{ "cells": [ { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Example interlaboratory study\n", "*****************************\n", "\n", "Imports\n", "=======\n", "\n", "Import the mumpce interface and the interface to interlab. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:49.523336Z", "start_time": "2018-09-27T20:52:48.825381Z" } }, "outputs": [], "source": [ "import interlab as inl" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Import Numerical Python and Pandas" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:49.695914Z", "start_time": "2018-09-27T20:52:49.526293Z" } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Creating a Project\n", "==================\n", "\n", "Reading project metadata\n", "------------------------\n", "\n", "`interlab` is agnostic to the way that your data is arranged. All that's required is that you have the experimental measurements divided logically into groups, where each group represents all the measurements of one sample. The exact way you do this is up to you; this example shows how to do create a :py:class:`.Project` using Pandas and an Excel workbook.\n", "\n", "We've decided to remove some of the NMR data in the region of the water signal, so let's define the range that we'll actually use." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:49.701359Z", "start_time": "2018-09-27T20:52:49.698255Z" } }, "outputs": [], "source": [ "range_to_use = list(range(959)) + list(range(1058,1860))" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Read the Excel workbook that contains the project data. We're using Pandas to read all the sheets of this workbook. This will result in a dictionary of Pandas DataFrame objects that we will have to parse." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:51.533789Z", "start_time": "2018-09-27T20:52:49.703447Z" } }, "outputs": [], "source": [ "df_dict = pd.read_excel('syn_data.xlsx',sheet_name=None)" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Each sheet in the workbook corresponds to the NMR spectra from one particular sample. The name of each sheet is the name of the sample, which are then the keys of our `df_dict`. We'll use these keys as the keys for the various dictionaries we make before we create the :py:class:`.Project`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:51.540090Z", "start_time": "2018-09-27T20:52:51.536147Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['S1a', 'S1b', 'S1c', 'S1d', 'S1e', 'S1f', 'S2', 'S3', 'S4', 'S5', 'S6']\n" ] } ], "source": [ "Spectrum_names = [key for key,df in df_dict.items()]\n", "print(Spectrum_names)" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "The sheets are arranged such that each row corresponds to an NMR bin and each column represents the NMR measurements from one facility. We'll extract the index values as the X data for our spectra and the column values as our list of facility labels. The X data have to be the same across all measurements, so we don't save this as a dictionary. However, the facility labels might be different, because not every facility may have values for every experiment. This needs to be a dictionary with one element for every experiment." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:51.664187Z", "start_time": "2018-09-27T20:52:51.541714Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['0115' '0122' '0258' '0333' '0711' '0714' '2861' '7042' '8865' '9541']\n", "[9.9975 9.9925 9.9875 ... 0.2125 0.2075 0.2025]\n" ] } ], "source": [ "Labels_dict = {}\n", "\n", "for key,df in df_dict.items():\n", " peakPPM_full = df.index.values[range_to_use]\n", " Labels = df.columns.values\n", " Labels_dict[key] = df.columns.values\n", " \n", "print(Labels)\n", "print(peakPPM_full)" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Here, we define which metrics we'll be using for the interlab analysis." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:51.761344Z", "start_time": "2018-09-27T20:52:51.667332Z" } }, "outputs": [], "source": [ "jeffries = r'Symmetric Kullback-Liebler'\n", "jensen = r'Jensen-Shannon'\n", "hellinger = r'Hellinger'\n", "mahalanobis = r'Mahalanobis'\n", "nmr_distance_metrics = [dict(metric=mahalanobis,function='mahalanobis'),\n", " dict(metric=hellinger,function=inl.metrics.hellinger_hyp),\n", " dict(metric=jeffries,function=inl.metrics.jeffries),\n", " dict(metric=jensen,function=inl.metrics.jensen_hyp)\n", " ]" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Reading project data\n", "--------------------\n", "\n", "Now that the metadata have all been read, we will actually read the data and create the data dictionaries. We extract the raw data for each experiment group directly from the dataframe, after we remove the water-signal data that we didn't want. This data goes into `rawdata_dict`. We use `fix_spectrum` to remove negative and zero values, then we sum-normalize the spectra. This goes into `data_dict`, which will actually be used for the interlab analysis." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:51.878190Z", "start_time": "2018-09-27T20:52:51.764688Z" } }, "outputs": [], "source": [ "rawdata_dict = {}\n", "data_dict = {}\n", "\n", "for key,df in df_dict.items():\n", " raw_values = df.values[range_to_use].T\n", " rawdata_dict[key] = raw_values\n", "\n", " normalized_values = inl.fix_spectrum(raw_values)\n", " data_dict[key] = (normalized_values.T/normalized_values.sum(axis=1)).T\n", " " ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Creating the Project\n", "--------------------\n", "\n", "Now we have enough data to create the :py:class:`.Project` object. When created, the Project will read the `rawdata_dict`, `data_dict`, and `Labels_dict`, associating each element of these dictionaries with an :py:class:`.ExperimentGroup` object." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:51.952828Z", "start_time": "2018-09-27T20:52:51.881555Z" } }, "outputs": [], "source": [ "synthetic_samples_project = inl.Project(x_data_list=peakPPM_full,\n", " Sample_names=Spectrum_names,\n", " Data_set_names=Labels_dict,\n", " distance_metrics=nmr_distance_metrics,\n", " data=data_dict,rawdata=rawdata_dict)" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Using Projects to run interlaboratory analysis\n", "==============================================\n", "\n", "Now that we've created the project, we can begin to run the interlab analysis. \n", "\n", "Interspectral distance matrices\n", "-------------------------------\n", "\n", "Interspectral covariance matrix\n", "+++++++++++++++++++++++++++++++\n", "\n", "Since we're using Mahalanobis distance as a metric, we need to calculate the inverse covariance matrix. As there are fewer observations than variables, we know the covariance matrix will be singular, so we need to use the singular value decomposition to calculate it." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:52.987555Z", "start_time": "2018-09-27T20:52:51.956005Z" } }, "outputs": [], "source": [ "synthetic_samples_project.process_mahalanobis()" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Distance matrices\n", "+++++++++++++++++" ] }, { "cell_type": "raw", "metadata": { "ExecuteTime": { "end_time": "2018-09-11T17:49:44.706050Z", "start_time": "2018-09-11T17:49:43.086208Z" }, "raw_mimetype": "text/restructuredtext" }, "source": [ "Now we calculate the distance matrices for each group," ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:54.403532Z", "start_time": "2018-09-27T20:52:52.989478Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "30e99f3714364062acc99cbb7ae4dba8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Distances', max=4), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4927610783914303a108f723b64a1f76", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Mahalanobis', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "64638315d22f4a44b14e3158f1099fc4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Hellinger', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fe16ffe8633f48f08fcb2bcc04a14065", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Symmetric Kullback-Liebler', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fa36d0e8b6da46b590105ecdea114907", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Jensen-Shannon', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "synthetic_samples_project.set_distances()" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "We can plot the spectral data and the distance matrices. Note that, if `plot_range` isn't specified, this function will plot all of them" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:55.728124Z", "start_time": "2018-09-27T20:52:54.405815Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = synthetic_samples_project.plot_distance_fig(linecolor='b',cmap='BuPu',\n", " plot_range=['S2','S3','S6'])" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Sample-level scores and outliers\n", "--------------------------------\n", "\n", "Fit the scores to the distances, and then find the outliers." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:56.074377Z", "start_time": "2018-09-27T20:52:55.731653Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a98f1c736eee4933b57aeb1d9c64f487", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Sample Zscores', max=4), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "61c09d6a12ed40fabdee5487c8dbbb8d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Mahalanobis', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8878819a44894feb8dc5ae8c855cab6c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Hellinger', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c67097db588749d29676cf6ba3699952", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Symmetric Kullback-Liebler', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2f95a8c866564e69b3ffdf784ddef870", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Jensen-Shannon', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5d07af2bb5f2404baf00942815bb6ea3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Sample Outliers', max=4), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7762c72c3acd47e6952470d495a16b77", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Mahalanobis', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cbc31f67549b4896b78f2cc319ba487c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Hellinger', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "533abcd2db21416da114c0c9c1b09551", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Symmetric Kullback-Liebler', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "11f8df894057459c8765def15701c195", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Jensen-Shannon', max=11), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "synthetic_samples_project.fit_zscores()\n", "synthetic_samples_project.find_outliers()" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "We can also plot histograms and bar charts of the average interspectral distances. These distributions are where the Z-scores come from.\n", "\n", "Again, `plot_range` is optional." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:56.988488Z", "start_time": "2018-09-27T20:52:56.076120Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = synthetic_samples_project.plot_histograms(jeffries,\n", " numcols=1,\n", " plot_range=['S2','S3','S6'])\n", "f = synthetic_samples_project.plot_zscore_distances(jeffries,\n", " numcols=1,\n", " plot_range=['S2','S3','S6'])" ] }, { "cell_type": "raw", "metadata": { "ExecuteTime": { "end_time": "2018-09-11T17:49:46.463666Z", "start_time": "2018-09-11T17:49:45.481854Z" }, "raw_mimetype": "text/restructuredtext" }, "source": [ "Interlaboratory statistical projection\n", "--------------------------------------\n", "\n", "The Z-scores can then be cast as an array, which we will then use to calculate the lab-level scores and determine outliers. Note how, in this case, we are not screening outlier spectra before we perform our analysis." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:57.870146Z", "start_time": "2018-09-27T20:52:56.990175Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1bd7c30a96394fc399ed6533232c371b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Extract matrices', max=4), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "synthetic_samples_project.extract_matrices(screen_outliers=False)\n", "synthetic_samples_project.plot_zscores_heatmap(metric=jeffries,cmap='BuPu')\n", "synthetic_samples_project.plot_zscores_heatmap(screen_outliers=False,metric=jeffries,cmap='BuPu')\n", "f = synthetic_samples_project.plot_zscore_loadings()" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Laboratory-level scoring and outliers\n", "-------------------------------------\n", "\n", "Find the outliers and plot the lab-level Z-scores as well as the statistical projection" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:58.832597Z", "start_time": "2018-09-27T20:52:57.872304Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6d0744bad3c44273bced6002d2676ace", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='Lab outliers', max=4), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "synthetic_samples_project.find_lab_outliers(recursive=True,support_fraction=0.6)\n", "f = synthetic_samples_project.plot_projected_zscores()\n", "f = synthetic_samples_project.plot_zscore_outliers(jeffries)\n", "f.axes[0].set_aspect('equal')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:58.975243Z", "start_time": "2018-09-27T20:52:58.834616Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = synthetic_samples_project.plot_zscore_outliers(hellinger)\n", "f.axes[0].set_aspect('equal')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:59.322258Z", "start_time": "2018-09-27T20:52:58.976915Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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76hFKRYsW5s8FBpbefVu2bMmjjz5Kv379mD9/Pq1ataJu3bq4u7sDMGbMGPbv3w/A22+/zdSpU0uvMUIIIcRtzmL4U0pVAXYCLwBtgA5AMBChlOpk7jI72/Ah8AqGJWLMtWOCUmq/Umr/1atX7azeoKSBUClFt27dWLRoESdPnuTdd98lMzOTtWvXcv36dQYNGkTz5s159dVX8ff3L9chcPJkUCb+6yhlOFeaJk6cyLZt23jppZdo06ZNod/Rli1bCAgIICkpibi4OB5++GHGjx9PeHg4b731Vuk2TAghhLjNWJzwoZSaBbwO/Ab8B8NyLk8BE4AkYKDWek+B8jOBGVprZ5turtRg4H6t9USlVC/g/7TWgy1d4+Liotu1a0e9evXyP/Xr18//6uXlZcuti6lWrZrNZbXW7N69m6+//ppVq1aRkZFB165d0Vqza9cufH19mTp1Kv/4xz+oXLlyidpTWr76CqZOhevXDT9XqwbvvgtPP+2Y+s1Nuujfvz/Z2dnUqFGDBQsW8PPPP7No0SI8PT3x9fVl0aJFVK1aNb/8mTNnePrpp/MnfEyfPp2QkBDi4uIIDAxkzZo1xX63MuFDCCFEeVMeJ3xYC3+HAHegpdY6u8DxocBSDGGwv9b6D+Nxe8PfHGAckG28jzewUms91tw1VatW1a1bt+b8+fNcvHiRzLw1S4y8vb1p2rQpHTp0yP80atQIZarLywx7gmBCQgJfffUVH330EdeuXaNnz55kZWWxa9cuatWqxbRp03juuefw9PS0uc7SlpoK27YZvu/VCzw8HFd3WQYwCX9CCCHKm4oY/lKARVrrSSbOdQFCMAS3flrrg/aGvyL19cKGnr9WrVrppUuXApCbm8vVq1e5ePFioU9MTAwRERH5M0irV69Ox44d6dSpEx07dqR9+/Y298jZGgQTExNZsGABH3/8MUlJSfTu3Zu0tDR2795NnTp1eO2113jmmWdwc3Ozqb6KSsKfEEII8T8VMfwlAp9qrU0uAayUugfYAGQAfYFh3MLwZ0l2djanTp3i8OHDHDp0iGPHjnHy5EkAnJycCAwMpG/fvtx33320atXKpp5BW4JgQkICH330EZ9++ilpaWn079+fhIQE9u3bR7Nmzfj888+59957rdZTUUn4E0IIIf6nIoa/w8BprfUDFsp0B9YBaUAoMLIk4c9WtoY/UxITEzly5AgREREcOnSIffv2kZubS8OGDbn//vu5//776dChg9UgaEsIjI+PZ968eXz55Zfk5OQwYMAAjh49ypkzZ3jssceYN28evr6+JXqO8kzCnxBCCPE/FTH8fQ2MAmprrdMslLsX+AXDe3uU1/BXVEJCAtu2bWP79u2EhYWRlZVF3bp1ue+++7j//vvp3LkzTk7mJ0TbEgIvXLjA22+/zXfffUflypXp0qULGzduxMfHh/fff59x48bZ9T5ieSfhTwghhPifihj+hgMrgIla688tVqRUf2AN4FpRwl9BN27cYPv27ezYsYPQ0FAyMjKoXbs2w4YN44knnqB+/foWr7cWBI8fP86UKVPYtm0bQUFBZGdnEx4eTp8+fVi4cCFNmjRx5OOUGX9/f2JiYsrk3o0aNeLMmTNlcm8hhBDClIoY/ioBTYEkrfUFq5Up1Rzw01pvc1wTC2vevLn++OOPix2vU6eOw+6RkpKSHwI3btyI1pr77ruPp59+mqCgILM9ddYCYG5uLosXLyY4OJj09HQGDhzIli1byM7O5s0332Ty5MkVdt9gIYQQQhRX4cJfeWQu/Jlzs6EwLi6OH3/8kZUrV5KYmEj79u2ZMGEC999/v9mgZi0EXrx4kZdffpk1a9bQpk0bqlWrxvbt2wkKCmLRokW0adPmptoshBBCiPJBwp8D2Bv+iippGExLS+OXX37hv//9L9HR0dSrV48nn3ySRx55BG9vb5PXWAqBWmtWrVrFSy+9REJCAg888ADbt2/nxo0bfPjhhzz33HN/q3cBhRBCiNuRhD8HuNnwV5S9YTA3N5cdO3awbNkydu/eTZUqVRgzZgwvvPCC2bBnKQReuXKFV155hR9//JHAwECqVavGrl27eOyxx/jss8/K1eLQQgghhLCPhD8HaN++vV67di1paWmkpaWRmppKamoqOTk5N123vUHw2LFjLF68mN9//x0vLy+mTJnC+PHjcXV1NVneUghct24dkyZN4vLly/Tv35/169fTtm1bVq5c+beZDCKEEELcbiT8OUCHDh303r17iwWszMxMUlNTSUtLIykpiWvXrpGYmFiipT/sDYEnT57k448/Ztu2bTRt2pSZM2eaXcjZUgBMSEjgueee47fffqNPnz4cOHAApRTLli2jf//+drVJCCGEEGVPwp8DNGrUSAcHB+Pq6oqXlxfe3t75n1q1auHp6Zk/VJqTk8P169e5du0aCQkJJCYmkpuba9f9bA2CWmt27NjBBx98QHR0NL179+aNN96gadOmJsubC4G5ubnMmTOH//znP7Ru3Zrs7GyioqL4z3/+w7Rp0+Q9QCGEEKICkfDnAHnhzxJ3d3fq1KmDn58f/v7+eHl5oZQiJyeHxMREEhISSEhI4Nq1azbf19YQmJWVxbJly1i4cCHp6ek8+eSTTJkyBS8vr2JlLfUC/vrrrzz11FN4enrSunVrtmzZwujRo/nmm2/kPUAhhBCigpDw5wC2hL+iXF1d8fPzo27duoXCYHp6OhcvXiQ2NpaUlBSb6rI1BF69epWPP/6Y1atXU7NmTV577TVGjhxpsufOXAg8duwYDz/8MGfPnmXIkCGsWrWKdu3asXr1aho1amRTO4QQQghRdiT8OUBJwl9Rrq6uNGjQgLZt2+Lr64uTkxOJiYlcuHCBixcvkpWVZbUOW0Pg4cOHmTdvHuHh4XTv3p0PP/yQ2rVrFytnLgAmJCTw+OOPs3nzZoYNG8bWrVtxdXVl7dq13H333Ta1QQghhBBlQ8KfAzgi/BXk4eHBHXfcQevWrfH29iY3N5fLly8TGxvLlStXrE4YsSUE5ubmsmLFCubNm4enpycffPABffr0KVbOXADMzs7m1Vdf5bPPPqNbt27ExsYSHx/Pr7/+Sq9evWx6TiGEEELcehL+HMDR4a+g6tWrExAQQEBAAG5ubmRkZHDu3DliYmLIzs62eK0tITA6Oprg4GAiIyN59tlnmTZtmsllYcyFwEWLFvHiiy/SpEkTtNacP3+etWvX0rdvX9seUAghhBC3lIQ/B/Dz89NPPfVU/s8NGjRw+D2cnJxo2LAhHTp0oFatWmRlZRETE+OQEJiRkcG8efNYvnw57dq147PPPqNhw4bFypkLgFu3bmXs2LF4enri7e1NdHQ0a9asYcCAAbY/oBBCCCFuCQl/DlA0/JnjqFBYvXp1evToQe3atcnKyiI6OpqzZ89aXFTall7AzZs3M2vWLJRSzJs3j4EDBxYrYy4AhoeHM2TIENzd3alatSqnTp1i9erVJusQQgghRNmR8Ff05kq5A9sBN6AS8LPWeqala2wNf0XdbBj09fWle/fu1KpVi4yMDKKjozl37pzFdQOthcDz58/z2muvERERwTPPPENwcDAuLi6FytgSAKtVq8bJkyelB1AIIYQoZyT8Fb25Yd2TylrrZKWUCxAGTNZa7zF3TUnDX0E3EwRr1apF9+7d8fX1JT09nVOnThEbG2txYoilEJiZmcn777/PsmXLCAoK4tNPP6Vu3bqFylgKgIMGDcLb25sqVapw+vRpfvnlF3kHUAghhCgnKnz4U0rlvZwWq7XOKXLOGagHoLU+a3dDlPLEEP6e11rvNVfOEeGvoJIGwbp169KtWzeqVatGSkoKx44dIyEhwWx5a72AGzZsYPbs2bi7u/P999/Ttm3bQufNBcADBw4wePBgatSogbu7O9HR0YSEhMgsYCGEEKIcKI/hz8nO8meA04CpPcvuKHDeZkopZ6VUOBAPbDQV/JRSE5RS+5VS+zMyMuxssmXnzp3j3Llzdl934cIFli9fTkhICACdO3cmMDAQZ2dnk+Xj4uIs1jdgwACWLFmCh4cHo0ePZteuXYXOm9uNpFOnTqxevZr4+HhycnJo2LAhgwcPLna9EEIIIQTY3/N3BtDAvVrr6CLnmgBbAK21bmx3Q5SqCqwCJmmtj5grFxQUpLdt28bly5e5fPky8fHxXLlyhcuXL5OYmGh1XT5b2NsbWKlSJe68805at25NWloahw8f5vr162bLW+oFvHTpEpMmTSImJoaFCxfavB7g9u3bGT58OM2aNSMlJYWrV6+ydetWOnToYNezCCGEEMJxymPPX7ma7auUmgmkaK3nmivTpEkTvWjRIvz9/alZsyaVK1fOP5eRkcGVK1e4cOECUVFRnDp1yqbdOsyxNwT6+fnRt29fPDw8OHPmDCdPnjQ7IcRSALx+/TqTJ0/m6NGjfPTRRwwdOrRYGVMBcMOGDYwePZr27dsTFxdHRkYG+/btw9/f367nEEIIIYRjSPgrenOlagJZWuvrSikP4HfgHa31r+au8fX11UOGDMn/2cvLK3/fXj8/Pxo3bkyDBg1wd3fPX5olKiqKqKgoi71xltgTAl1cXLj77rtp2bIlSUlJHD58mKSkJJNlLQXA5ORkXn75Zf744w/mzZvHqFGjipUxFQBXrFjB+PHj6datG4cOHaJx48bs3LkTT09Pm59BCCGEEI4h4a/ozZVqC3wHOGN4/3C51nq2pWuKhj9TnJ2dad68Oe3ataNTp074+voChvfuoqKiiIyMtDpD1xR7QmCDBg3o06cPLi4unDhxgjNnzpgsZykApqWlMW3aNLZv386cOXMYN25cofOWdgKZNGkSvXr1Ytu2bTz00EMsXboUw+RqIYQQQtwqf8vwp5SqDuRorRMd0yTLbAl/RdWpU4d27dpx55130qhRI5ydnUlKSuKPP/5g7969pKSk2FWfrSHQ3d2dgQMHUrt2bRISEjh06BDmJqyYC4EZGRkEBwezefNm/v3vf/P4448XOm8uAL7zzjvMnj2bgQMHsn79et5//31efPFFm9othBBCCMeokOFPKVUP+BfQDIjAMCx7VSnVHlgMtDIW3QlM0Fr/VYrtLVH4K8jT05M2bdrQs2dPAgICyM3NJSIigrCwMC5fvmxzPfb0AgYEBNCtWzeys7M5ePCg3cPAmZmZvP7662zYsIFZs2ZRdKkbUwFQa81jjz3G6tWrueeee9izZw+bN2+mZ8+eNrdbCCGEEDenwoU/Y69eBMb1+4zCgQHGrzWAY0BdoBZwAWittS7Zy3U2uNnwV1Dt2rXp168f3bt3x9XVlaioKMLCwoiOjrZ+sZGtIbBatWoMGTIEFxcXwsPDuXr1qsly5gJgVlYWM2bMICQkhNmzZ/Pkk08Wq7+oGzdu0KtXLxISEvDy8iIlJYU///wTPz8/m9oshBBCiJtTEcPfDOAN4D/AcmAoMBsIwbDWX/+8BZ2VUm9h6CGcqbV+s7Qa7Mjwl6dKlSr07t2b/v37U6VKFWJjY9mxYwdHjx61+b1AW0Kgp6cnDzzwAFWqVOHo0aNcuHDBZDlLAfD1119n/fr1vPPOO4wZM6bQeVMB8OjRo/Ts2ZOWLVty7Ngx7rzzTjZt2kSlSpVseCohhBBC3IyKGP4OYpiNe1eBY9uBrsAIrfWaAscVcAK4WrC8o5VG+Mvj4uJCly5dGDx4ML6+vly5coXQ0FDCw8Ntut6WAOji4sLQoUPx9fUlKirK7okgWVlZTJ06FR8fHz755JNikzhMBcAffviBCRMm8MADD7BmzRqmT5/Om2+WWj4XQgghhFFFDH9XgSVa68kFjr0PTAbqaK0vFyn/NYZQaHoWggOUZvjLo5SiY8eODB8+nHr16nH69GnWrFljdqi2IFsCoJOTE4MHD8bPz48zZ84QFRVlspy5AJiWlka9evVwcjK9QYupAPjss8/yww8/MGDAADZs2MCGDRvo16+f1bYKIYQQouQqYvhLBT7UWgcXODYTmKG1LraPmVLqP8D/aa1dS6OxAF5eXjooqPDvsLQWMVZK0aNHDx566CEqVapEaGgoYWFh5OTkWL3WlhDYpUsX2rRpQ2xsrNkhZktLweQtYZObm0tOTg4uLi7557y9vQtkxo6pAAAgAElEQVRtNZeSkkKPHj24fv06Pj4+JCYmEhERQa1atay2UwghhBAlUxHD31ngd6310wWO/R/wsta62KwBpdQXwHCtdaklClPhzxRHBkJvb2+efvpp2rRpQ1xcHKtWrSI2NtbqdbYEwE6dOhEUFMSlS5eIiIiwOwDWqFGD6dOn4+XlRVJSEiNGjMDT05MuXboUKxsREUGvXr2466672LdvH71792bdunWy/p8QQghRSipi+NsEeGqtiycJ8+Wra607Oqh9xdga/gpyVBBs164dTzzxBF5eXuzatYvNmzdb3T7OlgDYunVrunbtypUrV/jzzz9NbglnKgDm5OTg7OzMjBkzcHNz49lnn2XlypXExsbi4eFB06ZNCQ4OLnTNJ598wrRp0xg9ejTLly/no48+YtKkSVbbKIQQQgj7VcTw9w4wBfDSWmdarEip2sA54AutdamliZKEv4JuNgh6eHgwatQoevfuzdWrV1m5ciUxMTEWr7ElAAYEBNCzZ0+uXbvGgQMHbAqAWmuUUmzbto3ffvuNRYsWceDAAaKjo/n666/x9vbm999/L3RNbm4uI0aMYMeOHdx1113s2bOHAwcO0KpVK4QQQgjhWBUu/NlVkVIBwEBgk9b6qEMqNeFmw1+emw2BAQEBTJgwgapVq7Jnzx42bNhg9V1AayGwadOm9OnTJ38IuChT4S8hIYHTp0/zf//3f3Tu3JmMjAxq165Nnz59uPvuu2nevHmxei5evEjnzp1p3LgxMTExBAYGsn37dhn+FUIIIRzsbx3+bhVHhb88NxMC3dzcePDBB+nbty/R0dEsXbqUtLQ0i9dYC4Bt27blnnvu4dSpU5w8ebLY+aIB8JNPPiEyMpIzZ85w9epV2rVrx/LlywtN9jA1+/fnn39m/PjxDBs2jNWrV7N48eJiewcLIYQQ4uZI+HMAR4e/PDcTAu+66y6efvppEhIS+P7777l27ZrF8tYCYI8ePQgMDOTQoUNcvHix2PmCAfDUqVM0bNiQU6dOsWXLFhYuXMiUKVN4+eWXC/XkmQqA48ePZ/Xq1bRo0YIrV64QFRWFt7e3tccVQgghhI3KY/gzvVDcbejMmTNmF1y2Zu/evbz33ntUqVKFZ599lrp161osf+7cOYvnw8LCSEhIoFWrVvj4+BQ7HxcXl/9906ZNcXFxoUWLFkycOJEhQ4Ywf/58du/ebbXdc+fOxcfHB1dXVy5dusRbb71l9RohhBBCVGwVLvxVrVqV5s2bl9r2ZCUNgcePH+fNN98kKyuLp556ijvuuMNieUsBMDc3l19++YXMzEzat2+Pq2vxZRMLBsCC/vWvf9G4cWP++c9/FuqBNNUbWbNmTaZPn87Bgwfp1asXH374IadOnbLYbiGEEEJUbBVu2DcoKEjv37+fzMxMjh8/TmRkJJGRkRw7doxLly45/H72Dgf7+PjwyiuvULt2bVasWMGhQ4cslrc0BFy9enWGDx9OUlISf/zxR7E1AM2t/xcZGcmUceP4sFEjRjo5QW4u6X37kvzcc/gUmQCSnZ3NPffcQ2pqKpcvX2bAgAGsWLHCxqcVQgghhCXlcdi3woW/KlWq6HHjxtG+fXu6dOlC8+bNcXNzAyAhIYHIyEgOHDjAxo0bSU5Odsg97Q2AHh4eTJ06lcaNG/Prr7+yZ88es2VtmQHct3lzrs+fz43jx7nRrBkXe/Ui1/jMpgKg840b1HzgAWoX6e3LbtCAzNBQKHLN+vXrGTlyJPfddx8hISGEhYXRtWtXG59WCCGEEOZI+Ct6c6UaAIuBOkAusFBrPd/SNa6urrpg4KlUqRItWrSgffv2dOjQgbvuuouGDRuSnp7O1q1bWbNmjdm9c+1hbwCsVKkSL774Ii1btmTTpk2EhoaaLWspAN6xbx/3Ll6Mys7OP5ZWqxZ/vPsuacbfQ9EAWPvzz6nz+ecm60uaMAHnDz4odExrzZAhQzh8+DCVKlWiSZMmhIWFydIvQgghxE2q0OFPKdUQuK61vmGhjBdQTWt91sY6/QA/rfVB47UHgGFa62Pmrika/kxp2bIlY8eOZeTIkXh4eBAVFcXatWvZvHkzGRkZtjTNLHtCoJOTE08++SRdu3YlLCyM9evXmy1rKgB63LjBmOBgnAsEvzxX27dn/9tvA8XDX7NHHsEzMtLkfbIbNeLSzp3FZv/u37+fnj17MmjQIH777TfWrFnD0KFDrT6jEEIIIcwrj+HPngkf0cBkK2X+aSxnE631Ra31QeP3SUAkUM+ONpl07NgxgoOD6dSpE8HBwVSqVImpU6eyfPlynn/+eauzcS2xZzJIbm4uX3/9NZs3b6Zbt24MGDDAbFlTE0Du2LfPZPADqBEejvvly4CJyR+WeuzMnAsKCmL48OFs27aNpk2bMn36dJO7jAghhBCiYrMn/