzJiRazKVm+PHj6Np06ZyhWL69++PgwcP4vz582jVqpXCx0qmZJAQBEFmnFd+z02JEiUQGhqKlJQU3L17FwsWLICfnx9Onjwpk2Tl53nq1auH58+f4/Hjx3B0dISNjQ0ePHiAOXPm4J9//oGRkRGmT5+O9evXIzU1FV27dsXChQulrWqPHz/G9evXZZImKysr+Pv7IyQkBLNnz4aFhQWOHz+OO3fuYObMmXIxFMRYq/zgZErdFF0oaWvAe05diXTxbr0qcrpQVOcx5VTMQHIue08Gts4VS4iXrvipS5k+XtBKused3g6c2yOWRJdMKhwVKU7aa2QMpCWLBRJ6TVG9cElR9rn56LJ+Zl08/5vEV/g0ia+RCeDsATTqknvXRX3/nKuJv7+/0vMj1qxZE0ePHlVq21GjRmHUqFH5CY2xz4pOAxqGyi474wPYGWsnHkWePn0q0+UOELvR+vr6wt7eHtevX5d7TGJiIlJTU3MtPpHdzZs3cfnyZYwePVquiIukiIyXl5c0kQLERKFly5aYO3cu3r59m6fuYVFRUQpbiJydnaXrczJgwACZsVWNGzfGyZMnVSp6kxsjIyPUqlULAFC/fn20atUK7u7umDdvHpYuXQoABfIaGBsbw9Pz09+X7777Dn379kWDBg2wbt06rF+/HseOHYOlpSVatWqFuXPnIjg4GIDYKuXg4IAGDRrI7HPkyJFYsWIFNm/ejCFDhmDFihUoU6YMvv76a7nn/1wLnbpxMqV2JA52v31W9q6xpi9sdGmcljpo+nxKWmuiXwEQZIsZADlXQlQ2Tl2rvObiKc5/1aib7JijsDPixbylqTheyrfHp3nIdCFudSnI1yenJDunz2y1hmJL6JMwwKo4UKuVOGaqpEvhPueMMTkZBNxJlF+mS5ydnREaKpvxSS68q1Wrhv/973+IjIyUGbMjKeCiSsGWdevWAQAGDRokt04yjY8i9N+NKYPs8/gpyd7eHq9fv5Zb/urVKwBi61BOgoKC8P3330t/l4zHVKXojSrKlCkDZ2dn3L9/X7qsIF8DQBwfeufOHezcuRMAcPDgQXTr1k069mngwIHYuHGjNJnauXMnOnbsKNMiBwAVKlRA69atsXLlSrRu3Rr79u1DcHCw3HaA6i2YBU2pZGrGjBlK71AQBOngvCJPUtI7PVW84GzQiQtNFBbKFDPIa4Kna4mvotYRicjH4nxaSfGAl4+YbGmbuhNRdbw+it4rOX1mXTzFLqW3zogTWEfcE79fKFPhrhljTJtMTEykrSPZff311wgMDMSGDRtkxtaEhISgWLFiOXaPyy4lJQWbNm1C7dq1FV78GxkZ4euvv8aOHTvw9OlTuLm5ARATqUOHDqF8+fK5Jj2AOG1BUlKS3PKmTZti9+7dePXqlbQ1ChCLJZibm+daPdDNzU0aS/Z4lS16o4qHDx/ixYsX6NChg3RZQb0GAPD+/XtMmDABv/zyi7TljIhk5vFKSEiQJrAREREIDQ1V2HUPAEaPHo0WLVqgX79+MDQ0zHNXTHVTKpkKCgqS+V0QBOmJyLpMgpOp/0guhqo0+K8wghYr0evreB1dpux8XarSpcRXMjbsXYTY8tF/pmzLyb+7xS5+xR2BGs21P6+WJhJRdb0+2d8/uX1mJe+9EqU/Tayt6YmSGWMsn6pUqYKBAwdi+vTpMDQ0hI+PD/755x+sWbMGs2bNkuliNmPGDMyYMQPHjh1D48aNZfazZ88eREdHK2yVkpg5cyYOHjyIVq1aISgoCNbW1li7di1u3LiBbdu2fTbWatWq4eTJk/jrr7/g5OQEKysreHp6Yvr06di/fz/8/Pwwbdo02NnZYfPmzfj777+xYMEClYtPSChb9AYQk6/GjRvj2LFjAMQuj2PHjkXXrl1Rrlw5GBgYICwsDIsXL4a9vb3MZOSqvAafM27cONSpUwfdu3eXLmvZsiXGjx+Pr776CpaWlli2bJn0ddq5cydsbW3h5+encH/NmzdH5cqVceLECfTp00fjVfqUpVQylXVw3IMHD9C6dWsMHDgQvXv3hqOjIyIjI7F582b8/vvvOHjwoNqC1Tu6lMDo63idnOhaN7iCvIjXpfdN2BmxyIZJMbFLo6QlLvKJOE5McrPg3B5g2wLApgTgVk17rWmaSETV8frk9P757GdWAIxNxekAtJ14M8ZYHvzyyy8oXbo0li9fjsjISLi5uWHp0qUYOXKkzHaZmZnIyMiQu5kPiF38LCws0LNnzxyfp3z58jhz5gwmTZqEIUOGIC0tDdWrV8e+ffvQrl27z8a5dOlSjBgxAj179sTHjx+l45s8PT1x7tw5TJkyBSNGjEBSUhIqVaqE9evXo3///iqfDwlVit5kZGQgIyND+nupUqXg7OyMRYsW4fXr10hPT0eZMmXQrl07TJkyRa5YhrKvQW6OHTuGXbt24fbt2zLLBw4ciMePH2PSpElITU1Fly5dpMV4du7ciQ4dOsDYOOdBft27d5frDqlrBFL0rsxFmzZtULduXUybNk1uXXBwMC5cuKCXCVVcXBxsbGwQGxsrM0FavkWEF54ERlfk1lqiLaGHxAlRJRfx7YeJhUbySlfeNwfWAltmiRfsaSlA60FiWfSYt2LXMgHi70/CxDmoilkCLh5A36D8HX9eaaqLZEG/Pnl9/+hal9A8Utv3byHA56aIaJG3MR/vUgGHU7LL3jYGSpoUQEzK+EfHBmgxvREZGYnSpUtjz549aN++fY7b1apVC4IgyI270wRlv39VLkBx5swZueZFifr162PhwoWq7rJw0+cKWrrW+iOhqLVE2/Hl1FqR13OoK+8bSbGDdy/EIhvFHYH7lz9d9NdtJ74eEeFiee7EWHFeLXXO7ZXb+dRUC2xBvz55be0qbC3OjDHGigRHR0eZ1rSs4uLicOvWLezfvx9XrlzB7t27NRydalROpkxNTXH58mU0bdpUbt3ly5dhYqKp2yFMrXT+jrekNLSWKrgoKsqQ/aJW589hNooSFUmxA8lxAUD4Jdk5vUqUFhOqqBcABMDENIcnKID4lDmfupKIqiI/SZE+Hi9jjDGWg6tXr8LPzw/29vaYPn06OnbsqO2QcqVyMtWpUycEBwfD0tISvXv3RvHixfHhwwds3rwZM2bMwDfffKOOOJmm6VIRhOyyt5ZUbajZ58/pol6u0p0On8PscktUsh9Xg07Ag6vidpFPxKIHX7UHjmwQu/nFvldPa6E+nc+8+FxSpKstxYwVFXnsiscYU42vr6/CsXG6SuVk6ueff8ajR48wcuRIjBo1CkZGRkhPTwcRoVGjRvj555/VESfTNF0qgpBd9tYSTV9YKntRr8vnMDtlj0lSwe/1I3FuoxJlxPnTPrwRK8olJwGGRkB0ZMHHqE/ns6DpWysnY4wxVkSonExZWVnh+PHjOHToEE6cOIHo6GjY29vDz88PLVq00PrEWayA6PpYDG12bVL2ol7Xz2FWyh5T2Bng6S3A2l4cH1WxJnDvIvDiPpCWLE7ca24DPLkpJgAFeczaPp/abBmKfCImsMUdxX8LW6scY4wxpqdUTqYkWrVqpdJEXkwP8VgMxZS5qM964a2NqnaqUvaYrvwDRL0E3jwTC058eCMmUJmZQDFrICkOMDQEHocB+38F2g0r+IRKG+9JTbcMySVuJLYEPrsDWNjwBL2MMcaYjshzMnX48GGcPHkS79+/x9SpU1G2bFmEhobCzc1Nrv49Y4VObhf1kgvv14/E8uGdRgE+rfP2PJpsDflcohL5BEhPBeq0Ax5eA2q3ATx9gHuXxDmmkuLE7eKjxVarI2/EsVW9Juf9+HWFJsdrKUrcIIhdKivWFBNYbU4AzhhjjDEplZOpjx8/4uuvv8axY8ekXfqGDRuGsmXLYuHChXBxceHy6LqGB65rlqRLVvwHIPo1sHuZWKRBlXMfES52qbv6D5CWqhvjZCRdAd+/BNyqAo26ifHUagm8fACc3gZkpAOZGWJLVVKCmHjk5fh1jSbHaylK3BzdxbFpkgSdW6YYY4wxnaDy7c2AgABcvnwZO3fuRGxsrEy1jRYtWuDo0aMFGiDLJ8ld7v2rxH8jwrUdUeHn6C5e8Ea/BuycxMIMb54q/3jJa3ZondjqU6K0eHGtyj7UQdIVsP0w+cSuWiPAyl4sPgEAICAjTUyqEmO0H3t+5XbsBU1R4ubiKVZRNDIR30//7ubPMmOMMaYDVG6Z2r59O2bOnIlOnTrJTbZVtmxZPH/+vMCCYwWgsJeT1kUunmLXvt3LxAtfp3KqtWRIXrOKNYCL+8UudW5VdaN6XU5dAas1BMp5A2GnAQiAgQFgYCj+a2GrG7Hnl6bGa+U4fk0AjE0Bz9r8WWaMAQDMDIDhZeSXMcY0R+Vk6t27d6hSpYrCdQYGBkhKSsp3UKwAFeVy0trk01rs2paXynNZu9N51gFqtRDn0tLlC2cXT6ByfbEljQCkpYgFKty9xcRSl2LXh26vihK33D7L+nBMjLECZ2UErKyk7SgYK9pUTqZKly6NsLAw+Pn5ya27efMm3N3dCyQwvaSLFzTaLiddlOW1JUNfXzM7R8DETOzqZ2QMfPU10GuKbsWvSlU+Xfs85/S+4DmoGGOMMa1ROZnq3LkzZs+ejYYNG8Lb2xsAIAgCnj17hsWLF8Pf37/Ag9QLunxBwyXO9Y8+vmYlSwMmpkBCEmBtB/j11L1jUGVyYl38PCt6X3BXXsYYY0xrVO5ZO336dDg7O6N27dqoVasWBEGAv78/qlatCgcHB0yaNEnlIBISEjBmzBg4OzvDzMwM1atXx//+9z+lHnvixAk0b94cDg4OsLS0hLe3N5YtWyY3nkvtsl7Q6EKxgJxEhAOhh3jwOlMDQWzFqVIfMLcWuynqGmW7verL5xngrryMMcaYFqncMmVlZYVz585h6dKl+Pvvv1G+fHmYm5tj8uTJGDNmDIoVK6ZyEJ07d0ZoaCjmzZsHDw8PbNmyBb169UJmZiZ69+6d4+OOHj2Kli1bolGjRvjtt99gYWGBffv2YfTo0Xj06BGWLl2qcix5pg8XNLp6t50VDo7uYkW/8ItAejpw5A+xEqEuzTGlbBdKffg8S+hrt1DGGGOsEBAoa21zLThw4ADatm0rTaAkWrRogdu3b+P58+cwNDRU+Ng+ffpgx44diIqKgoWFhXR5y5YtceHCBcTGxiodR1xcHGxsbBAbGwtra+u8HUxEuG5f0IQeEkukS7oDtR8mzhHEtEfXxuXk14G1wL6V4gS+8R8AtyrA2LWaP7aCOK+6/nkuRArk+7eQ4nOjQ1oI2o5A9/yj1UtIxtRK2e9flbv5zZgxAzt37lS47uXLl5gxY4ZK+9u9ezcsLS3RrVs3meX+/v549eoVLl68mONjjY2NYWJiItcaZmtrCzMzM5XiKBCSCUx19cJLn+62FwWFcQ6wag0Bc0sg6jWQngo8vQOc3q7ZGArqvCrzeeZus4wxLYpJA3wvy/7EpGk7KsaKFpWTqaCgIHTv3h3Tpk2TW/fixQsEBwertL9bt26hUqVKMDKS7XEoKW5x69atHB/73XffITU1FaNGjcKrV68QExODjRs3Yvfu3fjxxx9zfd6UlBTExcXJ/BR6mpx4lH2ePo3LUZaLJ1ChBmBoCFAmkJoEXPlHs8mGps5rYUyGGWN6JY2AUx9kf9K4sYgxjcrT1G7ffPMNZs+eDX9//3wXeoiKioKdnZ3ccsmyqKioHB9bp04dHD9+HLt370bp0qVRvHhx+Pv7Y/bs2Rg/fnyuzzt37lzY2NhIf1xcXPJ1HHpD11vPipLC2FIYES62SgmG4oTF1vaAkYlmE0VNnVdtJcPcGsYYY4zpDJULUADA999/j/bt2+Pbb7/F69evsWPHDlhaWuY5CEHIuR9ybuuuXLmCTp06oU6dOli9ejUsLCxw/PhxBAYGIjk5GVOnTs3xsZMnT8a4ceOkv8fFxaknoSpsY2JYwdG3wgHKvJcjnwDvIsQJe1M+ij/WdppNFDV1XrWRDHMRGcYYY0yn5CmZAoBu3brBwcEBnTp1QqNGjXDgwIE87cfe3l5h61N0dDQAKGy1khgxYgRKlSqF3bt3S4tU+Pn5wcDAAEFBQfjmm29Qrlw5hY81NTWFqalpnmJWGl/4sM/Rl/mklH4vE/D+hVh8wtRc3LZmC80foybOqzaSYZ5TijHGGNMpeermJ9G4cWOcOXMG7969w1dffYU7d+6ovI9q1arh7t27SE9Pl1keFhYGAKhatWqOj71+/Tpq1qwpV+3Px8cHmZmZuHv3rsrxFKjCOCaGFU1Kv5cFwMoOsCoOGBiISUbVhhoMVMM03W22MHYNZYwxxvRYvpIpAKhSpQrOnz8PS0tLDBkyROXHd+rUCQkJCXIVAjds2ABnZ2fUqVMnx8c6Ozvj8uXLcuO2zp8/DwAoU6aMyvEUKL7wYTnRt3EvSr+XCUhLAVKTASLApqQmoyz8uIgMY4wxplNU7ubXr18/lCwpe4FUpkwZnD17Fr169VK5dap169Zo3rw5hg0bhri4OFSoUAFbt27FoUOHsGnTJmmr08CBA7FhwwY8evQIrq6uAICxY8di1KhRaN++PYYOHQpzc3McO3YMixYtQrNmzfDFF1+oengFS9/GxDDN0Mfun0q/lwXAsrg4VirmLXD5EJCWDPSbqfvHqC/0pWsoY4wxVgSonEytX79e4XJra2v8/fffeQpi165dCAgIwLRp0xAdHQ0vLy9s3boVPXv2lG6TkZGBjIwMZJ1jeOTIkShdujQWL16MQYMGISkpCW5ubpg+fTrGjh2bp1gKHF/4sOyFG/R13Isy72VHd8DSFngRDhibAqYWwLsX+nOMjDHGGGMqEChrdlKE8SzzTC0UtUIB+tcylV1ulf1CDwJb5wCvHgNGxoBXbW6ZYrni79+c8bnRIS1yri6sLe9SAYdTssveNgZKmmgogH/4EpIVXsp+/yrVMtWkSRP88ssv8PLyQpMmTXLdVhAEHDt2TLVomW7j8u55p6gVqlZL/e7++bluij6tAcdywF+/AG+eATWa698xsiLj+PHj2LRpE86dO4eIiAjY2tqiVq1amDZtGmrWrCmz7dWrV/Hjjz/iwoULMDIyQpMmTbBw4UKFVWOXL1+OlStX4smTJ3B2dkb//v0xZcoUGBsba+rQGGOMaYBSBSiyNl5lZmaCiHL8yczMVFuwTI1yKogguXDev0r8V18KJuiKnAo36PPkycpU9ot8DFw+DNy7KL5vQg9qPEzGlPHrr7/i6dOnGD16NA4cOIClS5fi7du3qFu3Lo4fPy7d7t69e/D19UVqaiq2bduG33//Hffv30fDhg3x7t07mX3Onj0bo0ePRufOnXH48GEMHz4cc+bMwYgRIzR9eIwxxtRMqZapEydOSP9/8uRJdcXCtCW3lgZ9Hd+jKwpjERJlKvvdvwIkxgKlKwIvHwAProotVuwTbvHVCStXroSDg4PMslatWqFChQqYM2eOtDfGtGnTYGpqiv3790u7e9SsWRMVK1bEwoULMX/+fABAVFQUZs2ahcGDB2POnDkAAF9fX6SlpSEwMBBjxoxB5cqVNXiEjDHG1CnfpdFZIZBbSwOXd88/fW6FUkSZ8tweNQELGzGRsrABKtbQfJy6jFt8dUb2RAoALC0tUblyZURERAAA0tPTsX//fnTp0kWm37yrqyv8/Pywe/du6bJDhw4hOTkZ/v7+Mvv09/cHEWHPnj3qORDGGGNaoXI1P1YI5ZYwFcaWFZZ/n6vsJ2mFenBVTKS4VUoWt/jqtNjYWFy9elXaKvXo0SMkJSXB29tbbltvb28cOXIEycnJMDMzw61btwCIE9Jn5eTkhBIlSkjXM8YYKxyUSqYMDAwgCMpVsREEAenp6fkKimnY5xImLu/O8sKnNSdROeEWX502YsQIJCYmIiAgAIDYdQ8A7Ozs5La1s7MDEeHDhw9wcnJCVFQUTE1NYWFhoXBbyb5ykpKSgpSUFOnvcXFx+TkUVsiZCEBXB/lljDHNUSqZmjZtmtLJFNNTnDBpBo+TYQC3+OqwqVOnYvPmzVi+fLlcNb/c/g5mXafsdorMnTsXwcHBSkbLijobY2D7F1oMQJ3l4rnsOtMTSiVTQUFBag6DsSLgcyXFCwNOFpXHNzB0TnBwMGbNmoXZs2fj+++/ly63t7cHAIWtStHR0RAEAba2ttJtk5OT8fHjR5ibm8ttmz1By27y5MkYN26c9Pe4uDi4uLjk9ZAYY4ypGRegYExTlCkprs+4qALTY8HBwQgKCkJQUBCmTJkis658+fIoVqwYwsLC5B4XFhaGChUqwMzMDMCnsVLZt42MjMT79+9RtWrVXOMwNTWFtbW1zA9jjDHdlecCFLdu3cLdu3eRlJQkt+7bb7/NV1CMFUqFfZwMF1VgemrmzJkICgpCYGAgpk+fLrfeyMgI7du3x65du7BgwQJYWVkBAJ4/f44TJ05g7Nix0m1btWoFMzMzhISEoE6dOtLlISEhEAQBHTt2VPvxMMYY0xyVk6mPHz+iQ4cOOH78OARBkE7om7UfOCdTjClQ2MfJFPZkkRVKixYtwrRp09CqVSu0bdsWFy5ckFlft25dAGLLlY+PD9q1a4dJkyYhOTkZ06ZNQ4kSJTB+/Hjp9nZ2dggMDMTUqVNhZ2eHFi1aIDQ0FEFBQRg0aBDPMcUYY4WMysnUzJkz8fTpU5w6dQqNGzfGrl27YGVlhVWrViEsLAx//vmnOuJkrHAozONkCnuyyAqlv/76C4A4P9ShQ4fk1ktuGHp5eeHkyZOYOHEiunbtCiMjIzRp0gQLFy5EyZIlZR4TEBAAKysrrFy5EgsXLoSjoyMmTZokrQ7IGGOs8BBI8pdCSZUrV8bYsWMxYMAAGBsb4/Lly6hRQ5yQs3fv3rC2tsaqVavUEqw6xcXFwcbGBrGxsdxHnbHsIsKBsDPi/6s1FBMlLjbBCgh//+aMz40OUWflujyKTQMG3ZFdtrayWOVP73E1P6Zlyn7/qtwy9fTpU3h5ecHQ0BCCIODjx4/Sdd988w0GDhyol8lUgeCLS1YYRYQDIVOB8IsABMCrNtDSH/h3d+GuTKiL+DuGMZZFKgE73sou+6WSdmJhrKhSuZqfra0tEhMTAQAODg548OCBdF1aWpp0XZHDlcyKrohwIPRQ4X3NI58A7yIAk2KAsSnw7gXw4Grhrkyoi/g7hjHGGNM5KidT1apVw/379wEAfn5+mDNnDv79919cunQJM2bMwBdfaHP2OC0q7GWvmWJF4QLX0R0o6QKkJgFpKUDJMkDFGlxsQtP4O4YxxhjTOSp38xs4cKC0NWr27Nlo0KABGjduDEBstTpw4EDBRqg3SLzQvH0WcCrHF5dFRVEoB+7iCfSfCdz6b8xU1f/GTDmW42ITmsTVEhljjDGdo3Iy1b17d+n/3d3dcf/+fWmZ9Hr16sHOzq5AA9QLEeHA4fVAdCRgbgU06MQXl0VFUbnAVVSFsDBXJtRFXC2RMcYY0zl5nrRXwsLCAu3bty+IWPRX2Bng3iVxPEnCB+D9S21HxDRF3Re4XHCAZcUJLGOMMaZT8pxMJSQk4Pnz50hOTpZbJymVXrQQIAjiv6xoUfYCV9XESDIeiyvmMcYYY4zpJJWTqXfv3mHw4MHSiQ6zIiIIgoCMjIwCCU5vVGsIeNYB3r8ASpQRx5QwllVeEiNdH4+laO4pxhhjjLEiROVkaujQoTh+/DhGjx6NSpUqwcTERB1x6RfJAH0ey8BykpfESJfHYymae6rfTH7vM8YYY6xIUTmZOn78OBYtWoTBgwerIx79xWMZWG7ykhjpcsGBrHNPEYlzT+layxljjDHGmJqpnExZWFjA1dVVHbEwVnjlNTHS1SRdMvdU9CsAgjj3lC61nBUFXJyEMcYY0zqVk6m+ffti+/btaNGihTriYazw0tXEKC9ymnuKaQYXJ2GMMcZ0gsrJ1KxZszBw4EB06tQJbdu2VTivVOfOnQskOMYKNX1vWShMyaG+0fXiJIwxxlgRoXIy9eTJE1y8eBH379/H3r175dYXyWp+ukbfL9KLAm5ZYPmhy8VJGGOMsSJE5WRqyJAhiI2NxZIlS7iany7ii3T9wC0LLD90uTgJY0xjjAWgcXH5ZYwxzVE5mbp48SLWrVuHXr16qSMell98ka4fuGWB5ZeudLPklnDGtMbWGDhZS9tRMFa0qZxMlSpVCra2tmoIhRUIvkjXD9yywAoDbglnjDFWxKmcTA0bNgyrV69G69at1REPyy++SNcfutKywFhecUs4Y4yxIk7lZMrAwAA3b95EjRo10KZNG7lqfoIgYOzYsQUWIMsDvkhnjGkCt4Qzxhgr4gQiIlUeYGBgkPsO9bSaX1xcHGxsbBAbGwtra2vVdxB6ELh/BfCoCfhwq51a8RgNxnRHRHi+W8Lz/f1biPG50SEtuLKDRv2j0uUpYwVO2e/fPJVGZ9mEHgR+HQskxgIWNuIyTqjUg8doMKZbuCWcMcZYEaZSMpWUlITJkydj+PDhaNCggbpi0j/3r4iJVOmKwMsHwIOrnEypC4/RYIwxxgAA8enApAeyy+ZVBKxUvlXOGMur3PvsZVOsWDHs3bsXmZmZ6opHP3nUFFukXj4Q/61YQ9sRFV48RoPpu4hwIPSQ+C9jjOVDcibwywvZn2S+RGNMo1S+d1G9enXcunULjRo1Ukc8+knSCvXgqphIcauU+nC1Qt2la2PZdC0egLupMsYYY4WMysnUvHnz0LdvX1SpUgWNGzdWR0z6yac1J1GawmM0dI+uJQm6Fo8Ed1NlTL24SARjTMNUTqaGDx+OhIQENGnSBMWLF4eTkxME4dOXlyAIuHHjRoEGyRjTcbqWJOhaPBJZu6kamQBvI8TETxdiY4wxxpjKVE6m7O3tUaJECXXEwhjTV7o2lk3X4pGQdFO9dQa48g9wcT8Qfkl3Ws4YY4wxphKVk6mTJ0+qIQzGmF7TtbFsuhZPVi6eYstZWqrutZwxxhhjTCVcPFMddHHgO2Pqpmtj2XQtnqx0teWMMcYYYyrJUzIVHR2NxYsX49ixY4iKikKJEiXQrFkzjBkzBsWLFy/oGPWLrg58Zywv+MaAeuhyyxljjDHGlKbSPFMA8PLlS9SoUQOzZ89GbGwsypYti5iYGMycORM1atTAq1ev1BGn/sg68D3mrXixxJgiuj7fkOTGwP5V4r+6Gqe+cvEEarXkRIoxxhjTYyonU1OmTEFSUhIuXryI27dv48iRI7h9+zYuXryIpKQkTJkyRR1x6g/uvsOUoQ+JCt8Y0G26nowzxhhjRYDKydShQ4cwa9Ys+Pj4yCz38fHBjBkzcPDgwQILTq+EHgQ2zwIiH4vdd9oP4y5+LGf6kKjwjQHdpQ/JuB6Jj4/Hjz/+iBYtWqBkyZIQBAFBQUEKt7169SqaNWsGS0tL2NraonPnznj8+LHCbZcvXw4vLy+YmprC3d0dwcHBSEtLU+ORMMYY0zSVk6nY2Fi4ubkpXOfu7o7Y2Nj8xqR/Qg8Cv44F9q0U/418zN13WO70IVGRjOvhGwO6Rx+ScT0SFRWFNWvWICUlBR07dsxxu3v37sHX1xepqanYtm0bfv/9d9y/fx8NGzbEu3fvZLadPXs2Ro8ejc6dO+Pw4cMYPnw45syZgxEjRqj5aBhjjGmSygUo3N3d8ffff6N58+Zy6w4ePAh3d/cCCUyv3L8CJMYCpSsCLx8AD64CPq21HRXTZVkLEFCmeHEsWa5LdLkiXlGmD8m4HnF1dcWHDx8gCALev3+PtWvXKtxu2rRpMDU1xf79+2FtbQ0AqFmzJipWrIiFCxdi/vz5AMTkbNasWRg8eDDmzJkDAPD19UVaWhoCAwMxZswYVK5cWTMHxxhjTK1Ubpny9/fHsmXLMGrUKFy5cgWvXr3ClStXMHbsWCxbtgwDBw5UR5y6zaMmYGEjJlIWNkDFGtqOiOkDF0/xIvjf3dxdi6mGWw0LlCAIEAQh123S09Oxf/9+dOnSRZpIAWIi5ufnh927d0uXHTp0CMnJyfD395fZh7+/P4gIe/bsKdD4GWOMaY/KLVM//PADHj16hBUrVmDlypXS5USEIUOGYMKECQUaoF6QtEI9uComUvrQKsUlr3VD1u5ampi8lV/3wkPy+ulqq2Yh8+jRIyQlJcHb21tunbe3N44cOYLk5GSYmZnh1q1bAIBq1arJbOfk5IQSJUpI1yuSkpKClJQU6e9xcXEFdASsMDIUgMoW8ssYY5qjcjIlCAJWr16NcePG4cSJE4iKioK9vT2aNGkCDw8PdcSoH3xa60cSBfBcWLpEk921+HUvXPj11KioqCgAgJ2dndw6Ozs7EBE+fPgAJycnREVFwdTUFBYWFgq3lexLkblz5yI4OLjgAmeFmp0xcLuetqNgrGjL06S9AODp6QlPT/7DrZc03RrCcqbJyVv5dS9c+PXUity6A2Zdp+x22U2ePBnjxo2T/h4XFwcXFxcVo2SMMaYpeU6m3r59i2fPniEpKUluXaNGjfIVFFMzHryuWzRV5IFf98KFX0+Nsre3BwCFrUrR0dEQBAG2trbSbZOTk/Hx40eYm5vLbVuzZs0cn8fU1BSmpqYFFzhjjDG1UjmZev36Nfr27YsTJ04AEMdKAeKdNiKCIAjIyMgo2ChZwdJkawjTHfy6Fy78empU+fLlUaxYMYSFhcmtCwsLQ4UKFWBmZgbg01ipsLAw1KlTR7pdZGQk3r9/j6pVq2omaMYYY2qncjL1/fff49q1a5g/fz68vb35Dpq+4pLXRRO/7oULv54aY2RkhPbt22PXrl1YsGABrKysAADPnz/HiRMnMHbsWOm2rVq1gpmZGUJCQmSSqZCQEAiCkOtcVowxxvSLysnUqVOnsHDhQrmSr/mRkJCAwMBAbNu2DdHR0fDy8sKkSZPQs2dPpR6/d+9e/Pzzz7h27RoyMjLg5uaG0aNHY8iQIQUWI2OMscLr4MGDSExMRHx8PADgzp072LFjBwCgTZs2MDc3R3BwMHx8fNCuXTtMmjQJycnJmDZtGkqUKIHx48dL92VnZ4fAwEBMnToVdnZ2aNGiBUJDQxEUFIRBgwbxHFOMMVaI5KmaX0EPhu3cuTNCQ0Mxb948eHh4YMuWLejVqxcyMzPRu3fvXB87b948BAQE4LvvvsPkyZNhbGyMe/fuITU1tUBjZIwxVngNGzYMz549k/6+fft2bN++HQDw5MkTuLm5wcvLCydPnsTEiRPRtWtXGBkZoUmTJli4cCFKliwps7+AgABYWVlh5cqVWLhwIRwdHTFp0iQEBARo9LhY4ZaYAfz0VHbZD26AhaE2omGsaBJIMuhJScOHD4eJiQmWLFlSIAEcOHAAbdu2lSZQEi1atMDt27fx/PlzGBoq/la4cuUKateujblz5+LHH3/MVxxxcXGwsbFBbGyszISMjDHG1Iu/f3PG50ZFLYrWJEvvUgGHU7LL3jYGSppoJ54C9Y9Kl6eMFThlv39Vbpnq3r07Bg8ejMzMTLRv315a4SirGjVqKL2/3bt3w9LSEt26dZNZ7u/vj969e+PixYuoV0/xJAorVqyAqakpRo4cqdpBMMYYY4wxxlg+qZxMNWnSBICYyKxcuVJmXV6q+d26dQuVKlWCkZFsKJJZ5m/dupVjMnX69GlUqlQJO3fuxMyZM/Hw4UM4OTmhT58+mDFjBkxMcr41w7PMM8YYY4wxxvJD5WRq/fr1BRpAVFQUypUrJ7dcMst8bjPFv3z5Eu/evcOoUaMwc+ZMVK5cGceOHcO8efMQERGBzZs35/hYnmWeMcYYY4wxlh8qJ1P9+vUr8CDyOlN8ZmYm4uPjsXXrVmnlPz8/PyQmJmLJkiUIDg5GhQoVFD6WZ5lnjDHGGNNR6h7/xmOyWAExyM+Dw8PDcfbsWSQmJuZ5H/b29jnOKA98aqHK6bEA0LJlS5nlrVu3BgBcvXo1x8eamprC2tpa5ocxxhhjjDHGlJWnZOqPP/5AmTJlULlyZTRq1Ajh4eEAxOIUv/32m0r7qlatGu7evYv09HSZ5ZJZ5nObKV4yrio7SYFCA4N85YqMMcYYY4wxliOVs43t27ejf//+qFGjBlasWIGsldVr1KiBbdu2qbS/Tp06ISEhATt37pRZvmHDBjg7O8vMHp9dly5dAIiTLWZ14MABGBgYwMfHR6VYGGOMMcYYY0xZKo+Zmjt3Lvz9/bFu3TpkZGRgxIgR0nWVKlXC8uXLVdpf69at0bx5cwwbNgxxcXGoUKECtm7dikOHDmHTpk3SOaYGDhyIDRs24NGjR3B1dQUglk9fvXo1hg8fjvfv36Ny5co4evQoVq5cieHDh0u3Y4wxxhhjjLGCpnIydffuXcyfP1/hOjs7u1yr7+Vk165dCAgIwLRp0xAdHQ0vLy+ZohIAkJGRgYyMDJmWMGNjYxw5cgRTpkzBnDlzEB0dDXd3d8ybN0+muARjjDHGGGOMFTSVkylzc3PExsYqXPfy5UsUL15c5SAsLS2xdOlSLF26NMdtQkJCEBISIrfczs4Oq1atwqpVq1R+XsYYY4wxxhjLK5XHTNWvX19urJRESEgIfH19CyIuxhhjjDHGGNNpKrdMTZs2DQ0aNEDt2rXRu3dvCIKAXbt2Yfr06Th9+jQuXbqkjjgZY4wxxhhjTKeo3DJVq1YtHDx4EAkJCRg/fjyICHPmzMH9+/dx4MCBXEuZM8YYY4wxxlhhoXLLFAD4+fnh7t27ePToEd68eYMSJUrAw8MDgDjHkyCoedZqxhhjjLEiTgBQwlh+GWNMc/KUTEmUL18e5cuXl/6+ZcsWzJgxA/fu3ct3YIwVWhHhQOQTwNEdcPHUdjSMMcb0VAkT4J2vtqNgrGhTOpmKjY3Fnj178ObNG3h4eKBDhw4wMBB7Ce7atQvTpk3DnTt3eG4nxnITEQ7sWATEvAVsHYCu4zmhYowxxhjTU0olUw8fPkTDhg3x9u1baTe+xo0bY8+ePejVqxcOHToEW1tbLFiwACNHjlR3zKywKUotNZFPxESq3BfA4xvAm6eF/5gZYyyrFtwRjTFWeCiVTE2dOhVxcXEICgpCrVq18PjxY8yePRv16tXDnTt3MGjQICxYsAC2trZqDpcVOkWtpcbRXTzOxzfEf0u5aTsixhhjjDGWR0olU6dOnUJgYCAmT54sXVahQgW0bt0a3333HX755Re1BcgKuaLWUuPiKSaMb56KiVRhPlbGGGOMsUJOqWTq3bt3qF+/vsyyBg0aAAB69OhR8FGxoqMottS4eHISxRhjjGmTOrub/kPq2zfTOUolUxkZGTAzM5NZJvndysqq4KNiRQe31DDGGGN5kpQB/P5KdtkAZ6CYoXbiYawoUrqaX3h4OIyMPm2ekZEBAArLoNeoUaMAQmNFBrfUMMYYYypLyAC+z3YZ1r0UJ1OMaZLSyVT//v0VLu/bt6/0/5JKf5JEizHGGGOMMcYKK6WSqfXr16s7DsYYY4wxxhjTK0olU/369VN3HIwxxhhjjDGmVwy0HQBjjDHGGGOM6SNOphhjjDHGGGMsDziZYowxxhhjjLE8ULqaH2OMMcYYY+wzeELgIoWTKcYYY4zJUufFIGOMFSKcTDGmLhHhQOQTwNGdJyVmjBU8TngYY0zrOJkqqvhCX70iwoEdi4CYt4CtA9B1PJ9nxoqQhIQEBAYGYtu2bYiOjoaXlxcmTZqEnj17ajs0xpg+4y6EOoeTqaKIL/TVL/KJeH7LfQE8vgG8ecrnmLEipHPnzggNDcW8efPg4eGBLVu2oFevXsjMzETv3r21HR5jjLECwslUUcQX+urn6C4mqo9viP+WctN2RIwxDTlw4ACOHDkiTaAAwM/PD8+ePcMPP/yAHj16wNDQUMtRMsYYKwicTBVFfKGvfi6eYovfm6fi+eVklbEiY/fu3bC0tES3bt1klvv7+6N37964ePEi6tWrp9pOO9rwX2zGGNNB/NX8HyKxn2hcXJyWI9EAGyeg5VDg7TPAwVX8vSgct6bZOIk/AJ9fxnIh+d6VfA/ru1u3bqFSpUowMpL9E+vt7S1dn1MylZKSgpSUFOnvsbGxAIC4dDUFy/RavIL3RXw6YMqziLK8aKLG8Vh7YtW3bzVR9m8TJ1P/iY+PBwC4uLhoORLGGCua4uPjYWNjo+0w8i0qKgrlypWTW25nZyddn5O5c+ciODhYbrnLmYKLjxVu5c9qOwLGFNDj7/bP/W3iZOo/zs7OiIiIgJWVFQRBcWYeFxcHFxcXREREwNraWsMR5g/Hrh0cu3Zw7NqR19iJCPHx8XB2dlZjdJqV09+Rz62bPHkyxo0bJ/09MzMT0dHRsLe3z/Vxukaf38f6jM+7dvB51w51n3dl/zZxMvUfAwMDlClTRqltra2t9fbDwrFrB8euHRy7duQl9sLQIiVhb2+vsPUpOjoawKcWKkVMTU1hamoqs8zW1rZA49MkfX4f6zM+79rB51071HnelfnbxL1qGWOMsQJUrVo13L17F+npsgNawsLCAABVq1bVRliMMcbUgJMpxhhjrAB16tQJCQkJ2Llzp8zyDRs2wNnZGXXq1NFSZIwxxgoad/NTgampKaZPny7XBUMfcOzawbFrB8euHfoce0Fq3bo1mjdvjmHDhiEuLg4VKlTA1q1bcejQIWzatKlIzDHF7wXt4POuHXzetUNXzrtAhaUWLWOMMaYjEhISEBAQgG3btiE6OhpeXl6YPHkyevbsqe3QGGOMFSBOphhjjDHGGGMsD3jMFGOMMcYYY4zlASdTjDHGGGOMMZYHnEwxxhhjjDHGWB5wMsUYY4wxxhhjecDJFGNFTGxsLAAgIyNDy5Go7tmzZwAAfaybc+fOHbx69QqA/sX/559/Yvny5QCAzMxMLUfDWNHz/v17REdHazsMxpgCRbqa3+3bt3H69GmUKVMGPj4+cHR0BCBe6AiCoOXocvfs2TOkp6ejfPny2g5FZY8ePcL9+/dRsmRJeHl5wdLSUtshKe3evXs4ffo0bG1t4enpiWrVqsHAQD/uSTx//hw9e/aEtbU1Dh06pO1wVHL16lX06NEDlpaWuHTpEoyNjbUdktKuXbuGcePGITExET169MDYsWP15j1z5coVjBw5EhcuXICrqysePnxYJOZIYjlLTk6GmZkZAP34W6nvEhMTMWrUKPz7778wMTFBrVq10K9fP/j6+mo7tCIhLS1N+veG3++acfz4cRgbG0uvEfWBfvxFL2ApKSkYOnQofHx8sHz5cnz99ddo1KgRfv75ZwDQ6Q9LUlISRo4cCXd3d6xbtw7x8fHaDklpCQkJ6N+/P3x9fTF8+HDUrl0bLVq0wL59+wDo9t36hIQEfPvtt2jYsCF+/vln9OzZE23atMHq1asB6HbsEitWrMCFCxdw48YNbNu2DYDut07Fx8ejV69eqFWrFurUqYMNGzboTSKVmZmJefPmoXHjxnBycsKkSZPQokULvUik4uLi0KtXL/j4+KBSpUqoW7cuzMzM8OLFC22HxrQkPDwcPXr0QJcuXdCrVy+cO3cOycnJALi1Ul0ePHiAxo0b486dOxgzZgxatmyJ06dPo23btjh69KjOf3/rs/Pnz6NDhw7o0qULvv32W9y6dQvp6ekA9OPvvT66fv06vvzyS/Tq1Qtdu3ZF5cqVMWXKFDx9+hSAjn/PUBG0ZMkSqlChAv3zzz/04sULunnzJrVu3ZoEQaDNmzdTenq6tkNU6Pbt29SlSxdycXGhsmXLUrly5ej06dPaDkspZ86codq1a1O9evVo//79dP78edq7dy/Z2tpSgwYNKDIyUtsh5ujAgQPk6elJX331FR04cIDu3btHly9fpgoVKlCtWrXow4cP2g4xV5mZmURENH78eHJ1daXq1atTnTp1KCkpiYiIMjIytBlejtasWUOCINBXX31FR48epcTERG2HpJK7d+9SzZo1acmSJRQTEyN9HXTdzJkzydjYmOrWrUuHDh2ijIwMmj59OpmYmNCrV6+IiPTmWFjB+O2338jKyoo6duxIAwYMIA8PD7K0tKTx48drO7RCSfL5WrVqFZUuXZquX78uXRcaGkr169cnDw8POnXqlLZCLLQyMzNp1qxZZGFhQd988w316dOHSpcuTSVLlqTZs2drO7xC6927d+Tj40OdO3emmzdv0uXLl2ny5MlkZWVFrVq10nZ4n1WkkqnMzEyKj48nb29v6tatG6WkpEjXhYeHU4cOHah06dJ09uxZLUaZM8nF5ezZs+nMmTNka2tL/fv3p7dv32o7tFy9e/eOunfvTm3btqUbN27IrAsMDCQLCws6d+6clqLLXXR0NE2ePJl69epF9+/fl1k3aNAgqlSpkt5c5Hfs2JF+/vlnmjFjBpmbm9O8efOISDeTqZcvX1KbNm3IwMCArl27JnPxHhsbq8XIPk8S67Rp06hUqVLSBISI6Pr163Tjxg2Kjo7WVni52rVrF1WrVo1Wr14tc54XLlxIgiDQ//73Py1Gx7QhISGBGjVqRIMGDZL5ruvRowcZGRnRL7/8QkScYKtD27ZtqX79+nLn9vr162Rubk69e/eW+X5h+ff69WuqWrUqTZ06lVJTU4mI6MOHD9SqVSsyMjKiv//+m4j4/V7Qtm7dSmZmZnT+/HmZa5Jp06ZJr3t1WZFKpojED4CzszNNnz6diEgmobp69SrZ29tT37596f3791qKMGd37tyh48ePS3+fOnUqmZmZ0c6dO3X+g92rVy+Z2CWtf0eOHCFBEOjq1avaCu2zTp48KU2ksp7nPn360KxZsygxMVH64dfFxERyrtu0aUNTp06lmJgY8vHxoQoVKtCjR4+ISDf/MBw8eJCKFy9OEyZMICKie/fuUffu3alRo0bUsGFD+vXXXykiIoKIdPO8t2/fntq3b09ERGFhYdSoUSNycHAgOzs7qlChAm3ZskXLESoWFRUl/b/kfXHu3DkSBIF+//13meWs8Lt+/ToJgkAnTpwgIqK0tDQiEm9Atm3blqysrOjp06dajLDwGjx4MLm5uUl/z/q5CwoKIhMTE/rzzz+1EVqh9ffff5MgCNK/jZK/n6GhoVS7dm1yc3PT+Rt6+kByjS25Bl++fDmZm5tTcnKyzPKIiAjq3bs3mZub08OHD7UTrBJ0v/N+HuXUt/Lt27dwc3PDsWPHAAAmJibSbatXr45Ro0Zhx44duHPnjsZizS6n2CtVqgQ/Pz/pNt999x3Kli2LX375RdqnVNuyxy7p0x0SEiKNHYB0EPu9e/dgaWkJW1tbjcWYk5zOe+PGjVGxYkUA4ni6pKQk9OvXD5s3b8bmzZtRtWpVjB07FgC0Nh4mt77EhoaGSE1Nxdu3b+Hk5AQbGxv069cPUVFRWLhwIQBxkLOkP7imZY+d/uuPXqdOHfTt2xcrVqxA79698cUXX+D9+/dwcnJCYmIihg8fjoEDBwLQzfNuZ2eHa9euISIiAt999x2sra2xevVqBAQEoGTJkhg4cCD27t2rtX7gOT2vnZ2d9P+S8aPFixdH8eLFce3aNY3ExnRHVFQUzMzMpJU0JZ81Dw8PDB8+HKampggODgag42Ma9FD16tXx5s0b7N+/H4Ds+R09ejRKliyJffv2ISUlRVsh6rWEhAS5ZR8+fICpqSkePXoks7xWrVoYNWoUXr9+jSVLlgDg93tevHnzBjVq1EDdunUBiNfggPhaGBgY4NSpUzLLy5Qpg/79+8Pc3BwzZ84EoKPnXdvZnDqsW7eOKlWqJL1jk/2utb+/Pzk5OdGhQ4fk1t+5c4ecnJzo+++/V/hYdftc7NmFhISQIAi0YsUKaSavrbvGqsQuWTdo0CD64osvKD4+XiMx5kTZ2B8+fEgeHh7k7e1Na9asoe3bt9OAAQNIEATp+AFde89I7qw1aNBA2lT+8eNH6tixI5UqVYr69etHtWvXppMnT2o0bqLPx37hwgXy9vYmDw8P2rVrF8XFxUm3+f7778nAwIBWrFih8LHajn38+PFkaWlJrVu3plq1atHz58+l627fvk3VqlWjZs2aaeUup6rfM2/evKGSJUtSs2bNKCEhQRMhMg3bsWMHHT16lEJDQ6XjKYmInj9/TiYmJjR+/Hj6+PEjEX36TomNjaURI0aQIAj0+PFjIuJWy4L0/v17cnJyou7du0vPedbzO3nyZLK1tZW+Lkw5CQkJNG7cOGrSpAn5+vrS5MmTpUMQzp49S4Ig0E8//SQ955Lvx9evX1PXrl3J2tpab7r36xrJcBVBEGjZsmXS5Q8ePCBBECgoKEj6/ZP1e2bQoEFkYWGhs63ghSqZioiIoMGDB5ORkREJgkBt27aVvuEzMzOlL8zVq1dJEAQaPHgwxcXFEdGnF+3Dhw/UqVMn8vT0lDY36kLsOYmLi6OmTZuSl5eX1rrK5SX2tLQ0yszMJA8PDxowYIAmw5WRl9iPHz8uc1H//v176tGjBxUrVkyjF8aqxJ6WlkalS5em7du3S5dNmTKFTExMyMjIiBYtWkQJCQkauxBSNvaEhATasGEDbd26Ve7zePfuXXJ3d6cmTZrIdNfVduyS98WNGzdIEAQyMTGhoUOHyuwjNTWVFixYQIIgaLTrQl7e75LjadWqFfn4+OS6LdM/GzZsIFdXV6pYsSJZW1uTIAjk7+8v85nq2rUrlS9fXm7MKxHR3r17yd7enoKDgzUZdpExc+ZMcnBwoI0bNxIRyRTI+v3336lYsWJ08eJFbYWndzZu3EgODg7UoEEDGjduHLVt25YMDQ2pZs2a0uvB2rVrU926daU3CLJau3YtWVlZ0bp16zQdeqGwYMECKlWqFLVt25bs7e2l10yZmZnUuXNnue8Zyd+a9evXk5WVlc6O2y00yVRycjKNGTOGnJycaOrUqdSvXz+ytbWl5cuXE9GnF0RyYdCnTx+ysrKi9evXyyyXrKtRo4bM3TldiD0nx44dI2NjY5oyZQp9+PCBIiIi6J9//iEi9d+tz0/s9+7dIxMTE5kL/I8fP1JYWNhnH6uN2HOLZ8yYMVSqVCmNXRirEntmZibFxcVR9erV6cCBA3T79m3y9fUlIyMjqlSpEllbW1NISAgRaaZ1R9Xznr0lJOv6OnXqUPPmzdUes4SysUv+HTJkCAmCIK1GJBlvQiRW6ipWrJjGKnLm57OakpJCQ4YMIRMTE5kWNqa/YmJiaMKECeTu7k6zZ8+m69ev06NHj2jQoEFUrFgxmj9/vnTbU6dOkYmJCQUEBEgvOCXv5YSEBHJ2dpaObeREu2AlJydT+fLlqXr16tIxohLz588nCwsLevbsmZai0x+ZmZm0e/du+vLLL2n69On07t07aYGJ4OBgMjc3lxZT2bp1KxkYGNCyZcukN/Ek2z579owsLCykrSr8flfNhAkTaPjw4fT777+TsbExDR8+nIjEa49Tp06RmZkZjRkzRjqmSnLe37x5Q4Ig0P79+7UWe24KTTJFJA7IDAoKIiKxCpuHhwfVqFGDnjx5QkTiiyW5q/P+/XtycXGhKlWq0IULF6T7iIqKonr16lHfvn01+iFRJvbsssY3aNAgKlWqFAUFBZGPjw8JgkAvXrzQ2diJxOZeOzs7Cg8PJyKiixcvUosWLcje3l5jpdLze94zMjLoyZMnVLNmTerSpYtGu5qpEvvr16/J0tKSvvzySzIyMqImTZrQlStX6NKlS+Tl5UVly5aVXiTpWuwSWRMRIrE7hoWFBU2cOFHt8WalTOyS+D98+ECurq4kCALt2LFDuo+EhATy9/enOnXqaLQFPK+fVSLxgsPAwICOHTumiVCZmu3evZuqVatGS5cupaSkJOn32rNnz8jV1ZW6dOkifW9+/PiRhg4dSra2trRz506Z/aSnp1OZMmVoxIgRGj+GouLkyZPk4OBA9evXp4cPH1JMTAzdv3+fmjRpQgMGDJD7bmTyMjMzafjw4dSpUye55PP58+cyXcajo6Opffv25OrqSkePHpXZNioqiszMzGjRokUai70wkPxtGThwIPXq1YvS0tKoW7duZGRkJC39n5ycTBMmTCBjY2Ppa0EkvnZ//PEHWVpa0vnz57US/+fobTIlyVaz/z+rRYsWkbW1Nf34448yyyUJ1fbt28nLy4tcXFxo2bJl9Pfff9OIESPIwcGBDh8+rJOxK5KYmEhbtmyR9kPt0KGD2vqVFkTskvPfrVs3+vLLL+nWrVs0YsQIMjIyopYtW6rtLps6zvvdu3epf//+VLFiRemXrjqS8PzGnpGRQT179qRq1arR5s2bZebGmjJlCg0YMIDi4+N1MvbsPn78SLdv36bu3buTt7c33b17t8Biza4gvmf27t1L5cuXJzs7Oxo3bhyFhITQ4MGDqXjx4rRq1Soi0s33jIQktjNnzpCBgQHt27ePiHSzgiJT3vbt22nGjBkyyyRd+2rWrEkdOnSQWff69WsqV64cVapUSfoeSEtLo+3bt1Pp0qV1dnqLwmLHjh3k5OREVlZW1KBBA3J2dqaqVavSzZs3tR2a3nj9+rXC8dmPHz8mMzMzaSs9kdhzxsbGhurWrSu9gE9NTaXly5eTu7u7TleW01WZmZnUrVs3+uGHH4hI/Nvo6Ogo7V0SFxdHiYmJ1KRJE7KysqJJkybRuXPn6OTJk1SnTh36+uuvNXrzURV6l0ydO3dOWnK4b9++FBYWJr1QkFy8SO7SpKamUv369alcuXLSuaPS09NlLlxCQ0OpadOmVKpUKXJ1daWqVatKS8DqYuzZPX36lIYPH07FixenatWqqW2OrIKOPSkpiby9vcnZ2Zns7OzI3d2djhw5ohexP3nyhH7++WcaO3YslSpViry8vHT2vGe9Y/nixQt6/vy59CJY8jnI6UJb27FnP++PHz+mxYsX04QJE8jBwYGqVKmitrECBf09c+XKFWrfvj05OjqSu7s7Va9eXWaqAF2LXZH9+/eTIAg0d+5ctcTNNENR4p41MU5KSiI3NzcaPXq03HYXL14kb29vEgSBmjVrRj179iQrKyvy9/fnwiQacPfuXVqzZg1NmjRJOkSBqS77VCZHjx4lQRCkRZgk34G7d++mihUrkpGREbVr1446d+5MxYoVo0mTJknHfTPlSM5px44dadCgQUQk/v2ZOHEiCYJAvXr1orJly9LRo0cpIiKCfvjhBzI2NqYyZcqQjY0Nde7cWWfnZyTSo2Qqp1mpHRwcFE7mJXnhdu3aRcWLF6fevXvL7U8iNTWVoqOj6dq1a3oRe1YPHjwgQ0NDWrJkiV7Ffvv2bRIEgUqWLEkrV67Uq9jPnj1LzZo1o8aNG9OaNWv0KnZNUFfsJ06coGrVqpGPj4+0RUfXY8/6PZOWlkbx8fF069YtvYg9+zEkJSXJjG9khdODBw/I1tZWOsA++zjAly9f0rx582jAgAHUoUMHaSsVY/pq1qxZ5OLiQq9fv5Zb9+zZMwoICKD+/ftTly5d6N9//9VChIVHzZo1aeHChdLff/rpJzIzMyMDAwOaN28excTESNc9evSIzp8/T7dv39ZGqCrRm2QqP7NSd+vWjUqWLCm9EIiOjqY3b95I1+d0J1YfYld3/AUde9axUJs2bVJbq4i6Y3/06JFauzmp+z2jTuo87zdv3tSr93th+Z7hLn2Fn+Q13rhxIxkbG3P3MVZktG3bllq0aCGzTJ3XJkWR5PvF19eXVq5cSQ8ePKAmTZqQkZER1a5dmwwNDWnevHlEJD8+Wh/oTTKVl1mpJS/IjRs3qHTp0tSkSRM6evQo9erVi7755ht69eoVx66F2LNXJNKn2DVV1IPfM3zei1LsTHOyd0GVkCzz9/cnb29vmdLod+7ckc5lxF2bWGHy6tUrsre3p5kzZxKROG7wwoUL1KZNG3r79q2WoytcEhISyNXVlVxdXcnY2Jh8fX3pwoULFB4eTs2aNSNBEPT2nOtkMqVogOCmTZvIzMxMWvI7613eTZs2kampqbRKlaI7wEOHDpUWaHBwcFBbeUWOnWPn2Dl2jp3pmqzVbImIDhw4INdl6ePHj/TFF19I50V7/fo1zZgxgwRBkF5sMlYYSG4K7N+/n4yNjenUqVP04sUL+v7778nc3Jy++OILevfuHd88KGDjx48nLy8v2rhxo0whrLVr19K3335L0dHRennOdSqZyjortZ+fn8JZqRcuXKhwVuouXbrIzEoteTHevHlDmzdvpgoVKpClpSUtXbqUY+fYOXaOnWPXcOxMe7J2m3n48CG1bNmSBEGg4OBgmQTr2rVrZGlpSb/88gvt2bOHypYtSw4ODvTHH39oI2zG1C4oKIhcXFwoICCASpcuTe7u7nTw4EFth1VoJSYmyhTCklB3N3h105lkKqdZqWvVqiWd/8bHx0flWal//fVXMjc3px49eii8m8uxc+wcO8fOsas3dqYdWZOotLQ0GjFiBAmCQDVr1qQNGzZIu89KEuu1a9eSIAjk5OREhoaGGp/DjTFNSktLk95YsLa2pgULFmg7JKantJ5MqWtWaknWe/v2bemksBw7x86xc+wcu+ZiZ9qRkZEh01Vm5cqVZG1tTU5OTjRnzhy6d++ewqIi48aNI0EQ6Ntvv9Vo0RrGtGXixIk0ceJEnZ2/iOkHnUim9HVWao6dY+fYOXaOnemqkydPUpUqVcjExISGDBlC58+flxaSyEqSWN28eVPabZSxooArlbKCoPVkiki/Z6Xm2Dl2VXHsHLuq9Dl2pnkZGRk0bdo0EgSB2rRpQ3/99RdFRUVpOyzGGCuUdCKZktDnWak5do6dY+fYOXamK44fP07r1q2Ta81kjDFWsIygQwwMDGT+vXDhAsqUKQNPT08AgKGhIQCgY8eOqFGjBtasWYOXL18iPj4eR44cQf369bUTODh2beHYtYNj1w59jp1plq+vLxo3bix9rxARBEHQclSMMVb4CERE2g4iJ+3atUNaWhoOHz4sXZaWlgZjY2MtRqUcjl07OHbt4Ni1Q59jZ4wxxgoDA20HkJPXr1/jwoULaNiwIQAgNTUVFy9eRMeOHfHu3TstR5c7jl07OHbt4Ni1Q59jZ4wxxgoLnUumJA1lV69eRVxcHBo1aoSXL19i/PjxaNKkCV6+fAlBEKCLDWocu3Zw7NrBsWuHPsfOGGOMFTY6NWYKgLRP9+XLl+Ho6Ih//vkHISEhMDExwc6dO9GqVSstR5gzjl07OHbt4Ni1Q59jZ4wxxgodDRe8UIo+z0rNsWsHx64dHLt26HPsjDHGWGGicy1TAGBkZITq1aujevXqCA4OhqmpqbZDUhrHrh0cu3Zw7Nqhz7EzxhhjhYnOVvPLzMyUlnTVNxy7dnDs2sGxa4c+x84YY4wVFjqbTDHGGGOMMcaYLuPbmowxxhhjjDGWB5xMMcYYY4wxxlgecDLFGGOMMcYYY3nAyRRjjDHGCrVly5ZBEARUrVpV26Hky8mTJyEIAk6ePJmnx4eEhEAQBDx9+rRA49IkQRAQFBSk8uNevXqFoKAgXL9+XW5dUFCQdA4/bYiJiUGJEiXwv//9T7rs1q1baNCgAaysrFCzZk2cPXtW7nE//fQTPDw8kJycLLeuUaNGGDNmjDrDZv/hZIoxxhhjhdrvv/8OALh9+zYuXryo5WiYNrx69QrBwcEKk6lBgwbh/Pnzmg/qP8HBwXB2dkaPHj0AAOnp6ejcuTNKlCiBXbt2oXr16vj6668RExMjfczTp08RHByMVatWwczMTG6fM2fOxC+//ILw8HBNHUaRxckUY4wxxgqty5cv48aNG2jbti0AYN26dVqOqOjJyMhASkqKtsPIUZkyZVC3bl2tPHd0dDRWr16NESNGSFvHHjx4gAcPHuDXX39F8+bNsWrVKiQnJ+PChQvSxw0bNgxdu3ZFkyZNFO63cePG8PT0xKJFizRyHEUZJ1OMMcYYK7QkydO8efNQr149/O9//8PHjx9ltnn69CkEQcDChQvx888/w93dHZaWlvjqq69kLmABoH///rC0tMTDhw/Rpk0bWFpawsXFBePHj5dJGHLqkid5rpCQEOmyy5cvo2fPnnBzc0OxYsXg5uaGXr164dmzZ3k+7gsXLqB+/fowMzODs7MzJk+ejLS0NIXb/vnnn/jqq69gYWEBS0tLtGzZEteuXZPb7rfffoOHhwdMTU1RuXJlbNmyBf3794ebm5vc8S1YsACzZs2Cu7s7TE1NceLECSQnJ2P8+PGoXr06bGxsYGdnh6+++gp79+6Ve664uDgMHjwY9vb2sLS0RKtWrXD//n257R4+fAh/f39UrFgR5ubmKF26NNq3b4+wsDDpNidPnoSPjw8AwN/fH4IgyHQXVNTNLzMzEwsWLICXlxdMTU3h4OCAb7/9Fi9evJDZztfXF1WrVkVoaCgaNmwIc3NzlCtXDvPmzUNmZqbiFyeLkJAQpKenS1ulAEi77VlYWAAAjI2NYWJiIl2+detWXL58+bOJUt++fbFlyxbEx8d/Ng6Wd5xMMaZlkj7skh8zMzM4OjrCz88Pc+fOxdu3b/O03zt37iAoKEiv+8Yzxlh+JCUlYevWrfDx8UHVqlUxYMAAxMfHY/v27Qq3X7lyJY4cOYIlS5Zg8+bNSExMRJs2bRAbGyuzXVpaGjp06ICmTZti7969GDBgABYvXoz58+fnKc6nT5/C09MTS5YsweHDhzF//ny8fv0aPj4+eP/+vcr7u3PnDpo2bYqYmBiEhIRg1apVuHbtGmbNmiW37Zw5c9CrVy9UrlwZ27Ztw8aNGxEfH4+GDRvizp070u3WrFmDIUOGwNvbG7t27UJgYCCCg4NzHL+1bNkyHD9+HAsXLsTBgwfh5eWFlJQUREdHY8KECdizZw+2bt2KBg0aoHPnzvjjjz+kjyUidOzYERs3bsT48eOxe/du1K1bF61bt5Z7nlevXsHe3h7z5s3DoUOHsHLlShgZGaFOnTrSLm41atTA+vXrAQCBgYE4f/48zp8/j0GDBuV4DocNG4aJEyeiefPm2LdvH2bOnIlDhw6hXr16cq9JZGQkvvnmG/Tp0wf79u1D69atMXnyZGzatCnnF+k/f//9N7788kvY2tpKl3l5ecHOzg7z589HTEwMVq5cicTERNSqVQsfPnzA2LFj8fPPP8Pe3j7Xffv6+iIxMTHPY+yYkogxplXr168nALR+/Xo6mPvsRAAADVNJREFUf/48nT59mnbs2EFjxowhGxsbsrOzoyNHjqi83+3btxMAOnHiRMEHzRhjeuCPP/4gALRq1SoiIoqPjydLS0tq2LChzHZPnjwhAFStWjVKT0+XLr906RIBoK1bt0qX9evXjwDQtm3bZPbRpk0b8vT0lP5+4sQJhd/Bkudav359jnGnp6dTQkICWVhY0NKlSz+7z+x69OhBxYoVo8jISJl9enl5EQB68uQJERE9f/6cjIyMaOTIkTKPj4+PJ0dHR+revTsREWVkZJCjoyPVqVNHZrtnz56RsbExubq6yh1f+fLlKTU1Ndc409PTKS0tjQYOHEhffvmldPnBgwcJgMyxExHNnj2bAND06dNz3WdqaipVrFiRxo4dK10eGhqa43mfPn06Zb0kvnv3LgGg4cOHy2x38eJFAkBTpkyRLmvcuDEBoIsXL8psW7lyZWrZsmWux09EZG5uTt99953c8t27d5O1tTUBIFNTU1q9ejUREQ0cOJCaNWv22f0SEaWmppIgCDRx4kSltmd5wy1TjOmIqlWrom7dumjYsCG6dOmCxYsX4+bNm7CwsEDnzp3x5s0bbYfIGGN6Zd26dShWrBh69uwJALC0tES3bt1w5swZPHjwQG77tm3bwtDQUPq7t7c3AMh1txMEAe3bt5dZ5u3tnedueQkJCZg4cSIqVKgAIyMjGBkZwdLSEomJibh7967K+ztx4gSaNm2KUqVKSZcZGhrKdCUDgMOHDyM9PR3ffvst0tPTpT9mZmZo3LixtEUjPDwckZGR6N69u8zjy5Yti/r16yuMoUOHDjA2NpZbvn37dtSvXx+WlpYwMjKCsbEx1q1bJ3OcJ06cAAB88803Mo/t3bu33P7S09MxZ84cVK5cGSYmJjAyMoKJiQkePHiQp3OX9fn79+8vs7x27dqoVKkSjh07JrPc0dERtWvXllmmzPshJiYGHz9+hIODg9y6jh074u3bt7h79y6ioqIwZMgQnD59Glu3bsWqVauQlJSE77//Hk5OTihbtiyCgoJARDL7MDY2hq2tLV6+fKnsobM84GSKMR1WtmxZLFq0CPHx8Vi9ejUA5frWh4SEoFu3bgAAPz8/aRfCrH30jx49iqZNm8La2hrm5uaoX7++3B8IxhjTVw8fPsTp06fRtm1bEBFiYmIQExODrl27AvhU4S+r7N2mTE1NAYjdBbMyNzeXq6BmamqqsES1Mnr37o0VK1Zg0KBBOHz4MC5duoTQ0FCULFlS7rmVERUVBUdHR7nl2ZdJbtL5+PjA2NhY5ufPP/+UdmeLiooCAJnkTELRMgBwcnKSW7Zr1y50794dpUuXxqZNm3D+/HmEhoZiwIABMucuKioKRkZGcq+HomMaN24cpk6dio4dO+Kvv/7CxYsXERoaii+++CJP507y/Dkdg7Ozs3S9hKLudqampp99fsl6RdX4JPvw8vKChYUFUlNTMXToUAQGBqJ8+fKYM2cOzp07h2vXruHYsWNYu3atzN94CTMzszyfB6YcI20HwBjLXZs2bWBoaIjTp08D+NS3vmfPnrCzs8Pr16/x66+/wsfHB3fu3EGJEiXQtm1bzJkzB1OmTMHKlStRo0YNAED58uUBAJs2bcK3336Lr7/+Ghs2bICxsTFWr16Nli1b4vDhw2jatKnWjpcxxgrC77//DiLCjh07sGPHDrn1GzZswKxZs2RaogqS5AI5exW77ONtYmNjsX//fkyfPh2TJk2SLpeML8oLe3t7REZGyi3PvqxEiRIAgB07dsDV1TXX/QFQ2ENC0fMAUDhv06ZNm+Du7o4///xTZn32c2Rvb4/09HRERUXJJCqKnkvy92zOnDkyy9+/fy8zDkkVkud8/fo1ypQpI7Pu1atX0vOWX5LnUeZ1njNnDoyMjDBhwgQAwMGDB+Hv7w9HR0c4Ojqie/fuOHDgAPz9/WUe9+HDhwKLlynGyRRjOs7CwgIlSpTAq1evAABdu3aV3lkFxJKz7dq1Q6lSpbBlyxaMGjUKJUuWRMWKFQEAlStXlin5+vHjR4wePRrt2rXD7t27pcvbtGmDGjVqYMqUKTwPC2NMr2VkZGDDhg0oX7481q5dK7d+//79WLRoEQ4ePIh27dqpJQZJhbubN2+iZcuW0uX79u2T2U4QBBCRtBVMYu3atcjIyMjTc/v5+WHfvn148+aNtOUoIyMDf/75p8x2LVu2hJGRER49eoQuXbrkuD9PT084Ojpi27ZtGDdunHT58+fPce7cOTg7OysVlyAIMDExkUmkIiMj5ar5+fn5YcGCBdi8eTNGjRolXb5lyxaF+8x+7v7++2+8fPkSFSpUkC7LqZVREUm58U2bNkmrAAJAaGgo7t69i4CAgM/uQxkmJiYoV64cHj16lOt24eHhWLBgAY4fPy7tOklESExMlG6TkJAg183v1atXSE5ORuXKlQskXqYYJ1OM6YGsX5AJCQmYOXMmdu7ciadPn8r8sVWmf/i5c+cQHR2Nfv36IT09XWZdq1atsGDBAiQmJkpLsjLGmL45ePAgXr16hfnz58PX11dufdWqVbFixQqsW7dObcmUo6MjmjVrhrlz56J48eJwdXXFsWPHsGvXLpntrK2t0ahRI/z0008oUaIE3NzccOrUKaxbty7PLSuBgYHYt28fmjRpgmnTpsHc3FxaES4rNzc3zJgxAwEBAXj8+DFatWqF4sWL482bN7h06RIsLCwQHBwMAwMDBAcHY+jQoejatSsGDBiAmJgYBAcHw8nJCQYGyo0aadeuHXbt2oXhw4eja9euiIiIwMyZM+Hk5CQzhq1FixZo1KgRfvzxR2kVu7Nnz2Ljxo0K9xkSEgIvLy94e3vjypUr+Omnn+RalMqXL49ixYph8+bNqFSpEiwtLeHs7KwwEfT09MSQIUOwfPlyGBgYoHXr1nj69CmmTp0KFxcXjB07VqnjVYavry8OHjyY43oiwpAhQ+Dv7y9zY7Rly5ZYtmwZKlasiISEBGzZsgVLliyReaykrL+fn1+BxcsU0F7tC8YY0adqfqGhoQrXJyQkkKGhITVt2pSIiNq3b0/m5uY0d+5cOnr0KF26dIlCQ0OpZMmS1K9fP+njcqrmt2nTJgKQ68/z58/VdbiMMaZ2HTt2JBMTE3r79m2O2/Ts2ZOMjIwoMjJSWoHup59+ktsO2arH9evXjywsLOS2y14Rjojo9evX1LVrV7KzsyMbGxvq06cPXb58Wa6q3IsXL6hLly5UvHhxsrKyolatWtGtW7fI1dVV5ntd2Wp+RERnz56lunXrkqmpKTk6OtIPP/xAa9askanmJ7Fnzx7y8/Mja2trMjU1JVdXV+ratSsdPXpUZrs1a9ZQhQoVyMTEhDw8POj333+nr7/+WqYSX27nkoho3rx55ObmRqamplSpUiX67bffFJ67mJgYGjBgANna2pK5uTk1b96c7t27J/d6fPjwgQYOHEgODg5kbm5ODRo0oDNnzlDjxo2pcePGMvvcunUreXl5kbGxscx+FD1/RkYGzZ8/nzw8PMjY2JhKlChBffr0oYiICJntGjduTFWqVJE7zn79+slUOczJsWPHCABdunRJ4fq1a9eSs7MzxcbGyixPSEigQYMGkb29PZUqVYomTZpEGRkZMtv07duXqlWr9tkYWP4IRNnaBBljGhUSEgJ/f3+EhoaiVq1acuu3bduGHj16YObMmRg5ciSKFy+O6dOnY/r06dJtUlJSYGFhgT59+kgHoO7YsQPdunXDiRMnZO7MHj58GK1atcLy5ctznPHd29sbJiYmBXqcjDHGCpeYmBh4eHigY8eOWLNmjbbD0Vve3t6oX78+fv311wLbZ1xcHJydnbF48WIMHjy4wPbL5HE3P8Z02PPnzzFhwgTY2Nhg6NChKvWtz6l/eP369WFra4s7d+7g+++/V+8BMMYYKxQiIyMxe/Zs+Pn5wd7eHs+ePcPixYsRHx+P0aNHazs8vbZgwQJ06tQJAQEBct0T82rx4sUoW7asXEEKVvA4mWJMR9y6dUs6x8fbt29x5swZrF+/HoaGhti9ezdKliwJAEr3ra9atSoAcdZ6KysrmJmZwd3dHfb29li+fDn69euH6OhodO3aFQ4ODnj37h1u3LiBd+/eFejdMcYYY/rP1NQUT58+xfDhwxEdHQ1zc3PUrVsXq1atQpUqVbQdnl5r1aoVfvrpJzx58qTAkilra2uEhITAyIgv9dWNu/kxpmWSbn4SJiYmsLW1RaVKldCyZUsMGjRImkgBwMuXLzF69GgcP34c6enpqF+/PhYuXIi2bdvC19dXZp6JpUuXYunSpXj+/DkyMjKwfv166SSEp0+fxoIFC3D+/HnEx8fDwcEB1atXR//+/WWqBTLGGGOMMcU4mWKMMcYYY4yxPFCuliVjjDHGGGOMMRmcTDHGGGOMMcZYHnAyxRhjjDHGGGN5wMkUY4wxxhhjjOUBJ1OMMcYYY4wxlgecTDHGGGOMMcZYHnAyxRhjjDHGGGN5wMkUY4wxxhhjjOUBJ1OMMcYYY4wxlgecTDHGGGOMMcZYHnAyxRhjjDHGGGN58H+MR8xvltYdDQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the clear-sky-based results\n", - "fig = ta.plot_degradation_summary('clearsky', summary_title='Clear-sky-based degradation results',\n", - " scatter_ymin=0.5, scatter_ymax=1.1,\n", - " hist_xmin=-30, hist_xmax=45, plot_color='orangered');" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot a time-dependent median (plus confidence interval) of sensor-based degradation results\n", - "fig = ta.plot_degradation_timeseries('sensor', rolling_days=365)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The TrendAnalysis class also has built-in methods for plots associated with soiling analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\plotting.py:172: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = ta.plot_soiling_monte_carlo('sensor', profile_alpha=0.01, profiles=500);" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\plotting.py:232: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = ta.plot_soiling_interval('sensor');" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\plotting.py:272: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "image/png": 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startendsoiling_ratesoiling_rate_lowsoiling_rate_highinferred_start_lossinferred_end_losslengthvalid
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" - ], - "text/plain": [ - " start end soiling_rate \\\n", - "6 2010-03-11 00:00:00-07:00 2010-04-08 00:00:00-07:00 -0.001467 \n", - "8 2010-04-12 00:00:00-07:00 2010-06-13 00:00:00-07:00 -0.000701 \n", - "10 2010-06-15 00:00:00-07:00 2010-07-13 00:00:00-07:00 -0.000639 \n", - "13 2010-10-11 00:00:00-07:00 2011-02-04 00:00:00-07:00 -0.001216 \n", - "16 2011-02-13 00:00:00-07:00 2011-03-03 00:00:00-07:00 -0.003159 \n", - "\n", - " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", - "6 -0.004335 0.000000 1.037802 \n", - "8 -0.001058 -0.000336 1.012347 \n", - "10 -0.001763 0.000000 1.082671 \n", - "13 -0.001407 -0.001022 1.064267 \n", - "16 -0.005266 -0.001054 1.028467 \n", - "\n", - " inferred_end_loss length valid \n", - "6 0.996718 28 True \n", - "8 0.968893 62 True \n", - "10 1.064776 28 True \n", - "13 0.923230 116 True \n", - "16 0.971602 18 True " - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "interval_summary = ta.results['sensor']['srr_soiling']['calc_info']['soiling_interval_summary']\n", - "interval_summary[interval_summary['valid']].head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Modifying and inspecting the filters\n", - "Filters can be adjusted from their default paramters by modifying the attribute `TrendAnalysis.filter_params`, which is a dict where the keys are names of functions in `rdtools.filtering`, and the values are a dict of the parameters for the associated filter. In the following example we modify the POA filter to have a low cutoff of 500 W/m^2 and use an alternate method in the clipping filter." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\mspringe\\onedrive - nrel\\msp\\pvfleets\\repos\\rdtools\\rdtools\\filtering.py:642: UserWarning: The XGBoost filter is an experimental clipping filter that is still under development. The API, results, and default behaviors may change in future releases (including MINOR and PATCH). Use at your own risk!\n", - " warnings.warn(\"The XGBoost filter is an experimental clipping filter \"\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[13:58:56] WARNING: C:\\buildkite-agent\\builds\\buildkite-windows-cpu-autoscaling-group-i-0fdc6d574b9c0d168-1\\xgboost\\xgboost-ci-windows\\src\\learner.cc:888: Found JSON model saved before XGBoost 1.6, please save the model using current version again. The support for old JSON model will be discontinued in XGBoost 2.3.\n" - ] - } - ], - "source": [ - "# Instantiate a new instance of TrendAnalysis\n", - "ta_new_filter = rdtools.TrendAnalysis(df['power'], df['poa'],\n", - " temperature_ambient=df['Tamb'],\n", - " gamma_pdc=meta['gamma_pdc'],\n", - " interp_freq=freq,\n", - " windspeed=df['wind_speed'],\n", - " temperature_model=meta['temp_model_params'])\n", - "\n", - "# Modify the poa and clipping filter parameters\n", - "ta_new_filter.filter_params['poa_filter'] = {'poa_global_low':500}\n", - "ta_new_filter.filter_params['clip_filter'] = {'model':'xgboost'}\n", - "\n", - "# Run the YOY degradation analysis\n", - "ta_new_filter.sensor_analysis()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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normalized_filterpoa_filtertcell_filterclip_filter
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2010-02-25 14:20:00-07:00TrueFalseTrueTrue
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" - ], - "text/plain": [ - " normalized_filter poa_filter tcell_filter \\\n", - "2010-02-25 14:16:00-07:00 False False True \n", - "2010-02-25 14:17:00-07:00 True False True \n", - "2010-02-25 14:18:00-07:00 True False True \n", - "2010-02-25 14:19:00-07:00 True False True \n", - "2010-02-25 14:20:00-07:00 True False True \n", - "\n", - " clip_filter \n", - "2010-02-25 14:16:00-07:00 True \n", - "2010-02-25 14:17:00-07:00 True \n", - "2010-02-25 14:18:00-07:00 True \n", - "2010-02-25 14:19:00-07:00 True \n", - "2010-02-25 14:20:00-07:00 True " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# We can inspect the filter components with the attributes sensor_filter_components and clearsky_filter_components\n", - "ta_new_filter.sensor_filter_components.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2010-02-25 14:16:00-07:00 False\n", - "2010-02-25 14:17:00-07:00 False\n", - "2010-02-25 14:18:00-07:00 False\n", - "2010-02-25 14:19:00-07:00 False\n", - "2010-02-25 14:20:00-07:00 False\n", - "Freq: T, dtype: bool" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# and we can inspect the final filter sensor_filter and clearsky_filter\n", - "ta_new_filter.sensor_filter.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "hovertemplate": "mask=False
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NBVAL_IGNORE_OUTPUT\n", - "# Visualize the filter\n", - "# these visualiztions can take up a lot of memory\n", - "# so just look at small subset of the data for this example\n", - "rdtools.tune_filter_plot(ta_new_filter.pv_energy['2013/01/01':'2013/01/21'],\n", - " ta_new_filter.sensor_filter['2013/01/01':'2013/01/21'])" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize the results\n", - "ta_new_filter.plot_degradation_summary('sensor', summary_title='Sensor-based degradation results',\n", - " scatter_ymin=0.5, scatter_ymax=1.1,\n", - " hist_xmin=-30, hist_xmax=45);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Using externally calculated filters\n", - "Arbitrary filters can also be used by setting the `ad_hoc_filter` key of the `TrendAnalysis.filter_params` atribute to a boolean pandas series that can be used as a filter. In this example we filter for \"stuck\" values, i.e. values that are repeated consecuatively, which can be associated with faulty measurments." - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "def filter_stuck_values(pandas_series):\n", - " '''\n", - " Returns a boolean pd.Series which filters out sequentially\n", - " repeated values from pandas_series'\n", - " '''\n", - " diff = pandas_series.diff()\n", - " diff_shift = diff.shift(-1)\n", - "\n", - " stuck_filter = ~((diff == 0) | (diff_shift == 0))\n", - "\n", - " return stuck_filter" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "# Instantiate a new instance of TrendAnalysis\n", - "ta_stuck_filter = rdtools.TrendAnalysis(df['power'], df['poa'],\n", - " temperature_ambient=df['Tamb'],\n", - " gamma_pdc=meta['gamma_pdc'],\n", - " interp_freq=freq,\n", - " windspeed=df['wind_speed'],\n", - " temperature_model=meta['temp_model_params'])" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "stuck_filter = (\n", - " filter_stuck_values(df['power']) &\n", - " filter_stuck_values(df['poa']) &\n", - " filter_stuck_values(df['Tamb']) &\n", - " filter_stuck_values(df['wind_speed'])\n", - " )\n", - "\n", - "# reindex onto the same index that will be used for the other filters\n", - "stuck_filter = stuck_filter.reindex(ta_stuck_filter.poa_global.index, fill_value=True)\n", - "\n", - "ta_stuck_filter.filter_params['ad_hoc_filter'] = stuck_filter" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ta_stuck_filter.sensor_analysis()\n", - "\n", - "# Visualize the results\n", - "ta_stuck_filter.plot_degradation_summary('sensor', summary_title='Sensor-based degradation results',\n", - " scatter_ymin=0.5, scatter_ymax=1.1,\n", - " hist_xmin=-30, hist_xmax=45);" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/cods_example.ipynb b/docs/cods_example.ipynb deleted file mode 100644 index 771663e05..000000000 --- a/docs/cods_example.ipynb +++ /dev/null @@ -1,937 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# CODS example workflow\n", - "\n", - "\n", - "This juypter notebook is intended to give an introduction to the Combined Degradation and Soiling (CODS) algorithm workflow.\n", - "\n", - "The calculations consist of several steps from the degradation_and_soiling_workflow. This is not meant as an introduction to the RdTools workflow in general, but we show how the CODS algorithm can be used in the context of the general RdTools workflow. The steps involved are:\n", - "\n", - "
    \n", - "
  1. Import and preliminary calculations
    2. \n", - "
  2. Normalize data using a performance metric
    3. \n", - "
  3. Filter data that creates bias
    4. \n", - "
  4. Aggregate and remove outliers
    5. \n", - "
  5. Run CODS on the aggregated data
    6. \n", - "
  6. Visualize the results of the CODS algorithm
    7. \n", - "
\n", - "\n", - "This notebook works with public data from the the Desert Knowledge Australia Solar Centre. Please download the site data from Site 12, and unzip the csv file in the folder:\n", - "./rdtools/docs/\n", - "\n", - "Note this example was run with data downloaded on Sept. 8th, 2020. An older version of the data gave different sensor-based results. If you have an older version of the data and are getting different results, please try redownloading the data.\n", - "\n", - "http://dkasolarcentre.com.au/download?location=alice-springs\n", - "\n", - "For more information about CODS, we refer to [1] and [2].\n", - "\n", - "[1] Skomedal, Å. and Deceglie, M. G. IEEE J. of Photovoltaics, Sept. 2020\n", - "[2] Skomedal, Å., Deceglie, M. G., Haug, H., and Marstein, E. S., Proceedings of the 37th European Photovoltaic Solar Energy Conference and Exhibition, Sept. 2020" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/cods_test/lib/python3.10/site-packages/rdtools/soiling.py:27: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "from datetime import timedelta\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pvlib\n", - "import rdtools\n", - "from rdtools.soiling import CODSAnalysis\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "#Update the style of plots\n", - "import matplotlib\n", - "matplotlib.rcParams.update({'font.size': 12,\n", - " 'figure.figsize': [4.5, 3],\n", - " 'lines.markeredgewidth': 0,\n", - " 'lines.markersize': 2\n", - " })\n", - "# Register time series plotting in pandas > 1.0\n", - "from pandas.plotting import register_matplotlib_converters\n", - "register_matplotlib_converters()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 0: Import and preliminary calculations" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "file_name = '84-Site_12-BP-Solar.csv'\n", - "\n", - "df = pd.read_csv(file_name)\n", - "try:\n", - " df.columns = [col.decode('utf-8') for col in df.columns]\n", - "except AttributeError:\n", - " pass # Python 3 strings are already unicode literals\n", - "df = df.rename(columns = {\n", - " u'12 BP Solar - Active Power (kW)':'power',\n", - " u'12 BP Solar - Wind Speed (m/s)': 'wind_speed',\n", - " u'12 BP Solar - Weather Temperature Celsius (\\xb0C)': 'Tamb',\n", - " u'12 BP Solar - Global Horizontal Radiation (W/m\\xb2)': 'ghi',\n", - " u'12 BP Solar - Diffuse Horizontal Radiation (W/m\\xb2)': 'dhi'\n", - "})\n", - "\n", - "# Specify the Metadata\n", - "meta = {\"latitude\": -23.762028,\n", - " \"longitude\": 133.874886,\n", - " \"timezone\": 'Australia/North',\n", - " \"gamma_pdc\": -0.005,\n", - " \"azimuth\": 0,\n", - " \"tilt\": 20,\n", - " \"power_dc_rated\": 5100.0,\n", - " \"temp_model_params\": pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']}\n", - "\n", - "df.index = pd.to_datetime(df.Timestamp)\n", - "# TZ is required for irradiance transposition\n", - "df.index = df.index.tz_localize(meta['timezone'], ambiguous = 'infer') \n", - "\n", - "# Explicitly trim the dates so that runs of this example notebook \n", - "# are comparable when the sourec dataset has been downloaded at different times\n", - "df = df['2008-11-11':'2017-05-15']\n", - "\n", - "# Chage power from kilowatts to watts\n", - "df['power'] = df.power * 1000.0\n", - "\n", - "# There is some missing data, but we can infer the frequency from the first several data points\n", - "freq = pd.infer_freq(df.index[:10])\n", - "\n", - "# Then set the frequency of the dataframe.\n", - "# It is reccomended not to up- or downsample at this step\n", - "# but rather to use interpolate to regularize the time series\n", - "# to it's dominant or underlying frequency. Interpolate is not\n", - "# generally recomended for downsampleing in this applicaiton.\n", - "df = rdtools.interpolate(df, freq, pd.to_timedelta('15 minutes'))\n", - "\n", - "# Calculate energy yield in Wh\n", - "df['energy'] = rdtools.energy_from_power(df.power, max_timedelta=pd.to_timedelta('15 minutes'))\n", - "\n", - "# Calculate POA irradiance from DHI, GHI inputs\n", - "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", - "sun = loc.get_solarposition(df.index)\n", - "\n", - "# calculate the POA irradiance\n", - "sky = pvlib.irradiance.isotropic(meta['tilt'], df.dhi)\n", - "df['dni'] = (df.ghi - df.dhi)/np.cos(np.deg2rad(sun.zenith))\n", - "beam = pvlib.irradiance.beam_component(meta['tilt'], meta['azimuth'], sun.zenith, sun.azimuth, df.dni)\n", - "df['poa'] = beam + sky\n", - "\n", - "# Calculate cell temperature\n", - "df['Tcell'] = pvlib.temperature.sapm_cell(df.poa, df.Tamb, df.wind_speed, **meta['temp_model_params'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1: Normalize" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "# Specify the keywords for the pvwatts model\n", - "pvwatts_kws = {\"poa_global\" : df.poa,\n", - " \"power_dc_rated\" : meta['power_dc_rated'],\n", - " \"temperature_cell\" : df.Tcell,\n", - " \"poa_global_ref\" : 1000,\n", - " \"temperature_cell_ref\": 25,\n", - " \"gamma_pdc\" : meta['gamma_pdc']}\n", - "\n", - "# Calculate the normaliztion, the function also returns the relevant insolation for\n", - "# each point in the normalized PV energy timeseries\n", - "normalized, insolation = rdtools.normalize_with_pvwatts(df.energy, pvwatts_kws)\n", - "\n", - "df['normalized'] = normalized\n", - "df['insolation'] = insolation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2: Filter" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# Calculate a collection of boolean masks that can be used\n", - "# to filter the time series\n", - "normalized_mask = rdtools.normalized_filter(df['normalized'])\n", - "poa_mask = rdtools.poa_filter(df['poa'])\n", - "tcell_mask = rdtools.tcell_filter(df['Tcell'])\n", - "clip_mask = rdtools.clip_filter(df['power'])\n", - "\n", - "# filter the time series and keep only the columns needed for the\n", - "# remaining steps\n", - "filtered = df[normalized_mask & poa_mask & tcell_mask & clip_mask]\n", - "filtered = filtered[['insolation', 'normalized']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3: Aggregate and remove outliers" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Calculate the daily normalized energy\n", - "daily = rdtools.aggregation_insol(filtered.normalized, filtered.insolation, frequency = 'D')\n", - "\n", - "# Plot unfiltered data\n", - "fig, ax = plt.subplots(figsize=(8, 4))\n", - "ax.plot(daily.index, daily, 'o', color='r', alpha=.7)\n", - "ax.set_ylim(0.6, 1.1)\n", - "fig.autofmt_xdate()\n", - "ax.set_ylabel('Normalized energy');\n", - "\n", - "# The CODS algorithm typically performs better if outliers are removed,\n", - "# for instance in this manner\n", - "rolling_median = daily.rolling(15, 1, center=True).median()\n", - "noise = (daily - rolling_median).abs()\n", - "Q3, Q1 = noise.quantile(.75), noise.quantile(.25)\n", - "outliers = noise > Q3 + 3 * (Q3 - Q1)\n", - "daily[outliers] = np.nan\n", - "\n", - "# Plot filtered data\n", - "ax.plot(daily.index, daily, 'o', alpha=.7)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4: Run CODS\n", - "\n", - "CODS can be run in two ways - either by setting up an instance of `rdtools.soiling.CODSAnalysis` and running the method `run_bootstrap`, or by directly running `rdtools.soiling.soiling_cods`. Here we will show how to do the first option, as this makes more information available, and since the second option is more straightforward. We start by setting up an instance of `rdtools.soiling.CODSAnalysis`:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "CODS = CODSAnalysis(daily)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We continue to run `run_bootstrap`. The parameter `reps` decides how many repetitions of the bootstrapping procedure should be performed. `reps` needs to be a multiple of 16, and the minimum is 16. However, to give real confidence intervals, we recommend running it with 512 repetitions. In this case we use 16 to to avoid overly much time use. The parameter `verbose` decides whether to output information about the process during the calculation." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initially fitting 16 models\n", - "# 16 | Used: 1.8 min | Left: 0.0 min | Progress: [----------------------------->] 100 %\n", - " order dt pt ff RMSE SR==1 weights \\\n", - "0 (SR, SC, Rd) 0.25 0.666667 True 0.016755 0.137289 0.064653 \n", - "1 (SR, SC, Rd) 0.25 0.666667 False 0.016978 0.155571 0.062793 \n", - "2 (SR, SC, Rd) 0.25 1.500000 True 0.016847 0.166954 0.062662 \n", - "3 (SR, SC, Rd) 0.25 1.500000 False 0.016872 0.166954 0.062572 \n", - "4 (SR, SC, Rd) 0.75 0.666667 True 0.016895 0.143153 0.063785 \n", - "5 (SR, SC, Rd) 0.75 0.666667 False 0.017056 0.143153 0.063185 \n", - "6 (SR, SC, Rd) 0.75 1.500000 True 0.016964 0.167299 0.062213 \n", - "7 (SR, SC, Rd) 0.75 1.500000 False 0.017116 0.199034 0.060028 \n", - "8 (SC, SR, Rd) 0.25 0.666667 True 0.016884 0.153501 0.063254 \n", - "9 (SC, SR, Rd) 0.25 0.666667 False 0.016964 0.161090 0.062548 \n", - "10 (SC, SR, Rd) 0.25 1.500000 True 0.016836 0.166954 0.062706 \n", - "11 (SC, SR, Rd) 0.25 1.500000 False 0.016885 0.175578 0.062064 \n", - "12 (SC, SR, Rd) 0.75 0.666667 True 0.016906 0.143843 0.063706 \n", - "13 (SC, SR, Rd) 0.75 0.666667 False 0.017072 0.153501 0.062559 \n", - "14 (SC, SR, Rd) 0.75 1.500000 True 0.016984 0.172473 0.061867 \n", - "15 (SC, SR, Rd) 0.75 1.500000 False 0.017168 0.208003 0.059404 \n", - "\n", - " small_soiling_signal \n", - "0 False \n", - "1 False \n", - "2 False \n", - "3 False \n", - "4 False \n", - "5 False \n", - "6 False \n", - "7 False \n", - "8 False \n", - "9 False \n", - "10 False \n", - "11 False \n", - "12 False \n", - "13 False \n", - "14 False \n", - "15 False \n", - "\n", - "Bootstrapping for uncertainty analysis (16 realizations):\n", - "# 16 | Used: 0.5 min | Left: 0.0 min | Progress: [----------------------------->] 100 %\n", - "Final RMSE: 0.01722\n" - ] - } - ], - "source": [ - "results_df, degradation, soiling_loss = CODS.run_bootstrap(reps=16, verbose=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Another alternative, if you don't need confidence intervals, is to run the `iterative_signal_decomposition`-method. It gives you all the different component estimates, but it does not use time on doing bootstrapping, so it is much faster than the `run_bootstrap`-method:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " soiling_ratio soiling_rates cleaning_events \\\n", - "2008-11-14 00:00:00+09:30 1.0 -0.005374 False \n", - "2008-11-15 00:00:00+09:30 1.0 0.000000 False \n", - "2008-11-16 00:00:00+09:30 1.0 0.000000 False \n", - "2008-11-17 00:00:00+09:30 1.0 0.000000 False \n", - "2008-11-18 00:00:00+09:30 1.0 0.000000 False \n", - "\n", - " seasonal_component degradation_trend total_model \\\n", - "2008-11-14 00:00:00+09:30 0.993214 1.000000 0.891288 \n", - "2008-11-15 00:00:00+09:30 0.993258 0.999985 0.891314 \n", - "2008-11-16 00:00:00+09:30 0.993304 0.999969 0.891342 \n", - "2008-11-17 00:00:00+09:30 0.993353 0.999954 0.891372 \n", - "2008-11-18 00:00:00+09:30 0.993404 0.999938 0.891404 \n", - "\n", - " residuals \n", - "2008-11-14 00:00:00+09:30 0.903519 \n", - "2008-11-15 00:00:00+09:30 0.937192 \n", - "2008-11-16 00:00:00+09:30 NaN \n", - "2008-11-17 00:00:00+09:30 NaN \n", - "2008-11-18 00:00:00+09:30 0.912726 " - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_out, CODS_results_dict = \\\n", - " CODS.iterative_signal_decomposition()\n", - "df_out.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5: Visualize the results" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Avg. Soiling loss 1.854 (1.436, 2.300) (%)\n", - "Degradation rate -0.555 (-0.647, -0.474) (%)\n" - ] - } - ], - "source": [ - "# The average soiling loss over the period with 95 % confidence intervals\n", - "# can be accessed through the soiling_loss attribute of CODS\n", - "soiling_loss = CODS.soiling_loss\n", - "print('Avg. Soiling loss {:.3f} ({:.3f}, {:.3f}) (%)'.format(soiling_loss[0], soiling_loss[1], soiling_loss[2]))\n", - "\n", - "# The estimated degradatio rate over the period with 95 % confidence intervals\n", - "# can be accessed through the degradation attribute of CODS\n", - "degradation = CODS.degradation\n", - "print('Degradation rate {:.3f} ({:.3f}, {:.3f}) (%)'.format(degradation[0], degradation[1], degradation[2]))" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "tags": [ - "nbsphinx-thumbnail" - ] - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# The dataframe containing the time series of the different component fits\n", - "# can be accessed through CODS.result_df\n", - "result_df = CODS.result_df\n", - "\n", - "# Let us plot the time series of the results\n", - "# First: daily normalized energy along with the total model fit and degradation trend\n", - "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(10, 8))\n", - "ax1.plot(daily.index, daily, 'o', alpha = 0.3)\n", - "ax1.plot(result_df.index, result_df.degradation_trend * CODS.residual_shift, color='g', linewidth=1,\n", - " label='Degradation trend')\n", - "ax1.plot(result_df.index, result_df.degradation_trend * result_df.seasonal_component * CODS.residual_shift,\n", - " color='C1', linewidth=1, label='Degradation * seasonal component * residual shift')\n", - "ax1.plot(result_df.index, result_df.total_model, color='k', linewidth=1,\n", - " label='model fit')\n", - "ax1.set_ylim(0.6, 1.1)\n", - "ax1.set_ylabel('Normalized\\nenergy')\n", - "ax1.legend(bbox_to_anchor=(0.075, 1.1))\n", - "\n", - "# Second: soiling ratio with 95 % confidence intervals\n", - "ax2.plot(result_df.index, result_df.soiling_ratio, color='r', linewidth=1,\n", - " label='Soiling Ratio')\n", - "ax2.fill_between(result_df.index, result_df.SR_low, result_df.SR_high,\n", - " color='r', alpha=.1, label='95 % confidence interval')\n", - "ax2.set_ylabel('Soiling Ratio')\n", - "ax2.legend()\n", - "\n", - "# Third: The residuals\n", - "ax3.plot(result_df.index, result_df.residuals, color='k', linewidth=1)\n", - "ax3.set_ylabel('Residuals');\n", - "\n", - "fig.autofmt_xdate()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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2016-10-18 00:00:00+09:300.968839-0.0007880.0699250.9894410.9560100.8191140.8900610.9609550.974488-0.001528-0.0005230.968502-0.0009610.9871230.9922190.8217380.836060
2016-10-19 00:00:00+09:300.968051-0.0007870.0000000.9894460.9559950.8184390.9060980.9595260.972967-0.001528-0.0005220.967544-0.0009600.9872120.9922130.8211400.836032
2016-10-20 00:00:00+09:300.967265-0.0007860.0000000.9894540.9559800.8177680.9074130.9580980.971972-0.001528-0.0005220.966587-0.0009600.9872490.9922100.8205430.836005
2016-10-21 00:00:00+09:300.973523-0.0004220.0000000.9894640.9559650.8230540.9499430.9571600.971610-0.001501-0.0004840.965998-0.0009390.9872860.9922090.8203960.836119
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2899 rows × 17 columns

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" - ], - "text/plain": [ - " soiling_ratio soiling_rates cleaning_events \\\n", - "2008-11-14 00:00:00+09:30 1.000000 -0.005341 0.000000 \n", - "2008-11-15 00:00:00+09:30 1.000000 0.000000 0.000000 \n", - "2008-11-16 00:00:00+09:30 1.000000 0.000000 0.000000 \n", - "2008-11-17 00:00:00+09:30 1.000000 0.000000 0.000000 \n", - "2008-11-18 00:00:00+09:30 1.000000 0.000000 0.000000 \n", - "... ... ... ... \n", - "2016-10-17 00:00:00+09:30 0.969627 -0.000790 0.121848 \n", - "2016-10-18 00:00:00+09:30 0.968839 -0.000788 0.069925 \n", - "2016-10-19 00:00:00+09:30 0.968051 -0.000787 0.000000 \n", - "2016-10-20 00:00:00+09:30 0.967265 -0.000786 0.000000 \n", - "2016-10-21 00:00:00+09:30 0.973523 -0.000422 0.000000 \n", - "\n", - " seasonal_component degradation_trend total_model \\\n", - "2008-11-14 00:00:00+09:30 0.990558 1.000000 0.885361 \n", - "2008-11-15 00:00:00+09:30 0.990636 0.999985 0.885417 \n", - "2008-11-16 00:00:00+09:30 0.990716 0.999970 0.885475 \n", - "2008-11-17 00:00:00+09:30 0.990798 0.999954 0.885535 \n", - "2008-11-18 00:00:00+09:30 0.990883 0.999939 0.885597 \n", - "... ... ... ... \n", - "2016-10-17 00:00:00+09:30 0.989440 0.956025 0.819793 \n", - "2016-10-18 00:00:00+09:30 0.989441 0.956010 0.819114 \n", - "2016-10-19 00:00:00+09:30 0.989446 0.955995 0.818439 \n", - "2016-10-20 00:00:00+09:30 0.989454 0.955980 0.817768 \n", - "2016-10-21 00:00:00+09:30 0.989464 0.955965 0.823054 \n", - "\n", - " residuals SR_low SR_high rates_low \\\n", - "2008-11-14 00:00:00+09:30 0.905941 0.994225 1.000000 -0.005210 \n", - "2008-11-15 00:00:00+09:30 0.939673 0.994684 1.000000 0.000000 \n", - "2008-11-16 00:00:00+09:30 NaN 0.990896 1.000000 -0.000450 \n", - "2008-11-17 00:00:00+09:30 NaN 0.990092 1.000000 -0.000900 \n", - "2008-11-18 00:00:00+09:30 0.915047 0.988270 1.000000 -0.004436 \n", - "... ... ... ... ... \n", - "2016-10-17 00:00:00+09:30 0.872090 0.962384 0.976346 -0.001528 \n", - "2016-10-18 00:00:00+09:30 0.890061 0.960955 0.974488 -0.001528 \n", - "2016-10-19 00:00:00+09:30 0.906098 0.959526 0.972967 -0.001528 \n", - "2016-10-20 00:00:00+09:30 0.907413 0.958098 0.971972 -0.001528 \n", - "2016-10-21 00:00:00+09:30 0.949943 0.957160 0.971610 -0.001501 \n", - "\n", - " rates_high bt_soiling_ratio bt_soiling_rates \\\n", - "2008-11-14 00:00:00+09:30 -0.000645 0.870846 -0.002532 \n", - "2008-11-15 00:00:00+09:30 0.000000 0.870787 -0.000067 \n", - "2008-11-16 00:00:00+09:30 0.000000 0.927635 -0.000412 \n", - "2008-11-17 00:00:00+09:30 0.000000 0.927152 -0.000734 \n", - "2008-11-18 00:00:00+09:30 0.000000 0.995945 -0.001552 \n", - "... ... ... ... \n", - "2016-10-17 00:00:00+09:30 -0.000530 0.969440 -0.000962 \n", - "2016-10-18 00:00:00+09:30 -0.000523 0.968502 -0.000961 \n", - "2016-10-19 00:00:00+09:30 -0.000522 0.967544 -0.000960 \n", - "2016-10-20 00:00:00+09:30 -0.000522 0.966587 -0.000960 \n", - "2016-10-21 00:00:00+09:30 -0.000484 0.965998 -0.000939 \n", - "\n", - " seasonal_low seasonal_high model_low model_high \n", - "2008-11-14 00:00:00+09:30 0.987448 0.993431 0.889557 0.896195 \n", - "2008-11-15 00:00:00+09:30 0.987471 0.993522 0.889546 0.896180 \n", - "2008-11-16 00:00:00+09:30 0.987498 0.993616 0.888679 0.895974 \n", - "2008-11-17 00:00:00+09:30 0.987528 0.993710 0.886391 0.895959 \n", - "2008-11-18 00:00:00+09:30 0.987563 0.993807 0.886462 0.895439 \n", - "... ... ... ... ... \n", - "2016-10-17 00:00:00+09:30 0.987038 0.992228 0.822338 0.836088 \n", - "2016-10-18 00:00:00+09:30 0.987123 0.992219 0.821738 0.836060 \n", - "2016-10-19 00:00:00+09:30 0.987212 0.992213 0.821140 0.836032 \n", - "2016-10-20 00:00:00+09:30 0.987249 0.992210 0.820543 0.836005 \n", - "2016-10-21 00:00:00+09:30 0.987286 0.992209 0.820396 0.836119 \n", - "\n", - "[2899 rows x 17 columns]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "result_df" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/degradation_and_soiling_example.ipynb b/docs/degradation_and_soiling_example.ipynb index e8ab9dea4..c4b31baa9 100644 --- a/docs/degradation_and_soiling_example.ipynb +++ b/docs/degradation_and_soiling_example.ipynb @@ -4,29 +4,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Degradation and soiling example with clearsky workflow\n", + "# Degradation and soiling example\n", "\n", "\n", - "This juypter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) These environments and examples are tested with Python 3.10.\n", + "This jupyter notebook is intended to the RdTools trend analysis workflow using the functional API. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) These environments and examples are tested with Python 3.12.\n", "\n", "The calculations consist of several steps illustrated here:\n", "