Cnjp1QopfyBDsBeE+cmKKX2K6X22xNIkpOTWbJkCb179+bBBx8kNDSUESNG8MMPPzBnzpwSr+1nTwDUWrNkyRI2b95M9+7d6djR/LbHRQOgu5V3Fl2SkvK/LxgAE3v1MntNmjGAmpr9GxwcTEpKCi1btuTw4cMsX77c4v2FEEIIUfE4eqmX2kCKvRcppaoAK4AppoaVtdYLtdZBWusgJ6eSNXnfvn288MIL3H333cybN4/AwEAWLlzI448/jouLi9312bskzNKlSzl58iRDhw61+I5fwQB4qWlTs+WyfXxIqV/f5LkrDz9MmolrU/38SH7+ebN1tmzZklGjRrF582ZatGjBrFmzrG5ZJ4QQQoiKxWKSUko9lvcxHmpf8FiBzxNKqZnAOOCwPQ1QSrlgCH4/aK1Xlugp7BAfH8/8+fPp0aMHv/zyC+PHj2fhwoUEBgaWqD5bA2Bubi4ffvghN27c4NFHH6VKlSpWrznbqhWXGzY0eU6//DLKw6PQsbzev1xvb05+8w1xzz9PWvPmpDRpwjx3dx5q2JBcX9/88qZ6/6ZNm0ZaWhoBAQH89ddf0vsnhBBC/M1YnPChlMoFbJkRkjccnAqM0Fr/btPNDdNJvwMStNZTbLnGlgkf9ujZsydz587F19eXn376iW+++YbMzEy767F1CLl+/fq8/vrrXLhwgUWLFpl9ry6vd9AtOZmuy5fT5OBBnLOzSfH2Jnr4cFp/+63N+/8CLFmyhLlz57Js2TK6deuWf9zUtm9PPPEE69ato379+jg7O3Po0CFK2uMqhBBC3M7K44QPa+FvfN63wCJgNbDGRNEc4CqwW2t93eabK9UN2IGhtzAvBQVrrdeZu8bR4Q+gSpUqBAcHM3bsWM6ePcvbb79NpJnZspbYGgDvuusunnvuOXbu3ElISIjZcgWHh13S0nBLSSG1WjVynZ3p3bs3d9xxB2FhYaSlpRW6ztTvJyMjg+HDh1OrVi1++eUXi/v+Hj58mLvvvpsRI0awcuVKVq5cyfDhw216NiGEEEL8T4ULf4UKKrUV+EZrvbh0m2RZaYS/PF27duWDDz6gZs2a/Pe//+W7774j28xsW3NsDYBjxoyhb9++LFmyhL/++stkGUvvBnp6evLII49w5coVIiIiip039TtatWoVs2bN4ttvv6Vv3775x031/o0aNYq9e/fi7e1NrVq12L17t6z7J4QQQtipPIY/m8fytNa9yzr4lbadO3fSp08ffvrpJ8aOHctnn31GQzPv3Jlj6zuAP/74I7GxsYwcOZKqVauaLGNp/9/U1FT+/PNP6tSpY/b6ogYPHkyjRo2YN29eoa3iTL37N3nyZK5evcqdd97J3r17CQsLs+keQgghhCjf5EWuIpKSknjllVd48sknqVGjBh9//DEtWrRw+H2ys7OZP38+SilGjRpl9p06SwHw0KFDpKen07zIfr1gYu0/wMXFhSeeeILDhw+zZcsWi+3r2rUrnTt35sCBA9SoUYO5c+daeSIhhBBCVAR2hT+lVE+l1K9KqXilVJZSKsfEx75x0nJq06ZNDB48mOTkZObOnWvXbGBbe/8uX77Md999R6NGjejZs6fdbczOzmbv3r1Uq1aNmjVr2nTNoEGDaNCgAfPnz7fY+6eUYuLEifnL0wQGBpqcnJKdnc358+ftbrsQQghxO/Lw8IhTSumy+Hh4eMSBHeFPKTUI2ATcj2FW7x5gu4nPDkf/osrKuXPnGDZsGNevX+e9994rlQC4Z88eIiIi6NWrF/Xqmd7cxFLvX1RUFCkpKTRr1qzYOXO9f+PGjePgwYPs2bPHYtuGDx+On58fsbGxDBgwgISEBMAw5Pz444/TvHlzWrZsSePGjTl71qYd/YQQQojbWnp6em2tNWXxSU9Prw329fy9AWQBA7XW/lrr7sb3AIt9SuOXlSc7O5v4+PjSvEUhcXFxDB8+nOvXr/Puu++aHGI1x9YA+MUXX5CUlMSDDz5IpUqVTJYxFwC11uzevRsvLy+TkzxMGTp0KL6+vnz22WeFjhft/XNxceGpp57i999/56WXXuLwYcMSjp6enly8eJFXX32V48ePM3jwYE6dOmXTvYUQQghRtuwJf62BH21dw6+0xcfH539KW1xcHCNGjCApKYn33nuPJk2a2HytLQEwLS2NL7/8kpo1a9KnTx+723f69GmSk5NNtstU75+7uzujR49my5YtnDhxwmLdjz/+OM7OzmRmZpKYmJh/vOC96tSpw5EjR+xutxBCCCFuPXvCXzKQUFoNuRkFg2BphcGLFy/y4IMPkp6eznvvvUfdunVtvtaWAHjs2DFCQ0Pp2LEjbm5uJstY6v3bs2cPXl5e1K5d26Y2jRo1Cjc3N7766iuL5fz8/Bg6dCgxMTGsXr2a7du3s3DhQs6dO0dAQABgWLfQ2dnZpvsKIYQQ5d3OnTB7NsybBxbevKqw7FnnbxnQUGvdpXSbZJmTk5N2dXW1Wq5WrVqlcv+mTZuyevVqUlNTmTRpElevXrXpOlvW//Pw8KBu3bqkp6cXO+fk5ITWmvpm9vNVSjFmzBiys7NNvstnakh41qxZhISE8McffxRa66/oun9r167lkUceYfz48aSlpVGzZk169uzJqFGjCpXTWstagEIIISqsjAwYORJ+++1/x5ydDSFw8uSS1Vl0nT+llC6avY4dO8bEiRONbcjg+PHjXLlyhX/+85+Eh4fj4+PD4sWLqV69ev4148ePJzY2lk2bNnH+/HnGjh1LTk4Oubm5zJ8/n6Cg4ksLKqXQWit7ev6mAU2VUtNVBfg/fGn1Ap46dYoxY8bg4+PD22+/jaenp03X2Tr8a+7duerVq3Pfffdx6dIlk+e11uzfvx8fH59C/zgsefjhh0lPT2fFihUWy/Xv3x8vLy9ycnJ4++23mThxYrHgl5OTI8FPCCFEhTZ7duHgB5CTA1OmwB9/lN59W7ZsSWhoKKGhobz44ouMGjWKDRs2kJqayo4dOxg9ejTvvvtufvnDhw9z/fr/NlTz8vJi+fLl7Nixgy+//JIXX3zR4v3sCX8zgaPALOCUUmqlUmqRic/Xdj1xKSuNEHjo0CEmTJiAv78/s2bNsnnI05YA2LdvXzp27Fjs+NWrV6lTp47Znj+AEydOkJGRYfMuIwEBAbRu3ZpVq1YVOl504oe7uzt9+/Zl5cqV1KtXj5YtWxarS4Z9hRBCVHRffmn+3Ne3KN0sWbKEsWPHEhoayuDBgwEYMmQI27dvzy8ze/ZsgoOD83/28fHJH/F0dXU1O3k0jz3h73GgF4Z9fv2BYcZjpj7ljqND4Pbt23nllVcICgpiypQpDqu3ffv23HvvvQwbNqzQ7iJaa86ePUujRo3MvvuXk5NDREQENWvWpHLlyoXOmZr4AdCvXz8iIiKsBtORI0fm/wWSk5NT7L4pKSk2PJ0QQghRPuXkwOXL5s9fuFD6bbh69Sp//fUXXbt2JSEhIf81rKpVq+YvtxYaGkrz5s1NvuOfk5PDCy+8wGuvvWbxPvaEv8Y2fmyfClsGHBkAf/75Zz755BMGDx5M7962rXBjLWTt37+fgwcPcvToUfr06cPQoUOpW7cugYGB1K5dm8uW/mUCkZGR5OTk2LwtXb9+/QD49ddfLZbr27cvLi4u/Pbbb8WGd0+ePMnHH39MdHS0TfcUQgghyhtnZ2jb1vx5E4NyDvfjjz8yatQolFJUr149f2g3MTExPwi+/fbbTJ061eT1zz77LIMGDaJv374W72PP3r4xtn5srbOsOLIXcO7cuURGRvLCCy8U620ribi4OGrWrEloaCgrV67k8uXLDB8+nMDAQGJiYoiMjATMz/xNT0/n5MmT1K1bt9hQrKnev7p169KhQwdCQkIKHS869Ovl5YWfnx9fffUVUVFRAPmLRgYEBHDkyBG2bt1a4ucWQgghytq0aaaPV60KEyaU/v1/+OEHxo4dC0DPnj1Zt24dAOvWraNnz54kJSURFxfHww8/zPjx4wkPD+ett94CYOrUqfj5+TFp0iSr97mt9/Z1RADMzc3l5ZdfxsfHh6eeesqma7KPHaPutWsoEzOto6Oj89fT69ixIx4eHixYsIB169YRFhZWbMjVlGPHjlGpUiX8/Pxsak+PHj2IiIjggpU+7WbNmpGUlERwcDCzZs1CKZXfCxgQEMDp06dtup8QQghRHj36KHz6KRRcMKRDB9i4EexY4a1ETp8+TUZGRv5uYgMGDMDFxYXu3bvzww8/MHXqVLy8vAgPD2f9+vV89913tG/fntdee439+/fz4YcfsmPHDnr16lVsUmZRlt8INEEpNQQYAwQClbXWdxiPBwJDgB+01rH21ltW4uPjb3pZmCNHjrB48WIee+wxfv31V7MhqO316/zzxAmaGt+Pi69ShZ+CgthfYIJGRkYGy5YtAwxLv3Tq1ImdO3eaXP7FnPj4eJKSkqhfv75N++726tWL+fPns3HjRsaPH2+23L333kt6ejoNGzbkjTfeYPv27bzzzjvUq1eP+Ph4WrRoYXMbhRBCiPLo+efhqafg8GGoUgWMS9qWuiZNmrB///78n52cnFiwYIHZ8v7+/mzatAmAoKAgsrKybL6XPXv7KqXUd8BqYBTQFMM7fnmuAf8Bxtp89xLQWpORkVGatyiR999/n+TkZP7xj3+YPN8gNZW3Dx3KD34AtZKTeX7bNlpcvFiobN7kiU2bNuHm5kb79u1N1mlpz98jR47g4+NTbCkaU0O//v7++Pv7s3HjxkLHiw79duzYkUqVKuX/RdG6dWtee+01OnToQE5ODs8995zZ9gghhBAVhasrdOp064LfrWbPsO9EYBzwDVAdmFvwpNY6DtgJDLK1QuPSMPFKKbv3BsvIyMj/3CxHDP8mJiYyd+5cOnbsyF133VXs/Mjz5/HIzS123Elr7jOzNVp0dDTnz5+nc+fOdrcnr/exZs2aVssqpbjnnnvYvXs3aWlpZssFBgbSpUsX7rzzTry8vMjMzGTFihXExcXx6aefynIvQgghRAVgT/h7CogAntFaJwKmtgY5QeHeQGu+BQbaUd4kR4RARwTApUuXcv78eSZMmICTU+FfbfOkJLPXNb5yxey5jRs3Wl3fz5Tk5GSSkpJsHtLu2rUrGRkZ7Nu3z2yZmjVrMmDAAJKTk+nWrRubN29mwYIFjBw5ku7du9O2bdtC+/8KIYQQovyxJ/wFAFuL7UlSWDxgvavJSGu9HQfuF3yzIfBmA2BWVhZz5syhSZMm9OrVq9C5BAtb0iV6eJg9t2/fPjIzM00u/AyWh35PnDhB1apViy32aGrot1OnTri4uBAWFma2PoDJkycTExNDz549OXHiBEuWLCEwMJAPPvgAwOqkESGEEEKULXvCXzbgbqVMPSC55M0xTSk1QSm1Xym133ppyjQA5k34GD9+fKHev3UWZt5ub9bM7Ln09HT2799PmzZt7B5WPXfuHE5OTtSoUcNqWQ8PDzp27MiuXbsKHS/63l+dOnXIzs6mW7duAHh6ejJw4ECCgoJo0aIFsbEVZq6PEEIIccu5u7tfylst41Z/3N3dL4F94e8Y0Mvcvr5KKXfgXuDPm//VFKa1Xqi1Diq4MbI1ZRUAtdbMmzePhg0b5gckgF2+vixr0KBY+S01a7LJOK3bnN27d+Ph4UHz5s3takt8fDzZ2dk27/Xbrl07Dh8+THKy+fxer149fv31V5RSVKpUiYSEhPyeRU9PT4s9kUIIIcTtLi0trY7WWpXFJy0trQ7YF/6+B1oAHyilCl2nlHIG3gfqYniPr1woqwD422+/cfbsWR555JFCx79o2pTxnTuzyN+fxY0a8XzHjrzZqhXayfJ/hsjISFJSUmjTpo3J8+YCV25uLgkJCVStWtWmdnfs2JHc3NxCU82Leu6559i0aRNdu3bF29sbIH9CykcffcS4ceNsupcQQgghyoY94e8L4Hfgn8A54BEApdTPQAzwHLBWa/2Doxt5Mxw1I9geubm5fP7557Ro0YLWrVsXOne2cmW+9/fnm8aN+csYnqxt+ZaTk8P+/fsJCAiwullzUSEhIezevbvYcVPv/bVp0wYnJycOHDhgtr5WrVoxe/ZswLAP8YULF8h7DdTb29vu9gkhhBDi1rJne7ccYDAwG3AFmgMKGAF4Am9iWP/PZkqp/wK7gQCl1HmllG1bZJRASQLgzfT+/fzzz9y4cYMRI0aUuI6CDhw4gJubG40b2zOZGrsWh65cuTIBAQEcPHiw0PGi7/116NABZ2dnKleuTGpqKn/99ZddbRJCCCFE2bFrezetdbbW+g2gFoYdProBbYCaWuuZWutsO+t7RGvtp7V20VrX11p/bc/19rqVPYDp6en8+OOPdOvWLX8zZkus9f5FRkaSmZlJgJkVJ80N/fr5+eFqZqZx/fr1iy1J06JFCw4dOpTfm2eKu7s7gYGB+RtOh4eHW2y7EEIIIcqPEu3tqw2itNa7tNZHjb2CFYK9AfBmev+WLl2Ki4sL/fr1K3EdebKzszl9+rTdkz7uueceXFxc8n+uU6dOfhj08PAoNkwbGBjItWvXrM7abdWqFadPn8bNzY2IiAi72iSEEEKIslOi8Cdsc+rUKY4dO8aAAQMcUt+BAweoXr26TT2JeTIyMgoFuWbNmuFhXFcwNTW1WPjL61k8duyYxXpbtmxJbGwszZo14+jRoza3RwghhBBly67wp5RqppT6RCm1Tyl1Qil12sTnVGk11lFuZe/ft99+S2xsLO7u1pZItC4vkNnz3l9aWhr16tXDzc2NqlWrkpaWRoMGDQgICCA3N5fcIlvONTOuOWjtPb5A4/I0fn5+REZG2vMYQgghhChDNoc/pdQ9QDiGPX7bY1jwWZn4VIjexFv1/t+yZcuYMWOGTRMvrL33d/HiRVJTU2nUqJHJ86be+zty5Ah169alffv2NG7cmHPnzpGQYNhUJTo6uli7PD09qV+/PlFRURbbkhcSPT09iYmJsbgnsBBC3O78/f3LZFFff3//sn50UQ7ZE9TmAG4YlnTx1Fo30Fo3NvUpnaaWLWu9f8rCBImikyry3HHHHfzjH/+wuQ1aa6KiomhgYrFoc+Lj4wkNDcXb25u0tDQuXbrEhQsXiIqKyp+wUVTDhg05ffp0oWNFZ/z6+/vj5OSEUgqtNdHR0Ta3SQghbjcxMTForW/5JyYmpqwfXZRD9oS/zsDPxt027JrVW17dbO+fm9ZMvX6dA7GxxJw/z29xcQxOTS1W7vXXXy806SLPlStX6Nmzp13v8EVHR+Pr64ubm5vN12RlZZGampr/rp81eeHP0oxfV1dXGjRoQKrxeU+dKvej/UIIIYQA7FmRNxM4W1oNqYgWXrlC7wLDpm2ysvj06lW8cnP5b5Uq+cfr1avHqFGjSE9Px8/Pjxo1auDj44Orqyuurq5Urly5WM+aOTExMTg5OeHn52d1mLigy5cvU7NmzWLH4+LiqFOnTqFjDRo0ICUlhYSEBIv7Ajdq1Ci