    \n", "
  1. Import and preliminary calculations
    2. \n", "
  2. Normalize data using a performance metric
    3. \n", - "
  3. Filter data that creates bias
    4. \n", + "
  4. Filter data to reduce error
    5. \n", "
  5. Aggregate data
    6. \n", + "
  6. Post-aggregation filter
    7. \n", "
  7. Analyze aggregated data to estimate the degradation rate
    8. \n", "
  8. Analyze aggregated data to estimate the soiling loss
    9. \n", "
\n", "\n", - "After demonstrating these steps using sensor data, a modified version of the workflow is illustrated using modled clear sky irradiance and temperature. The results from the two methods are compared\n", + "Earlier versions of this notebook (RdTools<3.0) included a clear sky workflow in order to check the results for bias from sensor drift. With the wide availability of satellite data, we now recommend repeating the analysis with satellite data to double check the sensor-based result. This is illustrated using the object-oriented API in `TrendAnalysis_example_NSRDB.ipynb`\n", "\n", - "This notebook works with public data from the the Desert Knowledge Australia Solar Centre. Please download the site data from Site 12, and unzip the csv file in the folder:\n", - "./rdtools/docs/\n", - "\n", - "Note this example was run with data downloaded on Sept. 28, 2018. An older version of the data gave different sensor-based results. If you have an older version of the data and are getting different results, please try redownloading the data.\n", - "\n", - "http://dkasolarcentre.com.au/download?location=alice-springs" + "This notebook works with data from the NREL PVDAQ `[4] NREL x-Si #1` system. Note that because this system does not experience significant soiling, the dataset contains a synthesized soiling signal for use in the soiling section of the example. This notebook automatically downloads and locally caches the dataset used in this example. The data can also be found on the DuraMAT Datahub (https://datahub.duramat.org/dataset/pvdaq-time-series-with-soiling-signal)." ] }, { @@ -35,7 +31,6 @@ "metadata": {}, "outputs": [], "source": [ - "from datetime import timedelta\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -79,13 +74,13 @@ "## 0: Import and preliminary calculations\n", "\n", "\n", - "This section prepares the data necesary for an `rdtools` calculation. The first step of the `rdtools` workflow is normaliztion, which requires a time series of energy yield, a time series of cell temperature, and a time series of irradiance, along with some metadata (see Step 1: Normalize)\n", + "This section prepares the data necessary for an `rdtools` calculation. The first step of the `rdtools` workflow is normalization, which requires a time series of energy yield, a time series of cell temperature, and a time series of irradiance, along with some metadata (see Step 1: Normalize)\n", "\n", - "The following section loads the data, adjusts units where needed, and renames the critical columns. The irradiance sensor data source is transposed to plane-of-array, and the temperature sensor data source is converted into estimated cell temperature.\n", + "The following section loads the data, adjusts units where needed, and renames the critical columns. The ambient temperature sensor data source is converted into estimated cell temperature. This dataset already has plane-of-array irradiance data, so no transposition is necessary.\n", "\n", "A common challenge is handling datasets with and without daylight savings time. Make sure to specify a `pytz` timezone that does or does not include daylight savings time as appropriate for your dataset.\n", "\n", - "The steps of this section may change depending on your data source or the system being considered. Note that nothing in this first section utlizes the `rdtools` library. Transposition of irradiance and modeling of cell temperature are generally outside the scope of `rdtools`. A variety of tools for these calculations are avaialble in [pvlib](https://github.com/pvlib/pvlib-python)." + "The steps of this section may change depending on your data source or the system being considered. Transposition of irradiance and modeling of cell temperature are generally outside the scope of `rdtools`. A variety of tools for these calculations are available in [pvlib](https://github.com/pvlib/pvlib-python)." ] }, { @@ -95,7 +90,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -105,74 +100,94 @@ } ], "source": [ - "file_name = '84-Site_12-BP-Solar.csv'\n", + "# Import the example data\n", + "file_url = ('https://datahub.duramat.org/dataset/'\n", + " 'a49bb656-7b36-437a-8089-1870a40c2a7d/'\n", + " 'resource/d2c3fcf4-4f5f-47ad-8743-fc29'\n", + " 'f1356835/download/pvdaq_system_4_2010'\n", + " '-2016_subset_soil_signal.csv')\n", + "cache_file = 'PVDAQ_system_4_2010-2016_subset_soilsignal.pickle'\n", "\n", - "df = pd.read_csv(file_name)\n", "try:\n", - " df.columns = [col.decode('utf-8') for col in df.columns]\n", - "except AttributeError:\n", - " pass # Python 3 strings are already unicode literals\n", + " df = pd.read_pickle(cache_file)\n", + "except FileNotFoundError:\n", + " df = pd.read_csv(file_url, index_col=0, parse_dates=True)\n", + " df.to_pickle(cache_file)\n", + "\n", "df = df.rename(columns = {\n", - " u'12 BP Solar - Active Power (kW)':'power',\n", - " u'12 BP Solar - Wind Speed (m/s)': 'wind_speed',\n", - " u'12 BP Solar - Weather Temperature Celsius (\\xb0C)': 'Tamb',\n", - " u'12 BP Solar - Global Horizontal Radiation (W/m\\xb2)': 'ghi',\n", - " u'12 BP Solar - Diffuse Horizontal Radiation (W/m\\xb2)': 'dhi'\n", + " 'ambient_temp': 'Tamb',\n", + " 'poa_irradiance': 'poa',\n", "})\n", "\n", "# Specify the Metadata\n", - "meta = {\"latitude\": -23.762028,\n", - " \"longitude\": 133.874886,\n", - " \"timezone\": 'Australia/North',\n", + "meta = {\"latitude\": 39.7406,\n", + " \"longitude\": -105.1774,\n", + " \"timezone\": 'Etc/GMT+7',\n", " \"gamma_pdc\": -0.005,\n", - " \"azimuth\": 0,\n", - " \"tilt\": 20,\n", - " \"power_dc_rated\": 5100.0,\n", - " \"temp_model_params\": pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']}\n", - "\n", - "df.index = pd.to_datetime(df.Timestamp)\n", - "# TZ is required for irradiance transposition\n", - "df.index = df.index.tz_localize(meta['timezone'], ambiguous = 'infer') \n", + " \"azimuth\": 180,\n", + " \"tilt\": 40,\n", + " \"power_dc_rated\": 1000.0,\n", + " \"temp_model_params\":\n", + " pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']}\n", "\n", - "# Explicitly trim the dates so that runs of this example notebook \n", - "# are comparable when the sourec dataset has been downloaded at different times\n", - "df = df['2008-11-11':'2017-05-15']\n", + "df.index = df.index.tz_localize(meta['timezone'])\n", "\n", - "# Chage power from kilowatts to watts\n", - "df['power'] = df.power * 1000.0\n", - "\n", - "# There is some missing data, but we can infer the frequency from the first several data points\n", + "# There is some missing data, but we can infer the frequency from\n", + "# the first several data points\n", "freq = pd.infer_freq(df.index[:10])\n", "\n", "# Then set the frequency of the dataframe.\n", - "# It is reccomended not to up- or downsample at this step\n", + "# It is recommended not to up- or downsample at this step\n", "# but rather to use interpolate to regularize the time series\n", - "# to it's dominant or underlying frequency. Interpolate is not\n", - "# generally recomended for downsampleing in this applicaiton.\n", + "# to its dominant or underlying frequency. Interpolate is not\n", + "# generally recommended for downsampling in this application.\n", "df = rdtools.interpolate(df, freq)\n", "\n", - "# Calculate energy yield in Wh\n", - "df['energy'] = rdtools.energy_from_power(df.power)\n", - "\n", - "# Calculate POA irradiance from DHI, GHI inputs\n", - "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", - "sun = loc.get_solarposition(df.index)\n", - "\n", - "# calculate the POA irradiance\n", - "sky = pvlib.irradiance.isotropic(meta['tilt'], df.dhi)\n", - "df['dni'] = (df.ghi - df.dhi)/np.cos(np.deg2rad(sun.zenith))\n", - "beam = pvlib.irradiance.beam_component(meta['tilt'], meta['azimuth'], sun.zenith, sun.azimuth, df.dni)\n", - "df['poa'] = beam + sky\n", - "\n", "# Calculate cell temperature\n", - "df['Tcell'] = pvlib.temperature.sapm_cell(df.poa, df.Tamb, df.wind_speed, **meta['temp_model_params'])\n", + "df['Tcell'] = pvlib.temperature.sapm_cell(df.poa, df.Tamb,\n", + " df.wind_speed, **meta['temp_model_params'])\n", "\n", "# plot the AC power time series\n", "fig, ax = plt.subplots(figsize=(4,3))\n", - "ax.plot(df.index, df.power, 'o', alpha = 0.01)\n", - "ax.set_ylim(0,7000)\n", + "ax.plot(df.index, df.ac_power, 'o', alpha=0.01)\n", + "ax.set_ylim(0,1500)\n", + "fig.autofmt_xdate()\n", + "ax.set_ylabel('AC Power (W)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example dataset includes a synthetic soiling signal that can be applied onto the PV power data to illustrate the soiling loss and detection capabilities of RdTools. AC Power is multiplied by soiling to create the synthetic 'power' channel" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(4,3))\n", + "ax.plot(df.index, df.soiling, 'o', alpha=0.01)\n", + "#ax.set_ylim(0,1500)\n", "fig.autofmt_xdate()\n", - "ax.set_ylabel('AC Power (W)');" + "ax.set_ylabel('soiling signal')\n", + "plt.show()\n", + "\n", + "df['power'] = df['ac_power'] * df['soiling']" ] }, { @@ -181,17 +196,17 @@ "source": [ "## 1: Normalize\n", "\n", - "Data normalization is achieved with `rdtools.normalize_with_pvwatts()`. We provide a time sereis of energy, along with keywords used to run a pvwatts model of the system. More information available in the docstring." + "Data normalization is achieved with `rdtools.normalize_with_expected_power()`. This function can be used to normalize to any modeled or expected power. Note that realized PV output can be given as energy, rather than power, by using an optional key word argument. " ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -201,17 +216,15 @@ } ], "source": [ - "# Specify the keywords for the pvwatts model\n", - "pvwatts_kws = {\"poa_global\" : df.poa,\n", - " \"power_dc_rated\" : meta['power_dc_rated'],\n", - " \"temperature_cell\" : df.Tcell,\n", - " \"poa_global_ref\" : 1000,\n", - " \"temperature_cell_ref\": 25,\n", - " \"gamma_pdc\" : meta['gamma_pdc']}\n", + "# Calculate the expected power with a simple PVWatts DC model\n", + "modeled_power = pvlib.pvsystem.pvwatts_dc(df['poa'], df['Tcell'], meta['power_dc_rated'],\n", + " meta['gamma_pdc'], 25.0 )\n", "\n", - "# Calculate the normaliztion, the function also returns the relevant insolation for\n", + "# Calculate the normalization, the function also returns the relevant insolation for\n", "# each point in the normalized PV energy timeseries\n", - "normalized, insolation = rdtools.normalize_with_pvwatts(df.energy, pvwatts_kws)\n", + "normalized, insolation = rdtools.normalize_with_expected_power(df['power'],\n", + " modeled_power,\n", + " df['poa'])\n", "\n", "df['normalized'] = normalized\n", "df['insolation'] = insolation\n", @@ -221,7 +234,8 @@ "ax.plot(normalized.index, normalized, 'o', alpha = 0.05)\n", "ax.set_ylim(0,2)\n", "fig.autofmt_xdate()\n", - "ax.set_ylabel('Normalized energy');" + "ax.set_ylabel('Normalized energy')\n", + "plt.show()" ] }, { @@ -232,17 +246,17 @@ "\n", "Data filtering is used to exclude data points that represent invalid data, create bias in the analysis, or introduce significant noise.\n", "\n", - "It can also be useful to remove outages and outliers. Sometimes outages appear as low but non-zero yield. Automatic functions for this are not yet included in `rdtools`. Such filters should be implimented by the analyst if needed." + "It can also be useful to remove outages and outliers. Sometimes outages appear as low but non-zero yield. Automatic functions for outage detection are not yet included in `rdtools`. However, this example does filter out data points where the normalized energy is less than 1%. System-specific filters should be implemented by the analyst if needed." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -257,6 +271,8 @@ "normalized_mask = rdtools.normalized_filter(df['normalized'])\n", "poa_mask = rdtools.poa_filter(df['poa'])\n", "tcell_mask = rdtools.tcell_filter(df['Tcell'])\n", + "# Note: This clipping mask may be disabled when you are sure the system is not\n", + "# experiencing clipping due to high DC/AC ratio\n", "clip_mask = rdtools.clip_filter(df['power'])\n", "\n", "# filter the time series and keep only the columns needed for the\n", @@ -268,7 +284,92903 @@ "ax.plot(filtered.index, filtered.normalized, 'o', alpha = 0.05)\n", "ax.set_ylim(0,2)\n", "fig.autofmt_xdate()\n", - "ax.set_ylabel('Normalized energy');" + "ax.set_ylabel('Normalized energy')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Filter visualization example: different clipping filters\n", + "\n", + "RdTools provides functions to visualize and tune filters for different applications. In this example, we take a subset of the data, apply an artificial clipping signal, and visualize the results of three different clipping filter methods." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Apply an artificial clipping signal to a subset of the data\n", + "example_subset = df.iloc[0:15000].copy()\n", + "example_subset.loc[example_subset['ac_power']>800,'ac_power']=800\n", + "\n", + "# Generate clipping masks with each of the available methods\n", + "clip_mask_quantile = rdtools.clip_filter(example_subset['ac_power'], 'quantile')\n", + "clip_mask_xgboost = rdtools.clip_filter(example_subset['ac_power'], 'xgboost')\n", + "clip_mask_logic = rdtools.clip_filter(example_subset['ac_power'], 'logic')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "mask=True
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# NBVAL_IGNORE_OUTPUT\n", + "rdtools.tune_filter_plot(example_subset['ac_power'], clip_mask_logic)" ] }, { @@ -282,12 +93194,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -297,32 +93209,57 @@ } ], "source": [ - "daily = rdtools.aggregation_insol(filtered.normalized, filtered.insolation, frequency = 'D')\n", + "daily = rdtools.aggregation_insol(filtered.normalized, filtered.insolation,\n", + " frequency = 'D')\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(daily.index, daily, 'o', alpha = 0.1)\n", "ax.set_ylim(0,2)\n", "fig.autofmt_xdate()\n", - "ax.set_ylabel('Normalized energy');" + "ax.set_ylabel('Normalized energy')\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 4: Degradation calculation\n", + "## 4: Post-aggregation filter\n", "\n", - "Data is then analyzed to estimate the degradation rate representing the PV system behavior. The results are visualized and statistics are reported, including the 68.2% confidence interval, and the P95 exceedence value." + "RdTools 3 introduces the step of post aggregation filtering to further reduce the influence of anomolous data" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": {}, + "outputs": [], + "source": [ + "two_way_mask = rdtools.two_way_window_filter(daily)\n", + "daily_filtered = daily[two_way_mask].resample('D').asfreq()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5: Degradation calculation\n", + "\n", + "Data is then analyzed to estimate the degradation rate representing the PV system behavior. The results are visualized and statistics are reported, including the 68.2% confidence interval, and the P95 exceedance value." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "tags": [ + "nbsphinx-thumbnail" + ] + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -333,42 +93270,64 @@ ], "source": [ "# Calculate the degradation rate using the YoY method\n", - "yoy_rd, yoy_ci, yoy_info = rdtools.degradation_year_on_year(daily, confidence_level=68.2)\n", - "# Note the default confidence_level of 68.2 is approrpriate if you would like to \n", + "yoy_rd, yoy_ci, yoy_info = rdtools.degradation_year_on_year(daily_filtered, confidence_level=68.2)\n", + "# Note the default confidence_level of 68.2 is appropriate if you would like to\n", "# report a confidence interval analogous to the standard deviation of a normal\n", "# distribution. The size of the confidence interval is adjustable by setting the\n", "# confidence_level variable.\n", "\n", "# Visualize the results\n", "\n", - "degradation_fig = rdtools.degradation_summary_plots(yoy_rd, yoy_ci, yoy_info, daily,\n", - " summary_title='Sensor-based degradation results',\n", - " scatter_ymin=0.5, scatter_ymax=1.1,\n", - " hist_xmin=-30, hist_xmax=45)" + "degradation_fig = rdtools.degradation_summary_plots(\n", + " yoy_rd, yoy_ci, yoy_info, daily_filtered,\n", + " summary_title='Sensor-based degradation results',\n", + " scatter_ymin=0.5, scatter_ymax=1.1,\n", + " hist_xmin=-30, hist_xmax=45, bins=100\n", + ")\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In addition to the confidence interval, the year-on-year method yields an exceedence value (e.g. P95), the degradation rate that was exceeded (slower degradation) with a given probability level. The probability level is set via the `exceedence_prob` keyword in `degradation_year_on_year`." + "In addition to the confidence interval, the year-on-year method yields an exceedance value (e.g. P95), the degradation rate that was exceeded (slower degradation) with a given probability level. The probability level is set via the `exceedance_prob` keyword in `degradation_year_on_year`." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The P95 exceedance level is -0.73%/yr\n" + ] + } + ], + "source": [ + "print(f\"The P95 exceedance level is {yoy_info['exceedance_level']:.2f}%/yr\" )" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level is -0.59%/yr\n" + "-0.501\n", + "[-0.611 -0.322]\n" ] } ], "source": [ - "print('The P95 exceedance level is %.2f%%/yr' % yoy_info['exceedance_level'])" + "print(np.round(yoy_rd, 3))\n", + "print(np.round(yoy_ci, 3))" ] }, { @@ -377,24 +93336,24 @@ "source": [ "## 5: Soiling calculations \n", "\n", - "This section illustrates how the aggreagated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.1\n", + "This section illustrates how the aggregated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.¹ Since our example system doesn't experience much soiling, we apply an artificially generated soiling signal, just for the sake of example.\n", "\n", - "1M. G. Deceglie, L. Micheli and M. Muller, \"Quantifying Soiling Loss Directly From PV Yield,\" IEEE Journal of Photovoltaics, vol. 8, no. 2, pp. 547-551, March 2018. doi: 10.1109/JPHOTOV.2017.2784682" + "¹ M. G. Deceglie, L. Micheli and M. Muller, \"Quantifying Soiling Loss Directly From PV Yield,\" IEEE Journal of Photovoltaics, vol. 8, no. 2, pp. 547-551, March 2018. doi: 10.1109/JPHOTOV.2017.2784682" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/soiling.py:14: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n", - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/soiling.py:366: UserWarning: 20% or more of the daily data is assigned to invalid soiling intervals. This can be problematic with the \"half_norm_clean\" and \"random_clean\" cleaning assumptions. Consider more permissive validity criteria such as increasing \"max_relative_slope_error\" and/or \"max_negative_step\" and/or decreasing \"min_interval_length\". Alternatively, consider using method=\"perfect_clean\". For more info see https://github.com/NREL/rdtools/issues/272\n", - " warnings.warn('20% or more of the daily data is assigned to invalid soiling '\n" + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/soiling.py:27: UserWarning:\n", + "\n", + "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "\n" ] } ], @@ -402,63 +93361,69 @@ "# Calculate the daily insolation, required for the SRR calculation\n", "daily_insolation = filtered['insolation'].resample('D').sum()\n", "\n", + "# Ensure filtered dataset still has daily frequency\n", + "daily_filtered = daily_filtered.resample('D', origin=\"start_day\").asfreq()\n", + "\n", "# Perform the SRR calculation\n", "from rdtools.soiling import soiling_srr\n", "cl = 68.2\n", - "sr, sr_ci, soiling_info = soiling_srr(daily, daily_insolation, confidence_level=cl)" + "sr, sr_ci, soiling_info = soiling_srr(daily_filtered, daily_insolation,\n", + " confidence_level=cl)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The P50 insolation-weighted soiling ratio is 0.975\n" + "The P50 insolation-weighted soiling ratio is 0.953\n" ] } ], "source": [ - "print('The P50 insolation-weighted soiling ratio is %0.3f'%sr)" + "print(f'The P50 insolation-weighted soiling ratio is {sr:.3f}')" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.972–0.978\n" + "The 68.2% confidence interval for the insolation-weighted soiling ratio is 0.949–0.956\n" ] } ], "source": [ - "print('The %0.1f confidence interval for the insolation-weighted'\n", - " ' soiling ratio is %0.3f–%0.3f'%(cl, sr_ci[0], sr_ci[1]))" + "print(f'The {cl}% confidence interval for the insolation-weighted'\n", + " f' soiling ratio is {sr_ci[0]:.3f}–{sr_ci[1]:.3f}')" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:165: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:172: UserWarning:\n", + "\n", + "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -469,25 +93434,28 @@ ], "source": [ "# Plot Monte Carlo realizations of soiling profiles\n", - "fig = rdtools.plotting.soiling_monte_carlo_plot(soiling_info, daily, profiles=200);" + "fig = rdtools.plotting.soiling_monte_carlo_plot(soiling_info, daily, profiles=200)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:225: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:232: UserWarning:\n", + "\n", + "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "\n" ] }, { "data": { - "image/png": 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\n", 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4YVxXL6u04pLBev3119G9e3f8/fff0Gg0DgYLAMaMGYNNmza5RaC/Uqox4GpJJf85JTm+wcIpEbKoMlhgrWMItEZzo72N1LQ8ZBRpoNaZQADojByulVY2eFxL0zVGjlM3rIb3RoUWIpbhjRUABIisxoAQwMIRnMtTQaM3QSZu41Ioc1yPaGw8ch2ZRRpcLFTjxHUFAGvISaU1IqNIg24xclQZLSjVGByOjQ+TQaVVwxaYFAtZMACEAgY7LxQhWCqs0/jlKXTQGs3IU+ic7l9/KBsnrlfg51NiLL+vNwA4GLD6r5PB5WIN/s4qh9ZoQe+2IYgPC0CZxgCl1gS13oxilR56k4WvqDOKNJCJWehMN8OsZo7gRoUOAhb43/lCdIuR13k9xWo9zBYOxWp9PbqaTl2VfanGgIsFamj0JhACiIQsJEIWIhbQE0AgYBAgZAEwqKgywmjhoNaZkJqWh87RcqTlKKDQmnChQIWeccF82WnIU5jSJw7b0gtwPl/VqCgIYG1E7DhXCK3Rgl0Xi/Hs2E617uO29AKUqA2wRrkJClUGfHEgC1vPFEBnNCNMJkZuhbaJhrVlSMtR4HJxJQCC8/kqXC2phNZkgdnCIVgqwh8XijG2e7RPeFwuGawTJ05gxYoVkEgkqKysXSm2bdsWRUVFzRbnzyi0Rii0JoAQ6E0cfksv4FuOdbWsHhuSiE1Hc8BxHEwWgtvCZY2utMVCFsbqPiBrSxQIDxQ3Wm9LhQCW3NML8749iSKVtbVvtBCIWKvnImQBg9kCkYBFqEwEtc4EjrUarUKVHg8OaHxIz8b9yQlITcuDyUJAAFRUGbFs20XIA0TQGS0ACPZllEAsZGHiCEQsA321d5ecGIaebYNxsUBdHUZjECoToazS2vj46mA2OkfLnd4fmVgAIctAqTVi+faLtZ7xtdJKlGkMKFLp8dCXR9EtVo4u0cENegOBYkF1yNQAldYECyHWCttsgdHMwcQB4AhKKo3Yl1ECncmCTXMGAwDMFutAS/ueQQLAzAHllUbsuljMV/Y1n3tKcjzvobqTbekF2JtRAiHL8BX23kvF2HOpGFVGC+8RmiwWhASIIJdLEUMIAiUCqHRmvj+LAYMqowVn81VY8OMZ9G4bgmK1HiFSEbLLtHwINy1HgcwiDXZeKEKvtiEOz8UWlbhRoYVaZzV2McENDyEp1RhQqjHAaCFQaU14/edz+P5YDpITwx3OL2QZGO1aZ3oTh9wKrdVz54BAiRDb0gvc+r419j3ekpaLjUeuAwDu6NYGGr0R18u0YBigvMpUrR8wmCwghMOCH89AozMhOkSK5ff19prRcslgiUQicFzdHeT5+fkICgpq8nkrKyvx/vvv49ixYzh+/DgUCgU2bNiA2bNnN+p4pVKJV199FVu3boVWq8WgQYPw4YcfemUaKaOZQ7BUiPIqIwRmC87nq3A2T4Uqgxl7M0qw8sG+Dg/9bJ4SITIx3pjcHalpeaioMoJlmEb3P4XJxNa4vpAFyzIIFAthNHN88kVDBbglY/lRQRKUVocBxQIG4UFiiAUscius3oiBcDBZOETJxSjVGCEQsCjTGLB631UcuFKKJff0alRr2UZFlQG2aoKg2ruqDumxDMAwgMloqf5t6zadyYLTOQr0SwyDRCSwti4DhOAIgdlCUFpphJkjWH8o22mI7I5ubbDpaA6qDGZ8ezQHl4s1vOEArI0HAquh1pk4XC2uhEQogMHM1Vtp2RJ38hVacMRa0Sm1JhAn3zVYrMb+bJ4S3WLkkEkE4AiBhRAES0WoqDKg+rJhNHNQaI31podfKalEep4SuRVat4SEzuYpcT5fBbOFQ6nGCL3Jgqe/S0ORSg+Cm+FYwPqMOrUJwkvju/IeGQDklGtxLKsMBjOB0QxoDRbkVWgREiCEXCpEgVIHAcvg4JUy3J+cUJ2pWwSDyYKLhWqUagz880tNy8OpGwoYzKTakwZ+OJ6LhHAZ7k9OqLO8KbRGPnTPVd/3UzdUuFJcifP5KqQkx6NUY4BQwIA1OTYYOGLti0P1E7xcrMH/fXuyyX2uzu6trX9TJhY22NBNTcvD1ZJKMAAKlDpUVNUuUxbOqjJXoQchBGYLhwqtEU99exIPDkjA6Vwlcsq16BIdBJZhmn0NjcGlmS6GDBmC1NRUp/uqqqqwYcMGjBo1qsnnLSsrw7Jly3Dp0iX06dOnScdyHIfJkyfjhx9+wPz58/Hvf/8bJSUlGD16NK5cudJkLc0lJTkefRNC0bttMIIDRDBzBGqdCWaOoKzSgLQchcP3bR3var0ZvdqGICZEil5tQxptPKLkEsgDRJAKWUiFLAQsIJcKsetiMd+hXx+lGgPyFLpaYTJnNGUWjrQcBWJDAhAkEUAqZBAVLMGDAxLQPTYYgRIBqh0EVOrN0Bo5mDkOBpPVc7BwwNk8FVbsuITl2y9iW3oBlFoTtqUX1Pn7Z/OUKNEYIWRvjhO0fxE5AggZBgwAUm2sSLUh0BgsOJunQreYIEiELAQsAwtHYBtar9LV3a8YIhNDImShNxMYLRyuVyfP2DRVVBkhFrAQMNbfDJaJEB0shVwq5PtPVu3KxP99exJb0nL5Y8NkIlwsUMHCEXCweoT1IZdaW+1qvRm924YiQCxE77YhaB8ZiK4xwQgJEPHXfDxbgb8ul+LE9YpaDaNdF4tRoLSWh3WHsh00uUpajgJyqQg6EweZWIh8pQ75Sj0sxPpcJAIGUhELIWv1Ts7cUOLDnZkArFGJSr0Jey4Vo9JgAcMwsA0F5UCg0pkhErDWBhvD4EyuEmfzlMgo0lgbJGZro8g+xBkdLIUtMZUA4DjAwnFITcvj9WYWabBm31WHsmY0c5CJaledGoO1YfrOjkvYl1kKmVgIActAxDKwBjNtegGt0YLcCi1OZFfgXL4Kuy4WN/ve2vo3Q2UiJCeGYUtabq3yZEMsZKE3cdCaOJTXMFaM3b8agwVaowV6EwcLZ/XOi9UG/HgyF+fz1VBUGXHkWjkUWlOzr6ExuORhLV26FKNGjcLkyZPx8MMPAwDS09ORlZWFDz74AKWlpXjzzTebfN7Y2FgUFhYiJiYGJ0+exMCBAxt9bGpqKo4cOYL//ve/SElJAQBMnz4dXbp0weLFi/HDDz80WU9zuD85gW+lrdl3FdllVSiGHnqjBUKWhUprdPi+fcd7fZ3wdTGlTxxKNQacyVVaK06TGSeuK9BGLka+UoeOUUF19oedzVPiZE4FyjRGhAQ0XCSa0iGfnBiGnReKAIYFyxDojNbKPCFchv6JYTh0tQwcB5gJgdFCYLKgRkuPwcVCNbLLqgAGCBQLIRML0DMuBEBtryAtR4G40ABklVZCKGBgNHOOLXcAXI3JXey9MQvHITkxHHkKPcorjQgPFCNQIoDGYAEhqLNfMVgqhEpnsiYHECAiUMR/Ly1HAbXOBBNHEB4ohlBg9YABYHTXNihQ6nD0WjmOXCtDG7kEAPiWqqI6DKit7ouy9XAKWevVsIy1b0rAWGedKVDqsPHIdbSRSxAeKEbfhFCwDCAVCVBRqIKQBQJELHRGztrXaeKQp9A6eDFpOQqEyUTV57b2LdaVjdgUbGWBZYDySgPsRzGIBIBExCJMJkZZpQFVRg4GixlHrpZDU+0d/3mhGByxPieGsVbMSq0JwVIRtEYzzBYOWoMZBjOHALEQ6w9lY1yPaJzJUyJILIBYyCI6WMo/lznD20OhNeLo1XK+ljZzBGIhi7N5ShQodcgpr0JiRCDWH8qG3mTBuB7RSEmOR4FKD2GVASq942w+lQYLiMG6TWdkMKZbFDKLKyEVMsir0EFvsVb8BjMHvdkIFkChSo+eccHNGm5gy7K0JaEANxOQnIV+w2Rip166WMBAXh1O1RotfB+o7Z6DWMu3osoEgMDEEYQGiFCs1mNoh/Am624qLhmswYMHY8eOHXj66acxc+ZMAMBLL70EAOjYsSN27NiBpKSkJp9XIpEgJibGFUlITU1FdHQ0pk2bxm+LiorC9OnT8d1338FgMEAikbh07uaQFB+KZ8Z0wvpD2RALWdyo0MJotmBPRolDmKVmx7srhbZYrYdEaG1lqvUEWoMZV7QmCAUM1DoT1uyzOO0vsY7XMYIQwsevG/ods4U0qkM+KT4UvdqGoKLKgKulVdBXGbH7UjFu7xiJAJEAfeJDcK2kCuJq3VUGE8wcIGCAkAARhAIGiioj1HozJAIGFZVGSIQs8hU6xATXfp7JiWE4llWO3m1DoDdZcPBKKSr1ZlgIAVcd4rDLQ4CF3GxRSoQM5gxrj4RwGTYbzeAIgd5kQYBYgCqDBWCAiECx03CLWm/mw5ZClkGeQo8VOy5h4aTuSE4Mw6Yj1xEkEcBgssDMMSivNCJPocWNiircFh6Ic/lKCBhruM++32hcj2gcuVrmkMHIAAgJEKNX22CczbN6fEYLBx3fB0SQr7QmYQzpEMEnFpzLBxIjApGcGIa9GSXIKq2y9mlZCDYfv4EtaXloFymDXCqG0WxBTEgAbpRXwWDmYDC7Ns2abZgBRwgyiyuhNVjHBppq9CiYLYAkwJqAIxYKoK02qFx1n12pxgC5VAiNwYxgqQiPDbkNGUUaXCpUo0htgIwQGExWQ6U3W8twsVqP+5MTkFGkQVpOBXLKtfjrcimOZZfj5fFdcX9yAl4a3xWLqs4hq6wKHEfAVSf+LPntPACGz6gs0RhgtlgzLBdO6o64ECksHIFQYL0eQqyek70RMFkIZGIh/nplDADghc2ncfhqGRRao9XwVh8jEbI4Vz0O0dWQ/G/pBThzQ4kT1xX8OxAmE+FSkQZSEYsPd2YiT6HjG5lRcglCpALe4DIAAiUCmMwcBCyDKLkUWaWVCBRbGzf25Y8A0Fe3NljGWvYjgyQIkTW+z9xVXB6HNXbsWGRmZuLMmTO4cuUKOI5Dx44dkZyc7JVpm06fPo3+/fs7zHMIAIMGDcLatWtx+fJl9O7d2+O6AGul3SchFAqtCVmlVXwLv64YuSsJEGk5ChjMHMwcwcgOESjVGLDjXCE4ABZCoKgyokRjqNVfcjZPib+zyiFgAAuA2xvRShrcPhx/XCjG4PbhjdI7pU8c4kIDsHJXJqoM1mSBGxVa9E0IrR6rxllj5BxBx6hA5FbowLIMeseHIE+hQ3mlESCAwVydP0k4BEqETgeN2hoI9h7qwStl4AgHo5lAV+3CEVT3Z8H6IsaHSbHgzi64PzkBGw5nY2jHSJzJVSJMJkKRSg+m+oW9WKCBUpdVK2PQ9luxIVIcuVYGpdaIa6UE29ILsGhyDzw7thO+OpgNndGMsur+MEKACwUaFKsNMJo5yAPEGJAY5nBe2/83HrmOIpUeKp0RFgJEBonx0nhrg8eWyJCv1MFg4vhKU6M3o1RjcHgmtpBvfFgAyisNqDKawTIMNAYLAAsqbqjQRi5G99hg9G4bglKNHiIBC5OFuOQBpKbloUCpQ4HSOh6Ms2sg2LD1HzEMg6T4YGj0ZhSr9eCItcIf2C4ccqkQ43vG8OXJ1jhYseMS1HozdCaLtQxzHAJELFjGmtCzfPtFBIqtZYwjgFpngtbA8B5jWo4CPeNCoNGboaj2mFjGgtM3VJCKWMilQsSHBUBvsqBEY0BZlQGLtp5DbEgAEqoDIHKpCEezylCptzgYLJGAccjUnTO8PfQmCxRaE07lKABYy4BQwIBlGNS+M40np1xrLdsmC87lKxEbEmA1tsRW/q39P0qtCWfzlPw7uS09H2fz1BCyDDiOQCoWwGDiUKoxIEgshM5sQefoIFQazCirNMBkIQ4RC1LdQCpU6Rocq+gOmv0Lffv2Rd++fd0gpXkUFhZi5MiRtbbHxsYCAAoKCuo0WAaDAQbDzb4btbru8TSNpWLl7QhTXQAAML1S8Ej2UcyuygdYoJiJwizzOqSsOQwCBnGhEnSPDcGaa+PAgkNvAJ0Fwdg89kCjK4dZuwdiNjHBDCF+iznDt0itITECvdmCC/kqqHQmh0ymtBwFXql8H8MFfwGEwbYzQ/FhRm88Z14PITGBiesHzNvv8FshMjEm9IxBiEwEnPgavba/iN7VhXgpmYv0mGl8ogTebYckvQJJ0jBc7v0rlpwbAzEsgBIos/TA2m5f440rDyLCYo1/Zwk7Y478fezQTofshjVsmi+KxHDjJwCsobDgACGi5BJIRQKnSSW8t7osEis5O4+RBZSSQAwwfIVQmQhSkQCKKiPCAsVICJNh/M47QbYV4ZHAtkgxWxBkKgKnEuDbsH/gU/VIKKqsY8ryFHpM2tYfZJsR1b1hSBLKkGTWoiKkJyaxyyCo0dd0f9pjmKY8DQD4SzoS/5Q+jz2GhyFjjCA64F32SfzJTgaAWtd0f3ICP2vJnxeK8Ib+Q9yu2g92HQCGRdJiBbrFyJGalocSjQFVBjO+1L+CJCYLyACwlAXmZiMuNACA1ZBdLtaAgEFEoKTai7hZCym0JozR/I7ZeV+AwIjrgq54SfAR1h3M4tPyHcrl2tFAwWkADNDrfiDla35XdLAUNyq0IGBgqW6oBYhYoLofzZYo9KHgU4w0HgBzAyBgsaj3fhzJqkBIgBAz8pehR8VusACqInsj4MQ5EBAkScOwcMYZrNhxCadzlXiHfIJJ5Bj2sbdjIZ5HicaIZ0+Og5xU4nEE4SCXhAniY/iDDEaqcAmwdjRmF5zmtRaQSIzAJ3yFrDNxMJqNOHNDAXW1MTJZLNhcOg2y8psh/QJZN8yUvwcQPTQG65ixVaLVuFtwBEw5gCUAeqUgKeVrjOsRjdS0PIhF1j4kEWuNJEhFAnx5425IbhiAEwzACgFb2e2V4nBPnTG1bxyePjzU+m7pAegBwgAMAbQiMXoaN4KDNWv2w52Z2FTyIJL0CswGQMQ3TSWxNSiqfzpT0Amz9e8hUCxEZJAEZZVGfkaa36VvoCeycAEd8FLIqiZNI+cqLiVd+CI6nc5pyE8qlfL762LFihUICQnh/xISmp/pEqa6AL7NdD4Vkqp8/nM0KcVmxSMwcoCJIyhQGqDQmsBU5xMxAKQWNWbv6mutDBoBS0xgAIhgxtTf++JSoRpmC0G7yEBIRQKYLNaUcoPJgrQcBZ84ESwVYpjxMFgALEMwhT2CaYZfIKo+H+xeaBvBUiEyi9TWFtXR1dYO5ersu7eYr7Gk6NmbSR76m/+uIJ9AAgt/H6I0F/HPU2MRYSnmt3UwX8F64yuQwchva8uU4YJ4Nt8/lBghg9ZowZGrZfhgZyYyizTOk0o4E38O218oqnBV8giOWx7E5zOS8a+pvXBbuAyVBjOCDEVgAEiq8iGv/r8AFsxWfoYNjw9E+6hA/tRSYnTI9oJZyz/3uJAABEmEkImFN/sUCk7zGkYaD6BvQihkjPUcLAP8k/sKUiGLGxVV+OpgtsM12fpTtEYzJvaMxhD9wZsvLuGAJSEYuX86BrWPwNhubdA+MhBJbJb1mVR/p/e6RNx15BEA1sHcwVIxgiQCMAzQRi6BkLnpcbIMcIfyJ4Cz6mtnzMSlQg1KNQbcqHDs77JdG2z34nwqcOJm5TpneHtIRQLYFoVgYfUo5o3ogBlDEvHQoNuw4fFBGG0+wicmsODwzrmR+KzqRVwrqUK3ir1gQQAQyMrOgoU1qw96BZL+fgkLJ3VHmEyEKewRiBgLxnEH8Qi7CxaOg5xYM+GCUYlJ1fsns0dgNHMgds+EARDHlOGa5BGcFj/J67cQQFXDc7I9N/44bQZ2a+7FTmY+YoIlkIpY3CU45pBoQc6nwrQsGhlFGoiFAgSKBQgSCxAfLkN4oBgVVUZIiIEvU8S+oXU+FUidi/p4YVxXiG3vVvW7aHsvZYwRmeLHbE8Il4s1/HtZ8/2o+deVu4qjhvvxu2Y6wgPFGNIhHLEhEiSGB6AnssAA6IksxIRIPTKjTqsxWAEBAQ5ekg29Xs/vr4uFCxdCpVLxf7m5zc+IUoT0dMxOA8N/ZgCEMlU4LX4SAsbqMdyoqAJX/VravlOXwXAGx4j4Y1lixs+qFAgFDIIkQoTKxGAZgGWBjm2CECwVYsWOS9iWXoDf0guQJhvp8Lsi3HxBCQCs7OXwWw7zvg2db43d2/pXGKA3k4WHdw2unZ10PhVgRQ6bBBZddVV08/c7mK/ADOHNbQwgY43IFD8KoYDB+Xw1rpdVoazKCKXWhJzyKoesqFW7MrHhcDZ/T2qe31YppuUo0DlajvE9Y/gkDqcQC5IKt+CZ0R0hEVp9Ki1x3mkNACtVC9CpTRC6RMux62KxNcMsrp+DhrevPwI9JA7X+IvqAVwtqUShUoudF4r4xJy0HAVkYiHiQgPwwriuEPa6r9ZvRmou4uljd2BKnzhEB0txielU67qjq6wNhGfGdMLILpGY1DsWg9tHICJIgsTIQPSMC0ZcqBRSkRA/Ce91uL7NzOswWghYBvg7q9wxQzOuRuLN9pccPhaq9DfDSAwgEwsRIhNj0eQeWDS5h9Vb6zHV4RhbRfg3HsMRyXAHLQ7v1flUJMWH4uXxXWFLG2QAPGPahGCpyOF8jN3/Jxv/hzJ5D4fz2Sr7UKYK2dWGy1bxw+5427OvWaZiUIqjxvtxXPQkTgeOcujTYgAIOT1ePzEU75Q9i9s7RmL6wASsfLAvhnSIAMcR63ntw23213w+FXm7VqM+bO9MzQWjGAYQMxZcEM9GkESALtFyQHrTuNjHAhg4f1+kMOC38rux8cZ4fBX4BYQ1psWaV/KOR8ZmtRqDZcswrIltW1xcXJ3HSiQSBAcHO/w1l/AFR2B/exkQGGpUUKFsFc6KZkOpNaFUY8BQ0U8okHWrcabGxbU33XnC4QgZjNhreRwpyfGYkhSL4OqU9xPZFVh74BqulVbhWmklLhdrsFTyIrjq32EYq0ej5AL5+dugcjQ89h7W2dj7kdJmO4xE4GC0JMSAe7b1hqLDPY5CY3rBJA51eBntW6I2/QKYUSDr5vjCswQZgofxgeBTMIw1Q05QHVLall6AT/deRdp1Bdbsv4Y/zhdi050nwCxRWf+qK1Xby8iB5dP9kxPD0DVGDmVNrfbseAVqvRmd2sjBAOht3FgznZHXeZshE4Pbh+PE9QpcKlRbPZJ5+2ErDwyACEsx9mOAzVfgK4X/kX9AY7BO9LonowSAtX/MlqoMwBoeWqJyMP4MAKlZjV5fd0KxWo83oj7BOwOPgmFYh+8ILDokrUvEIt2HWDS5B+YMbw+JkEVIgAhBEiFGdI5Cj1g5TkbdB4Uwmi8DSYzVYxMJWIgErKNHO2+/QwUIED4ykJajgKR6xhCGsYYDbWMUHajrmmDAUMNhaFk5v81Wqdo+G962hkwvht/Jb5dADzNHcFXY2eG7tuu5r+xLHBj9E7BEBWNgW8dKmrn5fmZJHkGa9EkkhgcgMUKGMJkIg5hvcU/E7zAKg51W7oGcBgOr9oIwQnCCmw1lPmKgzcCqy+N4Yz2lTxw6tgnEIPINjBDcfO9qnLvt4UUO3mtN/j3wIO5vsx16RsIbLvt3UsYacYSdi5xyLVYl/wlM/sjBqNquxQxhndfGAOhZsQu7Nfc6XNdQ/X6PLDjbagxW3759cerUqVoDmo8dOwaZTIYuXbp4XNMfiS85PHAxDMiVOlbCMsaIs6LZMFcPCH3/ti+sL26vFGscu9f9jfqt5MQwHO22yOHcwajEPX8Ox7Fs6+rPVUbruIvM4ipo9CZIhCxiQ6Qo1RiwPvgfDvXvDUTzpZUAMLzfg9+n1psRKhNj18VibEsvgFwqxnDxj1CSQIcXREgIQrN+c6zXC07ju1H7kRk5ATUSxRxgAJSI4nEicCz/UtkqvSnsEfwufRMysQAR1eGUHecKUV5pQFmVNdvxSnElkhPDbo4Zm/QLYDNeS1S48EQ2bwSS4kPx+LD2CJv5raMIoezm/4kFU6+9hYSwAETKrRXCWdKhzpY/e2ojWIaBUmuqHjSuRP6wfzk8nwk4jNXS/3PYFocybBW94WDAbfpqtWDfKqthKACGmPBDwUTcz+3ElD5xwGJFre8AAM6nwvROItJyFBALWah0JoiFLLrGyLFwUncsnNQdv4750+GQj4WrUWUw47ZwWe3wzz+vO36ujgwkJ4ZhVJco3BYhQ49YOQIlIgxoF1Z3f0eNa2IACGHGtTnnHb5mq0wZAGKzGnccfAgLmecd7uXYbm3wU79v4KyaC4Ce1yB55WKtRo3tHAysYeT92vvwR9WDGNUlCkltQ9AzLgQ/jDlgPS7EsQvBdpyAmCGI7gb0SqmVQQjOBCwJAdaORlJ8KCRCASLlEoyW/uRwHgejA4Bsf7FOT2tKnzhM6dMWO6akYUTAz+hq/g8+ED/lcD1yrhLfaZ7Ap/uuYsrfXbB1ynkwkz8CwjvgaLdFWDXsBL4bdxI/jDmAVcNOICt6Iq/dmfGy33bbtc0NjvdsLn5psAoLC5GRkQGT6WacNyUlBcXFxfj555/5bWVlZfjvf/+LKVOmeCWl/VSbacgWdXF4qAEi1tFzqBFjVtjGZ6V8DbxV3mBnq42k+FDc/tCrYHql8NsYAEKjEh8XPQaueqyODaOZQ3SwFMmJ4eibEIot7AQQRsBrSmKyoGRuelniqny+dZecGAal1sjPkNAlOggxIVJMDfoOv3G38ym7fB9KDaafnomj/d7D+SdyADsPwGqkRbz23qp9+LnDUqwYeBSkRri0K3cVBzEXlQYzMgvVKFDqUWW0WAfFgkG7SBk/BsrZwOk6jYDArpyYtQ67wrJ+wzNjOuH2jhEIlgrwKLMCs2/bCdtV2oec/k+3FkFSIYKkQuQqdFh/KBu7ZJOhFsc4XMdc43fIjZvkUB6SmCz8m/kEWqPF6aBPh4Hb/7zuEJKzVSSPlK1C0o6p1o3/vG69tzUQGpV4bNcAGM0c4sMC0CVazq9ubfM87cvE3ewRBEqsCS+2flAHav7Gu+2QFB+KVQ/1wycP90NKcgJem9gVQztG1t/fUa3XVlGaq3PDDNWeEOBYcTEAEvQZmGz8n8O2RW2OYtHkHmAmfwCOYR0MBgPrenUPrz2KFzaftl7LvP3AEhUfzq9ZQUtgwMqM0fiu+D50jZHfvIYF562NzJqhUcBquFO+xjMd90DDBNVyyknBaXBLwqoHMVsnF1hsmYNyTo4yEow3zXMcoxeo39MqUOqQUaQBIdbowx/SSWB6pTiUr7ZMGX4WvoFrpZXWwb4D5wLPnUbQ8Hl8I87m1VdN+RKsraFn34CrAQOgX/53Ld6PxRBSM+LpXVavXg2lUomCggJ8/vnnmDZtGvr1sxaEZ599FiEhIZg9ezY2bdqE7OxstGvXDgBgsVgwfPhwnD9/Hq+88goiIyOxZs0a3LhxAydOnEDXro2fWqYpSzbXhy3de/au/mDs/ImzT+SA/fkJ9KzY5eD6mzkGE0N+wZ6XRrv8mwDssrZunvuGpCvmB32IjEINTBwBCyA2VMrPN9gzLgT3mP7A0IzlvCYTYSFkuJtGhxEAiyucTmBqu9b9mSU4eV2BU3gEYsYChqluCbNCgLNrVS9R1a0/dS5w8Rco2k3CLx2X8V6Q5V8xYC26Wvesi/F73rCyDBAcIEJKcjwWTe7R9CECJ74Gtr9487M07GbiCMBnbJ3Ns87CkFOuxUrhaiSp98Msi4a4OrmGAHhn4FH8nVUOtc6EuNAAfn6+j3Pug8R8MxP1WvREBJeeQiRXcvPaCLCEm4NTbaZh27MjHCRuOJwNpdaEUJmINzC1dNuomeX5dqyDIba9/FnRE1E15UskxYc6nl+8lz8vAfCXeCR+6bAMiRGBjr9v4912jvfLSZZpY9lwOBv7M0sBEIzual0XbvauvjfLY1w/h3LOATCxAZBw1gQri1AGwRuF/LmUWhOePXI7hMQ6s8OawGewTjcGgWIB7uodi7jQAH7QfmaRBk9emoMOZussObUaXgxr9V6dceJr4H//BDgjf/228WjzZPvR/9y/HL5uewZVjBxjhRtRXmngxwfa9mWKH+PfJ57JH1mNjZP7dblYA72JQ3igGDOGJGL66ZmQlZ11KF/nSAdcufe3pg8IT51r7Y+GbewZAyMjxemuL+L2h15t2rnQtPq2UQaLZVmXxlZZLE0fbNiuXTvk5OQ43WczUM4MFgAoFAq88sor+OWXX6DT6TBw4EB88MEHGDBgQJM0uMtg8TgpwAAcHjxgLZwaBCF4SX7zf7OG0QKAqsgkPCP7AKdvKECIdf48BtYKflr/eHSLkWPUjjv4rD1CgHwSibZs2c0XdvJH2GAcW7vCrMY2NiajSI2N5n8iicnCFWEndJn4jGOFWp/BqoMNh7Px0N6RkFrUjjF+ArxhnoPN3J2QigWICpLgk4f7ud4J/K82gMWWwGNfbVhf0K1TzkOtN2PtgWtQVJlg4QjGdIvC0I6RfIVKABwPHIu3pS8iSCJESnI8n5oeKhPh8V19b56TFWJF8kE8c2YqQk3F/LVxBBgX/GutBky9RnhZ5M10aBs17/Xa0XyGnD0mcSj+3ed/KNUYECWX3Bz+sORmQgoH4N6I36E1WiATCzD79na1Kzy77zv9/UZSs2EEALE/3oVIzcWbwy1W9nLoYzWJQyE0KsFUa9007gySE8NwpViDXReLsSr3AUiN1hC5FlKMk/5Qnf0WAZlYyHsYtvt7pViDmF3zMVS/3yFxoznXBQB4tx2IXaYeYC0zVawc/fRrwbKA0Xyz3MmlApzEoxDB7PB9xs5o1Vy0s6LKGq3pGReCrjFyPHJkMt+g4o9vZIOivjGjzV0uxe0Ga8mSJbUM1tatW3HhwgVMmDCB914yMjKwc+dO9OrVC1OnTsXixYubLN4XcLvBaoilYSCEu9kp3JwXwZ4aLzOBtSV9ZtAH2HjkOjIKNbAQgsggMZ4e3QmAdaHJFedG8Aaro+EHXJM8crNlxwhwdm5WvV6LzWidz1fBZCEY3CHcOhGsTU9IgjWM0kRsL80dF15HfMEOhwrE1mKcLXwPiyZ3b940Qg7eCmPtR6xuWBBYx4q9Ev4xrpVUQqM3W1PDgyX48rEBSNrQhTd2HIDbxVvAMMDg9hFoFyFDRpHGOklo2mPOxy69HQti1vJlQQ8xdkw51bTrsX/udVRIebtWI+7wIsd7WP3vR6KncOW26TdnRbFrWBEA77HzsNE0FqEBIvRNCMUXj9VoENZsLEnDavdxuYjTinNJKK/eFsqzzVL/8bATCJVZw8xKrQmDy3/howgcGKwYeIQ3hg164qlzwZ1PrX42LNglbuivWRYJUj38wsbC3gfwx4VimC0cDGbrIPmk+BBcLtZgt846ds/2PtY0WsBNb/J4djm/ztzCSd2RlqPA/buHQ85VOh7fiPrGqVfvJtxusGqydu1aLFmyBPv27asVart06RLGjh2LZcuW4cknn6zjDL6Nxw0WcDOU4saXG4BTo3W02yLsk9+NnRcKoagyoVN0EJITw9EtRg613ow7LryOtoU78T/LIMw3zsev4jes43psJ2lEq8xmtAxmDsmJYVg0uUe9328qZ/OU6LmuPVhwDkarkpVDvjiv+T9QHZZEj6lWY7I0zDrmCdZ7OECQiiCJAAqt0dpnFiGzhu5OfA2y/UXe4HQx/QciAYPYkAB0bhOErjHBtVrxNStIsiQUjF0FXMZGIeqtq82/JmfUCBECgAFCLO69D11jbvZp2XtNJrDoT/5j7bdIDMNL47vWruRrhgZrVKqu0lA4lGMEYIiFv//7RCNxdtAHjus5fd0RIGZYwOKbcaeaVAG3RMVdtXoEZGVnAQAGYTAuzz6HtBwFtqUXILdCi0CJEH0TQnHkWjlKNQZk1AgP1jRatvCjzmSNcHWJlvPh8W3pBZiXdi8iOWsGapm8B6JeOtqgxvq8+uYuTdSU+talpIv3338f8+fPd9ov1L17d362dIqVRs1u/s/r1hCDO40VgLMPHIK+OkUVsLamh2Qsr56aRYZO0XJIhALIxEKo9WY8Pqw9bpv3HwgWl2Ox6EWwAKYa33Y8aSPGhiXFhyIlOR5t5BKHCTldugYn9y8pPhQXnsiuNV4riNSersklaia9TPrAYfc+bjaEAhZyqQhBEgHu6GbtY8HAuQ6t5V9Eb4CzECi1JoTJRA7Gqq5Z9I92e93heUVypQ0OHHWZNwr5ZAnbb4phRtcYOYKlwpv33S6hQAgObYKlYFgGRSq988ywmuX4aP1jiBpLrRR/wFpRV2e6sZPeByO2Lm3EABhtOoCMIo1jkg0xV+/nmpwk4PT3m0ng/INglqiwcdwZfD54j8Mk2J3aBGFIhwjcqKiCSmsEAdDV+G2tRAz7cLttnGSXaDlGd23De5BJ8aFYNLkHot66gnNP5GDjuDMofPB/tfQ4o84kJaDesuxuXDJYeXl5EIlEde4XiUTIy3NDK7cVYJut3TZzwdk8JZZvv4jl2y+2+JgFwFqYPh+8B2ZWym9jASSt74ToYCmfzuzsJUyMCIBAYB3vtJ0bVudA2bpwGGDczGuo+ULYWnWfDTuCKkZuN5ak6X2tjWLgXGsoE9XpwaQSj7C7oTdxUOnMDsuJ2Cp3BkAPXINELIRIwEChNfEvfX0VX9DwebgQPs7BaOHiLw1KbMqyLw7HxL6Bs0/koEzew+rRyXvg8WHt+T63tBxFLY/6G/Vc6E0WlFUakJ6rdF6ebUZOIAGGzm+0pvqos+KsznTDwLnAuGUOu2wNJtu7Z/PJWQBJhVvc8/suYv/MbGUiWGpdz2pKnzgsnNQdXWPkKFTpIRRY50gUCRh0N1UbrerzEABkSQhw4mv+PFP6xNWp1Z3X0RJGvC5cMli9evXCmjVrkJ9fOzkgLy8Pa9as8dpEs75GWo4CoTIxlFoj37K+XGwdsOuJFomtMF2ak+k4ywRnwnuZExAfJuPTmWsW3uTEcPRuG4zwQDFeNM9HPhdpHZMV2LZJv+1qQbafPqrmeWxGLKNIg69u34s/El+BOiABBcPerueMzcSu340BMEv1GSr1JjAM+PWXANSq3GcKd8No5hw8zfoqjKT4UPR6LtVxQGuNmSCc4UpL1/6Ywgf/59DqrvX87AxxHFOGB7ALAIMbFVrn5bk6TRxvlrglHNho7H6LARCV+QPfwEnLUWCf0G7mjJ1NXwbJndjff1uZsG8o2LZ1iZZDyDKICBQjQGRdqy3J8p3DQGMGAI6udrtRbQhP/p5LfViHDh3ChAkTAAD33XcfOnWydthfuXIFv/zyCwgh2LlzJ4YPH+5etR7CnX1YNeO7Z/OUWH8oG8VqPVKS41t8hc5a2PVFEABGRoLMuZfrTJ5Iy1EgPVeJfRkl0BrNEAhYxARL8ezYTi2uffn2i7hcrOFj8M60BUuFjVpR2W3YJRQQAJ9K/w/fWcahb0IIhnaMtOvzCYUtyGYGi+ltfm9yX15T+0tc6Uto8jF25UdPhOjLfYdAsQAjOkdhznDPVZIN8k5bwGidKV3PBOA/dx5FcmIY36+aWjK5emQfAyxRek2ms/tf1zbb6tAXClTIrdBCb7IgIkiCffrpEMEaxcgfthzx49zjzXqKptS3Ls3WPnz4cBw7dgxvvvkmtm7dyk8sGxAQgAkTJmDp0qXUw6rG2TpXfRJC+dWFPU3esOVoa5cdJiYGJG3sbu3LsMP+pdmfWQKdyQITB5g464J/G49c95CxdR7iq3lfPca8/XylzQCYa96MtnfN540mT6/7QaozygTgcI/pD+Tj4Sb9VFMX8nTlnjT5GLuxTxLGDMIRCFgGfRK89DzqYtwyvl9HTHR85W/LlsMekXWYiaDl13CqD2f3336b/XtoWzZnYLswbDxyHdllVTBZONwf8QuKVHoYLQR9c0MwuhkLQfo6Ls900atXL2zduhUajQaFhYUoLCyERqPBzz//TI1VA3gy5luTXbLJyIyc4Ng/YtbWGjlvC1VsSy/A9XIt7B1xrsk+uWtM6ROH0V2j+E5jn6HGjAYHr5ShQFljNQC7GUoYADOUnzf5Ojwd2mkUNcKd/xUugtHMYe2Ba5i1/phH+mUb4myeEhuMYx1mxbBfeubxYe3BSq0teR0r8wnNAJz2bzsLGXaOlqOs0gCd0YLySiO/1liAiEVOudZjCRDeoNlTM7EsC6lUisjIyFqLJ1Jq09wU0OaSnBiGo/3eQ/6w5Y47amRx2YwqAHSNlkMqFkAiYCBgAAFr7fht6RfdJytswFppT/4I6oAE/Fc+EydzKrA3o6TWshvKDvfwlaaQmHzvOlwlJIHvN+nNZIHjCMorjTiWXVF76REvYKvkTYLqqYSqswYdGPM61AEJOJLwlM9U7s76t501bq2hcHF1EgaDSr0ZeqMZgRJh9dI7Zq80hj2Byxbm5MmTmDhxImQyGSIiIvDXX38BsM7fd++992L//v3u0tiq8GQKqDNsRiB+3HxrOjPDWl9ouywue6M6pU8chnaMwNxh7dE/MQxtgiXVi/6ZfeZF9woD5+L6o4eQ3+lhhMnECAmonTX7S0fHbLUWS033NDUGfW8RvQGWYSBiGX6iX29iq+RLhiwCwjvUyhoEwD+/Gx0fcpwk2YvakxPD0CXauiyNzeA4a7QlJ4ZhZJdI3NUrBm2CJbAQQFg9i37fhDDEhQa0nsZRDVzqwzpy5AjGjh2Ltm3bYsaMGVi3bh2/LzIyEiqVCl9++SVGjx7tLp2thqb2S7QoKV87nVzX3qgGS4U4llUOqUgAudS6vlSgRIjebUN84xq8iK2vwd7A25OcGAYLI4aQVE9ofOHnRk9m7OvY5oZkAHQyX8HgDuG4XKxBRZUR29ILvFph3uwDmg/Uk4Bg31dkS3Cxhd68QWP7E+2/t3z7Rey8UASN3ox+CSFe62rwFC55WK+//jq6d++Oixcv4p133qm1f8yYMTh27Fizxfk7dQ149ckwlx32YYhdF4uRq9DhdK4S5/KV0BnMUFQZMaJzpE9fgzexPXcAEE56F3ziiEjmsN/bnkhD1Kvzrn87jMubVfg2jGYOWWVVOHC5xC+uzx5v9is3h24xcgSIhRjQLgxdYoJ9vm5pLi4ZrBMnTuDxxx+HRCJxOilu27ZtUVRU1Gxx/o63w3+uYm9Ux/WIhoUj6BodhMggCUycdUaJXReLvS3TZ6j5nB0+D5wLTP7QITTlL+WiXp01xjqNMh2EWmeCxUJwtbQK29ILfKI/q7H4Q0PSGWq9GX0TQsEyjN8ZW1dwKSQoEolqLZRoT35+PoKCnHR03mL4VPivmqYmfdyfnIDO0XI+PHjwShmK1XqM6xHd8mJ9GPv7WPM513ruA+c6VPC+WC6c0ZBOZYd7EJr1GxgAZlYKsVAArdECjgMuFqohr7mqMMXt2Jc5fzO2ruDSwOGJEyeisrIShw4dQnl5OaKiorB7926MHTsWVVVV6NmzJwYOHIj//ve/LaG5xXHHwGFvZwPWRUvOuuwJnA3E9sZ9dud99NWy0hAbDmfjtmubMbDwexxu8xAWFwyGUmtdboXAmkn69KiOeGFc49eiozQefy03NWnxyW+XLl2KkydPYvLkyfjf/6zTuKSnp2PdunVITk5GaWkp3nzTu1OeeJMtabl4NfUsjl4r87mwj7/G6m3UG37zIO68j964Bnf0oyUnhuFGx4dw/dFDONVmGuLDZIiSSyARsSAE4Dhg88lcv+vP8hf8JbTsTlzy2QcPHowdO3bg6aefxsyZMwEAL730EgCgY8eO2LFjB5KSktyn0s9ITcuDUmuE3mTB/LGdvS3HAa/NEOEmkhPDsC29AFqjmZ8w1BvhNXfeR29cQ80Bqa5gfw+uFGuQW6FFnkILi6V6SiqOQKU1IbNIw3+f4j78JbTsTlwOMo8dOxaZmZk4c+YMrly5Ao7j0LFjRyQnJ7u0OnFrQixkYbIQdI2R0ZfUzSTFhzpUtv7YUW5PQ2Gdlgr7uLuys83Mf/hq2c1FFBnAaObwd1Y5Bra7dSpVT+HvjU9XaHavaN++fdG3b183SGk9dImWO/xLcS+tpWW5JS0XXx3Mxm3hAQCceyDu8ISc0djKrrEG0/ZM7k6KxZ6MUhhMZmgM1gUEtUYzMorctE5ZE2kt/TwUKy71YbEsi9jYWBw4cMDp/u+//x4CgaBZwvwZ6xx4bXxvDrxWgr+mINdk18ViCFgGNyp0dRpfb/c52s8pWV9flO2ZrLi/D9bNGoDpA29DXKgUApaByeKhySedcCv287RmXJ6aSa/X484778THH3/sTj0Uit9hS2DYkta0BINxPaKREBaAJ0c4N76+4B3YzynZ2IrftrJtQpgM4YHWaatasvFWXwJJXQbfXwZvUxxxOSS4atUqHD9+HAsWLMDJkyfx1VdfQSqVNnzgLcC29AJcLq5EgVLn914ApWFsrfhjWeXoGhPc6PDd/ckJ9S7R0lLhwKbQ0PRT9TG4fTgUWhMm9oxuUf313ae6Qp++cG8pTcdlD0skEuGzzz7Dxo0b8fPPP2PYsGG4ceOGO7X5Od4Lg1A8i60V3y1GjswiNYLdNGDWfsl0b3sDroRhq4wWRAdLUWW0tJwwuBY29XaoleIazV4PZObMmTh8+DCUSiWSk5OxZ88ed+jya/ylD8vfwyK+ot9WmYfIxOgaE+y2hTmdLZnui9T1HEo1BuQptCjVGFr0910xpq2lH/RWwy0LWPXt2xdpaWkYOHAgJk6ciK+/bh0zUrd2/L1D2tf0t1Sr3de9gbqeQ5Rcwg8mptSmpqH3lQaYL+O2FRdDQ0Oxfft2vP766/zaWLcqvlaR1oWvV4QN4Wv6m9pqb2wF5WveQE3ddT0Hb64Y7Q+Vv6/M2uJPuBRsz87ORlRUVK3tDMNg6dKleOCBB1BeXt5scf6Kv4wT8veBh/6u3187/p1VtM4yGb35fNJyFMgs0uBYVjmeGdPJJ+9vg5MmU2rhksFKTEysd3+vXr1cEtNa8PeKlOIZ/LWCstftqxmxyYlhOJZVjlCZ2OcaBPYZl/YTJ7uj3vCFoRAtSaMM1rJly8AwDBYtWgSWZbFsmZMlp2vAMMwtOwFuay80FPfgrw0be93WNa98LyM2KT4Uz4zp5JMNgpb0rP3Va28sjVpehGVZMAwDnU4HsVgMlm2464thGFgsLZvO2lI0d3kRf1/Cg0JpLK25cdZS19aS98wfn0dT6ttGeVg1F2usb/FGiv+GeiiUpuIPXqKrlbi353H0tXP7AnRJ0BagtRcaivvxx5Yx4B+6XTU8/tDw9If7707cltZOofgavp7abK/PX1Oa/UG3q8MfvDmcoLFl1x/uvztplIfVvn37Jq9xxTAMrl275pIoCsUd+HoHtL2+ulrzvtSCdqal5oKa3tboDH+MeDS27PqDF+hOGmWwRo0adcsvykjxP3z9ZbbX5w+TtDrTUnNBTW9rbC00tuz6ozFuDo3KErzVaG6WIKXl8CWPozE0V68vXW9dWnxJI8X/cHuWIIXiK/hba765en2pBV2XFl/S2Nq51RsHzTJYJpMJGRkZUKlUTlPdR44c2ZzTUyi18PUwX038TS/Ft/G3Bpu7cclgcRyHhQsXYs2aNdBqtXV+z18HDlN8A2etSX9rzfubXorncMVbutUbQC6ltb/zzjt4//33MWPGDHzzzTcghODdd9/FF198gaSkJPTp0wd//vmnu7VSmoGvp3g741ZL2aXcWrhSvn1t5n5P45LB2rhxI6ZPn47PP/8cEydOBAAkJyfjySefxLFjx8AwDPbu3etWoZTm4Y+Vv68tH9IS+FNDwp+0+gP+XL69VRZcMlh5eXkYO3YsAEAisS7OptfrAQBisRgzZszAt99+6yaJFHfgjy/HrdCarNmQ8GWj4I+NHl/Gn8u3t8qCS31YERERqKysBAAEBQUhODgYWVlZDt9RKGih9iY14+O0L8U3qdkn4Yud6rayFCy1VhcNNXpu9Uy2WwFv9aW5ZLD69euHEydO8J/HjBmDVatWoV+/fuA4Dp988gn69OnjNpGUpuOLFR+lNjUbEp6oCJpqUGxlCUCjVh+gZa/1Y19uPdlAcSkkOG/ePBgMBhgMBgDA8uXLoVQqMXLkSIwaNQpqtRoffvihW4VSmoY/hgApngkTNTWc05SydDZPiQKlDlqjmZa9WwRPhgfdNtOFSqXC/v37IRAIcPvttyM8PNwdp/UKdKYL/4KGoJpGS9wv2zkLlDrIxEK6FtwtRHPLk1dmuggJCcG9997rrtNRKI2GhqCaRkv0Z9qHDalnf2vhyf7xZs90kZ+fD4VCAWeOWv/+/ZtzegqlUdzqgyl9AdszuKN7G9pooLQYLoUElUolXn75ZXz//fcwGo219hNCwDCM3850QUOCFIpzaPiV4m5aPCQ4e/ZsbNu2DQ899BAGDx6MkJAQl4Q6w2Aw4K233sK3334LhUKBpKQkvP322xg3bly9xy1ZsgRLly6ttV0ikfBjxCgUSvOg4Vff4VZsPLhksHbu3InnnnsOK1eudLcezJ49G6mpqXjhhRfQuXNnbNy4EZMmTcK+ffswfPjwBo///PPPERQUxH8WCARu10ihNIXWVLH4U/i1Nd13Z9yKjQeXBw536tTJ3Vpw/PhxbN68Ge+//z5efvllAMDMmTPRq1cvvPrqqzhy5EiD50hJSUFkZKTbtVEortKYisVfKld/GoDe2it0W+MhWCrEhsPZPl923IHL47A2b97sdEmR5pCamgqBQIB58+bx26RSKebOnYujR48iNze3wXMQQqBWq50mgVAo3qAx45jotEfup7WPRbSN2VPrzbdM2XHJw3rzzTdhMBgwYMAAPPbYY4iPj3caeps2bVqTznv69Gl06dKlVsfboEGDAABnzpxBQkJCvefo0KEDKisrERgYiKlTp+LDDz9EdHR0vcfYD4IGrJ2AFIq7aIxX4k+hNn/Bn7xBe5rqbd9KZcclg5Wfn4+9e/fizJkzOHPmjNPvuJIlWFhYiNjY2FrbbdsKCgrqPDYsLAzz58/H0KFDIZFIcPDgQXz22Wc4fvw4Tp48WW/2yYoVK5wmbFAo7qAxFZC/Vq4U99PUUOatVHZcMlhz5szBqVOnsHDhQrdmCep0On72d3ukUim/vy6ef/55h8/3338/Bg0ahEcffRRr1qzBP//5zzqPXbhwIV588UX+s1qtbtCTo1AaS2vvS6G4l1vJY2oqLhmsQ4cO4bXXXnO7VxIQEOAQmrNhS0sPCAho0vkeeeQRvPTSS9i9e3e9BksikTg1lBSKO6AVEKUp3EoeU1NxyWDFxMS0yFyBsbGxyM/Pr7W9sLAQABAXF9fkcyYkJKCioqLZ2igUV6EVUMviLxmWlObjUpbgSy+9hHXr1vFrYrmLvn374vLly7WSHo4dO8bvbwqEEFy/fh1RUVHukkihUHyMbekF2J9Zim3pdfdx+zK+vGinr+GSh6XX6yESidCpUydMnz4dCQkJtbIEGYbBggULmnTelJQUfPDBB1i7di0/DstgMGDDhg0YPHgw369048YNaLVadOvWjT+2tLS0lmH6/PPPUVpaiokTJ7pymRQKxW/w32EstI+z8bg0lyDLNuyYuTqX4PTp07F161YsWLAAnTp1wqZNm3D8+HHs2bMHI0eOBACMHj0af/31l8NYK5lMhgcffBC9e/eGVCrFoUOHsHnzZvTp0weHDx+GTCZrtAY6lyCF4j5aOmTn7yFBf9ffXFp8LsHs7GyXhDWGb775Bm+++abDXIK///47b6zq4tFHH8WRI0ewZcsW6PV6JCYm4tVXX8WiRYuaZKwoFIp7aWkPwt/7CP1dvydpsoel0+mwaNEijBkzBlOmTGkpXV6FelgUivu41T0ISv20qIcVEBCAL7/8Ej169HBZIMV3oJUJpaWhHgTFXbiUJZicnIzz58+7WwvFC9A57CgUir/gksFatWoVNm/ejHXr1sFsNrtbE8WDtPYJQikUSuvBpSzBpKQklJWVobi4GBKJBG3btq01CwXDMEhPT3ebUE9C+7AonoSGZX0H+iw8T4tnCYaHhyMiIgJdu3Z1SSCFQrkJHYfjO9Bn4du4ZLD279/vZhkUyq0LnWvQd6DPwrdxKSTY2qEhQQqFQvEMLR4SBACLxYLvvvsO27dvR05ODgAgMTERd999Nx599FGnCzpSKBQKheIqLnlYKpUKEyZMwIkTJyCXy9GhQwcA1hkw1Go1Bg0ahD///NNvvRPqYVEoFIpnaEp961Ja+6JFi5CWloZPP/0UpaWlOHXqFE6dOoWSkhKsXr0aJ0+exKJFi1wST6FQKBSKM1zysNq2bYuUlBR8/PHHTvc/99xzSE1NrXdJe1+mtXtYNHWXcqtD3wHfocU9rPLy8npT2rt160YXTfRh6OwWlFsd+g74Jy4ZrE6dOuG3336rc/9vv/2Gjh07uiyK0rL46uwWdS1kRxe4o7gbX30HKPXjUpbgM888g/nz52PSpEl44YUX0KVLFwBAZmYmPvnkE+zatQurV692q1CK+/DVyUjrGrRJB3NS3I2vvgOU+nHZYJWUlODdd9/Fn3/+6bBPJBLhrbfewtNPP+0WgZRbh7oGbd6KgzlpHwuFUptmDRwuKyvD7t27HcZh3XnnnYiMjHSbQG/Q2pMuKL7PhsPZUGpNCJWJ8Piw9t6W43dQg+8/eGTgMABERkbioYceas4pKBSKE/zZq/QFY0HDyK2TZhksjUaDnJwcKBQKOHPUGlrWnuJ5fKEyoTSMP/ex+IKx8GeDT6kblwxWeXk55s+fjy1btsBisQAACCFgGMbh/7Z9FN/BFyoTd0GNr2/iC8bCnw0+pW5cMlhPPvkktm3bhueeew4jRoxAWBhtxfgLvlCZuAtfNr63sjGlxoLSUrhksHbu3IkFCxbg3//+t7v1UFqY1lSZ+LLx9WVjSqH4Ky4ZLJlMhnbt2rlZCoXSNHzZ+PqyMaVQ/BWXZrqYMWMGtm7d6m4tFEqrISk+FI8Pa++zBtUV6IwjFG/jkoeVkpKCv/76CxMnTsS8efOQkJDgdP2r/v37N1sghULxDWiYk+JtXDJYw4cP5/+/a9euWvtpliCF0vqgYU6Kt3HJYG3YsMHdOigUio/jy32GlFsDlwzWrFmz3K2DQqFQ3MatPKygNeNS0oU9hYWFSE9PR1VVlTv0UCgUSrOh6121Tlw2WL/++iu6deuG+Ph49O/fH8eOHQNgnRC3X79+NIvQD6FZYJTWAl3vqnXiksHatm0bpk2bhsjISCxevNhhHsHIyEi0bdsWGzdudJdGioegrVJKa6E1DiuguGiwli1bhpEjR+LQoUP4xz/+UWv/0KFDcfr06WaLo3gW2iqlUCi+jEsG6/z585g+fXqd+6Ojo1FSUuKyKIpnsYUCAdBWKaVeaNiY4k1cMlgymazeJIusrCxERES4LIriWWgokNJYapYVfzRg/qiZYsUlgzVmzBhs2rQJZrO51r6ioiJ89dVXGD9+fLPFUTyDv4YCacXjeWqWFX9s7PijZooVl8ZhLV++HEOGDMHAgQPxwAMPgGEY/Pnnn9i7dy++/PJLEEKwePFid2ultBD+OiCUThXkeWqWFX+c/cLXNNMxY42HIc6WCm4EFy5cwPPPP499+/Y5ZAmOHj0an332Gbp37+42kZ5GrVYjJCQEKpUKwcHB3pZDqQP6olNaAxsOZ0OpNSFUJsLjw9p7W47HaUp967LBsqFQKHD16lVwHIcOHTogKioKgOMKxP7GrWSwzuYpsS29AAAwpU8crfgpFA9zqze8mlLfuhQStCcsLAwDBw7kPxuNRmzcuBEffPABLl++3NzTU1qYtBwFLhdXAiA0tNYEbvVKhuI+/DUk7w2aZLCMRiN+++03XLt2DWFhYbj77rsRFxcHANBqtVi9ejVWrVqFoqIidOzYsUUEU9xLcmIYCpQ6/v+UxkH7zyiehDaQrDTaYBUUFGD06NG4du0a32cVEBCA3377DWKxGI888gjy8/MxaNAgfPrpp5g2bVqLiaa4D9q6cw1f67intG5oA8lKow3WokWLkJ2djVdffRUjRoxAdnY2li1bhnnz5qGsrAw9e/bEd999h1GjRrWkXgrFJ6CG3ndprDfiK15LY3Q0pYHkievy1r1rtMHatWsXHn/8caxYsYLfFhMTgwceeACTJ0/Gr7/+CpZt9uTvFAqF0iwa6434itfSGB1NaSB54rq8de8abWGKi4sxZMgQh222z3PmzKHGikK5RfD1AduNHQjvKwPm3a3DE9flrXvXaA/LYrFAKpU6bLN9DgkJca8qCoXis2xLL8DlYg0KlDqfDIs21hvxlbCuu3V44rq8de+alCV4/fp1nDp1iv+sUqkAAFeuXEFoaGit7/fv37956igUio/iG2MsfaUfiuIZGj1wmGVZpwOBnQ0Qtm2zWCzuUelhbqWBw75Ma62MfP26GtLnS/pv9VkiWgMtMnB4w4YNzRZGoTQFZx27vlRZuoqvdPbXRUP6fCWUBrTe4QWtoZy3BI02WLNmzWpJHTwGgwFvvfUWvv32WygUCiQlJeHtt9/GuHHjGjw2Pz8fCxYswM6dO8FxHMaMGYOVK1eiQ4cOHlBOcTfOKiNfr+wbg69WsrZKMlhqrRZ8TZ8zfMl4upPWUM5bgmbPJehuHn74YaSmpuKFF15A586dsXHjRpw4cQL79u3D8OHD6zyusrIS/fv3h0qlwksvvQSRSISVK1eCEIIzZ840aX0uGhL0XWjLs+Wg4TXvYj+vZ7cYOdR68y1Rzj06l6A7OX78ODZv3oz3338fL7/8MgBg5syZ6NWrF1599VUcOXKkzmPXrFmDK1eu4Pjx4/zchnfddRd69eqFDz/8EO+8845HroHSsrS2FnVNA+xNg+zM86s5OTIAn2owNOV+bUnLxa6LxegWI0eITOwz12DDfl7PuNCABhsNvlJ2PPm7PjV4KjU1FQKBAPPmzeO3SaVSzJ07F0ePHkVubm69xw4cONBhIt5u3brhjjvuwE8//dSiuv0NXx9HcytRczFB+8+257QlLdcjzyspPhSPD2uPvZeKMXHVAazalclXopeLNUjLUfjc4od16XFWxnddLIZCa8IvZwqwLT0fK3Zc8ol3wKY1WCpEl+ggdImWNyocW1/Z8SSe/F2fMlinT59Gly5darmFgwYNAgCcOXPG6XEcx+Hs2bMYMGBArX2DBg3CtWvXoNFo3K7XX/G1SudWpuYATPvPtue062KxR5/XHxeKodGb8MeFYiQnhjlUor4y2NZGXXqclfFxPaIRJhMhMUIGlc4Mg5nziXfAplWtN2PR5B5YNLlHozyV+sqOJ/Hk7/pUSLCwsBCxsbG1ttu2FRQUOD2uoqICBoOhwWO7du3q9HiDwQCDwcB/VqvVTdbuT/hqp/+tSM0QZ83PaTkKjOsRzfdneIKJPaPxx4ViTOwZ7TQE60thtLpCxM7K+P3JCbg/OcEhzOkL74Cr72NDZcdTePJ3fcpg6XQ6SCSSWtttM2rodLo6jwPg0rEAsGLFCixdurTJev2V1tYP1Frx1nN6YVxXvDDOeePOX6jv3vla+fc1Pb6MT4UEAwICHDwdG3q9nt9f13EAXDoWABYuXAiVSsX/1ddXRqFQKBTv4FMeVmxsLPLz82ttLywsBAB+sciahIeHQyKR8N9ryrGA1TNz5p1RKBQKxXfwKQ+rb9++uHz5cq0+pGPHjvH7ncGyLHr37o2TJ0/W2nfs2DF06NABcrnc7XopFAqF4jl8ymClpKTAYrFg7dq1/DaDwYANGzZg8ODBSEhIAADcuHEDGRkZtY49ceKEg9HKzMzE3r178cADD3jmAigUCoXSYvjcTBfTp0/H1q1bsWDBAnTq1AmbNm3C8ePHsWfPHowcORIAMHr0aPz111+wl67RaNCvXz9oNBq8/PLLEIlE+Oijj2CxWHDmzBlERUU1WgOd6YJCoVA8g9/OdAEA33zzDd58802HuQR///133ljVhVwux/79+7FgwQK8/fbb4DgOo0ePxsqVK5tkrCgUCoXim/ich+ULqFQqhIaGIjc3l3pYFAqF0oKo1WokJCRAqVQ2uBiwz3lYvoBtVgxbnxmFQqFQWhaNRtOgwaIelhM4jkNBQQHkcrnTRSttLQJ/9MCods/jr7oBqt0b+KtuwDXthBBoNBrExcWBZevPA6QelhNYlkV8fHyD3wsODva7AmWDavc8/qoboNq9gb/qBpquvSHPyoZPpbVTKBQKhVIX1GBRKBQKxS+gBssFJBIJFi9e7JfTOVHtnsdfdQNUuzfwV91Ay2unSRcUCoVC8Quoh0WhUCgUv4AaLAqFQqH4BdRgUSgUCsUvoAaLQqFQKH4BNVgUCoVCaRTeztGjBoviVbz9AlAonkKlUnlbgsv8+OOPAOB0qjpPQg0WgNOnT+PGjRsOBcpfKlKtVuttCS6RlZUFrVYLvV7vbSlNJj09HVeuXEFeXh6/zV/Ky6+//opnnnkGWVlZAKzzZvoD//nPfyCXy3H48GFvS2kyP//8M8aPH4+VK1fi+vXr3pbTJDZv3oyOHTvi4YcfxqFDh7wt59Y2WJcuXcLw4cNxxx13oE+fPhg0aBC2bNkCs9kMhmF8uhLKzMxEcnIynnjiCW9LaRJnz57F5MmTMWXKFLRv3x6jR4/G4cOHffpe2zh79izGjRuHu+++G8nJyejTpw8++eQTvrz4Ort27cJ9992Hb7/9Fr///jsANDjZqLc5ffo0Bg8ejDlz5mDy5Ml+NbdeQUEBJk+ejJkzZ0IsFkMmk0Emk3lbVqOw3fdZs2ZBLpdDKpXCYDB4WxZAblGKi4tJv379yO23307Wr19P1q9fT4YMGUJCQ0PJ4sWLCSGEcBznXZFO4DiOpKamki5duhCGYQjDMGT//v3eltUgZrOZfPLJJyQqKoqMGjWKvPXWW+SZZ54hCQkJpFu3bj59DUajkSxfvpyEhoaSUaNGkU8//ZT85z//IaNHjybBwcHk559/9rbEerGV47S0NBIREUECAgLI4MGDyZkzZwghhFgsFm/Kc4pWqyWPP/44YRiGjBo1ivz666+kuLjY27KaxOLFi0n37t3J999/T27cuOFtOY1CpVKRmTNnEoZhyOjRo8mvv/5Ktm/fTqRSKfnggw8IIdZ32VvcsgZr8+bNRCgUktTUVH5bXl4eefDBBwnDMGT37t1eVFc3165dI7169SIRERHk7bffJj169CBDhgwhJpPJ29Lq5Y8//iAdOnQgc+bMIRkZGfz2w4cPE4ZhyGuvveaz17B9+3bSv39/8sILL5DLly/zL+yVK1cIwzDk3//+t082bmqSmppKxo8fT7744gvCMAx5/fXX+WvxJf1ms5ksX76cMAxDnnzySVJaWlpn2fAl3fbcuHGDREdHk+eee67Wdnt8SX9VVRXp3Lkz6dChA/n8889JTk4OIYSQrKwsEhYWRqZNm+b1xs0ta7Dee+89EhISwj8Ao9FICLG2QgcNGkR69erlky26nJwc8vrrr/Ot488++4wwDEPWrVvnZWX189FHH5Hu3buTkpISfpvBYCCEEDJkyBAybtw4QohvvcA2Dh06RD788EMH7YQQsnXrVtKmTRvy448/EkJ8UzshN3UdO3aMhISEEEIIufPOO0lsbCzZtWuXw3d8hZMnT5Jhw4aRbt268dt+/fVXMmvWLPLqq6+S9evX8+XHFzlw4ACRyWTk8uXLhBBCvvnmG9KjRw/So0cPMnXqVPLDDz94WaEjtnrwyJEj5Pz583x9aGPgwIFk9OjRRK/Xe7WstHqDZXsQNW/yypUriVwuJ/v27SOEEIeW5o8//kgkEgl55513nB7rKerSrtfr+f9nZmaS8ePHk/j4eFJWVuZRfXVhr9tee2ZmpsN+Qqz3ffTo0WT48OFEp9N5VqgT6rrnNTl48CDp1asXCQ4OJkuWLCHnzp0jCoXC4RyepiHtqamppFOnToQQQk6fPk0YhiGzZs0iFRUV9R7X0tSl2+YJvvTSS2T8+PGEYRjSqVMnIpfLCcMwZNq0aeT8+fMO5/A0dWk/efIkEQqFZOvWrWT9+vWEZVmSkpJCZs2aRdq0aUMYhiEbNmzwguKbNKascxxHLBYL+cc//kFCQkL4Mu6tstJqDZat36Gm52G70bt27SISiYQsWbKE32Z7gEVFRWT69OkkKirKK624urTXxY8//kgCAgLIq6++2sLK6qepum0GrV+/fuTBBx/kt3mDxmi3lY/XXnuNMAxDxowZQ2bNmkXmzp1LQkNDyUMPPeQpuQ40pN12T48fP07kcjkpKCgghBAyd+5cIpFI+NZ+VVWVZwRX09A7mpOTQ1JSUgjDMGTs2LHkjz/+IDk5OSQ/P5/861//IizLkgceeMCjmm00dM9PnjxJIiMjyYwZM0ifPn3Im2++STQaDSGEkLNnz5IJEyaQiIgIcunSJU/KJoQ0/T0lhJA333yTMAxDfvvttxZU1jCt0mAdOHCA9OzZkzAMQ8aPH08uXrxICKldGfbv35/069ePnDt3rtb+77//ngiFQvL55587Pdbb2u23lZSUkDlz5hCpVMq3OD1d8TdFtz25ubkkMDCQrFixghDinQ7dxmq3fd66dSv58ccfSVlZGb9t4cKFhGVZ8v777xNCPNfib8p9/+mnn0iXLl34ULdarSYymYyMGTOGPP744+Sxxx7jjZmv6P7+++/J7NmzyeHDh2vte/TRR0lISAhfifraOzps2DDCsiyJjIwkR44ccdi3c+dOEh4eTp5//nlCiG+WF3tdBw8eJAzDkJ9++qne77c0rc5gHT16lHTr1o20a9eOPPDAA4RhGPLee+85dNraKsVff/2VMAxD3n77bT4cZduXmZlJ4uPjybx58zxWmBqjvS727NlD2rZtS+677z4PKHWkOboPHDhAGIYhf/75pweU1qYp2ut7Sa9cuUI6depE+vTp4xCybUkaq92m++DBg0Qmk5Hc3Fx+38MPP0wEAgERiURk8eLFpLKy0id02zSrVKpafYe27/3999+EYRiHKIkvaLfVIX/88QefyWvzpGwRm5KSEjJx4kSSkJDgc+XFGefPnydhYWHk2WefJYRQg+U2Ll68SCQSCfnvf/9LCCFkxIgRpHPnzuTw4cNOvz9p0iQSFxdHtm3bRghxbOH37NmTzJw5kxDimQfUVO32uiorK3m3fc+ePYQQQv766y/y66+/OnzPV3TbWLNmDREKhXy4xGw2k2vXrpGTJ0+2uG5CmqedEMeW8dChQ8mQIUM8VgHV1D5y5Mh6tW/evJl07dqVKJVKsm/fPjJ8+HAiEAhIcHAw6dSpEzl48CAhxHfvec3QfWlpKQkNDfVoKLyp2h999FHCMAx56qmnCCHEwTikpKSQHj16EJVK1fLCSfPKeklJCUlMTCR33HEHUavVLS21TlqVwbIZG/sWma0F/9xzz/EFw76SycnJIUFBQWTIkCHk1KlT/Pa///6bBAcHk6VLl/qUdmeVie16MjIySP/+/Unv3r3J0qVLSUJCAomIiGjRbMfm6CaEkClTppDbb7+dEGIND3733XekX79+pH///qS8vLzFdDdXe02v+88//yQikYi88MILLaj4Jk3RbtO/Z88eIhaLyd13300EAgEZNmwYOXDgAPnpp5/4SrWl+2zdec/XrFlDGIYhX331VQsqvokr9Utubi4JDg6uFUW4cOEC6dixI5kxY4ZHGsPuuO/Tpk0jPXv2JJWVldTDaiqbN28mTz31FHn33XfJgQMH+O32N9J2o2fNmkVCQ0PJL7/84nAO20PcuHEjue2220j79u3JJ598QtatW0emTJlCEhISyNmzZ31SuzNycnLI7Nmz+TDEvffe6xD+8SXdHMcRjUZDYmNjyUMPPUR2795N7rnnHsIwDJk4cSLJy8tzm253a7enoKCAbNu2jYwaNYr06NGD7w/1Re2HDx8mSUlJpHv37mT16tUkNzeXfweGDRtGnnzySbcarJa650VFRWTr1q0kKSmJjBo1qkWyY91Zv2zevJnExsaS8PBw8uSTT5J33nmH3HXXXSQsLKxFQuEtcd85jiNvv/02YRiGz/b1htHyO4NVVFREJkyYQAIDA0n//v1JWFgYkUgkZPHixXzKZc3BkHl5eSQoKIhMmzaNr8AtFovDDd+/fz8ZNmwYCQkJIRERESQpKYkcOnTIZ7XX5ODBg2TixImEZVnSr1+/Roe0vKn76tWrRCaTkf79+5OgoCDStWtXPpzp69r3799PnnzySZKSkkLkcjnp06cPOXHihE9qt4WhjEYjOXDgADl37hxvmGzHuXNIQUve8//7v/8jDz/8MAkKCiL9+/fnxyP6onb7+uXw4cNkwoQJJDQ0lLRp04b069fPwZj4mnZnrFy5kjAM4zDZgqfxO4O1adMmEh4eTr7//ntSUFBAysvLyezZs4lcLifPPPNMre/bHszy5csJy7Jk7dq1DgXJ/v86nY4UFxe7veJpKe327N69m4jFYrJ69Wq/0b13717CMAxp06ZNi+huSe3btm0jnTp1IqNHjybr16/3G+2eaBW31D1PTU0lQUFBZPDgwS0WBmzJ+sVgMBCFQkHS09P9QrsNmwErLCwkGzdubBHtjcXvDNaoUaPIkCFDHLZVVVWRWbNmEYZhyPbt2wkhtVsJRqORdOzYkQwePJgffX7t2jWHmG5LZwO2pHZCWi4l3N267fvUvvzyy1qj6v1F+7Vr11q0zLhT+9WrV2uVF3/QXfOep6ent+jQB1q/ONfuKzOh+I3BslgsRK/XkwkTJpBhw4bx223hjrS0NJKcnEw6dOhQ6+bWTGN/7bXXyIYNG0j//v3Jc8891+IDJv1Ve0vqbulMo5bU3tKp3y2pXavV+qVuf77ntH5xHz5psC5dukSef/558uyzz5JFixbxVp8QQqZOnUq6du3Kd27btxbWrl1LGIYhK1euJITU9jhMJhMZOHAgEQgEhGEYEhsbS/744w+q3Y91U+3e0e6vuql272l3Bz5lsAwGA3n55ZdJQEAAGTBgAOncuTNhGIZ06NCBHzuQmppKGIYh69ev5x+I7eZfv36d3HHHHaR9+/a1OpVPnTpFFi1aRIKCgohcLierVq2i2v1YN9VOywvV7h/a3YnPGCyNRkNef/110qFDB/Lee++RzMxMYrFYyO7du0lcXBwZMWIE0Wq1xGw2kz59+pCRI0eS69ev1zrPkiVLSGhoKB+vJcT6YObPn89P9mkbpHqra/dX3VS7d7T7q26q3Xva3Y3PGKzs7GzSvn178tRTTxGlUumw76mnniJRUVH87AfffvstYRiGfPTRR3yM1dZqOH36NGFZlmzdupUQcjOOe/z4cX7eLKrdv3VT7bS8UO3+od3d+IzB4jiOrF271mGbLXvsp59+IkKhkJ+PS6lUkmnTppGYmJhaA96OHz9OGIYhmzZt8oxw4r/a/VU3IVQ7IbS8NAWq3Tva3Y3PGCxCblr8mh2C77//PhEIBA4r1ebm5pLo6GjSs2dPvnMwPz+fzJ8/nyQmJpKioiLPCSf+q91fdRNCtdPy0jSodu9odyc+ZbBqYus4fP7550lMTAzfqrA9tD///JP079+fMAxD+vbtS4YOHUpEIhFZunQpMZvNXh074K/a/VU31U7LC9XuH9qbA0MIIfBxBgwYgHbt2iE1NRUWiwUCgYDfV1ZWhq+//hrXrl2DWq3G888/j6FDh3pRrSP+qt1fdQNUuzfwV90A1e5XeNtiNkRJSQkJCAjgF8YjxNq6sC3r7cv4q3Z/1U0I1e4N/FU3IVS7v8F622A2xPnz56HX6zFw4EAAQFFREX744QdMmDABpaWlXlZXP/6q3V91A1S7N/BX3QDV7m/4rMEi1ZHKEydOICQkBHFxcdi/fz+eeeYZzJkzB4QQsCzLf8+X8Fft/qoboNq9gb/qBqh2v8VzzpxrTJs2jXTs2JE8+eSTRC6Xk86dO5OdO3d6W1aj8Fft/qqbEKrdG/irbkKodn/Dpw2WTqcjffv2JQzDkODgYH4eLH/AX7X7q25CqHZv4K+6CaHa/RGfzxJ87bXXwDAMli5dColE4m05TcJftfurboBq9wb+qhug2v0NnzdYHMeBZX22q61e/FW7v+oGqHZv4K+6Aard3/B5g0WhUCgUCuDDWYIUCoVCodhDDRaFQqFQ/AJqsCgUCoXiF1CDRaFQKBS/gBosCoVCofgF1GBRKBQKxS+gBotCoVAofgE1WBQKhULxC6jBolAoFIpfQA0WhUKhUPwCarAoFAqF4hf8P57TzejEtQjbAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -499,12 +93467,13 @@ "source": [ "# Plot the slopes for \"valid\" soiling intervals identified,\n", "# assuming perfect cleaning events\n", - "fig = rdtools.plotting.soiling_interval_plot(soiling_info, daily);" + "fig = rdtools.plotting.soiling_interval_plot(soiling_info, daily)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -542,62 +93511,62 @@ " \n", " \n", " 0\n", - " 2008-11-13 00:00:00+09:30\n", - " 2009-01-31 00:00:00+09:30\n", - " -0.000347\n", - " -0.000637\n", - " -0.000037\n", - " 1.003580\n", - " 0.976134\n", - " 79\n", - " True\n", + " 2010-02-25 00:00:00-07:00\n", + " 2010-03-03 00:00:00-07:00\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.756022\n", + " 0.756022\n", + " 6\n", + " False\n", " \n", " \n", " 1\n", - " 2009-02-01 00:00:00+09:30\n", - " 2009-03-22 00:00:00+09:30\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.970406\n", - " 1.007741\n", - " 49\n", + " 2010-03-04 00:00:00-07:00\n", + " 2010-03-04 00:00:00-07:00\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.793434\n", + " 0.793434\n", + " 0\n", " False\n", " \n", " \n", " 2\n", - " 2009-03-23 00:00:00+09:30\n", - " 2009-03-23 00:00:00+09:30\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 0.991140\n", - " 0.991140\n", + " 2010-03-05 00:00:00-07:00\n", + " 2010-03-05 00:00:00-07:00\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 0.819566\n", + " 0.819566\n", " 0\n", " False\n", " \n", " \n", " 3\n", - " 2009-03-24 00:00:00+09:30\n", - " 2009-04-08 00:00:00+09:30\n", - " -0.001981\n", - " -0.003316\n", - " -0.000614\n", - " 1.045116\n", - " 1.015397\n", - " 15\n", - " True\n", + " 2010-03-06 00:00:00-07:00\n", + " 2010-03-07 00:00:00-07:00\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 1.053380\n", + " 1.053380\n", + " 1\n", + " False\n", " \n", " \n", " 4\n", - " 2009-04-09 00:00:00+09:30\n", - " 2009-04-22 00:00:00+09:30\n", - " 0.000000\n", - " 0.000000\n", - " 0.000000\n", - " 1.008723\n", - " 1.037279\n", - " 13\n", + " 2010-03-08 00:00:00-07:00\n", + " 2010-03-09 00:00:00-07:00\n", + " 0.0\n", + " 0.0\n", + " 0.0\n", + " 1.033119\n", + " 1.033119\n", + " 1\n", " False\n", " \n", " \n", @@ -606,28 +93575,28 @@ ], "text/plain": [ " start end soiling_rate \\\n", - "0 2008-11-13 00:00:00+09:30 2009-01-31 00:00:00+09:30 -0.000347 \n", - "1 2009-02-01 00:00:00+09:30 2009-03-22 00:00:00+09:30 0.000000 \n", - "2 2009-03-23 00:00:00+09:30 2009-03-23 00:00:00+09:30 0.000000 \n", - "3 2009-03-24 00:00:00+09:30 2009-04-08 00:00:00+09:30 -0.001981 \n", - "4 2009-04-09 00:00:00+09:30 2009-04-22 00:00:00+09:30 0.000000 \n", + "0 2010-02-25 00:00:00-07:00 2010-03-03 00:00:00-07:00 0.0 \n", + "1 2010-03-04 00:00:00-07:00 2010-03-04 00:00:00-07:00 0.0 \n", + "2 2010-03-05 00:00:00-07:00 2010-03-05 00:00:00-07:00 0.0 \n", + "3 2010-03-06 00:00:00-07:00 2010-03-07 00:00:00-07:00 0.0 \n", + "4 2010-03-08 00:00:00-07:00 2010-03-09 00:00:00-07:00 0.0 \n", "\n", " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", - "0 -0.000637 -0.000037 1.003580 \n", - "1 0.000000 0.000000 0.970406 \n", - "2 0.000000 0.000000 0.991140 \n", - "3 -0.003316 -0.000614 1.045116 \n", - "4 0.000000 0.000000 1.008723 \n", + "0 0.0 0.0 0.756022 \n", + "1 0.0 0.0 0.793434 \n", + "2 0.0 0.0 0.819566 \n", + "3 0.0 0.0 1.053380 \n", + "4 0.0 0.0 1.033119 \n", "\n", " inferred_end_loss length valid \n", - "0 0.976134 79 True \n", - "1 1.007741 49 False \n", - "2 0.991140 0 False \n", - "3 1.015397 15 True \n", - "4 1.037279 13 False " + "0 0.756022 6 False \n", + "1 0.793434 0 False \n", + "2 0.819566 0 False \n", + "3 1.053380 1 False \n", + "4 1.033119 1 False " ] }, - "execution_count": 15, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -640,20 +93609,22 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:265: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" + "/Users/mdecegli/Documents/GitHub/rdtools/rdtools/plotting.py:272: UserWarning:\n", + "\n", + "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + "\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -664,197 +93635,557 @@ ], "source": [ "# View a histogram of the valid soiling rates found for the data set\n", - "fig = rdtools.plotting.soiling_rate_histogram(soiling_info, bins=15)" + "fig = rdtools.plotting.soiling_rate_histogram(soiling_info, bins=50)\n", + "plt.show()" ] }, { "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, + "metadata": {}, "source": [ - "## Clear sky workflow\n", - "The clear sky workflow is useful in that it avoids problems due to drift or recalibration of ground-based sensors. We use `pvlib` to model the clear sky irradiance. This is renormalized to align it with ground-based measurements. Finally we use `rdtools.get_clearsky_tamb()` to model the ambient temperature on clear sky days. This modeled ambient temperature is used to model cell temperature with `pvlib`. If high quality amabient temperature data is available, that can be used instead of the modeled ambient; we proceed with the modeled ambient temperature here for illustrative purposes.\n", - "\n", - "In this example, note that we have omitted wind data in the cell temperature calculations for illustrative purposes. Wind data can also be included when the data source is trusted for improved results\n", - "\n", - "**Note that the claculations below rely on some objects from the steps above**" + "These plots show generally good results from the SRR method. In this example, we have slightly overestimated the soiling loss because we used the default behavior of the `method` key word argument in `rdtools.soiling_srr()`, which does not assume that every cleaning is perfect but the example artificial soiling signal did include perfect cleaning. We encourage you to adjust the options of `rdtools.soiling_srr()` for your application." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 24, "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " month soiling_rate_median soiling_rate_low soiling_rate_high \\\n", + "0 1 -0.001184 -0.002336 -0.000875 \n", + "1 2 -0.001488 -0.002649 -0.000902 \n", + "2 3 -0.001307 -0.002049 -0.000620 \n", + "3 4 -0.001114 -0.001764 -0.000443 \n", + "4 5 -0.000683 -0.001163 -0.000407 \n", + "5 6 -0.000806 -0.001124 -0.000525 \n", + "6 7 -0.000804 -0.001550 -0.000480 \n", + "7 8 -0.000859 -0.001907 -0.000442 \n", + "8 9 -0.000730 -0.001841 -0.000441 \n", + "9 10 -0.000779 -0.001611 -0.000480 \n", + "10 11 -0.001067 -0.002377 -0.000592 \n", + "11 12 -0.001374 -0.002965 -0.000804 \n", + "\n", + " interval_count \n", + "0 8 \n", + "1 7 \n", + "2 8 \n", + "3 9 \n", + "4 6 \n", + "5 7 \n", + "6 8 \n", + "7 11 \n", + "8 9 \n", + "9 10 \n", + "10 9 \n", + "11 8 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "## Clear Sky 0: Preliminary Calculations" + "# Calculate and view a monthly soiling rate summary\n", + "from rdtools.soiling import monthly_soiling_rates\n", + "monthly_soiling_rates(soiling_info['soiling_interval_summary'],\n", + " confidence_level=cl)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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yearsoiling_ratio_mediansoiling_ratio_lowsoiling_ratio_high
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" + ], + "text/plain": [ + " year soiling_ratio_median soiling_ratio_low soiling_ratio_high\n", + "0 2010 0.962952 0.954986 0.969507\n", + "1 2011 0.957442 0.951042 0.962425\n", + "2 2012 0.950871 0.943630 0.956604\n", + "3 2013 0.948067 0.938270 0.956403\n", + "4 2014 0.934236 0.915437 0.947448\n", + "5 2015 0.959483 0.945367 0.967091\n", + "6 2016 0.966123 0.961269 0.970014" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Calculate the clear sky POA irradiance\n", - "# Note: an earlier version of this notebook modeled clear-sky POA irradiance as\n", - "# instantaneous values rather than interval averages. See https://github.com/NREL/rdtools/issues/243\n", - "times = pd.date_range(df.index.min(), df.index.max(), freq='1min')\n", - "sun1min = loc.get_solarposition(times)\n", - "clearsky = loc.get_clearsky(times, solar_position=sun1min)\n", - "# Note: An earlier version of this notebook used pvlib<0.6. In pvlib 0.6, the default \n", - "# behavior of get_clearsky() changed, which affects the results of this example notebook.\n", - "# More details: https://github.com/pvlib/pvlib-python/issues/435\n", - "cs_sky = pvlib.irradiance.isotropic(meta['tilt'], clearsky.dhi)\n", - "cs_beam = pvlib.irradiance.beam_component(meta['tilt'], meta['azimuth'], sun1min.zenith, sun1min.azimuth, clearsky.dni)\n", - "cs_total = cs_beam + cs_sky\n", - "# aggregate 1-minute model to the resolution of the measured data:\n", - "df['clearsky_poa'] = cs_total.resample(freq, label='right').mean()\n", + "# Calculate and view annual insolation-weighted soiling ratios and their confidence\n", + "# intervals based on the Monte Carlo simulation. Note that these losses include the\n", + "# assumptions of the cleaning assumptions associated with the method parameter\n", + "# of rdtools.soiling_srr(). For anything but 'perfect_clean', each year's soiling\n", + "# ratio may be impacted by prior years' soiling profiles. The default behavior of\n", + "# rdtools.soiling_srr uses method='half_norm_clean'\n", "\n", - "# Renormalize the clear sky POA irradiance\n", - "df['clearsky_poa'] = rdtools.irradiance_rescale(df.poa, df.clearsky_poa, method='iterative')\n", - "\n", - "# Calculate the clearsky temperature\n", - "df['clearsky_Tamb'] = rdtools.get_clearsky_tamb(df.index, meta['latitude'], meta['longitude'])\n", - "df['clearsky_Tcell'] = pvlib.temperature.sapm_cell(df.clearsky_poa, df.clearsky_Tamb, 0, **meta['temp_model_params'])" + "from rdtools.soiling import annual_soiling_ratios\n", + "annual_soiling_ratios(soiling_info['stochastic_soiling_profiles'],\n", + " daily_insolation,\n", + " confidence_level=cl)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Clear Sky 1: Normalize\n", - "Normalize as in step 1 above, but this time using clearsky modeled irradiance and cell temperature" + "## CODS\n", + "\n", + "This section gives an introduction to the Combined Degradation and Soiling (CODS) algorithm workflow. For more information about CODS, we refer to [1] and [2].\n", + "\n", + "CODS can be run in two ways - either by setting up an instance of `rdtools.soiling.CODSAnalysis` and running the method `run_bootstrap`, or by directly running `rdtools.soiling.soiling_cods`. Here we will show how to do the first option, as this makes more information available, and since the second option is more straightforward. We start by setting up an instance of `rdtools.soiling.CODSAnalysis`\n", + "\n", + "[1] Skomedal, Å. and Deceglie, M. G. IEEE J. of Photovoltaics, Sept. 2020\n", + "[2] Skomedal, Å., Deceglie, M. G., Haug, H., and Marstein, E. S., Proceedings of the 37th European Photovoltaic Solar Energy Conference and Exhibition, Sept. 2020\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "clearsky_pvwatts_kws = {\"poa_global\" : df.clearsky_poa,\n", - " \"power_dc_rated\" : meta['power_dc_rated'],\n", - " \"temperature_cell\" :df.clearsky_Tcell,\n", - " \"poa_global_ref\" : 1000,\n", - " \"temperature_cell_ref\": 25,\n", - " \"gamma_pdc\" : meta['gamma_pdc']}\n", - "\n", - "clearsky_normalized, clearsky_insolation = rdtools.normalize_with_pvwatts(df.energy, clearsky_pvwatts_kws)\n", - "\n", - "df['clearsky_normalized'] = clearsky_normalized\n", - "df['clearsky_insolation'] = clearsky_insolation" + "from rdtools.soiling import CODSAnalysis\n", + "np.random.seed(0) # improves consistency with other notebook when using a low number of monte carlo reps\n", + "CODS = CODSAnalysis(daily_filtered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Clear Sky 2: Filter\n", - "Filter as in step 2 above, but with the addition of a clear sky index (csi) filter so we consider only points well modeled by the clear sky irradiance model." + "We continue to run `run_bootstrap`. The parameter `reps` decides how many repetitions of the bootstrapping procedure should be performed. `reps` needs to be a multiple of 16, and the minimum is 16. However, to give real confidence intervals, we recommend running it with 512 repetitions. In this case we use 16 to to avoid overly much time use. The parameter `verbose` decides whether to output information about the process during the calculation. `bootstrap_seed=42` ensures the same results from the bootstrap sampling each time, used here only for notebook testing." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ - "# Perform clearsky filter\n", - "cs_normalized_mask = rdtools.normalized_filter(df['clearsky_normalized'])\n", - "cs_poa_mask = rdtools.poa_filter(df['clearsky_poa'])\n", - "cs_tcell_mask = rdtools.tcell_filter(df['clearsky_Tcell'])\n", - "\n", - "csi_mask = rdtools.csi_filter(df.insolation, df.clearsky_insolation)\n", - "\n", - "\n", - "clearsky_filtered = df[cs_normalized_mask & cs_poa_mask & cs_tcell_mask & clip_mask & csi_mask]\n", - "clearsky_filtered = clearsky_filtered[['clearsky_insolation', 'clearsky_normalized']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 3: Aggregate\n", - "Aggregate the clear sky version of of the filtered data " + "results_df, degradation, soiling_loss = CODS.run_bootstrap(reps=16, bootstrap_seed=42)" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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soiling_ratiosoiling_ratescleaning_eventsseasonal_componentdegradation_trendtotal_modelresiduals
2010-02-25 00:00:00-07:000.6326350.024614True0.9996501.0000000.5473420.963029
2010-02-26 00:00:00-07:000.6572480.024612False0.9994750.9999930.5685320.889424
2010-02-27 00:00:00-07:000.6818600.024611False0.9992990.9999860.5897130.934689
2010-02-28 00:00:00-07:000.7064700.024609False0.9991220.9999780.6108850.945476
2010-03-01 00:00:00-07:000.7310790.024608False0.9989440.9999710.6320470.857710
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" + ], + "text/plain": [ + " soiling_ratio soiling_rates cleaning_events \\\n", + "2010-02-25 00:00:00-07:00 0.632635 0.024614 True \n", + "2010-02-26 00:00:00-07:00 0.657248 0.024612 False \n", + "2010-02-27 00:00:00-07:00 0.681860 0.024611 False \n", + "2010-02-28 00:00:00-07:00 0.706470 0.024609 False \n", + "2010-03-01 00:00:00-07:00 0.731079 0.024608 False \n", + "\n", + " seasonal_component degradation_trend total_model \\\n", + "2010-02-25 00:00:00-07:00 0.999650 1.000000 0.547342 \n", + "2010-02-26 00:00:00-07:00 0.999475 0.999993 0.568532 \n", + "2010-02-27 00:00:00-07:00 0.999299 0.999986 0.589713 \n", + "2010-02-28 00:00:00-07:00 0.999122 0.999978 0.610885 \n", + "2010-03-01 00:00:00-07:00 0.998944 0.999971 0.632047 \n", + "\n", + " residuals \n", + "2010-02-25 00:00:00-07:00 0.963029 \n", + "2010-02-26 00:00:00-07:00 0.889424 \n", + "2010-02-27 00:00:00-07:00 0.934689 \n", + "2010-02-28 00:00:00-07:00 0.945476 \n", + "2010-03-01 00:00:00-07:00 0.857710 " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "clearsky_daily = rdtools.aggregation_insol(clearsky_filtered.clearsky_normalized, clearsky_filtered.clearsky_insolation)" + "df_out, CODS_results_dict = \\\n", + " CODS.iterative_signal_decomposition()\n", + "df_out.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Clear Sky 4: Degradation Calculation\n", - "Estimate the degradation rate and compare to the results obtained with sensors. In this case, we see that irradiance sensor drift may have biased the sensor-based results, a problem that is corrected by the clear sky approach." + "Visualize the results" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The P95 exceedance level with the clear sky analysis is -0.22%/yr\n" + "Avg. Soiling loss 6.128 (4.569, 6.238) (%)\n", + "Degradation rate -0.181 (-0.371, -0.027) (%)\n" ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "# Calculate the degradation rate using the YoY method\n", - "cs_yoy_rd, cs_yoy_ci, cs_yoy_info = rdtools.degradation_year_on_year(clearsky_daily, confidence_level=68.2)\n", - "# Note the default confidence_level of 68.2 is approrpriate if you would like to \n", - "# report a confidence interval analogous to the standard deviation of a normal\n", - "# distribution. The size of the confidence interval is adjustable by setting the\n", - "# confidence_level variable.\n", + "# The average soiling loss over the period with 95 % confidence intervals\n", + "# can be accessed through the soiling_loss attribute of CODS\n", + "soiling_loss = CODS.soiling_loss\n", + "print(f'Avg. Soiling loss {soiling_loss[0]:.3f} ({soiling_loss[1]:.3f}, {soiling_loss[2]:.3f}) (%)')\n", "\n", - "# Visualize the results\n", - "clearsky_fig = rdtools.degradation_summary_plots(cs_yoy_rd, cs_yoy_ci, cs_yoy_info, clearsky_daily,\n", - " summary_title='Clear-sky-based degradation results',\n", - " scatter_ymin=0.5, scatter_ymax=1.1,\n", - " hist_xmin=-30, hist_xmax=45, plot_color='orangered');\n", - "\n", - "print('The P95 exceedance level with the clear sky analysis is %.2f%%/yr' % cs_yoy_info['exceedance_level'])" + "# The estimated degradatio rate over the period with 95 % confidence intervals\n", + "# can be accessed through the degradation attribute of CODS\n", + "degradation = CODS.degradation\n", + "print(f'Degradation rate {degradation[0]:.3f} ({degradation[1]:.3f}, {degradation[2]:.3f}) (%)')" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "execution_count": 22, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "# Compare to previous sensor restuls\n", - "degradation_fig" + "# The dataframe containing the time series of the different component fits\n", + "# can be accessed through CODS.result_df\n", + "result_df = CODS.result_df\n", + "\n", + "# Let us plot the time series of the results\n", + "# First: daily normalized energy along with the total model fit and degradation trend\n", + "fig, (ax1, ax2, ax3) = plt.subplots(3, 1, figsize=(10, 8))\n", + "ax1.plot(daily_filtered.index, daily_filtered, 'o', alpha = 0.3)\n", + "ax1.plot(result_df.index, result_df.degradation_trend * CODS.residual_shift, color='g', linewidth=1,\n", + " label='Degradation trend')\n", + "ax1.plot(result_df.index, result_df.degradation_trend * result_df.seasonal_component * CODS.residual_shift,\n", + " color='C1', linewidth=1, label='Degradation * seasonal component * residual shift')\n", + "ax1.plot(result_df.index, result_df.total_model, color='k', linewidth=1,\n", + " label='model fit')\n", + "ax1.set_ylim(0.6, 1.1)\n", + "ax1.set_ylabel('Normalized\\nenergy')\n", + "ax1.legend(bbox_to_anchor=(0.1, 1.1))\n", + "\n", + "# Second: soiling ratio with 95 % confidence intervals\n", + "ax2.plot(result_df.index, result_df.soiling_ratio, color='r', linewidth=1,\n", + " label='Soiling Ratio')\n", + "ax2.fill_between(result_df.index, result_df.SR_low, result_df.SR_high,\n", + " color='r', alpha=.1, label='95 % confidence interval')\n", + "ax2.set_ylabel('Soiling Ratio')\n", + "ax2.legend()\n", + "\n", + "# Third: The residuals\n", + "ax3.plot(result_df.index, result_df.residuals, color='k', linewidth=1)\n", + "ax3.set_ylabel('Residuals')\n", + "\n", + "fig.autofmt_xdate()\n", + "plt.show()" ] }, { @@ -868,7 +94199,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -882,7 +94213,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.12.0" } }, "nbformat": 4, diff --git a/docs/degradation_and_soiling_example_pvdaq_4.ipynb b/docs/degradation_and_soiling_example_pvdaq_4.ipynb deleted file mode 100644 index 2c726520e..000000000 --- a/docs/degradation_and_soiling_example_pvdaq_4.ipynb +++ /dev/null @@ -1,94148 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Degradation and soiling example with clearsky workflow\n", - "\n", - "\n", - "This jupyter notebook is intended to the RdTools analysis workflow. In addition, the notebook demonstrates the effects of changes in the workflow. For a consistent experience, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) These environments and examples are tested with Python 3.10.\n", - "\n", - "The calculations consist of several steps illustrated here:\n", - "
    \n", - "
  1. Import and preliminary calculations
    2. \n", - "
  2. Normalize data using a performance metric
    3. \n", - "
  3. Filter data that creates bias
    4. \n", - "
  4. Aggregate data
    5. \n", - "
  5. Analyze aggregated data to estimate the degradation rate
    6. \n", - "
  6. Analyze aggregated data to estimate the soiling loss
    7. \n", - "
\n", - "\n", - "After demonstrating these steps using sensor data, a modified version of the workflow is illustrated using modeled clear sky irradiance and temperature. The results from the two methods are compared at the end.\n", - "\n", - "This notebook works with data from the NREL PVDAQ `[4] NREL x-Si #1` system. Note that because this system does not experience significant soiling, the dataset contains a synthesized soiling signal for use in the soiling section of the example. This notebook automatically downloads and locally caches the dataset used in this example. The data can also be found on the DuraMAT Datahub (https://datahub.duramat.org/dataset/pvdaq-time-series-with-soiling-signal)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pvlib\n", - "import rdtools\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "#Update the style of plots\n", - "import matplotlib\n", - "matplotlib.rcParams.update({'font.size': 12,\n", - " 'figure.figsize': [4.5, 3],\n", - " 'lines.markeredgewidth': 0,\n", - " 'lines.markersize': 2\n", - " })\n", - "# Register time series plotting in pandas > 1.0\n", - "from pandas.plotting import register_matplotlib_converters\n", - "register_matplotlib_converters()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Set the random seed for numpy to ensure consistent results\n", - "np.random.seed(0)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 0: Import and preliminary calculations\n", - "\n", - "\n", - "This section prepares the data necessary for an `rdtools` calculation. The first step of the `rdtools` workflow is normalization, which requires a time series of energy yield, a time series of cell temperature, and a time series of irradiance, along with some metadata (see Step 1: Normalize)\n", - "\n", - "The following section loads the data, adjusts units where needed, and renames the critical columns. The ambient temperature sensor data source is converted into estimated cell temperature. This dataset already has plane-of-array irradiance data, so no transposition is necessary.\n", - "\n", - "A common challenge is handling datasets with and without daylight savings time. Make sure to specify a `pytz` timezone that does or does not include daylight savings time as appropriate for your dataset.\n", - "\n", - "The steps of this section may change depending on your data source or the system being considered. Transposition of irradiance and modeling of cell temperature are generally outside the scope of `rdtools`. A variety of tools for these calculations are available in [pvlib](https://github.com/pvlib/pvlib-python)." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Import the example data\n", - "file_url = ('https://datahub.duramat.org/dataset/a49bb656-7b36-'\n", - " '437a-8089-1870a40c2a7d/resource/5059bc22-640d-4dd4'\n", - " '-b7b1-1e71da15be24/download/pvdaq_system_4_2010-2016'\n", - " '_subset_soilsignal.csv')\n", - "cache_file = 'PVDAQ_system_4_2010-2016_subset_soilsignal.pickle'\n", - "\n", - "try:\n", - " df = pd.read_pickle(cache_file)\n", - "except FileNotFoundError:\n", - " df = pd.read_csv(file_url, index_col=0, parse_dates=True)\n", - " df.to_pickle(cache_file)\n", - "\n", - "df = df.rename(columns = {\n", - " 'ambient_temp': 'Tamb',\n", - " 'poa_irradiance': 'poa',\n", - "})\n", - "\n", - "# Specify the Metadata\n", - "meta = {\"latitude\": 39.7406,\n", - " \"longitude\": -105.1774,\n", - " \"timezone\": 'Etc/GMT+7',\n", - " \"gamma_pdc\": -0.005,\n", - " \"azimuth\": 180,\n", - " \"tilt\": 40,\n", - " \"power_dc_rated\": 1000.0,\n", - " \"temp_model_params\":\n", - " pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS['sapm']['open_rack_glass_polymer']}\n", - "\n", - "df.index = df.index.tz_localize(meta['timezone'])\n", - "\n", - "# There is some missing data, but we can infer the frequency from\n", - "# the first several data points\n", - "freq = pd.infer_freq(df.index[:10])\n", - "\n", - "# Then set the frequency of the dataframe.\n", - "# It is recommended not to up- or downsample at this step\n", - "# but rather to use interpolate to regularize the time series\n", - "# to its dominant or underlying frequency. Interpolate is not\n", - "# generally recommended for downsampling in this application.\n", - "df = rdtools.interpolate(df, freq)\n", - "\n", - "# Calculate cell temperature\n", - "df['Tcell'] = pvlib.temperature.sapm_cell(df.poa, df.Tamb,\n", - " df.wind_speed, **meta['temp_model_params'])\n", - "\n", - "# plot the AC power time series\n", - "fig, ax = plt.subplots(figsize=(4,3))\n", - "ax.plot(df.index, df.ac_power, 'o', alpha=0.01)\n", - "ax.set_ylim(0,1500)\n", - "fig.autofmt_xdate()\n", - "ax.set_ylabel('AC Power (W)');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This example dataset includes a synthetic soiling signal that can be applied onto the PV power data to illustrate the soiling loss and detection capabilities of RdTools. AC Power is multiplied by soiling to create the synthetic 'power' channel" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(4,3))\n", - "ax.plot(df.index, df.soiling, 'o', alpha=0.01)\n", - "#ax.set_ylim(0,1500)\n", - "fig.autofmt_xdate()\n", - "ax.set_ylabel('soiling signal');\n", - "\n", - "df['power'] = df['ac_power'] * df['soiling']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1: Normalize\n", - "\n", - "Data normalization is achieved with `rdtools.normalize_with_expected_power()`. This function can be used to normalize to any modeled or expected power. Note that realized PV output can be given as energy, rather than power, by using an optional key word argument. " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Calculate the expected power with a simple PVWatts DC model\n", - "modeled_power = pvlib.pvsystem.pvwatts_dc(df['poa'], df['Tcell'], meta['power_dc_rated'],\n", - " meta['gamma_pdc'], 25.0 )\n", - "\n", - "# Calculate the normalization, the function also returns the relevant insolation for\n", - "# each point in the normalized PV energy timeseries\n", - "normalized, insolation = rdtools.normalize_with_expected_power(df['power'],\n", - " modeled_power,\n", - " df['poa'])\n", - "\n", - "df['normalized'] = normalized\n", - "df['insolation'] = insolation\n", - "\n", - "# Plot the normalized power time series\n", - "fig, ax = plt.subplots()\n", - "ax.plot(normalized.index, normalized, 'o', alpha = 0.05)\n", - "ax.set_ylim(0,2)\n", - "fig.autofmt_xdate()\n", - "ax.set_ylabel('Normalized energy');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2: Filter\n", - "\n", - "Data filtering is used to exclude data points that represent invalid data, create bias in the analysis, or introduce significant noise.\n", - "\n", - "It can also be useful to remove outages and outliers. Sometimes outages appear as low but non-zero yield. Automatic functions for outage detection are not yet included in `rdtools`. However, this example does filter out data points where the normalized energy is less than 1%. System-specific filters should be implemented by the analyst if needed." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# NBVAL_IGNORE_OUTPUT\n", - "rdtools.tune_filter_plot(example_subset['ac_power'], clip_mask_logic)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3: Aggregate\n", - "\n", - "Data is aggregated with an irradiance weighted average. This can be useful, for example with daily aggregation, to reduce the impact of high-error data points in the morning and evening." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "daily = rdtools.aggregation_insol(filtered.normalized, filtered.insolation,\n", - " frequency = 'D')\n", - "\n", - "fig, ax = plt.subplots()\n", - "ax.plot(daily.index, daily, 'o', alpha = 0.1)\n", - "ax.set_ylim(0,2)\n", - "fig.autofmt_xdate()\n", - "ax.set_ylabel('Normalized energy');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4: Degradation calculation\n", - "\n", - "Data is then analyzed to estimate the degradation rate representing the PV system behavior. The results are visualized and statistics are reported, including the 68.2% confidence interval, and the P95 exceedance value." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "tags": [ - "nbsphinx-thumbnail" - ] - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Calculate the degradation rate using the YoY method\n", - "yoy_rd, yoy_ci, yoy_info = rdtools.degradation_year_on_year(daily, confidence_level=68.2)\n", - "# Note the default confidence_level of 68.2 is appropriate if you would like to \n", - "# report a confidence interval analogous to the standard deviation of a normal\n", - "# distribution. The size of the confidence interval is adjustable by setting the\n", - "# confidence_level variable.\n", - "\n", - "# Visualize the results\n", - "\n", - "degradation_fig = rdtools.degradation_summary_plots(\n", - " yoy_rd, yoy_ci, yoy_info, daily,\n", - " summary_title='Sensor-based degradation results',\n", - " scatter_ymin=0.5, scatter_ymax=1.1,\n", - " hist_xmin=-30, hist_xmax=45, bins=100\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In addition to the confidence interval, the year-on-year method yields an exceedance value (e.g. P95), the degradation rate that was exceeded (slower degradation) with a given probability level. The probability level is set via the `exceedance_prob` keyword in `degradation_year_on_year`." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The P95 exceedance level is -0.72%/yr\n" - ] - } - ], - "source": [ - "print('The P95 exceedance level is %.2f%%/yr' % yoy_info['exceedance_level'])" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-0.454\n", - "[-0.605 -0.253]\n" - ] - } - ], - "source": [ - "print(np.round(yoy_rd, 3))\n", - "print(np.round(yoy_ci, 3))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5: Soiling calculations \n", - "\n", - "This section illustrates how the aggregated data can be used to estimate soiling losses using the stochastic rate and recovery (SRR) method.¹ Since our example system doesn't experience much soiling, we apply an artificially generated soiling signal, just for the sake of example.\n", - "\n", - "¹ M. G. Deceglie, L. Micheli and M. Muller, \"Quantifying Soiling Loss Directly From PV Yield,\" IEEE Journal of Photovoltaics, vol. 8, no. 2, pp. 547-551, March 2018. doi: 10.1109/JPHOTOV.2017.2784682" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/soiling.py:14: UserWarning:\n", - "\n", - "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - "\n", - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/soiling.py:366: UserWarning:\n", - "\n", - "20% or more of the daily data is assigned to invalid soiling intervals. This can be problematic with the \"half_norm_clean\" and \"random_clean\" cleaning assumptions. Consider more permissive validity criteria such as increasing \"max_relative_slope_error\" and/or \"max_negative_step\" and/or decreasing \"min_interval_length\". Alternatively, consider using method=\"perfect_clean\". For more info see https://github.com/NREL/rdtools/issues/272\n", - "\n" - ] - } - ], - "source": [ - "# Calculate the daily insolation, required for the SRR calculation\n", - "daily_insolation = filtered['insolation'].resample('D').sum()\n", - "\n", - "# Perform the SRR calculation\n", - "from rdtools.soiling import soiling_srr\n", - "cl = 68.2\n", - "sr, sr_ci, soiling_info = soiling_srr(daily, daily_insolation,\n", - " confidence_level=cl)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The P50 insolation-weighted soiling ratio is 0.949\n" - ] - } - ], - "source": [ - "print('The P50 insolation-weighted soiling ratio is %0.3f'%sr)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The 68.2 confidence interval for the insolation-weighted soiling ratio is 0.944–0.954\n" - ] - } - ], - "source": [ - "print('The %0.1f confidence interval for the insolation-weighted'\n", - " ' soiling ratio is %0.3f–%0.3f'%(cl, sr_ci[0], sr_ci[1]))" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:165: UserWarning:\n", - "\n", - "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - "\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot Monte Carlo realizations of soiling profiles\n", - "fig = rdtools.plotting.soiling_monte_carlo_plot(soiling_info, daily, profiles=200);" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:225: UserWarning:\n", - "\n", - "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - "\n" - ] - }, - { - "data": { - "image/png": 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startendsoiling_ratesoiling_rate_lowsoiling_rate_highinferred_start_lossinferred_end_losslengthvalid
02010-02-25 00:00:00-07:002010-03-03 00:00:00-07:000.00.00.00.7217030.7217036False
12010-03-04 00:00:00-07:002010-03-04 00:00:00-07:000.00.00.00.8003850.8003850False
22010-03-05 00:00:00-07:002010-03-05 00:00:00-07:000.00.00.00.8144190.8144190False
32010-03-06 00:00:00-07:002010-03-06 00:00:00-07:000.00.00.01.0600731.0600730False
42010-03-07 00:00:00-07:002010-03-09 00:00:00-07:000.00.00.01.0271411.0271412False
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" - ], - "text/plain": [ - " start end soiling_rate \\\n", - "0 2010-02-25 00:00:00-07:00 2010-03-03 00:00:00-07:00 0.0 \n", - "1 2010-03-04 00:00:00-07:00 2010-03-04 00:00:00-07:00 0.0 \n", - "2 2010-03-05 00:00:00-07:00 2010-03-05 00:00:00-07:00 0.0 \n", - "3 2010-03-06 00:00:00-07:00 2010-03-06 00:00:00-07:00 0.0 \n", - "4 2010-03-07 00:00:00-07:00 2010-03-09 00:00:00-07:00 0.0 \n", - "\n", - " soiling_rate_low soiling_rate_high inferred_start_loss \\\n", - "0 0.0 0.0 0.721703 \n", - "1 0.0 0.0 0.800385 \n", - "2 0.0 0.0 0.814419 \n", - "3 0.0 0.0 1.060073 \n", - "4 0.0 0.0 1.027141 \n", - "\n", - " inferred_end_loss length valid \n", - "0 0.721703 6 False \n", - "1 0.800385 0 False \n", - "2 0.814419 0 False \n", - "3 1.060073 0 False \n", - "4 1.027141 2 False " - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# View the first several rows of the soiling interval summary table\n", - "soiling_summary = soiling_info['soiling_interval_summary']\n", - "soiling_summary.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:265: UserWarning:\n", - "\n", - "The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - "\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# View a histogram of the valid soiling rates found for the data set\n", - "fig = rdtools.plotting.soiling_rate_histogram(soiling_info, bins=50)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "These plots show generally good results from the SRR method. In this example, we have slightly overestimated the soiling loss because we used the default behavior of the `method` key word argument in `rdtools.soiling_srr()`, which does not assume that every cleaning is perfect but the example artificial soiling signal did include perfect cleaning. We encourage you to adjust the options of `rdtools.soiling_srr()` for your application." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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monthsoiling_rate_mediansoiling_rate_lowsoiling_rate_highinterval_count
01-0.001135-0.002058-0.0007885
12-0.001623-0.003788-0.0008307
23-0.001481-0.002202-0.0005247
34-0.001170-0.001967-0.0003799
45-0.000401-0.000939-0.0001995
56-0.000636-0.001212-0.0002337
67-0.000541-0.001424-0.0002037
78-0.000652-0.001669-0.0002728
89-0.000800-0.001582-0.0003938
910-0.000971-0.001775-0.00046610
1011-0.001314-0.002744-0.0005148
1112-0.001239-0.002816-0.00078210
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" - ], - "text/plain": [ - " month soiling_rate_median soiling_rate_low soiling_rate_high \\\n", - "0 1 -0.001135 -0.002058 -0.000788 \n", - "1 2 -0.001623 -0.003788 -0.000830 \n", - "2 3 -0.001481 -0.002202 -0.000524 \n", - "3 4 -0.001170 -0.001967 -0.000379 \n", - "4 5 -0.000401 -0.000939 -0.000199 \n", - "5 6 -0.000636 -0.001212 -0.000233 \n", - "6 7 -0.000541 -0.001424 -0.000203 \n", - "7 8 -0.000652 -0.001669 -0.000272 \n", - "8 9 -0.000800 -0.001582 -0.000393 \n", - "9 10 -0.000971 -0.001775 -0.000466 \n", - "10 11 -0.001314 -0.002744 -0.000514 \n", - "11 12 -0.001239 -0.002816 -0.000782 \n", - "\n", - " interval_count \n", - "0 5 \n", - "1 7 \n", - "2 7 \n", - "3 9 \n", - "4 5 \n", - "5 7 \n", - "6 7 \n", - "7 8 \n", - "8 8 \n", - "9 10 \n", - "10 8 \n", - "11 10 " - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Calculate and view a monthly soiling rate summary\n", - "from rdtools.soiling import monthly_soiling_rates\n", - "monthly_soiling_rates(soiling_info['soiling_interval_summary'],\n", - " confidence_level=cl)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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yearsoiling_ratio_mediansoiling_ratio_lowsoiling_ratio_high
020100.9635950.9536830.970623
120110.9578430.9521740.962844
220120.9328680.9144250.946839
320130.9639710.9545430.970562
420140.9230570.8992090.945093
520150.9632450.9492400.972810
620160.9580730.9485050.964359
\n", - "
" - ], - "text/plain": [ - " year soiling_ratio_median soiling_ratio_low soiling_ratio_high\n", - "0 2010 0.963595 0.953683 0.970623\n", - "1 2011 0.957843 0.952174 0.962844\n", - "2 2012 0.932868 0.914425 0.946839\n", - "3 2013 0.963971 0.954543 0.970562\n", - "4 2014 0.923057 0.899209 0.945093\n", - "5 2015 0.963245 0.949240 0.972810\n", - "6 2016 0.958073 0.948505 0.964359" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Calculate and view annual insolation-weighted soiling ratios and their confidence\n", - "# intervals based on the Monte Carlo simulation. Note that these losses include the\n", - "# assumptions of the cleaning assumptions associated with the method parameter\n", - "# of rdtools.soiling_srr(). For anything but 'perfect_clean', each year's soiling\n", - "# ratio may be impacted by prior years' soiling profiles. The default behavior of\n", - "# rdtools.soiling_srr uses method='half_norm_clean'\n", - "\n", - "from rdtools.soiling import annual_soiling_ratios\n", - "annual_soiling_ratios(soiling_info['stochastic_soiling_profiles'],\n", - " daily_insolation,\n", - " confidence_level=cl)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "heading_collapsed": true - }, - "source": [ - "## Clear sky workflow\n", - "The clear sky workflow is useful in that it avoids problems due to drift or recalibration of ground-based sensors. We use `pvlib` to model the clear sky irradiance. This is renormalized to align it with ground-based measurements. Finally we use `rdtools.get_clearsky_tamb()` to model the ambient temperature on clear sky days. This modeled ambient temperature is used to model cell temperature with `pvlib`. If high quality ambient temperature data is available, that can be used instead of the modeled ambient; we proceed with the modeled ambient temperature here for illustrative purposes.\n", - "\n", - "In this example, note that we have omitted wind data in the cell temperature calculations for illustrative purposes. Wind data can also be included when the data source is trusted for improved results\n", - "\n", - "We generally recommend that the clear sky workflow be used as a check on the sensor workflow. It tends to be more sensitive than the sensor workflow, and thus we don't recommend it as a stand-alone analysis.\n", - "\n", - "**Note that the calculations below rely on some objects from the steps above**" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 0: Preliminary Calculations" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "# Calculate the clear sky POA irradiance\n", - "\n", - "loc = pvlib.location.Location(meta['latitude'], meta['longitude'], tz = meta['timezone'])\n", - "sun = loc.get_solarposition(df.index)\n", - "clearsky = loc.get_clearsky(df.index, solar_position=sun)\n", - "\n", - "cs_irradiance = pvlib.irradiance.get_total_irradiance(meta['tilt'], meta['azimuth'], sun['apparent_zenith'],\n", - " sun['azimuth'], clearsky['dni'], clearsky['ghi'],\n", - " clearsky['dhi'])\n", - "df['clearsky_poa'] = cs_irradiance.poa_global\n", - "# Renormalize the clear sky POA irradiance\n", - "df['clearsky_poa'] = rdtools.irradiance_rescale(df.poa, df.clearsky_poa,\n", - " method='iterative')\n", - "\n", - "# Calculate the clearsky temperature\n", - "df['clearsky_Tamb'] = rdtools.get_clearsky_tamb(df.index, meta['latitude'],\n", - " meta['longitude'])\n", - "df['clearsky_Tcell'] = pvlib.temperature.sapm_cell(df.clearsky_poa, df.clearsky_Tamb,\n", - " 0, **meta['temp_model_params'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 1: Normalize\n", - "Normalize as in step 1 above, but this time using clearsky modeled irradiance and cell temperature" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "# Calculate the expected power with a simple PVWatts DC model\n", - "clearsky_modeled_power = pvlib.pvsystem.pvwatts_dc(df['clearsky_poa'],\n", - " df['clearsky_Tcell'],\n", - " meta['power_dc_rated'], meta['gamma_pdc'], 25.0 )\n", - "\n", - "# Calculate the normalization, the function also returns the relevant insolation for\n", - "# each point in the normalized PV energy timeseries\n", - "clearsky_normalized, clearsky_insolation = rdtools.normalize_with_expected_power(\n", - " df['power'],\n", - " clearsky_modeled_power,\n", - " df['clearsky_poa']\n", - ")\n", - "\n", - "df['clearsky_normalized'] = clearsky_normalized\n", - "df['clearsky_insolation'] = clearsky_insolation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 2: Filter\n", - "Filter as in step 2 above, but with the addition of a clear sky index (csi) filter so we consider only points well modeled by the clear sky irradiance model." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "# Perform clearsky filter\n", - "cs_normalized_mask = rdtools.normalized_filter(df['clearsky_normalized'])\n", - "cs_poa_mask = rdtools.poa_filter(df['clearsky_poa'])\n", - "cs_tcell_mask = rdtools.tcell_filter(df['clearsky_Tcell'])\n", - "\n", - "csi_mask = rdtools.csi_filter(df.insolation, df.clearsky_insolation)\n", - "\n", - "clearsky_filtered = df[cs_normalized_mask & cs_poa_mask & cs_tcell_mask &\n", - " clip_mask & csi_mask]\n", - "clearsky_filtered = clearsky_filtered[['clearsky_insolation', 'clearsky_normalized']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 3: Aggregate\n", - "Aggregate the clear sky version of of the filtered data " - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "clearsky_daily = rdtools.aggregation_insol(clearsky_filtered.clearsky_normalized,\n", - " clearsky_filtered.clearsky_insolation)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clear Sky 4: Degradation Calculation\n", - "Estimate the degradation rate and compare to the results obtained with sensors. In this case, we see that the degradation rate estimated with the clearsky methodology is not far off from the sensor-based estimate. " - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The P95 exceedance level with the clear sky analysis is -0.90%/yr\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Calculate the degradation rate using the YoY method\n", - "cs_yoy_rd, cs_yoy_ci, cs_yoy_info = rdtools.degradation_year_on_year(\n", - " clearsky_daily,\n", - " confidence_level=68.2\n", - ")\n", - "\n", - "# Note the default confidence_level of 68.2 is appropriate if you would like to \n", - "# report a confidence interval analogous to the standard deviation of a normal\n", - "# distribution. The size of the confidence interval is adjustable by setting the\n", - "# confidence_level variable.\n", - "\n", - "# Visualize the results\n", - "clearsky_fig = rdtools.degradation_summary_plots(\n", - " cs_yoy_rd, cs_yoy_ci, cs_yoy_info, clearsky_daily,\n", - " summary_title='Clear-sky-based degradation results',\n", - " scatter_ymin=0.5, scatter_ymax=1.1,\n", - " hist_xmin=-30, hist_xmax=45, plot_color='orangered',\n", - " bins=100);\n", - "\n", - "print('The P95 exceedance level with the clear sky analysis is %.2f%%/yr' %\n", - " cs_yoy_info['exceedance_level'])" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-0.509\n", - "[-0.75 -0.301]\n" - ] - } - ], - "source": [ - "print(np.round(cs_yoy_rd, 3))\n", - "print(np.round(cs_yoy_ci, 3))" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Compare to previous sensor results\n", - "degradation_fig" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/nbval_sanitization_rules.cfg b/docs/nbval_sanitization_rules.cfg index 84d32fdd9..7a8b786a0 100644 --- a/docs/nbval_sanitization_rules.cfg +++ b/docs/nbval_sanitization_rules.cfg @@ -11,3 +11,11 @@ [regex1] regex: .*: UserWarning: replace: NBVAL-FILEPATH: UserWarning: + +[regex2] +regex: \d{1,2}/\d{1,2}/\d{2,4} +replace: DATE-STAMP + +[regex3] +regex: \d{2}:\d{2}:\d{2} +replace: TIME-STAMP diff --git a/docs/notebook_requirements.txt b/docs/notebook_requirements.txt index 8afe0f87a..72dec969a 100644 --- a/docs/notebook_requirements.txt +++ b/docs/notebook_requirements.txt @@ -1,55 +1,55 @@ -appnope==0.1.0 -argon2-cffi==21.2.0 +appnope==0.1.4 +argon2-cffi==23.1.0 argon2-cffi-bindings==21.2.0 -backcall==0.1.0 -beautifulsoup4==4.11.1 -bleach==3.3.0 -cffi==1.15.0 -colorama==0.4.4 -decorator==4.3.0 +backcall==0.2.0 +beautifulsoup4==4.12.3 +bleach==6.1.0 +cffi==1.17.0 +colorama==0.4.6 +decorator==5.1.1 defusedxml==0.7.1 -entrypoints==0.2.3 -html5lib==1.0.1 -ipykernel==4.8.2 -ipython==8.10.0 +entrypoints==0.4 +html5lib==1.1 +ipykernel==6.29.5 +ipython==8.26.0 ipython-genutils==0.2.0 -ipywidgets==7.3.0 -jedi==0.16.0 -Jinja2==3.0.0 -jsonschema==2.6.0 +ipywidgets==8.1.3 +jedi==0.19.1 +Jinja2==3.1.4 +jsonschema==4.23.0 jupyter==1.0.0 -jupyter-client==6.1.7 -jupyter-console==6.4.0 -jupyter-core==4.11.2 -jupyterlab-pygments==0.2.2 -lxml==4.9.1 -MarkupSafe==2.0.0 -mistune==2.0.3 -nbclient==0.6.3 -nbconvert==7.0.0 -nbformat==5.1.0 -nest-asyncio==1.5.5 -notebook==6.4.12 -numexpr==2.8.0 -pandocfilters==1.4.2 -parso==0.5.2 -pexpect==4.6.0 +jupyter-client==8.6.2 +jupyter-console==6.6.3 +jupyter-core==5.7.2 +jupyterlab-pygments==0.3.0 +lxml==5.3.0 +MarkupSafe==2.1.5 +mistune==3.0.2 +nbclient==0.10.0 +nbconvert==7.16.4 +nbformat==5.10.4 +nest-asyncio==1.6.0 +notebook==7.2.1 +numexpr==2.10.1 +pandocfilters==1.5.1 +parso==0.8.4 +pexpect==4.9.0 pickleshare==0.7.5 -prometheus-client==0.3.0 -prompt-toolkit==3.0.30 -ptyprocess==0.6.0 -pycparser==2.20 -Pygments==2.15.0 -pyzmq==22.2.1 -qtconsole==4.3.1 -Send2Trash==1.8.0 +prometheus-client==0.20.0 +prompt-toolkit==3.0.47 +ptyprocess==0.7.0 +pycparser==2.22 +Pygments==2.18.0 +pyzmq==26.1.1 +qtconsole==5.5.2 +Send2Trash==1.8.3 simplegeneric==0.8.1 -soupsieve==2.3.2.post1 -terminado==0.8.3 -testpath==0.3.1 -tinycss2==1.1.1 -tornado==6.3.3 -traitlets==5.0.0 -wcwidth==0.1.7 +soupsieve==2.6 +terminado==0.18.1 +testpath==0.6.0 +tinycss2==1.3.0 +tornado==6.4.1 +traitlets==5.14.3 +wcwidth==0.2.13 webencodings==0.5.1 -widgetsnbextension==3.3.0 +widgetsnbextension==4.0.11 diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index c976056b9..8abb4a8ae 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -9,14 +9,14 @@ Submodules ========== RdTools is organized into submodules focused on different parts of the data -analysis workflow. +analysis workflow. .. autosummary:: :toctree: generated/ analysis_chains degradation - soiling + soiling availability filtering normalization @@ -42,8 +42,8 @@ Object-oriented end-to-end analysis analysis_chains.TrendAnalysis.plot_soiling_monte_carlo analysis_chains.TrendAnalysis.plot_pv_vs_irradiance analysis_chains.TrendAnalysis.plot_degradation_timeseries - - + + Degradation =========== @@ -86,7 +86,7 @@ System Availability .. autosummary:: :toctree: generated/ - + AvailabilityAnalysis AvailabilityAnalysis.run AvailabilityAnalysis.plot @@ -100,15 +100,22 @@ Filtering .. autosummary:: :toctree: generated/ - + clip_filter quantile_clip_filter logic_clip_filter xgboost_clip_filter + clearsky_filter csi_filter + pvlib_clearsky_filter poa_filter tcell_filter normalized_filter + two_way_window_filter + insolation_filter + hampel_filter + directional_tukey_filter + hour_angle_filter Normalization @@ -125,9 +132,7 @@ Normalization irradiance_rescale normalize_with_expected_power normalize_with_pvwatts - normalize_with_sapm pvwatts_dc_power - sapm_dc_power delta_index check_series_frequency diff --git a/docs/sphinx/source/changelog.rst b/docs/sphinx/source/changelog.rst index 304e6b44d..44078cb12 100644 --- a/docs/sphinx/source/changelog.rst +++ b/docs/sphinx/source/changelog.rst @@ -1,5 +1,6 @@ RdTools Change Log ================== +.. include:: changelog/pending.rst .. include:: changelog/v2.2.0-beta.2.rst .. include:: changelog/v2.2.0-beta.1.rst .. include:: changelog/v2.1.8.rst diff --git a/docs/sphinx/source/changelog/pending.rst b/docs/sphinx/source/changelog/pending.rst new file mode 100644 index 000000000..2d4adc834 --- /dev/null +++ b/docs/sphinx/source/changelog/pending.rst @@ -0,0 +1,186 @@ +******* +pending +******* + +Breaking changes +---------------- +These changes have the potential to change answers in existing scripts +when compared with older versions of RdTools + +* Use the pvlib method for clear sky detection by default in :py:func:`~rdtools.analysis_chains.TrendAnalysis` (:pull:`412`) + +* Change default clipping filter ``model`` to ``logic`` (:pull:`425`) + +* Turn on the ``two_way_window_filter`` by default in ``TrendAnalysis`` (:pull:`425`) + +* Upgrade pvlib 0.9.0 to 0.11.0 (:pull:`428`) + +Enhancements +------------ +* Added a new wrapper function for clearsky filters (:pull:`412`) +* Improve test coverage, especially for the newly added filter capabilities (:pull:`413`) +* Added codecov.yml configuration file (:pull:`420`) +* Availability module no longer considered experimental (:pull:`429`) +* Add capability to seed the CircularBlockBootstrap (:pull:`429`) +* Allow sub-daily aggregation in :py:func:`~rdtools.degradation.degradation_year_on_year` (:pull:`390`) + +Bug fixes +--------- +* Fix typos in citation section of the readme file (:issue:`414`, :pull:`421`) +* Fix deploy workflow to pypi (:issue:`416`, :pull:`427`) +* Deploy workflow was replaced with trusted publisher workflow for pypi (:pull:`427`) +* Fix pandas 2.0.0 deprications and update syntax changes (:pull:`428`) +* Fix numpy 2.0.0 deprications and update syntax changes (:pull:`428`) + +Tests +----- +* Testing matrix was updated to include python = [3.9, 3.10, 3.11, 3.12] (:pull:`428`) +* nbval sanitization rules were added for date and time stamp (:pull:`428`) + +Documentation +------------- +* External link syntax updated to avoid warnings with new versions (:pull:`428`) + + + +Requirements +------------ +* Specified versions in ``requirements.txt``, ``requirements_min.txt`` and ``docs/notebook_requirements.txt`` have been updated (:pull:`412`, :pull:`428`, :pull:`429`) + + * Updated certifi==2024.7.4 in ``requirements.txt`` (:pull:`428`) + * Updated chardet==5.2.0 in ``requirements.txt`` (:pull:`428`) + * Updated cycler==0.12.1 in ``requirements.txt`` (:pull:`428`) + * Updated fonttools==4.53.1 in ``requirements.txt`` (:pull:`428`) + * Updated h5py==3.11.0 in ``requirements.txt`` (:pull:`428`) + * Updated idna==3.7 in ``requirements.txt`` (:pull:`428`) + * Updated joblib==1.4.2 in ``requirements.txt`` (:pull:`428`) + * Updated kiwisolver==1.4.5 in ``requirements.txt`` (:pull:`428`) + * Updated matplotlib==3.9.2 in ``requirements.txt`` (:pull:`428`) + * Updated numpy==2.1.1 in ``requirements.txt`` (:pull:`428`) + * Updated packaging==24.1 in ``requirements.txt`` (:pull:`428`) + * Updated pandas==2.2.2 in ``requirements.txt`` (:pull:`428`) + * Updated patsy==0.5.6 in ``requirements.txt`` (:pull:`428`) + * Updated Pillow==10.4.0 in ``requirements.txt`` (:pull:`428`) + * Updated plotly==5.23.0 in ``requirements.txt`` (:pull:`428`) + * Updated pvlib==0.11.0 in ``requirements.txt`` (:pull:`428`) + * Updated pyparsing==3.1.2 in ``requirements.txt`` (:pull:`428`) + * Updated python-dateutil==2.9.0 in ``requirements.txt`` (:pull:`428`) + * Updated pytz==2024.1 in ``requirements.txt`` (:pull:`428`) + * Added arch==7.0.0 in ``requirements.txt`` (:pull:`428`) + * Added filterpy==1.4.5 in ``requirements.txt`` (:pull:`428`) + * Updated requests==2.32.3 in ``requirements.txt`` (:pull:`428`) + * Updated retrying==1.3.4 in ``requirements.txt`` (:pull:`428`) + * Updated scikit-learn==1.5.1 in ``requirements.txt`` (:pull:`428`) + * Updated scipy==1.13.1 in ``requirements.txt`` (:pull:`428`) + * Updated setuptools-scm==8.1.0 in ``requirements.txt`` (:pull:`428`) + * Updated six==1.16.0 in ``requirements.txt`` (:pull:`428`) + * Updated statsmodels==0.14.2 in ``requirements.txt`` (:pull:`428`) + * Updated threadpoolctl==3.5.0 in ``requirements.txt`` (:pull:`428`) + * Updated typing_extensions==4.12.2 in ``requirements.txt`` (:pull:`428`) + * Updated urllib3==2.2.2 in ``requirements.txt`` (:pull:`428`) + * Updated xgboost==2.1.1 in ``requirements.txt`` (:pull:`428`) + + * Updated matplotlib==3.5.3 in ``requirements_min.txt`` (:pull:`428`) + * Updated numpy==1.22.4 in ``requirements_min.txt`` (:pull:`428`) + * Updated pandas==1.4.4 in ``requirements_min.txt`` (:pull:`428`) + * Updated statsmodels==0.13.5 in ``requirements_min.txt`` (:pull:`428`) + * Updated scipy==1.8.1 in ``requirements_min.txt`` (:pull:`428`) + * Updated h5py==3.7.0 in ``requirements_min.txt`` (:pull:`428`) + * Updated pvlib==0.11.0 in ``requirements_min.txt`` (:pull:`428`) + * Updated scikit-learn==1.1.3 in ``requirements_min.txt`` (:pull:`428`) + * Updated arch==5.0 in ``requirements_min.txt`` (:pull:`429`) + * Updated filterpy==1.4.5 in ``requirements_min.txt`` (:pull:`428`) + * Updated xgboost==1.6.0 in ``requirements_min.txt`` (:pull:`431`) + + * Updated appnope==0.1.4 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated argon2-cffi==23.1.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated backcall==0.2.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated beautifulsoup4==4.12.3 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated bleach==6.1.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated cffi==1.17.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated colorama==0.4.6 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated decorator==5.1.1 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated entrypoints==0.4 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated html5lib==1.1 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated ipykernel==6.29.5 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated ipython==8.26.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated ipywidgets==8.1.3 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated jedi==0.19.1 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated Jinja2==3.1.4 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated jsonschema==4.23.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated jupyter-client==8.6.2 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated jupyter-console==6.6.3 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated jupyter-core==5.7.2 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated jupyterlab-pygments==0.3.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated lxml==5.3.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated MarkupSafe==2.1.5 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated mistune==3.0.2 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated nbclient==0.10.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated nbconvert==7.16.4 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated nbformat==5.10.4 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated nest-asyncio==1.6.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated notebook==7.2.1 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated numexpr==2.10.1 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated pandocfilters==1.5.1 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated parso==0.8.4 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated pexpect==4.9.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated prometheus-client==0.20.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated prompt-toolkit==3.0.47 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated ptyprocess==0.7.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated pycparser==2.22 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated Pygments==2.18.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated pyzmq==26.1.1 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated qtconsole==5.5.2 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated Send2Trash==1.8.3 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated soupsieve==2.6 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated terminado==0.18.1 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated testpath==0.6.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated tinycss2==1.3.0 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated tornado==6.4.1 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated traitlets==5.14.3 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated wcwidth==0.2.13 in ``notebook_requirements.txt`` (:pull:`428`) + * Updated widgetsnbextension==4.0.11 in ``notebook_requirements.txt`` (:pull:`428`) + +* Update requirements in setup.py + * Increase maximum version of pvlib to <0.12 (:pull:`423`) + * Updated classifiers to accomodate new python versions (:pull:`428`) + * Add pytest-cov to TESTS_REQUIRE (:pull:`420`) + * Add arch >= 5.0 to INSTALL_REQUIRES (:pull:`429`) + * Add filterpy >= 1.4.2 to INSTALL_REQUIRES (:pull:`428`) + * Updated matplotlib >= 3.5.3 in INSTALL_REQUIRES (:pull:`428`) + * Updated numpy >= 1.22.4 in INSTALL_REQUIRES (:pull:`428`) + * Updated pandas >= 1.4.4 in INSTALL_REQUIRES (:pull:`428`) + * Updated statsmodels >= 0.13.5 in INSTALL_REQUIRES (:pull:`428`) + * Updated scipy >= 1.8.1 in INSTALL_REQUIRES (:pull:`428`) + * Updated h5py >= 3.7.0 in INSTALL_REQUIRES (:pull:`428`) + * Updated plotly>=4.0.0 in INSTALL_REQUIRES (:pull:`428`) + * Updated xgboost >= 1.6.0 in INSTALL_REQUIRES (:pull:`431`) + * Updated pvlib >= 0.9.0, <0.12.0 in INSTALL_REQUIRES (:pull:`428`) + * Updated scikit-learn >= 1.1.3 in INSTALL_REQUIRES (:pull:`428`) + * Updated sphinx==7.4.7 in EXTRAS_REQUIRE (:pull:`390`) + * Updated nbsphinx==0.9.5 in EXTRAS_REQUIRE (:pull:`428`) + * Updated nbsphinx-link==1.3.1 in EXTRAS_REQUIRE (:pull:`428`) + * Updated sphinx_rtd_theme==3.0.1 in EXTRAS_REQUIRE (:pull:`428`) + * Updated sphinx==8.0.2 in EXTRAS_REQUIRE (:pull:`428`) + * Updated nbsphinx==0.9.5 in EXTRAS_REQUIRE (:pull:`428`) + * Updated nbsphinx-link==1.3.1 in EXTRAS_REQUIRE (:pull:`428`) + * Updated sphinx_rtd_theme==3.0.1 in EXTRAS_REQUIRE (:pull:`428`) + * Updated sphinx-gallery==0.18.0 in EXTRAS_REQUIRE (:pull:`428`) + + +* Updated Github actions in workflows (:pull:`428`) +* Updated versioneer to 0.29 (:pull:`428`) +* Updated os to ubuntu-24.04 and python to 3.12 in ``.readthedocs.yml`` (:pull:`428`) + + +Deprecations +------------ +* Removed :py:func:`~rdtools.normalization.sapm_dc_power` (:pull:`419`) +* Removed :py:func:`~rdtools.normalization.normalize_with_sapm` (:pull:`419`) +* Removed :py:func:`~rdtools.test.conftest.fail_on_rdtools_version` (:pull:`428`) + +Contributors +------------ +* Martin Springer (:ghuser:`martin-springer`) +* Michael Deceglie (:ghuser:`mdeceglie`) +* Kirsten Perry (:ghuser:`kperrynrel`) diff --git a/docs/sphinx/source/conf.py b/docs/sphinx/source/conf.py index ff39965b6..728893887 100644 --- a/docs/sphinx/source/conf.py +++ b/docs/sphinx/source/conf.py @@ -62,9 +62,9 @@ # List of external link aliases. Allows use of :pull:`123` to autolink that PR extlinks = { - 'issue': ('https://github.com/NREL/rdtools/issues/%s', 'GH #'), - 'pull': ('https://github.com/NREL/rdtools/pull/%s', 'GH #'), - 'ghuser': ('https://github.com/%s', '@') + "issue": ("https://github.com/NREL/rdtools/issues/%s", "GH #%s"), + "pull": ("https://github.com/NREL/rdtools/pull/%s", "GH #%s"), + "ghuser": ("https://github.com/%s", "@%s"), } # -- Options for HTML output ------------------------------------------------- diff --git a/docs/sphinx/source/examples.rst b/docs/sphinx/source/examples.rst index 20f52b11e..57c5b6ae2 100644 --- a/docs/sphinx/source/examples.rst +++ b/docs/sphinx/source/examples.rst @@ -22,7 +22,7 @@ This page shows example usage of the RdTools analysis functions. .. nbgallery:: - examples/degradation_and_soiling_example_pvdaq_4 - examples/TrendAnalysis_example_pvdaq4 + examples/degradation_and_soiling_example + examples/TrendAnalysis_example + examples/TrendAnalysis_example_NSRDB examples/system_availability_example - examples/cods_example diff --git a/docs/sphinx/source/examples/TrendAnalysis_example.nblink b/docs/sphinx/source/examples/TrendAnalysis_example.nblink new file mode 100644 index 000000000..dc757ec4b --- /dev/null +++ b/docs/sphinx/source/examples/TrendAnalysis_example.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../TrendAnalysis_example.ipynb" +} \ No newline at end of file diff --git a/docs/sphinx/source/examples/TrendAnalysis_example_NSRDB.nblink b/docs/sphinx/source/examples/TrendAnalysis_example_NSRDB.nblink new file mode 100644 index 000000000..626d78bcf --- /dev/null +++ b/docs/sphinx/source/examples/TrendAnalysis_example_NSRDB.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../TrendAnalysis_example_NSRDB.ipynb" +} \ No newline at end of file diff --git a/docs/sphinx/source/examples/TrendAnalysis_example_pvdaq4.nblink b/docs/sphinx/source/examples/TrendAnalysis_example_pvdaq4.nblink deleted file mode 100644 index 4e582ad33..000000000 --- a/docs/sphinx/source/examples/TrendAnalysis_example_pvdaq4.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path": "../../../TrendAnalysis_example_pvdaq4.ipynb" -} \ No newline at end of file diff --git a/docs/sphinx/source/examples/cods_example.nblink b/docs/sphinx/source/examples/cods_example.nblink deleted file mode 100644 index 126686f76..000000000 --- a/docs/sphinx/source/examples/cods_example.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path": "../../../cods_example.ipynb" -} \ No newline at end of file diff --git a/docs/sphinx/source/examples/degradation_and_soiling_example.nblink b/docs/sphinx/source/examples/degradation_and_soiling_example.nblink new file mode 100644 index 000000000..6279d496e --- /dev/null +++ b/docs/sphinx/source/examples/degradation_and_soiling_example.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../../degradation_and_soiling_example.ipynb" +} \ No newline at end of file diff --git a/docs/sphinx/source/examples/degradation_and_soiling_example_pvdaq_4.nblink b/docs/sphinx/source/examples/degradation_and_soiling_example_pvdaq_4.nblink deleted file mode 100644 index b909a7ca9..000000000 --- a/docs/sphinx/source/examples/degradation_and_soiling_example_pvdaq_4.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path": "../../../degradation_and_soiling_example_pvdaq_4.ipynb" -} \ No newline at end of file diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst index e28181540..9e462c5b7 100644 --- a/docs/sphinx/source/index.rst +++ b/docs/sphinx/source/index.rst @@ -36,17 +36,15 @@ supported. A typical analysis of soiling and degradation contains the following: 0. Import and preliminary calculations 1. Normalize data using a performance metric -2. Filter data that creates bias +2. Filter data to reduce error 3. Aggregate data -4. Analyze aggregated data to estimate the degradation rate and/or +4. Filter aggregated data to remove anomalies +5. Analyze aggregated data to estimate the degradation rate and/or soiling loss -Steps 1 and 2 may be accomplished with the clearsky workflow (see the -:ref:`examples`) which can help eliminate problems from irradiance sensor -drift. - -.. image:: _images/RdTools_workflows.png - :alt: RdTools workflow diagram +It can be helpful to repeat the above steps with both ground-based measurements of weather +and satellite weather to check for drift in the ground-based measurements. This is illustrated +in the TrendAnalysis with NSRDB example. Degradation ^^^^^^^^^^^ @@ -63,28 +61,26 @@ the uncertainty in the estimate via a bootstrap calculation. The .. image:: _images/Clearsky_result_updated.png :alt: RdTools degradation results plot -Two workflows are available for system performance ratio calculation, -and illustrated in an example notebook. The sensor-based approach -assumes that site irradiance and temperature sensors are calibrated and -in good repair. Since this is not always the case, a 'clear-sky' -workflow is provided that is based on modeled temperature and -irradiance. Note that site irradiance data is still required to identify -clear-sky conditions to be analyzed. In many cases, the 'clear-sky' -analysis can identify conditions of instrument errors or irradiance -sensor drift, such as in the above analysis. - -The clear-sky analysis tends to provide less stable results than sensor-based +Drift of weather sensors over time (particularly irradiance) can bias the results +of this workflow. The preferred way to check for this is to also run the workflow using +satellite-derived weather data such as the National Solar Radiation Database (NSRDB) and +compare results to the sensor-based analysis. If satellite data is not available, +a 'clear-sky' workflow is also available in RdTools. This workflow is based on modeled +temperature and irradiance. Note that site irradiance data is still required to identify +clear-sky conditions to be analyzed. + +Satellite and clear-sky analysis tends to provide less stable results than sensor-based analysis when details such as filtering are changed. We generally recommend -that the clear-sky analysis be used as a check on the sensor-based results, +that the these be used only as a check on the sensor-based results, rather than as a stand-alone analysis. Soiling ^^^^^^^ -Soiling can be estimated with the stochastic rate and recovery (SRR) -method (Deceglie 2018). This method works well when soiling patterns -follow a "sawtooth" pattern, a linear decline followed by a sharp -recovery associated with natural or manual cleaning. +RdTools provides two methods for soiling analysis. The first is the +stochastic rate and recovery (SRR) method (Deceglie 2018). This method works +well when soiling patterns follow a "sawtooth" pattern, a linear decline followed +by a sharp recovery associated with natural or manual cleaning. :py:func:`.soiling.soiling_srr` performs the calculation and returns the P50 insolation-weighted soiling ratio, confidence interval, and additional information (``soiling_info``) which includes a summary of the soiling @@ -97,6 +93,12 @@ identified soiling rates for the dataset. :width: 320 :height: 216 +The combined estimation of degradation and soiling (CODS) method (Skomedal 2020) is also available +in RdTools. CODS self-consistently extracts degradation, soiling, and seasonality +of the daily-aggregated normalized performance signal. It is particularly useful +when soiling trends are biasing degradation results. It's use is shown in both the TrendAnalysis +example notebook as well as the funtional API example notebook for degradation and soiling. + TrendAnalysis ^^^^^^^^^^^^^ An object-oriented API for complete soiling and degradation analysis including @@ -145,13 +147,13 @@ installing requirements. If this occurs, the requirements specified in For more detailed instructions, see the :ref:`developer_notes` page. -RdTools currently is tested on Python 3.7+. +RdTools currently is tested on Python 3.9+. Usage and examples ------------------ Full workflow examples are found in the notebooks in :ref:`examples`. -The examples are designed to work with python 3.10. For a consistent +The examples are designed to work with python 3.12. For a consistent experience, we recommend installing the packages and versions documented in ``docs/notebook_requirements.txt``. This can be achieved in your environment by first installing RdTools as described above, then running @@ -259,6 +261,10 @@ appropriate: Directly From PV Yield," in IEEE Journal of Photovoltaics, 8(2), pp. 547-551, 2018 DOI: `10.1109/JPHOTOV.2017.2784682 `_ +- Åsmund Skomedal and Michael G. Deceglie, "Combined Estimation of Degradation and Soiling Losses in + Photovoltaic Systems," in IEEE Journal of Photovoltaics, 10(6) pp. 1788-1796, 2020. + DOI: `10.1109/JPHOTOV.2020.3018219 `_ + - Kevin Anderson and Ryan Blumenthal, "Overcoming Communications Outages in Inverter Downtime Analysis", 2020 IEEE 47th Photovoltaic Specialists Conference (PVSC). DOI: `10.1109/PVSC45281.2020.9300635 `_ diff --git a/docs/system_availability_example.ipynb b/docs/system_availability_example.ipynb index 5a44b3ef5..7a44ee095 100644 --- a/docs/system_availability_example.ipynb +++ b/docs/system_availability_example.ipynb @@ -6,7 +6,7 @@ "source": [ "# System availability example\n", "\n", - "This notebook shows example usage of the inverter availability functions. As with the degradation and soiling example, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) These environments and examples are tested with Python 3.10.\n", + "This notebook shows example usage of the inverter availability functions. As with the degradation and soiling example, we recommend installing the specific versions of packages used to develop this notebook. This can be achieved in your environment by running `pip install -r requirements.txt` followed by `pip install -r docs/notebook_requirements.txt` from the base directory. (RdTools must also be separately installed.) These environments and examples are tested with Python 3.12.\n", "\n", "RdTools currently implements two methods of quantifying system availability. The first method compares power measurements from inverters and the system meter to distinguish subsystem communication interruptions from true outage events. The second method determines the uncertainty bounds around an energy estimate of a total system outage and compares with true production calculated from a meter's cumulative production measurements. The RdTools `AvailabilityAnalysis` class uses both methods to quantify downtime loss.\n", "\n", @@ -49,7 +49,7 @@ "def make_dataset():\n", " \"\"\"\n", " Make an example dataset with several types of data outages for availability analysis.\n", - " \n", + "\n", " Returns\n", " -------\n", " df_reported : pd.DataFrame\n", @@ -61,7 +61,7 @@ " expected_power : pd.Series\n", " An \"expected\" power signal for this hypothetical PV system, simulating a\n", " modeled power from satellite weather data or some other method.\n", - " \n", + "\n", " (This function creates instantaneous data. SystemAvailability is technically designed\n", " to work with right-labeled averages. However, for the purposes of the example, the\n", " approximation is suitable.)\n", @@ -69,7 +69,7 @@ "\n", " # generate a plausible clear-sky power signal\n", " times = pd.date_range('2019-01-01', '2019-01-12', freq='15min', tz='US/Eastern',\n", - " closed='left')\n", + " inclusive='left')\n", " location = pvlib.location.Location(40, -80)\n", " clearsky = location.get_clearsky(times, model='haurwitz')\n", " # just scale GHI to power for simplicity\n", @@ -100,7 +100,7 @@ " full_outage_date = '2019-01-08'\n", " df_secret.loc[full_outage_date, :] = 0\n", "\n", - " # calculate the system meter power and cumulative production, \n", + " # calculate the system meter power and cumulative production,\n", " # including the effect of the outages:\n", " df_secret['meter_power'] = df_secret.sum(axis=1)\n", " interval_energy = rdtools.energy_from_power(df_secret['meter_power'])\n", @@ -112,7 +112,7 @@ " # calculate cumulative energy for an inverter as well:\n", " inv2_energy = rdtools.energy_from_power(df_secret['inv2_power'])\n", " df_secret['inv2_energy'] = inv2_energy.cumsum().fillna(0)\n", - " \n", + "\n", " # now that the \"true\" data is in place, let's add some communications interruptions:\n", " df_reported = df_secret.copy()\n", " # in full outages, we lose all the data:\n", @@ -139,7 +139,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] @@ -189,16 +189,7 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/availability.py:17: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - } - ], + "outputs": [], "source": [ "from rdtools.availability import AvailabilityAnalysis\n", "aa = AvailabilityAnalysis(\n", @@ -208,7 +199,7 @@ " power_expected=expected_power,\n", ")\n", "# identify and classify outages, rolling up to daily metrics for this short dataset:\n", - "aa.run(rollup_period='D') " + "aa.run(rollup_period='D')" ] }, { @@ -220,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": { "tags": [ "nbsphinx-thumbnail" @@ -231,28 +222,26 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:385: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n", - "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + "/var/folders/ls/3vjh_45x2nd120557szqfcm8g4gf61/T/ipykernel_18955/689292658.py:3: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + " fig.axes[1].legend(loc='upper left')\n" ] }, { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] }, - "execution_count": 12, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ "fig = aa.plot()\n", "fig.set_size_inches(16, 7)\n", "fig.axes[1].legend(loc='upper left')\n", - "fig" + "plt.show()" ] }, { @@ -299,67 +288,67 @@ " \n", " 2019-01-01 00:00:00-05:00\n", " 0.000\n", - " 19606.785\n", + " 19604.252\n", " 1.000\n", " \n", " \n", " 2019-01-02 00:00:00-05:00\n", - " 4114.031\n", - " 15583.450\n", + " 4113.505\n", + " 15581.457\n", " 0.791\n", " \n", " \n", " 2019-01-03 00:00:00-05:00\n", - " 9396.788\n", - " 10399.112\n", + " 9395.599\n", + " 10397.796\n", " 0.525\n", " \n", " \n", " 2019-01-04 00:00:00-05:00\n", - " 9466.477\n", - " 10476.235\n", + " 9465.191\n", + " 10474.811\n", " 0.525\n", " \n", " \n", " 2019-01-05 00:00:00-05:00\n", - " 9522.325\n", - " 10538.040\n", + " 9521.047\n", + " 10536.625\n", " 0.525\n", " \n", " \n", " 2019-01-06 00:00:00-05:00\n", " 0.000\n", - " 20185.784\n", + " 20183.110\n", " 1.000\n", " \n", " \n", " 2019-01-07 00:00:00-05:00\n", - " 2859.565\n", - " 17459.339\n", + " 2859.178\n", + " 17457.072\n", " 0.859\n", " \n", " \n", " 2019-01-08 00:00:00-05:00\n", - " 19448.084\n", + " 19445.360\n", " 0.000\n", " 0.000\n", " \n", " \n", " 2019-01-09 00:00:00-05:00\n", " 0.000\n", - " 20607.950\n", + " 20605.339\n", " 1.000\n", " \n", " \n", " 2019-01-10 00:00:00-05:00\n", " 0.000\n", - " 20763.718\n", + " 20761.130\n", " 1.000\n", " \n", " \n", " 2019-01-11 00:00:00-05:00\n", " 0.000\n", - " 20926.869\n", + " 20924.306\n", " 1.000\n", " \n", " \n", @@ -368,17 +357,17 @@ ], "text/plain": [ " lost_production actual_production availability\n", - "2019-01-01 00:00:00-05:00 0.000 19606.785 1.000\n", - "2019-01-02 00:00:00-05:00 4114.031 15583.450 0.791\n", - "2019-01-03 00:00:00-05:00 9396.788 10399.112 0.525\n", - "2019-01-04 00:00:00-05:00 9466.477 10476.235 0.525\n", - "2019-01-05 00:00:00-05:00 9522.325 10538.040 0.525\n", - "2019-01-06 00:00:00-05:00 0.000 20185.784 1.000\n", - "2019-01-07 00:00:00-05:00 2859.565 17459.339 0.859\n", - "2019-01-08 00:00:00-05:00 19448.084 0.000 0.000\n", - "2019-01-09 00:00:00-05:00 0.000 20607.950 1.000\n", - "2019-01-10 00:00:00-05:00 0.000 20763.718 1.000\n", - "2019-01-11 00:00:00-05:00 0.000 20926.869 1.000" + "2019-01-01 00:00:00-05:00 0.000 19604.252 1.000\n", + "2019-01-02 00:00:00-05:00 4113.505 15581.457 0.791\n", + "2019-01-03 00:00:00-05:00 9395.599 10397.796 0.525\n", + "2019-01-04 00:00:00-05:00 9465.191 10474.811 0.525\n", + "2019-01-05 00:00:00-05:00 9521.047 10536.625 0.525\n", + "2019-01-06 00:00:00-05:00 0.000 20183.110 1.000\n", + "2019-01-07 00:00:00-05:00 2859.178 17457.072 0.859\n", + "2019-01-08 00:00:00-05:00 19445.360 0.000 0.000\n", + "2019-01-09 00:00:00-05:00 0.000 20605.339 1.000\n", + "2019-01-10 00:00:00-05:00 0.000 20761.130 1.000\n", + "2019-01-11 00:00:00-05:00 0.000 20924.306 1.000" ] }, "execution_count": 6, @@ -387,7 +376,7 @@ } ], "source": [ - "pd.set_option('precision', 3)\n", + "pd.set_option('display.precision', 3)\n", "aa.results" ] }, @@ -476,7 +465,7 @@ } ], "source": [ - "pd.set_option('precision', 2)\n", + "pd.set_option('display.precision', 2)\n", "# Show the first half of the dataframe\n", "N = len(aa.outage_info.columns)\n", "aa.outage_info.iloc[:, :N//2]" @@ -521,23 +510,23 @@ " \n", " \n", " 0\n", - " 19448.08\n", - " 604248.74\n", - " 604248.74\n", + " 19445.36\n", + " 604235.12\n", + " 604235.12\n", " 0.00\n", - " 14819.33\n", - " 24271.15\n", + " 14817.11\n", + " 24267.92\n", " real\n", - " 19448.08\n", + " 19445.36\n", " \n", " \n", " 1\n", - " 25284.75\n", - " 624856.69\n", - " 645620.41\n", - " 20763.72\n", - " 19266.84\n", - " 31555.29\n", + " 25282.20\n", + " 624840.46\n", + " 645601.59\n", + " 20761.13\n", + " 19264.71\n", + " 31552.34\n", " comms\n", " 0.00\n", " \n", @@ -547,12 +536,12 @@ ], "text/plain": [ " energy_expected energy_start energy_end energy_actual ci_lower \\\n", - "0 19448.08 604248.74 604248.74 0.00 14819.33 \n", - "1 25284.75 624856.69 645620.41 20763.72 19266.84 \n", + "0 19445.36 604235.12 604235.12 0.00 14817.11 \n", + "1 25282.20 624840.46 645601.59 20761.13 19264.71 \n", "\n", " ci_upper type loss \n", - "0 24271.15 real 19448.08 \n", - "1 31555.29 comms 0.00 " + "0 24267.92 real 19445.36 \n", + "1 31552.34 comms 0.00 " ] }, "execution_count": 8, @@ -585,12 +574,12 @@ "text": [ "2019-01-01 00:00:00-05:00 0.00\n", "2019-01-02 00:00:00-05:00 0.00\n", - "2019-01-03 00:00:00-05:00 9931.24\n", - "2019-01-04 00:00:00-05:00 11453.27\n", - "2019-01-05 00:00:00-05:00 11238.57\n", + "2019-01-03 00:00:00-05:00 9930.06\n", + "2019-01-04 00:00:00-05:00 11452.05\n", + "2019-01-05 00:00:00-05:00 11237.35\n", "2019-01-06 00:00:00-05:00 0.00\n", "2019-01-07 00:00:00-05:00 0.00\n", - "2019-01-08 00:00:00-05:00 9505.33\n", + "2019-01-08 00:00:00-05:00 9504.05\n", "2019-01-09 00:00:00-05:00 0.00\n", "2019-01-10 00:00:00-05:00 0.00\n", "2019-01-11 00:00:00-05:00 0.00\n", @@ -617,34 +606,32 @@ "execution_count": 10, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/mdecegli/opt/anaconda3/envs/tempY/lib/python3.10/site-packages/rdtools/plotting.py:385: UserWarning: The availability module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " warnings.warn(\n" - ] - }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "execution_count": 10, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "aa2.plot()" + "aa2.plot();" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -658,7 +645,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.12.7" } }, "nbformat": 4, diff --git a/rdtools/__init__.py b/rdtools/__init__.py index ff9ff8cdd..03ea02886 100644 --- a/rdtools/__init__.py +++ b/rdtools/__init__.py @@ -1,4 +1,3 @@ -from rdtools.normalization import normalize_with_sapm from rdtools.normalization import normalize_with_pvwatts from rdtools.normalization import irradiance_rescale from rdtools.normalization import energy_from_power @@ -9,7 +8,9 @@ from rdtools.degradation import degradation_year_on_year from rdtools.aggregation import aggregation_insol from rdtools.clearsky_temperature import get_clearsky_tamb +from rdtools.filtering import clearsky_filter from rdtools.filtering import csi_filter +from rdtools.filtering import pvlib_clearsky_filter from rdtools.filtering import poa_filter from rdtools.filtering import tcell_filter from rdtools.filtering import clip_filter @@ -17,6 +18,11 @@ from rdtools.filtering import logic_clip_filter from rdtools.filtering import xgboost_clip_filter from rdtools.filtering import normalized_filter +from rdtools.filtering import two_way_window_filter +from rdtools.filtering import insolation_filter +from rdtools.filtering import hampel_filter +from rdtools.filtering import hour_angle_filter +from rdtools.filtering import directional_tukey_filter # from rdtools.soiling import soiling_srr # from rdtools.soiling import soiling_cods # from rdtools.soiling import monthly_soiling_rates @@ -31,6 +37,5 @@ # from rdtools.plotting import availability_summary_plots # from rdtools.availability import AvailabilityAnalysis -from ._version import get_versions -__version__ = get_versions()['version'] -del get_versions +from . import _version +__version__ = _version.get_versions()['version'] diff --git a/rdtools/_version.py b/rdtools/_version.py index 77d436322..2656d62e8 100644 --- a/rdtools/_version.py +++ b/rdtools/_version.py @@ -5,8 +5,9 @@ # directories (produced by setup.py build) will contain a much shorter file # that just contains the computed version number. -# This file is released into the public domain. Generated by -# versioneer-0.18 (https://github.com/warner/python-versioneer) +# This file is released into the public domain. +# Generated by versioneer-0.29 +# https://github.com/python-versioneer/python-versioneer """Git implementation of _version.py.""" @@ -15,9 +16,11 @@ import re import subprocess import sys +from typing import Any, Callable, Dict, List, Optional, Tuple +import functools -def get_keywords(): +def get_keywords() -> Dict[str, str]: """Get the keywords needed to look up the version information.""" # these strings will be replaced by git during git-archive. # setup.py/versioneer.py will grep for the variable names, so they must @@ -33,8 +36,15 @@ def get_keywords(): class VersioneerConfig: """Container for Versioneer configuration parameters.""" + VCS: str + style: str + tag_prefix: str + parentdir_prefix: str + versionfile_source: str + verbose: bool -def get_config(): + +def get_config() -> VersioneerConfig: """Create, populate and return the VersioneerConfig() object.""" # these strings are filled in when 'setup.py versioneer' creates # _version.py @@ -52,13 +62,13 @@ class NotThisMethod(Exception): """Exception raised if a method is not valid for the current scenario.""" -LONG_VERSION_PY = {} -HANDLERS = {} +LONG_VERSION_PY: Dict[str, str] = {} +HANDLERS: Dict[str, Dict[str, Callable]] = {} -def register_vcs_handler(vcs, method): # decorator - """Decorator to mark a method as the handler for a particular VCS.""" - def decorate(f): +def register_vcs_handler(vcs: str, method: str) -> Callable: # decorator + """Create decorator to mark a method as the handler of a VCS.""" + def decorate(f: Callable) -> Callable: """Store f in HANDLERS[vcs][method].""" if vcs not in HANDLERS: HANDLERS[vcs] = {} @@ -67,22 +77,35 @@ def decorate(f): return decorate -def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False, - env=None): +def run_command( + commands: List[str], + args: List[str], + cwd: Optional[str] = None, + verbose: bool = False, + hide_stderr: bool = False, + env: Optional[Dict[str, str]] = None, +) -> Tuple[Optional[str], Optional[int]]: """Call the given command(s).""" assert isinstance(commands, list) - p = None - for c in commands: + process = None + + popen_kwargs: Dict[str, Any] = {} + if sys.platform == "win32": + # This hides the console window if pythonw.exe is used + startupinfo = subprocess.STARTUPINFO() + startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW + popen_kwargs["startupinfo"] = startupinfo + + for command in commands: try: - dispcmd = str([c] + args) + dispcmd = str([command] + args) # remember shell=False, so use git.cmd on windows, not just git - p = subprocess.Popen([c] + args, cwd=cwd, env=env, - stdout=subprocess.PIPE, - stderr=(subprocess.PIPE if hide_stderr - else None)) + process = subprocess.Popen([command] + args, cwd=cwd, env=env, + stdout=subprocess.PIPE, + stderr=(subprocess.PIPE if hide_stderr + else None), **popen_kwargs) break - except EnvironmentError: - e = sys.exc_info()[1] + except OSError as e: if e.errno == errno.ENOENT: continue if verbose: @@ -93,18 +116,20 @@ def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False, if verbose: print("unable to find command, tried %s" % (commands,)) return None, None - stdout = p.communicate()[0].strip() - if sys.version_info[0] >= 3: - stdout = stdout.decode() - if p.returncode != 0: + stdout = process.communicate()[0].strip().decode() + if process.returncode != 0: if verbose: print("unable to run %s (error)" % dispcmd) print("stdout was %s" % stdout) - return None, p.returncode - return stdout, p.returncode + return None, process.returncode + return stdout, process.returncode -def versions_from_parentdir(parentdir_prefix, root, verbose): +def versions_from_parentdir( + parentdir_prefix: str, + root: str, + verbose: bool, +) -> Dict[str, Any]: """Try to determine the version from the parent directory name. Source tarballs conventionally unpack into a directory that includes both @@ -113,15 +138,14 @@ def versions_from_parentdir(parentdir_prefix, root, verbose): """ rootdirs = [] - for i in range(3): + for _ in range(3): dirname = os.path.basename(root) if dirname.startswith(parentdir_prefix): return {"version": dirname[len(parentdir_prefix):], "full-revisionid": None, "dirty": False, "error": None, "date": None} - else: - rootdirs.append(root) - root = os.path.dirname(root) # up a level + rootdirs.append(root) + root = os.path.dirname(root) # up a level if verbose: print("Tried directories %s but none started with prefix %s" % @@ -130,41 +154,48 @@ def versions_from_parentdir(parentdir_prefix, root, verbose): @register_vcs_handler("git", "get_keywords") -def git_get_keywords(versionfile_abs): +def git_get_keywords(versionfile_abs: str) -> Dict[str, str]: """Extract version information from the given file.""" # the code embedded in _version.py can just fetch the value of these # keywords. When used from setup.py, we don't want to import _version.py, # so we do it with a regexp instead. This function is not used from # _version.py. - keywords = {} + keywords: Dict[str, str] = {} try: - f = open(versionfile_abs, "r") - for line in f.readlines(): - if line.strip().startswith("git_refnames ="): - mo = re.search(r'=\s*"(.*)"', line) - if mo: - keywords["refnames"] = mo.group(1) - if line.strip().startswith("git_full ="): - mo = re.search(r'=\s*"(.*)"', line) - if mo: - keywords["full"] = mo.group(1) - if line.strip().startswith("git_date ="): - mo = re.search(r'=\s*"(.*)"', line) - if mo: - keywords["date"] = mo.group(1) - f.close() - except EnvironmentError: + with open(versionfile_abs, "r") as fobj: + for line in fobj: + if line.strip().startswith("git_refnames ="): + mo = re.search(r'=\s*"(.*)"', line) + if mo: + keywords["refnames"] = mo.group(1) + if line.strip().startswith("git_full ="): + mo = re.search(r'=\s*"(.*)"', line) + if mo: + keywords["full"] = mo.group(1) + if line.strip().startswith("git_date ="): + mo = re.search(r'=\s*"(.*)"', line) + if mo: + keywords["date"] = mo.group(1) + except OSError: pass return keywords @register_vcs_handler("git", "keywords") -def git_versions_from_keywords(keywords, tag_prefix, verbose): +def git_versions_from_keywords( + keywords: Dict[str, str], + tag_prefix: str, + verbose: bool, +) -> Dict[str, Any]: """Get version information from git keywords.""" - if not keywords: - raise NotThisMethod("no keywords at all, weird") + if "refnames" not in keywords: + raise NotThisMethod("Short version file found") date = keywords.get("date") if date is not None: + # Use only the last line. Previous lines may contain GPG signature + # information. + date = date.splitlines()[-1] + # git-2.2.0 added "%cI", which expands to an ISO-8601 -compliant # datestamp. However we prefer "%ci" (which expands to an "ISO-8601 # -like" string, which we must then edit to make compliant), because @@ -177,11 +208,11 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): if verbose: print("keywords are unexpanded, not using") raise NotThisMethod("unexpanded keywords, not a git-archive tarball") - refs = set([r.strip() for r in refnames.strip("()").split(",")]) + refs = {r.strip() for r in refnames.strip("()").split(",")} # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of # just "foo-1.0". If we see a "tag: " prefix, prefer those. TAG = "tag: " - tags = set([r[len(TAG):] for r in refs if r.startswith(TAG)]) + tags = {r[len(TAG):] for r in refs if r.startswith(TAG)} if not tags: # Either we're using git < 1.8.3, or there really are no tags. We use # a heuristic: assume all version tags have a digit. The old git %d @@ -190,7 +221,7 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): # between branches and tags. By ignoring refnames without digits, we # filter out many common branch names like "release" and # "stabilization", as well as "HEAD" and "master". - tags = set([r for r in refs if re.search(r'\d', r)]) + tags = {r for r in refs if re.search(r'\d', r)} if verbose: print("discarding '%s', no digits" % ",".join(refs - tags)) if verbose: @@ -199,6 +230,11 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): # sorting will prefer e.g. "2.0" over "2.0rc1" if ref.startswith(tag_prefix): r = ref[len(tag_prefix):] + # Filter out refs that exactly match prefix or that don't start + # with a number once the prefix is stripped (mostly a concern + # when prefix is '') + if not re.match(r'\d', r): + continue if verbose: print("picking %s" % r) return {"version": r, @@ -214,7 +250,12 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): @register_vcs_handler("git", "pieces_from_vcs") -def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): +def git_pieces_from_vcs( + tag_prefix: str, + root: str, + verbose: bool, + runner: Callable = run_command +) -> Dict[str, Any]: """Get version from 'git describe' in the root of the source tree. This only gets called if the git-archive 'subst' keywords were *not* @@ -225,8 +266,15 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): if sys.platform == "win32": GITS = ["git.cmd", "git.exe"] - out, rc = run_command(GITS, ["rev-parse", "--git-dir"], cwd=root, - hide_stderr=True) + # GIT_DIR can interfere with correct operation of Versioneer. + # It may be intended to be passed to the Versioneer-versioned project, + # but that should not change where we get our version from. + env = os.environ.copy() + env.pop("GIT_DIR", None) + runner = functools.partial(runner, env=env) + + _, rc = runner(GITS, ["rev-parse", "--git-dir"], cwd=root, + hide_stderr=not verbose) if rc != 0: if verbose: print("Directory %s not under git control" % root) @@ -234,24 +282,57 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty] # if there isn't one, this yields HEX[-dirty] (no NUM) - describe_out, rc = run_command(GITS, ["describe", "--tags", "--dirty", - "--always", "--long", - "--match", "%s*" % tag_prefix], - cwd=root) + describe_out, rc = runner(GITS, [ + "describe", "--tags", "--dirty", "--always", "--long", + "--match", f"{tag_prefix}[[:digit:]]*" + ], cwd=root) # --long was added in git-1.5.5 if describe_out is None: raise NotThisMethod("'git describe' failed") describe_out = describe_out.strip() - full_out, rc = run_command(GITS, ["rev-parse", "HEAD"], cwd=root) + full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root) if full_out is None: raise NotThisMethod("'git rev-parse' failed") full_out = full_out.strip() - pieces = {} + pieces: Dict[str, Any] = {} pieces["long"] = full_out pieces["short"] = full_out[:7] # maybe improved later pieces["error"] = None + branch_name, rc = runner(GITS, ["rev-parse", "--abbrev-ref", "HEAD"], + cwd=root) + # --abbrev-ref was added in git-1.6.3 + if rc != 0 or branch_name is None: + raise NotThisMethod("'git rev-parse --abbrev-ref' returned error") + branch_name = branch_name.strip() + + if branch_name == "HEAD": + # If we aren't exactly on a branch, pick a branch which represents + # the current commit. If all else fails, we are on a branchless + # commit. + branches, rc = runner(GITS, ["branch", "--contains"], cwd=root) + # --contains was added in git-1.5.4 + if rc != 0 or branches is None: + raise NotThisMethod("'git branch --contains' returned error") + branches = branches.split("\n") + + # Remove the first line if we're running detached + if "(" in branches[0]: + branches.pop(0) + + # Strip off the leading "* " from the list of branches. + branches = [branch[2:] for branch in branches] + if "master" in branches: + branch_name = "master" + elif not branches: + branch_name = None + else: + # Pick the first branch that is returned. Good or bad. + branch_name = branches[0] + + pieces["branch"] = branch_name + # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty] # TAG might have hyphens. git_describe = describe_out @@ -268,7 +349,7 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): # TAG-NUM-gHEX mo = re.search(r'^(.+)-(\d+)-g([0-9a-f]+)$', git_describe) if not mo: - # unparseable. Maybe git-describe is misbehaving? + # unparsable. Maybe git-describe is misbehaving? pieces["error"] = ("unable to parse git-describe output: '%s'" % describe_out) return pieces @@ -293,26 +374,27 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): else: # HEX: no tags pieces["closest-tag"] = None - count_out, rc = run_command(GITS, ["rev-list", "HEAD", "--count"], - cwd=root) - pieces["distance"] = int(count_out) # total number of commits + out, rc = runner(GITS, ["rev-list", "HEAD", "--left-right"], cwd=root) + pieces["distance"] = len(out.split()) # total number of commits # commit date: see ISO-8601 comment in git_versions_from_keywords() - date = run_command(GITS, ["show", "-s", "--format=%ci", "HEAD"], - cwd=root)[0].strip() + date = runner(GITS, ["show", "-s", "--format=%ci", "HEAD"], cwd=root)[0].strip() + # Use only the last line. Previous lines may contain GPG signature + # information. + date = date.splitlines()[-1] pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1) return pieces -def plus_or_dot(pieces): +def plus_or_dot(pieces: Dict[str, Any]) -> str: """Return a + if we don't already have one, else return a .""" if "+" in pieces.get("closest-tag", ""): return "." return "+" -def render_pep440(pieces): +def render_pep440(pieces: Dict[str, Any]) -> str: """Build up version string, with post-release "local version identifier". Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you @@ -337,23 +419,71 @@ def render_pep440(pieces): return rendered -def render_pep440_pre(pieces): - """TAG[.post.devDISTANCE] -- No -dirty. +def render_pep440_branch(pieces: Dict[str, Any]) -> str: + """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] . + + The ".dev0" means not master branch. Note that .dev0 sorts backwards + (a feature branch will appear "older" than the master branch). Exceptions: - 1: no tags. 0.post.devDISTANCE + 1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] + if pieces["distance"] or pieces["dirty"]: + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += plus_or_dot(pieces) + rendered += "%d.g%s" % (pieces["distance"], pieces["short"]) + if pieces["dirty"]: + rendered += ".dirty" + else: + # exception #1 + rendered = "0" + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += "+untagged.%d.g%s" % (pieces["distance"], + pieces["short"]) + if pieces["dirty"]: + rendered += ".dirty" + return rendered + + +def pep440_split_post(ver: str) -> Tuple[str, Optional[int]]: + """Split pep440 version string at the post-release segment. + + Returns the release segments before the post-release and the + post-release version number (or -1 if no post-release segment is present). + """ + vc = str.split(ver, ".post") + return vc[0], int(vc[1] or 0) if len(vc) == 2 else None + + +def render_pep440_pre(pieces: Dict[str, Any]) -> str: + """TAG[.postN.devDISTANCE] -- No -dirty. + + Exceptions: + 1: no tags. 0.post0.devDISTANCE + """ + if pieces["closest-tag"]: if pieces["distance"]: - rendered += ".post.dev%d" % pieces["distance"] + # update the post release segment + tag_version, post_version = pep440_split_post(pieces["closest-tag"]) + rendered = tag_version + if post_version is not None: + rendered += ".post%d.dev%d" % (post_version + 1, pieces["distance"]) + else: + rendered += ".post0.dev%d" % (pieces["distance"]) + else: + # no commits, use the tag as the version + rendered = pieces["closest-tag"] else: # exception #1 - rendered = "0.post.dev%d" % pieces["distance"] + rendered = "0.post0.dev%d" % pieces["distance"] return rendered -def render_pep440_post(pieces): +def render_pep440_post(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]+gHEX] . The ".dev0" means dirty. Note that .dev0 sorts backwards @@ -380,12 +510,41 @@ def render_pep440_post(pieces): return rendered -def render_pep440_old(pieces): +def render_pep440_post_branch(pieces: Dict[str, Any]) -> str: + """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] . + + The ".dev0" means not master branch. + + Exceptions: + 1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty] + """ + if pieces["closest-tag"]: + rendered = pieces["closest-tag"] + if pieces["distance"] or pieces["dirty"]: + rendered += ".post%d" % pieces["distance"] + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += plus_or_dot(pieces) + rendered += "g%s" % pieces["short"] + if pieces["dirty"]: + rendered += ".dirty" + else: + # exception #1 + rendered = "0.post%d" % pieces["distance"] + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += "+g%s" % pieces["short"] + if pieces["dirty"]: + rendered += ".dirty" + return rendered + + +def render_pep440_old(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]] . The ".dev0" means dirty. - Eexceptions: + Exceptions: 1: no tags. 0.postDISTANCE[.dev0] """ if pieces["closest-tag"]: @@ -402,7 +561,7 @@ def render_pep440_old(pieces): return rendered -def render_git_describe(pieces): +def render_git_describe(pieces: Dict[str, Any]) -> str: """TAG[-DISTANCE-gHEX][-dirty]. Like 'git describe --tags --dirty --always'. @@ -422,7 +581,7 @@ def render_git_describe(pieces): return rendered -def render_git_describe_long(pieces): +def render_git_describe_long(pieces: Dict[str, Any]) -> str: """TAG-DISTANCE-gHEX[-dirty]. Like 'git describe --tags --dirty --always -long'. @@ -442,7 +601,7 @@ def render_git_describe_long(pieces): return rendered -def render(pieces, style): +def render(pieces: Dict[str, Any], style: str) -> Dict[str, Any]: """Render the given version pieces into the requested style.""" if pieces["error"]: return {"version": "unknown", @@ -456,10 +615,14 @@ def render(pieces, style): if style == "pep440": rendered = render_pep440(pieces) + elif style == "pep440-branch": + rendered = render_pep440_branch(pieces) elif style == "pep440-pre": rendered = render_pep440_pre(pieces) elif style == "pep440-post": rendered = render_pep440_post(pieces) + elif style == "pep440-post-branch": + rendered = render_pep440_post_branch(pieces) elif style == "pep440-old": rendered = render_pep440_old(pieces) elif style == "git-describe": @@ -474,7 +637,7 @@ def render(pieces, style): "date": pieces.get("date")} -def get_versions(): +def get_versions() -> Dict[str, Any]: """Get version information or return default if unable to do so.""" # I am in _version.py, which lives at ROOT/VERSIONFILE_SOURCE. If we have # __file__, we can work backwards from there to the root. Some @@ -495,7 +658,7 @@ def get_versions(): # versionfile_source is the relative path from the top of the source # tree (where the .git directory might live) to this file. Invert # this to find the root from __file__. - for i in cfg.versionfile_source.split('/'): + for _ in cfg.versionfile_source.split('/'): root = os.path.dirname(root) except NameError: return {"version": "0+unknown", "full-revisionid": None, diff --git a/rdtools/aggregation.py b/rdtools/aggregation.py index 69e0b48a0..4116c9131 100644 --- a/rdtools/aggregation.py +++ b/rdtools/aggregation.py @@ -22,7 +22,7 @@ def aggregation_insol(energy_normalized, insolation, frequency='D'): aggregated : pandas.Series Insolation weighted average, aggregated at frequency ''' - aggregated = (insolation * energy_normalized).resample(frequency).sum() / \ - insolation.resample(frequency).sum() + aggregated = (insolation * energy_normalized).resample(frequency, origin='start_day').sum() / \ + insolation.resample(frequency, origin='start_day').sum() return aggregated diff --git a/rdtools/analysis_chains.py b/rdtools/analysis_chains.py index e072209e8..6ba720424 100644 --- a/rdtools/analysis_chains.py +++ b/rdtools/analysis_chains.py @@ -1,7 +1,8 @@ -''' +""" This module contains functions and classes for object-oriented end-to-end analysis -''' +""" + import pvlib import pandas as pd import numpy as np @@ -11,8 +12,8 @@ import warnings -class TrendAnalysis(): - ''' +class TrendAnalysis: + """ Class for end-to-end degradation and soiling analysis using :py:meth:`~rdtools.TrendAnalysis.sensor_analysis` or :py:meth:`~rdtools.TrendAnalysis.clearsky_analysis` @@ -68,54 +69,76 @@ class TrendAnalysis(): ---------- (not all attributes documented here) filter_params: dict - parameters to be passed to rdtools.filtering functions. Keys are the + Parameters to be passed to rdtools.filtering functions. Keys are the names of the rdtools.filtering functions. Values are dicts of parameters - to be passed to those functions. Also has a special key `ad_hoc_filter` - the associated value is a boolean mask joined with the rest of the filters. - filter_params defaults to empty dicts for each function in rdtools.filtering, - in which case those functions use default parameter values, `ad_hoc_filter` - defaults to None. See examples for more information. + to be passed to those functions. Allowed keys are `normalized_filter`*, + `poa_filter`*, `tcell_filter`*, `clip_filter`*, `hour_angle_filter`, + `clearsky_filter`* (only used in a clear sky analysis), and + `sensor_clearsky_filter` (only used in a sensor analysis). (* indicates a + filter included by default). To invoke `clearsky_filter` for a sensor + analysis, use the special key `sensor_clearsky_filter`. Also has a special + key `ad_hoc_filter`, the associated value is a boolean mask joined with the + rest of the filters. Defaults to empty dicts for each function as described + above, in which case those functions use default parameter values, + `ad_hoc_filter` defaults to None. See examples for more information. filter_params_aggregated: dict parameters to be passed to rdtools.filtering functions that specifically handle - aggregated data (dily filters, etc). Keys are the names of the rdtools.filtering functions. - Values are dicts of parameters to be passed to those functions. Also has a special key + aggregated data (daily filters, etc). Keys are the names of rdtools.filtering + functions. Allowed keys are `two_way_window_filter`*, `insolation_filter`, + `hampel_filter`, and `directional_tukey_filter` (* indicates filters included by + default). Values are dicts of parameters to be passed to those functions (empty + dict calls the funtion with its default parameters). Also has a special key `ad_hoc_filter`; this filter is a boolean mask joined with the rest of the filters. - filter_params_aggregated defaults to empty dicts for each function in rdtools.filtering, - in which case those functions use default parameter values, `ad_hoc_filter` + filter_params_aggregated defaults to an empty dict for two_way_window_filter, + in which case the filter is run with its default parameter values. `ad_hoc_filter` defaults to None. See examples for more information. results : dict Nested dict used to store the results of methods ending with `_analysis` - ''' - - def __init__(self, pv, poa_global=None, temperature_cell=None, temperature_ambient=None, - gamma_pdc=None, aggregation_freq='D', pv_input='power', - windspeed=0, power_expected=None, temperature_model=None, - power_dc_rated=None, interp_freq=None, max_timedelta=None): + """ + + def __init__( + self, + pv, + poa_global=None, + temperature_cell=None, + temperature_ambient=None, + gamma_pdc=None, + aggregation_freq="D", + pv_input="power", + windspeed=0, + power_expected=None, + temperature_model=None, + power_dc_rated=None, + interp_freq=None, + max_timedelta=None, + ): if interp_freq is not None: pv = normalization.interpolate(pv, interp_freq, max_timedelta) if poa_global is not None: - poa_global = normalization.interpolate( - poa_global, pv.index, max_timedelta) + poa_global = normalization.interpolate(poa_global, pv.index, max_timedelta) if temperature_cell is not None: temperature_cell = normalization.interpolate( - temperature_cell, pv.index, max_timedelta) + temperature_cell, pv.index, max_timedelta + ) if temperature_ambient is not None: temperature_ambient = normalization.interpolate( - temperature_ambient, pv.index, max_timedelta) + temperature_ambient, pv.index, max_timedelta + ) if power_expected is not None: power_expected = normalization.interpolate( - power_expected, pv.index, max_timedelta) + power_expected, pv.index, max_timedelta + ) if isinstance(windspeed, pd.Series): - windspeed = normalization.interpolate( - windspeed, pv.index, max_timedelta) + windspeed = normalization.interpolate(windspeed, pv.index, max_timedelta) - if pv_input == 'power': + if pv_input == "power": self.pv_power = pv self.pv_energy = normalization.energy_from_power( - pv, max_timedelta=max_timedelta) - elif pv_input == 'energy': + pv, max_timedelta=max_timedelta + ) + elif pv_input == "energy": self.pv_power = None self.pv_energy = pv @@ -134,25 +157,33 @@ def __init__(self, pv, poa_global=None, temperature_cell=None, temperature_ambie # Initialize to use default filter parameters self.filter_params = { - 'normalized_filter': {}, - 'poa_filter': {}, - 'tcell_filter': {}, - 'clip_filter': {}, - 'csi_filter': {}, - 'ad_hoc_filter': None # use this to include an explict filter + "normalized_filter": {}, + "poa_filter": {}, + "tcell_filter": {}, + "clip_filter": {}, + "clearsky_filter": {}, + "ad_hoc_filter": None, # use this to include an explict filter } self.filter_params_aggregated = { - 'ad_hoc_filter': None + "two_way_window_filter": {}, + "ad_hoc_filter": None } # remove tcell_filter from list if power_expected is passed in if power_expected is not None and temperature_cell is None: - del self.filter_params['tcell_filter'] - - def set_clearsky(self, pvlib_location=None, pv_azimuth=None, pv_tilt=None, - poa_global_clearsky=None, temperature_cell_clearsky=None, - temperature_ambient_clearsky=None, albedo=0.25, - solar_position_method='nrel_numpy'): - ''' + del self.filter_params["tcell_filter"] + + def set_clearsky( + self, + pvlib_location=None, + pv_azimuth=None, + pv_tilt=None, + poa_global_clearsky=None, + temperature_cell_clearsky=None, + temperature_ambient_clearsky=None, + albedo=0.25, + solar_position_method="nrel_numpy", + ): + """ Initialize values for a clearsky analysis which requires configuration of location and orientation details. If optional parameters `poa_global_clearsky`, `temperature_ambient_clearsky` are not passed, they will be modeled @@ -183,24 +214,29 @@ def set_clearsky(self, pvlib_location=None, pv_azimuth=None, pv_tilt=None, solar_position_method : str, default 'nrel_numpy' Optional method name to pass to :py:func:`pvlib.solarposition.get_solarposition`. Switching methods may improve calculation time. - ''' + """ max_timedelta = self.max_timedelta if poa_global_clearsky is not None: poa_global_clearsky = normalization.interpolate( - poa_global_clearsky, self.pv_energy.index, max_timedelta) + poa_global_clearsky, self.pv_energy.index, max_timedelta + ) if temperature_cell_clearsky is not None: temperature_cell_clearsky = normalization.interpolate( - temperature_cell_clearsky, self.pv_energy.index, max_timedelta) + temperature_cell_clearsky, self.pv_energy.index, max_timedelta + ) if temperature_ambient_clearsky is not None: temperature_ambient_clearsky = normalization.interpolate( - temperature_ambient_clearsky, self.pv_energy.index, max_timedelta) + temperature_ambient_clearsky, self.pv_energy.index, max_timedelta + ) if isinstance(pv_azimuth, (pd.Series, pd.DataFrame)): pv_azimuth = normalization.interpolate( - pv_azimuth, self.pv_energy.index, max_timedelta) + pv_azimuth, self.pv_energy.index, max_timedelta + ) if isinstance(pv_tilt, (pd.Series, pd.DataFrame)): pv_tilt = normalization.interpolate( - pv_tilt, self.pv_energy.index, max_timedelta) + pv_tilt, self.pv_energy.index, max_timedelta + ) self.pvlib_location = pvlib_location self.pv_azimuth = pv_azimuth @@ -212,7 +248,7 @@ def set_clearsky(self, pvlib_location=None, pv_azimuth=None, pv_tilt=None, self.solar_position_method = solar_position_method def _calc_clearsky_poa(self, times=None, rescale=True, **kwargs): - ''' + """ Calculate clearsky plane-of-array irradiance and stores in self.poa_global_clearsky Parameters @@ -229,43 +265,46 @@ def _calc_clearsky_poa(self, times=None, rescale=True, **kwargs): Returns ------- None - ''' + """ aggregate = False if times is None: - times = pd.date_range(self.poa_global.index.min(), self.poa_global.index.max(), - freq='1min') + times = pd.date_range( + self.poa_global.index.min(), self.poa_global.index.max(), freq="1min" + ) aggregate = True - if self.pvlib_location is None: + if not hasattr(self, "pvlib_location"): + raise ValueError("pvlib location must be provided using set_clearsky()") + if not hasattr(self, "pv_tilt") or not hasattr(self, "pv_azimuth"): raise ValueError( - 'pvlib location must be provided using set_clearsky()') - if self.pv_tilt is None or self.pv_azimuth is None: - raise ValueError( - 'pv_tilt and pv_azimuth must be provided using set_clearsky()') + "pv_tilt and pv_azimuth must be provided using set_clearsky()" + ) loc = self.pvlib_location solar_position_kwargs = {} if self.solar_position_method: - solar_position_kwargs['method'] = self.solar_position_method + solar_position_kwargs["method"] = self.solar_position_method sun = loc.get_solarposition(times, **solar_position_kwargs) clearsky = loc.get_clearsky(times, solar_position=sun) clearsky_poa = pvlib.irradiance.get_total_irradiance( self.pv_tilt, self.pv_azimuth, - sun['apparent_zenith'], - sun['azimuth'], - clearsky['dni'], - clearsky['ghi'], - clearsky['dhi'], + sun["apparent_zenith"], + sun["azimuth"], + clearsky["dni"], + clearsky["ghi"], + clearsky["dhi"], albedo=self.albedo, - **kwargs) - clearsky_poa = clearsky_poa['poa_global'] + **kwargs, + ) + clearsky_poa = clearsky_poa["poa_global"] if aggregate: interval_id = pd.Series( - range(len(self.poa_global)), index=self.poa_global.index) - interval_id = interval_id.reindex(times, method='backfill') + range(len(self.poa_global)), index=self.poa_global.index + ) + interval_id = interval_id.reindex(times, method="backfill") clearsky_poa = clearsky_poa.groupby(interval_id).mean() clearsky_poa.index = self.poa_global.index clearsky_poa.iloc[0] = np.nan @@ -273,15 +312,17 @@ def _calc_clearsky_poa(self, times=None, rescale=True, **kwargs): if rescale is True: if not clearsky_poa.index.equals(self.poa_global.index): raise ValueError( - 'rescale=True can only be used when clearsky poa is on same index as poa') + "rescale=True can only be used when clearsky poa is on same index as poa" + ) clearsky_poa = normalization.irradiance_rescale( - self.poa_global, clearsky_poa, method='iterative') + self.poa_global, clearsky_poa, method="iterative" + ) self.poa_global_clearsky = clearsky_poa def _calc_cell_temperature(self, poa_global, temperature_ambient, windspeed): - ''' + """ Return cell temperature calculated from ambient conditions. Parameters @@ -297,7 +338,7 @@ def _calc_cell_temperature(self, poa_global, temperature_ambient, windspeed): ------- numeric calculated cell temperature - ''' + """ try: # workflow for pvlib >= 0.7 @@ -306,44 +347,50 @@ def _calc_cell_temperature(self, poa_global, temperature_ambient, windspeed): # check if self.temperature_model is a string or dict with keys 'a', 'b' and 'deltaT' if isinstance(self.temperature_model, str): - model_params = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS[ - 'sapm'][self.temperature_model] - elif (isinstance(self.temperature_model, dict) & - ('a' in self.temperature_model) & - ('b' in self.temperature_model) & - ('deltaT' in self.temperature_model)): + model_params = pvlib.temperature.TEMPERATURE_MODEL_PARAMETERS["sapm"][ + self.temperature_model + ] + elif ( + isinstance(self.temperature_model, dict) + & ("a" in self.temperature_model) + & ("b" in self.temperature_model) + & ("deltaT" in self.temperature_model) + ): model_params = self.temperature_model else: - raise ValueError('pvlib temperature_model entry is neither ' - 'a string nor a dictionary with correct ' - 'entries. Try "open_rack_glass_polymer"') - cell_temp = pvlib.temperature.sapm_cell(poa_global=poa_global, - temp_air=temperature_ambient, - wind_speed=windspeed, - **model_params - ) + raise ValueError( + "pvlib temperature_model entry is neither " + "a string nor a dictionary with correct " + 'entries. Try "open_rack_glass_polymer"' + ) + cell_temp = pvlib.temperature.sapm_cell( + poa_global=poa_global, + temp_air=temperature_ambient, + wind_speed=windspeed, + **model_params, + ) except AttributeError as e: - print('Error: PVLib > 0.7 required') + print("Error: PVLib > 0.7 required") raise e return cell_temp def _calc_clearsky_tamb(self): - ''' + """ Calculate clear-sky ambient temperature and store in self.temperature_ambient_clearsky - ''' + """ times = self.poa_global_clearsky.index - if self.pvlib_location is None: - raise ValueError( - 'pvlib location must be provided using set_clearsky()') + if not hasattr(self, "pvlib_location"): + raise ValueError("pvlib_location must be provided using set_clearsky()") loc = self.pvlib_location cs_amb_temp = clearsky_temperature.get_clearsky_tamb( - times, loc.latitude, loc.longitude) + times, loc.latitude, loc.longitude + ) self.temperature_ambient_clearsky = cs_amb_temp def _pvwatts_norm(self, poa_global, temperature_cell): - ''' + """ Normalize PV energy to that expected from a PVWatts model. Parameters @@ -359,7 +406,7 @@ def _pvwatts_norm(self, poa_global, temperature_cell): Normalized pv energy pandas.Series Associated insolation - ''' + """ if self.power_dc_rated is None: renorm = True @@ -369,17 +416,22 @@ def _pvwatts_norm(self, poa_global, temperature_cell): power_dc_rated = self.power_dc_rated if self.gamma_pdc is None: - warnings.warn('Temperature coefficient not passed in to TrendAnalysis' - '. No temperature correction will be conducted.') - pvwatts_kws = {"poa_global": poa_global, - "power_dc_rated": power_dc_rated, - "temperature_cell": temperature_cell, - "poa_global_ref": 1000, - "temperature_cell_ref": 25, - "gamma_pdc": self.gamma_pdc} + warnings.warn( + "Temperature coefficient not passed in to TrendAnalysis" + ". No temperature correction will be conducted." + ) + pvwatts_kws = { + "poa_global": poa_global, + "power_dc_rated": power_dc_rated, + "temperature_cell": temperature_cell, + "poa_global_ref": 1000, + "temperature_cell_ref": 25, + "gamma_pdc": self.gamma_pdc, + } energy_normalized, insolation = normalization.normalize_with_pvwatts( - self.pv_energy, pvwatts_kws) + self.pv_energy, pvwatts_kws + ) if renorm: # Normalize to the 95th percentile for convenience, this is renormalized out @@ -390,7 +442,7 @@ def _pvwatts_norm(self, poa_global, temperature_cell): return energy_normalized, insolation def _filter(self, energy_normalized, case): - ''' + """ Calculate filters based on those in rdtools.filtering. Uses self.filter_params, which is a dict, the keys of which are names of functions in rdtools.filtering, and the values of which are dicts @@ -410,7 +462,23 @@ def _filter(self, energy_normalized, case): Returns ------- None - ''' + """ + + # Clearsky filtering subroutine, called either by clearsky analysis, + # or sensor analysis using sensor_clearsky_filter + def _call_clearsky_filter(filter_string): + if self.poa_global is None or self.poa_global_clearsky is None: + raise ValueError( + "Both poa_global and poa_global_clearsky must be available to " + f"do clearsky filtering with {filter_string}" + ) + f = filtering.clearsky_filter( + self.poa_global, + self.poa_global_clearsky, + **self.filter_params[filter_string], + ) + return f + # Combining filters is non-trivial because of the possibility of index # mismatch. Adding columns to an existing dataframe performs a left index # join, but probably we actually want an outer join. We can get an outer @@ -418,76 +486,101 @@ def _filter(self, energy_normalized, case): # at once. However, we add a default value of True, with the same index as # energy_normalized, so that the output is still correct even when all # filters have been disabled. - filter_components = {'default': pd.Series( - True, index=energy_normalized.index)} + filter_components = {"default": pd.Series(True, index=energy_normalized.index)} - if case == 'sensor': + if case == "sensor": poa = self.poa_global cell_temp = self.temperature_cell - if case == 'clearsky': + if case == "clearsky": poa = self.poa_global_clearsky cell_temp = self.temperature_cell_clearsky - if 'normalized_filter' in self.filter_params: + if "normalized_filter" in self.filter_params: f = filtering.normalized_filter( - energy_normalized, **self.filter_params['normalized_filter']) - filter_components['normalized_filter'] = f - if 'poa_filter' in self.filter_params: + energy_normalized, **self.filter_params["normalized_filter"] + ) + filter_components["normalized_filter"] = f + if "poa_filter" in self.filter_params: if poa is None: - raise ValueError('poa must be available to use poa_filter') - f = filtering.poa_filter(poa, **self.filter_params['poa_filter']) - filter_components['poa_filter'] = f - if 'tcell_filter' in self.filter_params: + raise ValueError("poa must be available to use poa_filter") + f = filtering.poa_filter(poa, **self.filter_params["poa_filter"]) + filter_components["poa_filter"] = f + if "tcell_filter" in self.filter_params: if cell_temp is None: raise ValueError( - 'Cell temperature must be available to use tcell_filter') - f = filtering.tcell_filter( - cell_temp, **self.filter_params['tcell_filter']) - filter_components['tcell_filter'] = f - if 'clip_filter' in self.filter_params: + "Cell temperature must be available to use tcell_filter" + ) + f = filtering.tcell_filter(cell_temp, **self.filter_params["tcell_filter"]) + filter_components["tcell_filter"] = f + if "clip_filter" in self.filter_params: if self.pv_power is None: - raise ValueError('PV power (not energy) is required for the clipping filter. ' - 'Either omit the clipping filter, provide PV power at ' - 'instantiation, or explicitly assign TrendAnalysis.pv_power.') + raise ValueError( + "PV power (not energy) is required for the clipping filter. " + "Either omit the clipping filter, provide PV power at " + "instantiation, or explicitly assign TrendAnalysis.pv_power." + ) f = filtering.clip_filter( - self.pv_power, **self.filter_params['clip_filter']) - filter_components['clip_filter'] = f - if case == 'clearsky': - if self.poa_global is None or self.poa_global_clearsky is None: - raise ValueError('Both poa_global and poa_global_clearsky must be available to ' - 'do clearsky filtering with csi_filter') - f = filtering.csi_filter( - self.poa_global, self.poa_global_clearsky, **self.filter_params['csi_filter']) - filter_components['csi_filter'] = f + self.pv_power, **self.filter_params["clip_filter"] + ) + filter_components["clip_filter"] = f + if "hour_angle_filter" in self.filter_params: + if not hasattr(self, "pvlib_location"): + raise ValueError( + "The pvlib location must be provided using set_clearsky() " + "or by directly setting TrendAnalysis.pvlib_location " + "in order to use the hour_angle_filter" + ) + loc = self.pvlib_location + f = filtering.hour_angle_filter( + energy_normalized, + loc.latitude, + loc.longitude, + **self.filter_params["hour_angle_filter"], + ) + filter_components["hour_angle_filter"] = f + + if case == "clearsky": + filter_components["clearsky_filter"] = _call_clearsky_filter( + "clearsky_filter" + ) + + if "sensor_clearsky_filter" in self.filter_params: + filter_components["sensor_clearsky_filter"] = _call_clearsky_filter( + "sensor_clearsky_filter" + ) # note: the previous implementation using the & operator treated NaN # filter values as False, so we do the same here for consistency: - filter_components = pd.DataFrame(filter_components).fillna(False) + filter_components = pd.DataFrame(filter_components).fillna(0).astype("bool") # apply special checks to ad_hoc_filter, as it is likely more prone to user error - if self.filter_params.get('ad_hoc_filter', None) is not None: - ad_hoc_filter = self.filter_params['ad_hoc_filter'] + if self.filter_params.get("ad_hoc_filter", None) is not None: + ad_hoc_filter = self.filter_params["ad_hoc_filter"] if ad_hoc_filter.isnull().any(): warnings.warn( - 'ad_hoc_filter contains NaN values; setting to False (excluding)') + "ad_hoc_filter contains NaN values; setting to False (excluding)" + ) ad_hoc_filter = ad_hoc_filter.fillna(False) if not filter_components.index.equals(ad_hoc_filter.index): - warnings.warn('ad_hoc_filter index does not match index of other filters; missing ' - 'values will be set to True (kept). Align the index with the index ' - 'of the filter_components attribute to prevent this warning') - ad_hoc_filter = ad_hoc_filter.reindex( - filter_components.index).fillna(True) + warnings.warn( + "ad_hoc_filter index does not match index of other filters; missing " + "values will be set to True (kept). Align the index with the index " + "of the filter_components attribute to prevent this warning" + ) + ad_hoc_filter = ad_hoc_filter.reindex(filter_components.index).fillna( + True + ) - filter_components['ad_hoc_filter'] = ad_hoc_filter + filter_components["ad_hoc_filter"] = ad_hoc_filter bool_filter = filter_components.all(axis=1) - filter_components = filter_components.drop(columns=['default']) - if case == 'sensor': + filter_components = filter_components.drop(columns=["default"]) + if case == "sensor": self.sensor_filter = bool_filter self.sensor_filter_components = filter_components - elif case == 'clearsky': + elif case == "clearsky": self.clearsky_filter = bool_filter self.clearsky_filter_components = filter_components @@ -513,61 +606,99 @@ def _aggregated_filter(self, aggregated, case): ------- None """ - filter_components_aggregated = {'default': - pd.Series(True, index=aggregated.index)} + filter_components_aggregated = { + "default": pd.Series(True, index=aggregated.index) + } + + if case == "sensor": + insol = self.sensor_aggregated_insolation + if case == "clearsky": + insol = self.clearsky_aggregated_insolation + # Add daily aggregate filters as they come online here. + if "two_way_window_filter" in self.filter_params_aggregated: + f = filtering.two_way_window_filter( + aggregated, **self.filter_params_aggregated["two_way_window_filter"] + ) + filter_components_aggregated["two_way_window_filter"] = f + + if "insolation_filter" in self.filter_params_aggregated: + f = filtering.insolation_filter( + insol, **self.filter_params_aggregated["insolation_filter"] + ) + filter_components_aggregated["insolation_filter"] = f + + if "hampel_filter" in self.filter_params_aggregated: + hampelmask = filtering.hampel_filter( + aggregated, **self.filter_params_aggregated["hampel_filter"] + ) + filter_components_aggregated["hampel_filter"] = hampelmask + + if "directional_tukey_filter" in self.filter_params_aggregated: + f = filtering.directional_tukey_filter( + aggregated, **self.filter_params_aggregated["directional_tukey_filter"] + ) + filter_components_aggregated["directional_tukey_filter"] = f + # Convert the dictionary into a dataframe (after running filters) filter_components_aggregated = pd.DataFrame( - filter_components_aggregated).fillna(False) + filter_components_aggregated + ).fillna(False) # Run the ad-hoc filter from filter_params_aggregated, if available - if self.filter_params_aggregated.get('ad_hoc_filter', None) is not None: - ad_hoc_filter_aggregated = self.filter_params_aggregated['ad_hoc_filter'] + if self.filter_params_aggregated.get("ad_hoc_filter", None) is not None: + ad_hoc_filter_aggregated = self.filter_params_aggregated["ad_hoc_filter"] if ad_hoc_filter_aggregated.isnull().any(): warnings.warn( - 'aggregated ad_hoc_filter contains NaN values; setting to False (excluding)') + "aggregated ad_hoc_filter contains NaN values; setting to False (excluding)" + ) ad_hoc_filter_aggregated = ad_hoc_filter_aggregated.fillna(False) - if not filter_components_aggregated.index.equals(ad_hoc_filter_aggregated.index): - warnings.warn('Aggregated ad_hoc_filter index does not match index of other ' - 'filters; missing values will be set to True (kept). ' - 'Align the index with the index of the ' - 'filter_components_aggregated attribute to prevent this warning') + if not filter_components_aggregated.index.equals( + ad_hoc_filter_aggregated.index + ): + warnings.warn( + "Aggregated ad_hoc_filter index does not match index of other " + "filters; missing values will be set to True (kept). " + "Align the index with the index of the " + "filter_components_aggregated attribute to prevent this warning" + ) ad_hoc_filter_aggregated = ad_hoc_filter_aggregated.reindex( - filter_components_aggregated.index).fillna(True) + filter_components_aggregated.index + ).fillna(True) - filter_components_aggregated['ad_hoc_filter'] = ad_hoc_filter_aggregated + filter_components_aggregated["ad_hoc_filter"] = ad_hoc_filter_aggregated bool_filter_aggregated = filter_components_aggregated.all(axis=1) filter_components_aggregated = filter_components_aggregated.drop( - columns=['default']) - if case == 'sensor': + columns=["default"] + ) + if case == "sensor": self.sensor_filter_aggregated = bool_filter_aggregated self.sensor_filter_components_aggregated = filter_components_aggregated - elif case == 'clearsky': + elif case == "clearsky": self.clearsky_filter_aggregated = bool_filter_aggregated self.clearsky_filter_components_aggregated = filter_components_aggregated def _filter_check(self, post_filter): - ''' + """ post-filter check for requisite 730 days of data Parameters ---------- post_filter : pandas.Series Time series filtered by boolean output from self.filter - ''' + """ if post_filter.empty: - post_filter_length = pd.Timedelta('0d') + post_filter_length = pd.Timedelta("0d") else: post_filter_length = post_filter.index[-1] - post_filter.index[0] - if post_filter_length < pd.Timedelta('730d'): - raise ValueError( - "Less than two years of data left after filtering") + if post_filter_length < pd.Timedelta("730d"): + raise ValueError("Less than two years of data left after filtering") def _aggregate(self, energy_normalized, insolation): - ''' + """ Return insolation-weighted normalized PV energy and the associated aggregated insolation Parameters @@ -583,16 +714,18 @@ def _aggregate(self, energy_normalized, insolation): Insolation-weighted aggregated normalized PV energy pandas.Series Aggregated insolation - ''' + """ aggregated = aggregation.aggregation_insol( - energy_normalized, insolation, self.aggregation_freq) + energy_normalized, insolation, self.aggregation_freq + ) aggregated_insolation = insolation.resample( - self.aggregation_freq).sum() + self.aggregation_freq, origin="start_day" + ).sum() return aggregated, aggregated_insolation def _yoy_degradation(self, energy_normalized, **kwargs): - ''' + """ Perform year-on-year degradation analysis on insolation-weighted aggregated energy yield. @@ -612,21 +745,22 @@ def _yoy_degradation(self, energy_normalized, **kwargs): rate confidence interval as a list 'calc_info': Dict of detailed results (see degradation.degradation_year_on_year() docs) - ''' + """ self._filter_check(energy_normalized) yoy_rd, yoy_ci, yoy_info = degradation.degradation_year_on_year( - energy_normalized, **kwargs) + energy_normalized, **kwargs + ) yoy_results = { - 'p50_rd': yoy_rd, - 'rd_confidence_interval': yoy_ci, - 'calc_info': yoy_info + "p50_rd": yoy_rd, + "rd_confidence_interval": yoy_ci, + "calc_info": yoy_info, } return yoy_results def _srr_soiling(self, energy_normalized_daily, insolation_daily, **kwargs): - ''' + """ Perform stochastic rate and recovery soiling analysis. Parameters @@ -647,105 +781,157 @@ def _srr_soiling(self, energy_normalized_daily, insolation_daily, **kwargs): insolation-weighted soiling ratio confidence interval 'calc_info' : Dict of detailed results (see soiling.soiling_srr() docs) - ''' + """ from rdtools import soiling daily_freq = pd.tseries.offsets.Day() - if (energy_normalized_daily.index.freq != daily_freq or - insolation_daily.index.freq != daily_freq): - raise ValueError( - 'Soiling SRR analysis requires daily aggregation.') + if ( + energy_normalized_daily.index.freq != daily_freq + or insolation_daily.index.freq != daily_freq + ): + raise ValueError("Soiling SRR analysis requires daily aggregation.") sr, sr_ci, soiling_info = soiling.soiling_srr( - energy_normalized_daily, insolation_daily, **kwargs) + energy_normalized_daily, insolation_daily, **kwargs + ) srr_results = { - 'p50_sratio': sr, - 'sratio_confidence_interval': sr_ci, - 'calc_info': soiling_info + "p50_sratio": sr, + "sratio_confidence_interval": sr_ci, + "calc_info": soiling_info, } return srr_results def _sensor_preprocess(self): - ''' + """ Perform sensor-based normalization, filtering, and aggregation. If optional parameter self.power_expected is passed in, normalize_with_expected_power will be used instead of pvwatts. - ''' + """ if self.poa_global is None: raise ValueError( - 'poa_global must be available to perform _sensor_preprocess') - + "poa_global must be available to perform _sensor_preprocess" + ) + + if "sensor_clearsky_filter" in self.filter_params: + try: + if self.poa_global_clearsky is None: + self._calc_clearsky_poa(model="isotropic") + except AttributeError: + raise AttributeError( + "No poa_global_clearsky. 'set_clearsky' must be run " + + "to allow filter_params['sensor_clearsky_filter']. " + ) if self.power_expected is None: # Thermal details required if power_expected is not manually set. if self.temperature_cell is None and self.temperature_ambient is None: - raise ValueError('either cell or ambient temperature must be available ' - 'to perform _sensor_preprocess') + raise ValueError( + "either cell or ambient temperature must be available " + "to perform _sensor_preprocess" + ) if self.temperature_cell is None: self.temperature_cell = self._calc_cell_temperature( - self.poa_global, self.temperature_ambient, self.windspeed) + self.poa_global, self.temperature_ambient, self.windspeed + ) energy_normalized, insolation = self._pvwatts_norm( - self.poa_global, self.temperature_cell) + self.poa_global, self.temperature_cell + ) else: # self.power_expected passed in by user energy_normalized, insolation = normalization.normalize_with_expected_power( - self.pv_energy, self.power_expected, self.poa_global, pv_input='energy') - self._filter(energy_normalized, 'sensor') + self.pv_energy, self.power_expected, self.poa_global, pv_input="energy" + ) + self._filter(energy_normalized, "sensor") aggregated, aggregated_insolation = self._aggregate( - energy_normalized[self.sensor_filter], insolation[self.sensor_filter]) + energy_normalized[self.sensor_filter], insolation[self.sensor_filter] + ) + # Run daily filters on aggregated data - self._aggregated_filter(aggregated, 'sensor') + self.sensor_aggregated_insolation = aggregated_insolation + self._aggregated_filter(aggregated, "sensor") + # Apply filter to aggregated data and store self.sensor_aggregated_performance = aggregated[self.sensor_filter_aggregated] - self.sensor_aggregated_insolation = aggregated_insolation[self.sensor_filter_aggregated] + self.sensor_aggregated_insolation = aggregated_insolation[ + self.sensor_filter_aggregated + ] + # Reindex the data after the fact, so it's on the aggregated interval - self.sensor_aggregated_performance = self.sensor_aggregated_performance.asfreq( - self.aggregation_freq) - self.sensor_aggregated_insolation = self.sensor_aggregated_insolation.asfreq( - self.aggregation_freq) + self.sensor_aggregated_performance = ( + self.sensor_aggregated_performance.resample( + self.aggregation_freq, origin="start_day" + ).asfreq() + ) + self.sensor_aggregated_insolation = self.sensor_aggregated_insolation.resample( + self.aggregation_freq, origin="start_day" + ).asfreq() def _clearsky_preprocess(self): - ''' + """ Perform clear-sky-based normalization, filtering, and aggregation. If optional parameter self.power_expected is passed in, normalize_with_expected_power will be used instead of pvwatts. - ''' + """ try: if self.poa_global_clearsky is None: - self._calc_clearsky_poa(model='isotropic') + self._calc_clearsky_poa(model="isotropic") except AttributeError: - raise AttributeError("No poa_global_clearsky. 'set_clearsky' must be run " + - "prior to 'clearsky_analysis'") + raise AttributeError( + "No poa_global_clearsky. 'set_clearsky' must be run " + + "prior to 'clearsky_analysis'" + ) if self.temperature_cell_clearsky is None: if self.temperature_ambient_clearsky is None: self._calc_clearsky_tamb() self.temperature_cell_clearsky = self._calc_cell_temperature( - self.poa_global_clearsky, self.temperature_ambient_clearsky, 0) + self.poa_global_clearsky, self.temperature_ambient_clearsky, 0 + ) # Note example notebook uses windspeed=0 in the clearskybranch if self.power_expected is None: cs_normalized, cs_insolation = self._pvwatts_norm( - self.poa_global_clearsky, self.temperature_cell_clearsky) + self.poa_global_clearsky, self.temperature_cell_clearsky + ) else: # self.power_expected passed in by user cs_normalized, cs_insolation = normalization.normalize_with_expected_power( - self.pv_energy, self.power_expected, self.poa_global_clearsky, pv_input='energy') - self._filter(cs_normalized, 'clearsky') + self.pv_energy, + self.power_expected, + self.poa_global_clearsky, + pv_input="energy", + ) + self._filter(cs_normalized, "clearsky") cs_aggregated, cs_aggregated_insolation = self._aggregate( - cs_normalized[self.clearsky_filter], cs_insolation[self.clearsky_filter]) + cs_normalized[self.clearsky_filter], cs_insolation[self.clearsky_filter] + ) + # Run daily filters on aggregated data - self._aggregated_filter(cs_aggregated, 'clearsky') + self.clearsky_aggregated_insolation = cs_aggregated_insolation + self._aggregated_filter(cs_aggregated, "clearsky") + # Apply daily filter to aggregated data and store - self.clearsky_aggregated_performance = cs_aggregated[self.clearsky_filter_aggregated] - self.clearsky_aggregated_insolation = \ - cs_aggregated_insolation[self.clearsky_filter_aggregated] - # Reindex the data after the fact, so it's on the aggregated interval - self.clearsky_aggregated_performance = self.clearsky_aggregated_performance.asfreq( - self.aggregation_freq) - self.clearsky_aggregated_insolation = self.clearsky_aggregated_insolation.asfreq( - self.aggregation_freq) + self.clearsky_aggregated_performance = cs_aggregated[ + self.clearsky_filter_aggregated + ] + self.clearsky_aggregated_insolation = cs_aggregated_insolation[ + self.clearsky_filter_aggregated + ] - def sensor_analysis(self, analyses=['yoy_degradation'], yoy_kwargs={}, srr_kwargs={}): - ''' + # Reindex the data after the fact, so it's on the aggregated interval + self.clearsky_aggregated_performance = ( + self.clearsky_aggregated_performance.resample( + self.aggregation_freq, origin="start_day" + ).asfreq() + ) + self.clearsky_aggregated_insolation = ( + self.clearsky_aggregated_insolation.resample( + self.aggregation_freq, origin="start_day" + ).asfreq() + ) + + def sensor_analysis( + self, analyses=["yoy_degradation"], yoy_kwargs={}, srr_kwargs={} + ): + """ Perform entire sensor-based analysis workflow. Results are stored in self.results['sensor'] @@ -762,26 +948,31 @@ def sensor_analysis(self, analyses=['yoy_degradation'], yoy_kwargs={}, srr_kwarg Returns ------- None - ''' + """ self._sensor_preprocess() sensor_results = {} - if 'yoy_degradation' in analyses: + if "yoy_degradation" in analyses: yoy_results = self._yoy_degradation( - self.sensor_aggregated_performance, **yoy_kwargs) - sensor_results['yoy_degradation'] = yoy_results - - if 'srr_soiling' in analyses: - srr_results = self._srr_soiling(self.sensor_aggregated_performance, - self.sensor_aggregated_insolation, - **srr_kwargs) - sensor_results['srr_soiling'] = srr_results - - self.results['sensor'] = sensor_results - - def clearsky_analysis(self, analyses=['yoy_degradation'], yoy_kwargs={}, srr_kwargs={}): - ''' + self.sensor_aggregated_performance, **yoy_kwargs + ) + sensor_results["yoy_degradation"] = yoy_results + + if "srr_soiling" in analyses: + srr_results = self._srr_soiling( + self.sensor_aggregated_performance, + self.sensor_aggregated_insolation, + **srr_kwargs, + ) + sensor_results["srr_soiling"] = srr_results + + self.results["sensor"] = sensor_results + + def clearsky_analysis( + self, analyses=["yoy_degradation"], yoy_kwargs={}, srr_kwargs={} + ): + """ Perform entire clear-sky-based analysis workflow. Results are stored in self.results['clearsky'] @@ -798,26 +989,29 @@ def clearsky_analysis(self, analyses=['yoy_degradation'], yoy_kwargs={}, srr_kwa Returns ------- None - ''' + """ self._clearsky_preprocess() clearsky_results = {} - if 'yoy_degradation' in analyses: + if "yoy_degradation" in analyses: yoy_results = self._yoy_degradation( - self.clearsky_aggregated_performance, **yoy_kwargs) - clearsky_results['yoy_degradation'] = yoy_results + self.clearsky_aggregated_performance, **yoy_kwargs + ) + clearsky_results["yoy_degradation"] = yoy_results - if 'srr_soiling' in analyses: - srr_results = self._srr_soiling(self.clearsky_aggregated_performance, - self.clearsky_aggregated_insolation, - **srr_kwargs) - clearsky_results['srr_soiling'] = srr_results + if "srr_soiling" in analyses: + srr_results = self._srr_soiling( + self.clearsky_aggregated_performance, + self.clearsky_aggregated_insolation, + **srr_kwargs, + ) + clearsky_results["srr_soiling"] = srr_results - self.results['clearsky'] = clearsky_results + self.results["clearsky"] = clearsky_results def plot_degradation_summary(self, case, **kwargs): - ''' + """ Return a figure of a scatter plot and a histogram summarizing degradation rate analysis. Parameters @@ -830,25 +1024,28 @@ def plot_degradation_summary(self, case, **kwargs): Returns ------- matplotlib.figure.Figure - ''' + """ - if case == 'sensor': - results_dict = self.results['sensor']['yoy_degradation'] + if case == "sensor": + results_dict = self.results["sensor"]["yoy_degradation"] aggregated = self.sensor_aggregated_performance - elif case == 'clearsky': - results_dict = self.results['clearsky']['yoy_degradation'] + elif case == "clearsky": + results_dict = self.results["clearsky"]["yoy_degradation"] aggregated = self.clearsky_aggregated_performance else: raise ValueError("case must be either 'sensor' or 'clearsky'") fig = plotting.degradation_summary_plots( - results_dict['p50_rd'], - results_dict['rd_confidence_interval'], - results_dict['calc_info'], aggregated, **kwargs) + results_dict["p50_rd"], + results_dict["rd_confidence_interval"], + results_dict["calc_info"], + aggregated, + **kwargs, + ) return fig def plot_soiling_monte_carlo(self, case, **kwargs): - ''' + """ Return a figure visualizing the Monte Carlo of soiling profiles used in stochastic rate and recovery soiling analysis. @@ -862,24 +1059,25 @@ def plot_soiling_monte_carlo(self, case, **kwargs): Returns ------- matplotlib.figure.Figure - ''' + """ - if case == 'sensor': - results_dict = self.results['sensor']['srr_soiling'] + if case == "sensor": + results_dict = self.results["sensor"]["srr_soiling"] aggregated = self.sensor_aggregated_performance - elif case == 'clearsky': - results_dict = self.results['clearsky']['srr_soiling'] + elif case == "clearsky": + results_dict = self.results["clearsky"]["srr_soiling"] aggregated = self.clearsky_aggregated_performance else: raise ValueError("case must be either 'sensor' or 'clearsky'") fig = plotting.soiling_monte_carlo_plot( - results_dict['calc_info'], aggregated, **kwargs) + results_dict["calc_info"], aggregated, **kwargs + ) return fig def plot_soiling_interval(self, case, **kwargs): - ''' + """ Return a figure visualizing the valid soiling intervals used in stochastic rate and recovery soiling analysis. @@ -893,24 +1091,25 @@ def plot_soiling_interval(self, case, **kwargs): Returns ------- matplotlib.figure.Figure - ''' + """ - if case == 'sensor': - results_dict = self.results['sensor']['srr_soiling'] + if case == "sensor": + results_dict = self.results["sensor"]["srr_soiling"] aggregated = self.sensor_aggregated_performance - elif case == 'clearsky': - results_dict = self.results['clearsky']['srr_soiling'] + elif case == "clearsky": + results_dict = self.results["clearsky"]["srr_soiling"] aggregated = self.clearsky_aggregated_performance else: raise ValueError("case must be either 'sensor' or 'clearsky'") fig = plotting.soiling_interval_plot( - results_dict['calc_info'], aggregated, **kwargs) + results_dict["calc_info"], aggregated, **kwargs + ) return fig def plot_soiling_rate_histogram(self, case, **kwargs): - ''' + """ Return a histogram of soiling rates found in the stochastic rate and recovery soiling analysis @@ -924,22 +1123,21 @@ def plot_soiling_rate_histogram(self, case, **kwargs): Returns ------- matplotlib.figure.Figure - ''' + """ - if case == 'sensor': - results_dict = self.results['sensor']['srr_soiling'] - elif case == 'clearsky': - results_dict = self.results['clearsky']['srr_soiling'] + if case == "sensor": + results_dict = self.results["sensor"]["srr_soiling"] + elif case == "clearsky": + results_dict = self.results["clearsky"]["srr_soiling"] else: raise ValueError("case must be either 'sensor' or 'clearsky'") - fig = plotting.soiling_rate_histogram( - results_dict['calc_info'], **kwargs) + fig = plotting.soiling_rate_histogram(results_dict["calc_info"], **kwargs) return fig def plot_pv_vs_irradiance(self, case, alpha=0.01, **kwargs): - ''' + """ Plot PV energy vs irradiance, useful in diagnosing things like timezone problems or transposition errors. @@ -956,28 +1154,31 @@ def plot_pv_vs_irradiance(self, case, alpha=0.01, **kwargs): Returns ------- matplotlib.figure.Figure - ''' + """ - if case == 'sensor': + if case == "sensor": poa = self.poa_global - elif case == 'clearsky': + elif case == "clearsky": poa = self.poa_global_clearsky else: raise ValueError("case must be either 'sensor' or 'clearsky'") - to_plot = pd.merge(pd.DataFrame(poa), pd.DataFrame( - self.pv_energy), left_index=True, right_index=True) + to_plot = pd.merge( + pd.DataFrame(poa), + pd.DataFrame(self.pv_energy), + left_index=True, + right_index=True, + ) fig, ax = plt.subplots() - ax.plot(to_plot.iloc[:, 0], to_plot.iloc[:, 1], - 'o', alpha=alpha, **kwargs) + ax.plot(to_plot.iloc[:, 0], to_plot.iloc[:, 1], "o", alpha=alpha, **kwargs) ax.set_xlim(0, 1500) - ax.set_xlabel('Irradiance (W/m$^2$)') - ax.set_ylabel('PV Energy (Wh/timestep)') + ax.set_xlabel("Irradiance (W/m$^2$)") + ax.set_ylabel("PV Energy (Wh/timestep)") return fig def plot_degradation_timeseries(self, case, rolling_days=365, **kwargs): - ''' + """ Plot resampled time series of degradation trend with time Parameters @@ -993,12 +1194,12 @@ def plot_degradation_timeseries(self, case, rolling_days=365, **kwargs): Returns ------- matplotlib.figure.Figure - ''' + """ - if case == 'sensor': - yoy_info = self.results['sensor']['yoy_degradation']['calc_info'] - elif case == 'clearsky': - yoy_info = self.results['clearsky']['yoy_degradation']['calc_info'] + if case == "sensor": + yoy_info = self.results["sensor"]["yoy_degradation"]["calc_info"] + elif case == "clearsky": + yoy_info = self.results["clearsky"]["yoy_degradation"]["calc_info"] else: raise ValueError("case must be either 'sensor' or 'clearsky'") diff --git a/rdtools/availability.py b/rdtools/availability.py index 023ffacd7..ee0e74b7a 100644 --- a/rdtools/availability.py +++ b/rdtools/availability.py @@ -14,12 +14,6 @@ from scipy.interpolate import interp1d import warnings -warnings.warn( - 'The availability module is currently experimental. The API, results, ' - 'and default behaviors may change in future releases (including MINOR ' - 'and PATCH releases) as the code matures.' -) - class AvailabilityAnalysis: """ @@ -273,11 +267,15 @@ def _calc_loss_subsystem(self, low_threshold, relative_sizes, system_delta = 1 - power_system / virtual_full_power subsystem_fraction = relative_sizes / relative_sizes.sum() - smallest_delta = power_subsystem.le(low_threshold) \ - .replace(False, np.nan) \ - .multiply(subsystem_fraction) \ - .min(axis=1) \ - .fillna(1) # use safe value of 100% + smallest_delta = ( + power_subsystem.le(low_threshold) + .replace(False, np.nan) + .multiply(subsystem_fraction) + .min(axis=1) + .astype(float) + .fillna(1.0) + ) # use safe value of 100% + # smallest_delta.loc[smallest_delta.isnull()] = 1 is_downtime = system_delta > (0.75 * smallest_delta) is_downtime[looks_online.all(axis=1)] = False @@ -415,20 +413,21 @@ def _calc_loss_system(self): all_times = self.power_system.index masked = looks_offline[self.power_expected > 0].reindex(all_times) # Note: in Series, (nan | True) is False, but (True | nan) is True - full_outage = ( - masked.ffill().fillna(False) | masked.bfill().fillna(False) - ) - + ffill = masked.ffill() + ffill.loc[ffill.isnull()] = False + bfill = masked.bfill() + bfill.loc[bfill.isnull()] = False + full_outage = ffill | bfill # Find expected production and associated uncertainty for each outage diff = full_outage.astype(int).diff() starts = all_times[diff == 1].tolist() ends = all_times[diff.shift(-1) == -1].tolist() steps = diff[~diff.isnull() & (diff != 0)] if not steps.empty: - if steps[0] == -1: + if steps.iloc[0] == -1: # data starts in an outage starts.insert(0, all_times[0]) - if steps[-1] == 1: + if steps.iloc[-1] == 1: # data ends in an outage ends.append(all_times[-1]) @@ -497,7 +496,7 @@ def _calc_loss_system(self): # generate a best-guess timeseries loss for the full outages by # scaling the expected power signal to match the actual - lost_power_full = pd.Series(0, index=self.loss_subsystem.index) + lost_power_full = pd.Series(0, index=self.loss_subsystem.index, dtype=float) expected_power = self.power_expected corrected_cumulative_energy = self.energy_cumulative.copy() for i, row in self.outage_info.iterrows(): @@ -519,7 +518,7 @@ def _calc_loss_system(self): self.energy_cumulative_corrected = corrected_cumulative_energy self.loss_system = lost_power_full - def _combine_losses(self, rollup_period='M'): + def _combine_losses(self, rollup_period="ME"): """ Combine subsystem and system losses. @@ -527,10 +526,17 @@ def _combine_losses(self, rollup_period='M'): Parameters ---------- - rollup_period : pandas offset string, default 'M' + rollup_period : pandas offset string, default 'ME' The period on which to roll up losses and calculate availability. + The default value "ME" triggers a monthly rollup period. For other aliases, + be sure they are compatible with your version of Pandas" """ + # Allow pandas < 2.0 to use 'M' as an alias for MonthEnd + # https://pandas.pydata.org/docs/whatsnew/v2.2.0.html#deprecate-aliases-m-q-y-etc-in-favour-of-me-qe-ye-etc-for-offsets + if rollup_period == "ME": + rollup_period = pd.tseries.offsets.MonthEnd() + if ((self.loss_system > 0) & (self.loss_subsystem > 0)).any(): msg = ( 'Loss detected simultaneously at both system and subsystem ' @@ -557,9 +563,14 @@ def _combine_losses(self, rollup_period='M'): df['availability'] = 1 - df['lost_production'] / loss_plus_actual self.results = df - def run(self, low_threshold=None, relative_sizes=None, - power_system_limit=None, quantiles=(0.01, 0.99), - rollup_period='M'): + def run( + self, + low_threshold=None, + relative_sizes=None, + power_system_limit=None, + quantiles=(0.01, 0.99), + rollup_period="ME", + ): """ Run the availability analysis. @@ -595,8 +606,10 @@ def run(self, low_threshold=None, relative_sizes=None, no production loss or (2) a power outage with an associated production loss estimate. - rollup_period : pandas.tseries.offsets.DateOffset or alias, default 'M' + rollup_period : pandas.tseries.offsets.DateOffset or alias, default 'ME' The period on which to roll up losses and calculate availability. + The default value "ME" triggers a monthly rollup period. For other aliases, + be sure they are compatible with your version of Pandas" """ self._calc_loss_subsystem(low_threshold, relative_sizes, power_system_limit) diff --git a/rdtools/bootstrap.py b/rdtools/bootstrap.py index 52de71a7d..b3e69daa2 100644 --- a/rdtools/bootstrap.py +++ b/rdtools/bootstrap.py @@ -15,7 +15,8 @@ def _make_time_series_bootstrap_samples( - signal, model_fit, sample_nr=1000, block_length=90, decomposition_type='multiplicative' + signal, model_fit, sample_nr=1000, block_length=90, + decomposition_type='multiplicative', bootstrap_seed=None ): ''' Generate bootstrap samples based a time series signal and its model fit @@ -34,6 +35,10 @@ def _make_time_series_bootstrap_samples( decomposition_type : string, default 'multiplicative' The type of decomposition to use with the model, either 'multiplicative' or 'additive' + bootstrap_seed: {Generator, RandomState, int}, default None + Seed passed to CircularBlockBootstrap use to ensure reproducable results. + If an int, passes the value to ``np.random.default_rng``. + If None (default), a fresh Generator is constructed with system-provided entropy. Returns ------- @@ -54,7 +59,7 @@ def _make_time_series_bootstrap_samples( index=signal.index, columns=range(sample_nr)) # Create circular blocks of boostrap samples - bs = CircularBlockBootstrap(block_length, residuals) + bs = CircularBlockBootstrap(block_length, residuals, seed=bootstrap_seed) for b, bootstrapped_residuals in enumerate(bs.bootstrap(sample_nr)): if decomposition_type == 'multiplicative': bootstrap_samples.loc[:, b] = \ diff --git a/rdtools/clearsky_temperature.py b/rdtools/clearsky_temperature.py index 4272f05e3..ebe617f2a 100644 --- a/rdtools/clearsky_temperature.py +++ b/rdtools/clearsky_temperature.py @@ -4,9 +4,10 @@ from numpy import arange from datetime import timedelta import pandas as pd -import pkg_resources +from contextlib import ExitStack import numpy as np import warnings +import importlib.resources as importlib_resources def get_clearsky_tamb(times, latitude, longitude, window_size=40, @@ -42,14 +43,17 @@ def get_clearsky_tamb(times, latitude, longitude, window_size=40, * https://neo.sci.gsfc.nasa.gov/view.php?datasetId=MOD_LSTN_CLIM_M ''' - filepath = pkg_resources.resource_filename('rdtools', - 'data/temperature.hdf5') + file_manager = ExitStack() + ref = importlib_resources.files("rdtools") / "data/temperature.hdf5" + filepath = file_manager.enter_context(importlib_resources.as_file(ref)) buffer = timedelta(days=window_size) if times.freq is None: freq_actual = pd.infer_freq(times) if freq_actual is None: + times._engine.clear_mapping() + # workaround from https://github.com/pandas-dev/pandas/issues/55794 freq_actual = pd.infer_freq(times[:10]) warnings.warn("Input 'times' has no frequency attribute. " "Inferring frequency from first 10 timestamps.") diff --git a/rdtools/degradation.py b/rdtools/degradation.py index 6badc38ee..ba50476ed 100644 --- a/rdtools/degradation.py +++ b/rdtools/degradation.py @@ -230,12 +230,6 @@ def degradation_year_on_year(energy_normalized, recenter=True, energy_normalized.name = 'energy' energy_normalized.index.name = 'dt' - # Detect sub-daily data: - if min(np.diff(energy_normalized.index.values, n=1)) < \ - np.timedelta64(23, 'h'): - raise ValueError('energy_normalized must not be ' - 'more frequent than daily') - # Detect less than 2 years of data. This is complicated by two things: # - leap days muddle the precise meaning of "two years of data". # - can't just check the number of days between the first and last @@ -276,7 +270,8 @@ def degradation_year_on_year(energy_normalized, recenter=True, # Merge with what happened one year ago, use tolerance of 8 days to allow # for weekly aggregated data - df = pd.merge_asof(energy_normalized[['dt', 'energy']], energy_normalized, + df = pd.merge_asof(energy_normalized[['dt', 'energy']], + energy_normalized.sort_values('dt_shifted'), left_on='dt', right_on='dt_shifted', suffixes=['', '_right'], tolerance=pd.Timedelta('8D') diff --git a/rdtools/filtering.py b/rdtools/filtering.py index 1fa662f6f..e3255b360 100644 --- a/rdtools/filtering.py +++ b/rdtools/filtering.py @@ -1,17 +1,19 @@ -'''Functions for filtering and subsetting PV system data.''' +"""Functions for filtering and subsetting PV system data.""" import numpy as np import pandas as pd import os import warnings -from numbers import Number +import pvlib +from scipy.interpolate import interp1d import rdtools import xgboost as xgb # Load in the XGBoost clipping model using joblib. xgboost_clipping_model = None -model_path = os.path.join(os.path.dirname(__file__), - "models", "xgboost_clipping_model.json") +model_path = os.path.join( + os.path.dirname(__file__), "models", "xgboost_clipping_model.json" +) def _load_xgboost_clipping_model(): @@ -22,9 +24,10 @@ def _load_xgboost_clipping_model(): return xgboost_clipping_model -def normalized_filter(energy_normalized, energy_normalized_low=0.01, - energy_normalized_high=None): - ''' +def normalized_filter( + energy_normalized, energy_normalized_low=0.01, energy_normalized_high=None +): + """ Select normalized yield between ``low_cutoff`` and ``high_cutoff`` Parameters @@ -41,19 +44,20 @@ def normalized_filter(energy_normalized, energy_normalized_low=0.01, pandas.Series Boolean Series of whether the given measurement is within acceptable bounds. - ''' + """ if energy_normalized_low is None: energy_normalized_low = -np.inf if energy_normalized_high is None: energy_normalized_high = np.inf - return ((energy_normalized > energy_normalized_low) & - (energy_normalized < energy_normalized_high)) + return (energy_normalized > energy_normalized_low) & ( + energy_normalized < energy_normalized_high + ) def poa_filter(poa_global, poa_global_low=200, poa_global_high=1200): - ''' + """ Filter POA irradiance readings outside acceptable measurement bounds. Parameters @@ -70,13 +74,12 @@ def poa_filter(poa_global, poa_global_low=200, poa_global_high=1200): pandas.Series Boolean Series of whether the given measurement is within acceptable bounds. - ''' + """ return (poa_global > poa_global_low) & (poa_global < poa_global_high) -def tcell_filter(temperature_cell, temperature_cell_low=-50, - temperature_cell_high=110): - ''' +def tcell_filter(temperature_cell, temperature_cell_low=-50, temperature_cell_high=110): + """ Filter temperature readings outside acceptable measurement bounds. Parameters @@ -93,13 +96,51 @@ def tcell_filter(temperature_cell, temperature_cell_low=-50, pandas.Series Boolean Series of whether the given measurement is within acceptable bounds. - ''' - return ((temperature_cell > temperature_cell_low) & - (temperature_cell < temperature_cell_high)) + """ + return (temperature_cell > temperature_cell_low) & ( + temperature_cell < temperature_cell_high + ) + + +def clearsky_filter(poa_global_measured, poa_global_clearsky, model='pvlib', **kwargs): + """ + Wrapper function for running either the CSI or pvlib clearsky filter. + + Parameters + ---------- + poa_global_measured : pandas.Series + Plane of array irradiance based on measurments + poa_global_clearsky : pandas.Series + Plane of array irradiance based on a clear sky model + model : str, default 'pvlib' + Clearsky filter model to be applied. Can be 'pvlib' or 'csi'. + kwargs : + Additional clearsky filter args, specific to the filter being + used. Keyword must be passed with value. + + Returns + ------- + pandas.Series + Boolean Series of whether or not the given time is clear + based on the selected filter. + + See Also + -------- + csi_filter : Filtering based on clear-sky index (csi). + pvlib_clearsky_filter : Filtering based on pvlib's clearsky model. + """ + + if model == "csi": + clearsky_mask = csi_filter(poa_global_measured, poa_global_clearsky, **kwargs) + elif model == "pvlib": + clearsky_mask = pvlib_clearsky_filter(poa_global_measured, poa_global_clearsky, **kwargs) + else: + raise ValueError("Clearsky filter must be 'pvlib' or 'csi'.") + return clearsky_mask def csi_filter(poa_global_measured, poa_global_clearsky, threshold=0.15): - ''' + """ Filtering based on clear-sky index (csi) Parameters @@ -116,13 +157,141 @@ def csi_filter(poa_global_measured, poa_global_clearsky, threshold=0.15): pandas.Series Boolean Series of whether the clear-sky index is within the threshold around 1. - ''' + """ csi = poa_global_measured / poa_global_clearsky return (csi >= 1.0 - threshold) & (csi <= 1.0 + threshold) -def clip_filter(power_ac, model="quantile", **kwargs): +def pvlib_clearsky_filter( + poa_global_measured, + poa_global_clearsky, + window_length=90, + mean_diff=75, + max_diff=75, + lower_line_length=-45, + upper_line_length=80, + var_diff=0.032, + slope_dev=75, + lookup_parameters=False, + **kwargs, +): + """ + Filtering based on the Reno and Hansen method for clear-sky filtering + as implimented in pvlib. Requires a regular time series with uniform + time steps. + + Parameters + ---------- + poa_global_measured : pandas.Series + Plane of array irradiance based on measurments + poa_global_clearsky : pandas.Series + Plane of array irradiance based on a clear sky model + window_length : int, default 10 + Length of sliding time window in minutes. Must be greater than 2 + periods. + mean_diff : float, default 75 + Threshold value for agreement between mean values of measured + and clearsky in each interval, see Eq. 6 in [1]. [W/m2] + max_diff : float, default 75 + Threshold value for agreement between maxima of measured and + clearsky values in each interval, see Eq. 7 in [1]. [W/m2] + lower_line_length : float, default -5 + Lower limit of line length criterion from Eq. 8 in [1]. + Criterion satisfied when lower_line_length < line length difference + < upper_line_length. + upper_line_length : float, default 10 + Upper limit of line length criterion from Eq. 8 in [1]. + var_diff : float, default 0.005 + Threshold value in Hz for the agreement between normalized + standard deviations of rate of change in irradiance, see Eqs. 9 + through 11 in [1]. + slope_dev : float, default 8 + Threshold value for agreement between the largest magnitude of + change in successive values, see Eqs. 12 through 14 in [1]. + lookup_parameters : bool, default False + Look up the recomended parameters [2] based on the + frequency of poa_global_measured. If poa_global_measured has a defined + frequency, this overrides the values of window_length, max_diff, + var_diff, and slope_dev. For frequencies below 1 minute or greater than + 30, the lookup uses the recomended parameters for 1 or 30 minutes + respectively. If poa_global_measured doesn't have a defined frequency, + the passed or default values of the parameters are used. + kwargs : + Additional arguments passed to pvlib.clearsky.detect_clearsky + return_components is set to False and not passed. + + Returns + ------- + pandas.Series + Boolean Series of whether or not the given time is clear. + + References + ---------- + [1] M.J. Reno and C.W. Hansen, Renewable Energy 90, pp. 520-531 (2016) + [2] D.C. Jordan and C.W. Hansen, Renewable Energy 209 pp. 393-400 (2023) + + + """ + + if lookup_parameters and poa_global_measured.index.freq: + frequencies = np.array([1, 5, 15, 30]) + windows = np.array([50, 60, 90, 120]) + max_diffs = np.array([60, 65, 75, 90]) + var_diffs = np.array([0.005, 0.01, 0.032, 0.07]) + slope_devs = np.array([50, 60, 75, 96]) + + windows_interp = interp1d( + frequencies, + windows, + fill_value=(windows[0], windows[-1]), + bounds_error=False, + ) + max_diffs_interp = interp1d( + frequencies, + max_diffs, + fill_value=(max_diffs[0], max_diffs[-1]), + bounds_error=False, + ) + var_diffs_interp = interp1d( + frequencies, + var_diffs, + fill_value=(var_diffs[0], var_diffs[-1]), + bounds_error=False, + ) + slope_devs_interp = interp1d( + frequencies, + slope_devs, + fill_value=(slope_devs[0], slope_devs[-1]), + bounds_error=False, + ) + + freq_minutes = poa_global_measured.index.freq.nanos / 10**9 / 60 + window_length = windows_interp(freq_minutes) + max_diff = max_diffs_interp(freq_minutes) + var_diff = var_diffs_interp(freq_minutes) + slope_dev = slope_devs_interp(freq_minutes) + + df = pd.concat([poa_global_measured, poa_global_clearsky], axis=1, join="outer") + df.columns = ["measured", "clearsky"] + + kwargs["return_components"] = False + mask = pvlib.clearsky.detect_clearsky( + df["measured"], + df["clearsky"], + window_length=window_length, + mean_diff=mean_diff, + max_diff=max_diff, + lower_line_length=lower_line_length, + upper_line_length=upper_line_length, + var_diff=var_diff, + slope_dev=slope_dev, + **kwargs, + ) + return mask + + +def clip_filter(power_ac, model="logic", **kwargs): """ Master wrapper for running one of the desired clipping filters. The default filter run is the quantile clipping filter. @@ -132,7 +301,7 @@ def clip_filter(power_ac, model="quantile", **kwargs): power_ac : pandas.Series Pandas time series, representing PV system power or energy. For best performance, timestamps should be in local time. - model : str, default 'quantile' + model : str, default 'logic' Clipping filter model to run. Can be 'quantile', 'xgboost', or 'logic'. Note: using the xgboost model can result in errors on some systems. These can often be alleviated @@ -150,32 +319,20 @@ def clip_filter(power_ac, model="quantile", **kwargs): True values delineate non-clipping periods, and False values delineate clipping periods. """ - if isinstance(model, Number): - quantile = model - warnings.warn("Function clip_filter is now a wrapper for different " - "clipping filters. To reproduce prior behavior, " - "parameters have been interpreted as model= " - f"'quantile_clip_filter', quantile={quantile}. " - "This syntax will be removed in a future version.", - rdtools._deprecation.rdtoolsDeprecationWarning) - kwargs['quantile'] = quantile - model = 'quantile' - - if (model == 'quantile'): + + if model == "quantile": clip_mask = quantile_clip_filter(power_ac, **kwargs) - elif model == 'xgboost': + elif model == "xgboost": clip_mask = xgboost_clip_filter(power_ac, **kwargs) - elif model == 'logic': + elif model == "logic": clip_mask = logic_clip_filter(power_ac, **kwargs) else: - raise ValueError( - "Variable model must be 'quantile', " - "'xgboost', or 'logic'.") + raise ValueError("Variable model must be 'quantile', " "'xgboost', or 'logic'.") return clip_mask def quantile_clip_filter(power_ac, quantile=0.98): - ''' + """ Filter data points likely to be affected by clipping with power or energy greater than or equal to 99% of the `quant` quantile. @@ -192,9 +349,9 @@ def quantile_clip_filter(power_ac, quantile=0.98): pandas.Series Boolean Series of whether the given measurement is below 99% of the quantile filter. - ''' + """ v = power_ac.quantile(quantile) - return (power_ac < v * 0.99) + return power_ac < v * 0.99 def _format_clipping_time_series(power_ac, mounting_type): @@ -223,38 +380,42 @@ def _format_clipping_time_series(power_ac, mounting_type): # Check that it's a Pandas series with a datetime index. # If not, raise an error. if not isinstance(power_ac.index, pd.DatetimeIndex): - raise TypeError('Must be a Pandas series with a datetime index.') + raise TypeError("Must be a Pandas series with a datetime index.") # Check if the time series is tz-aware. If not, throw a # warning. has_timezone = pd.Series(power_ac.index).apply(lambda t: t.tzinfo is not None) # Throw a warning that we're expecting time zone-localized data, # if no time zone is specified. if not has_timezone.all(): - warnings.warn("Function expects timestamps in local time. " - "For best results pass a time-zone-localized " - "time series localized to the correct local time zone.") + warnings.warn( + "Function expects timestamps in local time. " + "For best results pass a time-zone-localized " + "time series localized to the correct local time zone." + ) # Check the other input variables to ensure that they are the # correct format if (mounting_type != "single_axis_tracking") & (mounting_type != "fixed"): raise ValueError( "Variable mounting_type must be string 'single_axis_tracking' or " - "'fixed'.") + "'fixed'." + ) # Check if the datetime index is out of order. If it is, throw an # error. if not all(power_ac.sort_index().index == power_ac.index): raise IndexError( "Time series index has not been sorted. Implement the " - "sort_index() method to the time series to rerun this function.") + "sort_index() method to the time series to rerun this function." + ) # Check that there is enough data in the dataframe. Must be greater than # 10 readings. if len(power_ac) <= 10: - raise Exception('<=10 readings in the time series, cannot run filter.') + raise Exception("<=10 readings in the time series, cannot run filter.") # Get the names of the series and the datetime index - column_name = 'value' + column_name = "value" power_ac = power_ac.rename(column_name) index_name = power_ac.index.name if index_name is None: - index_name = 'datetime' + index_name = "datetime" power_ac = power_ac.rename_axis(index_name) return power_ac, power_ac.index.name @@ -277,15 +438,17 @@ def _check_data_sampling_frequency(power_ac): """ # Get the sampling frequency counts--if the sampling frequency is not # consistently >=95% the same, then throw a warning. - sampling_frequency_df = pd.DataFrame(power_ac.index.to_series() - .diff().astype('timedelta64[s]') - .value_counts())/len(power_ac) + sampling_frequency_df = pd.DataFrame( + power_ac.index.to_series().diff().astype("timedelta64[s]").value_counts() + ) / len(power_ac) sampling_frequency_df.columns = ["count"] - if (sampling_frequency_df["count"] < .95).all(): - warnings.warn("Variable sampling frequency across time series. " - "Less than 95% of the time series is sampled at the " - "same interval. This function was not tested " - "on variable frequency data--use at your own risk!") + if (sampling_frequency_df["count"] < 0.95).all(): + warnings.warn( + "Variable sampling frequency across time series. " + "Less than 95% of the time series is sampled at the " + "same interval. This function was not tested " + "on variable frequency data--use at your own risk!" + ) return @@ -315,13 +478,11 @@ def _calculate_max_rolling_range(power_ac, roll_periods): min_roll = power_ac.iloc[::-1].rolling(roll_periods).min() min_roll = min_roll.reindex(power_ac.index) # Calculate the maximum rolling range within the foward-rolling window - rolling_range_max = (max_roll - min_roll)/((max_roll + min_roll)/2)*100 + rolling_range_max = (max_roll - min_roll) / ((max_roll + min_roll) / 2) * 100 return rolling_range_max -def _apply_overall_clipping_threshold(power_ac, - clipping_mask, - clipped_power_ac): +def _apply_overall_clipping_threshold(power_ac, clipping_mask, clipped_power_ac): """ Apply an overall clipping threshold to the data. This additional logic sets an overall threshold in the dataset @@ -349,22 +510,21 @@ def _apply_overall_clipping_threshold(power_ac, periods are labeled as True and non-clipping periods are labeled as False. Has a pandas datetime index. """ - upper_bound_pdiff = abs((power_ac.quantile(.99) - - clipped_power_ac.quantile(.99)) - / ((power_ac.quantile(.99) + - clipped_power_ac.quantile(.99))/2)) - percent_clipped = len(clipped_power_ac)/len(power_ac)*100 + upper_bound_pdiff = abs( + (power_ac.quantile(0.99) - clipped_power_ac.quantile(0.99)) + / ((power_ac.quantile(0.99) + clipped_power_ac.quantile(0.99)) / 2) + ) + percent_clipped = len(clipped_power_ac) / len(power_ac) * 100 if (upper_bound_pdiff < 0.005) & (percent_clipped > 4): - max_clip = (power_ac >= power_ac.quantile(0.99)) - clipping_mask = (clipping_mask | max_clip) + max_clip = power_ac >= power_ac.quantile(0.99) + clipping_mask = clipping_mask | max_clip return clipping_mask -def logic_clip_filter(power_ac, - mounting_type='fixed', - rolling_range_max_cutoff=0.2, - roll_periods=None): - ''' +def logic_clip_filter( + power_ac, mounting_type="fixed", rolling_range_max_cutoff=0.2, roll_periods=None +): + """ This filter is a logic-based filter that is used to filter out clipping periods in AC power or energy time series. It is based on the method presented in [1]. A boolean filter is returned @@ -411,134 +571,129 @@ def logic_clip_filter(power_ac, .. [1] Perry K., Muller, M., and Anderson K. "Performance comparison of clipping detection techniques in AC power time series", 2021 IEEE 48th Photovoltaic Specialists Conference (PVSC). DOI: 10.1109/PVSC43889.2021.9518733. - ''' - # Throw a warning that this is still an experimental filter - warnings.warn("The logic-based filter is an experimental clipping filter " - "that is still under development. The API, results, and " - "default behaviors may change in future releases (including " - "MINOR and PATCH). Use at your own risk!") + """ # Format the time series - power_ac, index_name = _format_clipping_time_series(power_ac, - mounting_type) + power_ac, index_name = _format_clipping_time_series(power_ac, mounting_type) # Test if the data sampling frequency is variable, and flag it if the time # series sampling frequency is less than 95% consistent. _check_data_sampling_frequency(power_ac) # Get the sampling frequency of the time series time_series_sampling_frequency = ( - power_ac.index.to_series().diff() / pd.Timedelta('60s') + power_ac.index.to_series().diff() / pd.Timedelta("60s") ).mode()[0] # Make copies of the original inputs for the cases that the data is # changes for clipping evaluation original_time_series_sampling_frequency = time_series_sampling_frequency power_ac_copy = power_ac.copy() # Drop duplicate indices - power_ac = power_ac.reset_index().drop_duplicates( - subset=power_ac.index.name, - keep='first').set_index(power_ac.index.name) - freq_string = str(time_series_sampling_frequency) + 'T' + power_ac = ( + power_ac.reset_index() + .drop_duplicates(subset=power_ac.index.name, keep="first") + .set_index(power_ac.index.name) + ) + freq_string = str(time_series_sampling_frequency) + "min" # Set days with the majority of frozen data to null. - daily_std = power_ac.resample('D').std() / power_ac.resample('D').mean() - power_ac['daily_std'] = daily_std.reindex(index=power_ac.index, - method='ffill') - power_ac.loc[power_ac['daily_std'] < 0.1, - 'value'] = np.nan - power_ac.drop('daily_std', - axis=1, - inplace=True) - power_cleaned = power_ac['value'].copy() - power_cleaned = power_cleaned.reindex(power_ac_copy.index, - fill_value=np.nan) + daily_std = power_ac.resample("D").std() / power_ac.resample("D").mean() + power_ac["daily_std"] = daily_std.reindex(index=power_ac.index, method="ffill") + power_ac.loc[power_ac["daily_std"] < 0.1, "value"] = np.nan + power_ac.drop("daily_std", axis=1, inplace=True) + power_cleaned = power_ac["value"].copy() + power_cleaned = power_cleaned.reindex(power_ac_copy.index, fill_value=np.nan) # High frequency data (less than 10 minutes) has demonstrated # potential to have more noise than low frequency data. # Therefore, the data is resampled to a 15-minute median # before running the filter. if time_series_sampling_frequency >= 10: - power_ac = rdtools.normalization.interpolate(power_ac, - freq_string) + power_ac = rdtools.normalization.interpolate(power_ac, freq_string) else: - power_ac = power_ac.resample('15T').median() + power_ac = power_ac.resample("15min").median() time_series_sampling_frequency = 15 # If a value for roll_periods is not designated, the function uses # the current default logic to set the roll_periods value. if roll_periods is None: - if (mounting_type == "single_axis_tracking") & \ - (time_series_sampling_frequency < 30): + if (mounting_type == "single_axis_tracking") & ( + time_series_sampling_frequency < 30 + ): roll_periods = 5 else: roll_periods = 3 # Replace the lower 10% of daily data with NaN's - daily = 0.1 * power_ac.resample('D').max() - power_ac['ten_percent_daily'] = daily.reindex(index=power_ac.index, - method='ffill') - power_ac.loc[power_ac['value'] < power_ac['ten_percent_daily'], - 'value'] = np.nan - power_ac = power_ac['value'] + daily = 0.1 * power_ac.resample("D").max() + power_ac["ten_percent_daily"] = daily.reindex(index=power_ac.index, method="ffill") + power_ac.loc[power_ac["value"] < power_ac["ten_percent_daily"], "value"] = np.nan + power_ac = power_ac["value"] # Calculate the maximum rolling range for the time series. rolling_range_max = _calculate_max_rolling_range(power_ac, roll_periods) # Determine clipping values based on the maximum rolling range in # the rolling window, and the user-specified rolling range threshold - roll_clip_mask = (rolling_range_max < rolling_range_max_cutoff) + roll_clip_mask = rolling_range_max < rolling_range_max_cutoff # Set values within roll_periods values from a True instance # as True as well - clipping = (roll_clip_mask.rolling(roll_periods).sum() >= 1) + clipping = roll_clip_mask.rolling(roll_periods).sum() >= 1 # High frequency was resampled to 15-minute average data. # The following lines apply the 15-minute clipping filter to the # original 15-minute data resulting in a clipping filter on the original # data. - if (original_time_series_sampling_frequency < 10): - clipping = clipping.reindex(index=power_ac_copy.index, - method='ffill') + if original_time_series_sampling_frequency < 10: + clipping = clipping.reindex(index=power_ac_copy.index, method="ffill") # Subset the series where clipping filter == True clip_pwr = power_ac_copy[clipping] - clip_pwr = clip_pwr.reindex(index=power_ac_copy.index, - fill_value=np.nan) + clip_pwr = clip_pwr.reindex(index=power_ac_copy.index, fill_value=np.nan) # Set any values within the clipping max + clipping min threshold # as clipping. This is done specifically for capturing the noise # for high frequency data sets. - daily_mean = clip_pwr.resample('D').mean() - df_daily = daily_mean.to_frame(name='mean') - df_daily['clipping_max'] = clip_pwr.groupby(pd.Grouper(freq='D') - ).quantile(0.99) - df_daily['clipping_min'] = clip_pwr.groupby(pd.Grouper(freq='D') - ).quantile(0.075) - daily_clipping_max = df_daily['clipping_max'].reindex( - index=power_ac_copy.index, method='ffill') - daily_clipping_min = df_daily['clipping_min'].reindex( - index=power_ac_copy.index, method='ffill') + daily_mean = clip_pwr.resample("D").mean() + df_daily = daily_mean.to_frame(name="mean") + df_daily["clipping_max"] = clip_pwr.groupby(pd.Grouper(freq="D")).quantile(0.99) + df_daily["clipping_min"] = clip_pwr.groupby(pd.Grouper(freq="D")).quantile( + 0.075 + ) + daily_clipping_max = df_daily["clipping_max"].reindex( + index=power_ac_copy.index, method="ffill" + ) + daily_clipping_min = df_daily["clipping_min"].reindex( + index=power_ac_copy.index, method="ffill" + ) else: # Find the maximum and minimum power_ac level where clipping is # detected each day. - clipping = clipping.reindex(index=power_ac_copy.index, - method='ffill') + clipping = clipping.reindex(index=power_ac_copy.index, method="ffill") clip_pwr = power_ac_copy[clipping] - clip_pwr = clip_pwr.reindex(index=power_ac_copy.index, - fill_value=np.nan) - daily_clipping_max = clip_pwr.resample('D').max() - daily_clipping_min = clip_pwr.resample('D').min() + clip_pwr = clip_pwr.reindex(index=power_ac_copy.index, fill_value=np.nan) + daily_clipping_max = clip_pwr.resample("D").max() + daily_clipping_min = clip_pwr.resample("D").min() daily_clipping_min = daily_clipping_min.reindex( - index=power_ac_copy.index, method='ffill') + index=power_ac_copy.index, method="ffill" + ) daily_clipping_max = daily_clipping_max.reindex( - index=power_ac_copy.index, method='ffill') + index=power_ac_copy.index, method="ffill" + ) # Set all values to clipping that are between the maximum and minimum # power_ac levels where clipping was found on a daily basis. - clipping_difference = (daily_clipping_max - - daily_clipping_min)/daily_clipping_max - final_clip = ((daily_clipping_min <= power_ac_copy) & - (power_ac_copy <= daily_clipping_max) & - (clipping_difference <= 0.025)) \ - | ((power_ac_copy <= daily_clipping_max*1.0025) & - (power_ac_copy >= daily_clipping_max*0.9975) & - (clipping_difference > 0.025))\ - | ((power_ac_copy <= daily_clipping_min*1.0025) & - (power_ac_copy >= daily_clipping_min*0.9975) & - (clipping_difference > 0.025)) - final_clip = final_clip.reindex(index=power_ac_copy.index, - fill_value=False) + clipping_difference = (daily_clipping_max - daily_clipping_min) / daily_clipping_max + final_clip = ( + ( + (daily_clipping_min <= power_ac_copy) + & (power_ac_copy <= daily_clipping_max) + & (clipping_difference <= 0.025) + ) + | ( + (power_ac_copy <= daily_clipping_max * 1.0025) + & (power_ac_copy >= daily_clipping_max * 0.9975) + & (clipping_difference > 0.025) + ) + | ( + (power_ac_copy <= daily_clipping_min * 1.0025) + & (power_ac_copy >= daily_clipping_min * 0.9975) + & (clipping_difference > 0.025) + ) + ) + final_clip = final_clip.reindex(index=power_ac_copy.index, fill_value=False) # Check for an overall clipping threshold that should apply to all data clip_power_ac = power_ac_copy[final_clip] - final_clip = _apply_overall_clipping_threshold(power_cleaned, - final_clip, - clip_power_ac) + final_clip = _apply_overall_clipping_threshold( + power_cleaned, final_clip, clip_power_ac + ) return ~final_clip @@ -561,58 +716,69 @@ def _calculate_xgboost_model_features(df, sampling_frequency): model. """ # Min-max normalize - max_min_diff = (df['value'].max() - df['value'].min()) - df['scaled_value'] = (df['value'] - df['value'].min()) / max_min_diff + max_min_diff = df["value"].max() - df["value"].min() + df["scaled_value"] = (df["value"] - df["value"].min()) / max_min_diff if sampling_frequency < 10: rolling_window = 5 elif (sampling_frequency >= 10) and (sampling_frequency < 60): rolling_window = 3 else: rolling_window = 2 - df['rolling_average'] = df['scaled_value']\ - .rolling(window=rolling_window, center=True).mean() + df["rolling_average"] = ( + df["scaled_value"].rolling(window=rolling_window, center=True).mean() + ) # First-order derivative - df['first_order_derivative_backward'] = df.scaled_value.diff() - df['first_order_derivative_forward'] = df.scaled_value.shift(-1).diff() + df["first_order_derivative_backward"] = df.scaled_value.diff() + df["first_order_derivative_forward"] = df.scaled_value.shift(-1).diff() # First order derivative for the rolling average - df['first_order_derivative_backward_rolling_avg'] = \ - df.rolling_average.diff() - df['first_order_derivative_forward_rolling_avg'] = \ - df.rolling_average.shift(-1).diff() + df["first_order_derivative_backward_rolling_avg"] = df.rolling_average.diff() + df["first_order_derivative_forward_rolling_avg"] = df.rolling_average.shift( + -1 + ).diff() # Calculate the maximum rolling range for the power or energy time series. - df['deriv_max'] = _calculate_max_rolling_range( - power_ac=df['scaled_value'], roll_periods=rolling_window) + df["deriv_max"] = _calculate_max_rolling_range( + power_ac=df["scaled_value"], roll_periods=rolling_window + ) # Get the max value for the day and see how each value compares - df['date'] = list(pd.to_datetime(pd.Series(df.index)).dt.date) - df['daily_max'] = df.groupby(['date'])['scaled_value'].transform(max) + df["date"] = list(pd.to_datetime(pd.Series(df.index)).dt.date) + df["daily_max"] = df.groupby(["date"])["scaled_value"].transform("max") + # Get percentage of daily max - df['percent_daily_max'] = df['scaled_value'] / (df['daily_max'] + .00001) + df["percent_daily_max"] = df["scaled_value"] / (df["daily_max"] + 0.00001) # Get the standard deviation, median and mean of the first order # derivative over the rolling_window period - df['deriv_backward_rolling_stdev'] = \ - df['first_order_derivative_backward']\ - .rolling(window=rolling_window, center=True).std() - df['deriv_backward_rolling_mean'] = \ - df['first_order_derivative_backward']\ - .rolling(window=rolling_window, center=True).mean() - df['deriv_backward_rolling_median'] = \ - df['first_order_derivative_backward']\ - .rolling(window=rolling_window, center=True).median() - df['deriv_backward_rolling_max'] = \ - df['first_order_derivative_backward']\ - .rolling(window=rolling_window, center=True).max() - df['deriv_backward_rolling_min'] = \ - df['first_order_derivative_backward']\ - .rolling(window=rolling_window, center=True).min() + df["deriv_backward_rolling_stdev"] = ( + df["first_order_derivative_backward"] + .rolling(window=rolling_window, center=True) + .std() + ) + df["deriv_backward_rolling_mean"] = ( + df["first_order_derivative_backward"] + .rolling(window=rolling_window, center=True) + .mean() + ) + df["deriv_backward_rolling_median"] = ( + df["first_order_derivative_backward"] + .rolling(window=rolling_window, center=True) + .median() + ) + df["deriv_backward_rolling_max"] = ( + df["first_order_derivative_backward"] + .rolling(window=rolling_window, center=True) + .max() + ) + df["deriv_backward_rolling_min"] = ( + df["first_order_derivative_backward"] + .rolling(window=rolling_window, center=True) + .min() + ) return df -def xgboost_clip_filter(power_ac, - mounting_type='fixed'): +def xgboost_clip_filter(power_ac, mounting_type="fixed"): """ - This function generates the features to run through the XGBoost - clipping model, runs the data through the model, and generates - model outputs. + This filter uses and XGBoost model to filter out + clipping periods in AC power or energy time series. Parameters ---------- @@ -638,108 +804,301 @@ def xgboost_clip_filter(power_ac, detection techniques in AC power time series", 2021 IEEE 48th Photovoltaic Specialists Conference (PVSC). DOI: 10.1109/PVSC43889.2021.9518733. """ - # Throw a warning that this is still an experimental filter - warnings.warn("The XGBoost filter is an experimental clipping filter " - "that is still under development. The API, results, and " - "default behaviors may change in future releases (including " - "MINOR and PATCH). Use at your own risk!") # Load in the XGBoost model xgboost_clipping_model = _load_xgboost_clipping_model() # Format the power or energy time series - power_ac, index_name = _format_clipping_time_series(power_ac, - mounting_type) + power_ac, index_name = _format_clipping_time_series(power_ac, mounting_type) # Test if the data sampling frequency is variable, and flag it if the time # series sampling frequency is less than 95% consistent. _check_data_sampling_frequency(power_ac) # Get the most common sampling frequency - sampling_frequency = int((power_ac.index.to_series().diff() / pd.Timedelta('60s')).mode()[0]) - freq_string = str(sampling_frequency) + "T" + sampling_frequency = int( + (power_ac.index.to_series().diff() / pd.Timedelta("60s")).mode()[0] + ) + freq_string = str(sampling_frequency) + "min" # Min-max normalize # Resample the series based on the most common sampling frequency - power_ac_interpolated = rdtools.normalization.interpolate(power_ac, - freq_string) + power_ac_interpolated = rdtools.normalization.interpolate(power_ac, freq_string) # Convert the Pandas series to a dataframe. power_ac_df = power_ac_interpolated.to_frame() # Get the sampling frequency (as a continuous feature variable) - power_ac_df['sampling_frequency'] = sampling_frequency + power_ac_df["sampling_frequency"] = sampling_frequency # If the data sampling frequency of the series is more frequent than # once every five minute, resample at 5-minute intervals before # plugging into the model if sampling_frequency < 5: - power_ac_df = power_ac_df.resample('5T').mean() - power_ac_df['sampling_frequency'] = 5 + power_ac_df = power_ac_df.resample("5min").mean() + power_ac_df["sampling_frequency"] = 5 # Add mounting type as a column - power_ac_df['mounting_config'] = mounting_type + power_ac_df["mounting_config"] = mounting_type # Generate the features for the model. - power_ac_df = _calculate_xgboost_model_features(power_ac_df, - sampling_frequency) + power_ac_df = _calculate_xgboost_model_features(power_ac_df, sampling_frequency) # Convert single-axis tracking/fixed tilt to a boolean variable - power_ac_df.loc[power_ac_df['mounting_config'] == "single_axis_tracking", - 'mounting_config_bool'] = 1 - power_ac_df.loc[power_ac_df['mounting_config'] == 'fixed', - 'mounting_config_bool'] = 0 + power_ac_df.loc[ + power_ac_df["mounting_config"] == "single_axis_tracking", "mounting_config_bool" + ] = 1 + power_ac_df.loc[ + power_ac_df["mounting_config"] == "fixed", "mounting_config_bool" + ] = 0 # Subset the dataframe to only include model inputs - power_ac_df = power_ac_df[['first_order_derivative_backward', - 'first_order_derivative_forward', - 'first_order_derivative_backward_rolling_avg', - 'first_order_derivative_forward_rolling_avg', - 'sampling_frequency', - 'mounting_config_bool', 'scaled_value', - 'rolling_average', 'daily_max', - 'percent_daily_max', 'deriv_max', - 'deriv_backward_rolling_stdev', - 'deriv_backward_rolling_mean', - 'deriv_backward_rolling_median', - 'deriv_backward_rolling_min', - 'deriv_backward_rolling_max']].dropna() + power_ac_df = power_ac_df[ + [ + "first_order_derivative_backward", + "first_order_derivative_forward", + "first_order_derivative_backward_rolling_avg", + "first_order_derivative_forward_rolling_avg", + "sampling_frequency", + "mounting_config_bool", + "scaled_value", + "rolling_average", + "daily_max", + "percent_daily_max", + "deriv_max", + "deriv_backward_rolling_stdev", + "deriv_backward_rolling_mean", + "deriv_backward_rolling_median", + "deriv_backward_rolling_min", + "deriv_backward_rolling_max", + ] + ].dropna() # Run the power_ac_df dataframe through the XGBoost ML model, # and return boolean outputs - xgb_predictions = pd.Series(xgboost_clipping_model.predict( - power_ac_df).astype(bool)) + xgb_predictions = pd.Series( + xgboost_clipping_model.predict(power_ac_df).astype(bool) + ) # Add datetime as an index xgb_predictions.index = power_ac_df.index # Reindex with the original data index. Re-adjusts to original # data frequency. - xgb_predictions = xgb_predictions.reindex(index=power_ac.index, - method='ffill') - xgb_predictions = xgb_predictions.fillna(False) + xgb_predictions = xgb_predictions.reindex(index=power_ac.index, method="ffill") + xgb_predictions.loc[xgb_predictions.isnull()] = False + # Regenerate the features with the original sampling frequency # (pre-resampling or interpolation). power_ac_df = power_ac.to_frame() - power_ac_df = _calculate_xgboost_model_features(power_ac_df, - sampling_frequency) + power_ac_df = _calculate_xgboost_model_features(power_ac_df, sampling_frequency) # Add back in XGB predictions for the original dataframe - power_ac_df['xgb_predictions'] = xgb_predictions.astype(bool) - power_ac_df_clipping = power_ac_df[power_ac_df['xgb_predictions'] - .fillna(False)] + power_ac_df["xgb_predictions"] = xgb_predictions.astype(bool) + power_ac_df_clipping = power_ac_df[power_ac_df["xgb_predictions"].fillna(False)] # Make everything between the # max and min values found for clipping each day as clipping. - power_ac_df_clipping_max = power_ac_df_clipping['scaled_value']\ - .resample('D').max() - power_ac_df_clipping_min = power_ac_df_clipping['scaled_value']\ - .resample('D').min() - power_ac_df['daily_clipping_min'] = power_ac_df_clipping_min.reindex( - index=power_ac_df.index, method='ffill') - power_ac_df['daily_clipping_max'] = power_ac_df_clipping_max.reindex( - index=power_ac_df.index, method='ffill') + power_ac_df_clipping_max = power_ac_df_clipping["scaled_value"].resample("D").max() + power_ac_df_clipping_min = power_ac_df_clipping["scaled_value"].resample("D").min() + power_ac_df["daily_clipping_min"] = power_ac_df_clipping_min.reindex( + index=power_ac_df.index, method="ffill" + ) + power_ac_df["daily_clipping_max"] = power_ac_df_clipping_max.reindex( + index=power_ac_df.index, method="ffill" + ) if sampling_frequency < 5: - power_ac_df['daily_clipping_max_threshold'] = \ - (power_ac_df['daily_clipping_max'] * .96) - power_ac_df['clipping cutoff'] = \ - power_ac_df[['daily_clipping_min', - 'daily_clipping_max_threshold']].max(axis=1) - final_clip = ((power_ac_df['clipping cutoff'] <= - power_ac_df['scaled_value']) - & (power_ac_df['percent_daily_max'] >= .9) - & (power_ac_df['scaled_value'] <= - power_ac_df['daily_clipping_max'] * 1.0025) - & (power_ac_df['scaled_value'] >= .1)) + power_ac_df["daily_clipping_max_threshold"] = ( + power_ac_df["daily_clipping_max"] * 0.96 + ) + power_ac_df["clipping cutoff"] = power_ac_df[ + ["daily_clipping_min", "daily_clipping_max_threshold"] + ].max(axis=1) + final_clip = ( + (power_ac_df["clipping cutoff"] <= power_ac_df["scaled_value"]) + & (power_ac_df["percent_daily_max"] >= 0.9) + & ( + power_ac_df["scaled_value"] + <= power_ac_df["daily_clipping_max"] * 1.0025 + ) + & (power_ac_df["scaled_value"] >= 0.1) + ) else: - final_clip = ((power_ac_df['daily_clipping_min'] <= - power_ac_df['scaled_value']) - & (power_ac_df['percent_daily_max'] >= .95) - & (power_ac_df['scaled_value'] <= - power_ac_df['daily_clipping_max'] * 1.0025) - & (power_ac_df['scaled_value'] >= .1)) + final_clip = ( + (power_ac_df["daily_clipping_min"] <= power_ac_df["scaled_value"]) + & (power_ac_df["percent_daily_max"] >= 0.95) + & ( + power_ac_df["scaled_value"] + <= power_ac_df["daily_clipping_max"] * 1.0025 + ) + & (power_ac_df["scaled_value"] >= 0.1) + ) final_clip = final_clip.reindex(index=power_ac.index, fill_value=False) return ~(final_clip.astype(bool)) + + +def two_way_window_filter( + series, roll_period=pd.to_timedelta("7 Days"), outlier_threshold=0.03 +): + """ + Removes anomalies based on forward and backward window of the rolling median. Points beyond + outlier_threshold from both the forward and backward-looking median are excluded by the filter. + Designed for use after the aggregation step in the RdTools trend analysis workflows. + + Parameters + ---------- + series: pandas.Series + Pandas time series to be filtered. + roll_period : int or timedelta, default 7 days + The window to use for backward and forward + rolling medians for detecting outliers. + outlier_threshold : default is 0.03 meaning 3% + + Returns + ------- + pandas.Series + Boolean Series excluding anomalies + """ + + series = series / series.quantile(0.99) + backward_median = series.rolling(roll_period, min_periods=5, closed="both").median() + forward_median = ( + series.loc[::-1].rolling(roll_period, min_periods=5, closed="both").median() + ) + + backward_dif = abs(series - backward_median) + forward_dif = abs(series - forward_median) + + # This is a change from Matt's original logic, which can exclude + # points with a NaN median + backward_dif.fillna(0, inplace=True) + forward_dif.fillna(0, inplace=True) + + dif_min = backward_dif.combine(forward_dif, min, 0) + + mask = dif_min < outlier_threshold + + return mask + + +def insolation_filter(insolation, quantile=0.1): + """ + A simple quantile filter. Primary application in RdTools is to exclude + low insolation points after the aggregation step in the trend analysis + workflows. + + Parameters + ---------- + insolation: pandas.Series + Pandas time series to be filtered. Usually insolation. + quantile : float, default 0.1 + the minimum quantile above which data is kept. + + Returns + ------- + pandas.Series + Boolean Series excluding points below the quantile threshold + """ + + limit = insolation.quantile(quantile) + mask = insolation >= limit + return mask + + +def hampel_filter(series, k="14d", t0=3): + """ + Hampel outlier designed for use after the aggregation step + in the RdTools trend analysis workflows, but broadly + applicable. + + Parameters + ---------- + series : pandas.Series + daily normalized time series + k : int or time offset string e.g. 'd', default 14d + size of window including the sample; 14d is equal to 7 days on either + side of value + t0 : int, default 3 + Threshold value, defaults to 3 sigma Pearson's rule. + Returns + ------- + pandas.Series + Boolean Series of whether the given measurement is within t0 sigma of the + rolling median. False points indicate outliers to be excluded. + """ + # Hampel Filter + L = 1.4826 + rolling_median = series.rolling(k, center=True, min_periods=1).median() + difference = np.abs(rolling_median - series) + median_abs_deviation = difference.rolling(k, center=True, min_periods=1).median() + threshold = t0 * L * median_abs_deviation + return difference <= threshold + + +def _tukey_fence(series, k=1.5): + "Calculates the upper and lower tukey fences from a pandas series" + p25 = series.quantile(0.25) + p75 = series.quantile(0.75) + iqr = p75 - p25 + upper_fence = k * iqr + p75 + lower_fence = p25 - 1.5 * iqr + return lower_fence, upper_fence + + +def directional_tukey_filter(series, roll_period=pd.to_timedelta("7 Days"), k=1.5): + """ + Performs a forward and backward looking rolling Tukey filter. Points more than k*IQR + above the third quartile or below the first quartile are classified as outliers. Points + must only pass one of either the forward or backward looking filters to be kept. Designed + for use after the aggregation step in the RdTools trend analysis workflows + + + Parameters + ---------- + series: pandas.Series + Pandas time series to be filtered. + roll_period : int or timedelta, default 7 days + The window to use for backward and forward + rolling medians for detecting outliers. + k : float + The Tukey parameter. Points more than k*IQR above the third quartile + or below the first quartile are classified as outliers. + + Returns + ------- + pandas.Series + Boolean Series excluding anomalies + """ + + backward_median = series.rolling(roll_period, min_periods=5, closed="both").median() + forward_median = ( + series.loc[::-1].rolling(roll_period, min_periods=5, closed="both").median() + ) + backward_dif = series - backward_median + forward_dif = series - forward_median + + backward_dif_lower, backward_dif_upper = _tukey_fence(backward_dif, k) + forward_dif_lower, forward_dif_upper = _tukey_fence(forward_dif, k) + + mask = ((forward_dif > forward_dif_lower) & (forward_dif < forward_dif_upper)) | ( + (backward_dif > backward_dif_lower) & (backward_dif < backward_dif_upper) + ) + return mask + + +def hour_angle_filter(series, lat, lon, min_hour_angle=-30, max_hour_angle=30): + """ + Creates a filter based on the hour angle of the sun (15 degrees per hour) + + Parameters + ---------- + series: pandas.Series + Pandas time series to be filtered + lat: float + location latitude + lon: float + location longitude + min_hour_angle: float + minimum hour angle to include + max_hour_angle: float + maximum hour angle to include + + Returns + ------- + pandas.Series + Boolean Series excluding points outside the specified hour + angle range + + """ + + times = series.index + spa = pvlib.solarposition.get_solarposition(times, lat, lon) + eot = spa["equation_of_time"] + hour_angle = pvlib.solarposition.hour_angle(times, lon, eot) + hour_angle = pd.Series(hour_angle, index=times) + mask = (hour_angle >= min_hour_angle) & (hour_angle <= max_hour_angle) + + return mask diff --git a/rdtools/models/xgboost_clipping_model.json b/rdtools/models/xgboost_clipping_model.json index f76046b29..abdcd7b75 100644 --- a/rdtools/models/xgboost_clipping_model.json +++ b/rdtools/models/xgboost_clipping_model.json @@ -1 +1 @@ -{"learner":{"attributes":{"scikit_learn":"{\"use_label_encoder\": true, 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\ No newline at end of file diff --git a/rdtools/normalization.py b/rdtools/normalization.py index 8629c2373..b1a2ee36c 100644 --- a/rdtools/normalization.py +++ b/rdtools/normalization.py @@ -1,7 +1,6 @@ '''Functions for normalizing, rescaling, and regularizing PV system data.''' import pandas as pd -import pvlib import numpy as np from scipy.optimize import minimize import warnings @@ -176,138 +175,6 @@ def normalize_with_pvwatts(energy, pvwatts_kws): return energy_normalized, insolation -@deprecated(since='2.0.0', removal='3.0.0', - alternative='normalize_with_expected_power') -def sapm_dc_power(pvlib_pvsystem, met_data): - ''' - Use Sandia Array Performance Model (SAPM) and PVWatts to compute the - effective DC power using measured irradiance, ambient temperature, and wind - speed. Effective irradiance and cell temperature are calculated with SAPM, - and DC power with PVWatts. - - .. warning:: - The ``pvlib_pvsystem`` argument must be a ``pvlib.pvsystem.LocalizedPVSystem`` - object, which is no longer available as of pvlib 0.9.0. To use this function - you'll need to use an older version of pvlib. - - Parameters - ---------- - pvlib_pvsystem : pvlib.pvsystem.LocalizedPVSystem - Object contains orientation, geographic coordinates, equipment - constants (including DC rated power in watts). The object must also - specify either the ``temperature_model_parameters`` attribute or both - ``racking_model`` and ``module_type`` attributes to infer the temperature model parameters. - met_data : pandas.DataFrame - Measured irradiance components, ambient temperature, and wind speed. - Expected met_data DataFrame column names: - ['DNI', 'GHI', 'DHI', 'Temperature', 'Wind Speed'] - - Note - ---- - All series are assumed to be right-labeled, meaning that the recorded - value at a given timestamp refers to the previous time interval - - Returns - ------- - power_dc : pandas.Series - DC power in watts derived using Sandia Array Performance Model and - PVWatts. - effective_poa : pandas.Series - Effective irradiance calculated with SAPM - ''' - - solar_position = pvlib_pvsystem.get_solarposition(met_data.index) - - total_irradiance = pvlib_pvsystem\ - .get_irradiance(solar_position['zenith'], - solar_position['azimuth'], - met_data['DNI'], - met_data['GHI'], - met_data['DHI']) - - aoi = pvlib_pvsystem.get_aoi(solar_position['zenith'], - solar_position['azimuth']) - - airmass = pvlib_pvsystem\ - .get_airmass(solar_position=solar_position, model='kastenyoung1989') - airmass_absolute = airmass['airmass_absolute'] - - effective_irradiance = pvlib.pvsystem\ - .sapm_effective_irradiance(poa_direct=total_irradiance['poa_direct'], - poa_diffuse=total_irradiance['poa_diffuse'], - airmass_absolute=airmass_absolute, - aoi=aoi, - module=pvlib_pvsystem.module) - - temp_cell = pvlib_pvsystem\ - .sapm_celltemp(total_irradiance['poa_global'], - met_data['Temperature'], - met_data['Wind Speed']) - - power_dc = pvlib_pvsystem\ - .pvwatts_dc(g_poa_effective=effective_irradiance, - temp_cell=temp_cell) - - return power_dc, effective_irradiance - - -@deprecated(since='2.0.0', removal='3.0.0', - alternative='normalize_with_expected_power') -def normalize_with_sapm(energy, sapm_kws): - ''' - Normalize system AC energy output given measured met_data and - meteorological data. This method relies on the Sandia Array Performance - Model (SAPM) to compute the effective DC energy using measured irradiance, - ambient temperature, and wind speed. - - Energy timeseries and met_data timeseries can be different granularities. - - .. warning:: - The ``pvlib_pvsystem`` argument must be a ``pvlib.pvsystem.LocalizedPVSystem`` - object, which is no longer available as of pvlib 0.9.0. To use this function - you'll need to use an older version of pvlib. - - Parameters - ---------- - energy : pandas.Series - Energy time series to be normalized in watt hours. - Must be a right-labeled regular time series. - sapm_kws : dict - Dictionary of parameters required for sapm_dc_power function. See - Other Parameters. - - Other Parameters - --------------- - pvlib_pvsystem : pvlib.pvsystem.LocalizedPVSystem object - Object contains orientation, geographic coordinates, equipment - constants (including DC rated power in watts). The object must also - specify either the ``temperature_model_parameters`` attribute or both - ``racking_model`` and ``module_type`` to infer the model parameters. - met_data : pandas.DataFrame - Measured met_data, ambient temperature, and wind speed. Expected - column names are ['DNI', 'GHI', 'DHI', 'Temperature', 'Wind Speed'] - - Note - ---- - All series are assumed to be right-labeled, meaning that the recorded - value at a given timestamp refers to the previous time interval - - Returns - ------- - energy_normalized : pandas.Series - Energy divided by Sandia Model DC energy. - insolation : pandas.Series - Insolation associated with each normalized point - ''' - - power_dc, irrad = sapm_dc_power(**sapm_kws) - - energy_normalized, insolation = normalize_with_expected_power(energy, power_dc, irrad, - pv_input='energy') - - return energy_normalized, insolation - - def _delta_index(series): ''' Takes a pandas series with a DatetimeIndex as input and @@ -542,15 +409,14 @@ def energy_from_power(power, target_frequency=None, max_timedelta=None, median_step_ns = t_steps.median() if target_frequency is None: - # 'N' is the Pandas offset alias for ns - target_frequency = str(int(median_step_ns)) + 'N' + target_frequency = str(int(median_step_ns)) + 'ns' if max_timedelta is None: max_interval_nanoseconds = median_step_ns else: max_interval_nanoseconds = max_timedelta.total_seconds() * 10.0**9 # set max_timedelta for use in interpolate and _aggregate - max_timedelta = pd.to_timedelta(f'{max_interval_nanoseconds} nanos') + max_timedelta = pd.to_timedelta(f'{max_interval_nanoseconds} ns') try: freq_interval_size_ns = \ pd.tseries.frequencies.to_offset(target_frequency).nanos @@ -736,7 +602,7 @@ def _interpolate_series(time_series, target_index, max_timedelta=None, df = df.sort_index() # calculate the gap size in the original data (timestamps) - df['gapsize_ns'] = df['gapsize_ns'].fillna(method='bfill') + df['gapsize_ns'] = df['gapsize_ns'].bfill() df.loc[valid_indput_index, 'gapsize_ns'] = 0 # perform the interpolation when the max gap size criterion is satisfied diff --git a/rdtools/plotting.py b/rdtools/plotting.py index cb86329e3..dfd1c921b 100644 --- a/rdtools/plotting.py +++ b/rdtools/plotting.py @@ -347,11 +347,6 @@ def availability_summary_plots(power_system, power_subsystem, loss_total, :py:meth:`.availability.AvailabilityAnalysis.plot` instead of running this function manually. - .. warning:: - The availability module is currently experimental. The API, results, - and default behaviors may change in future releases (including MINOR - and PATCH releases) as the code matures. - Parameters ---------- power_system : pandas.Series @@ -389,11 +384,6 @@ def availability_summary_plots(power_system, power_subsystem, loss_total, ... aa.power_subsystem, aa.loss_total, aa.energy_cumulative, ... aa.energy_expected_rescaled, aa.outage_info) """ - warnings.warn( - 'The availability module is currently experimental. The API, results, ' - 'and default behaviors may change in future releases (including MINOR ' - 'and PATCH releases) as the code matures.' - ) fig = plt.figure(figsize=(16, 8)) gs = fig.add_gridspec(3, 2) diff --git a/rdtools/soiling.py b/rdtools/soiling.py index 5e713a03d..92a3bfb82 100644 --- a/rdtools/soiling.py +++ b/rdtools/soiling.py @@ -157,8 +157,8 @@ def _calc_daily_df(self, day_scale=13, clean_threshold='infer', df['pi_norm'] = df['pi'] / renorm # Find the beginning and ends of outages longer than dayscale - bfill = df['pi_norm'].fillna(method='bfill', limit=day_scale) - ffill = df['pi_norm'].fillna(method='ffill', limit=day_scale) + bfill = df['pi_norm'].bfill(limit=day_scale) + ffill = df['pi_norm'].ffill(limit=day_scale) out_start = (~df['pi_norm'].isnull() & bfill.shift(-1).isnull()) out_end = (~df['pi_norm'].isnull() & ffill.shift(1).isnull()) @@ -168,7 +168,7 @@ def _calc_daily_df(self, day_scale=13, clean_threshold='infer', # Make a forward filled copy, just for use in # step, slope change detection - df_ffill = df.fillna(method='ffill', limit=day_scale).copy() + df_ffill = df.ffill(limit=day_scale).copy() # Calculate rolling median df['pi_roll_med'] = \ @@ -246,9 +246,9 @@ def _calc_result_df(self, trim=False, max_relative_slope_error=500.0, for r in res_loop: run = daily_df[daily_df['run'] == r] - length = (run.day[-1] - run.day[0]) - start_day = run.day[0] - end_day = run.day[-1] + length = (run['day'].iloc[-1] - run['day'].iloc[0]) + start_day = run['day'].iloc[0] + end_day = run['day'].iloc[-1] start = run.index[0] end = run.index[-1] run_filtered = run[run.pi_norm > 0] @@ -444,16 +444,18 @@ def _calc_monte(self, monte, method='half_norm_clean'): # forward and back fill to note the limits of random constant # derate for invalid intervals results_rand['previous_end'] = \ - results_rand.end_loss.fillna(method='ffill') + results_rand.end_loss.ffill() results_rand['next_start'] = \ - results_rand.start_loss.fillna(method='bfill') + results_rand.start_loss.bfill() # Randomly select random constant derate for invalid intervals # based on previous end and next beginning invalid_intervals = results_rand[~results_rand.valid].copy() # fill NaNs at beggining and end - invalid_intervals.previous_end.fillna(1.0, inplace=True) - invalid_intervals.next_start.fillna(1.0, inplace=True) + invalid_intervals['previous_end'] = \ + invalid_intervals['previous_end'].fillna(1.0) + invalid_intervals['next_start'] = \ + invalid_intervals['next_start'].fillna(1.0) groups = set(invalid_intervals.group) replace_levels = [] @@ -1541,6 +1543,7 @@ def run_bootstrap(self, clean_pruning_sensitivity_alternatives=(1/1.5, 1.5), forward_fill_alternatives=(True, False), verbose=False, + bootstrap_seed=None, **kwargs): ''' Bootstrapping of CODS algorithm for uncertainty analysis, inherently accounting @@ -1590,6 +1593,10 @@ def run_bootstrap(self, Forward fill values that will be tested during initial fitting. verbose : bool, default False Wheter or not to print information about progress + bootstrap_seed: {Generator, RandomState, int}, default None + Seed passed to CircularBlockBootstrap use to ensure reproducable results. + If an int, passes the value to value to ``np.random.default_rng``. + If None (default), a fresh Generator is constructed with system-provided entropy. **kwargs Keyword arguments that are passed on to :py:func:`iterative_signal_decomposition` @@ -1707,7 +1714,8 @@ def run_bootstrap(self, bootstrap_samples_list.append( _make_time_series_bootstrap_samples( pi, df_out.total_model, - sample_nr=int(reps / nr_models))) + sample_nr=int(reps / nr_models), + bootstrap_seed=bootstrap_seed)) # Print progress if verbose: @@ -2009,6 +2017,7 @@ def _Kalman_filter_for_SR(self, zs_series, process_noise=1e-4, zs_std=.05, # Ensure numeric index zs_series = zs_series.copy() # Make copy, so as not to change input + zs_series = zs_series.astype(float) original_index = zs_series.index.copy() if (original_index.dtype not in [int, 'int64']): zs_series.index = range(len(zs_series)) @@ -2041,11 +2050,15 @@ def _Kalman_filter_for_SR(self, zs_series, process_noise=1e-4, zs_std=.05, # Initialize various parameters if ffill: - rolling_median_13 = zs_series.ffill().rolling(13, center=True).median().ffill().bfill() - rolling_median_7 = zs_series.ffill().rolling(7, center=True).median().ffill().bfill() + rolling_median_13 = \ + zs_series.ffill().rolling(13, center=True).median().ffill().bfill() + rolling_median_7 = \ + zs_series.ffill().rolling(7, center=True).median().ffill().bfill() else: - rolling_median_13 = zs_series.bfill().rolling(13, center=True).median().ffill().bfill() - rolling_median_7 = zs_series.bfill().rolling(7, center=True).median().ffill().bfill() + rolling_median_13 = \ + zs_series.bfill().rolling(13, center=True).median().ffill().bfill() + rolling_median_7 = \ + zs_series.bfill().rolling(7, center=True).median().ffill().bfill() # A rough estimate of the measurement noise measurement_noise = (rolling_median_13 - zs_series).var() # An initial guess of the slope @@ -2143,7 +2156,7 @@ def _Kalman_filter_for_SR(self, zs_series, process_noise=1e-4, zs_std=.05, # 6: Force soiling ratio to not exceed 1: if clip_soiling: - dfk.soiling_ratio.clip(upper=1, inplace=True) + dfk['soiling_ratio'] = dfk['soiling_ratio'].clip(upper=1) dfk.soiling_rates = dfk.smooth_rates dfk.loc[dfk.soiling_ratio.diff() == 0, 'soiling_rates'] = 0 @@ -2477,6 +2490,7 @@ def _collapse_cleaning_events(inferred_ce_in, metric, f=4): def _rolling_median_ce_detection(x, y, ffill=True, rolling_window=9, tuner=1.5): ''' Finds cleaning events in a time series of performance index (y) ''' y = pd.Series(index=x, data=y) + y = y.astype(float) if ffill: # forward fill NaNs in y before running mean rm = y.ffill().rolling(rolling_window, center=True).median() else: # ... or backfill instead @@ -2491,6 +2505,7 @@ def _rolling_median_ce_detection(x, y, ffill=True, rolling_window=9, tuner=1.5): def _soiling_event_detection(x, y, ffill=True, tuner=5): ''' Finds cleaning events in a time series of performance index (y) ''' y = pd.Series(index=x, data=y) + y = y.astype(float) if ffill: # forward fill NaNs in y before running mean rm = y.ffill().rolling(9, center=True).median() else: # ... or backfill instead diff --git a/rdtools/test/analysis_chains_test.py b/rdtools/test/analysis_chains_test.py index 3cc3efd78..efe78df48 100644 --- a/rdtools/test/analysis_chains_test.py +++ b/rdtools/test/analysis_chains_test.py @@ -1,4 +1,4 @@ -from rdtools import TrendAnalysis, normalization +from rdtools import TrendAnalysis, normalization, filtering from conftest import assert_isinstance, assert_warnings import pytest import pvlib @@ -12,8 +12,7 @@ def basic_parameters(): # basic parameters (no time series data) for the TrendAnalysis class parameters = dict( - gamma_pdc=-0.005, - temperature_model={'a': -3.47, 'b': -0.0594, 'deltaT': 3} + gamma_pdc=-0.005, temperature_model={"a": -3.47, "b": -0.0594, "deltaT": 3} ) return parameters @@ -22,13 +21,12 @@ def basic_parameters(): @pytest.fixture def cs_input(): # basic parameters (no time series data) for the TrendAnalysis class - loc = pvlib.location.Location(-23.762028, 133.874886, - tz='Australia/North') + loc = pvlib.location.Location(-23.762028, 133.874886, tz="Australia/North") cs_input = dict( pvlib_location=loc, pv_tilt=20, pv_azimuth=0, - solar_position_method='ephemeris', # just to improve test execution speed + solar_position_method="ephemeris", # just to improve test execution speed ) return cs_input @@ -43,9 +41,9 @@ def degradation_trend(basic_parameters, cs_input): from degradation_test import DegradationTestCase rd = -0.05 - input_freq = 'H' + input_freq = "H" degradation_trend = DegradationTestCase.get_corr_energy(rd, input_freq) - tz = cs_input['pvlib_location'].tz + tz = cs_input["pvlib_location"].tz return degradation_trend.tz_localize(tz) @@ -55,104 +53,135 @@ def sensor_parameters(basic_parameters, degradation_trend): power = degradation_trend poa_global = power * 1000 temperature_ambient = power * 0 + 25 - basic_parameters['pv'] = power - basic_parameters['poa_global'] = poa_global - basic_parameters['temperature_ambient'] = temperature_ambient - basic_parameters['interp_freq'] = 'H' + basic_parameters["pv"] = power + basic_parameters["poa_global"] = poa_global + basic_parameters["temperature_ambient"] = temperature_ambient + basic_parameters["interp_freq"] = "H" return basic_parameters @pytest.fixture def sensor_analysis(sensor_parameters): rd_analysis = TrendAnalysis(**sensor_parameters) - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) return rd_analysis @pytest.fixture def sensor_analysis_exp_power(sensor_parameters): - power_expected = normalization.pvwatts_dc_power(sensor_parameters['poa_global'], - power_dc_rated=1) - sensor_parameters['power_expected'] = power_expected + power_expected = normalization.pvwatts_dc_power( + sensor_parameters["poa_global"], power_dc_rated=1 + ) + sensor_parameters["power_expected"] = power_expected rd_analysis = TrendAnalysis(**sensor_parameters) - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) + return rd_analysis + + +@pytest.fixture +def sensor_analysis_aggregated_no_filter(sensor_parameters): + rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) + rd_analysis.filter_params = {} # disable all index-based filters + rd_analysis.filter_params_aggregated = {} + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) return rd_analysis def test_interpolation(basic_parameters, degradation_trend): power = degradation_trend - shifted_index = power.index + pd.to_timedelta('8 minutes') + shifted_index = power.index + pd.to_timedelta("8 minutes") dummy_series = power * 0 + 25 dummy_series.index = shifted_index - basic_parameters['pv'] = power - basic_parameters['poa_global'] = dummy_series - basic_parameters['temperature_ambient'] = dummy_series - basic_parameters['temperature_cell'] = dummy_series - basic_parameters['windspeed'] = dummy_series - basic_parameters['power_expected'] = dummy_series - basic_parameters['interp_freq'] = 'H' + basic_parameters["pv"] = power + basic_parameters["poa_global"] = dummy_series + basic_parameters["temperature_ambient"] = dummy_series + basic_parameters["temperature_cell"] = dummy_series + basic_parameters["windspeed"] = dummy_series + basic_parameters["power_expected"] = dummy_series + basic_parameters["interp_freq"] = "H" rd_analysis = TrendAnalysis(**basic_parameters) - pd.testing.assert_index_equal(rd_analysis.pv_energy.index, - rd_analysis.poa_global.index[1:]) - pd.testing.assert_index_equal(rd_analysis.pv_energy.index, - rd_analysis.temperature_ambient.index[1:]) - pd.testing.assert_index_equal(rd_analysis.pv_energy.index, - rd_analysis.temperature_cell.index[1:]) - pd.testing.assert_index_equal(rd_analysis.pv_energy.index, - rd_analysis.windspeed.index[1:]) - pd.testing.assert_index_equal(rd_analysis.pv_energy.index, - rd_analysis.power_expected.index[1:]) - - rd_analysis.set_clearsky(pv_azimuth=dummy_series, - pv_tilt=dummy_series, - poa_global_clearsky=dummy_series, - temperature_cell_clearsky=dummy_series, - temperature_ambient_clearsky=dummy_series) - - pd.testing.assert_index_equal(rd_analysis.pv_energy.index, - rd_analysis.pv_azimuth.index) - pd.testing.assert_index_equal(rd_analysis.pv_energy.index, - rd_analysis.pv_tilt.index) - pd.testing.assert_index_equal(rd_analysis.pv_energy.index, - rd_analysis.poa_global_clearsky.index) - pd.testing.assert_index_equal(rd_analysis.pv_energy.index, - rd_analysis.temperature_cell_clearsky.index) - pd.testing.assert_index_equal(rd_analysis.pv_energy.index, - rd_analysis.temperature_ambient_clearsky.index) + pd.testing.assert_index_equal( + rd_analysis.pv_energy.index, rd_analysis.poa_global.index[1:] + ) + pd.testing.assert_index_equal( + rd_analysis.pv_energy.index, rd_analysis.temperature_ambient.index[1:] + ) + pd.testing.assert_index_equal( + rd_analysis.pv_energy.index, rd_analysis.temperature_cell.index[1:] + ) + pd.testing.assert_index_equal( + rd_analysis.pv_energy.index, rd_analysis.windspeed.index[1:] + ) + pd.testing.assert_index_equal( + rd_analysis.pv_energy.index, rd_analysis.power_expected.index[1:] + ) + + rd_analysis.set_clearsky( + pv_azimuth=dummy_series, + pv_tilt=dummy_series, + poa_global_clearsky=dummy_series, + temperature_cell_clearsky=dummy_series, + temperature_ambient_clearsky=dummy_series, + ) + + pd.testing.assert_index_equal( + rd_analysis.pv_energy.index, rd_analysis.pv_azimuth.index + ) + pd.testing.assert_index_equal( + rd_analysis.pv_energy.index, rd_analysis.pv_tilt.index + ) + pd.testing.assert_index_equal( + rd_analysis.pv_energy.index, rd_analysis.poa_global_clearsky.index + ) + pd.testing.assert_index_equal( + rd_analysis.pv_energy.index, rd_analysis.temperature_cell_clearsky.index + ) + pd.testing.assert_index_equal( + rd_analysis.pv_energy.index, rd_analysis.temperature_ambient_clearsky.index + ) def test_sensor_analysis(sensor_analysis): - yoy_results = sensor_analysis.results['sensor']['yoy_degradation'] - rd = yoy_results['p50_rd'] - ci = yoy_results['rd_confidence_interval'] + yoy_results = sensor_analysis.results["sensor"]["yoy_degradation"] + rd = yoy_results["p50_rd"] + ci = yoy_results["rd_confidence_interval"] assert -1 == pytest.approx(rd, abs=1e-2) assert [-1, -1] == pytest.approx(ci, abs=1e-2) +def test_sensor_analysis_filter_components(sensor_analysis): + columns = sensor_analysis.sensor_filter_components_aggregated.columns + assert {'two_way_window_filter'} == set(columns) + + expected_columns = {'normalized_filter', 'poa_filter', 'tcell_filter', 'clip_filter'} + columns = sensor_analysis.sensor_filter_components.columns + assert expected_columns == set(columns) + + def test_sensor_analysis_energy(sensor_parameters, sensor_analysis): - sensor_parameters['pv'] = sensor_analysis.pv_energy - sensor_parameters['pv_input'] = 'energy' + sensor_parameters["pv"] = sensor_analysis.pv_energy + sensor_parameters["pv_input"] = "energy" sensor_analysis2 = TrendAnalysis(**sensor_parameters) sensor_analysis2.pv_power = sensor_analysis.pv_power - sensor_analysis2.sensor_analysis(analyses=['yoy_degradation']) - yoy_results = sensor_analysis2.results['sensor']['yoy_degradation'] - rd = yoy_results['p50_rd'] - ci = yoy_results['rd_confidence_interval'] + sensor_analysis2.sensor_analysis(analyses=["yoy_degradation"]) + yoy_results = sensor_analysis2.results["sensor"]["yoy_degradation"] + rd = yoy_results["p50_rd"] + ci = yoy_results["rd_confidence_interval"] assert -1 == pytest.approx(rd, abs=1e-2) assert [-1, -1] == pytest.approx(ci, abs=1e-2) def test_sensor_analysis_exp_power(sensor_analysis_exp_power): - yoy_results = sensor_analysis_exp_power.results['sensor']['yoy_degradation'] - rd = yoy_results['p50_rd'] - ci = yoy_results['rd_confidence_interval'] + yoy_results = sensor_analysis_exp_power.results["sensor"]["yoy_degradation"] + rd = yoy_results["p50_rd"] + ci = yoy_results["rd_confidence_interval"] assert 0 == pytest.approx(rd, abs=1e-2) assert [0, 0] == pytest.approx(ci, abs=1e-2) @@ -160,10 +189,10 @@ def test_sensor_analysis_exp_power(sensor_analysis_exp_power): def test_sensor_analysis_power_dc_rated(sensor_parameters): rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) - yoy_results = rd_analysis.results['sensor']['yoy_degradation'] - rd = yoy_results['p50_rd'] - ci = yoy_results['rd_confidence_interval'] + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) + yoy_results = rd_analysis.results["sensor"]["yoy_degradation"] + rd = yoy_results["p50_rd"] + ci = yoy_results["rd_confidence_interval"] assert -1 == pytest.approx(rd, abs=1e-2) assert [-1, -1] == pytest.approx(ci, abs=1e-2) @@ -171,53 +200,68 @@ def test_sensor_analysis_power_dc_rated(sensor_parameters): def test_sensor_analysis_ad_hoc_filter(sensor_parameters): # by excluding all but a few points, we should trigger the <2yr error - filt = pd.Series(False, index=sensor_parameters['pv'].index) + filt = pd.Series(False, index=sensor_parameters["pv"].index) filt.iloc[-100:] = True rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) - rd_analysis.filter_params['ad_hoc_filter'] = filt - with pytest.raises(ValueError, match="Less than two years of data left after filtering"): - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) + rd_analysis.filter_params["ad_hoc_filter"] = filt + with pytest.raises( + ValueError, match="Less than two years of data left after filtering" + ): + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) def test_sensor_analysis_aggregated_ad_hoc_filter(sensor_parameters): # by excluding all but a few points, we should trigger the <2yr error - filt = pd.Series(False, - index=sensor_parameters['pv'].index) - filt = filt.resample('1D').first().dropna(how='all') + filt = pd.Series(False, index=sensor_parameters["pv"].index) + filt = filt.resample("1D").first().dropna(how="all") filt.iloc[-500:] = True rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) - rd_analysis.filter_params_aggregated['ad_hoc_filter'] = filt - with pytest.raises(ValueError, match="Less than two years of data left after filtering"): - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) + rd_analysis.filter_params_aggregated["ad_hoc_filter"] = filt + with pytest.raises( + ValueError, match="Less than two years of data left after filtering" + ): + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) -def test_filter_components(sensor_parameters): - poa = sensor_parameters['poa_global'] +def test_filter_components_poa(sensor_parameters): + poa = sensor_parameters["poa_global"] poa_filter = (poa > 200) & (poa < 1200) rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) - assert (poa_filter == - rd_analysis.sensor_filter_components['poa_filter']).all() + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) + assert (poa_filter == rd_analysis.sensor_filter_components["poa_filter"]).all() + + +def test_filter_components_hour_angle(sensor_parameters, cs_input): + lat = cs_input["pvlib_location"].latitude + lon = cs_input["pvlib_location"].longitude + hour_angle_filter = filtering.hour_angle_filter(sensor_parameters["pv"], lat, lon) + rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) + rd_analysis.pvlib_location = cs_input['pvlib_location'] + rd_analysis.filter_params = {'hour_angle_filter': {}} + rd_analysis.filter_params_aggregated = {} + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) + assert (hour_angle_filter[1:] == + rd_analysis.sensor_filter_components["hour_angle_filter"]).all() def test_aggregated_filter_components(sensor_parameters): - daily_ad_hoc_filter = pd.Series(True, - index=sensor_parameters['pv'].index) + daily_ad_hoc_filter = pd.Series(True, index=sensor_parameters["pv"].index) daily_ad_hoc_filter[:600] = False - daily_ad_hoc_filter = daily_ad_hoc_filter.resample( - '1D').first().dropna(how='all') + daily_ad_hoc_filter = daily_ad_hoc_filter.resample("1D").first().dropna(how="all") rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) rd_analysis.filter_params = {} # disable all index-based filters - rd_analysis.filter_params_aggregated['ad_hoc_filter'] = daily_ad_hoc_filter - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) - assert (daily_ad_hoc_filter == - rd_analysis.sensor_filter_components_aggregated['ad_hoc_filter']).all() + rd_analysis.filter_params_aggregated["ad_hoc_filter"] = daily_ad_hoc_filter + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) + assert ( + daily_ad_hoc_filter + == rd_analysis.sensor_filter_components_aggregated["ad_hoc_filter"] + ).all() def test_filter_components_no_filters(sensor_parameters): rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) rd_analysis.filter_params = {} # disable all filters - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) expected = pd.Series(True, index=rd_analysis.pv_energy.index) pd.testing.assert_series_equal(rd_analysis.sensor_filter, expected) assert rd_analysis.sensor_filter_components.empty @@ -227,109 +271,162 @@ def test_aggregated_filter_components_no_filters(sensor_parameters): rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) rd_analysis.filter_params = {} # disable all index-based filters rd_analysis.filter_params_aggregated = {} # disable all daily filters - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) expected = pd.Series(True, index=rd_analysis.pv_energy.index) - daily_expected = expected.resample('1D').first().dropna(how='all') - pd.testing.assert_series_equal(rd_analysis.sensor_filter_aggregated, - daily_expected) + daily_expected = expected.resample("1D").first().dropna(how="all") + pd.testing.assert_series_equal(rd_analysis.sensor_filter_aggregated, daily_expected) assert rd_analysis.sensor_filter_components.empty -@pytest.mark.parametrize('workflow', ['sensor', 'clearsky']) +def test_aggregated_filter_components_two_way_window_filter(sensor_analysis_aggregated_no_filter): + rd_analysis = sensor_analysis_aggregated_no_filter + aggregated_no_filter = rd_analysis.sensor_aggregated_performance + rd_analysis.filter_params_aggregated = {"two_way_window_filter": {}} + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) + daily_expected = filtering.two_way_window_filter(aggregated_no_filter) + pd.testing.assert_series_equal( + rd_analysis.sensor_filter_aggregated, daily_expected, check_names=False + ) + + +def test_aggregated_filter_components_insolation_filter(sensor_analysis_aggregated_no_filter): + rd_analysis = sensor_analysis_aggregated_no_filter + aggregated_no_filter = rd_analysis.sensor_aggregated_performance + rd_analysis.filter_params_aggregated = {"insolation_filter": {}} + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) + daily_expected = filtering.insolation_filter(aggregated_no_filter) + pd.testing.assert_series_equal( + rd_analysis.sensor_filter_aggregated, daily_expected, check_names=False + ) + + +def test_aggregated_filter_components_hampel_filter(sensor_analysis_aggregated_no_filter): + rd_analysis = sensor_analysis_aggregated_no_filter + aggregated_no_filter = rd_analysis.sensor_aggregated_performance + rd_analysis.filter_params_aggregated = {"hampel_filter": {}} + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) + daily_expected = filtering.hampel_filter(aggregated_no_filter) + pd.testing.assert_series_equal( + rd_analysis.sensor_filter_aggregated, daily_expected, check_names=False + ) + + +def test_aggregated_filter_components_directional_tukey_filter( + sensor_analysis_aggregated_no_filter): + rd_analysis = sensor_analysis_aggregated_no_filter + aggregated_no_filter = rd_analysis.sensor_aggregated_performance + rd_analysis.filter_params_aggregated = {"directional_tukey_filter": {}} + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) + daily_expected = filtering.directional_tukey_filter(aggregated_no_filter) + pd.testing.assert_series_equal( + rd_analysis.sensor_filter_aggregated, daily_expected, check_names=False + ) + + +@pytest.mark.parametrize("workflow", ["sensor", "clearsky"]) def test_filter_ad_hoc_warnings(workflow, sensor_parameters): rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) - rd_analysis.set_clearsky(pvlib_location=pvlib.location.Location(40, -80), - poa_global_clearsky=rd_analysis.poa_global) + rd_analysis.set_clearsky( + pvlib_location=pvlib.location.Location(40, -80), + poa_global_clearsky=rd_analysis.poa_global, + ) # warning for incomplete index - ad_hoc_filter = pd.Series(True, index=sensor_parameters['pv'].index[:-5]) - rd_analysis.filter_params['ad_hoc_filter'] = ad_hoc_filter - with pytest.warns(UserWarning, match='ad_hoc_filter index does not match index'): - if workflow == 'sensor': - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) + ad_hoc_filter = pd.Series(True, index=sensor_parameters["pv"].index[:-5]) + rd_analysis.filter_params["ad_hoc_filter"] = ad_hoc_filter + with pytest.warns(UserWarning, match="ad_hoc_filter index does not match index"): + if workflow == "sensor": + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) components = rd_analysis.sensor_filter_components else: - rd_analysis.clearsky_analysis(analyses=['yoy_degradation']) + rd_analysis.filter_params["clearsky_filter"] = {"model": "csi"} + rd_analysis.clearsky_analysis(analyses=["yoy_degradation"]) components = rd_analysis.clearsky_filter_components # missing values set to True - assert components['ad_hoc_filter'].all() + assert components["ad_hoc_filter"].all() # warning about NaNs - ad_hoc_filter = pd.Series(True, index=sensor_parameters['pv'].index) + ad_hoc_filter = pd.Series(True, index=sensor_parameters["pv"].index) ad_hoc_filter.iloc[10] = np.nan - rd_analysis.filter_params['ad_hoc_filter'] = ad_hoc_filter - with pytest.warns(UserWarning, match='ad_hoc_filter contains NaN values; setting to False'): - if workflow == 'sensor': - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) + rd_analysis.filter_params["ad_hoc_filter"] = ad_hoc_filter + with pytest.warns( + UserWarning, match="ad_hoc_filter contains NaN values; setting to False" + ): + if workflow == "sensor": + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) components = rd_analysis.sensor_filter_components else: - rd_analysis.clearsky_analysis(analyses=['yoy_degradation']) + rd_analysis.clearsky_analysis(analyses=["yoy_degradation"]) components = rd_analysis.clearsky_filter_components # NaN values set to False - assert not components['ad_hoc_filter'].iloc[10] - assert components.drop(components.index[10])['ad_hoc_filter'].all() + assert not components["ad_hoc_filter"].iloc[10] + assert components.drop(components.index[10])["ad_hoc_filter"].all() -@pytest.mark.parametrize('workflow', ['sensor', 'clearsky']) +@pytest.mark.parametrize("workflow", ["sensor", "clearsky"]) def test_aggregated_filter_ad_hoc_warnings(workflow, sensor_parameters): rd_analysis = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) - rd_analysis.set_clearsky(pvlib_location=pvlib.location.Location(40, -80), - poa_global_clearsky=rd_analysis.poa_global) + rd_analysis.set_clearsky( + pvlib_location=pvlib.location.Location(40, -80), + poa_global_clearsky=rd_analysis.poa_global, + ) # disable all filters outside of CSI - rd_analysis.filter_params = {'csi_filter': {}} + rd_analysis.filter_params = {"clearsky_filter": {"model": "csi"}} # warning for incomplete index - daily_ad_hoc_filter = pd.Series(True, - index=sensor_parameters['pv'].index[:-5]) - daily_ad_hoc_filter = daily_ad_hoc_filter.resample( - '1D').first().dropna(how='all') - rd_analysis.filter_params_aggregated['ad_hoc_filter'] = daily_ad_hoc_filter - with pytest.warns(UserWarning, match='ad_hoc_filter index does not match index'): - if workflow == 'sensor': - rd_analysis.sensor_analysis(analyses=['yoy_degradation']) + daily_ad_hoc_filter = pd.Series(True, index=sensor_parameters["pv"].index[:-5]) + daily_ad_hoc_filter = daily_ad_hoc_filter.resample("1D").first().dropna(how="all") + rd_analysis.filter_params_aggregated["ad_hoc_filter"] = daily_ad_hoc_filter + with pytest.warns(UserWarning, match="ad_hoc_filter index does not match index"): + if workflow == "sensor": + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) components = rd_analysis.sensor_filter_components_aggregated else: - rd_analysis.clearsky_analysis(analyses=['yoy_degradation']) + rd_analysis.clearsky_analysis(analyses=["yoy_degradation"]) components = rd_analysis.clearsky_filter_components_aggregated # missing values set to True - assert components['ad_hoc_filter'].all() + assert components["ad_hoc_filter"].all() # warning about NaNs rd_analysis_2 = TrendAnalysis(**sensor_parameters, power_dc_rated=1.0) - rd_analysis_2.set_clearsky(pvlib_location=pvlib.location.Location(40, -80), - poa_global_clearsky=rd_analysis_2.poa_global) + rd_analysis_2.set_clearsky( + pvlib_location=pvlib.location.Location(40, -80), + poa_global_clearsky=rd_analysis_2.poa_global, + ) # disable all filters outside of CSI - rd_analysis_2.filter_params = {'csi_filter': {}} - daily_ad_hoc_filter = pd.Series(True, index=sensor_parameters['pv'].index) - daily_ad_hoc_filter = daily_ad_hoc_filter.resample( - '1D').first().dropna(how='all') + rd_analysis_2.filter_params = {"clearsky_filter": {"model": "csi"}} + daily_ad_hoc_filter = pd.Series(True, index=sensor_parameters["pv"].index) + daily_ad_hoc_filter = daily_ad_hoc_filter.resample("1D").first().dropna(how="all") daily_ad_hoc_filter.iloc[10] = np.nan - rd_analysis_2.filter_params_aggregated['ad_hoc_filter'] = daily_ad_hoc_filter - with pytest.warns(UserWarning, match='ad_hoc_filter contains NaN values; setting to False'): - if workflow == 'sensor': - rd_analysis_2.sensor_analysis(analyses=['yoy_degradation']) + rd_analysis_2.filter_params_aggregated["ad_hoc_filter"] = daily_ad_hoc_filter + with pytest.warns( + UserWarning, match="ad_hoc_filter contains NaN values; setting to False" + ): + if workflow == "sensor": + rd_analysis_2.sensor_analysis(analyses=["yoy_degradation"]) components = rd_analysis_2.sensor_filter_components_aggregated else: - rd_analysis_2.clearsky_analysis(analyses=['yoy_degradation']) + rd_analysis_2.clearsky_analysis(analyses=["yoy_degradation"]) components = rd_analysis_2.clearsky_filter_components_aggregated # NaN values set to False - assert not components['ad_hoc_filter'].iloc[10] - assert components.drop(components.index[10])['ad_hoc_filter'].all() + assert not components["ad_hoc_filter"].iloc[10] + assert components.drop(components.index[10])["ad_hoc_filter"].all() def test_cell_temperature_model_invalid(sensor_parameters): - wind = pd.Series(0, index=sensor_parameters['pv'].index) - sensor_parameters.pop('temperature_model') - rd_analysis = TrendAnalysis(**sensor_parameters, windspeed=wind, - temperature_model={'bad': True}) - with pytest.raises(ValueError, match='pvlib temperature_model entry is neither'): + wind = pd.Series(0, index=sensor_parameters["pv"].index) + sensor_parameters.pop("temperature_model") + rd_analysis = TrendAnalysis( + **sensor_parameters, windspeed=wind, temperature_model={"bad": True} + ) + with pytest.raises(ValueError, match="pvlib temperature_model entry is neither"): rd_analysis.sensor_analysis() def test_no_gamma_pdc(sensor_parameters): - sensor_parameters.pop('gamma_pdc') + sensor_parameters.pop("gamma_pdc") rd_analysis = TrendAnalysis(**sensor_parameters) with pytest.warns(UserWarning) as record: @@ -339,17 +436,19 @@ def test_no_gamma_pdc(sensor_parameters): @pytest.fixture -def clearsky_parameters(basic_parameters, sensor_parameters, - cs_input, degradation_trend): +def clearsky_parameters( + basic_parameters, sensor_parameters, cs_input, degradation_trend +): # clear-sky weather data. Uses TrendAnalysis's internal clear-sky # functions to generate the data. rd_analysis = TrendAnalysis(**sensor_parameters) rd_analysis.set_clearsky(**cs_input) + rd_analysis.filter_params["clearsky_filter"] = {"model": "csi"} rd_analysis._clearsky_preprocess() poa = rd_analysis.poa_global_clearsky clearsky_parameters = basic_parameters - clearsky_parameters['poa_global'] = poa - clearsky_parameters['pv'] = poa * degradation_trend + clearsky_parameters["poa_global"] = poa + clearsky_parameters["pv"] = poa * degradation_trend return clearsky_parameters @@ -357,7 +456,8 @@ def clearsky_parameters(basic_parameters, sensor_parameters, def clearsky_analysis(cs_input, clearsky_parameters): rd_analysis = TrendAnalysis(**clearsky_parameters) rd_analysis.set_clearsky(**cs_input) - rd_analysis.clearsky_analysis(analyses=['yoy_degradation']) + rd_analysis.filter_params["clearsky_filter"] = {"model": "csi"} + rd_analysis.clearsky_analysis(analyses=["yoy_degradation"]) return rd_analysis @@ -369,49 +469,82 @@ def clearsky_optional(cs_input, clearsky_analysis): poa_global_clearsky=clearsky_analysis.poa_global_clearsky, temperature_cell_clearsky=clearsky_analysis.temperature_cell_clearsky, temperature_ambient_clearsky=clearsky_analysis.temperature_ambient_clearsky, - pv_tilt=pd.Series(cs_input['pv_tilt'], index=times), - pv_azimuth=pd.Series(cs_input['pv_azimuth'], index=times), - solar_position_method='ephemeris', # just to improve test execution speed + pv_tilt=pd.Series(cs_input["pv_tilt"], index=times), + pv_azimuth=pd.Series(cs_input["pv_azimuth"], index=times), + solar_position_method="ephemeris", # just to improve test execution speed ) return extras +@pytest.fixture +def sensor_clearsky_analysis(cs_input, clearsky_parameters): + rd_analysis = TrendAnalysis(**clearsky_parameters) + rd_analysis.set_clearsky(**cs_input) + rd_analysis.filter_params = {} # disable all index-based filters + rd_analysis.filter_params["sensor_clearsky_filter"] = {"model": "csi"} + rd_analysis.sensor_analysis(analyses=["yoy_degradation"]) + return rd_analysis + + def test_clearsky_analysis(clearsky_analysis): - yoy_results = clearsky_analysis.results['clearsky']['yoy_degradation'] - ci = yoy_results['rd_confidence_interval'] - rd = yoy_results['p50_rd'] + yoy_results = clearsky_analysis.results["clearsky"]["yoy_degradation"] + ci = yoy_results["rd_confidence_interval"] + rd = yoy_results["p50_rd"] print(ci) - assert -4.70 == pytest.approx(rd, abs=1e-2) - assert [-4.71, -4.69] == pytest.approx(ci, abs=1e-2) + assert pytest.approx(rd, abs=1e-2) == -5.15 + assert pytest.approx(ci, abs=1e-2) == [-5.17, -5.13] + + +def test_clearsky_analysis_filter_components(clearsky_analysis): + columns = clearsky_analysis.clearsky_filter_components_aggregated.columns + assert {'two_way_window_filter'} == set(columns) + expected_columns = {'normalized_filter', 'poa_filter', 'tcell_filter', + 'clip_filter', 'clearsky_filter'} + columns = clearsky_analysis.clearsky_filter_components.columns + assert expected_columns == set(columns) -def test_clearsky_analysis_optional(clearsky_analysis, clearsky_parameters, clearsky_optional): + +def test_clearsky_analysis_optional( + clearsky_analysis, clearsky_parameters, clearsky_optional +): clearsky_analysis.set_clearsky(**clearsky_optional) clearsky_analysis.clearsky_analysis() - yoy_results = clearsky_analysis.results['clearsky']['yoy_degradation'] - ci = yoy_results['rd_confidence_interval'] - rd = yoy_results['p50_rd'] - print(f'ci:{ci}') - assert -4.70 == pytest.approx(rd, abs=1e-2) - assert [-4.71, -4.69] == pytest.approx(ci, abs=1e-2) + yoy_results = clearsky_analysis.results["clearsky"]["yoy_degradation"] + ci = yoy_results["rd_confidence_interval"] + rd = yoy_results["p50_rd"] + print(f"ci:{ci}") + assert pytest.approx(rd, abs=1e-2) == -5.15 + assert pytest.approx(ci, abs=1e-2) == [-5.17, -5.13] + + +def test_sensor_clearsky_analysis(sensor_clearsky_analysis): + yoy_results = sensor_clearsky_analysis.results["sensor"]["yoy_degradation"] + ci = yoy_results["rd_confidence_interval"] + rd = yoy_results["p50_rd"] + print(ci) + assert -5.18 == pytest.approx(rd, abs=1e-2) + assert [-5.18, -5.18] == pytest.approx(ci, abs=1e-2) @pytest.fixture def clearsky_analysis_exp_power(clearsky_parameters, clearsky_optional): - power_expected = normalization.pvwatts_dc_power(clearsky_parameters['poa_global'], - power_dc_rated=1) - clearsky_parameters['power_expected'] = power_expected + power_expected = normalization.pvwatts_dc_power( + clearsky_parameters["poa_global"], power_dc_rated=1 + ) + clearsky_parameters["power_expected"] = power_expected rd_analysis = TrendAnalysis(**clearsky_parameters) rd_analysis.set_clearsky(**clearsky_optional) - rd_analysis.clearsky_analysis(analyses=['yoy_degradation']) + rd_analysis.filter_params["clearsky_filter"] = {"model": "csi"} + rd_analysis.clearsky_analysis(analyses=["yoy_degradation"]) return rd_analysis def test_clearsky_analysis_exp_power(clearsky_analysis_exp_power): - yoy_results = clearsky_analysis_exp_power.results['clearsky']['yoy_degradation'] - rd = yoy_results['p50_rd'] - ci = yoy_results['rd_confidence_interval'] + yoy_results = clearsky_analysis_exp_power.results["clearsky"]["yoy_degradation"] + rd = yoy_results["p50_rd"] + ci = yoy_results["rd_confidence_interval"] assert -5.128 == pytest.approx(rd, abs=1e-2) assert [-5.128, -5.127] == pytest.approx(ci, abs=1e-2) @@ -419,36 +552,52 @@ def test_clearsky_analysis_exp_power(clearsky_analysis_exp_power): def test_no_set_clearsky(clearsky_parameters): rd_analysis = TrendAnalysis(**clearsky_parameters) - with pytest.raises(AttributeError, match="No poa_global_clearsky. 'set_clearsky' must be run"): + with pytest.raises( + AttributeError, match="No poa_global_clearsky. 'set_clearsky' must be run" + ): rd_analysis.clearsky_analysis() def test_solar_position_method_passthrough(sensor_analysis, mocker): # verify that the solar_position_method kwarg is passed through to pvlib correctly - spy = mocker.spy(pvlib.solarposition, 'get_solarposition') - for method in ['nrel_numpy', 'ephemeris']: - sensor_analysis.set_clearsky(pvlib.location.Location(40, -80), pv_tilt=20, pv_azimuth=180, - solar_position_method=method) + spy = mocker.spy(pvlib.solarposition, "get_solarposition") + for method in ["nrel_numpy", "ephemeris"]: + sensor_analysis.set_clearsky( + pvlib.location.Location(40, -80), + pv_tilt=20, + pv_azimuth=180, + solar_position_method=method, + ) sensor_analysis._calc_clearsky_poa() - assert spy.call_args[1]['method'] == method + assert spy.call_args[1]["method"] == method def test_index_mismatch(): # GH #277 - times = pd.date_range('2019-01-01', '2022-01-01', freq='15min') + times = pd.date_range("2019-01-01", "2022-01-01", freq="15min") pv = pd.Series(1.0, index=times) # low-frequency weather inputs dummy_series = pd.Series(1.0, index=times[::4]) - keys = ['poa_global', 'temperature_cell', - 'temperature_ambient', 'power_expected', 'windspeed'] + keys = [ + "poa_global", + "temperature_cell", + "temperature_ambient", + "power_expected", + "windspeed", + ] kwargs = {key: dummy_series.copy() for key in keys} rd_analysis = TrendAnalysis(pv, **kwargs) for key in keys: interpolated_series = getattr(rd_analysis, key) assert interpolated_series.index.equals(times) - cs_keys = ['poa_global_clearsky', 'temperature_cell_clearsky', 'temperature_ambient_clearsky', - 'pv_azimuth', 'pv_tilt'] + cs_keys = [ + "poa_global_clearsky", + "temperature_cell_clearsky", + "temperature_ambient_clearsky", + "pv_azimuth", + "pv_tilt", + ] cs_kwargs = {key: dummy_series.copy() for key in cs_keys} rd_analysis.set_clearsky(**cs_kwargs) for key in cs_keys: @@ -459,13 +608,13 @@ def test_index_mismatch(): @pytest.fixture def soiling_parameters(basic_parameters, soiling_normalized_daily, cs_input): # parameters for soiling analysis with TrendAnalysis - power = soiling_normalized_daily.resample('1h').interpolate() + power = soiling_normalized_daily.resample("1h").interpolate() return dict( pv=power, poa_global=power * 0 + 1000, temperature_cell=power * 0 + 25, gamma_pdc=0, - interp_freq='D', + interp_freq="D", ) @@ -473,8 +622,7 @@ def soiling_parameters(basic_parameters, soiling_normalized_daily, cs_input): def soiling_analysis_sensor(soiling_parameters): soiling_analysis = TrendAnalysis(**soiling_parameters) np.random.seed(1977) - soiling_analysis.sensor_analysis(analyses=['srr_soiling'], - srr_kwargs={'reps': 10}) + soiling_analysis.sensor_analysis(analyses=["srr_soiling"], srr_kwargs={"reps": 10}) return soiling_analysis @@ -483,95 +631,112 @@ def soiling_analysis_clearsky(soiling_parameters, cs_input): soiling_analysis = TrendAnalysis(**soiling_parameters) soiling_analysis.set_clearsky(**cs_input) np.random.seed(1977) - with pytest.warns(UserWarning, match='20% or more of the daily data'): - soiling_analysis.clearsky_analysis(analyses=['srr_soiling'], - srr_kwargs={'reps': 10}) + soiling_analysis.filter_params["clearsky_filter"] = {"model": "csi"} + with pytest.warns(UserWarning, match="20% or more of the daily data"): + soiling_analysis.clearsky_analysis( + analyses=["srr_soiling"], srr_kwargs={"reps": 10} + ) return soiling_analysis def test_srr_soiling(soiling_analysis_sensor): - srr_results = soiling_analysis_sensor.results['sensor']['srr_soiling'] - sratio = srr_results['p50_sratio'] - ci = srr_results['sratio_confidence_interval'] - renorm_factor = srr_results['calc_info']['renormalizing_factor'] - print(f'soiling ci:{ci}') - assert 0.965 == pytest.approx(sratio, abs=1e-3), \ - 'Soiling ratio different from expected value in TrendAnalysis.srr_soiling' - assert [0.96, 0.97] == pytest.approx(ci, abs=1e-2), \ - 'Soiling confidence interval different from expected value in TrendAnalysis.srr_soiling' - assert 0.974 == pytest.approx(renorm_factor, abs=1e-3), \ - 'Renormalization factor different from expected value in TrendAnalysis.srr_soiling' + srr_results = soiling_analysis_sensor.results["sensor"]["srr_soiling"] + sratio = srr_results["p50_sratio"] + ci = srr_results["sratio_confidence_interval"] + renorm_factor = srr_results["calc_info"]["renormalizing_factor"] + print(f"soiling ci:{ci}") + assert 0.965 == pytest.approx( + sratio, abs=1e-3 + ), "Soiling ratio different from expected value in TrendAnalysis.srr_soiling" + assert [0.96, 0.97] == pytest.approx( + ci, abs=1e-2 + ), "Soiling confidence interval different from expected value in TrendAnalysis.srr_soiling" + assert pytest.approx( + renorm_factor, abs=1e-3 + ) == 0.977, "Renormalization factor different from expected value in TrendAnalysis.srr_soiling" def test_plot_degradation(sensor_analysis): - assert_isinstance( - sensor_analysis.plot_degradation_summary('sensor'), plt.Figure) - assert_isinstance( - sensor_analysis.plot_pv_vs_irradiance('sensor'), plt.Figure) + assert_isinstance(sensor_analysis.plot_degradation_summary("sensor"), plt.Figure) + assert_isinstance(sensor_analysis.plot_pv_vs_irradiance("sensor"), plt.Figure) def test_plot_cs(clearsky_analysis): assert_isinstance( - clearsky_analysis.plot_degradation_summary('clearsky'), plt.Figure) - assert_isinstance( - clearsky_analysis.plot_pv_vs_irradiance('clearsky'), plt.Figure) + clearsky_analysis.plot_degradation_summary("clearsky"), plt.Figure + ) + assert_isinstance(clearsky_analysis.plot_pv_vs_irradiance("clearsky"), plt.Figure) def test_plot_soiling(soiling_analysis_sensor): assert_isinstance( - soiling_analysis_sensor.plot_soiling_monte_carlo('sensor'), plt.Figure) + soiling_analysis_sensor.plot_soiling_monte_carlo("sensor"), plt.Figure + ) assert_isinstance( - soiling_analysis_sensor.plot_soiling_interval('sensor'), plt.Figure) + soiling_analysis_sensor.plot_soiling_interval("sensor"), plt.Figure + ) assert_isinstance( - soiling_analysis_sensor.plot_soiling_rate_histogram('sensor'), plt.Figure) + soiling_analysis_sensor.plot_soiling_rate_histogram("sensor"), plt.Figure + ) def test_plot_soiling_cs(soiling_analysis_clearsky): assert_isinstance( - soiling_analysis_clearsky.plot_soiling_monte_carlo('clearsky'), plt.Figure) + soiling_analysis_clearsky.plot_soiling_monte_carlo("clearsky"), plt.Figure + ) assert_isinstance( - soiling_analysis_clearsky.plot_soiling_interval('clearsky'), plt.Figure) + soiling_analysis_clearsky.plot_soiling_interval("clearsky"), plt.Figure + ) assert_isinstance( - soiling_analysis_clearsky.plot_soiling_rate_histogram('clearsky'), plt.Figure) + soiling_analysis_clearsky.plot_soiling_rate_histogram("clearsky"), plt.Figure + ) def test_errors(sensor_parameters, clearsky_analysis): - rdtemp = TrendAnalysis(sensor_parameters['pv']) - with pytest.raises(ValueError, match='poa_global must be available'): + rdtemp = TrendAnalysis(sensor_parameters["pv"]) + with pytest.raises(ValueError, match="poa_global must be available"): rdtemp._sensor_preprocess() # no temperature - rdtemp = TrendAnalysis(sensor_parameters['pv'], - poa_global=sensor_parameters['poa_global']) - with pytest.raises(ValueError, match='either cell or ambient temperature'): + rdtemp = TrendAnalysis( + sensor_parameters["pv"], poa_global=sensor_parameters["poa_global"] + ) + with pytest.raises(ValueError, match="either cell or ambient temperature"): rdtemp._sensor_preprocess() # clearsky analysis with no tilt/azm - clearsky_analysis.pv_tilt = None - clearsky_analysis.poa_global_clearsky = None - with pytest.raises(ValueError, match='pv_tilt and pv_azimuth must be provided'): + del clearsky_analysis.pv_tilt + clearsky_analysis.poa_global_clearsky = ( + None # just needs to exist to test these errors + ) + with pytest.raises(ValueError, match="pv_tilt and pv_azimuth must be provided"): clearsky_analysis._clearsky_preprocess() # clearsky analysis with no pvlib.loc - clearsky_analysis.pvlib_location = None - with pytest.raises(ValueError, match='pvlib location must be provided'): + del clearsky_analysis.pvlib_location + with pytest.raises(ValueError, match="pvlib location must be provided"): clearsky_analysis._clearsky_preprocess() -@pytest.mark.parametrize('method_name', ['plot_degradation_summary', - 'plot_soiling_monte_carlo', - 'plot_soiling_interval', - 'plot_soiling_rate_histogram', - 'plot_pv_vs_irradiance']) +@pytest.mark.parametrize( + "method_name", + [ + "plot_degradation_summary", + "plot_soiling_monte_carlo", + "plot_soiling_interval", + "plot_soiling_rate_histogram", + "plot_pv_vs_irradiance", + ], +) def test_plot_errors(method_name, sensor_analysis): func = getattr(sensor_analysis, method_name) with pytest.raises(ValueError, match="case must be either 'sensor' or 'clearsky'"): - func(case='bad') + func(case="bad") def test_plot_degradation_timeseries(sensor_analysis, clearsky_analysis): + assert_isinstance(sensor_analysis.plot_degradation_timeseries("sensor"), plt.Figure) assert_isinstance( - sensor_analysis.plot_degradation_timeseries('sensor'), plt.Figure) - assert_isinstance( - clearsky_analysis.plot_degradation_timeseries('clearsky'), plt.Figure) + clearsky_analysis.plot_degradation_timeseries("clearsky"), plt.Figure + ) diff --git a/rdtools/test/availability_test.py b/rdtools/test/availability_test.py index 2b6608c29..d022752ca 100644 --- a/rdtools/test/availability_test.py +++ b/rdtools/test/availability_test.py @@ -53,7 +53,7 @@ def power_data(request): # a few days of clearsky irradiance for creating a plausible power signal times = pd.date_range('2019-01-01', '2019-01-05 23:59', freq='15min', tz='US/Eastern') - location = pvlib.location.Location(40, -80) + location = pvlib.location.Location(40, -80, altitude=0) # use haurwitz to avoid dependency on `tables` clearsky = location.get_clearsky(times, model='haurwitz') diff --git a/rdtools/test/bootstrap_test.py b/rdtools/test/bootstrap_test.py index ee3c32186..cce236b22 100644 --- a/rdtools/test/bootstrap_test.py +++ b/rdtools/test/bootstrap_test.py @@ -1,32 +1,59 @@ -'''Bootstrap module tests.''' +"""Bootstrap module tests.""" -from rdtools.bootstrap import _construct_confidence_intervals, \ - _make_time_series_bootstrap_samples +import pytest + +from rdtools.bootstrap import ( + _construct_confidence_intervals, + _make_time_series_bootstrap_samples, +) from rdtools.degradation import degradation_year_on_year -def test_bootstrap_module(cods_normalized_daily, cods_normalized_daily_wo_noise): - ''' Test make time serie bootstrap samples and construct of confidence intervals. ''' - # Test make bootstrap samples - bootstrap_samples = _make_time_series_bootstrap_samples(cods_normalized_daily, - cods_normalized_daily_wo_noise, - sample_nr=10, - block_length=90, - decomposition_type='multiplicative') - # Check if results are as expected - assert (bootstrap_samples.index == cods_normalized_daily.index).all(), \ - "Index of bootstrapped signals is not as expected" - assert bootstrap_samples.shape[1] == 10, "Number of columns in bootstrapped signals is wrong" - - # Test construction of confidence intervals - confidence_intervals, exceedance_level, metrics = _construct_confidence_intervals( - bootstrap_samples, degradation_year_on_year, uncertainty_method='none') - - # Check if results are as expected - assert len(confidence_intervals) == 2, "2 confidence interval bounds not returned" - assert isinstance(confidence_intervals[0], float) and \ - isinstance(confidence_intervals[1], float), "Confidence interval bounds are not float" - assert isinstance(exceedance_level, float), "Exceedance level is not float" - assert len(metrics) == 10, "Length of metrics is not as expected" - for m in metrics: - assert isinstance(m, float), "Not all metrics are float" +@pytest.mark.parametrize("decomposition_type", ["multiplicative", "additive", "error"]) +def test_bootstrap_module( + cods_normalized_daily, cods_normalized_daily_wo_noise, decomposition_type +): + + if decomposition_type == "error": + with pytest.raises(ValueError): + _make_time_series_bootstrap_samples( + cods_normalized_daily, + cods_normalized_daily_wo_noise, + decomposition_type=decomposition_type) + + else: + # Rest make time serie bootstrap samples and construct of confidence intervals. + # Test make bootstrap samples + bootstrap_samples = _make_time_series_bootstrap_samples( + cods_normalized_daily, + cods_normalized_daily_wo_noise, + sample_nr=10, + block_length=90, + decomposition_type=decomposition_type, + ) + # Check if results are as expected + assert ( + bootstrap_samples.index == cods_normalized_daily.index + ).all(), "Index of bootstrapped signals is not as expected" + assert ( + bootstrap_samples.shape[1] == 10 + ), "Number of columns in bootstrapped signals is wrong" + + # Test construction of confidence intervals + confidence_intervals, exceedance_level, metrics = ( + _construct_confidence_intervals( + bootstrap_samples, degradation_year_on_year, uncertainty_method="none" + ) + ) + + # Check if results are as expected + assert ( + len(confidence_intervals) == 2 + ), "2 confidence interval bounds not returned" + assert isinstance(confidence_intervals[0], float) and isinstance( + confidence_intervals[1], float + ), "Confidence interval bounds are not float" + assert isinstance(exceedance_level, float), "Exceedance level is not float" + assert len(metrics) == 10, "Length of metrics is not as expected" + for m in metrics: + assert isinstance(m, float), "Not all metrics are float" diff --git a/rdtools/test/clearsky_temperature_test.py b/rdtools/test/clearsky_temperature_test.py index 71cbe86d1..03571a365 100644 --- a/rdtools/test/clearsky_temperature_test.py +++ b/rdtools/test/clearsky_temperature_test.py @@ -47,7 +47,7 @@ def test_with_tricky_timezones(): tz = 'America/Santiago' start_date = datetime.datetime(2018, 8, 10, 0, 0, 0) end_date = datetime.datetime(2018, 8, 14, 23, 0, 0) - freq = 'H' + freq = "h" lat = -24 lon = -70 diff --git a/rdtools/test/conftest.py b/rdtools/test/conftest.py index f22a05f54..b940f2df1 100644 --- a/rdtools/test/conftest.py +++ b/rdtools/test/conftest.py @@ -1,6 +1,4 @@ -from pkg_resources import parse_version import pytest -from functools import wraps import numpy as np import pandas as pd import itertools @@ -9,31 +7,6 @@ import rdtools -rdtools_base_version = \ - parse_version(parse_version(rdtools.__version__).base_version) - - -# decorator takes one argument: the base version for which it should fail -# for example @fail_on_rdtools_version('3.0.0') will cause a test to fail -# on rdtools versions 3.0.0, 3.0.0-alpha, 3.1.0, etc -def fail_on_rdtools_version(version): - # second level of decorator takes the function under consideration - def wrapper(func): - # third level defers computation until the test is called - # this allows the specific test to fail at test runtime, - # rather than at decoration time (when the module is imported) - @wraps(func) - def inner(*args, **kwargs): - # fail if the version is too high - if rdtools_base_version >= parse_version(version): - pytest.fail('the tested function is scheduled to be ' - 'removed in %s' % version) - # otherwise return the function to be executed - else: - return func(*args, **kwargs) - return inner - return wrapper - def assert_isinstance(obj, klass): assert isinstance(obj, klass), f'got {type(obj)}, expected {klass}' @@ -58,11 +31,6 @@ def assert_warnings(messages, record): assert found_match, f"warning '{pattern}' not in {warning_messages}" -requires_pvlib_below_090 = \ - pytest.mark.skipif(parse_version(pvlib.__version__) > parse_version('0.8.1'), - reason='requires pvlib <= 0.8.1') - - # %% Soiling fixtures @pytest.fixture() diff --git a/rdtools/test/degradation_test.py b/rdtools/test/degradation_test.py index 7a3f2c1c1..a2e16cebe 100644 --- a/rdtools/test/degradation_test.py +++ b/rdtools/test/degradation_test.py @@ -23,7 +23,7 @@ def get_corr_energy(cls, rd, input_freq): daily_rd = rd / 365.0 start = '2012-01-01' - if input_freq == 'S': + if input_freq == "s": end = '2012-03-01' else: end = '2015-01-01' @@ -53,12 +53,10 @@ def setUpClass(cls): # define module constants and parameters # All frequencies - cls.list_all_input_freq = ['MS', 'M', 'W', - 'D', 'H', 'T', 'S', 'Irregular_D'] + cls.list_all_input_freq = ["MS", "M", "W", "D", "h", "min", "s", "Irregular_D"] # Allowed frequencies for degradation_ols - cls.list_ols_input_freq = ['MS', 'M', 'W', - 'D', 'H', 'T', 'S', 'Irregular_D'] + cls.list_ols_input_freq = ["MS", "M", "W", "D", "h", "min", "s", "Irregular_D"] ''' Allowed frequencies for degradation_classical_decomposition diff --git a/rdtools/test/energy_from_power_test.py b/rdtools/test/energy_from_power_test.py index cf4230e4f..edd6e0105 100644 --- a/rdtools/test/energy_from_power_test.py +++ b/rdtools/test/energy_from_power_test.py @@ -6,7 +6,7 @@ @pytest.fixture def times(): - return pd.date_range(start='20200101 12:00', end='20200101 13:00', freq='15T') + return pd.date_range(start="20200101 12:00", end="20200101 13:00", freq="15min") @pytest.fixture @@ -15,72 +15,73 @@ def power(times): def test_energy_from_power_single_arg(power): - expected = power.iloc[1:]*0.25 - expected.name = 'energy_Wh' + expected = power.iloc[1:] * 0.25 + expected.name = "energy_Wh" result = energy_from_power(power) pd.testing.assert_series_equal(result, expected) def test_energy_from_power_instantaneous(power): - expected = (0.25*(power + power.shift())/2).dropna() - expected.name = 'energy_Wh' - result = energy_from_power(power, power_type='instantaneous') + expected = (0.25 * (power + power.shift()) / 2).dropna() + expected.name = "energy_Wh" + result = energy_from_power(power, power_type="instantaneous") pd.testing.assert_series_equal(result, expected) def test_energy_from_power_max_timedelta_inference(power): - expected = power.iloc[1:]*0.25 - expected.name = 'energy_Wh' + expected = power.iloc[1:] * 0.25 + expected.name = "energy_Wh" expected.iloc[:2] = np.nan - match = 'Fraction of excluded data (.*) exceeded threshold' + match = "Fraction of excluded data (.*) exceeded threshold" with pytest.warns(UserWarning, match=match): result = energy_from_power(power.drop(power.index[1])) pd.testing.assert_series_equal(result, expected) def test_energy_from_power_max_timedelta(power): - expected = power.iloc[1:]*0.25 - expected.name = 'energy_Wh' - result = energy_from_power(power.drop(power.index[1]), - max_timedelta=pd.to_timedelta('30 minutes')) + expected = power.iloc[1:] * 0.25 + expected.name = "energy_Wh" + result = energy_from_power( + power.drop(power.index[1]), max_timedelta=pd.to_timedelta("30 minutes") + ) pd.testing.assert_series_equal(result, expected) def test_energy_from_power_upsample(power): - expected = power.resample('10T').asfreq().interpolate()/6 + expected = power.resample("10min").asfreq().interpolate() / 6 expected = expected.iloc[1:] - expected.name = 'energy_Wh' - result = energy_from_power(power, target_frequency='10T') + expected.name = "energy_Wh" + result = energy_from_power(power, target_frequency="10min") pd.testing.assert_series_equal(result, expected) def test_energy_from_power_downsample(power): - expected = power.resample('20T').asfreq() + expected = power.resample("20min").asfreq() expected = expected.iloc[1:] expected = pd.Series([0.75, 0.833333333, 0.416666667], index=expected.index) - expected.name = 'energy_Wh' - result = energy_from_power(power, target_frequency='20T') + expected.name = "energy_Wh" + result = energy_from_power(power, target_frequency="20min") pd.testing.assert_series_equal(result, expected) def test_energy_from_power_max_timedelta_edge_case(): - times = pd.date_range('2020-01-01 12:00', periods=4, freq='15T') + times = pd.date_range("2020-01-01 12:00", periods=4, freq="15min") power = pd.Series(1, index=times) power = power.drop(power.index[2]) - result = energy_from_power(power, '30T', max_timedelta=pd.to_timedelta('20 minutes')) + result = energy_from_power(power, "30min", max_timedelta=pd.to_timedelta("20 minutes")) assert result.isnull().all() def test_energy_from_power_single_value_input(): - times = pd.date_range('2019-01-01', freq='15T', periods=1) - power = pd.Series([100.], index=times) - expected_result = pd.Series([25.], index=times, name='energy_Wh') + times = pd.date_range("2019-01-01", freq="15min", periods=1) + power = pd.Series([100.0], index=times) + expected_result = pd.Series([25.0], index=times, name="energy_Wh") result = energy_from_power(power) pd.testing.assert_series_equal(result, expected_result) def test_energy_from_power_single_value_input_no_freq(): - power = pd.Series([1], pd.date_range('2019-01-01', periods=1, freq='15T')) + power = pd.Series([1], pd.date_range("2019-01-01", periods=1, freq="15min")) power.index.freq = None match = "Could not determine period of input power" with pytest.raises(ValueError, match=match): @@ -88,27 +89,36 @@ def test_energy_from_power_single_value_input_no_freq(): def test_energy_from_power_single_value_instantaneous(): - power = pd.Series([1], pd.date_range('2019-01-01', periods=1, freq='15T')) + power = pd.Series([1], pd.date_range("2019-01-01", periods=1, freq="15min")) power.index.freq = None - match = ("power_type='instantaneous' is incompatible with single element power. " - "Use power_type='right-labeled'") + match = ( + "power_type='instantaneous' is incompatible with single element power. " + "Use power_type='right-labeled'" + ) with pytest.raises(ValueError, match=match): - energy_from_power(power, power_type='instantaneous') + energy_from_power(power, power_type="instantaneous") def test_energy_from_power_single_value_with_target(): - times = pd.date_range('2019-01-01', freq='15T', periods=1) - power = pd.Series([100.], index=times) - expected_result = pd.Series([100.], index=times, name='energy_Wh') - result = energy_from_power(power, target_frequency='H') + times = pd.date_range("2019-01-01", freq="15min", periods=1) + power = pd.Series([100.0], index=times) + expected_result = pd.Series([100.0], index=times, name="energy_Wh") + result = energy_from_power(power, target_frequency="H") pd.testing.assert_series_equal(result, expected_result) def test_energy_from_power_leading_nans(): # GH 244 - power = pd.Series(1, pd.date_range('2019-01-01', freq='15min', periods=5)) + power = pd.Series(1, pd.date_range("2019-01-01", freq="15min", periods=5)) power.iloc[:2] = np.nan - expected_result = pd.Series([np.nan, np.nan, 0.25, 0.25], - index=power.index[1:], name='energy_Wh') + expected_result = pd.Series( + [np.nan, np.nan, 0.25, 0.25], index=power.index[1:], name="energy_Wh" + ) result = energy_from_power(power) pd.testing.assert_series_equal(result, expected_result) + + +def test_energy_from_power_series_index(): + power = pd.Series([1, 2, 3, 4, 5]) + with pytest.raises(ValueError): + energy_from_power(power) diff --git a/rdtools/test/filtering_test.py b/rdtools/test/filtering_test.py index 4f99b85ea..0e6297e78 100644 --- a/rdtools/test/filtering_test.py +++ b/rdtools/test/filtering_test.py @@ -3,16 +3,51 @@ import pytest import pandas as pd import numpy as np -from rdtools import (csi_filter, +from rdtools import (clearsky_filter, + csi_filter, + pvlib_clearsky_filter, poa_filter, tcell_filter, clip_filter, quantile_clip_filter, normalized_filter, logic_clip_filter, - xgboost_clip_filter) + xgboost_clip_filter, + two_way_window_filter, + insolation_filter, + hampel_filter, + directional_tukey_filter, + hour_angle_filter) import warnings from conftest import assert_warnings +from pandas import testing as tm + + +def test_clearsky_filter(mocker): + ''' Unit tests for clearsky filter wrapper function.''' + measured_poa = pd.Series([1, 1, 0, 1.15, 0.85]) + clearsky_poa = pd.Series([1, 2, 1, 1.00, 1.00]) + + # Check that a ValueError is thrown when a model is passed that + # is not in the acceptable list. + with pytest.raises(ValueError): + clearsky_filter(measured_poa, + clearsky_poa, + model='invalid') + + # Check that the csi_filter function is called + mock_csi_filter = mocker.patch('rdtools.filtering.csi_filter') + clearsky_filter(measured_poa, + clearsky_poa, + model='csi') + mock_csi_filter.assert_called_once() + + # Check that the pvlib_clearsky_filter function is called + mock_pvlib_filter = mocker.patch('rdtools.filtering.pvlib_clearsky_filter') + clearsky_filter(measured_poa, + clearsky_poa, + model='pvlib') + mock_pvlib_filter.assert_called_once() def test_csi_filter(): @@ -28,6 +63,27 @@ def test_csi_filter(): assert filtered.tolist() == expected_result.tolist() +@pytest.mark.parametrize("lookup_parameters", [True, False]) +def test_pvlib_clearsky_filter(lookup_parameters): + ''' Unit tests for pvlib clear sky filter.''' + + index = pd.date_range(start='01/05/2024 15:00', periods=120, freq='min') + poa_global_clearsky = pd.Series(np.linspace(800, 919, 120), index=index) + + # Add cloud event + poa_global_measured = poa_global_clearsky.copy() + poa_global_measured.iloc[60:70] = [500, 400, 300, 200, 100, 0, 100, 200, 300, 400] + + filtered = pvlib_clearsky_filter(poa_global_measured, + poa_global_clearsky, + window_length=10, + lookup_parameters=lookup_parameters) + + # Expect clearsky index is filtered. + expected_result = poa_global_measured > 500 + pd.testing.assert_series_equal(filtered, expected_result) + + def test_poa_filter(): ''' Unit tests for plane of array insolation filter.''' @@ -58,8 +114,7 @@ def generate_power_time_series_no_clipping(): power_no_datetime_index = pd.Series(np.arange(1, 101)) power_datetime_index = pd.Series(np.arange(1, 101)) # Add datetime index to second series - time_range = pd.date_range('2016-12-02T11:00:00.000Z', - '2017-06-06T07:00:00.000Z', freq='H') + time_range = pd.date_range("2016-12-02T11:00:00.000Z", "2017-06-06T07:00:00.000Z", freq="h") power_datetime_index.index = pd.to_datetime(time_range[:100]) # Create a series that is tz-naive to test on power_datetime_index_tz_naive = power_datetime_index.copy() @@ -118,8 +173,7 @@ def generate_power_time_series_clipping(): power_no_datetime_index = power_no_datetime_index.reset_index(drop=True) power_datetime_index = power_no_datetime_index.copy() # Add datetime index to second series - time_range = pd.date_range('2016-12-02T11:00:00.000Z', - '2017-06-06T07:00:00.000Z', freq='H') + time_range = pd.date_range("2016-12-02T11:00:00.000Z", "2017-06-06T07:00:00.000Z", freq="h") power_datetime_index.index = pd.to_datetime(time_range[:100]) # Note: Power is expected to be Series object with a datetime index. return power_no_datetime_index, power_datetime_index @@ -145,29 +199,28 @@ def test_logic_clip_filter(generate_power_time_series_no_clipping, generate_power_time_series_no_clipping # Test that a Type Error is raised when a pandas series # without a datetime index is used. - pytest.raises(TypeError, logic_clip_filter, - power_no_datetime_index_nc) + with pytest.raises(TypeError): + logic_clip_filter(power_no_datetime_index_nc) # Test that an error is thrown when we don't include the correct # mounting configuration input - pytest.raises(ValueError, logic_clip_filter, - power_datetime_index_nc, 'not_fixed') + with pytest.raises(ValueError): + logic_clip_filter(power_datetime_index_nc, 'not_fixed') # Test that an error is thrown when there are 10 or fewer readings # in the time series - pytest.raises(Exception, logic_clip_filter, - power_datetime_index_nc[:9]) + with pytest.raises(Exception): + logic_clip_filter(power_datetime_index_nc[:9]) # Test that a warning is thrown when the time series is tz-naive warnings.simplefilter("always") with warnings.catch_warnings(record=True) as record: logic_clip_filter(power_nc_tz_naive) # Warning thrown for it being an experimental filter + tz-naive - assert_warnings(['The logic-based filter is an experimental', - 'Function expects timestamps in local time'], + assert_warnings(['Function expects timestamps in local time'], record) # Scramble the index and run through the filter. This should throw # an IndexError. power_datetime_index_nc_shuffled = power_datetime_index_nc.sample(frac=1) - pytest.raises(IndexError, logic_clip_filter, - power_datetime_index_nc_shuffled, 'fixed') + with pytest.raises(IndexError): + logic_clip_filter(power_datetime_index_nc_shuffled, 'fixed') # Generate 1-minute interval data, run it through the function, and # check that the associated data returned is 1-minute power_datetime_index_one_min_intervals = \ @@ -183,8 +236,7 @@ def test_logic_clip_filter(generate_power_time_series_no_clipping, logic_clip_filter(power_datetime_index_irregular) # Warning thrown for it being an experimental filter + irregular # sampling frequency. - assert_warnings(['The logic-based filter is an experimental', - 'Variable sampling frequency across time series'], + assert_warnings(['Variable sampling frequency across time series'], record) # Check that the returned time series index for the logic filter is @@ -217,29 +269,28 @@ def test_xgboost_clip_filter(generate_power_time_series_no_clipping, generate_power_time_series_no_clipping # Test that a Type Error is raised when a pandas series # without a datetime index is used. - pytest.raises(TypeError, xgboost_clip_filter, - power_no_datetime_index_nc) + with pytest.raises(TypeError): + xgboost_clip_filter(power_no_datetime_index_nc) # Test that an error is thrown when we don't include the correct # mounting configuration input - pytest.raises(ValueError, xgboost_clip_filter, - power_datetime_index_nc, 'not_fixed') + with pytest.raises(ValueError): + xgboost_clip_filter(power_datetime_index_nc, 'not_fixed') # Test that an error is thrown when there are 10 or fewer readings # in the time series - pytest.raises(Exception, xgboost_clip_filter, - power_datetime_index_nc[:9]) + with pytest.raises(Exception): + xgboost_clip_filter(power_datetime_index_nc[:9]) # Test that a warning is thrown when the time series is tz-naive warnings.simplefilter("always") with warnings.catch_warnings(record=True) as record: xgboost_clip_filter(power_nc_tz_naive) # Warning thrown for it being an experimental filter + tz-naive - assert_warnings(['The XGBoost filter is an experimental', - 'Function expects timestamps in local time'], + assert_warnings(['Function expects timestamps in local time'], record) # Scramble the index and run through the filter. This should throw # an IndexError. power_datetime_index_nc_shuffled = power_datetime_index_nc.sample(frac=1) - pytest.raises(IndexError, xgboost_clip_filter, - power_datetime_index_nc_shuffled, 'fixed') + with pytest.raises(IndexError): + xgboost_clip_filter(power_datetime_index_nc_shuffled, 'fixed') # Generate 1-minute interval data, run it through the function, and # check that the associated data returned is 1-minute power_datetime_index_one_min_intervals = \ @@ -268,50 +319,87 @@ def test_xgboost_clip_filter(generate_power_time_series_no_clipping, .all(axis=None)) -def test_clip_filter(generate_power_time_series_no_clipping): +def test_clip_filter(generate_power_time_series_clipping, mocker): ''' Unit tests for inverter clipping filter.''' # Create a time series to test - power_no_datetime_index_nc, power_datetime_index_nc, power_nc_tz_naive = \ - generate_power_time_series_no_clipping - # Check that the master wrapper defaults to the - # quantile_clip_filter_function. - # Note: Power is expected to be Series object because clip_filter makes - # use of the Series.quantile() method. - filtered_quantile = clip_filter(power_no_datetime_index_nc, quantile=0.98) - # Expect 99% of the 98th quantile to be filtered - expected_result_quantile = power_no_datetime_index_nc < (98 * 0.99) - # Check that the clip filter defaults to quantile clip filter when - # deprecated params are passed - warnings.simplefilter("always") - with warnings.catch_warnings(record=True) as record: - clip_filter(power_datetime_index_nc, 0.98) - assert_warnings(['Function clip_filter is now a wrapper'], record) + _, power = generate_power_time_series_clipping + + # Check the default behavior + expected = logic_clip_filter(power) + mock_logic_clip_filter = mocker.patch('rdtools.filtering.logic_clip_filter', + return_value=expected) + filtered = clip_filter(power) + mock_logic_clip_filter.assert_called_once() + tm.assert_series_equal(filtered, expected) + + # Check each of the models + expected_kwargs = { + 'mounting_type': 'single_axis_tracking', + 'rolling_range_max_cutoff': 0.3, + 'roll_periods': 3 + } + expected = logic_clip_filter(power, **expected_kwargs) + mock_logic_clip_filter = mocker.patch('rdtools.filtering.logic_clip_filter', + return_value=expected) + filtered = clip_filter(power, model='logic', **expected_kwargs) + mock_logic_clip_filter.assert_called_once() + call_args = mock_logic_clip_filter.call_args + + # Deal with change in call_args after python 3.7 + if isinstance(call_args, tuple): # case for 3.7 + actual_kwargs = call_args[1] + else: + actual_kwargs = call_args.kwargs + + assert actual_kwargs == expected_kwargs + tm.assert_series_equal(filtered, expected) + + expected_kwargs = { + 'quantile': 0.95 + } + expected = quantile_clip_filter(power, **expected_kwargs) + mock_quantile_clip_filter = mocker.patch('rdtools.filtering.quantile_clip_filter', + return_value=expected) + filtered = clip_filter(power, model='quantile', **expected_kwargs) + mock_quantile_clip_filter.assert_called_once() + call_args = mock_quantile_clip_filter.call_args + if isinstance(call_args, tuple): + actual_kwargs = call_args[1] + else: + actual_kwargs = call_args.kwargs + + assert actual_kwargs == expected_kwargs + tm.assert_series_equal(filtered, expected) + + expected_kwargs = { + 'mounting_type': 'single_axis_tracking' + } + expected = xgboost_clip_filter(power, **expected_kwargs) + mock_xgboost_clip_filter = mocker.patch('rdtools.filtering.xgboost_clip_filter', + return_value=expected) + filtered = clip_filter(power, model='xgboost', **expected_kwargs) + mock_xgboost_clip_filter.assert_called_once() + call_args = mock_xgboost_clip_filter.call_args + if isinstance(call_args, tuple): + actual_kwargs = call_args[1] + else: + actual_kwargs = call_args.kwargs + assert actual_kwargs == expected_kwargs + tm.assert_series_equal(filtered, expected) + + mocker.stopall() # Check that a ValueError is thrown when a model is passed that # is not in the acceptable list. - pytest.raises(ValueError, clip_filter, - power_datetime_index_nc, - 'random_forest') - # Check that the wrapper handles the xgboost clipping - # function with kwargs. - filtered_xgboost = clip_filter(power_datetime_index_nc, - 'xgboost', - mounting_type="fixed") - # Check that the wrapper handles the logic clipping - # function with kwargs. - filtered_logic = clip_filter(power_datetime_index_nc, - 'logic', - mounting_type="fixed", - rolling_range_max_cutoff=0.3) - # Check that the function returns a Typr Error if a wrong keyword + with pytest.raises(ValueError): + clip_filter(power, 'random_forest') + + # Check that the function returns a Type Error if a wrong keyword # arg is passed in the kwarg arguments. - pytest.raises(TypeError, clip_filter, power_datetime_index_nc, - 'xgboost', - rolling_range_max_cutoff=0.3) - assert bool((expected_result_quantile == filtered_quantile) - .all(axis=None)) - assert bool(filtered_xgboost.all(axis=None)) - assert bool(filtered_logic.all(axis=None)) + with pytest.raises(TypeError): + clip_filter(power, + 'xgboost', + rolling_range_max_cutoff=0.3) def test_normalized_filter_default(): @@ -333,3 +421,101 @@ def test_normalized_filter_default(): pd.testing.assert_series_equal(normalized_filter( pd.Series([0.01 - eps, 0.01 + eps, 1e308])), pd.Series([False, True, True])) + + +def test_two_way_window_filter(): + # Create a pandas Series with 10 entries and daily index + index = pd.date_range(start='1/1/2022', periods=10, freq='D') + series = pd.Series([1, 2, 3, 4, 20, 6, 7, 8, 9, 10], index=index) + + # Call the function with the test data + result = two_way_window_filter(series) + + # Check that the result is a pandas Series of the same length as the input + assert isinstance(result, pd.Series) + assert len(result) == len(series) + + # Check that the result only contains boolean values + assert set(result.unique()).issubset({True, False}) + + # Check that the result is as expected + # Here we're checking that the outlier is marked as False + expected_result = pd.Series([True]*4 + [False]*2 + [True]*4, index=index) + pd.testing.assert_series_equal(result, expected_result) + + +def test_insolation_filter(): + # Create a pandas Series with 10 entries + series = pd.Series([1, 2, 3, 4, 5, 6, 7, 8, 9, 10]) + + # Call the function with the test data + result = insolation_filter(series) + + # Check that the result is a pandas Series of the same length as the input + assert isinstance(result, pd.Series) + assert len(result) == len(series) + + # Check that the result only contains boolean values + assert set(result.unique()).issubset({True, False}) + + # Check that the result is as expected + # Here we're checking that the bottom 10% of values are marked as False + expected_result = pd.Series([False] + [True]*9) + pd.testing.assert_series_equal(result, expected_result) + + +def test_hampel_filter(): + # Create a pandas Series with 10 entries and daily index + index = pd.date_range(start='1/1/2022', periods=10, freq='D') + series = pd.Series([1, 2, 3, 4, 100, 6, 7, 8, 9, 10], index=index) + + # Call the function with the test data + result = hampel_filter(series) + + # Check that the result is a pandas Series of the same length as the input + assert isinstance(result, pd.Series) + assert len(result) == len(series) + + # Check that the result only contains boolean values + assert set(result.unique()).issubset({True, False}) + + # Check that the result is as expected + expected_result = pd.Series([True]*3 + [True] + [False] + [True]*5, index=index) + pd.testing.assert_series_equal(result, expected_result) + + +def test_directional_tukey_filter(): + # Create a pandas Series with 10 entries and daily index + index = pd.date_range(start='1/1/2022', periods=7, freq='D') + series = pd.Series([1, 2, 3, 25, 4, 5, 6], index=index) + + # Call the function with the test data + result = directional_tukey_filter(series) + + # Check that the result is a pandas Series of the same length as the input + assert isinstance(result, pd.Series) + assert len(result) == len(series) + + # Check that the result is as expected + expected_result = pd.Series([True, True, True, False, True, True, True], index=index) + pd.testing.assert_series_equal(result, expected_result) + + +def test_hour_angle_filter(): + # Create a pandas Series with 5 entries and 15 min index + index = pd.date_range(start="29/04/2022 15:00", periods=5, freq="h", tz="UTC") + series = pd.Series([1, 2, 3, 4, 5], index=index) + + # Define latitude and longitude + lat, lon = 39.7413, -105.1684 # NREL, Golden, CO + + # Call the function with the test data + result = hour_angle_filter(series, lat, lon) + + # Check that the result is a pandas Series of the same length as the input + assert isinstance(result, pd.Series) + assert len(result) == len(series) + + # Check that the result is the correct boolean Series + expected_result = pd.Series([False, False, True, True, True], index=index) + pd.testing.assert_series_equal(result, expected_result, check_names=False) diff --git a/rdtools/test/interpolate_test.py b/rdtools/test/interpolate_test.py index 40bac08bc..7ba1a0a9a 100644 --- a/rdtools/test/interpolate_test.py +++ b/rdtools/test/interpolate_test.py @@ -7,20 +7,22 @@ @pytest.fixture def time_series(): - times = pd.date_range('2018-04-01 12:00', '2018-04-01 13:15', freq='15T') - time_series = pd.Series(data=[9, 6, 3, 3, 6, 9], index=times, name='foo') + times = pd.date_range("2018-04-01 12:00", "2018-04-01 13:15", freq="15min") + time_series = pd.Series(data=[9, 6, 3, 3, 6, 9], index=times, name="foo") time_series = time_series.drop(times[4]) return time_series @pytest.fixture def target_index(time_series): - return pd.date_range(time_series.index.min(), time_series.index.max(), freq='20T') + return pd.date_range(time_series.index.min(), time_series.index.max(), freq="20min") @pytest.fixture def expected_series(target_index, time_series): - return pd.Series(data=[9.0, 5.0, 3.0, np.nan], index=target_index, name=time_series.name) + return pd.Series( + data=[9.0, 5.0, 3.0, np.nan], index=target_index, name=time_series.name + ) @pytest.fixture @@ -28,8 +30,8 @@ def test_df(time_series): time_series1 = time_series.copy() time_series2 = time_series.copy() - time_series2.index = time_series2.index + pd.to_timedelta('30 minutes') - time_series2.name = 'bar' + time_series2.index = time_series2.index + pd.to_timedelta("30 minutes") + time_series2.name = "bar" test_df = pd.concat([time_series1, time_series2], axis=1) @@ -38,17 +40,17 @@ def test_df(time_series): @pytest.fixture def df_target_index(target_index): - return target_index + pd.to_timedelta('15 minutes') + return target_index + pd.to_timedelta("15 minutes") @pytest.fixture def df_expected_result(df_target_index, test_df): col0 = test_df.columns[0] col1 = test_df.columns[1] - expected_df_result = pd.DataFrame({ - col0: [6.0, 3.0, np.nan, 9.0], - col1: [np.nan, 8.0, 4.0, 3.0] - }, index=df_target_index) + expected_df_result = pd.DataFrame( + {col0: [6.0, 3.0, np.nan, 9.0], col1: [np.nan, 8.0, 4.0, 3.0]}, + index=df_target_index, + ) expected_df_result = expected_df_result[test_df.columns] return expected_df_result @@ -56,20 +58,29 @@ def df_expected_result(df_target_index, test_df): def test_interpolate_freq_specification(time_series, target_index, expected_series): # test the string specification - interpolated = interpolate(time_series, target_index.freq.freqstr, - pd.to_timedelta('15 minutes'), warning_threshold=0.21) + interpolated = interpolate( + time_series, + target_index.freq.freqstr, + pd.to_timedelta("15 minutes"), + warning_threshold=0.21, + ) pd.testing.assert_series_equal(interpolated, expected_series) # test the DateOffset specification - interpolated = interpolate(time_series, target_index.freq, pd.to_timedelta('15 minutes'), - warning_threshold=0.21) + interpolated = interpolate( + time_series, + target_index.freq, + pd.to_timedelta("15 minutes"), + warning_threshold=0.21, + ) pd.testing.assert_series_equal(interpolated, expected_series) def test_interpolate_calculation(time_series, target_index, expected_series): - interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes'), - warning_threshold=0.21) + interpolated = interpolate( + time_series, target_index, pd.to_timedelta("15 minutes"), warning_threshold=0.21 + ) pd.testing.assert_series_equal(interpolated, expected_series) @@ -82,25 +93,28 @@ def test_interpolate_two_argument(time_series, target_index, expected_series): def test_interpolate_tz_validation(time_series, target_index, expected_series): with pytest.raises(ValueError): - interpolate(time_series, target_index.tz_localize('UTC'), pd.to_timedelta('15 minutes')) + interpolate( + time_series, target_index.tz_localize("UTC"), pd.to_timedelta("15 minutes") + ) time_series = time_series.copy() - time_series.index = time_series.index.tz_localize('UTC') + time_series.index = time_series.index.tz_localize("UTC") with pytest.raises(ValueError): - interpolate(time_series, target_index, pd.to_timedelta('15 minutes')) + interpolate(time_series, target_index, pd.to_timedelta("15 minutes")) def test_interpolate_same_tz(time_series, target_index, expected_series): time_series = time_series.copy() expected_series = expected_series.copy() - time_series.index = time_series.index.tz_localize('America/Denver') - target_index = target_index.tz_localize('America/Denver') - expected_series.index = expected_series.index.tz_localize('America/Denver') + time_series.index = time_series.index.tz_localize("America/Denver") + target_index = target_index.tz_localize("America/Denver") + expected_series.index = expected_series.index.tz_localize("America/Denver") - interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes'), - warning_threshold=0.21) + interpolated = interpolate( + time_series, target_index, pd.to_timedelta("15 minutes"), warning_threshold=0.21 + ) pd.testing.assert_series_equal(interpolated, expected_series) @@ -108,18 +122,22 @@ def test_interpolate_different_tz(time_series, target_index, expected_series): time_series = time_series.copy() expected_series = expected_series.copy() - time_series.index = time_series.index.tz_localize('America/Denver').tz_convert('UTC') - target_index = target_index.tz_localize('America/Denver') - expected_series.index = expected_series.index.tz_localize('America/Denver') + time_series.index = time_series.index.tz_localize("America/Denver").tz_convert( + "UTC" + ) + target_index = target_index.tz_localize("America/Denver") + expected_series.index = expected_series.index.tz_localize("America/Denver") - interpolated = interpolate(time_series, target_index, pd.to_timedelta('15 minutes'), - warning_threshold=0.21) + interpolated = interpolate( + time_series, target_index, pd.to_timedelta("15 minutes"), warning_threshold=0.21 + ) pd.testing.assert_series_equal(interpolated, expected_series) def test_interpolate_dataframe(test_df, df_target_index, df_expected_result): - interpolated = interpolate(test_df, df_target_index, pd.to_timedelta('15 minutes'), - warning_threshold=0.21) + interpolated = interpolate( + test_df, df_target_index, pd.to_timedelta("15 minutes"), warning_threshold=0.21 + ) pd.testing.assert_frame_equal(interpolated, df_expected_result) @@ -127,15 +145,23 @@ def test_interpolate_warning(test_df, df_target_index, df_expected_result): N = len(test_df) all_idx = list(range(N)) # drop every other value in the first third of the dataset - index_with_gaps = all_idx[:N//3][::2] + all_idx[N//3:] + index_with_gaps = all_idx[: N // 3][::2] + all_idx[N // 3:] test_df = test_df.iloc[index_with_gaps, :] with pytest.warns(UserWarning): - interpolate(test_df, df_target_index, pd.to_timedelta('15 minutes'), - warning_threshold=0.1) + interpolate( + test_df, + df_target_index, + pd.to_timedelta("15 minutes"), + warning_threshold=0.1, + ) with warnings.catch_warnings(): warnings.simplefilter("error") - interpolate(test_df, df_target_index, pd.to_timedelta('15 minutes'), - warning_threshold=0.5) - warnings.filterwarnings("error", message='Fraction of excluded data') + interpolate( + test_df, + df_target_index, + pd.to_timedelta("15 minutes"), + warning_threshold=0.5, + ) + warnings.filterwarnings("error", message="Fraction of excluded data") # if this test fails, it means a warning was raised that was not expected diff --git a/rdtools/test/irradiance_rescale_test.py b/rdtools/test/irradiance_rescale_test.py index b065dde86..b235279b2 100644 --- a/rdtools/test/irradiance_rescale_test.py +++ b/rdtools/test/irradiance_rescale_test.py @@ -7,19 +7,24 @@ @pytest.fixture def simple_irradiance(): - times = pd.date_range('2019-06-01 12:00', freq='15T', periods=5) + times = pd.date_range("2019-06-01 12:00", freq="15min", periods=5) time_series = pd.Series([1, 2, 3, 4, 5], index=times, dtype=float) return time_series -@pytest.mark.parametrize("method", ['iterative', 'single_opt']) +@pytest.mark.parametrize("method", ["iterative", "single_opt", "error"]) def test_rescale(method, simple_irradiance): # test basic functionality - modeled = simple_irradiance - measured = 1.05 * simple_irradiance - rescaled = irradiance_rescale(measured, modeled, method=method) - expected = measured - assert_series_equal(rescaled, expected, check_exact=False) + if method == "error": + with pytest.raises(ValueError): + irradiance_rescale(simple_irradiance, simple_irradiance * 1.05, method=method) + + else: + modeled = simple_irradiance + measured = 1.05 * simple_irradiance + rescaled = irradiance_rescale(measured, modeled, method=method) + expected = measured + assert_series_equal(rescaled, expected, check_exact=False) def test_max_iterations(simple_irradiance): @@ -31,11 +36,9 @@ def test_max_iterations(simple_irradiance): modeled.iloc[4] *= 0.8 with pytest.raises(ConvergenceError): - _ = irradiance_rescale(measured, modeled, method='iterative', - max_iterations=2) + _ = irradiance_rescale(measured, modeled, method="iterative", max_iterations=2) - _ = irradiance_rescale(measured, modeled, method='iterative', - max_iterations=10) + _ = irradiance_rescale(measured, modeled, method="iterative", max_iterations=10) def test_max_iterations_zero(simple_irradiance): @@ -43,26 +46,32 @@ def test_max_iterations_zero(simple_irradiance): # test series already close enough true_factor = 1.0 + 1e-8 - rescaled = irradiance_rescale(simple_irradiance, - simple_irradiance * true_factor, - max_iterations=0, - method='iterative') + rescaled = irradiance_rescale( + simple_irradiance, + simple_irradiance * true_factor, + max_iterations=0, + method="iterative", + ) assert_series_equal(rescaled, simple_irradiance, check_exact=False) # tighten threshold so that it isn't already close enough with pytest.raises(ConvergenceError): - _ = irradiance_rescale(simple_irradiance, - simple_irradiance * true_factor, - max_iterations=0, - convergence_threshold=1e-9, - method='iterative') + _ = irradiance_rescale( + simple_irradiance, + simple_irradiance * true_factor, + max_iterations=0, + convergence_threshold=1e-9, + method="iterative", + ) def test_convergence_threshold(simple_irradiance): # can't converge if threshold is negative with pytest.raises(ConvergenceError): - _ = irradiance_rescale(simple_irradiance, - simple_irradiance * 1.05, - max_iterations=5, # reduced count for speed - convergence_threshold=-1, - method='iterative') + _ = irradiance_rescale( + simple_irradiance, + simple_irradiance * 1.05, + max_iterations=5, # reduced count for speed + convergence_threshold=-1, + method="iterative", + ) diff --git a/rdtools/test/normalization_sapm_test.py b/rdtools/test/normalization_sapm_test.py deleted file mode 100644 index 12f9fb82b..000000000 --- a/rdtools/test/normalization_sapm_test.py +++ /dev/null @@ -1,125 +0,0 @@ -""" Energy Normalization with SAPM Unit Tests. """ - -import unittest -import pytest - -import pandas as pd -import numpy as np -import pvlib - -from rdtools.normalization import normalize_with_sapm -from rdtools.normalization import sapm_dc_power - -from conftest import fail_on_rdtools_version, requires_pvlib_below_090 -from rdtools._deprecation import rdtoolsDeprecationWarning - - -@requires_pvlib_below_090 -class SapmNormalizationTestCase(unittest.TestCase): - ''' Unit tests for energy normalization module. ''' - - def setUp(self): - # define module constants and parameters - module = {} - module['A0'] = 0.0315 - module['A1'] = 0.05975 - module['A2'] = -0.01067 - module['A3'] = 0.0008 - module['A4'] = -2.24e-5 - module['B0'] = 1 - module['B1'] = -0.002438 - module['B2'] = 0.00031 - module['B3'] = -1.246e-5 - module['B4'] = 2.11e-7 - module['B5'] = -1.36e-9 - module['FD'] = 1 - module_parameters = { - 'pdc0': 2.1, - 'gamma_pdc': -0.0045 - } - - # define location - test_location = pvlib.location\ - .Location(latitude=37.88447702, longitude=-122.2652549) - - self.pvsystem = pvlib.pvsystem\ - .LocalizedPVSystem(location=test_location, - surface_tilt=20, - surface_azimuth=180, - module=module, - module_parameters=module_parameters, - racking_model='insulated_back', - module_type='glass_polymer', - modules_per_string=6) - - # define dummy energy data - energy_freq = 'MS' - energy_periods = 12 - energy_index = pd.date_range(start='2012-01-01', - periods=energy_periods, - freq=energy_freq) - - dummy_energy = np.repeat(a=100, repeats=energy_periods) - self.energy = pd.Series(dummy_energy, index=energy_index) - self.energy_periods = 12 - - # define dummy meteorological data - irrad_columns = ['DNI', 'GHI', 'DHI', 'Temperature', 'Wind Speed'] - irrad_freq = 'D' - irrad_index = pd.date_range(start=energy_index[0], - end=energy_index[-1] - pd.to_timedelta('1 nanosecond'), - freq=irrad_freq) - self.irrad = pd.DataFrame([[100, 45, 30, 25, 10]], - index=irrad_index, - columns=irrad_columns) - - # define an irregular pandas series - times = pd.DatetimeIndex(['2012-01-01 12:00', '2012-01-01 12:05', '2012-01-01 12:06', - '2012-01-01 12:09']) - data = [1, 2, 3, 4] - self.irregular_timeseries = pd.Series(data=data, index=times) - - def tearDown(self): - pass - - @fail_on_rdtools_version('3.0.0') - def test_sapm_dc_power(self): - ''' Test SAPM DC power. ''' - - with pytest.warns(rdtoolsDeprecationWarning): - dc_power, poa = sapm_dc_power(self.pvsystem, self.irrad) - self.assertEqual(self.irrad.index.freq, dc_power.index.freq) - self.assertEqual(len(self.irrad), len(dc_power)) - - @fail_on_rdtools_version('3.0.0') - def test_normalization_with_sapm(self): - ''' Test SAPM normalization. ''' - - sapm_kws = { - 'pvlib_pvsystem': self.pvsystem, - 'met_data': self.irrad, - } - - with pytest.warns(rdtoolsDeprecationWarning): - corr_energy, insol = normalize_with_sapm(self.energy, sapm_kws) - - # Test output is same frequency and length as energy - self.assertEqual(corr_energy.index.freq, self.energy.index.freq) - # Expected behavior is to have a nan at energy.index[0] - self.assertEqual(len(corr_energy.dropna()), len(self.energy)-1) - - # Test for valueError when energy frequency can't be inferred - with self.assertRaises(ValueError): - with pytest.warns(rdtoolsDeprecationWarning): - corr_energy, insolation = normalize_with_sapm(self.irregular_timeseries, sapm_kws) - - # TODO, test for: - # incorrect data format - # incomplete data - # missing pvsystem metadata - # missing measured irradiance data - # met_data freq > energy freq, issue/warining? - - -if __name__ == '__main__': - unittest.main() diff --git a/rdtools/test/normalize_with_expected_power_test.py b/rdtools/test/normalize_with_expected_power_test.py index 746e062d3..6e3b435bd 100644 --- a/rdtools/test/normalize_with_expected_power_test.py +++ b/rdtools/test/normalize_with_expected_power_test.py @@ -5,12 +5,12 @@ @pytest.fixture() def times_15(): - return pd.date_range(start='20200101 12:00', end='20200101 13:00', freq='15T') + return pd.date_range(start="20200101 12:00", end="20200101 13:00", freq="15min") @pytest.fixture() def times_30(): - return pd.date_range(start='20200101 12:00', end='20200101 13:00', freq='30T') + return pd.date_range(start="20200101 12:00", end="20200101 13:00", freq="30min") @pytest.fixture() diff --git a/rdtools/test/plotting_test.py b/rdtools/test/plotting_test.py index 7a3aeb877..cb4639cb2 100644 --- a/rdtools/test/plotting_test.py +++ b/rdtools/test/plotting_test.py @@ -182,8 +182,7 @@ def test_soiling_rate_histogram_kwargs(soiling_info): def clipping_power_degradation_signal(): clipping_power_series = pd.Series(np.arange(1, 101)) # Add datetime index to second series - time_range = pd.date_range('2016-12-02T11:00:00.000Z', - '2017-06-06T07:00:00.000Z', freq='H') + time_range = pd.date_range("2016-12-02T11:00:00.000Z", "2017-06-06T07:00:00.000Z", freq="h") clipping_power_series.index = pd.to_datetime(time_range[:100]) return clipping_power_series diff --git a/rdtools/test/soiling_cods_test.py b/rdtools/test/soiling_cods_test.py index f4908fe87..62046fd83 100644 --- a/rdtools/test/soiling_cods_test.py +++ b/rdtools/test/soiling_cods_test.py @@ -92,7 +92,9 @@ def test_soiling_cods(cods_normalized_daily): ''' Test the CODS algorithm with fixed test case and 16 repetitions''' reps = 16 np.random.seed(1977) - sr, sr_ci, deg, deg_ci, result_df = soiling.soiling_cods(cods_normalized_daily, reps=reps) + sr, sr_ci, deg, deg_ci, result_df = soiling.soiling_cods(cods_normalized_daily, + reps=reps, + verbose=True) assert 0.962207 == pytest.approx(sr, abs=0.5), \ 'Soiling ratio different from expected value' assert np.array([0.96662419, 0.95692131]) == pytest.approx(sr_ci, abs=0.5), \ diff --git a/requirements-min.txt b/requirements-min.txt index 5982647e3..d952018ea 100644 --- a/requirements-min.txt +++ b/requirements-min.txt @@ -1,14 +1,12 @@ -h5py==2.8.0 -matplotlib==3.0.0 -numpy==1.17.3 -pandas==1.3.0 -pvlib==0.7.0 -scipy==1.2.0 -statsmodels==0.11.1 -tables==3.5.1 -numexpr==2.7.1 # https://github.com/pydata/numexpr/issues/369 -arch==4.11 -filterpy==1.4.5 +matplotlib==3.5.3 +numpy==1.22.4 +pandas==1.4.4 +statsmodels==0.13.5 +scipy==1.8.1 +h5py==3.7.0 plotly==4.0.0 -xgboost==1.3.3 -scikit-learn==0.22.0 +xgboost==1.6.0 +pvlib==0.11.0 +scikit-learn==1.1.3 +arch==5.0 +filterpy==1.4.5 diff --git a/requirements.txt b/requirements.txt index 7ba6dadf0..387589a4b 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,34 +1,35 @@ cached-property==1.5.2 -certifi==2023.7.22 -chardet==4.0.0 -cycler==0.10.0 -fonttools==4.37.1 -h5py==3.6.0 -idna==2.10 -joblib==1.2.0 -kiwisolver==1.3.2 -matplotlib==3.5.0 -numpy==1.22.0 -packaging==21.3 -pandas==1.3.4 -patsy==0.5.2 -Pillow==10.0.1 -plotly==4.10.0 -pvlib==0.9.0 -pyparsing==2.4.7 -python-dateutil==2.8.1 -pytz==2019.3 -arch==5.6.0 +certifi==2024.7.4 +chardet==5.2.0 +cycler==0.12.1 +fonttools==4.53.1 +h5py==3.11.0 +idna==3.7 +joblib==1.4.2 +kiwisolver==1.4.5 +matplotlib==3.9.2 +numpy==2.1.1 +packaging==24.1 +pandas==2.2.2 +patsy==0.5.6 +Pillow==10.4.0 +plotly==5.23.0 +pvlib==0.11.0 +pyparsing==3.1.2 +python-dateutil==2.9.0 +pytz==2024.1 +arch==7.0.0 filterpy==1.4.5 -requests==2.31.0 -retrying==1.3.3 -scikit-learn==1.0.2 -scipy==1.10.0 -setuptools-scm==7.0.5 -six==1.14.0 -statsmodels==0.13.1 -threadpoolctl==3.1.0 +requests==2.32.3 +retrying==1.3.4 +scikit-learn==1.5.1 +scipy==1.13.1 +setuptools-scm==8.1.0 +six==1.16.0 +statsmodels==0.14.2 +threadpoolctl==3.5.0 tomli==2.0.1 -typing_extensions==4.3.0 -urllib3==1.26.18 -xgboost==1.5.1 +typing_extensions==4.12.2 +urllib3==2.2.2 +xgboost==2.1.1 + diff --git a/setup.py b/setup.py index 4e0fc9b35..3ddef155a 100755 --- a/setup.py +++ b/setup.py @@ -32,60 +32,59 @@ ] TESTS_REQUIRE = [ - 'pytest >= 3.6.3', - 'pytest-cov', - 'coverage', - 'flake8', - 'nbval==0.9.6', # https://github.com/computationalmodelling/nbval/issues/194 - 'pytest-mock', + "pytest >= 3.6.3", + "pytest-cov", + "coverage", + "flake8", + # nbval greater than 0.9.6 has a bug with semicolon + # https://github.com/computationalmodelling/nbval/issues/194 + "nbval<=0.9.6", + "pytest-mock", ] INSTALL_REQUIRES = [ - 'matplotlib >= 3.0.0', - 'numpy >= 1.17.3', - # pandas restricted to <2.1 until - # https://github.com/pandas-dev/pandas/issues/55794 - # is resolved - 'pandas >= 1.3.0, <2.1', - 'statsmodels >= 0.11.1', - 'scipy >= 1.2.0', - 'h5py >= 2.8.0', - 'plotly>=4.0.0', - 'xgboost >= 1.3.3', - 'pvlib >= 0.7.0, <0.11.0', - 'scikit-learn >= 0.22.0', - 'arch >= 4.11', - 'filterpy >= 1.4.2' + "matplotlib >= 3.5.3", + "numpy >= 1.22.4", + "pandas >= 1.4.4", + "statsmodels >= 0.13.5", + "scipy >= 1.8.1", + "h5py >= 3.7.0", + "plotly>=4.0.0", + "xgboost >= 1.6.0", + "pvlib >= 0.11.0, <0.12.0", + "scikit-learn >= 1.1.3", + "arch >= 5.0", + "filterpy >= 1.4.2" ] EXTRAS_REQUIRE = { - 'doc': [ - 'sphinx==4.5.0', - 'nbsphinx==0.8.8', - 'nbsphinx-link==1.3.0', - 'sphinx_rtd_theme==0.5.2', - 'ipython', + "doc": [ + "sphinx==7.4.7", + "nbsphinx==0.9.5", + "nbsphinx-link==1.3.1", + "sphinx_rtd_theme==3.0.1", + "ipython", # sphinx-gallery used indirectly for nbsphinx thumbnail galleries; see: # https://nbsphinx.readthedocs.io/en/0.6.0/subdir/gallery.html#Creating-Thumbnail-Galleries - 'sphinx-gallery==0.8.1', + "sphinx-gallery==0.18.0", ], - 'test': TESTS_REQUIRE, + "test": TESTS_REQUIRE, } EXTRAS_REQUIRE['all'] = sorted(set(sum(EXTRAS_REQUIRE.values(), []))) CLASSIFIERS = [ - 'Development Status :: 5 - Production/Stable', - 'License :: OSI Approved :: MIT License', - 'Operating System :: OS Independent', - 'Intended Audience :: Science/Research', - 'Programming Language :: Python', - 'Programming Language :: Python :: 3', - 'Programming Language :: Python :: 3.7', - 'Programming Language :: Python :: 3.8', - 'Programming Language :: Python :: 3.9', - 'Programming Language :: Python :: 3.10', - 'Topic :: Scientific/Engineering', + "Development Status :: 5 - Production/Stable", + "License :: OSI Approved :: MIT License", + "Operating System :: OS Independent", + "Intended Audience :: Science/Research", + "Programming Language :: Python", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Topic :: Scientific/Engineering", ] KEYWORDS = [ diff --git a/versioneer.py b/versioneer.py index 64fea1c89..1e3753e63 100644 --- a/versioneer.py +++ b/versioneer.py @@ -1,5 +1,5 @@ -# Version: 0.18 +# Version: 0.29 """The Versioneer - like a rocketeer, but for versions. @@ -7,18 +7,14 @@ ============== * like a rocketeer, but for versions! -* https://github.com/warner/python-versioneer +* https://github.com/python-versioneer/python-versioneer * Brian Warner -* License: Public Domain -* Compatible With: python2.6, 2.7, 3.2, 3.3, 3.4, 3.5, 3.6, and pypy -* [![Latest Version] -(https://pypip.in/version/versioneer/badge.svg?style=flat) -](https://pypi.python.org/pypi/versioneer/) -* [![Build Status] -(https://travis-ci.org/warner/python-versioneer.png?branch=master) -](https://travis-ci.org/warner/python-versioneer) - -This is a tool for managing a recorded version number in distutils-based +* License: Public Domain (Unlicense) +* Compatible with: Python 3.7, 3.8, 3.9, 3.10, 3.11 and pypy3 +* [![Latest Version][pypi-image]][pypi-url] +* [![Build Status][travis-image]][travis-url] + +This is a tool for managing a recorded version number in setuptools-based python projects. The goal is to remove the tedious and error-prone "update the embedded version string" step from your release process. Making a new release should be as easy as recording a new tag in your version-control @@ -27,9 +23,38 @@ ## Quick Install -* `pip install versioneer` to somewhere to your $PATH -* add a `[versioneer]` section to your setup.cfg (see below) -* run `versioneer install` in your source tree, commit the results +Versioneer provides two installation modes. The "classic" vendored mode installs +a copy of versioneer into your repository. The experimental build-time dependency mode +is intended to allow you to skip this step and simplify the process of upgrading. + +### Vendored mode + +* `pip install versioneer` to somewhere in your $PATH + * A [conda-forge recipe](https://github.com/conda-forge/versioneer-feedstock) is + available, so you can also use `conda install -c conda-forge versioneer` +* add a `[tool.versioneer]` section to your `pyproject.toml` or a + `[versioneer]` section to your `setup.cfg` (see [Install](INSTALL.md)) + * Note that you will need to add `tomli; python_version < "3.11"` to your + build-time dependencies if you use `pyproject.toml` +* run `versioneer install --vendor` in your source tree, commit the results +* verify version information with `python setup.py version` + +### Build-time dependency mode + +* `pip install versioneer` to somewhere in your $PATH + * A [conda-forge recipe](https://github.com/conda-forge/versioneer-feedstock) is + available, so you can also use `conda install -c conda-forge versioneer` +* add a `[tool.versioneer]` section to your `pyproject.toml` or a + `[versioneer]` section to your `setup.cfg` (see [Install](INSTALL.md)) +* add `versioneer` (with `[toml]` extra, if configuring in `pyproject.toml`) + to the `requires` key of the `build-system` table in `pyproject.toml`: + ```toml + [build-system] + requires = ["setuptools", "versioneer[toml]"] + build-backend = "setuptools.build_meta" + ``` +* run `versioneer install --no-vendor` in your source tree, commit the results +* verify version information with `python setup.py version` ## Version Identifiers @@ -61,7 +86,7 @@ for example `git describe --tags --dirty --always` reports things like "0.7-1-g574ab98-dirty" to indicate that the checkout is one revision past the 0.7 tag, has a unique revision id of "574ab98", and is "dirty" (it has -uncommitted changes. +uncommitted changes). The version identifier is used for multiple purposes: @@ -166,7 +191,7 @@ Some situations are known to cause problems for Versioneer. This details the most significant ones. More can be found on Github -[issues page](https://github.com/warner/python-versioneer/issues). +[issues page](https://github.com/python-versioneer/python-versioneer/issues). ### Subprojects @@ -180,7 +205,7 @@ `setup.cfg`, and `tox.ini`. Projects like these produce multiple PyPI distributions (and upload multiple independently-installable tarballs). * Source trees whose main purpose is to contain a C library, but which also - provide bindings to Python (and perhaps other langauges) in subdirectories. + provide bindings to Python (and perhaps other languages) in subdirectories. Versioneer will look for `.git` in parent directories, and most operations should get the right version string. However `pip` and `setuptools` have bugs @@ -194,9 +219,9 @@ Pip-8.1.1 is known to have this problem, but hopefully it will get fixed in some later version. -[Bug #38](https://github.com/warner/python-versioneer/issues/38) is tracking +[Bug #38](https://github.com/python-versioneer/python-versioneer/issues/38) is tracking this issue. The discussion in -[PR #61](https://github.com/warner/python-versioneer/pull/61) describes the +[PR #61](https://github.com/python-versioneer/python-versioneer/pull/61) describes the issue from the Versioneer side in more detail. [pip PR#3176](https://github.com/pypa/pip/pull/3176) and [pip PR#3615](https://github.com/pypa/pip/pull/3615) contain work to improve @@ -224,31 +249,20 @@ cause egg_info to be rebuilt (including `sdist`, `wheel`, and installing into a different virtualenv), so this can be surprising. -[Bug #83](https://github.com/warner/python-versioneer/issues/83) describes +[Bug #83](https://github.com/python-versioneer/python-versioneer/issues/83) describes this one, but upgrading to a newer version of setuptools should probably resolve it. -### Unicode version strings - -While Versioneer works (and is continually tested) with both Python 2 and -Python 3, it is not entirely consistent with bytes-vs-unicode distinctions. -Newer releases probably generate unicode version strings on py2. It's not -clear that this is wrong, but it may be surprising for applications when then -write these strings to a network connection or include them in bytes-oriented -APIs like cryptographic checksums. - -[Bug #71](https://github.com/warner/python-versioneer/issues/71) investigates -this question. - ## Updating Versioneer To upgrade your project to a new release of Versioneer, do the following: * install the new Versioneer (`pip install -U versioneer` or equivalent) -* edit `setup.cfg`, if necessary, to include any new configuration settings - indicated by the release notes. See [UPGRADING](./UPGRADING.md) for details. -* re-run `versioneer install` in your source tree, to replace +* edit `setup.cfg` and `pyproject.toml`, if necessary, + to include any new configuration settings indicated by the release notes. + See [UPGRADING](./UPGRADING.md) for details. +* re-run `versioneer install --[no-]vendor` in your source tree, to replace `SRC/_version.py` * commit any changed files @@ -265,35 +279,70 @@ direction and include code from all supported VCS systems, reducing the number of intermediate scripts. +## Similar projects + +* [setuptools_scm](https://github.com/pypa/setuptools_scm/) - a non-vendored build-time + dependency +* [minver](https://github.com/jbweston/miniver) - a lightweight reimplementation of + versioneer +* [versioningit](https://github.com/jwodder/versioningit) - a PEP 518-based setuptools + plugin ## License To make Versioneer easier to embed, all its code is dedicated to the public domain. The `_version.py` that it creates is also in the public domain. -Specifically, both are released under the Creative Commons "Public Domain -Dedication" license (CC0-1.0), as described in -https://creativecommons.org/publicdomain/zero/1.0/ . +Specifically, both are released under the "Unlicense", as described in +https://unlicense.org/. + +[pypi-image]: https://img.shields.io/pypi/v/versioneer.svg +[pypi-url]: https://pypi.python.org/pypi/versioneer/ +[travis-image]: +https://img.shields.io/travis/com/python-versioneer/python-versioneer.svg +[travis-url]: https://travis-ci.com/github/python-versioneer/python-versioneer """ +# pylint:disable=invalid-name,import-outside-toplevel,missing-function-docstring +# pylint:disable=missing-class-docstring,too-many-branches,too-many-statements +# pylint:disable=raise-missing-from,too-many-lines,too-many-locals,import-error +# pylint:disable=too-few-public-methods,redefined-outer-name,consider-using-with +# pylint:disable=attribute-defined-outside-init,too-many-arguments -from __future__ import print_function -try: - import configparser -except ImportError: - import ConfigParser as configparser +import configparser import errno import json import os import re import subprocess import sys +from pathlib import Path +from typing import Any, Callable, cast, Dict, List, Optional, Tuple, Union +from typing import NoReturn +import functools + +have_tomllib = True +if sys.version_info >= (3, 11): + import tomllib +else: + try: + import tomli as tomllib + except ImportError: + have_tomllib = False class VersioneerConfig: """Container for Versioneer configuration parameters.""" + VCS: str + style: str + tag_prefix: str + versionfile_source: str + versionfile_build: Optional[str] + parentdir_prefix: Optional[str] + verbose: Optional[bool] + -def get_root(): +def get_root() -> str: """Get the project root directory. We require that all commands are run from the project root, i.e. the @@ -301,13 +350,23 @@ def get_root(): """ root = os.path.realpath(os.path.abspath(os.getcwd())) setup_py = os.path.join(root, "setup.py") + pyproject_toml = os.path.join(root, "pyproject.toml") versioneer_py = os.path.join(root, "versioneer.py") - if not (os.path.exists(setup_py) or os.path.exists(versioneer_py)): + if not ( + os.path.exists(setup_py) + or os.path.exists(pyproject_toml) + or os.path.exists(versioneer_py) + ): # allow 'python path/to/setup.py COMMAND' root = os.path.dirname(os.path.realpath(os.path.abspath(sys.argv[0]))) setup_py = os.path.join(root, "setup.py") + pyproject_toml = os.path.join(root, "pyproject.toml") versioneer_py = os.path.join(root, "versioneer.py") - if not (os.path.exists(setup_py) or os.path.exists(versioneer_py)): + if not ( + os.path.exists(setup_py) + or os.path.exists(pyproject_toml) + or os.path.exists(versioneer_py) + ): err = ("Versioneer was unable to run the project root directory. " "Versioneer requires setup.py to be executed from " "its immediate directory (like 'python setup.py COMMAND'), " @@ -321,43 +380,62 @@ def get_root(): # module-import table will cache the first one. So we can't use # os.path.dirname(__file__), as that will find whichever # versioneer.py was first imported, even in later projects. - me = os.path.realpath(os.path.abspath(__file__)) - me_dir = os.path.normcase(os.path.splitext(me)[0]) + my_path = os.path.realpath(os.path.abspath(__file__)) + me_dir = os.path.normcase(os.path.splitext(my_path)[0]) vsr_dir = os.path.normcase(os.path.splitext(versioneer_py)[0]) - if me_dir != vsr_dir: + if me_dir != vsr_dir and "VERSIONEER_PEP518" not in globals(): print("Warning: build in %s is using versioneer.py from %s" - % (os.path.dirname(me), versioneer_py)) + % (os.path.dirname(my_path), versioneer_py)) except NameError: pass return root -def get_config_from_root(root): +def get_config_from_root(root: str) -> VersioneerConfig: """Read the project setup.cfg file to determine Versioneer config.""" - # This might raise EnvironmentError (if setup.cfg is missing), or + # This might raise OSError (if setup.cfg is missing), or # configparser.NoSectionError (if it lacks a [versioneer] section), or # configparser.NoOptionError (if it lacks "VCS="). See the docstring at # the top of versioneer.py for instructions on writing your setup.cfg . - setup_cfg = os.path.join(root, "setup.cfg") - parser = configparser.SafeConfigParser() - with open(setup_cfg, "r") as f: - parser.readfp(f) - VCS = parser.get("versioneer", "VCS") # mandatory - - def get(parser, name): - if parser.has_option("versioneer", name): - return parser.get("versioneer", name) - return None + root_pth = Path(root) + pyproject_toml = root_pth / "pyproject.toml" + setup_cfg = root_pth / "setup.cfg" + section: Union[Dict[str, Any], configparser.SectionProxy, None] = None + if pyproject_toml.exists() and have_tomllib: + try: + with open(pyproject_toml, 'rb') as fobj: + pp = tomllib.load(fobj) + section = pp['tool']['versioneer'] + except (tomllib.TOMLDecodeError, KeyError) as e: + print(f"Failed to load config from {pyproject_toml}: {e}") + print("Try to load it from setup.cfg") + if not section: + parser = configparser.ConfigParser() + with open(setup_cfg) as cfg_file: + parser.read_file(cfg_file) + parser.get("versioneer", "VCS") # raise error if missing + + section = parser["versioneer"] + + # `cast`` really shouldn't be used, but its simplest for the + # common VersioneerConfig users at the moment. We verify against + # `None` values elsewhere where it matters + cfg = VersioneerConfig() - cfg.VCS = VCS - cfg.style = get(parser, "style") or "" - cfg.versionfile_source = get(parser, "versionfile_source") - cfg.versionfile_build = get(parser, "versionfile_build") - cfg.tag_prefix = get(parser, "tag_prefix") - if cfg.tag_prefix in ("''", '""'): + cfg.VCS = section['VCS'] + cfg.style = section.get("style", "") + cfg.versionfile_source = cast(str, section.get("versionfile_source")) + cfg.versionfile_build = section.get("versionfile_build") + cfg.tag_prefix = cast(str, section.get("tag_prefix")) + if cfg.tag_prefix in ("''", '""', None): cfg.tag_prefix = "" - cfg.parentdir_prefix = get(parser, "parentdir_prefix") - cfg.verbose = get(parser, "verbose") + cfg.parentdir_prefix = section.get("parentdir_prefix") + if isinstance(section, configparser.SectionProxy): + # Make sure configparser translates to bool + cfg.verbose = section.getboolean("verbose") + else: + cfg.verbose = section.get("verbose") + return cfg @@ -366,37 +444,48 @@ class NotThisMethod(Exception): # these dictionaries contain VCS-specific tools -LONG_VERSION_PY = {} -HANDLERS = {} +LONG_VERSION_PY: Dict[str, str] = {} +HANDLERS: Dict[str, Dict[str, Callable]] = {} -def register_vcs_handler(vcs, method): # decorator - """Decorator to mark a method as the handler for a particular VCS.""" - def decorate(f): +def register_vcs_handler(vcs: str, method: str) -> Callable: # decorator + """Create decorator to mark a method as the handler of a VCS.""" + def decorate(f: Callable) -> Callable: """Store f in HANDLERS[vcs][method].""" - if vcs not in HANDLERS: - HANDLERS[vcs] = {} - HANDLERS[vcs][method] = f + HANDLERS.setdefault(vcs, {})[method] = f return f return decorate -def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False, - env=None): +def run_command( + commands: List[str], + args: List[str], + cwd: Optional[str] = None, + verbose: bool = False, + hide_stderr: bool = False, + env: Optional[Dict[str, str]] = None, +) -> Tuple[Optional[str], Optional[int]]: """Call the given command(s).""" assert isinstance(commands, list) - p = None - for c in commands: + process = None + + popen_kwargs: Dict[str, Any] = {} + if sys.platform == "win32": + # This hides the console window if pythonw.exe is used + startupinfo = subprocess.STARTUPINFO() + startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW + popen_kwargs["startupinfo"] = startupinfo + + for command in commands: try: - dispcmd = str([c] + args) + dispcmd = str([command] + args) # remember shell=False, so use git.cmd on windows, not just git - p = subprocess.Popen([c] + args, cwd=cwd, env=env, - stdout=subprocess.PIPE, - stderr=(subprocess.PIPE if hide_stderr - else None)) + process = subprocess.Popen([command] + args, cwd=cwd, env=env, + stdout=subprocess.PIPE, + stderr=(subprocess.PIPE if hide_stderr + else None), **popen_kwargs) break - except EnvironmentError: - e = sys.exc_info()[1] + except OSError as e: if e.errno == errno.ENOENT: continue if verbose: @@ -407,26 +496,25 @@ def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False, if verbose: print("unable to find command, tried %s" % (commands,)) return None, None - stdout = p.communicate()[0].strip() - if sys.version_info[0] >= 3: - stdout = stdout.decode() - if p.returncode != 0: + stdout = process.communicate()[0].strip().decode() + if process.returncode != 0: if verbose: print("unable to run %s (error)" % dispcmd) print("stdout was %s" % stdout) - return None, p.returncode - return stdout, p.returncode + return None, process.returncode + return stdout, process.returncode -LONG_VERSION_PY['git'] = ''' +LONG_VERSION_PY['git'] = r''' # This file helps to compute a version number in source trees obtained from # git-archive tarball (such as those provided by githubs download-from-tag # feature). Distribution tarballs (built by setup.py sdist) and build # directories (produced by setup.py build) will contain a much shorter file # that just contains the computed version number. -# This file is released into the public domain. Generated by -# versioneer-0.18 (https://github.com/warner/python-versioneer) +# This file is released into the public domain. +# Generated by versioneer-0.29 +# https://github.com/python-versioneer/python-versioneer """Git implementation of _version.py.""" @@ -435,9 +523,11 @@ def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False, import re import subprocess import sys +from typing import Any, Callable, Dict, List, Optional, Tuple +import functools -def get_keywords(): +def get_keywords() -> Dict[str, str]: """Get the keywords needed to look up the version information.""" # these strings will be replaced by git during git-archive. # setup.py/versioneer.py will grep for the variable names, so they must @@ -453,8 +543,15 @@ def get_keywords(): class VersioneerConfig: """Container for Versioneer configuration parameters.""" + VCS: str + style: str + tag_prefix: str + parentdir_prefix: str + versionfile_source: str + verbose: bool + -def get_config(): +def get_config() -> VersioneerConfig: """Create, populate and return the VersioneerConfig() object.""" # these strings are filled in when 'setup.py versioneer' creates # _version.py @@ -472,13 +569,13 @@ class NotThisMethod(Exception): """Exception raised if a method is not valid for the current scenario.""" -LONG_VERSION_PY = {} -HANDLERS = {} +LONG_VERSION_PY: Dict[str, str] = {} +HANDLERS: Dict[str, Dict[str, Callable]] = {} -def register_vcs_handler(vcs, method): # decorator - """Decorator to mark a method as the handler for a particular VCS.""" - def decorate(f): +def register_vcs_handler(vcs: str, method: str) -> Callable: # decorator + """Create decorator to mark a method as the handler of a VCS.""" + def decorate(f: Callable) -> Callable: """Store f in HANDLERS[vcs][method].""" if vcs not in HANDLERS: HANDLERS[vcs] = {} @@ -487,22 +584,35 @@ def decorate(f): return decorate -def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False, - env=None): +def run_command( + commands: List[str], + args: List[str], + cwd: Optional[str] = None, + verbose: bool = False, + hide_stderr: bool = False, + env: Optional[Dict[str, str]] = None, +) -> Tuple[Optional[str], Optional[int]]: """Call the given command(s).""" assert isinstance(commands, list) - p = None - for c in commands: + process = None + + popen_kwargs: Dict[str, Any] = {} + if sys.platform == "win32": + # This hides the console window if pythonw.exe is used + startupinfo = subprocess.STARTUPINFO() + startupinfo.dwFlags |= subprocess.STARTF_USESHOWWINDOW + popen_kwargs["startupinfo"] = startupinfo + + for command in commands: try: - dispcmd = str([c] + args) + dispcmd = str([command] + args) # remember shell=False, so use git.cmd on windows, not just git - p = subprocess.Popen([c] + args, cwd=cwd, env=env, - stdout=subprocess.PIPE, - stderr=(subprocess.PIPE if hide_stderr - else None)) + process = subprocess.Popen([command] + args, cwd=cwd, env=env, + stdout=subprocess.PIPE, + stderr=(subprocess.PIPE if hide_stderr + else None), **popen_kwargs) break - except EnvironmentError: - e = sys.exc_info()[1] + except OSError as e: if e.errno == errno.ENOENT: continue if verbose: @@ -513,18 +623,20 @@ def run_command(commands, args, cwd=None, verbose=False, hide_stderr=False, if verbose: print("unable to find command, tried %%s" %% (commands,)) return None, None - stdout = p.communicate()[0].strip() - if sys.version_info[0] >= 3: - stdout = stdout.decode() - if p.returncode != 0: + stdout = process.communicate()[0].strip().decode() + if process.returncode != 0: if verbose: print("unable to run %%s (error)" %% dispcmd) print("stdout was %%s" %% stdout) - return None, p.returncode - return stdout, p.returncode + return None, process.returncode + return stdout, process.returncode -def versions_from_parentdir(parentdir_prefix, root, verbose): +def versions_from_parentdir( + parentdir_prefix: str, + root: str, + verbose: bool, +) -> Dict[str, Any]: """Try to determine the version from the parent directory name. Source tarballs conventionally unpack into a directory that includes both @@ -533,15 +645,14 @@ def versions_from_parentdir(parentdir_prefix, root, verbose): """ rootdirs = [] - for i in range(3): + for _ in range(3): dirname = os.path.basename(root) if dirname.startswith(parentdir_prefix): return {"version": dirname[len(parentdir_prefix):], "full-revisionid": None, "dirty": False, "error": None, "date": None} - else: - rootdirs.append(root) - root = os.path.dirname(root) # up a level + rootdirs.append(root) + root = os.path.dirname(root) # up a level if verbose: print("Tried directories %%s but none started with prefix %%s" %% @@ -550,41 +661,48 @@ def versions_from_parentdir(parentdir_prefix, root, verbose): @register_vcs_handler("git", "get_keywords") -def git_get_keywords(versionfile_abs): +def git_get_keywords(versionfile_abs: str) -> Dict[str, str]: """Extract version information from the given file.""" # the code embedded in _version.py can just fetch the value of these # keywords. When used from setup.py, we don't want to import _version.py, # so we do it with a regexp instead. This function is not used from # _version.py. - keywords = {} + keywords: Dict[str, str] = {} try: - f = open(versionfile_abs, "r") - for line in f.readlines(): - if line.strip().startswith("git_refnames ="): - mo = re.search(r'=\s*"(.*)"', line) - if mo: - keywords["refnames"] = mo.group(1) - if line.strip().startswith("git_full ="): - mo = re.search(r'=\s*"(.*)"', line) - if mo: - keywords["full"] = mo.group(1) - if line.strip().startswith("git_date ="): - mo = re.search(r'=\s*"(.*)"', line) - if mo: - keywords["date"] = mo.group(1) - f.close() - except EnvironmentError: + with open(versionfile_abs, "r") as fobj: + for line in fobj: + if line.strip().startswith("git_refnames ="): + mo = re.search(r'=\s*"(.*)"', line) + if mo: + keywords["refnames"] = mo.group(1) + if line.strip().startswith("git_full ="): + mo = re.search(r'=\s*"(.*)"', line) + if mo: + keywords["full"] = mo.group(1) + if line.strip().startswith("git_date ="): + mo = re.search(r'=\s*"(.*)"', line) + if mo: + keywords["date"] = mo.group(1) + except OSError: pass return keywords @register_vcs_handler("git", "keywords") -def git_versions_from_keywords(keywords, tag_prefix, verbose): +def git_versions_from_keywords( + keywords: Dict[str, str], + tag_prefix: str, + verbose: bool, +) -> Dict[str, Any]: """Get version information from git keywords.""" - if not keywords: - raise NotThisMethod("no keywords at all, weird") + if "refnames" not in keywords: + raise NotThisMethod("Short version file found") date = keywords.get("date") if date is not None: + # Use only the last line. Previous lines may contain GPG signature + # information. + date = date.splitlines()[-1] + # git-2.2.0 added "%%cI", which expands to an ISO-8601 -compliant # datestamp. However we prefer "%%ci" (which expands to an "ISO-8601 # -like" string, which we must then edit to make compliant), because @@ -597,11 +715,11 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): if verbose: print("keywords are unexpanded, not using") raise NotThisMethod("unexpanded keywords, not a git-archive tarball") - refs = set([r.strip() for r in refnames.strip("()").split(",")]) + refs = {r.strip() for r in refnames.strip("()").split(",")} # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of # just "foo-1.0". If we see a "tag: " prefix, prefer those. TAG = "tag: " - tags = set([r[len(TAG):] for r in refs if r.startswith(TAG)]) + tags = {r[len(TAG):] for r in refs if r.startswith(TAG)} if not tags: # Either we're using git < 1.8.3, or there really are no tags. We use # a heuristic: assume all version tags have a digit. The old git %%d @@ -610,7 +728,7 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): # between branches and tags. By ignoring refnames without digits, we # filter out many common branch names like "release" and # "stabilization", as well as "HEAD" and "master". - tags = set([r for r in refs if re.search(r'\d', r)]) + tags = {r for r in refs if re.search(r'\d', r)} if verbose: print("discarding '%%s', no digits" %% ",".join(refs - tags)) if verbose: @@ -619,6 +737,11 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): # sorting will prefer e.g. "2.0" over "2.0rc1" if ref.startswith(tag_prefix): r = ref[len(tag_prefix):] + # Filter out refs that exactly match prefix or that don't start + # with a number once the prefix is stripped (mostly a concern + # when prefix is '') + if not re.match(r'\d', r): + continue if verbose: print("picking %%s" %% r) return {"version": r, @@ -634,7 +757,12 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): @register_vcs_handler("git", "pieces_from_vcs") -def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): +def git_pieces_from_vcs( + tag_prefix: str, + root: str, + verbose: bool, + runner: Callable = run_command +) -> Dict[str, Any]: """Get version from 'git describe' in the root of the source tree. This only gets called if the git-archive 'subst' keywords were *not* @@ -645,8 +773,15 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): if sys.platform == "win32": GITS = ["git.cmd", "git.exe"] - out, rc = run_command(GITS, ["rev-parse", "--git-dir"], cwd=root, - hide_stderr=True) + # GIT_DIR can interfere with correct operation of Versioneer. + # It may be intended to be passed to the Versioneer-versioned project, + # but that should not change where we get our version from. + env = os.environ.copy() + env.pop("GIT_DIR", None) + runner = functools.partial(runner, env=env) + + _, rc = runner(GITS, ["rev-parse", "--git-dir"], cwd=root, + hide_stderr=not verbose) if rc != 0: if verbose: print("Directory %%s not under git control" %% root) @@ -654,24 +789,57 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty] # if there isn't one, this yields HEX[-dirty] (no NUM) - describe_out, rc = run_command(GITS, ["describe", "--tags", "--dirty", - "--always", "--long", - "--match", "%%s*" %% tag_prefix], - cwd=root) + describe_out, rc = runner(GITS, [ + "describe", "--tags", "--dirty", "--always", "--long", + "--match", f"{tag_prefix}[[:digit:]]*" + ], cwd=root) # --long was added in git-1.5.5 if describe_out is None: raise NotThisMethod("'git describe' failed") describe_out = describe_out.strip() - full_out, rc = run_command(GITS, ["rev-parse", "HEAD"], cwd=root) + full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root) if full_out is None: raise NotThisMethod("'git rev-parse' failed") full_out = full_out.strip() - pieces = {} + pieces: Dict[str, Any] = {} pieces["long"] = full_out pieces["short"] = full_out[:7] # maybe improved later pieces["error"] = None + branch_name, rc = runner(GITS, ["rev-parse", "--abbrev-ref", "HEAD"], + cwd=root) + # --abbrev-ref was added in git-1.6.3 + if rc != 0 or branch_name is None: + raise NotThisMethod("'git rev-parse --abbrev-ref' returned error") + branch_name = branch_name.strip() + + if branch_name == "HEAD": + # If we aren't exactly on a branch, pick a branch which represents + # the current commit. If all else fails, we are on a branchless + # commit. + branches, rc = runner(GITS, ["branch", "--contains"], cwd=root) + # --contains was added in git-1.5.4 + if rc != 0 or branches is None: + raise NotThisMethod("'git branch --contains' returned error") + branches = branches.split("\n") + + # Remove the first line if we're running detached + if "(" in branches[0]: + branches.pop(0) + + # Strip off the leading "* " from the list of branches. + branches = [branch[2:] for branch in branches] + if "master" in branches: + branch_name = "master" + elif not branches: + branch_name = None + else: + # Pick the first branch that is returned. Good or bad. + branch_name = branches[0] + + pieces["branch"] = branch_name + # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty] # TAG might have hyphens. git_describe = describe_out @@ -688,7 +856,7 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): # TAG-NUM-gHEX mo = re.search(r'^(.+)-(\d+)-g([0-9a-f]+)$', git_describe) if not mo: - # unparseable. Maybe git-describe is misbehaving? + # unparsable. Maybe git-describe is misbehaving? pieces["error"] = ("unable to parse git-describe output: '%%s'" %% describe_out) return pieces @@ -713,26 +881,27 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): else: # HEX: no tags pieces["closest-tag"] = None - count_out, rc = run_command(GITS, ["rev-list", "HEAD", "--count"], - cwd=root) - pieces["distance"] = int(count_out) # total number of commits + out, rc = runner(GITS, ["rev-list", "HEAD", "--left-right"], cwd=root) + pieces["distance"] = len(out.split()) # total number of commits # commit date: see ISO-8601 comment in git_versions_from_keywords() - date = run_command(GITS, ["show", "-s", "--format=%%ci", "HEAD"], - cwd=root)[0].strip() + date = runner(GITS, ["show", "-s", "--format=%%ci", "HEAD"], cwd=root)[0].strip() + # Use only the last line. Previous lines may contain GPG signature + # information. + date = date.splitlines()[-1] pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1) return pieces -def plus_or_dot(pieces): +def plus_or_dot(pieces: Dict[str, Any]) -> str: """Return a + if we don't already have one, else return a .""" if "+" in pieces.get("closest-tag", ""): return "." return "+" -def render_pep440(pieces): +def render_pep440(pieces: Dict[str, Any]) -> str: """Build up version string, with post-release "local version identifier". Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you @@ -757,23 +926,71 @@ def render_pep440(pieces): return rendered -def render_pep440_pre(pieces): - """TAG[.post.devDISTANCE] -- No -dirty. +def render_pep440_branch(pieces: Dict[str, Any]) -> str: + """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] . + + The ".dev0" means not master branch. Note that .dev0 sorts backwards + (a feature branch will appear "older" than the master branch). Exceptions: - 1: no tags. 0.post.devDISTANCE + 1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] + if pieces["distance"] or pieces["dirty"]: + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += plus_or_dot(pieces) + rendered += "%%d.g%%s" %% (pieces["distance"], pieces["short"]) + if pieces["dirty"]: + rendered += ".dirty" + else: + # exception #1 + rendered = "0" + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += "+untagged.%%d.g%%s" %% (pieces["distance"], + pieces["short"]) + if pieces["dirty"]: + rendered += ".dirty" + return rendered + + +def pep440_split_post(ver: str) -> Tuple[str, Optional[int]]: + """Split pep440 version string at the post-release segment. + + Returns the release segments before the post-release and the + post-release version number (or -1 if no post-release segment is present). + """ + vc = str.split(ver, ".post") + return vc[0], int(vc[1] or 0) if len(vc) == 2 else None + + +def render_pep440_pre(pieces: Dict[str, Any]) -> str: + """TAG[.postN.devDISTANCE] -- No -dirty. + + Exceptions: + 1: no tags. 0.post0.devDISTANCE + """ + if pieces["closest-tag"]: if pieces["distance"]: - rendered += ".post.dev%%d" %% pieces["distance"] + # update the post release segment + tag_version, post_version = pep440_split_post(pieces["closest-tag"]) + rendered = tag_version + if post_version is not None: + rendered += ".post%%d.dev%%d" %% (post_version + 1, pieces["distance"]) + else: + rendered += ".post0.dev%%d" %% (pieces["distance"]) + else: + # no commits, use the tag as the version + rendered = pieces["closest-tag"] else: # exception #1 - rendered = "0.post.dev%%d" %% pieces["distance"] + rendered = "0.post0.dev%%d" %% pieces["distance"] return rendered -def render_pep440_post(pieces): +def render_pep440_post(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]+gHEX] . The ".dev0" means dirty. Note that .dev0 sorts backwards @@ -800,12 +1017,41 @@ def render_pep440_post(pieces): return rendered -def render_pep440_old(pieces): +def render_pep440_post_branch(pieces: Dict[str, Any]) -> str: + """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] . + + The ".dev0" means not master branch. + + Exceptions: + 1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty] + """ + if pieces["closest-tag"]: + rendered = pieces["closest-tag"] + if pieces["distance"] or pieces["dirty"]: + rendered += ".post%%d" %% pieces["distance"] + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += plus_or_dot(pieces) + rendered += "g%%s" %% pieces["short"] + if pieces["dirty"]: + rendered += ".dirty" + else: + # exception #1 + rendered = "0.post%%d" %% pieces["distance"] + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += "+g%%s" %% pieces["short"] + if pieces["dirty"]: + rendered += ".dirty" + return rendered + + +def render_pep440_old(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]] . The ".dev0" means dirty. - Eexceptions: + Exceptions: 1: no tags. 0.postDISTANCE[.dev0] """ if pieces["closest-tag"]: @@ -822,7 +1068,7 @@ def render_pep440_old(pieces): return rendered -def render_git_describe(pieces): +def render_git_describe(pieces: Dict[str, Any]) -> str: """TAG[-DISTANCE-gHEX][-dirty]. Like 'git describe --tags --dirty --always'. @@ -842,7 +1088,7 @@ def render_git_describe(pieces): return rendered -def render_git_describe_long(pieces): +def render_git_describe_long(pieces: Dict[str, Any]) -> str: """TAG-DISTANCE-gHEX[-dirty]. Like 'git describe --tags --dirty --always -long'. @@ -862,7 +1108,7 @@ def render_git_describe_long(pieces): return rendered -def render(pieces, style): +def render(pieces: Dict[str, Any], style: str) -> Dict[str, Any]: """Render the given version pieces into the requested style.""" if pieces["error"]: return {"version": "unknown", @@ -876,10 +1122,14 @@ def render(pieces, style): if style == "pep440": rendered = render_pep440(pieces) + elif style == "pep440-branch": + rendered = render_pep440_branch(pieces) elif style == "pep440-pre": rendered = render_pep440_pre(pieces) elif style == "pep440-post": rendered = render_pep440_post(pieces) + elif style == "pep440-post-branch": + rendered = render_pep440_post_branch(pieces) elif style == "pep440-old": rendered = render_pep440_old(pieces) elif style == "git-describe": @@ -894,7 +1144,7 @@ def render(pieces, style): "date": pieces.get("date")} -def get_versions(): +def get_versions() -> Dict[str, Any]: """Get version information or return default if unable to do so.""" # I am in _version.py, which lives at ROOT/VERSIONFILE_SOURCE. If we have # __file__, we can work backwards from there to the root. Some @@ -915,7 +1165,7 @@ def get_versions(): # versionfile_source is the relative path from the top of the source # tree (where the .git directory might live) to this file. Invert # this to find the root from __file__. - for i in cfg.versionfile_source.split('/'): + for _ in cfg.versionfile_source.split('/'): root = os.path.dirname(root) except NameError: return {"version": "0+unknown", "full-revisionid": None, @@ -942,41 +1192,48 @@ def get_versions(): @register_vcs_handler("git", "get_keywords") -def git_get_keywords(versionfile_abs): +def git_get_keywords(versionfile_abs: str) -> Dict[str, str]: """Extract version information from the given file.""" # the code embedded in _version.py can just fetch the value of these # keywords. When used from setup.py, we don't want to import _version.py, # so we do it with a regexp instead. This function is not used from # _version.py. - keywords = {} + keywords: Dict[str, str] = {} try: - f = open(versionfile_abs, "r") - for line in f.readlines(): - if line.strip().startswith("git_refnames ="): - mo = re.search(r'=\s*"(.*)"', line) - if mo: - keywords["refnames"] = mo.group(1) - if line.strip().startswith("git_full ="): - mo = re.search(r'=\s*"(.*)"', line) - if mo: - keywords["full"] = mo.group(1) - if line.strip().startswith("git_date ="): - mo = re.search(r'=\s*"(.*)"', line) - if mo: - keywords["date"] = mo.group(1) - f.close() - except EnvironmentError: + with open(versionfile_abs, "r") as fobj: + for line in fobj: + if line.strip().startswith("git_refnames ="): + mo = re.search(r'=\s*"(.*)"', line) + if mo: + keywords["refnames"] = mo.group(1) + if line.strip().startswith("git_full ="): + mo = re.search(r'=\s*"(.*)"', line) + if mo: + keywords["full"] = mo.group(1) + if line.strip().startswith("git_date ="): + mo = re.search(r'=\s*"(.*)"', line) + if mo: + keywords["date"] = mo.group(1) + except OSError: pass return keywords @register_vcs_handler("git", "keywords") -def git_versions_from_keywords(keywords, tag_prefix, verbose): +def git_versions_from_keywords( + keywords: Dict[str, str], + tag_prefix: str, + verbose: bool, +) -> Dict[str, Any]: """Get version information from git keywords.""" - if not keywords: - raise NotThisMethod("no keywords at all, weird") + if "refnames" not in keywords: + raise NotThisMethod("Short version file found") date = keywords.get("date") if date is not None: + # Use only the last line. Previous lines may contain GPG signature + # information. + date = date.splitlines()[-1] + # git-2.2.0 added "%cI", which expands to an ISO-8601 -compliant # datestamp. However we prefer "%ci" (which expands to an "ISO-8601 # -like" string, which we must then edit to make compliant), because @@ -989,11 +1246,11 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): if verbose: print("keywords are unexpanded, not using") raise NotThisMethod("unexpanded keywords, not a git-archive tarball") - refs = set([r.strip() for r in refnames.strip("()").split(",")]) + refs = {r.strip() for r in refnames.strip("()").split(",")} # starting in git-1.8.3, tags are listed as "tag: foo-1.0" instead of # just "foo-1.0". If we see a "tag: " prefix, prefer those. TAG = "tag: " - tags = set([r[len(TAG):] for r in refs if r.startswith(TAG)]) + tags = {r[len(TAG):] for r in refs if r.startswith(TAG)} if not tags: # Either we're using git < 1.8.3, or there really are no tags. We use # a heuristic: assume all version tags have a digit. The old git %d @@ -1002,7 +1259,7 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): # between branches and tags. By ignoring refnames without digits, we # filter out many common branch names like "release" and # "stabilization", as well as "HEAD" and "master". - tags = set([r for r in refs if re.search(r'\d', r)]) + tags = {r for r in refs if re.search(r'\d', r)} if verbose: print("discarding '%s', no digits" % ",".join(refs - tags)) if verbose: @@ -1011,6 +1268,11 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): # sorting will prefer e.g. "2.0" over "2.0rc1" if ref.startswith(tag_prefix): r = ref[len(tag_prefix):] + # Filter out refs that exactly match prefix or that don't start + # with a number once the prefix is stripped (mostly a concern + # when prefix is '') + if not re.match(r'\d', r): + continue if verbose: print("picking %s" % r) return {"version": r, @@ -1026,7 +1288,12 @@ def git_versions_from_keywords(keywords, tag_prefix, verbose): @register_vcs_handler("git", "pieces_from_vcs") -def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): +def git_pieces_from_vcs( + tag_prefix: str, + root: str, + verbose: bool, + runner: Callable = run_command +) -> Dict[str, Any]: """Get version from 'git describe' in the root of the source tree. This only gets called if the git-archive 'subst' keywords were *not* @@ -1037,8 +1304,15 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): if sys.platform == "win32": GITS = ["git.cmd", "git.exe"] - out, rc = run_command(GITS, ["rev-parse", "--git-dir"], cwd=root, - hide_stderr=True) + # GIT_DIR can interfere with correct operation of Versioneer. + # It may be intended to be passed to the Versioneer-versioned project, + # but that should not change where we get our version from. + env = os.environ.copy() + env.pop("GIT_DIR", None) + runner = functools.partial(runner, env=env) + + _, rc = runner(GITS, ["rev-parse", "--git-dir"], cwd=root, + hide_stderr=not verbose) if rc != 0: if verbose: print("Directory %s not under git control" % root) @@ -1046,24 +1320,57 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): # if there is a tag matching tag_prefix, this yields TAG-NUM-gHEX[-dirty] # if there isn't one, this yields HEX[-dirty] (no NUM) - describe_out, rc = run_command(GITS, ["describe", "--tags", "--dirty", - "--always", "--long", - "--match", "%s*" % tag_prefix], - cwd=root) + describe_out, rc = runner(GITS, [ + "describe", "--tags", "--dirty", "--always", "--long", + "--match", f"{tag_prefix}[[:digit:]]*" + ], cwd=root) # --long was added in git-1.5.5 if describe_out is None: raise NotThisMethod("'git describe' failed") describe_out = describe_out.strip() - full_out, rc = run_command(GITS, ["rev-parse", "HEAD"], cwd=root) + full_out, rc = runner(GITS, ["rev-parse", "HEAD"], cwd=root) if full_out is None: raise NotThisMethod("'git rev-parse' failed") full_out = full_out.strip() - pieces = {} + pieces: Dict[str, Any] = {} pieces["long"] = full_out pieces["short"] = full_out[:7] # maybe improved later pieces["error"] = None + branch_name, rc = runner(GITS, ["rev-parse", "--abbrev-ref", "HEAD"], + cwd=root) + # --abbrev-ref was added in git-1.6.3 + if rc != 0 or branch_name is None: + raise NotThisMethod("'git rev-parse --abbrev-ref' returned error") + branch_name = branch_name.strip() + + if branch_name == "HEAD": + # If we aren't exactly on a branch, pick a branch which represents + # the current commit. If all else fails, we are on a branchless + # commit. + branches, rc = runner(GITS, ["branch", "--contains"], cwd=root) + # --contains was added in git-1.5.4 + if rc != 0 or branches is None: + raise NotThisMethod("'git branch --contains' returned error") + branches = branches.split("\n") + + # Remove the first line if we're running detached + if "(" in branches[0]: + branches.pop(0) + + # Strip off the leading "* " from the list of branches. + branches = [branch[2:] for branch in branches] + if "master" in branches: + branch_name = "master" + elif not branches: + branch_name = None + else: + # Pick the first branch that is returned. Good or bad. + branch_name = branches[0] + + pieces["branch"] = branch_name + # parse describe_out. It will be like TAG-NUM-gHEX[-dirty] or HEX[-dirty] # TAG might have hyphens. git_describe = describe_out @@ -1080,7 +1387,7 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): # TAG-NUM-gHEX mo = re.search(r'^(.+)-(\d+)-g([0-9a-f]+)$', git_describe) if not mo: - # unparseable. Maybe git-describe is misbehaving? + # unparsable. Maybe git-describe is misbehaving? pieces["error"] = ("unable to parse git-describe output: '%s'" % describe_out) return pieces @@ -1105,19 +1412,20 @@ def git_pieces_from_vcs(tag_prefix, root, verbose, run_command=run_command): else: # HEX: no tags pieces["closest-tag"] = None - count_out, rc = run_command(GITS, ["rev-list", "HEAD", "--count"], - cwd=root) - pieces["distance"] = int(count_out) # total number of commits + out, rc = runner(GITS, ["rev-list", "HEAD", "--left-right"], cwd=root) + pieces["distance"] = len(out.split()) # total number of commits # commit date: see ISO-8601 comment in git_versions_from_keywords() - date = run_command(GITS, ["show", "-s", "--format=%ci", "HEAD"], - cwd=root)[0].strip() + date = runner(GITS, ["show", "-s", "--format=%ci", "HEAD"], cwd=root)[0].strip() + # Use only the last line. Previous lines may contain GPG signature + # information. + date = date.splitlines()[-1] pieces["date"] = date.strip().replace(" ", "T", 1).replace(" ", "", 1) return pieces -def do_vcs_install(manifest_in, versionfile_source, ipy): +def do_vcs_install(versionfile_source: str, ipy: Optional[str]) -> None: """Git-specific installation logic for Versioneer. For Git, this means creating/changing .gitattributes to mark _version.py @@ -1126,36 +1434,40 @@ def do_vcs_install(manifest_in, versionfile_source, ipy): GITS = ["git"] if sys.platform == "win32": GITS = ["git.cmd", "git.exe"] - files = [manifest_in, versionfile_source] + files = [versionfile_source] if ipy: files.append(ipy) - try: - me = __file__ - if me.endswith(".pyc") or me.endswith(".pyo"): - me = os.path.splitext(me)[0] + ".py" - versioneer_file = os.path.relpath(me) - except NameError: - versioneer_file = "versioneer.py" - files.append(versioneer_file) + if "VERSIONEER_PEP518" not in globals(): + try: + my_path = __file__ + if my_path.endswith((".pyc", ".pyo")): + my_path = os.path.splitext(my_path)[0] + ".py" + versioneer_file = os.path.relpath(my_path) + except NameError: + versioneer_file = "versioneer.py" + files.append(versioneer_file) present = False try: - f = open(".gitattributes", "r") - for line in f.readlines(): - if line.strip().startswith(versionfile_source): - if "export-subst" in line.strip().split()[1:]: - present = True - f.close() - except EnvironmentError: + with open(".gitattributes", "r") as fobj: + for line in fobj: + if line.strip().startswith(versionfile_source): + if "export-subst" in line.strip().split()[1:]: + present = True + break + except OSError: pass if not present: - f = open(".gitattributes", "a+") - f.write("%s export-subst\n" % versionfile_source) - f.close() + with open(".gitattributes", "a+") as fobj: + fobj.write(f"{versionfile_source} export-subst\n") files.append(".gitattributes") run_command(GITS, ["add", "--"] + files) -def versions_from_parentdir(parentdir_prefix, root, verbose): +def versions_from_parentdir( + parentdir_prefix: str, + root: str, + verbose: bool, +) -> Dict[str, Any]: """Try to determine the version from the parent directory name. Source tarballs conventionally unpack into a directory that includes both @@ -1164,15 +1476,14 @@ def versions_from_parentdir(parentdir_prefix, root, verbose): """ rootdirs = [] - for i in range(3): + for _ in range(3): dirname = os.path.basename(root) if dirname.startswith(parentdir_prefix): return {"version": dirname[len(parentdir_prefix):], "full-revisionid": None, "dirty": False, "error": None, "date": None} - else: - rootdirs.append(root) - root = os.path.dirname(root) # up a level + rootdirs.append(root) + root = os.path.dirname(root) # up a level if verbose: print("Tried directories %s but none started with prefix %s" % @@ -1181,7 +1492,7 @@ def versions_from_parentdir(parentdir_prefix, root, verbose): SHORT_VERSION_PY = """ -# This file was generated by 'versioneer.py' (0.18) from +# This file was generated by 'versioneer.py' (0.29) from # revision-control system data, or from the parent directory name of an # unpacked source archive. Distribution tarballs contain a pre-generated copy # of this file. @@ -1198,12 +1509,12 @@ def get_versions(): """ -def versions_from_file(filename): +def versions_from_file(filename: str) -> Dict[str, Any]: """Try to determine the version from _version.py if present.""" try: with open(filename) as f: contents = f.read() - except EnvironmentError: + except OSError: raise NotThisMethod("unable to read _version.py") mo = re.search(r"version_json = '''\n(.*)''' # END VERSION_JSON", contents, re.M | re.S) @@ -1215,9 +1526,8 @@ def versions_from_file(filename): return json.loads(mo.group(1)) -def write_to_version_file(filename, versions): +def write_to_version_file(filename: str, versions: Dict[str, Any]) -> None: """Write the given version number to the given _version.py file.""" - os.unlink(filename) contents = json.dumps(versions, sort_keys=True, indent=1, separators=(",", ": ")) with open(filename, "w") as f: @@ -1226,14 +1536,14 @@ def write_to_version_file(filename, versions): print("set %s to '%s'" % (filename, versions["version"])) -def plus_or_dot(pieces): +def plus_or_dot(pieces: Dict[str, Any]) -> str: """Return a + if we don't already have one, else return a .""" if "+" in pieces.get("closest-tag", ""): return "." return "+" -def render_pep440(pieces): +def render_pep440(pieces: Dict[str, Any]) -> str: """Build up version string, with post-release "local version identifier". Our goal: TAG[+DISTANCE.gHEX[.dirty]] . Note that if you @@ -1258,23 +1568,71 @@ def render_pep440(pieces): return rendered -def render_pep440_pre(pieces): - """TAG[.post.devDISTANCE] -- No -dirty. +def render_pep440_branch(pieces: Dict[str, Any]) -> str: + """TAG[[.dev0]+DISTANCE.gHEX[.dirty]] . + + The ".dev0" means not master branch. Note that .dev0 sorts backwards + (a feature branch will appear "older" than the master branch). Exceptions: - 1: no tags. 0.post.devDISTANCE + 1: no tags. 0[.dev0]+untagged.DISTANCE.gHEX[.dirty] """ if pieces["closest-tag"]: rendered = pieces["closest-tag"] + if pieces["distance"] or pieces["dirty"]: + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += plus_or_dot(pieces) + rendered += "%d.g%s" % (pieces["distance"], pieces["short"]) + if pieces["dirty"]: + rendered += ".dirty" + else: + # exception #1 + rendered = "0" + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += "+untagged.%d.g%s" % (pieces["distance"], + pieces["short"]) + if pieces["dirty"]: + rendered += ".dirty" + return rendered + + +def pep440_split_post(ver: str) -> Tuple[str, Optional[int]]: + """Split pep440 version string at the post-release segment. + + Returns the release segments before the post-release and the + post-release version number (or -1 if no post-release segment is present). + """ + vc = str.split(ver, ".post") + return vc[0], int(vc[1] or 0) if len(vc) == 2 else None + + +def render_pep440_pre(pieces: Dict[str, Any]) -> str: + """TAG[.postN.devDISTANCE] -- No -dirty. + + Exceptions: + 1: no tags. 0.post0.devDISTANCE + """ + if pieces["closest-tag"]: if pieces["distance"]: - rendered += ".post.dev%d" % pieces["distance"] + # update the post release segment + tag_version, post_version = pep440_split_post(pieces["closest-tag"]) + rendered = tag_version + if post_version is not None: + rendered += ".post%d.dev%d" % (post_version + 1, pieces["distance"]) + else: + rendered += ".post0.dev%d" % (pieces["distance"]) + else: + # no commits, use the tag as the version + rendered = pieces["closest-tag"] else: # exception #1 - rendered = "0.post.dev%d" % pieces["distance"] + rendered = "0.post0.dev%d" % pieces["distance"] return rendered -def render_pep440_post(pieces): +def render_pep440_post(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]+gHEX] . The ".dev0" means dirty. Note that .dev0 sorts backwards @@ -1301,12 +1659,41 @@ def render_pep440_post(pieces): return rendered -def render_pep440_old(pieces): +def render_pep440_post_branch(pieces: Dict[str, Any]) -> str: + """TAG[.postDISTANCE[.dev0]+gHEX[.dirty]] . + + The ".dev0" means not master branch. + + Exceptions: + 1: no tags. 0.postDISTANCE[.dev0]+gHEX[.dirty] + """ + if pieces["closest-tag"]: + rendered = pieces["closest-tag"] + if pieces["distance"] or pieces["dirty"]: + rendered += ".post%d" % pieces["distance"] + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += plus_or_dot(pieces) + rendered += "g%s" % pieces["short"] + if pieces["dirty"]: + rendered += ".dirty" + else: + # exception #1 + rendered = "0.post%d" % pieces["distance"] + if pieces["branch"] != "master": + rendered += ".dev0" + rendered += "+g%s" % pieces["short"] + if pieces["dirty"]: + rendered += ".dirty" + return rendered + + +def render_pep440_old(pieces: Dict[str, Any]) -> str: """TAG[.postDISTANCE[.dev0]] . The ".dev0" means dirty. - Eexceptions: + Exceptions: 1: no tags. 0.postDISTANCE[.dev0] """ if pieces["closest-tag"]: @@ -1323,7 +1710,7 @@ def render_pep440_old(pieces): return rendered -def render_git_describe(pieces): +def render_git_describe(pieces: Dict[str, Any]) -> str: """TAG[-DISTANCE-gHEX][-dirty]. Like 'git describe --tags --dirty --always'. @@ -1343,7 +1730,7 @@ def render_git_describe(pieces): return rendered -def render_git_describe_long(pieces): +def render_git_describe_long(pieces: Dict[str, Any]) -> str: """TAG-DISTANCE-gHEX[-dirty]. Like 'git describe --tags --dirty --always -long'. @@ -1363,7 +1750,7 @@ def render_git_describe_long(pieces): return rendered -def render(pieces, style): +def render(pieces: Dict[str, Any], style: str) -> Dict[str, Any]: """Render the given version pieces into the requested style.""" if pieces["error"]: return {"version": "unknown", @@ -1377,10 +1764,14 @@ def render(pieces, style): if style == "pep440": rendered = render_pep440(pieces) + elif style == "pep440-branch": + rendered = render_pep440_branch(pieces) elif style == "pep440-pre": rendered = render_pep440_pre(pieces) elif style == "pep440-post": rendered = render_pep440_post(pieces) + elif style == "pep440-post-branch": + rendered = render_pep440_post_branch(pieces) elif style == "pep440-old": rendered = render_pep440_old(pieces) elif style == "git-describe": @@ -1399,7 +1790,7 @@ class VersioneerBadRootError(Exception): """The project root directory is unknown or missing key files.""" -def get_versions(verbose=False): +def get_versions(verbose: bool = False) -> Dict[str, Any]: """Get the project version from whatever source is available. Returns dict with two keys: 'version' and 'full'. @@ -1414,7 +1805,7 @@ def get_versions(verbose=False): assert cfg.VCS is not None, "please set [versioneer]VCS= in setup.cfg" handlers = HANDLERS.get(cfg.VCS) assert handlers, "unrecognized VCS '%s'" % cfg.VCS - verbose = verbose or cfg.verbose + verbose = verbose or bool(cfg.verbose) # `bool()` used to avoid `None` assert cfg.versionfile_source is not None, \ "please set versioneer.versionfile_source" assert cfg.tag_prefix is not None, "please set versioneer.tag_prefix" @@ -1475,13 +1866,17 @@ def get_versions(verbose=False): "date": None} -def get_version(): +def get_version() -> str: """Get the short version string for this project.""" return get_versions()["version"] -def get_cmdclass(): - """Get the custom setuptools/distutils subclasses used by Versioneer.""" +def get_cmdclass(cmdclass: Optional[Dict[str, Any]] = None): + """Get the custom setuptools subclasses used by Versioneer. + + If the package uses a different cmdclass (e.g. one from numpy), it + should be provide as an argument. + """ if "versioneer" in sys.modules: del sys.modules["versioneer"] # this fixes the "python setup.py develop" case (also 'install' and @@ -1495,25 +1890,25 @@ def get_cmdclass(): # parent is protected against the child's "import versioneer". By # removing ourselves from sys.modules here, before the child build # happens, we protect the child from the parent's versioneer too. - # Also see https://github.com/warner/python-versioneer/issues/52 + # Also see https://github.com/python-versioneer/python-versioneer/issues/52 - cmds = {} + cmds = {} if cmdclass is None else cmdclass.copy() - # we add "version" to both distutils and setuptools - from distutils.core import Command + # we add "version" to setuptools + from setuptools import Command class cmd_version(Command): description = "report generated version string" - user_options = [] - boolean_options = [] + user_options: List[Tuple[str, str, str]] = [] + boolean_options: List[str] = [] - def initialize_options(self): + def initialize_options(self) -> None: pass - def finalize_options(self): + def finalize_options(self) -> None: pass - def run(self): + def run(self) -> None: vers = get_versions(verbose=True) print("Version: %s" % vers["version"]) print(" full-revisionid: %s" % vers.get("full-revisionid")) @@ -1523,7 +1918,7 @@ def run(self): print(" error: %s" % vers["error"]) cmds["version"] = cmd_version - # we override "build_py" in both distutils and setuptools + # we override "build_py" in setuptools # # most invocation pathways end up running build_py: # distutils/build -> build_py @@ -1538,18 +1933,25 @@ def run(self): # then does setup.py bdist_wheel, or sometimes setup.py install # setup.py egg_info -> ? + # pip install -e . and setuptool/editable_wheel will invoke build_py + # but the build_py command is not expected to copy any files. + # we override different "build_py" commands for both environments - if "setuptools" in sys.modules: - from setuptools.command.build_py import build_py as _build_py + if 'build_py' in cmds: + _build_py: Any = cmds['build_py'] else: - from distutils.command.build_py import build_py as _build_py + from setuptools.command.build_py import build_py as _build_py class cmd_build_py(_build_py): - def run(self): + def run(self) -> None: root = get_root() cfg = get_config_from_root(root) versions = get_versions() _build_py.run(self) + if getattr(self, "editable_mode", False): + # During editable installs `.py` and data files are + # not copied to build_lib + return # now locate _version.py in the new build/ directory and replace # it with an updated value if cfg.versionfile_build: @@ -1559,8 +1961,40 @@ def run(self): write_to_version_file(target_versionfile, versions) cmds["build_py"] = cmd_build_py + if 'build_ext' in cmds: + _build_ext: Any = cmds['build_ext'] + else: + from setuptools.command.build_ext import build_ext as _build_ext + + class cmd_build_ext(_build_ext): + def run(self) -> None: + root = get_root() + cfg = get_config_from_root(root) + versions = get_versions() + _build_ext.run(self) + if self.inplace: + # build_ext --inplace will only build extensions in + # build/lib<..> dir with no _version.py to write to. + # As in place builds will already have a _version.py + # in the module dir, we do not need to write one. + return + # now locate _version.py in the new build/ directory and replace + # it with an updated value + if not cfg.versionfile_build: + return + target_versionfile = os.path.join(self.build_lib, + cfg.versionfile_build) + if not os.path.exists(target_versionfile): + print(f"Warning: {target_versionfile} does not exist, skipping " + "version update. This can happen if you are running build_ext " + "without first running build_py.") + return + print("UPDATING %s" % target_versionfile) + write_to_version_file(target_versionfile, versions) + cmds["build_ext"] = cmd_build_ext + if "cx_Freeze" in sys.modules: # cx_freeze enabled? - from cx_Freeze.dist import build_exe as _build_exe + from cx_Freeze.dist import build_exe as _build_exe # type: ignore # nczeczulin reports that py2exe won't like the pep440-style string # as FILEVERSION, but it can be used for PRODUCTVERSION, e.g. # setup(console=[{ @@ -1569,7 +2003,7 @@ def run(self): # ... class cmd_build_exe(_build_exe): - def run(self): + def run(self) -> None: root = get_root() cfg = get_config_from_root(root) versions = get_versions() @@ -1593,12 +2027,12 @@ def run(self): if 'py2exe' in sys.modules: # py2exe enabled? try: - from py2exe.distutils_buildexe import py2exe as _py2exe # py3 + from py2exe.setuptools_buildexe import py2exe as _py2exe # type: ignore except ImportError: - from py2exe.build_exe import py2exe as _py2exe # py2 + from py2exe.distutils_buildexe import py2exe as _py2exe # type: ignore class cmd_py2exe(_py2exe): - def run(self): + def run(self) -> None: root = get_root() cfg = get_config_from_root(root) versions = get_versions() @@ -1619,14 +2053,51 @@ def run(self): }) cmds["py2exe"] = cmd_py2exe + # sdist farms its file list building out to egg_info + if 'egg_info' in cmds: + _egg_info: Any = cmds['egg_info'] + else: + from setuptools.command.egg_info import egg_info as _egg_info + + class cmd_egg_info(_egg_info): + def find_sources(self) -> None: + # egg_info.find_sources builds the manifest list and writes it + # in one shot + super().find_sources() + + # Modify the filelist and normalize it + root = get_root() + cfg = get_config_from_root(root) + self.filelist.append('versioneer.py') + if cfg.versionfile_source: + # There are rare cases where versionfile_source might not be + # included by default, so we must be explicit + self.filelist.append(cfg.versionfile_source) + self.filelist.sort() + self.filelist.remove_duplicates() + + # The write method is hidden in the manifest_maker instance that + # generated the filelist and was thrown away + # We will instead replicate their final normalization (to unicode, + # and POSIX-style paths) + from setuptools import unicode_utils + normalized = [unicode_utils.filesys_decode(f).replace(os.sep, '/') + for f in self.filelist.files] + + manifest_filename = os.path.join(self.egg_info, 'SOURCES.txt') + with open(manifest_filename, 'w') as fobj: + fobj.write('\n'.join(normalized)) + + cmds['egg_info'] = cmd_egg_info + # we override different "sdist" commands for both environments - if "setuptools" in sys.modules: - from setuptools.command.sdist import sdist as _sdist + if 'sdist' in cmds: + _sdist: Any = cmds['sdist'] else: - from distutils.command.sdist import sdist as _sdist + from setuptools.command.sdist import sdist as _sdist class cmd_sdist(_sdist): - def run(self): + def run(self) -> None: versions = get_versions() self._versioneer_generated_versions = versions # unless we update this, the command will keep using the old @@ -1634,7 +2105,7 @@ def run(self): self.distribution.metadata.version = versions["version"] return _sdist.run(self) - def make_release_tree(self, base_dir, files): + def make_release_tree(self, base_dir: str, files: List[str]) -> None: root = get_root() cfg = get_config_from_root(root) _sdist.make_release_tree(self, base_dir, files) @@ -1687,21 +2158,26 @@ def make_release_tree(self, base_dir, files): """ -INIT_PY_SNIPPET = """ +OLD_SNIPPET = """ from ._version import get_versions __version__ = get_versions()['version'] del get_versions """ +INIT_PY_SNIPPET = """ +from . import {0} +__version__ = {0}.get_versions()['version'] +""" -def do_setup(): - """Main VCS-independent setup function for installing Versioneer.""" + +def do_setup() -> int: + """Do main VCS-independent setup function for installing Versioneer.""" root = get_root() try: cfg = get_config_from_root(root) - except (EnvironmentError, configparser.NoSectionError, + except (OSError, configparser.NoSectionError, configparser.NoOptionError) as e: - if isinstance(e, (EnvironmentError, configparser.NoSectionError)): + if isinstance(e, (OSError, configparser.NoSectionError)): print("Adding sample versioneer config to setup.cfg", file=sys.stderr) with open(os.path.join(root, "setup.cfg"), "a") as f: @@ -1721,62 +2197,37 @@ def do_setup(): ipy = os.path.join(os.path.dirname(cfg.versionfile_source), "__init__.py") + maybe_ipy: Optional[str] = ipy if os.path.exists(ipy): try: with open(ipy, "r") as f: old = f.read() - except EnvironmentError: + except OSError: old = "" - if INIT_PY_SNIPPET not in old: + module = os.path.splitext(os.path.basename(cfg.versionfile_source))[0] + snippet = INIT_PY_SNIPPET.format(module) + if OLD_SNIPPET in old: + print(" replacing boilerplate in %s" % ipy) + with open(ipy, "w") as f: + f.write(old.replace(OLD_SNIPPET, snippet)) + elif snippet not in old: print(" appending to %s" % ipy) with open(ipy, "a") as f: - f.write(INIT_PY_SNIPPET) + f.write(snippet) else: print(" %s unmodified" % ipy) else: print(" %s doesn't exist, ok" % ipy) - ipy = None - - # Make sure both the top-level "versioneer.py" and versionfile_source - # (PKG/_version.py, used by runtime code) are in MANIFEST.in, so - # they'll be copied into source distributions. Pip won't be able to - # install the package without this. - manifest_in = os.path.join(root, "MANIFEST.in") - simple_includes = set() - try: - with open(manifest_in, "r") as f: - for line in f: - if line.startswith("include "): - for include in line.split()[1:]: - simple_includes.add(include) - except EnvironmentError: - pass - # That doesn't cover everything MANIFEST.in can do - # (http://docs.python.org/2/distutils/sourcedist.html#commands), so - # it might give some false negatives. Appending redundant 'include' - # lines is safe, though. - if "versioneer.py" not in simple_includes: - print(" appending 'versioneer.py' to MANIFEST.in") - with open(manifest_in, "a") as f: - f.write("include versioneer.py\n") - else: - print(" 'versioneer.py' already in MANIFEST.in") - if cfg.versionfile_source not in simple_includes: - print(" appending versionfile_source ('%s') to MANIFEST.in" % - cfg.versionfile_source) - with open(manifest_in, "a") as f: - f.write("include %s\n" % cfg.versionfile_source) - else: - print(" versionfile_source already in MANIFEST.in") + maybe_ipy = None # Make VCS-specific changes. For git, this means creating/changing # .gitattributes to mark _version.py for export-subst keyword # substitution. - do_vcs_install(manifest_in, cfg.versionfile_source, ipy) + do_vcs_install(cfg.versionfile_source, maybe_ipy) return 0 -def scan_setup_py(): +def scan_setup_py() -> int: """Validate the contents of setup.py against Versioneer's expectations.""" found = set() setters = False @@ -1813,10 +2264,14 @@ def scan_setup_py(): return errors +def setup_command() -> NoReturn: + """Set up Versioneer and exit with appropriate error code.""" + errors = do_setup() + errors += scan_setup_py() + sys.exit(1 if errors else 0) + + if __name__ == "__main__": cmd = sys.argv[1] if cmd == "setup": - errors = do_setup() - errors += scan_setup_py() - if errors: - sys.exit(1) + setup_command()