/91D+uhRCCCEqBnt6/nYBHUqrIRVBwaHfO9PTCwW/gl68cQPnAr1m8fHx9OvXjzp16nDjxg327NnD4sWLmTNnDqNHj+b8+fP5Za0FurNnDfm7aGCz5saNGzb3/NWtW7fQvSyVi4uLw83NzWpZIYQoz86ehRkz4OGH4fXX4Vb8Pfvtt9/SpUsXunbtysGDB1m6dCm9evWiV69eBAYGMnLkSABWrVpFYGCgyYmDWVlZNGvWjH//+9+l32Dxt2FPz18wsEspNU5r/X1pNehWy8jIsGsINU83C0PGdXJyaJ6VRaRxPb2zZ8+yfv16wsLCStzOPNevXyc9Pd1ij5wpSUlJODs74+rqSmZmpsWyfn5+gGGCSYcO5vO+n58fFy9epF69ely4cMGu9gghRHmxYQMMHw4F563NmwerVoGDVuoq5tq1a3z00Ufs2bOH2NhYxo0bR1hYGI8++igAEydOpEePHgD06NGDP//8s9h2oQBffPEFLVq0KJ1Gir8te3r+HgC2AN8qpbYppd5XSs0w8Xm9lNparlSy8D4cQKpS+d9//fXXVKlShS+++CJ/ksTNuHbtmtn3BM3t9JGUlARgU+9frVq1ANP7/xZUp04dsrKy8PX1lfAnhKiQMjNh/PjCwQ8MPz/2mOF8adi7dy/du3fH1dWVxo0bk5ycnP8eelZWFiEhITzwwAMA1KhRw2SvX3JyMiEhIQ7bRlTcPuzp+XujwPfdjR9TNIZ9fv/W+lpY2iTCxYWYAhM8jh8/zt13303z5s2pVq0aV69eval7X7p0idq1a9t1Td7EDFt6OatWrYqzszNXrlyxWC4vJHp7e9/UWohCCFFWNm2CS5dMn4uPh40bYdAgx983ISGh0B/xPj4+JCQk4OfnR0hICD169LD6x/p7773HlClTrO7IJERR9vT89bbxc6+D21jq7Jn1Gx8fz13p6bTINj/h+RNv72LH8iZE5A2p3oxr167h5eVl1zX2hD8nJydq1KhhNfzlDT17eHhYLSuEEOVRYuLNnS+p6tWrF1eutCgAABsaSURBVFpuKzExkerVqwOwZMkSxo4da/H6+Ph4/vzzT4dsHypuPzb3/Gmtt5VmQyqSOywEP4AcE8O6ecOipmbc2uvGjRt4enrmr7Fni7zFnE0tOWNK1apVza4DmCfvr1YXFxerZYUQojzq1g2cnSHHxA71zs7Q3dwY10266667mD59OllZWVy8eJEqVarg5ubGjRs3OHDgAMuWLbN4/aFDh7h8+TIDBw4kNjaWjIwM2rVrx5AhQ0qnweJvxZ5h39uD1ngByYA2827e2UqWf21nnZ2LHct7f84R4S85ORknJyc8PDzye/Ssyc3NJTs72+bw5+PjQ6KVP3m9jT2cTk5OpKenl3jyjBBClJUGDeCZZ+Dzz4ufe/ppw/nSUK1aNSZOnEjPnj1RSjF//nwAfv75Z4YNG1Zoc4AdO3Ywa9YsLly4QN++fZk4cSIjRoygb9++gGHW8Pnz5yX4CZvZHf6UUg2BxzAs+1IVSAQOAt9rrSvuYm9a81JODhNzcqgPxANfOTvzlrNzsZ68MDc3TlWqRFMTPYB73Nw4bpzlW1BSUhJZWVn4+PjcdFPzAp+7u7vN4Q/+v70zj5OrqvL495dOByTBAAZMhiDBEMM4OoLssgUQCLiAiojyQWJwBCU6jjojmxBQEVFkWN0YCCouyCYqeyCyiRIhrBKSQAMJSZQtC0uS7pz5495HXl7eq6rXXdXdVX2+n8/9VNfd3rn96tY7de8950BnZyeDqyiuCUOGDGH58uVr5WUNTYYOHQqsiWDyyiuvuPLnOE7TccEFMHp0eF20CEaOhOOOgxNOaOx1J0+ezOTJk9fJy7LHHntw6623FvYzadKkeovmtDil4vBK+g9gNnAa8BHCGb9DgNOB2ZKOqbuEvcS3Vq7kjKj4AWwGnNjVxWU5Cp5JTB4xgrkZRerB9namVHDBsmzZsjdWyypRzddfEke3rKJVRvmrZVVxgw02WOv9K6+8Ukoex3Gc/kBbG5x0EixYEM74LVgAJ58c8h2nFal55U/SvsCPgGXA9whuXxYCowhGHl8CLpQ018yml+h3InAu0AZcbGZn1i5+fdgU+GJB2cdWr+aezk4uyihNT7W3s8/Ikey+YgVbdHYyt72d+6ooY2VCrFUi8dNX6xZuwurVqwvjDGepxR9gonwm5w57Gi7PcRynLxk0CGr4fe44TU+Zbd//Jih+25tZOpDrbGCGpMuAv8V6NSl/ktqAC4H9gPnAfZKuM7PHSsjVY3YFitQ2Ad/t6uKatjYWZs8AStyV43upiHqdieuMq5G1ruIllFH+2tvbqyp/QzLb29XqO47jOI7T95TZ9t0JuCKj+L1BzP9trFemz7lm9qSZrQR+TXAm3atUs+RvBz6VZwpWkq6urpqVr0qsXr0aoLSz6FotgyGc40uuU6lOd/t3HMdxHKdvKKOJvAmo5sztn7FerWwOpENSzI95ayHpc5JmSppZou+auROo5iKzXCTdfMysLspfomR1J1JIT6OLVMKVP8dxHMfp/5TZN3ya6g6c9waeKdFnniayjgZhZj8BfgIgqe4axmrgKOBmirXhB+qgNLW1tb2xZdsTEgWy2spcljJ+AWtRVLNKaJufjnYcx8llyy23bOiP70rXdZwsZZahrgF2lHSRpI3SBZKGSzqXsI17dYk+5wNpL0qjgT4JEjsdOLtA2ZkHXFmHFbshQ4awatWqHveTnPXrKrkVLalmhbEWy+DsWMqeQXQcxxkodHR0YGa9nqp5j3AGJmWe1t8BPgwcCxwh6UGCte9IYFtgQ+DxWK9W7gPGSdqKsPN6OPCpEu3ryjcGD+a1ri6+2NXFxoQVwdskvtDezso6/GIr45S5EomhRVlFsq2trWblrxbjlKx1r/v4cxzHcZz+T5nwbkslvQ84CzgC2D1V/CrwU+B4M1taos9OSVOAmwiuXi4xs0drbV9PEsXljMGDOaetjXFmvCgxv47L9BtuuOE6jpPzGDNmTMXy9aOFcVnr2ra2tppXC19//fV1/PhlSfwNJtTDjY3jOI7jOI2l1D6dmS0BjpF0HLANMJxgLDvbzLq1n2lm1wPXd6dto3hN4qE6n81ob29n0aJFb4R56wmdnZ288MIL6yhf1VixYkXNbUaOHLlWNI8iOcaPH8+IESMYO3Ysw4YNKyWP4ziO4zi9j5rNQlPSPwnGJ63ICKpbVLcqPvaBx0AdN/jYB+LYB+q4wcc+1Mw27WtB0nRL+ZO0ByG2b7Ly94CZ3Vln2QYckmaa2Q59LUdf4GMfeGMfqOMGH/tAHPtAHTf42Pvj2Ett+0raDbgE2DrJIrpmkTQHONrM7q6rhI7jOI7jOE7dKBPbd3vgFmB94E/ADGARwdp3b2BP4GZJe5jZ/fUX1XEcx3Ecx+kpZVb+vh3rH2xmv8+UnSbpYODKWO/AOsk30PhJXwvQh/jYBx4DddzgYx+IDNRxg4+931HzmT9JS4HrzezwCnWuAA4ws+F1ks9xHMdxHMepI2XCVqwG5lapM4ec8GyO4ziO4zhO/6CM8jcTeE+VOu8B/tp9cRzHcRzHcZxGUkb5OxnYT9Ln8wqj4+d9gW/UQ7BWRdIWkm6X9HdJj0r6z5w6EyQtkTQrplP6QtZGIKlD0sNxXDNzyiXpPElzJT0k6b19IWc9kTQ+dS9nSVoq6cuZOi1zzyVdIukfkh5J5W0i6RZJc+JrrgdxSUfFOnMkHdV7UteHgrF/T9Lj8fN8TTY2eqpexbnR3ykY+1RJC1Kf64MK2k6UNDvO++N7T+qeUzDu36TG3CFpVkHbZr/nuc+zVp/vFcbdNHO9zJm/U4BdgAMI2793AouBtxJCvY0DbgT+kmlqZvbNegnc7EgaBYwys/slbQj8DTjEzB5L1ZkAfM3MPthHYjYMSR3ADmaW6/AzPhy+CBwE7Ayca2Y7956EjUVSGyGO9c5m9nQqfwItcs8l7QksB35mZu+KeWcBL5rZmfHhvrGZfT3TbhPCDsMOhOMjfwO2N7OXenUAPaBg7PsDt8Vwlt8FyI491uugwtzo7xSMfSqw3My+X6FdG/AEsB8wnxDz/ZPp78T+TN64M+VnA0vM7PScsg6a+57nPs+ASbTwfK8w7tE0yVwvY+07NfX3uJiyHMi6lr4GuPIXMbOFwML49zJJfwc2B5rii64XOJjwJWrAvZI2kjQq/t9agX2BeWnFr9UwszskjclkHwxMiH9fRnAVlf1SPAC4xcxeBJB0CzAR+FWDRK07eWM3s5tTb+8FDu1NmXqLgvteCzsBc83sSQBJvyZ8XpriO7HSuCUJOAzYpzdl6i0qPM9aer4XjbuZ5noZ5W/vhkkxQIlfGNux7mopwK6SHgSeI6wIPdqLojUSI/iDNODHZpY1g98ceDb1fn7MaxXl73CKv9xa9Z4DvDVR4M1soaTNcuoU3ftWYjLwm4KyanOjWZki6dOEVZ6v5qzs5N33Vlnt3wNYbGZzCspb5p5nnmcDZr5XeI7367les/JnZn9qpCADDUnDgKuAL5vZ0kzx/cCWZrY8boNeS/5KazOym5k9F78MbpH0uJndkSpXTpuWsCCXNAT4MHBCTnEr3/Naadl7DyDpJKATuLygSrW50Yz8kLDzk+wAnU14KKZp5fv+SSqvZLXEPc8+z8KCZ/VmOXlNdd+LnuPNMNfLGHw4dUJSO+EDc7mZXZ0tN7OlZrY8/n090C5pRC+L2RDM7Ln4+g/gGsKWT5r5wBap96MJK2GtwIHA/Wa2OFvQyvc8sjiek0nOy/wjp07L3vt4mP2DwBFWcNC6hrnRdJjZYjPrMrPVwE/JH1NL3ndJg4GPUrz60xL3vOB51vLzveg53ixzvVvKnwKjJL0tL9VbyFYingH5P+DvZvaDgjojYz0k7US4Ty/0npSNQdLQeDgWSUOB/YFHMtWuAz4dP2O7EA5Kt8qWb+EqQKve8xTXAYk131HA73Lq3ATsL2ljBevA/WNeUyNpIuG804fN7NWCOrXMjaYjUQAiHyF/TPcB4yRtFVfHDyd8Xpqd9wOPm9n8vMJWuOcVnmctPd+Lxt1Uc93Mak7AxwlWLSuBroLUWabPgZYIltEGPATMiukg4Fjg2FhnCvAo8CDh0Oj7+lruOo397XFMD8bxnRTz02MXcCEwD3iYYBHV57LXYewbEJS54am8lrznBAV3IbCK8Ov+aOAtwHSCI/jpwCax7g7Axam2kwneBOYCn+nrsdRp7HMJZ5uS+f6jWPdfCFGTCudGM6WCsf88zuOHCArBqOzY4/uDCBa/85pt7HnjjvnTkvmdqttq97zoedbS873CuJtmrpdx9XIccB5hH/tugruKzry6ZvaZmjp1HMdxHMdxepUyyt9cYChhReKphkrlOI7jOI7jNIQyZ/42B37rip/jOI7jOE7zUkb5exZYr1GCOI7jOI7jOI2njPI3DTgwsVJxHMdxHMdxmo8yZ/7agCsIvnj+h+CvbFkDZXMcx3Ecx3HqTM3KH4CkfYDfAhtVqGZmViZsnOM4juM4jtNL1LztK+lgggPGjYEO4B7gjpx0Z92ldJwmQNI2ks6X9IikJZJWSnpO0h8lHS1p/b6W0QFJkySZpEndaHtovMd3Sloa+/lFA2Rsk3REvM4iSa9KekLSpZL+Laf+tpKmSrpb0sL42Vsg6VeS3lvy2u+WdLGkByT9U9IKSc9KulXSRxNn5FX6GBHlNkl3lbz+uDhnXozXvaDouJGkyyU9pRBmy3GcGimzQjcVeBX4gJmVmsyO0+pIOgU4lfCD6l7gMmA58FZgAnAx8HmCk1OneTkZeA/h3s4HtmnQdX4JHBavcTWwDHg3IVrCpyQdaGa3per/CNiZ4IT/6ijftoRoGYdKOszMrqnx2tsDhxA+x/cAS4CRwIcI4ax+ARxZpY8fE1yDlSJGPJge2/6McMzoOMI8+nim7geBTwH7WQyN6DhOjZTwaP0q0Vu1J0+e1iTgRIK392eAnQvqfBC4va9l9WQAk+L9mtSNtnsD4wiRaCbEfn5RZ/l2jP0+AmyQKftMLLstk/9FYOucvo6I9Z8HhtR4/fUL8t8MPBb726lC+0/HOp+Pr3eVGPsnYps9U3mXxrzNUnnDCYrxT/v68+TJUzOmMta+zxPCujmOE5E0hrAqvgo4yMz+klfPzP4ATMxpf5ikO+I28WuSHpZ0gqR13CpJ6ohpmKRz4pbYa5JmSTok1hks6URJcyS9LmmepCk5fU2IW3JTJe0at/SWSFom6SZJuSuUkoZL+o6k2bH/l2L991e5xrZxK+/luIX5J0nvK7jGYElfkHRv3Fp9NW5BTpE0KFN3TLzGtPj3ryU9H2WbGVeH0vVnEJQJgEtj2ySNyZMnjZndbmZzzKz2w9LleXt8nW7rxgdNYqRumpHrfDObm+3IzC4nhNh6C2HlsCpm9npB/lLWxF4dl1dHIbb7eYS4pzfUcr0MW8bXv6by/popA0jiqX6tG9dwnAFPGeXvKmA/Se2NEsZxmpDPAO3AVWZWMTi3ma1Iv5d0BvAb4F8J23wXEFaUzgBuKphr7cAthDiSvyPETh0LXCVp39jfF4AZhK3mYcD5kj5RINbOse4KQkzlG4B9gTsl7ZGRdyPCNuDxhK3A/yV8L+wK3CzpmIJr7BDbrR9l+gMhNuZ0SeMz12iP5RcSDMt+CfyE8F11PmE7PY8tCUrCmPg/+Q3wLuB3kvZO1ZvGGgXqd8BpqfRyQd89IirsNSmXkUfj6z6S3pQpS5TZW0uIsCq+5objrBVJGwD7xLcP55SL8P9dAnylm5d5Jr5un8pLfog8Ha+zHyEm7DFmtqSb13GcgU2tS4SEMxj3ANcCY/p6ydKTp/6QCOeTDPhsyXa7smareGQqfzDw+1h2YqZNR8z/PbBeKn+PmP8icB+wUars7YQV+wcyfU2IbQyYkik7OObPAQal8n8c839M9BQQ88cRHvgr0t8NmWtMylzjmJh/USZ/asw/H2hL5bcRVpMMODiVPyZ1jVMzfR0Q86/P5E/Kk6kb9z4ZX8Vt39R9G1Oi7x/ENk8TFOEz431fBfwKGFpjPzvHfuan/581tt063o9vEhTwBbGvMwrq/xewGnh/5t6U2fYdRggo8E/gHIJ3CSP8uErKO4Cf9+TeefI00FPtFeHJOCm7Ynoh5mXTvL4elCdPvZVYcwZqYsl2P43tPpdT9o44x57M5CdKxNicNk/Gsn1yym4nrPqklalEcVlLwUuVz4jle8X37cArBMODTXLqfzPWPyXnGus8/GN/q4CZqbxBhOMlC4HBOW02isrFFam8RMHoyFNuovL0fCZvEr2r/I0lGIa0l+z/GMJZa0ulmbV+1gieGZ6I7Q7rxvgmZq69grDNqpy67wReI6XM0w3lL7YbT1iBfomgcP4QeHMsuxBYBGwCvI2gEL8WP5c/S+p58uSpcipj7TuI8AB5JpWXZ/Jf1Q2A47QQyee97BmwxP3GbdkCM3tC0nxgK0kbmVl6O/JlM5uX099zwFYEa88sCwgrZyPj32nuNLPVOW1mAHsB2wF/IigvGwB3m9mLOfVvI1jCbpdTNjObYWarJC0mKCgJ7yCcTZsDnFzgUeQ1wjZ5lllm1pWT/yxhlbXPKLhfhcTt03MJ2/cnE6xrXyZY754D3CBpipldWKGPocB1hFXZs8zsim7IfWMUp52gaB1BOJKwl6SPmdnKeK12wlb7QkIAgB5hZrOBA7P5kvYkGJF8nKAY3gpsRrD4HUZYLX4TGatgx3HWpWblz8zGNFAOx2lWniMoRqNLthseXxcWlC8kPHCHs/ZZtKIzTp0Aln8GKjnrlXeGcHFBf4syctYiL+Q7gC86S9dJUEoT3hJfxxHc5hSR59Ot0jXKnG3uDxxFsN49x8zOTOXfJelDhFXeMyVdZjkuTqLi90fCucofmNnXeyKMma0C5gGnS1oJfAf4EvD9WOUEgtK/d5489SCefbyYsP17VTz3tx1wpEUXNvFM5emSxpZVuB1noNFsX4qO099IfF7uW7JdoqSNLCgflanXKN5akJ/ItSTz2kh5k7bXmJkqpK16cI1mIDHquD1bYGaLgMcJCvD4bHl0hnwDYdX2LDP7ap1lSyx4J6Ty3ktYAZ+Rtp4Gnorlu8W8nhjUfIuw1XtcfJ+s/t6fqpOser+zB9dxnAFBt8OwSXozYTVgiQUXAI4zELmUsPLxMUnvNLPHiipKWs/WWPw+QHhoTiCsqqTrbU1YSXwqs+XbCHaXNChn63dCSk6A2YTzZ9tK2tjMXsrUTyxq76f7PE5YwdtFUntccWoEyfZwW8VafUfi5mfTgvIkfy3XW5KGAzcCuwDfNrOTGyDb5vE1bTl8C+GsZpZhBL99iwkW3Fm3NTUhaWfgy8CnzewfSXZ8TbtE8gg6jlMjpVb+FEIOHS9pLuHMRQfwkqS5Md9j+joDCjPrIFhEDgH+WME/3kTW9nt2SXw9WdKmqXpthO20QQTr1kYzjnC27A0UQjnuBcwlhmuM57suJzzQT8/UH0vYBlxFOPvVLcysk3BuaxRwXo6bEySNktTTlZ0X4uvbethPTUgaqxD6r1Y3WUmIzK9EhS7d17GEHwaLCMZGSf7GhDNwuxCsnqsqfgoh2LaRNCKTv3uerPFzmmxD/zHJN7MLzeyz2URwCQQwN+Z9qZpMOdccQpgr11vwWZiQuMP5UCov+bvwB5jjOIGalbU4CW8kPBSMcJB6IeGLegzwbWCipP2Tg8COMxAwszPiD59Tgfsk3UMwckjCu+1JULJmptrcI+kswgH5RyRdSbCmPZDgn+4u4Hu9IP6NwNmSDgQeJLj3+CjwOnB0ZkXweIJbmSmSdiRsS44ghCHbkOAy5il6xjcJ4dOOBT4k6TaCkcpmhP/hbsBJ9OwB/2fCKtSXJW3CmnOP5xecmXwDBWfah8S3yRb4rpKmxb+fN7Os4+HpBD+EWxF+MFfjIoJxxb8DT0i6jrAi+l6Cn70u4LiMgcvVBH9484BBkqbm9Hutmc1KvZ9C+MyeRvgBk3ABMFLS3QQDvy7Cd/xBBIOKa1nz46XRnEpYbdw/kz+dsM17iqQtCT9KDgN+6+f9HKcGajULJnzxryZakGXKxhK+ELqA4/vahNmTp75IhHNI5xPCci0lbMstJKz4HU3KN1+qzeEERW8ZQeF6lKDcrBNii6A4dBRce0aYzrll08j4mWONm5KpBGvYW6PMy4CbgR0L+toI+C7BIncFQSm5Bdg/p+4b1yjoK3c8hC29IwkP+Bfj/3FB/D+dCGyRqjsmXmNamf8LwY3JnwkKeuLKZExeH5l2U1nb/Uk25Y2no9b+U22GAacAswg/ClYRjIuuICe0WuoaldKkgrFMzeQfSXDe/WT8/6yM1/4DYRt3HVcvBWNI7k0pVy+p9tvGcR9dUD6a8NxZHj+H04Dh9ZrPnjy1cpJZbR4qJD0U/9zWclxDxLBLs+IXQ01hhBzH6RskTSCs3J1mZlP7VhrHcRynNylz5m9r4IY8xQ8g5t9AWAV0HMdxHMdx+iFllL+V5PvXSjOUNXEkHcdxHMdxnH5GGeXvIeDQtGVimmgxdijh0LjjOI7jOI7TDylz5u8w4NeEWJnfIpwXWkiweJtACEM0BvikdSOUkOM4juM4jtN4alb+ACSdQbD6zWskgkf543PKHMdxHMdxnH5AKeUPQNIuBLcV2xEjfBCiAFxiZn+uu4SO4ziO4zhO3Sit/DmO4ziO4zjNS6nwbo7jOI7jOE5zU1H5k7SepL9Kml4pLqWkIbHOvSXiVzqO4ziO4zi9TLWVvyOA7YGzzazQf5+FWL7fA3aKbRzHcRzHcZx+SMUzf5L+AIw3s3E1dSbNBuaa2QfqJJ/jOI7jOI5TR6qt/G1HCIxeK3cQgnE7juM4juM4/ZBqyt8IYHGJ/hYDb+m+OI7jOI7jOE4jqab8vUb1eL5phgGvd18cx3Ecx3Ecp5FUU/6eBXYs0d8OwDPdF8dxHMdxHMdpJNWUvxnALpJ2qNaRpO2B9xFi/jqO4ziO4zj9kGrWvuOBRwkrgAeZ2d8L6m0DXA9sAbzLzGY3QFbHcRzHcRynh1QN7ybpFGAqsBK4ErgNmA8YMBrYF/gYsB5wipl9q4HyOo7jOI7jOD2gpti+kk4ETgXaCUrfWsXAKmCqmX2n7hI6juM4juM4daMm5Q9A0pbAZGA3YBRB6XsOuAu41MyebpSQjuM4juM4Tn2oWflzHMdxHMdxmp9q1r6O4ziO4zhOC+HKn+M4juM4zgDClT/HcRzHcZwBhCt/juM4juM4AwhX/hzHcRzHcQYQ/w8czGe71/60pAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = synthetic_samples_project.plot_zscore_outliers(mahalanobis)\n", "f.axes[0].set_aspect('equal')\n", "f = synthetic_samples_project.plot_zscore_outliers(mahalanobis,y_component=2)\n", "f.axes[0].set_aspect('equal')" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Accessing data within a Project\n", "===============================\n", "\n", "Accessing Experiment Groups\n", "---------------------------\n", "\n", "The individual :py:class:`ExperimentGroup` objects can be accessed as if the :py:class:`.Project` were a dictionary:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:59.496766Z", "start_time": "2018-09-27T20:52:59.324100Z" } }, "outputs": [ { "data": { "image/png": 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hE8Xc77zzTqZOncrmzZudNsVxOnUCxpj3jTFTQ9rAxwPNBCeOuw1YYowZDywJrQMgIi7gNwRnFLVoBr5jjJkCfImgqEzyX6AoipJVrFixwrFtr1y5Egh+pJjrdLU76DTgQ2PMLoJqY38Oxf8ZON+W70ZgHhDWFzbGfGCM2RoK7wmlqWKMouQo06dP7zxTmrA+SlSRm647gQuB50LhIcaYaoDQ72AAERkOfAWIOyuUiJwI5AMfdtVgRVEOL+INBls3YidobW0F4P/+7/8csyFTSPpfEJF84FzgH51k/S1wqzHGHytRRIYCfwEuM8bEdMOqMawo2YndIcT66re3qK0NdlK8+uqrjtmQKXTlFdEzgTXGmL2h9b0iMtQYUx26sVtdP9OAv4a+CiwFzhIRnzHmRRHpB7wC3GGMifvKgDHmTwTVy5g2bZq+U6YoWYK9+6WzOarSieoIfEJX2mMX8UlXEMBLgDW93yXAAgBjzFhjzBhjzBjgeeC6kAPIJzig/JQxprPWhKIoWYL96T9TnIBqHX9CUk5ARIoIism/YIu+G/iiiGwNpd3dSTUXALOAS22vm07ths2Kohym2GdkdbI76OSTTwbg+OOPd8yGTCFZjeFm4IiouHqCbwslKnepLfw08HTXTVQUJVuwOwEn5+G3FNdOPfVUx2zIFPSLYUVR0ko8bQYn3w6yuoN0Ggt1AoqStTz88MPcfvvtTpsRgX1MoCtOoK2tjZaWlpTZYTkjHRtQJ5A2PvjgA0SExYsXJ8zX2trKtGnTmDt3bqd1BgIBhg0bxq233poqM8Ps2rWLH//4x9TV1aW8bqX3McZw/fXXc/fdd0eIpjiB/UYb3R00Z84cRITy8vKE5Y8++mhmzZqVMpva2to62JarZO0soqtXrw4rekWrIEUvqYiPjnvhheAY+m233cZDDz2EiOD3+zssmzdvZvXq1VxxxRVMnDgxQp0JCOfz+Xx88MEHVFdXc8899/CVr3wlrOCUyNZk9scYwy9+8QvefvttKisruf7663u9v/ajjz6irKwsKY3h6H2JjkuU1t38H330EePGjaNPnz5dkpbsaXpX8n7wwQfcc889XHXVVVRWVobTzz33XM455xxmzpwZHow1xlBbW8vatWt57LHHuOOOO/jBD37Az3/+cwYMGMCIESNoaWlhxYoVTJkyhZEjR8Y8TonUxvx+Py0tLbz88sthW5566qlweO/evezdG3zjfPLkydx3333hAVuv10t7ezter5dFixaxdetWAP73f/+X448/nkOHDpGXl4fL5QorkVlhl8uF3+/H6/V2WKw6//GP4AuKa9euZcmSJREqc3369Okgn2nRm9eF2+3m2GOPTft2slZZrKioKKXNR0VRlN5kyJAh1NTUdKusagwD8+bNC+vORi9ASuI7K9Pe3s6BAwfCLRL7k4p9GTRoEFVVVfh8vrBeruWcXS4Xbrc7/Nu3b18aGhpob28nEAhE7GMiO5PJM3jwYLZv3x5Rb2/R0NBASUlJwnfHTQw94+j9SiatO/mbm5vxer0x9ZQ7C/c0Pdm8Xq+XiooKRo0aRd++fRkyZAh9+/Zlx44diAgHDhyI6JM3xtDe3o4xhgEDBnDw4EHcbjcHDx5k2LBhFBYWUldXR2trK0VFRXGPU6Lj5/F4GDZsGMYY2tra8Hq9HHfccQDU1NQwaNAgWlpawvrITU1NAOTn5+PxeMLL2LFjaW5upqKiAo/HQ79+/QgEAh1a1lacy+WKKG8t9nqHDBnC1q1bqa+vD5e1uonsrRr78YrGfk6mmoKCgrTUG03WtgQURckcrBul/aaZ6feew5mutAR0YFhRFCWHUSegKErOsX37dkSENWvWOG2K46gTUBQl5xg3bhwATzzxhMOWOI86AUVRchYdl0hOY3ikiLwpIuUS1Ae+KRQ/VUT+E5oIbpUEhWKsMrND8ZtF5G1b/FwRqRWRTenZHUVRMo36+nqnTVASkExLwAf8jzFmEjAduF5EJgP3AD81Qe3hO0PrSFA3+GHgXBPUE/6Gra4nCeoLK4qSI4waNSoctj95b9u2zQlzlCiSEZqvNsasCYUPAeXAcMAA/ULZ+gN7QuFvAS8YYypDZew6w0uB/SmzXlGUjKe5uTkctjuBE088MVZ2pZfp0sdiIjIGOBZYDtwMvCYi9xF0JjNC2T4DeETkLaAE+J0x5qkOlSXeztXA1RD5FKEoyuGN/WO1hoYGBy0JomMCXdMY7gvMA242xhwErgVuMcaMBG4BHg9ldQPHA2cDZwA/FpHPdMUoY8yfjDHTjDHTysrKulJUUZQMxu4ElMwgWWUxD0EH8IwxxlIXu4RPlMb+AVhtuypgkTGmyRhTBywFjkmdyYqiHK7YZxFVMoNk3g4Sgk/55caY+21Je4BTQuFTga2h8ALgZBFxS1CW8nMExxEURclxtCWQeSQzJjATuBjYKCLrQnE/BK4CficibqCVUB++MaZcRBYBG4AA8JgxZhOAiDwHzAZKRaQKuMsY8ziKouQEXq/XaRMi0DGBJJyAMeZdIN40eTFVmo0x9wL3xoi/qEvWKYqSVVizdCqZg34xrChZSCAQ4MQTT+RXv/qV06ZE0F0n0N7enmJL0lvv4YQ6gTRhjOHJJ59UYRvFEd544w1WrlzJj370I6dNiaC1tTVi/bTTTkNEEo4VVFRUUFBQwDnnnJNye/bs2dN5pixHnUCamD9/Ppdddhm//vWvE+Y7ePAgp5xyCg8++GCnddbX1yMi/Nd//VeqzAxz9tlnIyL85Cc/SXndSu9jn6ph165dDloSye7duyPW33jjDQAeeOCBuGWsa+OVV15J2ZO7pWnw6U9/OiX1Hc5krbLY73//+5SKSFtqW5bql309Vpylq/rMM88wYMCAuApIK1asYOnSpSxdujRCuSoWL730EgDPPvsskyZNwuPxhPVV7eUsVSTLLvsSK84Yw8KFCwH46U9/SklJSVi7ONbAWTJKSp3liT5eO3bsoKysjEGDBnVZqakzBah4ilDJrvt8PpYvX86kSZM48sgjO6QnE+5Oma6GN2zYwNq1axk/fjyLFi0Kx48ZM4b8/Hx+8Ytf4HK5wipf9fX1/OEPf6C1tZVTTz2VmpoaZs+ezdixYzHG8P777/PGG29w7rnnMnr06C7pNvv9ftrb28NKYRY33ngjsfj+97/Pxo0bOfroo8N63D6fD5/Px0MPPRTO99WvfpWTTz6ZvLy8Dnrc0UhIM9iu0239WixevJjf/OY3+P1+GhoaMMYwePBgWlpa6Nu3b1Iaw7Guk1hKcLGINzAtIhQVFXHNNdckLJ8SYt0QMmk5/vjjTXcoKioyBKe26LUlLy/PuN1uk5+fbwoKCjrNLyLG7Xb3up265M6SzHmY7u2PHz8+vN6/f3/zpS99ybz55ptmypQpSdfz4x//2MyePTtldg0ZMsTccsstpl+/fo7/R4ls7C7AqmTvsVnbEojV12fi6IHGi7en25+4raeQZJ5G2traaGtrIy8vL0JXOPrp3e/3c+jQoYT7lJ+fT1FRUcRTjdWiiN4Xu13WEisuWn/Y5/PR3NwcfkKJ3jcrPhGd5THGdDh+LpcLn8+X1CuEsf6vrq53tYzb7aalpSVi37qiDdxZ/akI2+Py8iJ7en0+X4T9BQUF5Ofnh8sFAgHy8vJobW0N/wcul4uCggKam5vD51gsHeF4cW63G4/HExF/4MCBsE2bNkVOJtze3k5bWxuBQCCsEex2uyOuFa/Xi8/nC5/31o0s+tja/ye7Trd17a1fv54lS5bQ0NBAS0tLWHfY6/Xi9XrJy8vrcC5Gn9f27dqPgZUvUX47sWy3rpHeQDWGFUVJO/YbpDGGp556im984xsUFRU5bk82ohrDiqJkLPPnz+fSSy/lpptuctqUrHUCXUGdgKIovcrXvvY1oOObQk6g01ioE1AUJc3U1tbGjM+EyeTsYxS5ijoBRVHSynXXXRczPhOewu+66y6nTXCcZKeS/pKIvC8i20TktlDcOyEd4XUiskdEXgzFTxSRZSLSJiLfj1GXS0TWisg/U7sriqJkInZlMTuZ0BLQL/qT+FhMRFzAQ8AXCWoFrBSRl4wxJ9vyzCM4hTQE5SO/C5wfp8qbCE4t3S9OuqIoWUS8m30mtASU5FoCJwLbjDHbjTHtwF+B86xEESkhqCfwIoAxptYYsxLo8MK3iIwgqDj2WApsVxTlMCCTnYC+HZScExgOfGRbrwrFWXwFWGKCkpOd8VvgBwR1BuIiIleLyCoRWbVv374kqlUUJVNRJ5DZJOMEYn0Kaz9yFwHPdVqJyDlArTFmdWd5jWoMK0rWEM8JZMKYgJKcE6gCRtrWRxCUlkREjiDYXfRKEvXMBM4VkZ0Eu5ROFZGnu2StoiiHHfGe+DOhJTB27FinTXCcZJzASmC8iIwVkXzgQuClUNo3gH8aY1rjlg5hjLndGDPCGDMmVMcbxphvd9NuRVEOEzKxO+ikk04CYNSoUY7ZkCkkIy/pE5EbgNcAFzDXGLM5lHwhcLc9v4gcCawi+PZPQERuBiYnOWagKEqKWLJkCaWlpRxzzDGO2pGJTsCaO0i7pJLUEzDGLAQWxoifHSOuhmCXUaL63gLeSmbbhzOvvPIKp59+engmRUXpTebMmQM4P/gZb2ZYJ2/A6gQ+Qb8YThOLFy/mnHPO4Ze//GWneR977DE2bNjQC1YpuYLTN3478ZxAsqJPxhgefPBBtm7dmkqzAHUCoE4gbVRVVQGwY8eOhPn27dvHVVddFVdxyU5zc3NC7YKesHz5cs4444yMkiJUus/HH38cDjvtEOI5Aa/Xy5NPPslZZ52V8MvdnTt3cuONN3LsscemzCZLplKdgDqBtGGdZG534h63vXv3AvDOO+90WmdnDqUnPP300/zrX//imWeeSds2DmecvpEmgzGGiooK/H4/GzduDMfv2LGDxsbGmGUqKyspLy+nubm5g8gLpGZahXhOYMeOHVx22WW8+uqrCUXk33vvPQCamppSNo5gyV6qE8hiUZkLL7wwfALbpdTs6+kM79q1KzxV7tlnnx1Ti9gYw/r169m/f384XzwJuEAgQENDA2vWrAHgy1/+csz9jqVqlEzc4sWL8fv9FBYWhvuS46k1JVNfV9KMMSxdupSxY8cyceLEmPsVy57eSvf7/SxdujSsMRxr39IdNsbQ0tLCwIEDw/rP0XkWLFhAIs4999xw2f3791NfX8+WLVs65DvvvPMQEfbv38/SpUspKytj5syZnSpn2QkEArS3t9PS0sLSpUvD8SeddBLLli2LWebII49k2rRpEa1dr9fLu+++G1bdmzp1aoc3euKprMW6jizVvDfffBOAoUOHMnXqVICw0lqydKdF3pUyAwYMYO7cuV3eRmg7SYvKZK285M6dO2ltbY0rgZeqsCUBFx0/adIkdu/ezfHHH09NTU0HaUorfPTRR7Ns2TImTZpEdXV1QknIwsJChg0bRllZWbi7CTrK1sWSG+wsbtq0aTQ2NlJYWEhVVVXEhZ6onlSleb1ePvroo7hKU8lIVqYzvaGhgT179nDwYPAlt1RLQyYTPnToEPv37094fCF4M62pqeFb3/oWIsIzzzxDWVkZu3btipANtbdSCwsLaWlp4YgjjmDnzp0EAoFwn73X6+XDDz+MOB6xbIhOLygoIBAIcMopp/D222+H47/5zW9yyimn8NprrzF9+nREhNtuuw2Px8Pu3bsjHqg8Hg+f/exnufDCC1m2bBnl5eVUVlaGt9PZw0709dTW1kZBQQFz5szB5XLR0NBATU0Nfr+/Szfo7jw8d7XMEUcc0eVtdIesbQkoipI5ZLucY6ah8pKKoihKUqgTUBSlV3n55ZfT8rqn0j2ydkxAUZTM5NxzzwW0ayhT0JaAoihKDtOr8pIiMldEakWk4wvJiqJkJfPnz3fahA7s3LkTEWHdunVOm+I4nToBm7zkmcBk4CIRmWyMOdkYM9UYMxVYBrwQKmLJS94Xo7ongS+lwnBFUQ4PvvrVrzptQgdefvllAB5//HGHLXGeXpWXNMYsJegkFEVRHOOjj4JiiemYguVwo7flJRVFUYDI+Y16m3vvvdexbWcavSYv2RVUY1hRsp9kJk1MN9YX/7lMb8qmb10KAAAcWElEQVRLJo1qDCtKdmKfAC4TZqzV7qBelJdUFEWxz9qZihlKlZ7TqRMwxvgAS16yHPh7lLxkRFeQiBwpIlXA94A7RKRKRPqF0p4j+CbRhFD8FanbFUVRMh27E2hra3PQEsWiV+UljTEXddE+RVGyCHt3kJMawxbaGtEvhhVF6UXsLYFMcALNzc1Om+A46gQUJUu5/vrreeGFFzrP2ItEO4GLL744LADjBCUlJY5sN5NQJ5AmjDH85S9/Saq5WVNTE1eCL5q2tjZaW9MzDh9PglA5/Ni0aRMPP/wwX/va15w2JQL7ee73+3n66aeBxN0ydXV1HHfccfzud79LmR3Dhg0DSKhklyuoE0gT8+bN4zvf+Q733HNPwny1tbWMHDmSa6+9NmG+QCDA7t276dOnD4WFhak0FYA777yTAQMGcMUVzozVt7W1ZfSskk1NTRltHwRvlqtWraK6upp58+aF4++///6wIppFIBCgpaWF6upqFixYwO7du1myZEn4Sd3r9bJ//35qamp6bJddttH+3U9FRUU43LdvXxoaGmKWf/7551m7di0333xzyh5UPB4PENkdlOn/b7rIWmWxsWPHdtrf112JuM4WiPwacsCAAbhcLkQkrC1shZubm8Oi9AMHDgSCT0g+nw+/3x9eom21tGa7grVtS7PYHrY/iQ0aNCiiXPS71Pb1eHqzdrnN6Lyx8u/fv5/i4mIKCgpibjOVJPrf46UdOHAAj8dD3759ky4TK74rebtaR2df4JaUlOD1emlvb4/bHy8i5OfnR7y5Y+13ovM90fVgyVQmQ0lJScR5H+/ct2y1n2d2De9457kVtrdI+vXrB3zytpJd4jRaVjaWzGy6GDx4MBs2bOhWWdUYJjhnuXVzTUR3/sho3dJYC0BVVRVDhw4NC8sHAgFcLhfwiXZvYWEhfr+fvLy8cDeP2+3G5XKFF/t6c3MzPp+vywNaxpgIbeNYGsbFxcU0NDRE9NtGX4DRN/LoC8OKj3ejiqeLu2/fPoqKiiguLo6rb5zsfiZTJlGeWGnNzc0JW2CJtHZ7krcrdRw6dIiNGzcyYcIEBg0axLhx4/B4PNx8881ccsklFBYW4vF4yM/Px+PxICK8/fbbNDU1MXr0aN59912+9rWvUVBQQL9+/SgpKeHDDz+M0CVOdL7HSysoKODyyy9n+fLlbNiwgZ///OcA3H777fTv35+JEyfy3e9+l5kzZzJkyJCIc99azj77bDZv3sz69evDjiHaEdn1uxOd53l5eeTn53PSSSfx7rvv8vHHH2OM4eDBg/Tp0yf8wBbLwdnX001vjVdkbUtAUZTMRPWG049qDCuKoihJoU5AUZS0c8EFFzBnzhynzVBikLVjAoqiZA7/+Mc/nDZBiYO2BBRFyTmWLVuGiPDhhx86bYrj9ERj+HERWS8iG0TkeRHpG4r/bxHZGNIefldEJofiT7RpEq8Xka+kb7cURVHiM2PGDAB++9vfOmyJ83RbYxi4xRhzjDHms0AlwZlGAZ41xhwd0h6+B7g/FL8JmBaK/xLwiIhod5Si5Cip+BCtp+gbSj3QGLbkJCX4vlchIbWxKJnJYlt8c2haaoA+VryiKNnNZZddFg7bb7qzZs1ywhwlih5pDIvIE0ANMBH4vZVBRK4XkQ8JtgS+a4v/nIhsBjYC/21zCoqiZClPPvlkOGz/EHHr1q0OWKNE0yONYWPMZcAwgmIz3wwnGvOQMWYccCtwhy1+uTFmCnACcLuI9Im5QdUYVpSsJBOmj7aj8pI91BgGMMb4gb8BsaYr/CtwfnSkMaYcaAKOirVB1RhWlOwk05yAjgn0QGNYRD4N4TGBLwMVofXxtrJnA1tD8WOtgWARGQ1MAHamaD8URTkM6Mpkckrv0OnbOcYYn4hYGsMuYC7B7p93QtrBAqwHrLmQbxCROYAXaAAuCcV/HrhNRLxAALjOGFOXyp1RFCWzUV3hzKMnGsMz4+S9KU78X4C/dMk6RVGyimRm9lV6F/1iWFGUXiPTnIC2TNQJKEpW0traiojwox/9yGlTIoi+6dbV1bF06dKEZYwx/O53v2P79u0pt0cHhtUJpI3GxkbOP/98duzY0WneZcuWsWfPnk7zATzyyCOsXLmyp+Z1YOvWrZxxxhns3Lkz5XUrvc/ixYsB+NWvfkVTU5PD1nzCgQMHItbLyso45ZRTEt7gFy1axM0338y4ceNSZsfkyZOBjip6uUjWTtuwffv2DmpAvfFrhR999FEWLFhAY2MjDz/8cIS0nX1Zt24dl112GRMmTOCFF14gLy+vgxSetaxdu5b//u//BmD9+vUUFBSEFZO6SyAQwOfzMWXKFCAoy2nVHa/e7sgzdpa2Z88eysrKwtuNJ9+XSOks3jZ6WiYQCLBq1SqmTJlC//79O6QnE+5Oma6Gt23bxrp16xg3bhxXXXVVOL5v376MGzeORx55hPz8fAYOHEhLSwt79uxh6dKluFwuTjjhBBobGxkzZgxDhw7FGENVVRVr1qxh5syZDBw4MOK8tJTyEsVZYTv33XcfsRg3bhx//etfmTRpEi6XK3xe+3w+fvjDH4bz/fnPf2bKlCkYYygoKAifL/btxJI1tRa/309TUxOVlZVA8AFs9erVETrI0XVE19edtO7U4XK5GDNmDGkn1o0pk5bjjz/edIeioiJD8KM2XXTRxeFFRCLWp02b1uU6xo4dm1Kbxo8f7/hxSbQMGTKkW/c+Y4wBViV7j83alsCjjz4a/kQ9WgM33b9WeOjQodTU1NDc3JxQn3XEiBE0Njayb98+jDEReqjR+qijR4/G7/ezbdu28NNWdzHGhDVcCwoKmDVrFitWrKCpqanTAbOuavR2llZXV0dRUREFBQURJ2gy+rqdraeizN69exkwYEBYIzo6vavhnpaPFbbOs8LCQkaOHMmIESMoLS2lubmZtWvX0tbWRltbW1iQ3pig4PrEiRM5cOAAhYWF1NbW0t7ejohw6NAhamtrGTx4MP3794/QqI7Wq46Os4dLSkqYOnUqAJs3b2bYsGEMGDAAn88XPq8/+OADtm/fTktLC36/P3xe5+XlMXjwYE4++WSam5tZtmwZra2t5OXlhffHfhxMnNamtR2Xy0VxcTFlZWVMmzaNTZs28eGHH8bV1Y6uL15asvm6ktanT8wJFVKOagwripJ2LEeV6febbEFUY1hRFEVJBnUCiqL0KhUVFTqDaAahTkBRlF5l0qRJfOYzn3HUhkAgwGOPPZZxH685gToBRVHSSktLi9MmdODZZ5/lqquu4u6773baFMfpicbwM6G4TSIyV0Q8ofjZItIon+gJ32mr5xYR2Rwq81w8PQFFUbKHr3/9606b0IH9+/cDoHolPdMYfoagotjRBOUlr7QVe8cYMzW0/CxUz3CCKmPTjDFHEZyR9MJU7oyiKJnHwoXRc08Gsb+W6RQqKtMzjeGFtg8TVhAUm+kMN1AY0hUowiZOoyhKbnHttdd2nilNrFmzxrFtZxo90hgGCHUDXQwssuU5SUTWi8irIjIFwBizG7gPqASqgUZjzL9ibVBUXlJRsp7HHnvMsW3/+c9/dmzbmUaPNIZDPAwsNca8E1pfA4w2xhxDUHz+RQARGQicB4wlqEtcLCLfjrVBo/KSipL1uN3OT1ig3UE91BgWkbuAMuB7VqIx5qAx5uNQeCHgEZFSYA6wwxizzxjjBV4AZqRkLxRFOezIBCeg9Exj+ErgDOAiY0x4AhsROVJC7lVETgxto55gN9B0ESkKpZ9GUKZSUZQcxD4Pk1NoS6CbGsPGmM0ish7YBSwLHcgXQm8CfR24VkR8QAtwYWjweLmIPE+wu8gHrAX+lI6dUhQl88mEloDOZdQDjWFjTMyyxpgHgQfjpN0F3NVFGxVFyRLsN91McAKtra1Om+A4+sWwoii9hv3bAJfLxbZt23jiiSccsycTv2bubdQJpJGezPWvKD3B0hg+/fTTnTYlAvtcPW63m/Hjx3P55Zfj8/kSllu9enVYByGVqNC8OoG0UV5ejsvlYtGiRQnzBQIBbr/9dt59991O6/T7/Zx55pk88sgjqTIzTEVFBZMmTWLTpk0pr1vpfd58800AXn/99YyaJM3+5G3XPm5sbIxbZtmyZUybNo3jjjsuZXZ4PB4Apk+fnrI6D1ec75RLE88++2yHp4vuDgKZKM3fZMKvv/46ANdffz133nlnXB3bqqoq7r77bu6//37++Mc/4vf7w8pK9l+/309lZSWLFi1i0aJFCTWAO9uX6GORl5fHpZdeCsDRRx/N3LlzI9I6204yx7WzPDt37uTII4/soKYUXc5SiOopyShE2cP19fWUlJRQVFSUVJ1OpC9btoyKigrGjBnDM888E44vKCjg/PPP56yzzqK9vZ329vawKte6det48cUXOf3006msrOSGG26gsLAQr9dLXV0dCxcu5IILLqB///4RwjCWql0yi5077wxPJRYhOl9aWsqtt97KxIkTI/L7fL6wXvLWrVu55pprwnrYJSUlYU1u69hYNlrbjnUtWb8A8+bNo6ioKOK8sqv6xVrvLfr06cM3v/nNtG8na5XFiouLaW5uToNFiqJ0lZKSEtra2rrdKpk4cSIVFRUptiqzGTx4MHv37u1W2a4oi2VtS2DTpk0xn5y66s070/xNlObxeNi7d29MDWKL/Px8+vfvz8GDB2lvb8flcpGXlxfxaw/n5+dz4MABDh061MHOZJ7Yo59wrKcoj8fDkCFDqK6ujmgtJDuukcxxTZTH5XKFn86i98X+BJpIe7gz4tWbTDg/Pz+ph4rO7EpnusfjCev7FhUV4Xa7CQQCiAgNDQ14vV4KCgrIz88P/+blBXuE9+7dS2lpKTU1NQQCAdxuN263m7y8PJqamsKtXCC8jWQXt9tNfn4+fr+fQ4cOMXDgQICwbRDs6qypqcHr9QKf/Ndut5vi4mIGDRoEQG1tLS6XCxHh4MGDEee0/Xy2rpnoa8n69Xg8FBQUUFtbi9/vjzjn7Ut0XCpbA4nqs67J3iBrWwKKomQmqjecflRjWFEURUkKdQKKoig5jDoBRVHSzlFHHcWQIUOcNkOJgToBRVHSzubNm6mtrXXajDBPPfUUIqLykvRMY/iG0LoJTRVt5f0vEdkQWv4tIseE4keKyJsiUh7SGb4pPbukKIqSmEsuuQSAn/3sZw5b4jw90Rh+j6BGwK6oIjuAU4wxnwV+ziczhfqA/zHGTAKmA9eH6lEUJUewvxH0ve99L0FOpbfoicbwWmPMzujMxph/G2MaQqv/IaQ9bIypNsasCYUPEdQSGB5dXlGU7MI+54/9u5MHHnjACXOUKHqsMdwJVwCvRkeKyBjgWGB5rEKqMawo2cOkSZPCYZ1UMfNIhcZw7EIiXyDoBG6Niu8LzANuNsYcjFVWNYYVJXuoqqoKh9UJZB7JTBsRV2M4HiLyWeAx4ExjTL0t3kPQATxjjHmh6+YqinI409mU0Urv022N4XiZRWQUQRH5i40xH9jiBXgcKDfG3N8zsxVFORzJtEkdVWM4CSdgjPEBlsZwOfD3kMbwd0WkimDLYIOIPBYqcidwBPCwiKwTEWvin5nAxcCpofh1InJWqndIUZTMxa4hoGQGPdEY/j/g/2LkvRK4Mkb8u8QeX1AUJUdQJ5B56BfDipKlxBJ1cZpM6w5S1AmkFR0EU5yirq4Ol8tFcXGx06ZEEK0T/Pbbb/PKK68kLNPQ0MDIkSNZsGBByu3JNCfpBOoE0sTSpUvxeDy88847CfM1NjZSVlYWIekYj/379yMifOtb30qVmWFuv/12RITf/va3Ka9b6X1eein47kZra2vEK5pOU11dHbE+e/ZszjnnnITXyR133EFVVRXnn39+yu054ogjUl7n4UbWispcd911tLa2ArF1au3x0QpC8dK6kveVV16hpaWFIUOGcOaZZ4ZVj6LzrVu3jg0bNgBw+eWXx9RvteJ27NjBypUrAbj00ksjVMw6s6uz9GeffTZ8fC677LJONVUTnTfx0hKV+eijjxg6dCiFhYVx8ziFz+dj7dq1jBs3joEDB8bUIe7sN1V5EuXdsWMH27ZtY/jw4ZSXl0fsw8iRI5kxY0ZY4tHSGH733XeBoLb0xo0b+fKXv8yAAQMIBAJ88MEHVFRUMGvWLEpLS5NSrvN6vWEdYyu8ZMmScJ6BAwfS0NAQs/zMmTMZM2ZMhEKfMYannnoqnOeEE05gzJgxBAIB8vPzO9QRy0a7brfH46GpqYl//vOfAAwfPpxTTjkFEaGpqYmCgoIIFbKuYCmZ2a8xu01d1Snu168f99/fvRcpuyIqk7VO4DOf+QwtLS0dpB2jZeJi/SZKSzYvQHl5OaNHjw7fxOPl37t3L4MHD8bn83WQ5rMuCGvZsmUL+fn5DB48uIPsXWd2JUqvrq6mubkZEWH48OFJyel1Jy1e/J49eygqKsq47guL6upqBg0aRJ8+fYDYEpSd/aYqT7y8e/bsoaGhgeHDh7N7924ARowYQVVVFUOGDKF///4UFBRESEyWl5dTU1PDMcccQ1VVFYWFhXg8nrB8Y11dHYMGDaJv375JHaf8/Hw8Hg/5+fnhpaCggDfeeAOAY445hk996lOUlpaybds2SktLqaqqYtmyZQwePJi+ffuGzz2rq6Z///7ccMMNvPPOO6xevTos+WpJUVrEupdZUpNutxsRwev1huUqJ0yYwDvvvENzczN+v5/CwkJ8Ph/GmA6Sk8k4QKtctNylPb0rlJWVsXbt2i6VsVAnoChKRmF/CDvttNPo27dvWvr4lSBdcQJZKzSvKEpmYrUKlMxAB4YVRVFyGHUCiqLkJAcPxpy/MudQJ6AoSs6xfPly+vfvz4svvui0KY6TDnnJiSKyTETaROT7UfXsFJGNUXMKKYqSxcybNy9m/F/+8pdetuQTVqxYARDx+mqukg55yf3Ad4H74lT5BWPM1GRHrhVFObz5+te/HjP+O9/5Ti9b8gmZ/lZkb5IOeclaY8xKwBudpiiKkknoVNLpl5eMxgD/EpHVInJ1N+tQFEXpEdZsAkpy3wl0S14yDjONMXtEZDDwuohUGGOWdthg0EFcDTBq1KhubkpRFCU2t956a+eZcoRkWgJdlpeMhzFmT+i3FphPsKspVj7VGFYUJe3o2EAa5CXjISLFIlJihYHTgU1drUdRFCVV6HTvSXQHGWN8ImLJS7qAuZa8JPAD4EiC8pILjTFXisiRwCqgHxAQkZsJvlVUCswPDcS4gWeNMYvSsleKomQ8mTAo297e7rQJjpMOeckagl1G0RwEjumGjYqiKGlBnYB+MawoikNoSyAzUCegKFnKlVdeyeOPP+60GRE3e3sfvIjw8ssvc/nllzthFkAHTYJcRJ1Amjhw4ACnn346H374Yad5//GPf7Bjx46k6n3vvffYvHlzT83rgM/nY/Hixaq5miWsXLmSxx9/nCuvvNLxN2A8Hk84bNcYLi4u5txzz+WJJ55IKEC/d+9eRIRjjkl9b/JRRx2V8joPN9QJpInnnnuO119/nV/+8pcJ8+3YsYMLLriACy64oNM6t2zZwuc///m0nLjnnXceX/ziF/nCF76Q8rqTwe/3O7LdZDkcnGNTUxO7du2ivb2dxYsXh+Pnz58f9yZbX1/P+vXr8Xq97N+/v4N8ZWNjY4/tcrs/GXqsqakJh+2zeH7nO9+J66weffRRADZs2JCymT+nTJkCHB7/a7rJWmWxY489lpaWFqDju8CJ1lOVd9euT6ZUGjduXFjn1NI6tcJtbW00NTUBQUnMRP2klZWV4X0aP358lzVQY2FJ4tlbLBMmTIibN9n4ruoMb9++naFDh4blJZORXexNKisr6devHwMGDAC6f16kM19lZWXCfbCfXx9//HFYgtJOSUkJQ4cOBaC2tpYDBw5QXFzMiBGx3vWIlFW0zmtLG9sK19XVhfPn5eXFvfEWFxczbNiwiHqBDq3pT3/60x1kG+Mt8fLU1tYCwVbKqFGj8Hq9eDyeCIdlES0V2VuUlpbyzjvvdKusKosRFM62D/pE3zgSracq7759+ygtLcXn8+FyuWIueXl5NDc3Y4yJaCrH4thjj6Vv377k5eV1+oSWjC6qhcvlYsaMGQwfPpzq6uoIbeZouhLflbxHHnlk+CabjKh6bzNy5Ej69euX9H/fnXw9raO+vp7Nmzdz7LHHUltby9SpUyktLeWuu+7ixhtvDN/4jDFhZ7to0SIGDBjAiSeeSL9+/di/f39YX7eqqor33nuPs846K+KBI/rcsvSvrfPZ+rXCHo+H6667jqVLl7J8+XJGjRrF1Vdfza9//WuMMZx66qnMnz+fAwcOUFhY2EELe9asWXz7299m48aNrFy5MqZed6IlVh6Px8OcOXN45ZVXaGpqiqlZbO1rLB3veHTluuuM/v37p6SezsjaloCiKEqu0pWWgI4JKIqi5DDqBBRFUXIYdQKKoig5jDoBRVGUHEadgKIoSg6jTkBRFCWHUSegKIqSw6gTUBRFyWEy/mMxEdkH7Oo0Y2xKgbpOc2Ufut+5he53bpHMfo82xiSlzZvxTqAniMiqZL+ayyZ0v3ML3e/cItX7rd1BiqIoOYw6AUVRlBwm253An5w2wCF0v3ML3e/cIqX7ndVjAoqiKEpisr0loCiKoiQga5yAiMwVkVoR2WSLGyQir4vI1tDvQCdtTDcicouIbBaRTSLynIj0cdqm3kJEBojI8yJSISLlInKS0zb1BiLiEpG1IvJPp23pLURkpIi8GfqfN4vITU7b1FuIyJdE5H0R2SYit6WizqxxAsCTwJei4m4DlhhjxgNLQutZiYgMB74LTDPGHAW4gAudtapX+R2wyBgzETgGKHfYnt7iJnJnXy18wP8YYyYB04HrRWSywzalHRFxAQ8BZwKTgYtSsd9Z4wSMMUuB/VHR5wF/DoX/DJzfq0b1Pm6gUETcQBGwx2F7egUR6QfMAh4HMMa0G2MOOGtV+hGREcDZwGNO29KbGGOqjTFrQuFDBJ3gcGet6hVOBLYZY7YbY9qBvxK8x/WIrHECcRhijKmG4IkDDHbYnrRhjNkN3AdUAtVAozHmX85a1Wt8CtgHPBHqGnlMRIqdNqoX+C3wAyC2cnsOICJjgGOB5c5a0isMBz6yrVeRAueX7U4gZwiNd5wHjAWGAcUi8m1nreo13MBxwB+MMccCTWRx1x+AiJwD1BpjVjtti1OISF9gHnCzMeag0/b0ArEU7Hv8eme2O4G9IjIUIPRb67A96WQOsMMYs88Y4wVeAGY4bFNvUQVUGWOsp8HnCTqFbGYmcK6I7CTYLXCqiDztrEm9h4h4CDqAZ4wxLzhtTy9RBYy0rY8gBV2+2e4EXgIuCYUvARY4aEu6qQSmi0iRiAhwGjkyYGiMqQE+EpEJoajTgC0OmpR2jDG3G2NGGGPGEHwB4A1jTE60/ELn9+NAuTHmfqft6UVWAuNFZKyI5BP831/qaaXuHpuVIYjIc8BsoFREqoC7gLuBv4vIFQRvkt9wzsL0YoxZLiLPA2sIvj2xltz6ovJG4JnQxbEduMxhe5T0MRO4GNgoIutCcT80xix00Ka0Y4zxicgNwGsE3/6ba4zZ3NN69YthRVGUHCbbu4MURVGUBKgTUBRFyWHUCSiKouQw6gQURVFyGHUCiqIoOYw6AUVRlBxGnYCiKEoOo05AURQlh/n/GaB77hF6b3IAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nmrdata = synthetic_samples_project['S6'].data.T\n", "nmrdata = nmrdata/nmrdata.max(axis=0)\n", "plt.plot(peakPPM_full,nmrdata+range(10),color='k')\n", "plt.gca().set_yticks(np.array(range(10))+0.5)\n", "plt.gca().set_yticklabels(Labels)\n", "plt.gca().invert_xaxis()" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "You can access multiple :py:class:`ExperimentGroup` objects by passing a list of names." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:52:59.782113Z", "start_time": "2018-09-27T20:52:59.500031Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "group_list = synthetic_samples_project[['S2','S6']]\n", "\n", "fig,axes = plt.subplots(2,1)\n", "\n", "for group,ax in zip(group_list,axes):\n", " nmrdata= group.data.T\n", " nmrdata = nmrdata/nmrdata.max(axis=0)\n", " ax.plot(peakPPM_full,nmrdata+range(10),color='k')\n", " ax.set_yticks(np.array(range(10))+0.5)\n", " ax.set_yticklabels(Labels)\n", " ax.invert_xaxis()" ] }, { "cell_type": "raw", "metadata": { "ExecuteTime": { "end_time": "2018-09-12T14:58:43.565020Z", "start_time": "2018-09-12T14:58:43.560428Z" }, "raw_mimetype": "text/restructuredtext" }, "source": [ "Accessing Distance Metrics\n", "--------------------------\n", "\n", "Individual :py:class:`.DistanceMetric` objects for an :py:class:`ExperimentGroup` can be accessed by array-like indexing:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:53:00.025306Z", "start_time": "2018-09-27T20:52:59.785458Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d = synthetic_samples_project['S6',jeffries].distance_matrix\n", "plt.imshow(d,origin='lower',cmap='BuPu')\n", "plt.gca().set_yticks(np.array(range(10)))\n", "plt.gca().set_yticklabels(Labels)\n", "plt.gca().set_xticks(np.array(range(10)))\n", "plt.gca().set_xticklabels(Labels,rotation='vertical')\n", "plt.colorbar()" ] }, { "cell_type": "raw", "metadata": { "ExecuteTime": { "end_time": "2018-09-12T15:06:31.897401Z", "start_time": "2018-09-12T15:06:31.893035Z" }, "raw_mimetype": "text/restructuredtext" }, "source": [ "Multiple :py:class:`DistanceMetric` objects can be accessed by passing a list." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-09-27T20:53:00.506992Z", "start_time": "2018-09-27T20:53:00.027451Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "metric_list = synthetic_samples_project['S6',[jeffries,hellinger]]\n", "\n", "fig,axes = plt.subplots(1,2,figsize=(11,4))\n", "\n", "for metric,ax in zip(metric_list,axes):\n", " d = metric.distance_matrix\n", " im = ax.imshow(d,origin='lower',cmap='BuPu')\n", " ax.set_yticks(np.array(range(10)))\n", " ax.set_yticklabels(Labels)\n", " ax.set_xticks(np.array(range(10)))\n", " ax.set_xticklabels(Labels,rotation='vertical')\n", " fig.colorbar(im,ax=ax)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "Python [conda env:py3]", "language": "python", "name": "conda-env-py3-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.10" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }