diff --git a/notebooks/01_model_review.ipynb b/notebooks/01_model_review.ipynb index 115e8ad..db397d8 100644 --- a/notebooks/01_model_review.ipynb +++ b/notebooks/01_model_review.ipynb @@ -1022,18 +1022,7 @@ } }, "source": [ - "### Showing your Data Prep" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### Write down the meta-model\n", + "### Write down your Meta model\n", "\n", "**objective** – a sentence or two on what your model or analysis aims at.\n", "\n", @@ -1054,12 +1043,19 @@ } }, "source": [ - "### Write down the meta-model\n", - "\n", "**inputs**\n", "- Tell us what the model reads, e.g. postgres_db_uri , or an S3 location like https://s3.console.aws.amazon.com/s3/buckets/bar/baz\n", - "- What is the provenance? Directly querying a System of Record? Or a subsequent journey? Can we reproduce it?\n", - "\n", + "- What is the provenance? Directly querying a System of Record? Or a subsequent journey? Can we reproduce it?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ "**outputs** \n", "- Where will inferences go? Stdout, file, S3, a table? \n", "- Should we be worried about overwriting some frozen output?" @@ -1073,8 +1069,6 @@ } }, "source": [ - "### Write down the meta-model\n", - "\n", "**assumptions**\n", "\n", "- Are assumptions explicitly written down in a ReadMe? \n", @@ -1082,16 +1076,43 @@ " - assuming independence over observations that aren't independent, or \n", " - implicitly assuming some statistical distribution such as normality.\n", "\n", - "- Do assumptions actually hold in practice, in the observed data? \n", - "\n", + "- Do assumptions actually hold in practice, in the observed data? \n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ "**benchmark** \n", "\n", "- What competing model are you comparing performance to? \n", - "- Is it the best available?\n", - "\n", + "- Is it the best available?\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ "**bias-variance tradeoff**\n", - "- What does the learning curve say about overfitting?\n", - "\n", + "- What does the learning curve say about overfitting?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ "**transformation** \n", "- How is data transformed during ETL? \n", "- Filtering? \n", @@ -1099,6 +1120,21 @@ "- Imputation?" ] }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Showing your Data Prep\n", + "\n", + "\n", + "\n", + "cue live demo\n" + ] + }, { "cell_type": "markdown", "metadata": { diff --git a/notebooks/Rexhomes model notebook rubric.ipynb b/notebooks/Rexhomes model notebook rubric.ipynb new file mode 100644 index 0000000..a126543 --- /dev/null +++ b/notebooks/Rexhomes model notebook rubric.ipynb @@ -0,0 +1,38685 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Title\n", + "---\n", + "* **`OBJECTIVE`**\n", + "\n", + " * Brief description of the objective of the model/analysis.\n", + "\n", + "\n", + "* **`KPIs`**\n", + "\n", + " List all key performance indicators. For example:\n", + "\n", + " * Model predicts **X**...\n", + " * Further actions need to be taken to acquire data for the model.\n", + " * Out of sample predictions show that...\n", + " * **Y** is an outlier when these assumptions are made...\n", + "\n", + "**This should be easy to consume, and suitable for an executive to understand**\n", + "**in less than a few minutes. Structuring the notebook in this way, should help**\n", + "**build a story about the analysis and the model.**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Notebook specifics\n", + "---\n", + "Below is everything done to generate the data story above. Everything done should\n", + "relate to the KPIs and show evidence for any insights." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Notebook imports, constants, accessors, _etc_" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " Loading BokehJS ...\n", + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "(function(root) {\n", + " function now() {\n", + " return new Date();\n", + " }\n", + "\n", + " var force = true;\n", + "\n", + " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", + " root._bokeh_onload_callbacks = [];\n", + " root._bokeh_is_loading = undefined;\n", + " }\n", + "\n", + " var JS_MIME_TYPE = 'application/javascript';\n", + " var HTML_MIME_TYPE = 'text/html';\n", + " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", + " var CLASS_NAME = 'output_bokeh rendered_html';\n", + "\n", + " /**\n", + " * Render data to the DOM node\n", + " */\n", + " function render(props, node) {\n", + " var script = document.createElement(\"script\");\n", + " node.appendChild(script);\n", + " }\n", + "\n", + " /**\n", + " * Handle when an output is cleared or removed\n", + " */\n", + " function handleClearOutput(event, handle) {\n", + " var cell = handle.cell;\n", + "\n", + " var id = cell.output_area._bokeh_element_id;\n", + " var server_id = cell.output_area._bokeh_server_id;\n", + " // Clean up Bokeh references\n", + " if (id != null && id in Bokeh.index) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + "\n", + " if (server_id !== undefined) {\n", + " // Clean up Bokeh references\n", + " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", + " cell.notebook.kernel.execute(cmd, {\n", + " iopub: {\n", + " output: function(msg) {\n", + " var id = msg.content.text.trim();\n", + " if (id in Bokeh.index) {\n", + " Bokeh.index[id].model.document.clear();\n", + " delete Bokeh.index[id];\n", + " }\n", + " }\n", + " }\n", + " });\n", + " // Destroy server and session\n", + " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", + " cell.notebook.kernel.execute(cmd);\n", + " }\n", + " }\n", + "\n", + " /**\n", + " * Handle when a new output is added\n", + " */\n", + " function handleAddOutput(event, handle) {\n", + " var output_area = handle.output_area;\n", + " var output = handle.output;\n", + "\n", + " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", + " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", + " return\n", + " }\n", + "\n", + " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", + "\n", + " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", + " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", + " // store reference to embed id on output_area\n", + " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", + " }\n", + " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", + " var bk_div = document.createElement(\"div\");\n", + " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", + " var script_attrs = bk_div.children[0].attributes;\n", + " for (var i = 0; i < script_attrs.length; i++) {\n", + " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", + " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", + " }\n", + " // store reference to server id on output_area\n", + " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", + " }\n", + " }\n", + "\n", + " function register_renderer(events, OutputArea) {\n", + "\n", + " function append_mime(data, metadata, element) {\n", + " // create a DOM node to render to\n", + " var toinsert = this.create_output_subarea(\n", + " metadata,\n", + " CLASS_NAME,\n", + " EXEC_MIME_TYPE\n", + " );\n", + " this.keyboard_manager.register_events(toinsert);\n", + " // Render to node\n", + " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", + " render(props, toinsert[toinsert.length - 1]);\n", + " element.append(toinsert);\n", + " return toinsert\n", + " }\n", + "\n", + " /* Handle when an output is cleared or removed */\n", + " events.on('clear_output.CodeCell', handleClearOutput);\n", + " events.on('delete.Cell', handleClearOutput);\n", + "\n", + " /* Handle when a new output is added */\n", + " events.on('output_added.OutputArea', handleAddOutput);\n", + "\n", + " /**\n", + " * Register the mime type and append_mime function with output_area\n", + " */\n", + " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", + " /* Is output safe? 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\\n\"+\n", + " \"\\n\"+\n", + " \"\\n\"+\n", + " \"from bokeh.resources import INLINE\\n\"+\n", + " \"output_notebook(resources=INLINE)\\n\"+\n", + " \"\\n\"+\n", + " \"
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\\n\"+\n \"

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\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "\n", + "import gzip\n", + "import io\n", + "import os\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import pandas_profiling\n", + "import seaborn as sns\n", + "import statsmodels.api as sm\n", + "import xgboost as xgb\n", + "from bokeh.io import output_notebook\n", + "from bokeh.layouts import column\n", + "from bokeh.models import Band, ColumnDataSource, HoverTool, NumeralTickFormatter, Select\n", + "from bokeh.plotting import figure, gridplot, show\n", + "from fancyimpute import KNN, NuclearNormMinimization, SoftImpute, BiScaler\n", + "from s3fs import S3FileSystem\n", + "from sklearn.datasets import load_iris\n", + "from sklearn.impute import SimpleImputer\n", + "from sklearn.metrics import confusion_matrix\n", + "from sklearn.model_selection import GridSearchCV, learning_curve, ShuffleSplit, train_test_split\n", + "from sklearn.naive_bayes import GaussianNB\n", + "\n", + "\n", + "RANDOM_STATE = 42\n", + "output_notebook()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data set generation\n", + "* **`DATA SOURCES`**\n", + "\n", + " List all data sources, _e.g._. This should help you understand what data can\n", + " be used for the analysis/model, and how to ultimately do the ETL for the\n", + " model.\n", + "\n", + " * rexdb\n", + " * Insightly\n", + " * Web events\n", + "\n", + "\n", + "* **`PROVENANCE`**\n", + "\n", + " Here we will refer to the excellent work done by Dong Huynh,\n", + " http://trungdong.github.io/prov-python-short-tutorial.html. Basically you need\n", + " to show _and store_ the following things about the notebook/models.\n", + "\n", + " * Entity\n", + "\n", + " * An entity is a physical, digital, conceptual, or other kind of thing\n", + " with some fixed aspects; entities may be real or imaginary.\n", + "\n", + " * Activity\n", + "\n", + " * An activity is something that occurs over a period of time and acts upon\n", + " or with entities; it may include consuming, processing, transforming,\n", + " modifying, relocating, using, or generating entities.\n", + "\n", + " * Agent\n", + "\n", + " * An agent is something that bears some form of responsibility for an\n", + " activity taking place, for the existence of an entity, or for another\n", + " agent's activity.\n", + "\n", + "\n", + "Below we will work through an example where we extract, transform, and load\n", + "data for a model using the Entity, Activity and Agent work flow.\n", + "\n", + "**`NOTE`** Adding more metadata around the actual person that has created the\n", + "model, as well as the date with which the model was generated is also a good\n", + "idea. We do not add that information below, but it is a good idea to do so.\n", + "Also including a unique identifier for the model will help with best practices\n", + "when building data sets and models." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data set provenance model" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "class Extract:\n", + " \"\"\"This is an example of an Agent. This object is going to be a recipe\n", + " for the extraction of data. It will not do anything by itself, since the\n", + " extraction is done through the _extract method that must be written by a\n", + " class that inherits this object.\n", + " \"\"\"\n", + "\n", + " def _extract(self, *args, **kwargs):\n", + " raise NotImplementedError('To be implemented by the inheriting class.')\n", + "\n", + " def extract(self, *args, **kwargs):\n", + " extracted_data = self._extract(*args, **kwargs)\n", + " return extracted_data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "class Transform:\n", + " \"\"\"This is another Agent that we will use to transform any extracted data.\"\"\"\n", + "\n", + " def _transform(self, *args, **kwargs):\n", + " raise NotImplementedError('To be implemented by the inheriting class.')\n", + "\n", + " def transform(self, *args, **kwargs):\n", + " transformed_data = self._transform(*args, **kwargs)\n", + " return transformed_data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "class Load:\n", + " \"\"\"Just as in the Extract and Transform objects, we create a Load object\n", + " that is a yet another Agent. We will use this data loading object to build\n", + " another data set object that will be used to create entities for our\n", + " model(s).\n", + " \"\"\"\n", + "\n", + " def _load(self, *args, **kwargs):\n", + " raise NotImplementedError('To be implemented by the inheriting class.')\n", + "\n", + " def load(self, *args, **kwargs):\n", + " loaded_data = self._load(*args, **kwargs)\n", + " return loaded_data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "class CSVDataSet:\n", + " \"\"\"This example will show how to persist a data set locally and on S3. This\n", + " is an Agent that orchestrates the loading of data set and the\n", + " creation of the data set object.\n", + "\n", + " Again, this object will not do anything useful since it requires bucket\n", + " names and file names to be created, as well as the _load method.\n", + " \"\"\"\n", + "\n", + " name = None\n", + " data_set_name = None\n", + " data_set_file_extension = 'csv'\n", + " file_compression = 'gz'\n", + " data_set_file_name = None\n", + " bucket_local = None\n", + " bucket_remote = None\n", + " bucket_prefix = None\n", + " data_set_path_local = None\n", + " data_set_path_remote = None\n", + " s3 = S3FileSystem()\n", + "\n", + " def generate_names_with_cache_paths(self):\n", + " self.name = f'{self.__class__.__name__}'\n", + " self.data_set_name = f'{self.name}'\n", + " self.data_set_file_name = (\n", + " f'{self.data_set_name}'\n", + " f'.{self.data_set_file_extension}'\n", + " f'.{self.file_compression}'\n", + " )\n", + " self.data_set_path_local = os.path.join(\n", + " self.bucket_local,\n", + " self.data_set_file_name,\n", + " )\n", + " if not os.path.exists(os.path.dirname(self.data_set_path_local)):\n", + " os.makedirs(os.path.dirname(self.data_set_path_local))\n", + " self.data_set_path_remote = os.path.join(\n", + " 's3://',\n", + " self.bucket_remote,\n", + " self.bucket_prefix,\n", + " self.data_set_file_name,\n", + " )\n", + "\n", + " def cache_df(self, df, where):\n", + " print(f'Caching data set {where}.')\n", + " data_set_buffer = io.StringIO()\n", + " df.to_csv(data_set_buffer, index=False)\n", + " data_set_buffer.seek(0)\n", + " gzipped_data_set_buffer = io.BytesIO()\n", + " with gzip.GzipFile(mode='w', fileobj=gzipped_data_set_buffer) as file_:\n", + " file_.write(bytes(data_set_buffer.getvalue(), 'utf-8'))\n", + "\n", + " if where == 'locally':\n", + " with open(self.data_set_path_local, 'wb') as file_:\n", + " file_.write(gzipped_data_set_buffer.getvalue())\n", + "\n", + " elif where == 'remotely':\n", + " with self.s3.open(self.data_set_path_remote, 'wb') as file_:\n", + " file_.write(gzipped_data_set_buffer.getvalue())\n", + "\n", + " def _load_data_set(self, *args, **kwargs):\n", + " if 'overwrite_cache' in kwargs:\n", + " overwrite_cache = kwargs.get('overwrite_cache', False)\n", + " else:\n", + " overwrite_cache = False\n", + "\n", + " data_set_exists_locally = os.path.exists(self.data_set_path_local)\n", + " data_set_exists_remotely = self.s3.exists(self.data_set_path_remote)\n", + " data_does_not_exists = (\n", + " not data_set_exists_locally\n", + " and not data_set_exists_remotely\n", + " )\n", + "\n", + " if data_set_exists_locally:\n", + " print('Loading the data set from the local cache.')\n", + " self.df = pd.read_csv(self.data_set_path_local, low_memory=False)\n", + " if not data_set_exists_remotely:\n", + " self.cache_df(df=self.df, where='remotely')\n", + "\n", + " elif data_set_exists_remotely:\n", + " print('Loading the data set from the remote cache.')\n", + " self.df = pd.read_csv(self.data_set_path_remote, low_memory=False)\n", + " if not data_set_exists_locally:\n", + " self.cache_df(df=self.df, where='locally')\n", + "\n", + " elif overwrite_cache or data_does_not_exists:\n", + " print('(Re)building data set.')\n", + " self.df = self._load(*args, **kwargs)\n", + " self.cache_df(df=self.df, where='locally')\n", + " self.cache_df(df=self.df, where='remotely')\n", + "\n", + " def load_data_set(self, *args, **kwargs):\n", + " self._load_data_set(*args, **kwargs)\n", + "\n", + " def is_data_set_cached(self):\n", + " return not self.df.empty" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data set implementation\n", + "Below is an example of how to execute the Data Entity/Activity/Agent ETL\n", + "process specifically using the Iris data set from `sklearn`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "class IrisDataExtractor(Extract):\n", + " \"\"\"This is an example of an Activity. It will require the inheritance of\n", + " the agent called Extract. Here we will write the actual extraction of the\n", + " data. This object could perform the generation of an Entity, if the\n", + " extraction is a time-consuming process.\n", + " \"\"\"\n", + "\n", + " def _extract(self):\n", + " iris_data = load_iris()\n", + " return iris_data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "class IrisDataTransformer(Transform):\n", + " \"\"\"As was done with the data extraction, here we will write the data\n", + " transformation. This is another example of an Activity. It should be\n", + " noted that this is not a generic transformation class. It is dependent\n", + " on the extracted Iris data set. If you make this class a generic data\n", + " transformation, then you need to make sure that any assumptions about the\n", + " model are described further in the process. Making this \"generic\" could be\n", + " useful if you need to make many models with different assumptions in them\n", + " that are all based on the same data.\n", + "\n", + " If you do not need to make this generic, then it is a good idea to place\n", + " all assumptions about the model and data in this object.\n", + " \"\"\"\n", + "\n", + " def _transform(self, data):\n", + " df = pd.DataFrame(\n", + " data=data['data'],\n", + " columns=data['feature_names'],\n", + " )\n", + " name_dict = {i: name for i, name in enumerate(data['target_names'])}\n", + " df['iris_name'] = data['target']\n", + " df['iris_name'] = df['iris_name'].apply(lambda index: name_dict[index])\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "class IrisDataLoader(Load):\n", + " \"\"\"This specific example of an Activity also sets the dataframe attribute\n", + " as an Entity to this object. This may seem unusual right now, but it will\n", + " make sense when used in conjunction with the DataSet object below.\n", + " \"\"\"\n", + "\n", + " df = pd.DataFrame()\n", + "\n", + " def _load(self):\n", + " extractor = IrisDataExtractor()\n", + " extracted_data = extractor.extract()\n", + " transformer = IrisDataTransformer()\n", + " transformed_data = transformer.transform(extracted_data)\n", + " self.df = transformed_data.copy()\n", + " return self.df" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "class IrisDataSet(CSVDataSet, IrisDataLoader):\n", + "\n", + " bucket_local = '../data/'\n", + " bucket_remote = 'org-rex-data'\n", + " bucket_prefix = 'research/rex-analysis/amaloney'\n", + "\n", + " def __init__(self):\n", + " self.generate_names_with_cache_paths()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The actual ETL process\n", + "We will copy the dataframe into a variable so that we can do some exploratory\n", + "data analysis in the notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading the data set from the remote cache.\n", + "Caching data set locally.\n" + ] + } + ], + "source": [ + "iris_ds = IrisDataSet()\n", + "iris_ds.load_data_set()\n", + "iris_df = iris_ds.df.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data exploration\n", + "Exploratory data analysis includes many different things. This is where we pull\n", + "out our toolbox of statistics, visualizations and information theoretic measures\n", + "to help us understand where the model or analysis should proceed next. This\n", + "section may or may not be useful for the executive, but it will always be\n", + "beneficial for you as you build the data story." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visuals\n", + "Sometimes visualizing data will help you to understand more about the data.\n", + "There are tools you can use to quickly visualize statistical measures, and\n", + "how the data are distributed. A great number of these tool exist in seaborn,\n", + "but bokeh also has some interesting interactivity capabilities." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### seaborn" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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amGJnYaJ7b2mCnYUplqbGmJkYYWZihLmJEWbGdR8bY2osYWQkYSSBJEkYSbqPjeo+NgJLU2N6O7YYmiwuHk1wzYnYsfh8Zi4526YHNTGSsDY3wdrMGEcbc5xtzXGyMcPJxpzuDpb0c7Kmr5M13ewsMBKCJRB0OGRZpqCihpTCSnJKFeSWKcgrV5JbpqCwooZyhYpyhZoyhYoyhZoatfain3OYmx07np/Y0t3EBaUJOqWISZK0B3Bq73W0gBNQ0N6LuAyI76tj0Rm/r874PRXIsnxHey/iaqRTilhHQJKkAFmW/dp7HZca8X11LDrj99UZvydB03T45gmBQCAQXLsIERMIBAJBh0WIWPvxV3sv4DIhvq+ORWf8vjrj9yRoAnEmJhAIBIIOi6jEBAKBQNBhESImEAgEgg6LEDGBQCAQdFiEiAkEAoGgw9IpReyOO+6Q0UVPiTfxJt7EW2d4azWd9PrXJJ1SxAoKOlvijEAgELSOa+361ylFTCAQCATXBkLEBAKBQNBhESImEAgEgg6LEDGBQCAQdFiEiAkEAoGgwyJETCAQCAQdFiFiAoFAIOiwCBETCAQCQYdFiJhAIBB0IpQqbXsv4YoiREwgEAg6EeVKVXsv4YoiREwgEAgEHRYhYgKBQNCJkC8oLrjjI0RMIBAIOhHXmIYJERMIBAJBx0WImEAgEHQi5GtsP1GImEAgEHQiri0JEyImEAgEnYprrBATIiYQCASdCbGdKBAIBIIOi/ba0jAhYgKBQNCZEJWYQCAQCDosohITCAQCQYdFVGICgUAg6LCISkwgEAgEHRaNqMQEAoFA0FHRXGOlmBAxgUAg6EQIERMIBAJBh0Ury9eUkAkREwgEgk5GueLame4sREwgEAg6GcVVQsQEAoFA0EHJKVW09xKuGELEBAKBoJORXVrd3ku4YrSbiEmSZCFJ0llJkkIlSYqUJOmjRu4jSZL0syRJCZIkhUmSNKI91ioQCAQdiexrqBIzacfnVgI3ybJcIUmSKXBckqTdsiyfrnefOwGP2rcxwO+17wUCgUDQCMaSJCqxK4Gso6L2n6a1b+f7Qu8HVtTe9zTgIElS9yu5ToFAIOhImJkYkVJQ1d7LuGK065mYJEnGkiSFAHnAflmWz5x3Fzcgvd6/M2pva+yx5kuSFCBJUkB+fv5lWa9AIBBcjdS//qFREZ9X3t5LumK0q4jJsqyRZdkHcAdGS5I07Ly7SI19WROP9Zcsy36yLPs5Oztf4pUKBALB1Uv965+9jRW5ZUpKq68Nm/1V4U6UZbkEOAzccd6nMoCe9f7tDmRdmVUJBAJBx8PcVHdZT8iraOGenYP2dCc6S5LkUPuxJXALEHPe3bYBs2pdimOBUlmWs6/sSgUCgaDjYGFiDEBUVmk7r+TK0J6VWHfgkCRJYYA/ujOxHZIkLZAkaUHtfXYBSUACsAh4pn2WKhAIBB0DMxMjnG3NCUwtbu+lXBHazWIvy3IY4NvI7X/U+1gGnr2S6xIIrnVkWUap1lKj0SLLYGIkYWFqjLFRY0fUgqsRv95dCBAiJhAIOhuyLFNUWUNifiUphZWkF1WRWVJNTqmC3DIFRZU1lCnUjaagW5oa09XaDGdbc9wcLOntaIWHqw1Dutvj4WKDkRC5qwa/Pl3ZHZFDTqmCbvYW7b2cy4oQMYGgk6LWaInPqyAis5TIrDJicsqIy62gqLJGfx8jCbrZWdDdwZKB3Wzpam2GvaUpVmYmmBkbIUm6+VQKlZZyhYqiqhryypREZpWyNzIHda3Y2VqYML6/I7cN6cYdw7phbS4uLe2JX+8uAJxNKeI+7x7tvJrLi/hNEwg6AbIsk15UTUBqEcFpJYRllhKdXUaNWgvoqqiB3Wy5bYgrA1xs6O9iQ19Ha9y6WGJq3LajcbVGS1JBJeEZpfinFHE4Np+9kbl8sC2Sx8b04tkbBmBvZXopv01BKxnmZo+DlSmHY/KEiAkEgquTosoajsXncyy+gJMJBWTV5uVZmxkz3N2eWWN7M9zdnmFu9vRxtL7kZ1omxkZ4utri6WrLwyPdkWWZwNRiVp5OZdGxJDYEpPPZA8O520uE7FxpjI0kbhzowqHYPDRauVOfZwoREwg6EHllCraHZbM7PJvAtGJkGewtTZkwwJEF/RwZ3bcrHi627XLRkiQJvz5d8evTlacm9eedf8N5dk0QaUWDePqG/ld8Pdc6Nw1yYUtwJgEpRYzp59jey7lsCBETCK5yatRa9kflsiEgnWPx+WhlGNzdjhdu8uDGQS4Md7O/6l5pD+lhx7r5Y3l9Yxhf7YnB2dacySPd23tZ1xQ3DXLB0tSYbaFZQsQEAsGVp6iyhlWnU1l5OpX8ciXd7S14+ob+POjrzgAXm/ZeXouYmxjz/VRv8soVfLgtkrH9uuLexaq9l3XNYG1uwm1DXdkRls0H9w7FzOSqCGi65HTO70og6MBklVTz4bZIxn1xkO/3xzGkux1LZ4/i+Bs38frtgzqEgNVhYmzEN5O90WhlfjwQ397LueZ4wNeN0moVB6Nz23splw1RiQkEVwl55Qp+O5TImjNpaGWZB33deHJSPzxdbdt7aRdFz65WTPFzZ93ZdN68cxBONubtvaRrhkkezrg5WLLydCp3Du+cBhshYgJBO1NVo+bPI0ksOpaEUq1l8gh3nrtpAD27dp6tt0dH9WLFqVQORufyyKhe7b2cawZjI4npY3vx9Z5Y4nPL8ejgL4gaQ2wnCgTthFYrszEgnRu+OcxPB+O5YaAzB165nq8me3UqAQMY3N2W7vYWHI0vaO+lXHM84tcTMxMj/j6R0t5LuSyISkwgaAciMkt5b2sEwWkl+PR04PcZIxjZu2t7L+uyIUkSPj0diMy8NpLVryYcbcyZ6ufOBv8MXrh5AN3tLdt7SZcUUYkJBFeQMoWK9/6N4N6Fx0kvquLbKd5sfnp8pxawOjxcbUktqtKniAiuHE9N6o9WlvnzSFJ7L+WSIyoxgeAKIMsyu8Jz+Gh7JAUVSh4f14dXbvPEzuLaiWVy72KJLENOqYJejp1ru/Rqp2dXKx70dWPt2TTmT+pHD4fOU42JSkwguMxklVTzxPIAnl0ThIudOf8+O4EP7xt6TQkYgKO1GQBFVTUt3FNwOXjxFg9kGb7fH9feS7mkiEpMILhMaLUyq8+k8uXuGLQyvHv3YGaP74NJGwN3Ozp2ljrRLqtWtfNKrk3cu1gxe0IfFh1LYt51fRnc3a69l3RJECImEFwGUgoqeXNzGKeTipjo4cTnDw5vF8dhuUJFRKZuDEtifgVpRdXkliooqqqhukaDSqPF1NgIWwsTHG3M6ONozdAe9ozu2xXfng6XdEaYpakxANUqzSV7zPORZZnE/ArOJheTkFdBfoUSgF5dLRnVpyuTPJyv6blnz94wgPX+6Xy0PZK1T45Fkjr+z0KImEBwCdFoZZaeSObbfbGYGhnx5UPDeWRUzyt2sahQqjmZUMDxhALOJhcRm1uOXDvf0s7ChD5O1vRytMK3lwPW5iaYGEmoNDJlChV55UpCM0rYEZYN6OaMTR7pzrzr+tKldivwYqiLPVJrGg7cvFhSCipZH5DO9tAsMoqrAZ1outqZIwO7wrP59VAiQ3vY8dF9Q/Hr0/mNNI1hb2XKG3cM4u0t4WwOyuThTpBnKURMILhEJBdU8vrGUAJSi7l5kAufPTj8ikzVzS6tZm9EDvuicvFPKUKlkbE0NcavTxfuHNYd7572DOlhh7ONeavEtLBCyfGEAraGZPHr4QRWnErhi4e8LnqkilHtc6u1l8adKMsyJxML+fNoEkfj8jE2krhugBPP3jiAcf0c6e1opf9+FSoNu8Kz+X5/HDOWnGHTgvEMc7O/JOvoaDw6qicbA9P5bFc0Nw92wcHq4l+gtCdCxASCi0SrlVlxKoUv98RgZmzE91O9edDX7bJWX4UVSnaFZ7MtNAv/lGIAPFxsmHtdX673dGZk7y6Ymxi36bEdbcy538eN+33ciM0p583NYTy7JojYnAG8ctvANq/ZpHYbT6O9+ErseHwBPxyIIzC1GGdbc1651ZNHRvXE1a7xFw0WpsY8NMKdiR7O3L/wOE8sD2DPSxM7/AW8LRgZSXz2wHDuXXicL3fH8OXDXu29pItCiJhAcBGkFVbx2qZQziYXcb2nM1897HXZqi+1Rsuh2HzW+6dzODYPtVbGw8WGV2/15C6v7vR3vvTBwAO72bJ+/jje2RLOz/8l0N/Fhvt93Nr0WKaXYDsxIrOUL3ZHcyKhkO72FnzywDCm+rm3WrCdbc35fcZI7v/1BKvPpPHsjQPavJaOzJAedsyd0IdFx5J50NetQ49qESImELQBWZZZ75/OJzuiMJIkvp7sxZSR7pel+soormLNmTQ2BmaQX67E2dacedf15cERbgzqdvkdZmYmRnzx0HBSC6t4a3M44/o54tJExdMc5rUiplRfuLEjr0zB13tj+Scogy5WZrx/zxCmj+3VpmrTu6cD1w1wYvXpVJ65oX+nMDe0hZdu8WRvZC6vbgxlz0uTsDHvmHLQMVctELQjBRVK3toczv6oXMb3d+SbKd64XeLmUVmWOZ1UxNITyRyoHaNx40AXHhnVk5sGuVxxm76JsRHfTPHipu+OsOhYEu/cPeSCH8PWQne5Kb0Ai71SreHv4yks/C8elUbmyYn9ePbGAdhbXlyP3T1e3XlzczgJeRWdMhS3NVibm/D9VG+m/nmKT7ZH8dXkjrmtKERMILgADkTl8sY/YZQr1Lx3zxDmjO9zSS3bGq3MzvBs/jySSGRWGV2sTFlwfX+mj+19yYXyQuntaM0tg13YGpLF23cNvuAKxtzEGHtLU7JLFS3eV5Zl9kfl8unOaNKKqrhlsAvv3j2EPk7WbV2+AWNrt88CU4uvWRED8OvTlaeu78/vhxO5dYgrtwxxbe8lXTBCxASCVqBQafhsZzQrT6cyuLsda570YWC3S3fxU2u0bAnO5LfDiSQXVNLP2ZovHhrOg75uWJi2zaCh1crklCnILq2mqFJFtUqDiZGErYUJ7l2s6NXVCuMLFOBbBruyNzKX6OxyhvS48K3MAS42xOaUN3ufsIwSvtoTw4mEQjxdbVg5bzQTPZwv+Lmao2dXK8xNjEjMr7ikj9sRefkWTw7H5vPm5jD29pqEYweb9yZETCBogYS8cp5dHUxsbjlPXNeX1+8Y2Gbn3/lotTK7IrL5bl8cyQWVDOlux+/TR3D70G4XXOFV1ag5k1zEqcRCglKLic4uo7Km6fMnWwsTxvZzZPJId24Z7NoqQRvRuwsA0dllbRKx8f0d+fVQAnnlClxsDc/VorPL+PlgPLsjcuhqbcYH9w5hxtjemF6GrVNjIwlXOwtyy5SX/LE7GmYmRvzwiDf3LTzByxtCWTZ7VIdqCG83EZMkqSewAugGaIG/ZFn+6bz73ABsBZJrb9osy/LHV3CZgmucLcEZvL05AiszY5bNGcUNA10u2WMHpBTxyY4oQjNKGehqy58zR3LbENcL2qYrV6jYG5nLrvBsjicUUKPWYmZsxDA3OyaPdMfD1Rb3LpZ0tTbDyswYtVampEpFWmEVwenFHIzOY39ULt49HfhuihcDXJqvLnt3tcJIgtSiqjZ9z/f7uLHwUAJPrgjk7TsHYWlmTFBqMTvDs/FPKcbG3IQXb/bgiYl9sb3M2ZJdrEwv6HyuMzOomx0f3DuEd7ZE8PuRxA7l2mzPSkwNvCrLcpAkSbZAoCRJ+2VZjjrvfsdkWb6nHdYnuIZRqDR8tD2KtWfTGNO3Kz9P822yB+lCyS1T8MWuaP4NycLVzpxvp+j6ylq7tSfLMv4pxaw7m8auiGwUKi3uXSyZObY3Nwx0ZlSfri1uQY7t58jUUT1Ra7RsC83i4x1R3P3zcZbOGcX4/k5Nfp2JsRG2FqaUtDHEd4CLDT9M9eHjHVE88tdpg9vfvmsQU/16XrHeLTMTIzEWph6Pje7F6aQivtsXi1/vLh3Gdt9uIibLcjaQXftxuSRJ0YAbcL6ICQRXlOzSahasDCQ0o5QF1/fntds8L4kbUKuVWX02ja93x6BUa3nuxgE8c2N/rMxa92eoVGvYHprN4mNJxOSUY2tuwkMj3Hl4hDsjejm0ySpuYmzEQyPcuc7DiccWneG5NcFsf/66Zk0k5iZGqDRtv/g/4OvGjQNdOJ5QgKmxhIerLX0vkWHjQpBlMLo2s5gbRZIkPn9wGBGZpbywLpidL0zEqQOcj10VZ2KSJPUBfIEzjXx6nCRJoUAW8Josy5FXcm2Ca4vA1CKeWhmEQqXhz5kjuX1ot0vyuMkFlfxvUyj+KcVMGODIZw8Mb7XTrqpGzZozaSw6lkRumZKBrrZ8+dBw7vPp0WoBbAkXWwv+mjmS+xee4IOtkSx+3K/J++oCNy7uzMTeyvSiY6wulhqNFhuLq+ISeNVga2HKr4+N4IHfTvDy+hCWzxl91Z+Ptfv/oCRJNsA/wEuyLJed9+kgoLcsyxWSJN0F/At4NPE484H5AL169bp8CxZ0WraGZPL6xjB6OFiw9skxl8R6LcsyK0+n8vmuaMyMjfhmsheTW9kUrVBpWH0mjd8PJ1BQUcO4fo58PdmbSR5Ol6VBt5+zDXOu68sv/8WTUlDZpMhWKtXYmF8aY0t7UqFQ06sdJgtcDi7l9W9IDzs+vHcob28J57fDCTx3U6OX3KuGdhUxSZJM0QnYalmWN5//+fqiJsvyLkmSfpMkyUmW5YJG7vsX8BeAn5/fpY/JFnRaZFnm10MJfLsvjjF9u/LHjJGXJLW9oELJ6xtDORSbz/Weznw92atV52oarcw/QRn8sD+O7FIF4/s78scMzxaT1xUqDbE55STkVZBbrqBSqUZCwsnGjAEutozo7dBi5fboqJ78fDCeA9G5PDGxX6PPUa3SdIrMweKqGhysOsdg0kt9/Zs2uidnkgv5fn8cI3t3ZVz/q/d8rD3diRKwBIiWZfn7Ju7TDciVZVmWJGk0uknUhVdwmYJOjkYr8/7WCFafSeNBXze+ethLPzLkYjiZUMCL60MorVbx8f1DmTm2d6uqp5MJBXyyM5ro7DJ8ejrw3VTvZo0Wcbnl7I3I4UhcPqEZJajq5RIaG0nIskxd3q6ZiRFT/dx59sYBdLdv/Myrh4MlfZ2sOZNc1KiI5dVa0p1tr/6zkuZQabQUV6k6xJlPeyBJEp89OJzwDN352K4XJl61/+ftWYlNAGYC4ZIkhdTe9jbQC0CW5T+AycDTkiSpgWrgUVmWRZUluCTUqLW8vD6EneHZPHV9P968Y9BFb9Nptbqq7vsDcfRzsmblvNGtyjfMLKnmk+1R7InMwc3Bkl+m+XKPV/dG11NarWJzUAbr/dOJqW0c9nK3Z+51ffHt6YCnqy3d7S2xNDNGq5UpqqohKquM3RHZrPdPZ2twFgunj+B6z8YbiAe42JBW2LiFPqNYd7t7l/ZND7lYcmpTQ3o0IeYCsDE34dfpI3jg19rzsbmjL7g5/krQnu7E47RwOizL8kJg4ZVZkeBaQqHSsGBVIIdj83n7rkHMn9T/oh+zTKHi5XUhHIzJ436fHnz+4HCsWwhVVWm0LDmezE8H4pGRee02T56Y2K9Ri3x6URWLjiWxMSCDapUGb3d7PrpvKHcO69ZkIK+RkYSTjTmTPJ2Z5OnMguv7s2BVEPNXBLDhqXF493Ro8DUutuYEphY3+njJhZUAHf4sKb1WjHu0c5TX1c7g7rohom9uDufXQwm8cPPVdz7W7sYOgeBKU12j4YkV/pxMLOTzB4fz2JiLNwIl5FUwf0UAaUVVfHTfUGaNa3n7MCyjhDf+CSc6u4xbh7jy4X1DG7W2ZxRX8cvBBP4JykCSdA3Ds8f3adNQx96O1qyaN5p7fznOG/+EsfvFiQ3WaWZihKqJ/qmEvAosTY07fAWTUqATsT5OHVuMrwSPjOrJ6aRCfjwQx6g+V9/5mBAxwTVFdY2Gecv9OZVUyLeTvS/JePYjcfk8tzoIMxMjVj8xpsUmUaVaw48H4vnzSCLOtub8MWMkdwxraOUvrVax8L94lp9MBQlmjO3Nguv7X/S8Mkcbc169bSCvbgzlVGIh4wcYnrmpNFr97K/zic0px9PV5qq3XbdEZxHjK4EkSXz64HDCMkp5cV0wu1+ceFXlK4pWP8E1g0KlYf7KAE4lFfLdlEsjYCtPpzJn6Vnculiy9bkJLQpYVFYZ9/1ygt8PJzLVryf7X7m+gYBptTLrzqZx47eHWXw8mft9enD4tRv48L6hl2zg5t1e3bE1N2F7WFaDz5Ur1I3OlpJlmajsMgZ3v/wzzC43MTlleHQCMb5S2JibsPCxEZRUq3hlQyjaSzCd+1IhKjHBNYFKo+W5NcEciy/g68lePDTi4gRMq5X5fFc0i48nc/MgF36e5tvs+ZdWK7PkeDJf743BwcqMpbNHceOghjmMsTnlvLU5jKC0Ekb16cIH945u9bahLMutNqZYmBrj08uBkPTSBp/LK1Pi0ogTLbOkmpIqFUPbsI15MZQrVOSWKbAxN8XVzvyizTeyLBORWcrdXj0u0QqvDYb0sOP9e4bw7r8R/HUsiQXXX/w58qVAiJig06PVyryxKYwD0bl8fP9Qpvr1vKjHU6g0vLohlJ3h2cwe34f37hnSrGursELJyxtCORqXz21DXPnyYS+6nteHVqPW8uuhBH49lICdpSnfTvHm4RFujV6wZVkmMquMI3H5BKQUkZBfQU6pApVGxsHKlP7ONtw9vDsPjXBrtp9rgIsNwWkZDW5PL65iRK8uDW6PyNS1bQ5tQ3r9hZJdWs0G/wx2hmcRl3tuXIp3Twfev2cwI3s33zPXHMkFlZQp1Hi5X1kx7gxMH9OLU4mFfLM3llF9ulzU/8OlQoiYoNPz+a5oNgdn8sqtnswa1+eiHqtMoeLJ5QGcSS7inbsG88TEvs1WBgEpRTy7JojiKhWfPjCM6WN6Nbh/XG45L60LISq7jAd8evD+vUMbiBxAXrmCjQEZbAxIJ6XWAj/AxQafnl1wG26JuYkRhZVKQtJL+HhHFIuOJbFszugm5545WJpRoVSj1mj12ZAKlYaskupGK9WIzFKMjSSGXMbtxNwyBT8eiGdTYDpqrcyYvl159VZPejlakVemZPHxJKb8cYo9L03Cs42JKnXOy5G9Gwq1oHkkSeKLh4cTllnCC2tD2PnCde3e+C5ETNCpWXwsicXHk5k9vg/P33Rx4yXyyhU8/rc/CXnl/PSoD/f7uDV5X1mWWX4yhU93RuPWxZItz4xiaA/7Ru/z+e4YbM1NmsxqTC+q4tdDCWwOyqRGo2VcP0cWXN+fW4a4NtmsG5xWzIJVgUz+4ySbnx7faISWtrblsn4VGZ9bgVaGQY0IX2hGCZ6utm0e0tkcNWoti44lsfC/BDRamUdG9eSpSf3peZ6V/8ERbkz6+hAL/0vg52m+bXquwNRi7CxMGOBscymWfs1hZ2HKwmkjmPzHSd7ZEsHCx3wvSwxaaxEiJui07ArP5tOd0dw1vBvv3TPkov7QMoqrmLH4DLllShY/PqrJRmHQVTPvbIngn6AMbhnswndTfbC3NIw3Kq6s4fVNoRyIzuOmQS589bBXg0SEggolPx6IY93ZdIyMJKb4uTPvur70a8XF17dXF/55ejx3/nSM7/fH8fuMkQ3uU63SYG5iZPBzicjSnZGdX23JskxYRil3NuKivFjCM0p5bWMosbnl3DG0G2/fNZhejo1b351szHnQ143NQZlotXKbjBmnkwoZ1aerMHVcBN49HXjpFk++2RvLrSGuPODb9Au6y40QMUGnJCitmJfXhzCydxe+n+pzUUkDyQWVTF90mnKlmlVPjG72HCCvXMFTKwMJTivhpVs8eOEmjwYXy+C0Yp5dHURBRQ0f3DuE2eP7GAiJWqNlxalUftgfR5VKw7TRPXnuRo8Ldia6d7Fi1rje/HY4kYziKty7GApDfrmyQSUXklaCg5Upvc8TkdTCKkqrVY02R7cVjVbmt0MJ/HQwHkcbMxbP8uOWIa4tfp2Xuz2rz6SRXlxFb8cLG+GSUVxFSmEVMy9yW1kAC67vz38xeby3NYLRfbu2W+O4EDFBpyOzpJr5KwJwtbNg0Sy/i9r+SsgrZ9qiM2i0Muvmj22wJVif2Jxy5i7zp6iyht+nj+DO4YajRmRZZvWZND7aHkk3ewv+eXo8w88zF0RmlfK/TWFEZpVxvacz790zuMVpy81xn7cbvx5K5ExSEe4jDYUpvaiqQXxUQGoRI3p1aVC1hqSXAOBziUQsp1TBC+uCOZtcxL3ePfjk/qGtPlupq2orlZoLft5DsfkA3DCw6Upa0DqMjSS+n+rNnT8d47WNoayaN6ZdqlshYoJORaVSzRPLA1CqtKyb79eoQaK1xOWW89ii00iSxPr5Y5sdzXI8voCnVwViaWbMxgXjGtjia9Ra3t8awTr/dG4Y6MxPj/hiXy9BXa3RsvBQAgv/S8DByozfpo/gzmHdLvqswcPFBgtTI6KzDaccybJMYn6FwRlcUWUNifmVjZo6QjNKsDQ1xsPl4s+RjscX8OK6YKpVGr6f6n3B7Q5qbcOzvNayLzKHPo5W9GuHIZydkd6O1rx/zxDe3BzO8lMpzJnQ94qvQYiYoNMgyzKvbwolNqeMJbNHXVQFE5dbzrS/TmNsJLF2/lj6N3MO9W9wJq9tDGWAiw1/zx7VYFulsELJglWB+KcU8+yN/Xn11oEGr1jTCqt4cX0wwWklPODTgw/va7wqqapRE5ZRSmxOOeUKFZZmJgx3s2dEL4cmJ08bGUk4WptTVFVjcHteuZLiKpWBgeNssm5AxJi+DbdLI7PKGNzd9qImXGu1Mr8dTuC7/XF4uNjw2/SRDGiDKLY1Sb+0WsWpxELmteAoFVwYj4zqye6IHN352BDXBtvWlxshYoJOw+9HEtkVnsNbdw7ixoENG4lbS0JeBY8tOoOxkcS6+WObNVIsPZHMR9ujGNuvK3/O9Gtg4IjL1W0x5pcr+WWaL/d6GzbY7grP5o1NYSDBz9N8ue+8z6s0Wg5G57IxIINjCQXUNJJpOLi7HZ8+MKxJy7huJIvhbWEZOgNH/YrxZGIhlqbGeLk7GNxXlmVic8ovahJzuUKX9LA/Kpf7fXrwxUPD2zyVOqmgAlsLE7pc4Cyw/VG5qLXyJZvWLdAhSRKfPjCM2344ynv/RvD37FFX9EWCEDFBp+BYfD7f7I3lHq/uzJ/UcA5Wa0krrGL64tOAzJonxzUpYLIs8+OBeH46GM8dQ7vx46M+Dc7eTiQUsGBlIBZmxg0S41UaLV/ujmHJ8WR8ejrwyzRfAzu5QqVhvX86fx5JJKtUQXd7C6aP6cUkD2eG9rDDwcqMkuoajscX8M3eWKYtOs3elybRt5FtsqoaDRamhhVUUFoxJkaSgYgdTyhgdN+uDeap5VcoKa1W4dnGrcTEfF04ckphFe/fM4Q5E/pc1EUuMquMQd1sL/gxtoVm4eZgie8lNKcIdPTsasVrtw/kkx1RbA/LbvBi7HIiREzQ4cksqeaFtcF4utjy9WSvNl8gc8sUTF9yGqVay7r5Y5vc6pJlXeTUomPJTBnpzhcPDW+wzVa3xdjP2Zqlc0YbpNMXVdbw7OogTiUVMnt8H96+a7BeOGRZZmd4Nl/ujiGjuBq/3l346P5h3DjQucFzuNha8NAId64b4MTN3x3hw22RLJ872uA+ao2Wwkolzue5EP2TixjmZq8X3oziKpLyK3lsdMNE/+R83fiV1lj7z+dgdC4vrQvBzMSIVfPGXHQCukKlITKzjDkT+lzQ1+WUKjgen8+zNw4QW4mXidnj+7AtJJOPtkUyycPpijVBiwBgQYdGqdbwzOogVBqZ32eMaPMWVUlVDTOXnKGoooblc5oeZCnLMh9si2TRsWQeH9ebrx72aiAui48l8dL6EPz6dGHT0+MNBCwut5z7Fh4nMK2Y76d68+F9Q/UCllpYycwlZ3luTTA25iasnDeajQvGcesQ12bPolzsLHhiYj+OxOWTV6Yw+FxGcTWyDG71XIiVSjUh6SWM6Xfu7OtoXAFAo/1vGcXVAA0aj5tDq5X56UA885YH0NvJim3PX3dJRnicTS6iRqM1WHtr2BCQjlaGyZcg9FnQOMZGEl885EVxVQ3f74+7Ys8rREzQofliVwyh6SV8O8WrTZUC6MazzFnmT0phFYse92uyF0qWZd7bGsGKU6nMn9SPD+8bamDQkGWZr/bE8OnOaO4e3p3lc0djZ3Hu3OZoXD4P/XYSpVrLxqfG6V15Wq0uueOOH48Rml7CJ/cPZecLE5no4dzqquHmwbozwFNJhQa3J+TpcgfrV5VnU4pQa2Um9D83guV4Qj7d7CwarT5zaoWxWxODN8+ntFrFkysC+OFAHA/5urFpwfhG56S1hf9i8jAzMWJcP6eW71yLRiuzISCd8f0dL7ivTHBhDOlhx/QxvVl9Jo243PIr8pxCxAQdll3h2Sw7mcLcCX25Y1jbTAdqjZbn1wYRkl7Cz4/6ML5/4xfHugps1ek0nrq+H2/dOchAYLRancD9fjiRx8b04udpvpibnDsj2+Cfzpxl/rh3sWTrsxP0QplfrmTucn8+2BbJ6L5d2ffKJGaO63PB9vG6s7DsUsNKLCKrFEnCoLI8FleAuYkRo2tdiGqNluPxBUzydGpUNCuUasyMjbA0a7nfLjyjlHt/Oc6RuHw+um8o3031vmQxVVqtzO6IbG7wdG7VWur4LyaPjOJqZoztfUnWIWiel2/1xNrMmE92RCGf7yi6DIgzMUGHJL2oijc2heHT04E37xzUpseQZZkPt0dyIDqPT+4f2qQQyrLMZzuj9RXYm3cYCphGq7P2bw7KZMH1/XnjjoH6z8uyzC//JfD9/jgmejjx2/QR2NZWZ6eTCnl+bTBl1So+eWAYMxoJB24tVrUX9Sql2uD2kPQS+jvbGIyJORyXx+i+XfXiEppRSplCzaQmorQ0WpmWliXLMstOpvDFrhicbMxY/9TYS55wfjqpkNwyJfdcoGlg0bEkethbcFsr0kAEF09XazNeusWTj3dEcTA6r1UpLBeDEDFBh0Ol0fL82mAAfpnm28BN11oWH0vWV1bNxRD9cCBeHyJ8fgWm1mh5eUMo20OzeOVWT1642UP/Oa1WV72tPJ3KQyPc+OphL0yNjZBl3WyxL3bH0LurFSvnGZ7BqTVajsTlszsiB/+UInLLFEhITPJ04omJ/RjVp6E4KGut9+b1qh6tViYotZi76iWHpBXqDBwz61UlR+LyMZLgugGNV6H2lqYo1VqqazSNVkCZJdW8vTmcI3H53DzIhW+neNPlIprMm2JTYAa2FiYXJEah6SWcTS7i3bsHX1SPm+DCmDmuN6vPpPL5rmhuaMSUdCkRIibocPx0IJ6Q9BJ+fWzEBZkN6rM/KpfPd+vCgd+4velKbvGxJH4+GM9UP3fePy9EWK3R8uK6EHaGZ/PmnYMMhgSqNFpe3RDKttAs5k86t/2oVGt4a3M4m4MyuX2oK99O8dZXZlU1atacSWPxsWRyyhTYW5oytl9Xbh/ajaoaNXsicjgUc4a/Z4/iOg9Dwckvr20ArudCjMouo0yhNjBBHIjOBeCmegM5j8Tm4dPToUk3WV0YsH9KkUG1plBpWHoihYX/xaOV4eP7hzJzbO/L4v4rrqxhR3g2U/3cL2h78rfDCdhZmPDIqIubISe4MEyNjXj99kEsWBXIvyFZl9VQI0RM0KE4k1TIr4cTmDLSvc3NtzE5Zby4LpjhbvZ8N8Wnyby3TYEZ+hT8Lx7yMrifWqPlxfU6AXv37sE8MfFcb5pCpeG5NUEciM7jf3cM5JkbdCNgCiuUPLUykIDUYl6+xZPnbxqAkZGELMtsDcniy90x5JQpGNfPkY/uH8qNA10MqszXbhvI1D9P8drGUI69cSOm9V7dphfp5ovVdyGeSNA5Duuf8x2MyWWAi43e4FBSVUNYZikv1qsgz2dsP0eszYz5Zm8s5iZGmJoYcSyugLVn08gpU3DzIBc+vG9om19QtIa1/mnUqLXMHNun1V8TlVXG3shcXrjZQ/9CQXDluH2oK8Pc7PjpYBz3+/Qw+H29lAgRE3QYSqtVvLw+hD6O1nx439A2PUZRZQ1PLA/AxtyERbP8mjQI/BeTyxv/hHHdACd+eMQwBV+jlXl1Yyg7w7J5+65BBgJWXaNh/soAjsUX8Mn9Q/XblCkFlcxeepbsUgULH/PlHi/duU5aYRVvbwnneEIBXu72/DzNV2+4OB8HKzPevHMQc5cF8F9MnkHyRJ0TrH624dH4fAa62uJa6yosU6g4k1TEvInn8u1OJxUiy01vJQJYmhnz2YPDeX9rBI/8dVp/+0QPJ76f6s34Zr72UqBUa1h+MoWJHk5NDvhsjO/3x2FrYcK86658np9Al+Txyq2ezF0WwMaADB4b07AH8VIgREzQYXh/awS55Uo2Pz3ewKjQWuqciHnlSjY8NU5/cT+fkPQSnl0dzODutvwxc6SBy1CrlXlrcxhbQ7J4/faBzJ90bguxqkbN3GX+nEku4pvJXkzx021hhWWUMHupP7Iss+bJMYzs3RVZ1tm+P94ehSRJfHL/UKaP6d1iCviEWsGIyyk3ELGIrDIcrc30eYIVSjVnk4sMAlmPxOaj1srcMvjcmdLJxEKszIxbHLHygK8btw5x5UB0LtZmJgx1s6O7/ZUZvbE5KJPcMiXfTPZu9dcEpRVzIDqXV2/1bBAFJrhy3DjQBd9eDiz8L56HR7oZ/C1dKoSICToE20Oz2BqSxcu3eLZ5ptW3++I4kVDIN5O9mhwpkl5UxRPL/XGyNWPp7NHY1BNLWZb5eEcUGwIyeOFmD5698dyk6KoaNXOW+uOfUsQPU330QwKPxxcwf2UAXa3NWDF3NP2cbahQqnl7czjbQrMY39+Rb6d4t3oWk7mJMXYWJhRUKA1uD04rxrung/486nh8ASqNbJAheSA6l67WZozodS5j8XRSISN7d2nVVo+1uUmz06ybIzitmJWnUwlJL8HazIRXb/PkhlbkW6o0Wn47nICXuz0TPVpX8cmyzBe7onGyMWOuqMLaFUmSeOkWTx7/+yxbQ7KY6nfpzyaFXUdw1ZNXpuD9rRF493Tg2Rv7t/wFjbAvMoc/juh6uKY08YdUWqVi9tKzqDQyy+aMbpCS/sOBeJadTGHedX15+ZZzZ0jVNRrmLqsVsEfOCdieiBzmLvOnV1crNj89nn7ONiTlV/DAryfYEaar5FbNG9OmYYL1zRN1I1T8+pwTpwPRudhZmOhvU2m0/BeTx82DXPRbo4UVSuJyKxjb7+KTNJoitbCS+SsCePC3k+yLzMXDxYaiyhre2hzeaJjx+WwKzCC9qJoXb/ZotWFE5+os5pVbB7apYhdcWiZ5ODG4ux2Ljiah1V76vjHxPyy4qpFlmbe3hFNVo+G7KQ0jnlpDelEVr24MZbibPR/cO6TR+6g0Wp5ZE0haURWr5o1pMHpl6YlkvUvx3bsH6y+oCpWGJ1cEcDZZJ2B1lcqW4Axe3RCKd08Hls0ejb2VKYdi83hhTTCmJkasemJMk43VzaHVylTVaLA2P7ctczrJcISKRivzX0weNw5y0VdY/slFlCvU3FrPnu6fUmzwdZcSWZZZcSqVL3fHIEnw2m2ezJ7QFxtzE1adTuXdfyPIr1A2m+RRXaPhpwPx+PR0MHBTNodCpeGzndEMdLUVjsSrBEmSmD+pLy+vD+VwXB43Dbq0fWPtVolJktRTkqRDkiRFS5IUKUnSi43cR5Ik6WdJkhIkSQqTJGlEe6xV0H5sDcniQHQer98+sE3zwWrUWp6r7Sn79bERTe7Jf7Q9khMJhXzxkBdjzqtMtoZk8tH2KG4f6srnDw7XC5hSrWHBqkBOJBbw9WRvvYCt90/jlQ2hjOnryKp5Y7C3MmX5yRTmLfOnZ1crtj03oU0CBlBQoUStlQ0ioI4nFGBjbqIfoRKQUkRRZQ23DTl3ZnawNq6pvjU/OK0YM2OjBtOlL5biyhqeXBHAB9siGdOvKwdfvZ7nbvLQb81W1+gmMtu0kHP59wldq8Hbdw1udRX226EEMkuq+ej+oW0amim4PNzj1YMe9hb8eSTpkj92e1ZiauBVWZaDJEmyBQIlSdovy3JUvfvcCXjUvo0Bfq99L7gGyCtT8MG2SEb0cmjzxNjv98cRml7Cb9NH0MuxcQv4ytOpuqbnSf0a9LMcjy/g1Q2hjOnblZ8e9dVXgmqNlpfWhXA4Np8vHhqu/7o1Z9J4e0s4kzyd+WvmSMyMjfh0RxSLjydz6xBXfnzE56K2uOJrsxD7OukqRVmWORKbz4QBjvqqa19ULmYmRlw/8FxP138xeYzr52gQkByZVcbAbraX9LA9NL2EZ1YHkVeu4IN7hzB7fMOxKyHpJXS3t8DOsumfQ16Zgt8OJXDrENcm3Zrnk5RfwR9HknjAp8dl3SIVXDimxkbMva4vn+6MJiKztMHk84uh3SoxWZazZVkOqv24HIgGzj81vh9YIes4DThIktT2yXyCDsWH2yNRqDR8O8W7Ta+qTyQU8MeRRKaN7mWQWlGfM0mFfLQtkhsHOvO/OwybniOzSlmwKpABLjYsetxP32Sr1cq8uTmc3RE5vHfPEKbVji+pE7CbBrnw18yRGEkSL64P0ad9/DFjpIGAabQyB6NzeW1jKDd9e5jrvznE43+fJbmgssnvKTJLN8xyUHddVRqfV0FmSbXeJCHLMnsjc5jQ31Ff+SQXVJJcUNlgSy4mp9xgsvPFIMsya86kMeWPUwBsWjCeORMaTlCuqlFzND6fCQMaz2ms48vdMag0Mu/cNbhVz69zjYZjbmLE23e37msEV5Ypfj2xMDVi9ZnUS/q4V4WxQ5KkPoAvcOa8T7kB6fX+nUFDoat7jPmSJAVIkhSQn59/WdYpuHLsi8xhV3gOL9zs0aZ0+pKqGl7doJvn9f49jZ+DZZdW8+yaIHo5WvHTNF8DocwqqWbuMn9sLUxYNudcGr0sy3yyM4pNgRm8fIunvgdp3dlzAvb7jBFoZZl5y/3ZHprFm3cO4oN7h+gfX9fcnMmN3x5m3vIA9kfl0t/FBp+eDoRmlHD3z8cIyyhpdM0h6SX07GqJU20yR10CR50LMTKrjIziau4Ydm4r8b+YPMAwpaO0WkVBhZL+bRx0WR+FSsOb/4Tz9pZwxvZ3ZMfz1zXpIN0akkW5Qs2jzZxXnUkqZHNwJk9O6kufRoZ8NsY6/3TOJBfxzt2DcbFtXdp+Z6IjXP/sLU25z7sH/wZnUaZQXbLHbXdjhyRJNsA/wEuyLJed/+lGvqRRe4ssy38BfwH4+fld/uhkwWWjXKHi/a2RDOpm26YpzbIs886/ERRUKPn38QmNNjTrzrOCUKi0rJs/0mBkSrlCxdxl/lQpNWx6ejzd7M9dFBf+l8DSE7rk/Bdu1lnsNwVm8NaWcG4Y6MzvM0agUGmZs/QsIeklfD3Zy8BWnJhfwZv/hOGfUsyQ7nb8+tgIbhvqqt8KzCqp5u6fj/HX0SQWPmZ4BCzLMmeTiwwakw9E5TLMzU6/xn2RORhJGPSCHY7No7+ztUGiRl3CR58mtlhbS06pggWrAglJL+G5Gwfw8q2eTVbNWq3MomNJDO1hx8jeXRq9j1Kt4e0t4bh3sTRoYWiOjOIqPtsZxfj+jtesmaOjXP9mjO3NhoAMtgRl8vj4PpfkMdtVxCRJMkUnYKtlWd7cyF0ygPq/le5A1pVYm6D9+GF/PLnlCn6fMaJNUTU7wrLZGZbNa7d5Nrn3/smOKELTS/hjxggDw4hao+XZNcEk5FWwbM5og4SIVadT+W5/HA+NcNM7FLeHZvG/TaFM6O/EHzNGUqnUMHPJGeJyy/n1sRHcWbuNqdXK/H0ima/3xGJpZsxXDw9n8sieDS74PRwsuXGgC8dqI6Pqk5hfQUFFjd54kl+uJDi9hJdu9tTfZ29kLn59uuJYW6kpVBrOJhfptzzryKkd2dLtIhqWA1KKWLAqiKoaNX/MGNHiOJzdETkk5Vfy06M+TW4l/nYokcT8SpbOGdWqAadarczrG8MA+Orhtk/1FlwZvNwd8HK3Z/WZVGaNuzQ5m+3pTpSAJUC0LMvfN3G3bcCsWpfiWKBUluXsK7ZIwRUnIrOUZSeTeWx0L3x7Nf5qvTnyy5W8V9tTVj+Qtz7/BmfqjRznX3g/3hHF0bh8Pn1gmIGTb09ENu9tjeCmQS589bAuR/FAVC4vrw/Br09XFs3yo0KpZtpfp0nIq2DRLD+9gBVX1jBnmT+f7oxmkqcz+1+ZxCOjejVZsfRwsKSosqZBT82JBJ2VfnzthOT9UbnIMtw+TFd1pRZWEptrmOQRlFaMUq1tECtVt53j0IY0C1nWDfF89K/T2Jgb8++zE1oUMJVGy7f7YvF0tdFHbp1PTE4Zvx1O4AGfHgZN2s2x9GQKp5IKef/eIZc1u1Fw6Zg2uhdxuRWEZ5Zeksdrz0psAjATCJckKaT2treBXgCyLP8B7ALuAhKAKmDOlV+m4EpRN3iyq7VZA5NFa7/+3X+b7ylLyCvnrc3hjO7TlddvH2jwuZWnUlhxKpUnJ/bl0XqVy9nkIl5YF4JvTwd+fUxXHZ5IKOCZNUEMdbNnyeM6AXts0WnSi6v4e/YofTxUVFYZ81cGkFembPXMMBNjCY1WbrBvfjQuH/culvSqvVjvjcyht6MVA1111eK+SN35WP1RJacTCzGSYHQ/Q4efSqNrNDa9wDE25QoVb2+JYHtoFjcPcuH7qT7YW7UshKtPp5JcUMmSx/0aFe8atZZX1odib2nK+/e2LhczMquUr3bHcPMgl8uSBCG4PNw1vDsfbItkc1Cmvi3kYmg3EZNl+TiNn3nVv48MPHtlViRob7aGZBGYWsxXDw9vU97dzvBs9kbm8uadgxrtKVOoNDy7OhgrM2N+eczXQOROJBTw4fYobh7kwpt3nnO3xeeW88Ryf3p2sWTJ46OwNDMmOK2YJ1cE0NfRmuVzRqFUa5m++DQZxdUsnT2acbWV0t7IHF5eH4KdhSkbFoxrMurqfMoVaqzMjA0u9gqVhpOJhUzxc0eSJEqrVZxMLDBwAO6LymFwdzuDiuR0UhHD3OwNzvwAfTq+QqVp1ZpAZyp5aV0w6cXVvH77QJ6+vn+LWY+gSwb58WA84/s7Ntm0/Mt/8URll/HnzJF0bcUsskqlmhfWBuNgZco3U7zFNmIHwt7SlFuHuLItNIu37xrc5nmAdVwV7kSBoEKp5vNd0Xi72zNl5IW/qi6urOGDrZF4udvzRBN5eR9tjyI2t5zvpnobhP+mFFTyzOog+jtb8+Oj5xLrc8sUPP73WcxNjVk2ZzRdrM2Iyy1n9lJ/nG3NWTlvNFoZpi86Q1qRrgIb198RWZZZfCyJBasC8XC1ZetzE1otYACZxdUNoqhOJRZSrdLoReBQTB4qjax3IRZWKAlILTZI5FCoNIRklDC6kSGaPWrPwjKKq1tcT41ay/f743j495OoNDLr5o/l2RsHtErAAD7dGU2lUs2H9w1tVGwCU4v49VACD49wN9gKbQpZlnnv3wiSCir54RGfVome4Ori4RFuFFXWcCTu4p2U7e5OFAgA/jqaRF65kj9mjmz1xbE+n+2KprRaxaonxjS6jbgzLJu1Z3VTnOsHz5YrVDyxIgBJgsWzRunnTlUo1cxe6k9ptYr1T42jZ1cr0ouqmLnkDOYmRqyaNwYzEyMeW3SGlMJKltYKmFYr8+nOaP4+kcwdQ7vx46M+FzTEEXQGjvNdgweic7EyM9Y38e6OyMbVzhyf2u2Yw7H5yDLcWs+VGJlVSo1ai18jIjawmy1GEpxNLuT6eoMuz+dUYiEfboskNrecB33d+PC+oRdUJR+Jy2dLcCYv3DQAT9eG1XGZQsWL60Lo4WDJh/c13gpxPuv909kcnMlLt3jot20FHYuJHs442ZixOSjD4IVXWxCVmKDdyS1TsOhoEncP726QsN5aTiYUsCkwg/mT+jG4dgpxfTKKq3hzcxjePR147bZz52BarcwrG0JJLqg0SPRQabQ8uzqIuNxyfpsxkmFu9hRWKJn191mqazSsnDcGBytTHl/qT0JeBX/OHMn4AU7UqLW8tD6Ev08kM3dCX36bPuKCBayqRk1ifoV+mnLdOg9E5zLJwxkLU2OqatQcicvntiHd9IL/X0weLrbmDHM793Wh6bqDc99eDg2ex8HKjAkDnNgUmEFWScNqLDS9hCeW+zNt0WkqlGqWPO7HD4/4XJCAlStUvL05nH7O1jzTiF1elmXe3hxOdqmCn6f5tmpwZURmKR9si+S6AU48f1PTgzwFVzemxkbc5+3Gweg8SqpqLuqxRCUmaHd+2B+HWqvljTaYORQqDe/8G0EfRyteaGQ6sUYr89K6EGQZfnnU18Cy/8t/CeyPyuX9e4boswxlWeb9rZEcicvny4eGc72nM5VKNXOW+ZNdWs2qeWPo1dWKx5eeJSKzlD9mjOSGgS4oVBqeXhXIodh8/neH7ryoLec0IWklaGXwrddHFZZZSm6ZktuG6l6xHo3LR6HScmftVqJKo+VoXD53e3U3eM7IrDKcbc2bnJv24s0ezF7qz/2/nuCpSf3oam1GckElB6LziM4uw97SlNdvH8i86/pesBgDfL4rmuzSajYuGNfo1689m86OsGxev31gq168lFTVsGBVIF2tzQy2fQUdk4dGuPH3iWS2h2Uzc2zvNj+OEDFBu5JaWMnGwAxmju3dZLZhc/x2KIHkgkpWzRvT6IXyt0MJBKQW88Mj3gaPfygmjx8PxvGQrxtzJvTR377oWBJrz6bx9A39eXR0L1QaLU+vDiIyq4y/Zo7Ey92B+SsD8E8p4sdHfLh1iCuVSt0wzLMpRXz+4PCLmmB7OknnJqzfDLwnIgcTI0l/HrYnIocuVqb6TMGAlGLKleoG87licsoarUzr8OvTlc3PjGfBqkA+3RkNgJEE3j0d+PDeIUz262kwT+1C2B+Vy9qz6Tx1fT9G9m64nRmZVcqH2yOZ6OHE0020QtRHrdHy3JpgcssUbHhqnD6xRNBxGdrDDk9XG7aHZF1+EZMkqQvQA6gGUmRZbnkQkEDQCn7YH4epscQzN1z4nLDE/Ap+P5LIAz49DHq66ghJL+HHg/Hc592DB33PBfumFVbx4rpgBnez4/OHzqXS743M4YvdMdw9vDuv3zYQWZZ5458wjsbl89XDw7lhoAsvrgvWh/7e7+NGmULFnKX+uueqN4qlrZxILGS4u4NBzNWeiGzG9XfEwcoMpVrDweg87hzeTX/2dzg2D1NjyeBnoNXKJOa3PCvM09WWg69cT0FFDaXVNbh3sWpT1VWfnFIFr28KZZibHa/c6tng86XVKp5dHURXKzN+fMSnVWegX+6O4XhCAV8/7NWm/kHB1YckSdw9vAc/Howjt0zR5I5BSzR5JiZJkr0kSW9LkhQOnAb+BDYAqZIkbZQk6cY2PaNAUEtCXgVbQ7N4fFwfXC7wF1i37ReBhakx79zd0BBQVaPm5fUhuNqa88kDw/S3K1S68SkAf84cqb9gR2SW8tK6ELzcHfhuqjdGRhLf7Ytjc1AmL9/iyVS/nnywLYIdYdm8decgpo3uRZlCxawlZwlNL2HhNN9GBUyh0nAqsZCD0blklzbvBCxTqAhJL+G6AeeEJzq7nJTCKu6sbSY+mVhIuVJt4OI7Gl/AyN5dDKqmnDIFCpWWvq3IHpQkCWdbcwa42F60gKk1Wl5cF0yNWsvPj/o2SMjXamVe3RBKRnE1Cx/z1SeLNMcG/3QWH0/m8XG9mXqNxkp1Vu726oYsw+7wtmdYNFeJbQJWABNlWS6p/wlJkkYCMyVJ6ifL8pI2P7vgmub3w4lYmBi3KR9xe1g2JxIK+fj+oQ0mMIPuPCalsJLVT4wxMCO8vzWCqOwy/p7tp++nyitT8MTyALpYmbJolk7Y1p5NY+GhBB4d1ZMXbh7AD/vjWHU6jQXX9+ep6/tTXitgEZml/Dp9RANreHFlDX8cSWSdfzql1bp0DBdbc3a8cF2TAbUn4gvQaGWu9zy3Lbg7IhsjCf152N6IHKzNjPWuvLxyBdHZZQ0at1ML67IRWxege6n4+WA8Z5KL+HaKd6PBzQsPJXAgOpcP7h3SqGvyfE4nFfLOv+FM9HDivSaCnAUdlwEutgzqZsuu8Bxmt3HcUpMiJsvyrc18LhAIbNMzCgToAmi3hmQyY2zvVr0ar0+5QsWnO6IY7mbP9DEN99IPxeax6nQaT07sazB8coN/OhsCMnj+pgH66bIKlYb5KwMprVax6elxuNhacDg2j3f/jeB6T2c+fWAYK06l8vN/CTzi15M37hiot99HZJby2/QR3FZPwGRZZtWZNL7eHUNljZo7h3XnoRFuqDQ65+ILa4NZ++TYRk0fB6LzsLc0ZUStm1CWZXaFZzOmryNONuZoal2KNw121VdMJ2ozFid5GNrkc8p0VV8PhyuX6H4sPp9fDiUwZaR7g7lsAAejc/nhQBwP+roxuxXhr0n5FTy1MpDejtYsfGxEm6Z6C65+7hrenR8OxJFTqjAI224trT0T8wL61L9/E4G9AkGr+OtoEpJEk/mGzfHjgXjyK5QsmtUwwqi4soY3NoXh6WrDq/Xs9JFZpby7NYLrBjjx0i26c5o6i3dIbRDw0B72RGWV8ezqIAa62vLr9BHsjczlw+2R3DLYlc8eHIZCpWXeMt0Z2MJpvgYCVlih5JUNoRyJy+e6AU68f+8Qg96oZ3Mr+G5/HCVVKrqc16Cr0mg5GJPLTYNc9Bfr2NxyEvMr9a9QA1OLKaio4fah5/pqjsUV0MXKlKE9DA0cBeU627JTI1Xq5SCzpJoX1gbj4WLDR/c3jI1KyKvgpXUhDOluZzAduykKKpTMXuqPiZHE34+PalOCi6BjcNfw7ny/P47dEdltGn7boohJkvQ34AVEAnWGDhkQIiZoE0WVNWwISOdBX7cLfuUVk1PGspMpPDqqV6Mzq97fFklxVQ1/zx6lr1bKFOeMBD/Vs2YvPpbM5mDdmdcdw7qTW6Zg7jJ/7CxNWTpnFBGZpby8PoSRvbqw8DFfNLLM/JUBnK11Jt5Zb9BmYGoxz64Ooqiqhk/uH8qMsQ0TuutmY+WVKxuI2JmkIkqqVAbbkjtCdVuJdVb63RHZmJkYGQzAPJ5QwIQBTg3MEcVVNRgbSdhexBTp1qJQaXhmVSAqjcwfM0Y2SJ8vrVLx5IoAzEyM+GuWX6OjcepTXaNh3vIA8soVrH1ybJtcq4KOwwAXm9otxcskYsBYWZbFZrTgkrH2bBpKtZZ5113YWZgsy7z/byR2Fib877wzIIAdYVlsD83i1VvPjWCRZd3E3/TiatbNH6vfujwSl88Xu6O5a3g3Xrh5AFU1auYt96dcoWLjgvGU1F54ezlasfhxP0yMJJ5bE8yxeJ1Drr6JY2NAOu9siaCbvQWbnx7f5PiXCqUaAFuLhn92uyKysTIz5oaBzvp17wjLYnx/J5xszJFlmX2RuUwc4KQ3cCTmV5BXrmw0tUKh0mJlanzZMwVlWebtLeGEZpTy58yRDc7B1Botz60NIqO4ijVPjsXNofnRL2qNlufXBhOeUcLvM0YKJ+I1wt3Du/Pd/jjyyhQXbPJqzSbzKUmShIgJLglKtYZlJ1OY5OlsMKurNWwJzuRsShH/u2NQg0omr0zBu/9G4O1uz9P17Pqrz6TVzhYbyKhaI0FKQSXPrwnC09WWb6d4I8vw0roQorLK+OUxX7pamzF76VksTY1ZPlc31fnNzeHsiczh/XuG6B1ysizz9Z4YXt8Uxqi+Xdj23IQmBQwgpbASU2OpgRFFrdGyNyKHGwe51HNLlpFSWMU9Xt31/84sqeb2ehObTyYajmapj0arbVN814Wy5Hgym4N0EVCN5R5+vCOKY/EFfPbAcP3PvylkWea9rZEciM7lw/uGtipHUdA5qNuWP1g7hfxCaI2ILUcnZLGSJIVJkhQuSVLYBT+TQABsD80mv1zJkxMvbNugTKHi810xePd04JHzxm7UVVvVNRq+m+qjP1OKzCrl4x1R3DDQmadqHZAVSjVPrgjA2Ehi0Sw/rMxM+HpvLPuicnn37iGM7uvI3GX+lFWrWDpnFD3sLfhidzSbAjN46RYP5taGC6s0Wl7dEMpvhxOZNroXy+eMxsGq+SDayMwyPF1tGwz6PJ5QQGFlDfd5n5uztTUkE1NjSW+t3x2RjbGRZJCNeCqxkB72FvrRLPUxNTbSj1u5XByKzePzXdHcOawbLzQSAbX85LnRNq2xxv98MIG1Z9N45ob+zBrX5zKsWHC14ulqQ8+ulhyIyr3gr23NduLf1M794tyZmEDQJlaeTmWAi02DIY0t8cP+OAorlSydPapBhbEpMIODMXm8e/dgBrjotrMqlWqeXxNMFytTvpui6/uSZZnXNoSSVFDJyrmj6dnVik2BGfxxJJHHxvRi5thePLEikNjccv6ePYqhPez540gii44lM3t8H16sjbVSqDQ8tyaIA9F5vHKrJ8/fNKDFbTuVRktQWnGjrr0twZnYW5rqtxI1WpltoVlc7+mCvZWp3qU4rp+jvgLVamVOJxVy0yDXRp/b1sKUqhoNKo22TdOxWyIut5wX1gQzqJudvq+uPodi8/io1hBTf7RNU6w+k8oPB+J4eIR7g3YBQedHkiRuGezKmjNpVNWoWzXVu47W/HanybK8TZblZFmWU+ve2r5cwbVKUFoxoeklrRoMWZ/o7DJWnErlsdG9GO5uuF2XVVLNx9ujGN23K3NrD4V1wzEjSCms5MdHzjXU/nY4kT2RObx15yDGD3AiMLWItzeHM76/Ix/eO4QPt0dxpHaq8/WezmwKzODL3THc692D9+8ZgiRJVNdoeGJ5AAdj8vjk/qG8cLNHq76X0PQSqmo0DRI0yhUq9kbmcLdXd31j8KnEQvLKlTzoqzt3i8rWbS3eVc9IEpVdRnGVigkDGk/kcLLViV1+ubI1P+ILoqBCydxl/liYGbP4cb8GF5zIrFKeWx3E4O52BkaaptgZls27/+qmZn/5cMvORUHn5NbBrijVWo7FF1zQ17VG7mIkSVoDbAf0fxHCYi+4UJYcS8bOwoQpFzCFV6vVCVJdGG196mKhNLLMt5PPVQObAjPYUjuqo25A5bH4fL7bF8s9Xt2Zd11fskqqeWplID0cLPht+ghWnk5j9RndqJZpo3txODaPN/8J47oBTvpKrrpGw9xl/pxOLuSbyd6NVlVN8V9MHsZGUgMTxu7wHBQqLQ+POPdYm4MysLUw4ebBOhfizjDdVuId9c7Djtf2hzVV0dY1OacUVDaYTXYxKFQa5q8IIL9cyYanxjV47OzSauYtC8DO0pS/Z4/CugV35PH4Al5aH8zIXl30U7MF1yaj+nbF1sKEA1G5F3Qe2prfGEt04nUbcG/t2z1tWqXgmiWnVMGeyBweHd2rxQtbfTYFZRCYWsybdw5qcOa0+kwax+ILeOvOQXobdmJ+BR9si2Rsv676UR11PUwDXGz46mEvFCotT64IQKnSsvhxPwJTi/l0ZxR3DO3GG7cPIiKzlGdW64wfv88YgZmJUa3t258zyYX8MNXnggRMl3+Yw+g+XRv0O63zT6Ofs7W+wblcoWJ3RA73eHXHwtS41qWYzfj+jgbDH08kFODpatOkk8vDVbetGpVd1up1toRWK/PqxlCCa3Miz29xqMuRrFCq+Xv2qBaz8IJqJ2T3d7bRT80WXLuYGuvaRw7F5iPLcqu/rsWriSzLcy5qZQIBsOZsGlpZZvoFJLyXVNXw5e4YRvbuwuQRhqKRXlTF57uiuW6AEzNqE7CVag3PrwnG3MSIHx/xxdhIQqnW8OzqoHo9TMa8uC6EqOwyljzuh1or88LaYIb1sOf7R7zJKq1mzjJ/uliZsWyObkimUq3LWzyVVMj3U715wPfCQn5DM0pJKqhsEK8VnV1GUFoJ7949WL+FtiMsm2qVRl+tBqeXkFZUxfM3nZvHpVBp8E8p4tFRTf8sXWwt6GZnQWhG6QWttTm+2hPDzrBs3r5rkEGPHOimPz+9KpCEvAqWzhnVbHo+6Pr95iz1x8XOnBXzRmNvJZqZBTBxgBPbQ7OIz6todIhqY7RYiUmStFySJId6/+5S2wAtELSK6hoNK0+lcPMgF3pfQJbfV3tiKa1W8ekDwwyMA3UVgbEk8dVkL70AfLU7lqjsMr6Z7K1vov50RzQh6SV8O8WLfs42LD6WzLbQLF67bSDe7g48sTwAa3MTFs3SCdrcZf4oVBqWzhmFi52FLtB2bYh+vlj9NPzWst4/HUtTY+72MrzwrzqdirmJkUFVt+5sGp6uNvjWVjmbgzIwNzEy2Er0TylCodIyybN5c8zI3l0ISi2+4PU2xrITyfx5NImZY3vz5ERDMdZqZf63KZQTCYV89bAXEz2anhQNuvE7M5ecxcJUNyG7qSxJwbVH3fb/yYTWn4u1ZjvRq34AsCzLxYDvBa5NcA2zJTiT4ipVg4tfcwSlFbPOP43Z4/s0eFW/7GQKZ5OLeO/eIfrm2UMxefx9Qpd0fkvtuPOtIZmsPJ3KE9f15Y5h3TmZUMAXu3WW8Ccn9uWZ1UHklyv5a5YfjjZmPLs6iKT8Sv6cMRJPV1t9I29df9gjzVQ+TVGhVLMtJJO7vbobTC4urVaxOSiT+7x76LdJwzNKCc0oZdponfFFodKwPTSb24d2M/jaQzH5mJkYtThmxbeXA5kl1Rdt7tgVns1HO6K4dYgrH943tIHx4qs9MfwbksXrtw/k4Ra2WbNLq3ls0RnUGi2r5o3RhzALBAA9u1rRs6ulvgeyNbRGxIxq54kBIElSV8QwTUErkWWZZSeTGdrDTj/EsSXUGi3vbInA1daCl8+bR5WUX8HXe2O4aZALU2ovmHnlCl7bGMqgbra8dZfOzp2QV8Fbm8MZ1acLb9w5iMySap5bG0x/Zxu+meLNxzuiOJNcxNeTvfDp6cAntU25nz84nPG1Zomv98ayISCDF24+1x92oWwOyqCyRtNgUOa6s2lUqzTMrjeQc+XpFCxNjfVCcCA6l9JqlUGlJssy+6NzmNDfsUUbct2ZVWh6SZvWDnAysYCX1oUwolcXfpnm28BpuPhYkr5Ca2kmXEGFkumLz1BWrWLF3DF4tHK7SHBtMaG/E6eTCtFqW3cu1hoR+w44KUnSJ5IkfQycBL6+iDUKriGOxOUTl1vBnAl9W22dXnYyhejsMj64d4jBjCyNVua1jaGYmxjzRe0wy7r5VBVKNT9P88XC1JiqGjXPrA7E0tSYX6aNQCvLPL0qEJVay58zR7IjNItVp9N4alI/7vdxY+UpXVPu/En99E25K0+n8vvhRKaP6cXLtzRs5G0Nao2Wv44mMaKXg357EHTnR3+fSGZ8f0eG9tC1DBRWKPk3JIuHRrjpB2KuOZOGm4OlgaMxMquM9KLqVrm36maJZZY0P8esKcIzSnlyeQB9nKxY8rhfg1lj/wZn8ulOXWXbWIVWn9IqFTOXnCWrpJols0c1aJUQCOoY2bsLZQo1SQWVrbp/iyImy/IK4GEgF8gHHpJleeVFrVJwzfDHkUS621sYpFE0R1ZJNd/vj+PGgc4G50AAi44lEZRWwkf3DdU73/4+kcyx+ALeu+dcYvyH2yKJz6vgx0d96GZvwUfbowjLKOXbqd6UVqt4f2skEz2c+N8dgziZWMCH26O4eZALb9wxCNBtTX6wNYKbB7nwUQsX5+bYGpJFRnE1z9xg2Ay9OSiD3DKlQYL/ilOp1Ki1zKmtzBLyyjmZWMhjY3oZVD/65I4h55I7msKyVnSqajQXvPb43HJm/X0GByszVswd08AZeig2j9c2hjK2X1d+eKT5XrAKpZrHl54lIa+cv2b6tboiF1ybeLk7ABCeWdKq+ze5HyFJko0syxUAsixHAVHN3UcgOJ/Q9BJOJxXx7t2DMTNpuejXTWuORJbh4/uHGVz443LL+X5fHHcM7cb9PjpBjMoq4+s9sdw6xFXvetwSnMGGgAyeu3EAEz2c2RKcwZra/q+Rvbtw7y/HcbEz55dpvmSVVPPs6iD6OlnzY21TbkxOGc+t0TXq/vKYb5tnWKk0Wn49lMDg7nb6fq+62387nIiXuz0TPXQVVqVSzYpTKdwy2JUBLjohXnoiBTMTIx6tF9ekrU3yGN/fsVUz2NKKdIMx3bpcWJ9YelEVM5ecxcTYiNVPjGkwaSAwtYinVwUysJsti2Y1rNDqo2sO9ye8dvbaJM/mTR8CQX9nayxNjQnPKOPBVrgvmvsL3SpJ0neSJE2SJElvKZMkqZ8kSfMkSdoL3HHxSxZ0Vv48moithQmPtHKk/N7IHA5E5/LSLR4GB/51OYW2FiZ8+uAwvenhpfXB2FuZ8tXDOodickEl72yJYHSfrrx0iwfxueW8vTmCMX278sotnrywNpiiyhr+mKGb3rxgVSBqrcyiWX7YWphSVFnDE8sDsLEwaTSJ4kJY559OUkElL99imOixISCdtKIqXqp3++ozqRRXqfTBxYUVSjYFZvCgj5uBWJ1OKiS9qJqHRrTO4n8kLh/AYCuzJbJLq3ls8WkUag0r543Wj4+pIzpbZ43vbm/JsjmjDQwn51PXmnAmuYjvp3qLQF9BqzAxNqKfszVJBa2rj5qb7HyzJEl3AU8BE2oNHSogFtgJPC7Lcs4lWLOgExKfW87uiByeuaF/sxe6OsoVKj7YFsng7nYNTBS/H04kPLOU36ePwKn2ov7l7hjicitYNmcUXa3NdD1ia4MwMzHix0d9qNFoeWZ1ENbmxvwyzZeFhxI4mVjI15O9GNrDjtc2hhGZpesV6+tkjUqj5ZnVgeSVK9n41Di627c95aK0WsWP++MY3berwbZfdY2Gnw/GM6KXAzfWzgSrVKr562gSEwY4MrK3zj+17GQKSrWWJycZ/hxWnUnF3tJUHwrcHBqtzKbADLzc7VvtAMwrUzB90RlKKlWsfnIMg7oZukKTC3TWeGtzE1bOG90gjb8+ao2WF9YG61sT6o+uEQhaoo+jdasb9Zt9qSnL8i5g16VYVGPU9pvdA+TJsjyskc/fAGwFkmtv2izL8seXaz2CS8dvhxOxMDFu9cywb/bGkleu5K+ZfgbRQxGZpfx8MJ77fXroG2wPx+ax7GQKcyb00Q+I/Gp3LBGZZSya5UcPB0te3xhKQn4FK+eOITqnnF/+S2CqnztT/Xqy7mwa/wTpXIc316bCf7U7htNJuoqhsWGbF8KPB+IoqqpheW3eYh2LjiWRW6bkl2kj9LcvPZFMQUUNf9VOoS6tUrH0RAp3De+m31oE3Vnh3shcnriub7Pbd3VsDckkIa+CXx8b0ao1F1QoeWzxGXLKFKyYO1p/LlFHZkk1MxafQSvLrJw3FvcuTQtjnQFnb2Qu798zhEdHX3hrguDappejFXsjc9Bo5RazN9s7qGwZLW9JHpNl2af2TQhYByC1sJJtoVlMH9PLICqpKQJTi1h5OpXHx/UxEBClWsOrG0LpYm3GR/fpRt4XVdbw+qYwBrranjNixJ7rEbt1iCtbQzLZGJjBszcMwMPVhpfXhzDQ1ZaP7htGZFYp72/TGTvqUul3hGWx+Lju6x8aceHNzPUJTS9h+ckUpo/pZTBbLLOkmt8OJ3DnsG56Y0N+uZLfDydy6xBXRtQOf/zjaCKVNWp9ZFYdfx1NQgJ9OklzlFTV8NnOaLzc7fVToZujoELJtL9Ok1Fcxd+zR+F33twvXYV2mjKFihVzR+snBTSGVivz9uZw/g3J4n93DGxza4Lg2sbR2gy1VtYPkm2OdhUxWZaPAkXtuQbBpefngwmYGEkNYpYaQ6nW8OY/4fSwt2wQ8PvjgXhic8v56uHhOFiZIcsyb/4TRmmVih8f9cHC1Jj8ciWv1+sRSyus4p0tEfj17sLzNw3gpXUhVNdo+HW6L1pZ1o9n+bHWUZdSUMmb/4QzopcD79x9cbNflWoNb/wThrOtOf+rFdg6Ptmu80W9c/e5sSTf749Fqdby5p26+2aVVLP0RDL3efcwaPDOLq1m7dk0HvR1a3FrUJZlPtgWSUm1ii8f8mpxMGZ+uZLHFp0mvbiKpbNHN2igLqxQMmPJGfLKlSybM7rZoZ+yLPPR9kjWB6Tzwk0DeOaGAU3eVyBojro2k3KFqsX7tncl1hrGSZIUKknSbkmShjZ1J0mS5kuSFCBJUkB+fv6VXJ+gHon5FWwJzmDWuN6tGjP+++FE4vMq+PSBYQbBwMFpxfx5JJGpfu7cNEi35fdPUCb7onJ57XZPBne304tamULNT4/qGnFfWBeMJMGPj/qw+Hgyp5IK+ej+oQxwseW9rbrxLD89qhvPUqPW8tzaIIyNJH55bESrHJTN8e3eWGJyyvnioeH6P0LQGVb2RObw/E0e+m24kPQS1vmn8/j4PvR31lU2X+2JQSvDa7cZivlPB+LRyjIv3Nxyv9p6/3S2hmTx0s0eDOnRfH5hbpmCR/86RUZxNUtnj9ZH/tRRUlXDjCVnSS2sYvHjfvozu8aQZZkvd8ewvHYI5vlN6oLLS2e7/tlY6K4Fl6wSkyTJWJKkHpIk9ap7u7gltpogoLcsy97AL8C/Td1RluW/ZFn2k2XZz9lZ2Hjbi58OxGNuYsxT1zef3gA688evhxK4z7sHNw46Z0NXqDS8ujGUbnYWvHuPrjpKL6riw22RjO7bVX/OtvZsOgdj8njzjkEM7GbLwv8SCEkv4YuHhlNYUcMP++O4x6s7U0a6sy00i81BmTx/k4e+2vjpYBwRmWV8PdlLH1/VVg7H5rHoWDIzxvbSiy5AcWUN72yJYHB3O31lqtJoeWtzOM425rxU20h9MrGArSFZzJ/Yz6DaCs8oZX1AOjPG9m6xCgtKK+b9bZFcN8CJZ29svgpKL6piyh+nyClVsGxOQwErrdY1JyfmVbBolh/j+zef0/jDgXh9csfbdw0WM8GuMJ3t+lc3ldzEqGWJatFDLEnS88AH6Jqd6yY7y4BXm1fYSmRZLqv38S5Jkn6TJMlJluULm5omuCJEZ5exPSyLBdf317sIm0KjlXlzczg25iZ8cK/hNt63e2NJyq9k1bwx2FmYotXKvL4pFIDvpnjrtwE/2RHFdQOcmD2+D0FpxfzyXzwP+bpx0yAX7v75OM625nz2wHByy5S8uyUc314O+jT4kPQSfj+cyJSR7hdt/U4vquLl9SEM6mbLu/W2JGVZ5p1/wympqmHF3NF6w8pfR5OIzi7jjxkjsbUwRaHS8O6/EfTsamkgPhqt7usdrc1brGzSi6qYvyKQ7vYW/DLNt9ltxMT8CmYuPkOFUs3qJ8fic56RpbRaxay/zxKTU8afM0e22Nv166EEfj4Yz1Q/94tqDhcI6lCodA36rRnP05pGmBeBgbIstz6R8RIhSVI3IFeWZVmSpNHoKscrvg5B6/h2byy25iYsmNRyFbbiVAqBqcV8P9XboBfKP6WIJSeSmT6mF9fVNgMvPZnC6aQivn7Yi55drVBrtLy8IQRTY4lvpnihVGt5bUMo3e0t+fD+oXy1O4bkgkrWPDkGO0sTnl8XjEoj88NUH0yMjVCqNby+MRRXOwveu/fizsGqatTMXxmIRivze23/WR3r/dPZFZ7D/+4YqN/ai8oq48cDcdw9vLs+keSng/Ek5VeyYu5ogz/apSeSCcso5edpvgbbk+dTWKHk8b/PotJoWfL4GLo0Y6aJyCzl8b/PIkmwdv5YfexVHaXVKmYtOUNUdhm/TR9pUFU2xuJjSXyzN5b7fXrwRSvO4ASC1lCu0G0jWrXCidsaEUsHLt1QonpIkrQWuAFwkiQpA13FZwogy/IfwGTgaUmS1EA18Kh8IdPSBFcM/5QiDsbk8frtA1ucDZVeVMU3e2O5YaAzD9abzVVVo+a1jaG4d7Hk7dog36T8Cr7eE8PNg1yY4qdzDi46lkxwWgk/PepDd3tLPtoeSVJBJWueGENEZinLT6UyZ0Ifxvd3Yr1/Gkfj8vn4/qH6xt2/jiQRn1fB0tmjmhWHllBrtDy/JpjYnDL+nj1Kn1UIEJlVygfbIpkwwFEv6tU1Gl5cF4y9pRmfPKDrKAlIKeLPI4k84tfToOKJySnj672x3DLYlXu9mu4Lq6uaMkuqWf3EGANb/vmcTChg/spA7C1NWTlvNP2cDV2GJVU1zPr7LNHZZfw+faR+GkBTrDyVos9OrKuQBYJLQXpRFTbmJji0Ys5cc7FTr9R+mAQcliRpJ7oJzwDIsvz9xS5UluVpLXx+IbDwYp9HcHmRZZnPdkbjameuz/5r7r5vbwlHAj57cLjB1tPXe2JJLaxi3fyxWJuboKmdG2Zhei7wNz63nB/26+Kn7vPuwdnkIpadTOHxcb3x6eXA7T8epa+TNf+7fRC5ZQo+3RnN2H5dmTFGZ01PK6zil0MJ3O3V3eAcri3f87v/RnAwJo9PHxim71cD3TnYglWBdLEy46dHz23tfbRdl+m4ct5oulqbUVql4sV1Ibh3sTKoCKtq1Ly4NgQ7C1O+fHh4k9tzZQoVj/99lrjcchbN8mtgja/PttAsXtsQSh8nK5bPHd2gmbuosoYZi8+QkFfBnzNbrsDWnU3jva2R3DLYlZ+ntT2eSyBojKSCSvo5W7dqa7q5SqzuJV1a7ZtZ7RvozsQEAkDnvgtJL+Grh4e3GNX0T1Amx+IL+Pj+oQZmijNJhXoxqjNeLDmepK+4XOws0GhlXt8UhrW5MZ8+OExnT/8nDPculrxx5yC+2xdHelE1G54ah6WZMa9tCkWp1hpYzb/dF4uRBO9dhJ1eZyWPYp1/Os/dOMCgd6tGreXp1YHklipZ99RY/dnghoB01vmn8+yN/Zno4Yws6wQ6t0zBhgXj9Gn9sizz1uZw4vLKWT5ndJNni/W3/RY+NsJARM9f619Hk/hidwyj+3Rl0Sy/BpVyXpmCGUvOkFpYxaLH/bi+hTOwTYEZvLUlnOs9nfl1uq9Bc7pAcLHIskxsTjnj+zc/L6+O5mKnPgKQJGmKLMsb639OkqQpF7VKQaehRq3l6z2xDHCx4eEWGoXzyhV8siOKUX266Csj0G2zvfFPGD276sQIdNuI3+2L49YhrvoE/KUnkglJ14mak405X+2JIalAZwBJzKtkae1Z2ui+XTkWn8/OsGxevdVTv40YmVXKttAsnr2xf4NQ29ai1ep6oZafSmXuhL68ets5w0VdlXk6qYgfHvHWNzAHpRXz7r8RTBjgyCu36uzzvx1O5EB0Lu/dM0R/P4DFx5LZGpLFq7d6NmmoKKhQMmvJWeLzypvd9lNrtLy/LZI1Z9K4x6s73031xtzE8Iwho7iKGYt1fWBL54xq0YW4JTiD1zeFMqG/E3/OHNng8QSCiyUhr4K8cmWLQ1/raM1LqLdaeZvgGmTl6VSSCip5685BLW4pfbA1kmqVpoEB4Ou9MaQUVvH1w95YmZnUuhHDsDA15rMHdIG/aYVVfLsvlpsHuXCfdw9ic8pZdDSJySPdGdffUefiszHnjTsHodJo+XBbJH0crZh//bmG6+/3xWFnYcL8VhhPGkOl0fK/f8JYfko3Lfq9ewyt5F/vjWVTYAYv3eLBg746Qc8qqWb+ikC62VmwcNoIjI0kDkbn8u2+WO7z7sHcetuv+6Ny+Xx3NHcN79akRT6juIqpf5wiqaCCxY+PalLASqtVzFnmz5ozaTx9Q39+ftS3geAk5FUw5Y9TFFXWsHLemBYFbFtoFq9uCGVsX8cW0+sFgrZyNF5nPq8zdrVEc2didwJ3AW6SJP1c71N2QMsdaIJOT2mVip8PxjPRw4mbWjhf2hORze6IHF6/faBBbFFgqu5Ma9a43vpepVVnUglMLebbKd642FnoRrRsi8BYkvjkgWHIMrz7bzi2Fia8fddg1vunE5ZRyk+P+mBnYcrykykk5leyeJaf/sKdUlDJwZg8Xr7FE3vLCzdzlCtUPLM6iGPxBbx0iwcv3myYTv/b4QR+P5zIY2N66eOsSqtVzF56FqVKw5onda7ByKxSnl8bzNAedvr0fdA1dz+/NggvN3u+m+LTqMsvOruMx/8+S7VKw6p5Y5o8A0vKr+CJFQGkF1Xx9cNe+kGf9QlJL2HO0rMYG0msf2qcQUJIY+wMy+bl9SH49enKktl+rbI+CwRtYV9kDv2drZvN56xPcwcYWUAgcF/t+zrKgZfbvEJBp2HhoXjKFCrevHNQ81N9awdR1m/4BV0vyOubwuhhb6mPacoqqear3TFM9HDi4dqRIzvDszkcm8/79wyhh4MlmwIz8E8p5uvJXhgbSXy7L5bRfbpyn3cPKpRqfjoYz/j+jgZzvNYHpGNsJDFtdOvGwtQnKb+C+SsDSSmobFQUFh1N4us9usrqk/vPjYp5ckUAyQWVLJ8zGk9XWzJLqpm3LAB7S1OWPD5KLwTxueXMXeaPq50FS2aPalQgjscX8PTqQKzNTNi0YDwDuzXuQjwSl8/za4IwMTZi1bwxjGlkS+ZoXD4LVgXiaGPGyrljGoxbOZ9d4dm8sC4Y354OLJ096qJG1AgEzZGYX8GZ5CL+d8fAlu9cS3NnYqFAqCRJq2VZbjnASnBNkZhfwdITKUwd2bNBr9H5fLk7moIKJUseH2VgAlj4XwJJ+ZUsnztab2x4f2skWhk+r3UuVijVfLIjiqE97Hh8fB/KFSq+2hODT08HJo9w56s9MRRX1fD+vbrE+GUnkimqrOF/d5wTVlmW2R6axUQPp1ZFYdVnd3g2/9sUhqmJESvmjW6w5fbroQS+2RvL3cO78/1Unc1cpdHy7Oog/FOK+PERH8YPcKKosoaZS85QWaNmw1Pj9JOp0wqrmLHkDCbGRk0aOTYEpPP25nD6O9vw95xRjaaLyLLM70cS+WZvLIO62fHXzJGNJnxsDsrgf5vC8HC1ZfmcUS3+PHaFZ/P8Wp2ALZs72iAaTCC41Kw9k4aJkcSUka1/sdncdmI4tS7Exl5ly7J82RM7BFcvn++MxtLUmNdbeMV0KrGQtWfTmT+pH8Pdz4lddHYZfxxJ5KERbno3XN1QzLfuHKS/AP/yXzy5ZUr+mDESYyOJ3w8nkl+uZNEsP7LLFCw9mcJDvu4Mc7OnUqlm8fFkbh7kYpBCkZBXQUZxNc+1EMVUn6oaNZ/tjGb1mTS8ezrw62O+BtsbWq3MV3ti+PNoEg/49ODbKd6YGBuhqu0dq7Pe3+/jVtvLdYaM4mpWzh2t37pLL6pi2qLTKFRa1j81tkFFpNXKfLU3hj+PJHHdACd+nzGi0dlspdUqXtsYyv6oXO7x6s7Xk70aVEuyLPProQS+3RfH+P6O/DFzZIs9cjvCsnhxXYhewGyEgAkuIyVVNawPSOf2Yd2anVV3Ps39Vt5T+/7Z2vcra99PB6oufImCzsLRuHxdZuGdg5qNl1KoNLy1OYzejla8fMs5F59Gqwvutbc01VvdK5VqPtwWyaButvrxHUn5Ffx9PJnJI93x7dWFrJJqFh9P5kFfN3x6OvDGpjCQ4ZVah+A6/3RKqlQ8e5OhWAWmFgM0urXWGCcTCnh7SzipRVU8Nakfr9420CAcuKbW2r85OJOZY3vz0X1DMTKSqFFreXFdMHsic3j/niHMGNubCqWaOUvPEptTzp8zR+rXkF5UxWOLT1OuULHmybENBlBWKNW8sj6EfVG5zBjbiw/uHdqolT0is5Rn1wSRWVzN+/cMYc6EPg1edKo0Wt7dEsH6gHQe9HXjq4e9Wgw73hqSycvrQxjZuwtL5wgBE1x+fj+SSIVSrY+Gay3NbSemAkiSNEGW5Qn1PvWmJEknADHb6xpEpdHyyY4oejtatdjY/Mt/8aQUVrH6iTEG5zwrT6UQWmvEqItIWngogexSBQsfO9d39MXuGMyMjfRzw348EAcyvHqbJ+lFVfwTlMGMsb1xc7BEq5VZcSoFv95dDCzrAIWVNQB0b8FWn1VSzZe7Y9gWmkVvRyvWPDG20WT3p1YGcia5iFdv9eS5mwboz8CeWR3EfzF5vHfPEOZe15dyhYrZS/0JzShl4TRffQNxSkEljy06TWWNhlVPjGkw3iStsIonVviTmF/JB/cOYfb4hsIkyzIrT6fy6Y5oHG3MWP/UWEb2bmj0KKmq4ZnVQZxMLOSFmwbw8q2eLTaQbg7K4LWNoYzq05W/Z48SW4iCy05OqYJlJ1J40MetwQu6lmjNb6e1JEnXybJ8HECSpPFA8yfBgk7LmjNpxNemOjTXIxSbU86fR5J4eIQ7EwacO0fKKVXwzd5YJnk66/u/kvIrWHxMd9+6C/HZ5CL2R+Xy+u0DcbY1JzG/gk2BGcwe3xf3Lla8syUcIyOJp2/Q2eVPJhaSWljFK40E5ZrUOv0KKpSNOp5yyxT8eSSJ1WdSkUE3C+vGAQ0s5DE5ZTy1MpDsEgU/PuLDA7WRWaXVKp5cEYB/ShGfPTiM6WN6U1JVw+NL/YnM1AlY3VTqmJwyZiw+i0arZc2TYxqcJx6Ny+f5tcEArJg72uBnV0dJVQ3/2xTGvqhcbhrkwrdTvBsdPpqYX8ETywPILK7muynePDyy5YGf6/3TeHNzOOP6ObL4cT9h4hBcET7ZEYUs06YRPq35DZ0H/C1JUt1fWwkw94KfSdDhKaqs4bt9sUwY4MhtzeTqabUyb20Ow87SlHfrDYEE3S+rWivzaa2Lr+42CxNj/XBIWZb5fFc03ewsmDtBt7W48L8EzE2MeebG/hRWKNkUmMHDI9z0BoktwZnYWpg0mkh/j3cPvtkbyxe7Yvj8weHYW5lSUlXD6aRCdobnsDs8Gxl4wMeNl27xaNQQsS00izf/CcPG3IS188fqZ2vllCqYvfQsifkV/PiID/f7uJFXrmDWkrMk5Vfy2/QR3Fa7pqC0YuYs9cfC1Ii1T47Dw/Wcw7AuWeOrPTF4utry58yR9HZs+FrxVGIhr2wIoaBCybt3D2buhL6N2vEPxebxwtpgzIyNWP3kGEY1E0lVx7ITyXy4PYpJns78NXOk6AMTXBH2ROSwMzyb128f2OK4ocZoUcRkWQ4EvCVJsgMkWZYvSxiw4Ornh/1xVNZo+PDe5sdtrPVPIyithG+neBskqh+Ny2dneDav3OpJL0fdL+ux+HwOxebz9l2D9Ie5B6PzCEkv4cuHhmNpZkx6URXbQrOYM74PTjbmLPwvHqVaq58rptJo2ReVw+1DuzV64XVzsOSZGwfw88F4doZnY2tuQnntsD07CxNmjevD7PF99Guqj0Kl4ZMdUaw+k4Zf7y78Nn2E3tEXlVXG3GX+VCjV/D17FBM9nEktrGTmkrPklytZMtuPiR4608qh2DyeWRWEi505q+aNMfhjrVSq+d+mMHaGZ3P38O58M6WhMUOp1vD9/jj+OppEH0drNj89wcAoU4csy/x2OJFv98UyuJsdix73a9WstN8OJ/D1nlhuG+LKL481bIwWCC4HpVUq3tsawZDz2m8uhObciTNkWV5VLwi47nbg0gQACzoOcbnlrDmbxvQxvQwqiPPJL1fy5e4YxvVz1Pd5gc4M8eG2SPo6WfNUbYqGRqsLDu7Z1ZLHx/cBdBfhHw7E0dvRSr/9tehYEsaSxJOT+qHRyqw5k8Z1A5z0TdMBKcWUK9TNVoev3OrJfd492BORTX65bltxuLs9I3t3aTL7Lzq7jBfXBROXW8FT1/fjtdsG6u+7LzKHl9brQno3PDWOIT3sCMsoYe6yANS1W4W+tWdzGwPSeWtzOIO627J09mgD51VyQSULVgYSn1fOm3cO4qlJ/Rq8QIjJKePl9aFEZ5cxbXQv3rtncKPbfGUKFa9u0LkU7/fpwZcPebXYlCzLMt/ui+XXQ4nc592D76Z6iyxEwRVBlnVzAosra1g6e1Sbf++aq8Tq9jKavmIJrglkWeb9rRHYWpgYuAwb44td0ShUGj59cJjBxfjvE8kkFVSybM4o/av8LcGZxOSUs7DeK/+D0XlEZpXx7RTdxbS0WsWmwAzu8+mBq50Fx+LzySpV8Ha9bcqgNJ37cHTf5rfMBrjY8NxNHi1+v2qNlkXHkvl+fywOVmasmDtan2Oo1eqs6t8fiMPLzZ6/ZvnhamfBwehcnlsTTFdrM9bNHcsAFxtkWeaX/xL4fn8cEz2c+G26oUV+f1Qur6wPwcRYYvnc0fqqrQ6NVmbxsSS+2xeHnaUJi2f5NRkzFZVVxjOrA8kortYZSxpxKZ6PRivzwbYIVp1OY9roXnz6wDAxTkVwxVhyPJl9Ubr80PPNTRdCc+7EP2s//EqWZUWbn0HQ4dkTkcPppCI+fWBYswMXTycVsjk4k+duHED/erOq8soVLPwvgZsHuejT1mvUWn48EMdwN3vuHn5uXtafRxNx72LJ/T4608fmoAyqajTMrq3UtoZkYWtuwi2Dz13M43LLcXOwxMGq6bW1lpicMt7YFEZoRil3DO3G5w8N15sm6lc6D/j04MuHvTA3MWLpiWQ+2RHFkB52/D17FC62FtSotby9JZxNgRk8NEJna697panWaPl2Xxx/HElkuJs9f8wc2WDLL6Wgklc3hhKYWsztQ135/MHhBsND65BlmXX+6XywLZIuVqasnT+2VedfSrWGVzeEsiMsmwXX9+eNOwaKicyCK0ZgahFf7o7hjqHdDPJD20JrjB0RkiTlAseAo8AJcS527aBQafh8dzQDXW15tJEMvjpUGi3vb43AzcGyQXjt9/viUKo1vHvPufEn6wPSySiu5tMHzlVsIekl+KcU8/49QzA1NkKWZdaeTcPb3Z5hbvaoNVr2R+Vy6xBXg7Ov7BIFbl1aPvdpjqoaNT8fTGDxsSTsLE35ZZov93h1168tMquUZ1cHGVQ6aq1uptjqM2ncOsSVnx71wcrMhJIq3Tyx00lFDXIWCyqUvLA2mJOJhUwb3YsP7h1i8L3UtQp8uUfXXvDDI9484OPWqMCUKVS8syVCn0bywyM+zfbt1VGhVPP0qkCOxRfw1p2DeOr6tgUiCwRtIaO4iqdWBuLWxZKvp3hd9Iun1hg7BkiS1AuYiK4B+jdJkkpkWfa5qGcWdAgWH0sivaiaNU+MaTalfuWpVOJyddb7+ucwsTnlbAhI5/HxffSTj2vUWn4/lMCIXg4Gs6uWnkjG1txEn00YkVlGXG4Fnz2om4IcnF5CabWqwZaaUqNtU6gv1EZShWXzxa5osksVTBnpztt3DdZXnLIss+p0Kp/sjDaodAorlDyzOogzyUUsuL4/r98+EGMjiaT8CubV2tp/eMRbn2YPupDfZ1YHUVRZw9eTvZjqZ/iiIK2witc3hXImuYjrPZ358uHhDYZX1hGYWsyL64LJLlXw2m2ePHPDgEZdiueTX65kzrKzRGeX881kL6b4XXiWpEDQVsoVKuYtC0Cp1rJu/sVNVq+jRRGTJMkdmIBOxLyBSOD4RT+z4Kont0zBb4cTuWNoN8Y30q9UR0GFkh/2xzHJ07mBueKrPTHYmJvwQr2zqK0hmWSVKvjsoXNTiwsrlOwKz2bG2N76dIhtoZmYGkvcM1y3tXgyoRBJokHvlKWpEWXVFx7veTqpkC93xxCSXsKQ7nb8Ms3XIBm+qLKGN/4JY39ULtd7OvP9VG8cbcwJzyhlwapACiqUBv1iR+PyeW5NEKbGRqx58lzKfJ0QfrwjClc7C/55erzBGYAsy6w6k8YXu6IxkiS+ftiLKX7ujb5CVWu0/HookZ//i6e7vQUbmmhybozE/ApmLz1LQXkNi2f5XdRka4HgQlFrtDy/NpiE/AqWzxltMM3iYmjNdmIa4A98LsvygkvyrIIOwVe7Y1BrZN66a1Cz9/tuXyzVKg3v3zPE4MLrn1LEfzF5vHHHIH1lo9XK/Hk0iUHdbLmhXhW2JTgTlUZm2uhegO7CvicyhwkDnPSTiIPTi/F0sW1QdQ3qZsd6/3Rq1NoW45RkWeZMchG/HkrgWHwBrnbmfD3Zi4dHuBuYGg7H5vH6pjBKqmoM+rE2BKTz7r8ROFmbsWnBeIa72yPLMn+fSOGznVF4utqyaJaf3kJfXaPhnS3hbA7O5MaBzvzwiI/B2V1WSTVv/BPGsfgCJno48eXDXk1a4lMKKnl5QwjBaSU84NODjx8Y1upXsv4pRTy5IgBjSWLt/LEG2ZICweVGq5X53z9hHI7N57MHh7V6VlhraI2I+QLXAY9JkvQmEA8ckWV5ySVbheCqIyyjhM3BmTx9Q/9Gm27riMoqY72/bruw/isrWZb5bl8sTjbmelMGwNH4fBLyKvjhEW8Dwfs3JJPhbvZ41tr3E/MrSS+qNhhgGZdT3qgD8cZBLiw7mcJfRxObdB9WKNXsDs9mxalUwjNLcbIx5+27BjFrXB+DM6kKpZrPd0Wz5kwanq42LJsziqE97FGoNHywOZL1AelMGODIz4/64mhjjkKl4b1/I9gYmMFtQ1z54REffUxTSkElC1YFEptbzku3ePDCTR76LT9ZltkYmMEn26PQyDKfPjCM6WN6NRW2zarTqXy+KwZTY4mfp/nq005aw46wLF7ZEIq7gyVL54xq9v9TILjUyLLMpzuj2RyUycu3eDK93lT3S0FrzsRCJUlKBBLRbSnOACYBQsQ6KXW/dI7WZjxzQ9OH/rIs89muKOwsTXnpZkPr/amkQk4nFfHBvUPOy01MxcnGnLuHn7sIJ+RVEJFZxnv1jB/H4vMB9NWaQqUhq1RBP+eGWxCTPJy4z7sH3+6LIzithLnX9aWrtRll1Spicso5kVDAsfgCqlUa+jtb8+kDw5g80r1BY/Tx+ALe+CeMrNJqnprUj5dv9cTC1Jik/AqeXRNMdHYZz92oyx80NpLILVPw1MpAQtJLeOFmD166+ZxIHYjK5eUNIRgbSSydPUrvygTdudRbm8M5EJ3L6L5d+Xayd6ON1gCZJdW8sSmM4wm6Su3ryV5NnpM19v/z22HdeBa/3l1YNMuvWXepQHA5WPhfAn+fSGb2+D68cPOFhfu2htaciQUA5sBJdGdhk+rCgQWdk13hOZxN1uUANjb6o44jcfmcSCjkg3uH6Lf86lj4XwIutub67UHQbZ0dis1jwfX9Dbb99kbmABhY7f1TinBzsNRvyxXVhvg2NqJBkiS+nuzFABcbFh5K4GBMnsHn3RwseXikG/f7uOHXu0uDaqe0SsVnu6LYEJBBPydrNi0Ypz9n2hqSydubwzE1MWLp7FH6c6TA1CIWrAqiUqnmjxkjuGOYbu1arcyPB+P5+WA8w9zs+H264VyvA1G5vPFPGOVKdbOxUbIss94/nU93RqNtoVJrDKVaw9ubI/gnKIP7vHvw9WSv/7d3nlFRXV0Yfg69KR1EELGDDUXEEkuMJjGaaKImxpbEEjW9997rl95jjDV2TWKJvXcFBKT33nsfZuZ+PwZHRopoUNScZy0XcOfOzBlk7jt7n73fLW2kJFed5ceT+d+uGO7p715vu6GlaE468Q5FUXJb/Jkl1yQqtZZPtkfh3a4N9w/0bPQ8jVbh43+i8HSwqpceOJNaxNH4fF4b52Nw4dwQmIZWwUDYAHZHZuPrYUu7Oi7zIanF9Pe00/9cWaMBwKoRBwoLU2OeHN2NucM6cSqpgEqVBkszY7q5tqG9rUWjabrNoZm8uzmCwgoVC0d24ekx3bAwNaZCpRsNs/Z0Gv4d7flmWn/a21miKAorT6TwzuZw2ttZsmLuIP2U5eKKGp5eE8y+6FzuHeDBe3f31r/+CpWa97ZEsupkCj3d2rLq/n761OmFpBVW8MrGMA7F5jG4swOfTm48UmuI3NJqHl0ZyKmkQp4a3Y2nx3STPWCSq87fIRm8+ddZxvi48OmUvs2qnr0cmpNOlAL2H2LZsSRSCipYMntgk+4Nf4fo3Da+nda/XjHFLwfjaWNhwv0B58u3FUVh05l0BnVyMIhMiitqCEktMhhYWVxRQ3pRJTMHnxdHo9qLsEarNLl+a3MTg9RdYyTklvHmX+Ecjsujr4ctS2YP1FcMhmcU8+SqYBLyynlsVBeeGdMdE2Mj3b7YX7p9sZHdnfnm/v76CDQ6q5T5y0+TUVTJe3f3ZmadqOlsejFPrg4mMa+cBSM789ytPRosQFEUhT9OpvDh1kgU4N2JvZg5qOMlvfnDM4qZvyyQ/PLqS947k0haiv3ROTy75gwDOzrw3XS/K2plJucsSPQUlqv4Zk8sw7s5GfRvXUiNRsuXu2Lp1b6tQQoQdFHE9rNZPDyis0EqMiqrlITccubWDrw8x8mkArQKBiX8CXllAHSrUyjiZKPby8krq778F4iucOPbvbEsPpyIhakx707sxYxBHTE2Emi1CouPJPLp9mjsrExZOXeQfl0ZRZU8siKQkLRig30xgG1hmTy/LgRrcxNWzz9f8q4oCkuOJvHRtijsrQ0f70JSCyp4aUMoR+PzGdrFkU8m971kR++/zqTz0oZQ7CzNWLdgaIMGwRLJlUaXag+ku2sbFj3kf8XT2FLEJHp+2B9HWbWa18c3nbteH5hGSkEFix/yrxclrDqZAsADQ7wMju8Iz0II6o1KOZVUgJmxkUHqMKVANzi8bgqtjYUpjtZmRGWVXs5LQ63RsiEojc92xJBXVs2UAR68NPa8c35OaRUvrAvlQEwuY3xc+XRKX73d1LH4fB7/I4hqtZafZw3QvwatVuF/u3TmuX6edvw4c4B+NExxRQ0vrA9hZ0Q2o71d+KyRmV9arcKKE8l8/E8URkLwwT29mR7Q/L2vc6/t43+iWHQ4kQAvB76f4XdJ490lkpYiJruU2b+fol1bC5bOCWiRZuaL0ZSL/aSm7qgoysaWX46ktUgtqGDp0WQm+Xno93gaQqXW8t3eOPp1sGPUBWm7Go2WNadSucXbtV6v0+7IbPp3sKtnixScUkhv97YGoz9ySnTR1jlBOEdAJweOxeej0SrNNqpVFIU9kTl8uiOKmOwy+nva8esDA/QO8wB7IrN5YX0o5dVqg1Tguf6vD7dF0tHRil9m+evbCEqranh69Rn2ROUw1b8D797dS/8azqYX88hK3fDM18f7MHdYpwZFKbVA59BxPKGAEd2d+WhSn2aNTalLXlk1j/8RxPGEAh4c0pHXxve8aK+cRHIlSC+q5IHfTmJhaszyuYOu2geppiKxu5q4TQH+tYgJIRajs7LKURSldwO3C+BrYBxQATykKErQv31eSX2+3BWDEDQ4Gbkum4LTSC+qrOdSD7A3Koe8MhXTAgytjPLKqjmbXsILt/cwOK7RKoRnlNSzXyqurMHYSNDWwvDP8y7f9vxzNov1galMbaLoBHQRzs6IbH7cH0dIWjFejlb8MMOPO3q306+7UqXhw22RLD+ejI9bW76d1o+uLjoBr6rR8OpGXZPyrT1d+eI+X316NLWggrlLTxGfW867E3sxa3BH/WOuOZXCG3+F42htxtqFQ/CrI5bnOGfa+/6WCIQQfDK5D/f5d7jk4ovglEIeWxlEfrmKz+/1ZUozJjdLJFeCwnIVD/x2gvJqNWsXDrms4ZaXS1Mu9rOvwvMvAb4DljVy+x1At9p/g4Afa79KWpDorFI2nUlnwYgutG8iEtBodX1HfdxtDdw2zrEhMA3nNub19tOOxucDMOyC/aCUggoqVBp6urU1OF5WrcbK1LjeRf2O3u3w72jPe1si8W7XFt8GXCdyS6v5OySDlceTScgrx9PBio8n9WHyAA+DzeXIzBKeXBVMbE4Z84Z14oWxPfSRVEZRJQtXBBKWXswzY7rzxC3nfQlPJxUwf3kgGq3CsjkBegsslVrLO5vDWVk76+ybaf0bTB/mllbz8oZQ9kTlMLSLI59O6YuH/aW94c/ZVL27ObxBGyuJ5GpSoVIzZ+kpUgsrWTYnAJ8L3s9XmmbtiQkhxgO9AH1+R1GUd//tkyuKclAI4dXEKROBZYqiKMBxIYSdEMJNUZTMf/vckvN8tiMKGzMTFo5serLqP2czSc6v4KeZfvV7rSpr2B+dy8zBHesZBZ9IyMfG3IRe7Q3/uGOydftb3S9IX2q0CibG9aMSIQTfTu/PpB+Ocs8PRxjezZmR3Z0xNRakFVVyKrGAM6lFaBXw87Tj6/v7cWff9gapx3Mpwk/+icLWypTlcw3neAUmF7BgeSBVNVp+meXPrXW8IP86k84L60Jxt7fktwf99Y3XBeU61/qTiQUsGNmZF2/3bjDduTcqmxfW6XrE3ryzJw8N9brksuPyajWvbgrjrzMZjOzuzNf392uRETQSyeWg0So88UcwIalF/DDDj8GdHa/6GprT7PwTYAWMAhYBU4CTV3hd53AHUuv8nFZ7rJ6ICSHmA/MBPD2bTjVJzhOYXMjuyBxeuL1HkxdDRVH49WACnZysua1nu3q3747IRqXRcpevW73bApML8etoX0/c4nN1VYhdnA1tkIwENFZJ72ZryT9PDefrPbHsi8rh3S26DhATI0EfD1seG9WVu3zbN9iDlVdWzQvrQtgXrSve+GSy4YyuDYFpvLIxDDc7C1bP99enFhVF4ccD8Xy6PZqATg78MmuA/ncVl1PGnCWnyCqp4uv7+zGxn3u951WptXy6XVd44d2uDavmD260R6wpYrNLeWRlEPG5ZZfkXC+58Wmt69+nO6LYE5XDuxN76Rv+rzbNicSGKorSVwgRqijKO0KI/9EC+2HNpKF3aIOXN0VRfgF+AfD392+6mUii58tdMThamxn4GzbEqaRCQtKKef/u3g1eOLeHZ+Fma1HPWLasWk10dmm9qkSAhNxynNuY13MFsTA11jc3N4SdlRlv3dWLN+/sSUG5Co2i4GBl1uSomKPxeTy9+gxFlTW8M6EXDww5v4+lKApf7Irh271xDOnsyA8z/PT2TBqtwjubw1l2LJkJvu357N6++rTjiYR8Hl52GjMTI1bPH9zg/ldmcSWPrgwiOKWIWYM78tp4n8sqOf47JIOX1odibW7cZKm+5L9Ja1z/NgWn8fOBBGYO9qxXjXw1aY6IVdZ+rRBCtAfygU5NnN+SpAF1d/09gIyr9Nw3PMcT8jkcl8fr4330prWN8fuRRGwtTZnsV794oKpGw6HYXKY2UJwQmlqEomBQQn+OpLxy/YyxurSxMEGl1lKt1hhULV6IEKLBacd10WgVvt4Ty7d7Y+nkZM3SC3L2KrWWlzaEsik4nan+HXj/nt76vTOVWssza8+wNTST+SM68/JYb72AbwvL5OnVZ+jgYMmS2QENbmQfjc/j8T+Cqa7R8MMMP8b1ufRPqiq1lg+2RrD0WDL+He35foZfvapNieRqcza9mJc2hDG4swNv3dWrVdfSHBHbIoSwAz4DgtBFQouu5KLq8DfwuBBiNbqCjmK5H9YynIs+XNuaGzhjNERmcSU7wrN4eHhnAzPfcxyLz6eqRsstPq71bgtOLQJocPRHUn45o73r3+dcqq6wvIZ2tpffKJlXVs0za85wKDaPSX7uvDext4FYl1ereWRlEAdjcnn+tu48NqqrXoSrajQ8siKQfdG5vDbOh4dHnN8vXH0yhVc3heHnac+iB/0bTMMuP5bE25sj6ORkzc+zBtClAePii5FRVMnjfwQRlFLE3GGdePkO7yvqfCCRNIdKlYYnVwdjb2XKDzMGtPrfZHNE7FNFUaqBDUKILeiKO6pa4smFEKuAmwEnIUQa8BZgCqAoyk/ANnTl9XHoSuyvRsXkf4LjCQWcTCzgnQm9LpreWnUiBQUaFbv90TlYmBoxqIExKcEpRXR2sq53oS+uqCGvTEVn5/qR2Ln+ktzSagM/xUshLK2Yh5edpqBCxUeT+tTzayypquHBxScJSS3i08l99dOkQSdg85ae5kh8Hh/e04fpg87fd8mRRN7eHMHI7s78NHNAPVHXaBXe2xLBkqNJjPZ24av7+zVpotwY56I4lVrL99P9GN+3dfYbJJILeX9rBAm55aycN6jBCtyrTXNE7BjgB1ArZtVCiKBzx/4NiqJMu8jtCvDYv30eSX2+3hODk405Uwc2PZ5erdGy+pTOK7Cx3g+dUa1jPTFUFIUzqYWMaKAcPy5XV5nYzbV+hOJSx0UDLr10fGNQGi9vDMPZxpxNjw6lV3vDxyiuqGHW4hNEZpbww4wBjO19fr+uWq1h/vJAjsTn8dkUw96rcwJ2ey9Xvp3mV6+puKpGwzNrzvDP2SzmDuvEq+N8mt2UfQ5FUVh0KJGP/omks7PNZUdxEsmV4EBMLitPpDB/ROd6E9Zbi6YcO9qhqwS0FEL053yRRVt01YqS65STiQUcTyjgjTt7XjQK2xuVQ05pNe8HNFzxlFpQQUJeeYNRWnJ+BXllqgYLHiIza0XMpX6Vnkvtnk9u6aX5JCqKwjd74vhydwxDOjvy3fT+9fbMKlRqZi85SVRmKT/NHMDoOilQjVbhmTVnOBiTy6eT+xoI2NpTqXoBa8jQtEKlZsHyQA7F6vYY5w1vul2hIapqNLyyMYxNwemM69OOT6f4YnORvUqJ5GpRo9Hy7uZwOjlZ89xtTZsiXE2aeofcDjyErpjiizrHS4BXr+CaJFeY7/fF4WhtxvRGhKkua0+n4tzGnFu8G3aGPxCjK3Ef2aN+tHUiUdfkPLhz/TTj2fRibC1N8bCv31ztWJuiyK+dIdYctFqFVzeFsfpUKpP9PPhoUp96kZJao+WRFUGcqe1pGX3BHt67m8PZFpbF6+N9DNKLO8OzeHljKCO6O/PttPoCVqnSMPv3U5xKKuCzKX2517/p6LYhckureXjZac6kFvHcrd15/JaucnyK5JrijxMpxOeW8+sD/k0WXF1tmnLsWAosFUJMVhRlw1Vck+QKcja9mAO1hQwNFWnUJae0in3Rucwb3qnR8vX90bl42FvSuYEqw0OxeTjZmDeYDjuVVICfp12DF2oLU2OEgOomyuzrotEqvLg+lA1BaTw2qgvP39ajwcd9f2skB2Jy+fCePvV6WpYdS2LpsWQeHt7JIIoKTSviydXB9PGw46eZ9VOI1WoNC1YEcjKpgK+mNtwndjHickqZveQUuaXVBgM2JZJrhfJqNV/tjuGmro6M8bn4qKOrSXPKSo4IIX4TQvwDIIToKYSYe4XXJblC/LhfN+vrgYv0hQFsCkpHo1W4d0DDkUVVjYYjcXmM6uFSTzRUai0HY3IZ2d253m2ZxZXE55Y32t1/sZlhF/L+1gg2BKXx7K3deeF27wYF7K8z6Sw5msScmzoZFGqAzkrqnc0RjPZ24eU7fPTHz0VHTjbm/PagP1Zmhp/5tFqF59eFcjAml08m970sAQtKKWTyj8eoVGlZPX+IFDDJNcm606kUVtTwXCMfEFuT5ojY78AO4Nx0vRjg6Su1IMmVIymvnG1nM5k1uONFRyQoisL6wDT8PO30zu0Xcjg2j8oajYE10zmOxudRUqXmjt71m5x3RWQDMLqRT3S5pdUoyvm9saZYfTKF34/oxOnJ0d0aPCetsILXN51lQEd7Xh3nbXBbUYWKJ1YF42FvyZf399MXYmi0Co//EURxZQ2/zPKv574P8MWuGDaHZPDSWO96JsbN4WBMLjN+PYG9lSmbHh3aYBuCRHItsPpUKr4etg3ub7c2zRExJ0VR1gJaAEVR1EDz8jySa4rfDidiamTEQzd5XfTckLRiYnPKmNJIFAawJTQDW0vTBiOqTcHptLUwYVi3+hVMm4LT6e5qo7d1upBjCXkAFzUSzSqu4oOtkQzp7Mhr430aPEdRFN78KxyNovDV1H710qLvbI4gt7Sa76b5GQj7D/viOJFYwPt396Fn+/rr2H42i+/2xXH/wA4X9ZxsiH1ROcxbehovJ2vWLRx6VV2/JZJLIT63jKisUu7pf+mZhqtBc0SsXAjhSK3dkxBiMFB8RVclaXHyy6pZezqVu/u3x6XNxSOctadTsTA14s4GvBBBZye1MyKbcX3a1dsnKixXsf1sFhP7uderfozIKCE4pajRFCXAutNptLe1oP9FIpNv9sai0mj5eHKfRkvZ98fksjcqh2fGdK8nFAdictkUnM6jo7oaTEEOzyjmqz2xTPBtz2S/+m/c1IIKXlgXgq+HLe9M7HXJ6ZWDMbksWB5Ij3ZtWPXw1Zu7JJFcDkfidB8qb2nAmOBaoDn1u8+ic87oIoQ4AjijMwGWXEcsO5ZMtVrL/BFdLnpupUrD5jMZjOvt1mjacXNIBhUqTYOVeCuO655r1pD6Zfc/HojH2sy40fTbiYR8jsbn8/p4nybNbdUaLf+EZTK2dzs6OtYvKgFdFPbV7lg87C158II9wBqNbnRKJydrHht1/nei0Sq8uuks9lamvDex/sw0jVbh2bVnAPhuut8lV2kFJheyYHkgXVxsWDF3ELZWV37yrUTybwhNK8bJxpwODpc2sPVqcVERUxQlSAgxEuiBrlcsWlGUmiu+MkmLUVWjYcXxZMb4uDS6v1WXzaEZlFarG22EVhSFJUeS8G7Xpl60VFpVw29HEhnVw7meU/vZ9GK2hGawYESXBi/eBeUqnllzhva2FswY1LQVVnJBBYUVNQZjVC4kMLmQkNQi3r+7d71ocUNgGgkNlAtvCEojJLWIr6b2a3CNK44ncyqpkM/v9b3kFGBSXjnzlp7Cta05y+YESAGTXBck55fTxdn6mivoOEdzRrFYAI8Cw9ClFA8JIX5SFKVFrKckV55Nwenkl6uYc1PzfJtXHk+mq4sNAQ3YSIEuRRedXcrn9/rW+8P+9VAiRRU1PHPBhGitVuHdLRHYWZryyM31o8FqtYanVgeTV6ZiwyNDL1r+n12i+/Nr34Qt1R8nU2hjbsKkC1KCao2W7/bF4etha1AuXFWj4YudMfh2sGNiv/YXPhw5pVV8tiOa4d2cGkwzNkVJVQ1zlp4CYMnsAJlClFw3lFSq8XK6dvdsm7MntgzdQMxv0U1h7gksv5KLkrQcWq3Cr4cS6O3eliFdLj6wLjhFN3Jl1uCODX7yUhSFr3bF4G5nyQRfwwt9akEFPx+I586+bvT1sDO4beXJFE4mFvDyHd7YWhpGIOecMg7F5vH+3b0N9qcaQ5wzkGnkw2GNRsvuiGxu69WuXmn87sgc0goreeTmLgavcd3pVLJKqnjx9obLiL/aHUtVjYZ3JlzaPpiiKDy3NoSU/Ap+nDkArwZ66iSSaxUF5fz77RqkOXtiPRRF8a3z8z4hRMiVWpCkZTkQk0tCbjlf39+vWRfe3w4n0sbchMkD6o9cAdgWlkVIWjGfTDZ0xFAUhdf/PIuxkeDVcYaVgnE5ZXy4NZJhXZ3q7YXVaLQ8s+YM28KyeG2coVNGU7Sx0P3pllQ2nNkOSS2ipErdYGPmqpMptLe1YMwFllO/HkrEz9OOoQ2IfVJeOWtOpTJrcEf9ROfmsuRoErsisnnjzp6tMvlWIvk32FqaUljRfPecq01zIrHg2opEAIQQg4AjV25JkpZk8ZFEXNuaN2uWVUp+BdvCMpk+yLNBz75KlYaP/onEu12beqX36wLTOBCTy4u396C93fkN4AqVmsf/CMLSzJj/3WeYfqyq0fDkqmC2hGby8h3eBuNOLsY5u6q0wsoGbz+dXAhQLyWaW1rNodhc7vFzNyi3PxCTQ0pBBXOGdWpQ7H/cH4+JkeDRURcvjKlLTHYpH22LYrS3C3Oa0dogkVxreDlaE59bhs6P/dqjOSI2CDgqhEgSQiShc7UfKYQIE0KEXtHVSf4V4RnFHIrN44EhXs2a+fPjgThMjI2YM6zhvbNv9saSVljJW3f1MihpT8gt4+2/wxnUycFgwquiKLywPpTo7FK+uM/XYJhjWbWaBxaf5J+zWbx5Z08Wjrw0cbC1NMXeypT43LIGbw9LL8bD3rKeAfCuiGy0Ctx1QSp0fWAajtZmDU6gziurZlNwOvf6ezSrPeEc5+ywbCxM+GRK32t2Y1wiaYq+HezIK1ORlF/R2ktpkOakE8de8VVIrgi/HkzA2sz4okMvQbeftT4wjfsHejY4OTgsrZhfDyYwZYCHwd5apUrDoyuDMDU24qv7+xmUxX+xK4atoZm8NNabm3ucT+tlFlcyZ8lpYrJL+fr+y/MbFELQ3bUN0VmlDd4ek1WKd7v6zdT7onNwt7OkR53KydKqGnZH5DB9kGeDYr/6ZAoqjZbZzSyMOcfKE8mcqa10bMjxQyK5HhhZWwG8MzyLBZf4YfNqcNGP54qiJDf172osUnLpZBVXsSU0k6kDPesVUjTEF7tiMDYSPH5L13q3VdVoeHbtGRxtzHhjfE/9cUVReGWjLtL6+v5+uNmeTyOuOpnCt3vjmOpv6GgRnVXK5B+OklpQwW8P+l+WgJ3Dx60tUVmlaC/wWlQUhZSCCrwu6B/TaBWOJ+QzoruTQVS0LzoXlUbb4OBJrVZh9alUburqeElzvQrKVXy2I5phXZ0arHSUSK4XPB2t8PO0Y+3p1HrvtWsBOev8BmXRoQQUYHYz9mFC04rYFJzOQ0M7NRiFvbclgticMj6b4mvQ2/TD/nj+PJPBc7d2N4i0toZm8uqmMEZ2d+b9e843DB+MyWXSD0eo0Sqsnj/Y4D6Xg49bGypUGlILDdMc+eUqqtXaemNeorNKKa1SM6iTYXHFnshsHK3NGNCAL9zp5ELSCiubdBhpiG/2xFKh0vD2hJ4yjSi57pk1pCPxueXsjsxu7aXUQ07cuwEpLFex8kQKE3zbX7QhV1EU3tsSgaO1mYFzxTm2hmbqJ7nWndC8OSSDz3ZEc3e/9jw26nz0ticym6fXBOPf0Z6fZg7Qp+dWnkjmrb/C6epiw5LZAbS7oL8rIqOEAzG5hKQWkVdWjbGRoKuLDff0d8ffq+F+tXPN1FFZpQauHed6yC58juBUXbFHf087g9d/ODaP4d2cGnQI2RySgYWpUYMmx42RlFfOiuPJTB3YoVF/SInkeuKuvu35encsn++MZpS3S7P22K8WUsRuQJYeS6KyRtNgU/GFbApO51RSIR9P6kObCyym4nPLeHF9CP097Xj+th7648fi83lubQgBnRz4ePL5goX90Tk8siIIH7e2LHpwIJZmxmi0Cp9uj+Lngwnc3MOZb6b111tZqdRa/g7J4LfDiURmlgDQ2cmadrYWVKu1/H0mg5UnUurd7xxdat1HEvPKDY6fmwh9YUPx2fQSbC1N8awj7LE5ZeSXqxjawKh1rVZhe3gWo3q4YH0JE5a/2ROLibHg6UZc9SWS6w0TYyNeHefD/OWB/H4ksVn2dVcLKWI3GKVVNfx+JIkxPi71bJ8upLBcxftbI+nXwa5e/1ZpVQ3zl53G3NSYH2acHwYZllbMw8tO09HRil9n+esNfvdGZbNweRDdXG1YPmcQtpamVKjUPLX6DLsispk1uCNv3dUTE2MjNFqFTcHpfLEzmoziKrzbteG9ib0Y29vNQHgqVGpWHE/msx3RPLT4JMvmDjIo/W9rYYqjtRnJ+YYiVlA7EdrB2lDEIjKK6enW1iC9dzKxAIBBDbiTBKcWkltazdgGxsk0RlJeOX+eSWfusE7NGiUjkVwv3NrTlVt7uvL5jhiGdnGit/vFTQmuBtdOTChpEZYcSaK4soanRne/6Lnvb42kpLKGjyb1MUilnXPQSMqv4PvpfvqCjbicMh76/SS2lqYsm3ve+29neBYLlwfRo10bVs7Tmdpml1Qx9efj7InM5q27evLuxF6YGBsRlFLIpB+O8Py6EJzbmLNk9kD+eWo4s4Z41YucrMxMmD+iC99O8yMkrZi3/w6v9xrc7S1JLzJ0QNOLmJWZ/phWqxCbU4a3m6GwByYX4mRjbhCdnWNnRDamxoJR3s3fu/txfzwmxkaX1PMmkVwPCCH4dHJfHKzNeGJVMOXV6tZeEiBF7IaipKqGRYcTGePjclHrpn3ROWwISmPhyC715nZ9uiOK3ZE5vHlnT305fWpBBTMXnUAIWD43QC9sm0MyeGRlED7t27Ji7iDsrMyIyChh4ndHSMgt49cH/Jl9UyddkcPf4Uz+8SiZxVV8NbUffz52Ezc3MBX6Qsb2bsfcYZ3YEJRWr6TeycacgvJqg2P55SpMjARtLc9HbelFlVSoNAal9aCz2fLztGtwDfuichjo5XDRAaLnyCyuZGNwGvcP7HBJ/WQSyfWCvbUZX93fj+T8cl7eGHZNNEBLEbuB+O1QYrOisOKKGl7eEEp3VxueGG1YUr/2VCo/H0hgxiBPHqgdpZJRVMn0RceprNGwYt4gve3S2lOpPLU6mAGe9voIbE9kNlN+OooQsP6RoYz2ceVEQj5jvz7IkqNJPDC4I3ufv5m7+7tfUtXeozd3wdrMhJ8Pxhsct7M0pbDc0HqqoEyFvbWZwePH5ujEr66Lf0G5roGzfwNVielFlcRklzHqEioolxxNQqNVeHi4jMIkNy6DOzvy/O092BySwac7olt7OXJP7EYht7SaXw8lML6PW5NRmKIovP7XWfLLVPz24ECDMSRH4/J4dVMYw7s56U1uc0qqmLnoBEXlNayYNwjvdrqo7fcjibyzOYIR3Z35eeYALM2MWXIkkXe3RNCrvS2LHvTH3sqMz3ZE8cP+eDwdrFi7YEijzvgXw87KjLt83fgzOIMP7tboXe6tzI2prDEcNJ5XVo3zBc3FcTk6Z4+6IhaSWgRAvwaGb+6NygFodiqxrFrNHydSuKO3m5zSLLnheWRkF9IKK/lxfzztbS2YVcep52ojRewG4bu9sVSrtTx3W9NR2F9nMtgcouvtqrsxG5dTyoIVgXRysub7GX6YGBuRV1bN9EUnyCqpYtmcAHw72KEoCt/ujeOLXTHc3suVb6b1x8TIiHc2h9cWlLjyzbR+FJSruPfnY4SkFnGfvwdv3dVLX+GnKApRWaXsicwmNK2YlIIKNFqFdrYWBHg5MDWg4XTcbT3bsepkKmdSi/RpTlNjI2rUWoPzskurcGlrKGIx2WU42ZhjV2efLDi1CCMBfRsQ/b2R2Xg6WNHFuXmO86tPplBapZZ7YZL/BEII3p3Qi5ySKt78O5y2lqb/yrjg3yBF7AYgIbeMP06mMHVghyYd1lMLKnjjz7P4d7Tn0Tq9XTmlVcxecgpzEyN+nz2QthamFJSrmLnoBGmFFSydHYC/lwOKovDhtkh+PZTIZD8PPpnchxqNwsI/AtkVkc2cmzrx2ngf9kXl8OzaMygK/DDDT28+XFWjYd3pVFYcTyE6uxQhdCX1nZxsMDUWJOVX8MXuGH49lMBHk/rWc9Dwq0371RWxhsgqrqJ3e0Nhis0upbur4e/mTGoR3V3b1Cufr1CpORKfz4xBns1KeWq0CkuPJRHg5dBgVCeR3IiYGBvx7TQ/Zi85ydNrzlBdo232FIoWXcdVf0ZJi/PB1kjMTYx5ZkzjUViNRsuTq4NBwJdT++kNfCtVGh5eFkheqYrV8wfjYW9FcUUNMxedIDGvnN8eHMigzo5otAqvbQpj9alUHhrqxZt39qSgQsW8pacJTSvi7bt6MmuIF1/uiuG7fXH0dm/L99P96OhoTY1Gq7ehyi2tpo+7Le/f3ZvbernWi7jic8t4fl0IT6wKwtp8oIGrh62VKU42hiX11Wot5qbnt3arajTklakM3Do0WoXo7FKDadFarUJwSmE9I2CAw7F5qNRabvVpXoPzrohsUgsqefUOn4ufLJHcQFiaGfP7QwHMX36aFzeEUq3WXPXUYqsWdgghxgohooUQcUKIlxu4/WYhRLEQ4kztvzdbY53XMgdictkTlcMTt3Rtclrwl7tiCE4p4qNJffR7NhqtwlOrgwlNK+Kr+/vh28GOkqoaZi0+QVxOGb884M+wbk7UaLQ8tTqY1adSeXxUV966qycpBRVM/vEoUVkl/DhzAPf4eTB36Sm+2xfHff4erF84lI6O1hyNy2PsVwd5869wOjtZs3r+YDY/MYyZgzs2mDLs4mzDynmD6ObShtc2naVSZbjf5drWQu/IAVBerTaIpFIKdBZUdfelEnLLqKrRGlRhRtVaUPl3rF/UsTMim7YWJgxs5v7dr4cScLezvCRXD4nkRsHSzJhFD/ozxseFN/4KZ9GhhKv6/K0WiQkhjIHvgVuBNOCUEOJvRVEiLjj1kKIod171BV4HqNRa3t0cTkdHKx5qwiPxcGwePx6IZ6p/B+7sez7y+GhbJDsjdH1ct/dqR1m1mocWnyQys4SfZg5gZHdnqmo0PP5HELsjc3jlDm8WjOxCaFoRs38/hVZR+OPhwdhZmnLPD0dILajgg3t6Mz3Ak5JKNa9tOsuGoDQ6Olqx6AF/RvtcvJwedP1h707sxdRfjrMuMNVgvIuNuQnl1eeFraBcZbDPlVA7mqVTnenJoWnFgOHe1/GEfAAGXTCkUqXWsisim9E+rs2y1glKKSQwuVDfyC2R/BcxNzHmhxkDeHpNMO9vjdRdN265Oo41rZlODADiFEVJABBCrAYmAheKmKQRfj+SSHxuOYsf8jeoMqxLTkkVT68JpquzDW9NOO9Av+xYEosOJ/LQUC9m39SJqhoN85aeIiStmO+n92e0jyuVKg3zl5/mUGwe703sxawhXhyMyWXhikAcrM1YNieArJIq7l58EhNjI1bMHcSgzo4cicvj2bVnyCtT8dioLjxxSze9s0dzGdTZkc5O1uyNyjEQMSMh0NTpTckqrqJzneKL6KwyhDCsQgxKKcTG3MTAhf5wXB6dnKxxtzM0CT4Sl0dxZQ3jmzFEFGDx4UTaWJjUczyRSP5rmJkY8c39/TE3CeXznTFU1egKza60AXZripg7kFrn5zR0AzgvZIgQIgTIAJ5XFKW+bQMghJgPzAfw9PRs4aVee2QUVfL1nljG+Lhwi3fDaSxduvCMrvz74cFYmen+u/dF5fD23+G68P/OnqjUWhauCOREYgFfTe3H2N5ulFWrmbPkFKeTCvhsSl/u9e/A5pAMnl17hi7ONiybE8CBmFxe2RhGJydrFj80EDdbCz7ZHsVPB+Lp7GTNogcGGpT7q9RaglMKicsto6iiBgdrMwZ62Tdqkju4iyObQzIMjlWpNVjVltdrtQpphZUM73bemDgis5iODlb61wo6V47+nnb6fcBqtYbjCflM9vOo95x/nUnH1tKU4d3reyleSEp+Bf+czWLusE6X5K0okbQ018r1z8TYiM/v9cXcxIjv9sVRVaPhtfE+V1TIWvOd19CrurD9OwjoqChKmRBiHPAn0GCMqijKL8AvAP7+/q3fRn6FefvvcLSKwlt39Wr0nG/2xHIsIZ/P7/XV+yhGZpbw+B86k96v7+8PwDNrzrA/OpePJvVhYj93SqtqeOj3U7qBjvf3Z4Jve/44kcJrf4YxsKMDvzwwgGXHkvliVwzDujrxw0w/qmo0zFh0ghOJBUwL6MAbd/bUC8nZ9GKWHk3in7NZlDVgVTPa24Wv7u9Xz4C4k6M1pVVqiitq9BZXheUq3O10wphRXElljYYuLrpITFEUQlKLDXrRCstVRGWVGkRWJxIKqFBpGOXtTF3Kq9XsjMhmYj/3RiPbuvx8MB5jIZjbyCRsieRqcS1d/4yNBB/e0wdzEyMWHU6kWq3lnQm9GpwS0RK0poilAXVzMB7ooi09iqKU1Pl+mxDiByGEk6IoeVdpjdckeyKz2RmRzYtjezTaWHskLo9v9sYy2c+DKQN0EUdOaRVzl5zCxsKE3x4ciJWZMa9sDGNrWCavjfNhWoAnpVU1PLj4JKFpxXw3rT939HFj0aEE3t8ayc09nPl+uh8f/RPJiuMpTPJz5+NJfYnKKmH+skCKKlV8cZ8vk2ojnIiMEj7fGc3eqByszIy5s68bo31c6eNui4O1Gbml1fwZnM5Xe2J5Zs0Zfp7lr4+WAP0wzzKVGlsrU7RahYziKm7r1U7/+IC+ATutsJKskioG1CnWOByn+1O5qdv5yGpHeBZWZsYM7WIYbW0Ny6RCpWGy38X7XfLKqlkXmMYkP/cGZ7BJJP9ljIwEb0/ohYWpMT8fTKBareGjSX0N3t8tRWuK2CmgmxCiE5AO3A9Mr3uCEKIdkK0oiiKECEBXTZl/1Vd6DVFWrebN2rlc84Y13FibW1rNU6t1ab/37tZFalU1GuYvC6SwooZ1C4fQztaCz3ZE6SsOHx7RmfJqNbN/P0VoWjHf1grYd3tj+XxnDOP7uPHJ5L68tCGULaGZLBjZmZfHerP9bBbPrD2Do7U5Gx4ZSq/2tpRVq/l8RzTLjiXRxsKUF27vwczBHetNmO7gYMUTo7vRxsKEtzdH8M/ZTIPCE6U2MD/nz5ZeVIlKraWjo064Q9KKMDYS9KytOjwWf65Y43wktjcqB3srU3w97ABQa7TsqB2vcuE+3aqTKXR2tjYQwcZYfDiRGo1WNjdLJI0ghODlO7wxNzXmmz2xqDUKn93r2+JC1moipiiKWgjxOLADMAYWK4oSLoRYWHv7T8AU4BEhhBqoBO5XrgXHyVbk8x3RZBRXsm7BEP14lLqcc6Avraph5bxBWJmZoCgKL28I5UxqET/NHEBvd1uWHEnk+33xTAvw5LnbulOp0jB36SmCU4v0Avb17li+3B3DpP7uvDexF0+sDmZvVA6vjvNm/oguLDqUwAfbIunfwY5fHvDHycacEwn5PLcuhPSiSmYO6sjzt/UwmAbdEA8M8eLXQ4msD0wzELHCCp0non1t9WF4beR1TrROJBTQx91Wb0G1PyYH17bmepNflVrLnshsbu/VTv/GORSbR16Zion9DPvDzqYXE5xSxJt3XnwSc2G5iqVHkxjfx82gWEQikRgihODZW7tjYiT4YlcMxkaCTyb3bdHUYqvuRiuKsg3YdsGxn+p8/x3w3dVe17VKUEohS48lMWtwx0anHf+wL47DcXl8PKkPPdrpLuY/HojnzzMZPH9bd8b2bsc/YZm8syWC23q68v7dvanRKDyy8nxhx7g+bny7RydgUwZ48PZdvVi4MpDDcXn6EvoPt0Xyy8EExvVpxxf39cPU2Ihv9sTy1e4YOjhYsW7BkEbXeCFGRoJBnR04Hm8YZKcWVNDGwkRfyBGYXICZsRE+bm0prqghOLWIhSN1kVBVjYYD0blM6NdeL0KHYnMpqVIbzANbH5iGvZWpQRM1wNKjSViaGjN5QP1ijwv57XAiFTUanpRDLyWSZvHk6G5otApf74nV75m1lJDJkqrrBJVay0vrQ3Fra8ELt/do8JwTCfl8uTuGif3aM7XW/mVfVA6f7YjmLt/2PDaqK4HJhTy15gz9O9jxzTRdYcezaw0LO34+EM//dsUwyc+ddyb0Yv7y0xyNz+ezKb5M6u/Oq5vOsupkCrMGd+TtCb2oUKl5bGUQe6JyuKe/O+/f3fuSq/WcbMzJr50Ddo6Y7FK6udjoRelIXD79Pe2wMDVmR3gWGq3CLbUGvYdi8yhXafT7ZaCbWm1nZaqvXswtrWZnRBazBnsZRLE5JVX8FZLBff4e9VKeF3IuCrujd7uLDh2VSCTneXqMTsi+2xeHraUpr4xrGYcbKWLXCT8fiCc2p4zFD/nXq+IDXdPvU6vP4OlgxQf39EEIQWJeOU+uDqanW1s+ndyX1IJKHl52mva2Fix6cCDmJka8/Xc4W0IzeeUOb6YFeLLyRDIf/RPFnX3deP/u3jyyIoij8fn8715fJvZz54X1oWwISuPRm7vwwu09yCyuYvbvp4jLLeO9ib2YObjjZZXTVtdoDPaoqtUaQtOKmTlYZxWVWVxJRGYJL9/hDcC2sExc2pjTv4Nu/2pTcBqO1mYM6+qk/33sDM9m+iBPvWCtOplCjUZhxmDDEuTfDiei1mgb3WOsy/f74ihXqZu0+JJIJPURQvDcbd0pqlTx88EEvJysmRbw79sBpIhdB0RnlfLt3jjG93VrsCdMURReXB9CQbmKjY8OxcbchAqVmgXLT2NiJPh51gDUWi1zl55Co1VY/NBAHKzN+HF/PEuPJTN/RGcWjOzC1tBMXv/zLLd4u/D5vb48s+YMB2Jy+WRyH+7u584rG8PYEJTGM2O689SYbsTllDLrt5OUVqlZOjuAYd0u3lvVGJnFVTjanHfeOJVYSLVay+BaR42toZmAbkR6YbmKfVG5zBjsiZGRIK+sml0R2cwc3FHvsrH6VAoqjVb/Jqmq0bDsWDIjuzsb7GMVlqtYfjyZ8X3b4+XUtGN9RlEly44nM8nPg24yCpNILhkhBG/f1YvUgkpe//MsHvaWBn2el4P0ybnG0Wh1AmVjYcI7ExruCVt+PJndkTm8dIc3vd1tURSFVzeGEZdTxjfT+uNma8lTq8+QmFfOjzP96Oxsw+aQDD7ZHsUE3/a8PNab4wn5PLPmDAM87fluWn/e2RzBP2ezeH28D/f5d+DdLRGsOZ3Kk7d05akx3YjKKmHqz8ep0SisWTD4XwmYoiiEZ5Tg0+68t+H28EwsTI0Y1tUJRVHYEJROXw9bujjbsCEoDZVGq3fJWHMqVRdhDdIJlkqtZfmxZIZ2cdTvC24MSievrJoFIw2jrUWHE6hQaXjiFsPhoA3x1e4YUHRpEYlEcnmYGBvx3fT+dHOx4bGVQWQUVf6rx5Mido2z+HAiIWnFvD2hF0429Q1+Y7JL+aC2h2tOrX/iyhMp/Hkmg2fGdGd4N2e+3BXD3qgc3rqrJ0O7OBGcUshz60IY6GXPZ/f2JSGvnAXLA+ngYMlvDw7kt8OJrDqZwqM3d2He8M58vy+OJUeTmDusE8/c2p3Y7FKm/3oCU2Mj1i0cQq/2jQ/hbA6JeeWkF1XqS+Or1Rq2hGZya892WJoZE5RSRGRmCff5d0CjVVh2LBn/jvb4uLVFpday9GgSw7o66Z0//jqTTmZxFfOG65qQVWot3++Lo18HO4bU8UrMKa1i8eEk7vJtf9H9rbPpxawLTOOBIR3xsJdDLyWSf0MbC1N+mjlAX02t1V5+0bkUsWuY5PxyPt8Zza09Xbmrb30vv6oaDU+uCsbG3ITPpvgihCA8o5h3N0cwsrszj43qys7wLL7bF8dU/w7MHNyR7JIq5i8PxLWtOT/P8qdSpfNMNDESLJkdwMHYXF1RR393Xri9B38Gp/P5zhju6e/Oa+N8SCusZOZvJzAxEqyeP9jAaPdy+edsFgCjaisG/wnLoqiiRt+kvfhIIm3MTbinvzs7wrNIKahg9k06gVofmEZOabW+X6tGoxMsH7e2+sdbfSqF9KJKnh7TzWC/7uvdsdRotDx3a9P7W4qi8N6WCOwsTXlCViRKJC2Cl5M1b9zZkxOJBawPSrvsx5Eido2iKAqvbTqLmbER703s3WCxxGc7oonKKuXze31xbmNOWbWax/8IxsHajC+n9iOtsJLn1oXQx92Wdyb20pXSrwikvFrNogcGYmtpyhOrgkkvquTnWQMorqzh+XUh+He056PJfQhKKeLF9aEM6uTAJ5P7Ulql5qHfT1Kp0rBsbsBF95Cag1arsCEwjQAvBzo4WKEoCr8dTqSzszXDuzqRmFfOP2GZzBzSEUtTY77dG0dnJ2vG9m5HtVqjj7BG1KYzNwSmkZRfwXO36oxHy6vVfLMnjoBODozsfj73HptdyupTqcwc3PGir2P72SxOJBbw7K3dL1q9KJFIms99/h3w72jPp9uj641dai5SxK5RVp1M5XBcHi/d4U072/q2Rkfj8/jtcCKzBndkVG2Z+Vt/hZOcX87X9/fD2tyYx/4IQqCbrmxhasyH2yIJSinisym+9GjXhi92RXMoNo/37+5NF2cbFiwPxNHajJ9qBe2RFYG42Vnw86wBGAl4fFUQKQUV/PqAv97q6d+yPyaHhLxypg3S7W/tj84lLL2Y+cM7Y2Qk+HJXDOYmxsy5qRObQzOIzCzhydHdMDYSrDiui7CerSNYX+yKwc/TjtE+ut/JD/vjyCur5uU7vPUfBBRF4a2/w7E2M75or1eFSs27WyLwbtemRSqpJBLJeYyMBC+O9SavrJo1p1Iu7zFaeE2SFiCruIoPt0UytIujvlihLiVVNTy/NoTOTta8WttrsSU0gw1BaTw+qiuDOjvy+Y5owtKL+exeXzo4WLH9bBZLjiYx+yYvxvd140BMLt/vi+f+gR24z78DL6wPIbe0mh9mDsDeyoynVp2hpKqGn2YOwM7KjP/tiuFQbB4f3N2n3gyuy0VRFL7dG0d7Wwvu7NsejVbhsx3ReNhbMsnPg7C0YjaHZvDQTV60sTDh853ReLdrwwTf9hSUq/h2byzDujoxojbC+mF/HDml1bw2vqe+xeDXg4nc098dP8/zVlJbwzI5Gp/P87f3wMHarLHlAfD1nlgyi6t47+7ecl6YRHIFCOjkgK+HLWtOX15KUb4rrzEUReH1P89So9Hy0aQ+DaYRP9gSSVZJFf+7zxdLM2Oyiqt4bdNZfDvY8eTobhyOzePXQ7oo7fZe7cgsruSlDaH09bDllTt8yC2t5rm1Z+jh2oa3J/Ri6dEk3dDLcd7062DHTwfiOZaQz7sTe+Pj1pYDMbn8uD+eaQEduG9gy83N2hGeRXBKEU+N6YapsREbAtOIyCzhhdt7YGIkeHtzOI7WZjxycxd+OZhAakElb97ZEyMjwWc7oimtUvPGnboZaQm5ZfxyMIFJfu4M6Givj7bMTYx4pba3DKC4soZ3NkfQ270tMwZ1bHJ9ERklLDqUyFT/DgxspvuIRCK5dCb0cycys4TU2snsl4IUsWuM7Wez2B2ZzfO39aCjY/29mgMxuaw5ncr8EV3o76m7WL+8MZRqtYYv7/OlXKXhhfUhdHHWRWm6HrJQVGotX9/fH1NjwWubwiipUvPt9P5kFFXy8fYobu7hzENDvYjMLOGr3THc2deNewd4UFxZw0vrQ+nmYtPk2JdLpUKl5r0tkXR3tWGynwcF5So++icS/472TPBtz5rTqQQmF+pSDaXVfLcvjvF93Bja1YmTiQWsOpnCQ0O96NGuDVqtwssbwrAwNdY3Q28KTudgTC7P3dYdlzou8x9tiyS/rJoP7+nTpBGpRqvwysZQ7K1MeWWcd6PnSSSSf8+5quHA5MJLvq8UsWuI4soa3t4cTk+3tsyuLZevS1m1mlc2hNLVxUbfq7Q+MI390bm8NNabzs42vL8lgpzSar64rx+WZsasPpXKodg8Xh3vQycna/4OyWBnRDbP39adbi42vLwxDDNjIz6Z3BetAi+uD8XW0pR3a4tJPtkeRW5ZNf+7z/eSpzM3xec7YkgvquSDe/pgYmzEO5vDKa1S88E9fcgqqeKjbZEM7uzApP7uvLwhDHMTI96a0JNKlYaXN4TiYW/Jc7fpqgqXH0/mZFIBb4zviUsbC7JLqnh3SwR+nnbMqjMV+nBsHqtPpTJveGf61rraN8bvR3StDW/e1Qs7q6ZTjhKJ5N9xrso5/TJ6xqSIXUN8/E8kuaXVfDy5T4P7L5/8E0VmSRWfTO6LhakxOSVVvLclgoFe9jw4xItDsbmsC0xjwYjO+HawI6dEt7c2pLMjMwd5UlxRw3tbIvD1sGXusM5sCErnZGIBr47zwbWtBatOphCWXswbd/bEwdqMsLRiVp1M4cEhXhe96F8KR+PzWHwkkQeGdGSglwNbQjP460wGj9/SlW4uNrywLpQajcLHk/ry2+FETiYV8NZdvXBpo5scnZBXzqeT+2JlZkJ8bhkf/RPJyO7O3OvvoY88q2o0BmMfiitr9BHqxSyjEnLL+GxHNGN8XBpsbZBIJC2LhakRJkaiwaG5F0OK2DVCYHIBq06mMndYpwYFIyilkOXHk3lwiJd+3tW7WyKoUmv5eHJfVBotr/95lk5O1vqKuw+2RVKt1vJh7d7aV3tiKChX8cE9faiq0fDJ9ij6e9pxn38HyqrVfLkrhoBODkzw1Y0p+WR7FPZWZjx9a8v1RuWUVPHU6jN0drbmlTt8SMmv4JWNYfh2sOOxUV35+WACh+PyeOPOnhRV1vD5zmjG9mrHZD93dkdk64tThnZ1olqt65OzMDXm0yl9EUKw5GgSB2JyeXWcj95eSlEUXt0URm6dCLUxajRanlkboqvmvKfhPUmJRNKyVNZoUGsVbC7ROBykiF0T1Gi0vLrxLG62FjzdQJSg1mh5bZPu9udrHewPxuSyJTSTR2/uQhdnG346EE9yfgUf3N0bC1NjTiUV8NeZDBaO6EwnJ2sScstYfiyZqQM96e1uy+LDieSWVvP6eF2hxOLDieSXq3h1nA9CCAKTCzkcl8fCkZ1p24Dh8OVQrdbw2B9BlFWp+WnmAAAeWRmIAL6b1p/A5EI+3xnN+L5ujO3lymMrg3TR1+S+pBVW8vz6EHq1b6vf9/poWxThGSV8NsUX17YWnE0v5qNtUYzxcWHW4PNFG2tPp7I1NJNnb+uObwe7Jtf47d44QlKL+GhSH4O9NIlEcuWIzioFoIvzpfeeShG7BlhyJIno7FLemdCrwREmS44mEZlZwlt39cTG3IRqtYa3/w7Hy9GKR27uQkZRJT8diGd8X13hg6IofLgtEte25jxys84T8Os9sZgaG/Hsrd0praph0eFExvi4MKCjPZUqDb8fSWS0twv9ai/yvx9JpK2Fid5F/t+i1erSfKeSCvns3r50c7HhxQ2hRGSW8OXUfhgZCR5bGURHRys+uLs3T605Q25pNd/P8MPc1IhHVgai0Sp8P90PcxNj/jqTzpKjScy5qRO39nSluKKGR1YG4mhjxqe17iWge3O89Xc4N3V1ZMGILk2uMTC5kO/2xjLJz51xfWQaUSK5WhyKzQMwaIVpLlLEWpms4iq+2h3DaG8Xg1lY58gtrear3bHc3MOZ22tvX34smYS8ct66qxfmJsZ8vjMarQIvj9VFKHujcghOKeKZMd2xNDMmOb+cv0MyeGBoR5zbmLPmVCrFlTU8cYsuTfjXmXQKK2pYMFJ3kS+uqGH72SymDOiAldm/H3SgKArvbY3grzMZvHB7D+7s257Pd0azOUT3c0AnB+YuOYVKreWXWf58tTuWQ7F5vHd3L3w9bHl+XQhn00v4amo/vJysCUsr5qUNoQR4OfDKOG80WoUnVweTVVzF9zP89L1fpVW6hm0bc1O+nNqvyWrE4soanlodTHs7y0aNliUSScuj0SpsDNK59lxO9kOKWCvz3pYI1FqFN+/q2eDtn2yPolqt4c07dQ28heUqvt4Ty4juzozydiE6q5RNwenMHuqlt236Zm8cHRws9VOKfzuciKmREXNv6oSiKKw4rjPQPZdaW3s6la4uNgz00n0K2hOVjVqrMKFf+3/9+hRF4ZPt0fx+RBc1PXpzF5YcSeT7ffFMC/Bk7k2deHRlEHE5Zfww049Dsbn6CGvqQE++2BXDltBMXr7Dm9E+rmQVV/HwstM4Wpvz/Qw/TI2N+HR7FAdicnlnQm/9JzmtVuHZtSEkF1Tw3fT+uLRp/M2hKAovbwglq7iKb6f1b3Bem0QiuTJsDcskKb+CB4ZeXtZHilgrcjwhn61hmTx6c9cGe8LOphezPjCNOTd1onNtkcKPB+Ipq1bzWq1Txzd7Y7EyNWZhbRR1OrmQkNQi5o/ogqmxEZUqDZuC0hnf1w2XthYEpRSSlF/B/bUWSpnFlQSlFHFPf3d9Cu5EQgF2Vqb0df937vRarcI7myP46UA8MwZ58sadPqw9ncrbmyO4tacrb9/Vk2fXhXAoNo8P7+lDUUUN726J4Laerrw23oeVJ5L5dq/OvHjBiM6UVtUwe8kpSqtq+PUBf5zbmLP6ZAo/H0xg1uCOTK/jbvLV7hh2RWTz6jgf/Uyyxlh8JIl/zmbx4tge9L+MdIZEIrk8yqrVfLwtEu92bRjX+/JS+HIoZiuhqb3At7e1qDfjCtDvazlYm/FY7ayrnJIqlh5N4p7+7vRo14aE3DK2hWWycGQX7GtTaEuPJmFracoUP10Utisym9JqtX721pbQTMxMjLi9l2645v7oXABu63l+2GZoejF9PewwaiL9djGqajS8sD6UzSEZzBvWidfG+7D6VCqvbgpjZHdnvrm/H6/9eZatoZm8Ns4HRxszFiwPZKCXA99M68/2s1m8UTug84N7elOt1rJgeSAx2aX8/tBAerZvy77oHF7/8ywjujvzVp1I9s/gdL7ZG8d9/h768TSNcSIhn4+2RXJ7L1ceHn7xyc4SiaTl+GBrBJklVXw73e+yrzcyEmsl/jiZQmRmCa+N79lgE/GBmFyOxufz+Kiu+urAHw/Eo9YqPFVbQr/4iC5NOKd2LElxRQ07w7O5p7+7vox8R3gWTjbmDOqks006GJPL4M6O+pRZYHIhDtZmdHU5P+04u6QKD3vLy35t2SVVTPv1OJtDMnhprDevjfdh8ZEkXtmoE7AfZvjx5l/hrA9M46nR3ejerg2PrAjCx60tix7050hcHk+tDmZAR3u+m94fgKdWB3M0Pp/PpvRlRHdnzqQW8eiKIHq0a8P30/vr++pOJOTrnfffu7th9/9zZBRV8tgfQXg6WvHZvb6ynF4iuYpsCk5j1clUFozoom8buhxkJNYKlFbV8OWuGAZ3dmBcn/rFHIqi8L+dMXRwsNRXBxaUq1h1MoW7+7nT0dGa8mo1m4LSucu3Pc5tdMMyd0dmo9Joubu/O6BL5x2OzeP2Xq4YGen20+Jzy5ky4Lz/YXRWKb3dbQ0u4DVqLWaXaXZ7ICaXZ9ecoUKl4ccZftzeqx0f/RPFLwcTuKN3Oz6b0pcXN4SyNTSTp0Z3w7eDLQ8vPU1XFxuWzw3gVGIBC1cE0rN9W357aCDmJsY8s+YMO8Kzeeuunkzy8yAqq4QHF5/EuY05v88eqBfkmOxSHl52Gg8HS36eNQBzk8b7wSpVGuYvP01VjZbV8we0WBuBRCK5OMcT8nlpfRiDOjnw/G1Nmw9cDClircD3++IpqNOTdSF7InN0DvRT+mJmohOTlceTqarR6lOPW0MzKVdpmD7ovCDtjsymXVsL/V5WTE4pxZU1DOqk2xOKyCwBoE+dva60wgr6ehjufdlbm5FbWn1Jr6msWs0n/0Sx/HgyPVzb8P2M/rjZWvLoyiC2h2fxwJCOPHdbDx79I5iDMbm8Os4bN1tL5i/TCdayOQEcT8jniVXB9HRry7K5g7AyNea5tWf4OySDl+/wZvZNnYjPLWPmopNYmBqxct4gfcFGWmEFD/x2EnNTY5bODmjSKkpRFF7cEEp4RgmLHvDXT4SWSCRXnsDkQh5eepoOtR82/+10CCliV5mMokoWH0lkUn/3Bp05dNWFsXRwsNRHVDUaLStPpDC8mxPdXXUX3L9DMvBytNJX4ymKwvGEfEb7uOpzy+caCHvXitY5h2gvJyv985VXa+pV4/l72bM7IhuVWqsX0cbQahW2hmXywdZIskurmDusEy/c3oOs4iom/3iUmOxSXh/vw/g+bkz75TjR2aV8MrkPlSoNT64OZqCXA4se9GfH2Sxe2hBKvw52/D47ACszY55ac4atoZm8cHsPFo7sQkJuGdN+OQ4orJw3mA4OuteRU1rFzEUnqFCpWbNgiP54Y3y9J5bNIRm8OLYHo31cmzxXIpG0HCcS8pmz5BTObcxZNndQi/iSShG7yny9OxYUeK7WeeNCjsTlE5pWzMeT+mBa+wllf3QuWSVVvDtR179UXFnDsYR8FozorI/kUgoqKKyoMcgtJ+UZilZ+uQpAn34EEAK0imKwhon93NkYlM6P++N5akzDllM1Gi3bwjL5cX88UVml9HRry48z/ejvac/mkAxe3RiGkZFgyewA2lqaMvH7I5RXq/n1AX+OxuWx6HAit/Z05Zv7+7HkaDKfbI9iWFen2gGcgvnLTrMvOpfXxvnw8IjOxGaXMn3RCbRahVXzB+ujp/yyamb8eoLskmpWzAvAx63pYZ0bAtP4ancsUwZ48MjIppufJRJJy3E4No95y07hbmfJHw8PxrWFHHGkiF1F4nJKWReYyoNDvXC3a7hw4tdDCTjZmHOPn7v+2PrAVJxszPUTnI/G5aHRKvqfAWKzywD0kRpAfnk1tpam+r2harUWwGC/y6WtOZnFVQZrGNHNiYn92vPl7hjC0ouZOdgTL0drqtQa4nLKOJ6Qz47wbHJLq+nsZM2XU32Z4OtOWbWa59eFsD4wjf6ednw7rT9H4/OZt+w0Lm3M+WnWIH7cH8+uiGweGurFK3d48/7WSJYfT2aCb3s+v9eXCpWaeUtPE5hSyIf39GH6IE/OphfzwOKTmBgJVs8fTDfXOgK26ASphRX8/lAAAzo2PfPrcGweL20IZWgXR+mLKJFcRdYHpvHqxjA6O1uzYt4gnGzML36nZiJF7Cry1e5YLE2N9U4ZF5KQW8aBmFyeGdNdLzzl1Wr2RecyPcBTH5kFJhdiZmKEb510ZFaJTojqVhWq1FosTM8L1rnvq2q0+urFXm62nE4qQFEU/UVdCMH/7vWlna0FGwLT2B2ZbbBOKzNjRnRzZsoAD27xdkEI2BmRzVt/hZNTWsXjo7oyf0RnPtgayZrTqQzt4siLt/fghfWhJOSV8/ZdPZk0wIP5ywM5EJPLghGdeWmsN+lFlTz0+0lSCyv5frof4/q4cSw+n4eXncbW0pQV8wbpRzbk1UZgSfnl/PbgQIZ0aboXLCytmAXLdQUkP80acNE0qUQi+fdotAqfbo/i54MJ3NTVkR+mD8DWqmWLqFpVxIQQY4GvAWNgkaIoH19wu6i9fRxQATykKErQVV9oCxCXU1rb2NxFb4t0ISuOp2BqLAyadg/F5qJSaxnb+3wV49mMYnq6tTW4EBdX1gBga3n+D8TISKDWnE8VOlnrPv3klFbpm6tHeTuzPTyLE4kFBk3BJsZGvHKHD0/e0o0zqUVkFVdhbmqEl6M13Vxt9CIbl1PKB1sj2RedSw/XNvw8awDGRoJJPx4lPreMx0Z1oU97W2b9dhJjY8HyOQG42lpw9/dHSMmv4ONJfbg/wJPA5ALmLwtErVVYPieAQZ0d2RySwXNrQ+joaMWyuQG42eoEOrO4khm/niCjuJLfHxrI0K5OTf7u43PLePD3k9hZmbF0ToCsRJRIrgJl1WqeXn2G3ZHZzBzsyVt39dJ/EG9JWk3EhBDGwPfArUAacEoI8beiKBF1TrsD6Fb7bxDwY+3X646v98RhaWrM3GENN9RWqzVsCk7jtp7tDPasDsTkYWNuYrDXlZxfoZ+E2hRO1mYUVKhQa7SYGBvRvZ0uDReZWaIXsYn93Pnfzhg+2R7FmvlD6kUo1uYm3NSASCTmlfPDvjg2BqdjZWrMa+N8mDHYk8WHE/l6Tyz2Vmb89qA/R+LyWbgyiL4etvwww4+z6SXMX34EMxMjVswbxODOjqw9ncrrm87S3s6C3x4aSGcna346EM/H/0QR4OXALw8M0G8AJ+SW8cDikxRX1LB87iAGejWdQkwtqGDmohMYCVg+N6DF8vASiaRxorNKeXRlIIl55bwzoRcPDvW6Ys/VmpFYABCnKEoCgBBiNTARqCtiE4FliqIowHEhhJ0Qwk1RlMyrv9zLJyG3jC2hGSwc2XgUdjAmj8KKGqbU+h2eIzC5AH8ve4NPMPllqnpGmefm8JRVq/XN0x4OVigKJBdU0MXZBu92bbA2M+ZATC5jay1eLEyNeWWcN8+sCWHOklP8NGtAozN9VGotB2NyWX0qhT1ROZgZGzFrcEeeuKUraYWVTPnxGBGZJYzv68acoV68+Xc44RklPDikI8/f1oMvd8ey+Egivh62/DhzAE425rz511mWHUvmpq6OfD/dD0szY17aEMra02nc2deNz+89P1E6NK2Ih34/BcAfDw+mj0fTtliZxZXMWHSC8mo1q+cP0Vt3SSSSK8f6wDRe/zMMG3PdFsDQLk1nSv4trSli7kBqnZ/TqB9lNXSOO1BPxIQQ84H5AJ6enhfe3Kr8eigRM+PzzhoNsSU0A3srU4Z1O/8fXqnSEJtTphcc0M0WU2m0WF0w2PFchJFZVKXfNO3dXneRD0ktoouzDRamxoz2cWVbWBavj++pH/tyT38PNFp4aUMowz7Zyy3eLtzUxQl7a1MqVVqS8ssJSS3ieEI+JVVqnGzMeHxUV2YN6YiREPxvVwyrTqbgZGPODzP8yCiqZPqiE1ibm/DrA/50c7Fhxm8nCE0r1hV0jPMmr0zF1F+OEZxSxLxhnXj5Dm8KylXMXXqawORCnhzdjadHd9O3C+yNyuaxlcE42pixbE7ARQUpq7iK6b+eoKBcxYp5g+jZvumqRYnkeuZauP5VqjS89fdZ1p5OY3BnnX1cU8bbLUVrilhDpWHKZZyjO6govwC/APj7+zd4TmuQW1rNxqA0Jvm5G6QJ61Kj0bI3Koc7ercziLiSC8pRFAwsoYyNBMZGAlVtpeE5etSmCiMyi/URine7NjjZmLM3KodJtV6KD93kxd8hGfxyMIFnbj3fKT9lgAednKxZfDiRA9G5bAxKN3j8Dg6WjO3djrG92zG8mzMqtZYlR5P4aX88FTUaHhrqxQTf9ry3JYKglCLG+Ljw4T19OBCTy/hvDmFibMRPM/0Y29uNPZHZPLcuBLVGNx9sfF83TicV8MhK3cDMc8fOsfRoEu9sDqdn+7YsfmjgRd8YmcWVTPvlOHllKpbOGaifkSaR3Ki09vUvIbeMR1cGEZVVyuOjuvL0mG7/uom5ubSmiKUBHer87AFkXMY51zQrjiej0mibNJcNSi6ktErNLd6GjbdZtaXv7W3PX7SFENhbmZJXZuio0dHBCnsrU47F5zN1oO6TmJGR4PZerqwPTKOgXIWDtRl+nvbc5dueb/fG4tfRnpHdnfWPMaCjPQM62lOj0ZKcX0FZtRpzEyM87C31DdEF5Sp+2BfP0mNJFJSrGOPjwlOju7E1LIv7fj6GjbkJX071ZWhnR17ddJbdkdkM6uTAF1P74Whtxtt/h7PkaBI93dry/Qw/vByt+OVgPJ9sj6aDvSXL5wbg3U4XNdVotLyzOZwVx1MY4+PK1/f3a3BoaF1SCyqYvug4ReU1LJsbcFlD9iQSSfPZHJLBKxvDMDUW/D57IKN6uFz8Ti1Ia4rYKaCbEKITkA7cD0y/4Jy/gcdr98sGAcXX036YSq1z2hjVw6XJ9NfR+HyMBPXKxMuq1QD1HDU6OVkTl1NmcMzISDDK24U9kTlUqzX66sEHh3qx8kQKS44k8uxtugbrjyf1IS6njEdWBPL6+J5MC+hg0DNlamxkEP2pNVoOxeayKSidLWGZqNRaRnu78NioriTllzNv2WmyS6qZMsCDl8f2YF90Lrd9dYiqGg2vj/dhzk2diMwqYfbvJ4nJLtOnFMurNcxbepo9UTmM7dWOT+/tq68czCur5rGVQZxILGDByM68eLt3k0MtAeJyypi56ASVNRpWzBukn5cmkUhanqoaDe9sjmDVyRT8PO34brof7Rvpf72StJqIKYqiFkI8DuxAV2K/WFGUcCHEwtrbfwK2oSuvj0NXYj+7tdZ7OeyJzCavrJqZg5vOUZ9JLaK7axuD8ngA41phudBRo7+nPUuOJFGp0uj7veC808aO8Gwm+OoGWnZ3bcP4vm78fDCBSX4eeDlZY21uwtLZA3l6zRle3RTG70cSmTLAA2+3tri0MUdRILesmtjsUoJTijgcl0dxZQ1tzE24z9+DWYM7kl5UyWt/niUys0RfeWhvZcZTa85wJC6fgV72fDK5Lx0crPh2bxzf7o3F3tpM/0ntSFwez649Q2F5DW/d1ZOHhnrphTQopZBHVwRRWKHiq6n99PZbTRGSWsRDv5/E2MiI1fMHX9S5QyKRXD7xuWU8Vps+XDCyM8/f1uOKlM83h1btE1MUZRs6oap77Kc63yvAY1d7XS3FyhMpuNtZMrJ70+F1RGYJI7o51ztuY6H77znXA3aOEd2c+eVgAvujc7ijz/m9o+FdnfBytOKn/fHc2cdNXxTxxvieHIrJZe7SU6xbOBQHazNc2lqwYu4g/jyTzrJjyXz0T1SDa2tva8FtPV0Z7ePC8K5OHIjN4/l1oYSlF+PpYMVXU/sx2tuFnw7G8+vBRMxNjHhvYi9mDOpIZFYJd39/hPCMEib4tuedCb2wNDPm3c0RLD6SSGdna357cKDe21FRFJYeTeKDbZG0s7Vg46ND6dX+4oM590fn8OjKIBxtzFg+ZxBeTvUHjEokkpZhU3Aar206i4WpcaukDy9EOnZcIVILKjgcl8czY7o3mQYrr1br7Juc6194vWp7uRLzyg0akYd0caRdWwtWn0o1EDEjI8FTY7rxzJoQ/g7J0Ecw7Wwt+PUBf2YtPsnMRSf4dnp/ujjbYGQkmOTnwSQ/D3JKqkguqCCv1r3eqY05Xo7WOLcxJ6u4ig1Baby/NZK0wko6OlrxyeQ+TPB1Z0toBmO+PEB2STX39HfnlXHe2Jib8Mn2KBYdTsTeyoyfZw3g9l7tCEop5Pl1ISTkljNrcEdeHeejjySLK2t4eUMo/5zNYoyPC/+7t1+zOvvXnk7llY1h9HBtw5LZA+u1HkgkkpahbvVhQO3w2na2rf9+kyJ2hfg7RFd/MnlA06mwcyNP2jVw8XW3s8TeypRTSQVMCzifkjQ2EswY5Mn/dsVwNr1YH8kATPB1Z8kRXTXf0C6O+ov6oM6O/DxrAE+vPsP4bw7x4BAvpgV46qMWl7YW+nNrNFqis0rZFJzG7ogcTiUXoCgwpLMjr4/vyRgfF/ZF53L390eIzi7Ft4MdP8zww8/Tnh3h2by3JYL0okqm+nfg1XE+mJoIPtgawW+HE2lXGwHWbSU4kZDPs2tDyC6p4pU7vHl4eOeLTnnVahX+tyua7/fFM7ybEz/M8Ku3dyiRSFqG2OxSHvsjiNicsqtefXgxpIhdIbaGZuLnaYeHfdNjQUqrdMUbbS3rX4CNjATDuzmzPzq33liUB2/yYtHhRD7cFsnKeYP0+0nGRoL/3deP8d8c4vE/glk2N0DfLDyqhws7nxnBB1sj+fVQAj8fTMDN1gJPByvaWJhQrdaSU1JNUn653iy4h2sbnh7dnYn92uPpYMWuyGzu/uEIZ9NL6ORkzbfT+nNnX7daa6dTHIzR2U+tWziEgV4OHIjJ5Y0/z5JSUMG0AE9eHeetF5tqtYavdsfy04F4OjpYsW7hEPo3o5qwUqXhuXVn2BaWxbSADrw7sXer5eMlkhudv0MyeGl9KFZmxiybE8DwBrY+WhMpYleA5PxyIjJLeG2cz0XPvZiR+iQ/d/4OyWBbWKZBgUNbC1Oev70Hb/x5lk3B6fo+MND1lX12ry9PrQ5m/vJAfpzhpy9Nd21rwTfT+vPSHd7si8rhZGIBWcVVpBdVYW5ihKejFcO7OdHHw5aBXg60t7OkrFrNxqA0lhxJIiGvHE8HKz6d0pd7+rtTUlnDm3+F88fJFKxMjXnzzp48MKQjeWUqHvsjiK2hmXR2tmb1/MEGKdHwjGKeWxtCVFYp9w/swBt39rxo+Tzo5rEtWB7I2YxiXhvnw7zhnaQbvURyBVBrtHy2I5qfDybg39Ge72f4XZO2bVLErgA7w3Wu73f0aXeRM9FfuC8s3jjHiG7OdHe14avdMYzr42YQjU0P8OTP4HTe+iucAR3t9X6IABN821Ol0vDyxlDu+u4wn03pazCqxN3OkpmDOzJzcMcGn1ej1Q3Z/Gp3DFtCM6lQafD1sOXbaf25o3c7Kms0/LAvnl8PJVBZo2F6gCdPj+mGjYUJiw4n8u2eWNRahWfGdGfhzZ31Jf9VNRp+2BfHD/vjsbc2Y9ED/ozp2bzBlKeTCli4IoiqGg2/zmr+/SQSyaVRWK7iiVXBHI7LY+ZgT968s9c1O/lBitgVYH9MDj1c21w0lQjgZmuBELqhlg1hZCR4dZwPD/1+il8PJfDYqK7624yNBF9N1aUOFywPZN3CIQb7QvcN7IC7vSUvrg9l8o/HGNndmfv8OzCki2M9D0eVWktiXjlnUgs5nlDA/ugcCitqsDIz5s6+btwf4Imfp71usOWhRH45GE9hRQ239XTlxbHedHG2ZmdENh9uiyQ5v4IxPi68eWcvPB3P/w5OJRXw8oZQ4nPLubtfe966qxf2jXhJ1kVRFJYdS+a9LRF42Fuy6uFB+pliEomkZUnILeOh30+RVVzFJ5P76M0TrlWkiLUw1WoNp5MKG41wLsTC1Jgerm0ISi5s9Jybe7gwvo8bX+6KYXg3J/rWmSPWwcGK76b7MWfJKeYuPc2S2QOxMjv/33pTVyd2PDOCZceSWHIkicf+0E2ycbQ2w9HGDIGguLKGvLJq1FpFf9vNPVy4tacro3q4YGlmTF5ZNV/sjGbpsWSKK2u4uYczz4zpjm8HO86kFjH1l+OcTCygm4sNy+ca5s0LylV88k8Ua06n4m5nyZLZA7m5mWW5pVU1vLwxjK2hmbqqxfv61eunk0gkLcPppALmLTuNsRCsXjD4unC8kSLWwpxNL6Farb3oiJC6DOvqxLJjyXprqIb44J7eBKUUsnB5IH89PszAh3FEd2f+d58vz6w5w7RfT/DLrAEGuWsbcxMevbkrDw/vTEhqEaeSCkkpqKCgvBpF0RWVuLY1p5tLG3q729LF2Vq/zxSWVsyK48lsOpOOSq3ltp6uPHJzF/p72hOXoxu3sC0sCycbM96b2ItpAZ76qiWNVuGPkyn8b2c0ZVVqFozozFNjuhmIbNO/y2Ie/yOI1MJKXhrrzYIRF69alEgkl8fW0EyeWXtG/0Gz7vbEtYwUsRYmLK0I4JJMZ6f4e7DocCJrTqXyyM1dGjzHzsqMX2b5c+/PR5m39BQrHx5sMDJlYj93LE2NeXqNroT+7Qm9GN/HrZ6dlL+XA/4XEdickiq2hGayLjCNyMwSLE2NmeznwbzhnejibEN8bhlPrw7mr5AMrEyNeXpMN+YN72ywnuMJ+bz9dzhRWaUM6uTAuxN7602KL4aiKPx+JImP/4nC0caMVQ8PJqBT8z8USCSSS+OPEym89mcYfp72LHrAv1lp/msFKWItTFRWKfZWppfUBOjdri3Duznx04F47vP3wNGmYbf7Ph62fDvNj4UrApnz+yl+nz3QoKLvtl7t+POxm3h69Rke/yOYXzskMucmL0b7uDY6Iwx0KdCz6cUcjctnX3QOwalFKAr0dm/LuxN7MbGfO7aWpkRklPDEqmC2hmZgZmLE/OGdWXDBjLS4nDI+2R7Frohs3O0s+X66H+P6tGt2BWFOSRUvbQhlX3QuY3xc+GyK73X1hpJIrjeWH0/mjT/PMqqHMz/OHKBvybleEIpyzUwtaTH8/f2V06dPt8pzT/nxKEZCsHbhkEu6X2x2KeO+OcTI7s78Msu/ybTZ5pAMnlodTG93WxY/NFA/P+wcGq3ChqA0vt0bS2pBJQC+Hezo7GSNo7UZxsaCimoNuaW6nrD43DJqNLq/g97ubRnj48qdfd3o6tIGrVbhcFweiw4ncjAmFxtzE2YM9uTh4Z0NnjenpIpv9say6mQqlqbGLBjRmXnDOxt4O16Mf8Iyee3Ps5RXq3l1nA8PDOkoy+clEh3NfiNcyvVv6dEk3vo7nDE+Lnw/w09fRXwN0ujrl5FYC5NRVMngC9zom0M31za8Os6HdzZH8M3eWJ4e073Rc+/ybY+FqTFPrApi4ndH+GGGn4Fju7GR4D7/Dkzx8yAopZC9UTkEpRRyMrGAwgoVaq2CtZkx9tZmdHSwYpS3C74etgR0Ol+1WFxRw2+HE1l5PJmEvHKcbMx54fYezBzc0aCworBcxU8H41l6NIkajcKMQZ48ObpbPWFtisJyFW/8dZYtoZn0dm/LV1P70dVFVh9KJFeSdadTeevvcG7t6cr30/2u2RL6iyFFrIUpqFBd0gW8Lg8N9SIsvZivdsdiY27CvCZmkN3a05V1C4aycEUgk348yrzhnXhqtGHRhJGRaNYe2Dmq1Rp2hmfxV0gGuyKyUam19Pe048upvozr42bwKa2wXMXiI4ksOZJEmUrN3f3ceWp0t0sy31UUhe1ns3jjr3CKK1U8d2t3Ft7cRbpvSCRXmIMxubyyMYxhXZ2uawEDKWItilarUFWjxfIyc8pCCD6d3JeqGg3vb42kUqXh8Vu6NppS6+Nhy7Ynh/Phtkh+PpDA+tNpzL7Ji8kDPHCzbd5cn8ziSo7E5bM/OocD0bmUVquxtzJleoAnUwZ4GPgygs7r8bfDiSw/lkS5SsMdvdvxzK3d6X6JfVuZxZW89Vc4OyOy6dW+LcvmBNCzvRyfIpFcaSIySnh0ZRBdXWz4ceb1LWAgRaxFEUL379/sM5oYG/H1/f2xMAnlf7tiyCiu5J0JvRv9Q7O1MuWTKX25b6AHX++J4/OdMfxvVwx93G3p7W5LdxcbHG3MMTcxolqtpahCRVpRJfE5ZYRnlJBZOz3aycaM8X3dGNu7HTd1daoXDSXklvHroQQ2BKVTo9FyV9/2PH5L10sWL7VGy9JjyXyxMxq1VuGlsd48PLzTNWMmKpHcyBRX1PDwstPYmJvw++yBN4RpthSxFkQIgbWZCSW1pr6Xi6mxEf+7zxc3Owu+3xdPbHbZRX3LBnR0YNmcABLzyvn7TAZH4/PYEpLR4FpMjQWdnKwZ6OVAvw52DO7siHe7NvWKSRRF4Vh8PkuOJrErMhtTYyOmDPBg7jBdqf2lciqpgLf/Dic8o4Sbezjz7oTeBo4eEonkyqEoCi9tCCW7pIr1jwxtdrbmWkeKWAvjZmtBelHlv34cIQQv3O5Nj3ZteWl9KOO/OcSnU/pyi3fTfoGdnKx5akw3nhrTDUVRyCtTUVSholqtxdzECFtLU5xszJusfiyurOGv2mGZcTll2FuZ8tjNXXlwqJdBk3VzySqu4sNtkfwdkoGbrcUll91LJJJ/z4rjyWwPz+LVcd6X1Md6rSNFrIXxdmvL6aSCFnu8Cb7t8WnXhidWBTNnyWkm+bnz6jifZhWPCCFwbmPeLOFRa7Qcic9nY1AaO8KzqKrR0sfdls+m9NVXQ14qFSo1Px9I4NdDCai1Ck/e0pWFN3dptmOHRCJpGVILKnh/ayQ393Bm3rDGC8auR+TVpIUJ8LJnc0gGMdmll7xf1BjdXNvw1+M38f1enfv7rvBsFt7cpV65+6VyzudxR3gW/5zNIre0GltLUyb7eXD/QE/6eNhe/EEaQK3Rsj4wjS92xZBTWs24Pu14eayPTB1KJK3EO5vDMTYSfDSpzw1n3SZFrIUZ29uNtzdHsD4wjVebMU+suZibGPPsbT2Y0M+dj/+J5LMd0fywL47xfd24o7cbQ7o4XjRaqlZriMwsJTC5kKNxeRxLyKdCpcHC1IhRPVyY2M+dUd7Ol93wqNUqbA/P4rMd0STmlePnacePM/0MRsBIJJKry+6IbHZH5vDqOO8bZh+sLlLEWhjnNuaM7+PG8mPJzB3WqcWHyHV1sWHRgwMJzyjm9yNJbA3NZO3pNMyMjejqYkMnJ2scrM0wNzFCoyiUVqnJLa0mtbCC5PwKNLVO9Z2crJnk587I7i4M6+p0Sc4aF6IoCjsjsvlmTyzhGSV0c7Hhp5kDuL2Xq9z3kkhaEa1W4aN/IunibM3smzq19nKuCFLErgDP39aDf85m8srGMBY90LSF1OXSq70tn9/ry/t39+Z4Qj7H4vOJzi4lMrOEwgoVKrUWIQRtLExwsjGnu0sbxvdxo6dbW/p72l+St2NjaLU68fp2r068vByt+HKqLxN83TG+wVIWEsn1yPbwLOJzy/l2Wv8b1kRAitgVwNPRijfu7Mmbf4Xz+c5oXhzrfcWey8LUmJt7uDR7PldLUKPR8teZDH7cH0d8bjlejlZ8fq8vd/drL/u9JJJrBEVR+HZvHJ2drBnXx621l3PFkCJ2hZg1uCORmSX8sD+eyhoNr4/ved1HJ8UVNaw9ncrvRxLJKK7Cx60tX9/fj/F93KR4SSTXGCcSC4jMLOHTyX2v+2tPU0gRu0IIIXj/7j5YmZnw2+FE4nLK+Pxe3xbfI7sapORXsPhIImtPp1Kh0hDQyYEP7unDzT2c5Z6XRHKNsj4wDRtzE+7ybd/aS7miSBG7ghgbCd64syddXWx4d3MEt391kNfG+TBlgMc1f/HXaBX2ReWw/HgyB2JyMTESTPBtz5xhner5KUokkmuL8mo128IymeDb/l8VbV0PtIqICSEcgDWAF5AE3KcoSmED5yUBpYAGUCuK4n/1VtlyTAvwZFAnB15cH8oL60NZfSqVN+7seU12zWcWV7IxKJ1VJ1NIK6zEta05T4/pxrQAz+syipRI/ovsj86lQqXhnv7urb2UK05rRWIvA3sURflYCPFy7c8vNXLuKEVR8q7e0q4MnZ1tWLtgCOsD0/h0RzR3f3+ECb7teeH2HnRwaN0mYJVay96oHNacSmF/TC6KAkM6O/LyHd7c3qvdDVvVJJHcqOyPzqGthQkDOtq39lKuOK0lYhOBm2u/Xwrsp3ERu2EwMhLcN7AD4/q68dP+eBYdTuCfs5lMHdiBx0d1a5Gy9+ai1SocT8xnc0gm28IyKa6swbWtOY/d3JUpAzwuaS6YRCK5ttgfk8vw7s7/iYKr1hIxV0VRMgEURckUQjRWH64AO4UQCvCzoii/XLUVXkFszE14vnZK8rd7Y1l9MpW1p9K4P6AD84Z1vmL2TGqNllNJheyMyGJbWCbZJdVYmRlza09X7u7nzvBuTv+JP3qJ5EamWq2ltLSaEd2cWnspV4UrJmJCiN1AuwZueu0SHuYmRVEyakVulxAiSlGUg40833xgPoCnp+clr7c1aGdrwQf39GHhyC58vy+OVSdTWHE8mdE+rkwP8GRYt/pzvS6VzOJKDsfmsT86l4OxuZRWqTEzMWJkd2fu8m3PrT6uN/zGr0Ryo1P3+ufs4YUV0N/zxk8lAoh/M8Dxsp9UiGjg5toozA3YryhKj4vc522gTFGUzy/2+P7+/srp06dbZrFXkeySKpYeTWLNqVTyy1XYW5kyqocLQ7o44tvBjk5O1o2KmlarkFlSRXxOGTHZpYSlFxOcUkRKQQUALm3MGdXDhZt7ODOiuzPW5rIwVSK5jmh2OXP7rr0UhxlfEPLWbTdSf1ijL6S1rmR/Aw8CH9d+/evCE4QQ1oCRoiiltd/fBrx7VVd5lXFta8GLY715ekx39kXnsC0sk/0xuWwMTtef42FviYO1GRa1Jr0VNWqKKmrIKalGpdHqz2vX1oJ+Hex4cKgXgzs70NOt7TVf1i+RSP49VTUafNza3EgC1iStJWIfA2uFEHOBFOBeACFEe2CRoijjAFdgU+2F1wT4Q1GU7a203quKmYkRt/dqx+292qHVKsTllhGZWUJMdinphZUUV9ZQWaMBwKWNBV2dbXBta4GnoxWdnWzo7mqDYzPmjUkkkhuParWWTv+hwqxWETFFUfKB0Q0czwDG1X6fAPhe5aVdcxgZCbq7tmmx2WQSieTGRq1V/lPVxbIUTSKRSG4wvByliEkkEonkOsWzlQ0UriZSxCQSieQGw6Xtf2dPXIqYRCKR3GDYW5m19hKuGlLEJBKJ5AbC2Ej8p/xO/zuvVCKRSP4DmPxH+sPOIUVMIpFIbiCM/mOmBlLEJBKJ5Abiv+LUcQ4pYhKJRHID8R/TMCliEolEciPxX/NIlSImkUgkNxByT0wikUgk1y0ynSiRSCSS65b/2qxAKWISiURyA2FradraS7iqSBGTSCQSyXWLFDGJRCKRXLdIEZNIJBLJdYsUMYlEIpFct0gRk0gkEsl1ixQxiUQikVy3SBGTSCQSyXWLFDGJRCKRXLdIEZNIJBLJdYtQFKW119DiCCFygeTWXsdFcALyWnsRVwD5uq4vbsTXdSO+pjxFUcY250QhxPbmnnsjcEOK2PWAEOK0oij+rb2Olka+ruuLG/F13YivSdI4Mp0okUgkkusWKWISiUQiuW6RItZ6/NLaC7hCyNd1fXEjvq4b8TVJGkHuiUkkEonkukVGYhKJRCK5bpEiJpFIJJLrFilirYQQwlgIESyE2NLaa2kphBBJQogwIcQZIcTp1l5PSyCEsBNCrBdCRAkhIoUQQ1p7Tf8WIUSP2v+jc/9KhBBPt/a6WgIhxDNCiHAhxFkhxCohhEVrr0lyZZF7Yq2EEOJZwB9oqyjKna29npZACJEE+CuKcsM0mgohlgKHFEVZJIQwA6wURSlq5WW1GEIIYyAdGKQoyrVuENAkQgh34DDQU1GUSiHEWmCboihLWndlkiuJjMRaASGEBzAeWNTaa5E0jhCiLTAC+A1AURTVjSRgtYwG4q93AauDCWAphDABrICMVl6P5AojRax1+Ap4EdC28jpaGgXYKYQIFELMb+3FtACdgVzg99rU7yIhhHVrL6qFuR9Y1dqLaAkURUkHPgdSgEygWFGUna27KsmVRorYVUYIcSeQoyhKYGuv5Qpwk6IofsAdwGNCiBGtvaB/iQngB/yoKEp/oBx4uXWX1HLUpkcnAOtaey0tgRDCHpgIdALaA9ZCiJmtuyrJlUaK2NXnJmBC7f7RauAWIcSK1l1Sy6AoSkbt1xxgExDQuiv616QBaYqinKj9eT06UbtRuAMIUhQlu7UX0kKMARIVRclVFKUG2AgMbeU1Sa4wUsSuMoqivKIoioeiKF7oUjl7FUW57j8tCiGshRBtzn0P3Aacbd1V/TsURckCUoUQPWoPjQYiWnFJLc00bpBUYi0pwGAhhJUQQqD7/4ps5TVJrjAmrb0AyQ2DK7BJd+3ABPhDUZTtrbukFuEJYGVt6i0BmN3K62kRhBBWwK3AgtZeS0uhKMoJIcR6IAhQA8FIC6obHlliL5FIJJLrFplOlEgkEsl1ixQxiUQikVy3SBGTSCQSyXWLFDGJRCKRXLdIEZNIJBLJdYsUMcl/BiHEzQ1NDWjseAs8391CiJ51ft4vhPBvxv3cWmI9QghnIcSN0OYgkTSKFDGJ5MpxN9DzYic1wLPAr//2yRVFyQUyhRA3/dvHkkiuVaSISa4Zal0/tgohQmrnQU2tPT5ACHGg1lh4hxDCrfb4fiHEV0KIo7XnB9QeD6g9Flz7tUdTz9vAGhYLIU7V3n9i7fGHhBAbhRDbhRCxQohP69xnrhAipnY9vwohvhNCDEXnS/hZ7cyuLrWn3yuEOFl7/vBGljEZ2F772MZCiM9r57SFCiGeqD2eJIT4UAhxTAhxWgjhV/u7iRdCLKzzWH8CM5r7+iWS6w3p2CG5lhgLZCiKMh5ACGErhDAFvgUmKoqSWytsHwBzau9jrSjK0Fqz4cVAbyAKGKEoiloIMQb4EJ0wNIfX0FmBzRFC2AEnhRC7a2/rB/QHqoFoIcS3gAZ4A52nYimwFwhRFOWoEOJvYIuiKOtrXw+AiaIoAUKIccBb6Pz+9AghOgGFiqJU1x6aj87Qtn/t63Goc3qqoihDhBBfAkvQ+XJaAOHAT7XnnAbeb+Zrl0iuO6SISa4lwoDPhRCfoLv4HxJC9EYnTLtqRcAY3ZiNc6wCUBTloBCiba3wtAGWCiG6oRsPY3oJa7gNnUHz87U/WwCetd/vURSlGEAIEQF0BJyAA4qiFNQeXwd0b+LxN9Z+DQS8GrjdDd34l3OMAX5SFEVd+zoL6tz2d+3XMMBGUZRSoFQIUSWEsKudfZaDztFdIrkhkSImuWZQFCVGCDEAGAd8JITYic4NP1xRlCGN3a2Bn98D9imKco8QwgvYfwnLEMBkRVGiDQ4KMQhdBHYODbr3j7iEx6bOY5y7/4VUohPOuutpzBvu3GNpL1ibts5jW9Q+pkRyQyL3xCTXDEKI9kCFoigr0A039AOiAWchxJDac0yFEL3q3O3cvtkwdEMQiwFbIL329ocucRk7gCdqXdARQvS/yPkngZFCCHuhmyZcN21Zii4qvBRiMIzQdgILax+bC9KJzaE71/k0AYmkKaSISa4l+qDbgzqDbm/qfUVRVMAU4BMhRAhwBsMZUYVCiKPo9oDm1h77FF0kdwRd+vFSeA9d+jFUCHG29udGqZ0m/CFwAtiNblRLce3Nq4EXagtEujTyEBc+XjkQL4ToWntoEboRI6G1r3/6Jb6eUcDWS7yPRHLdIF3sJdctQoj9wPOKopxu5XXYKIpSVhstbQIWK4qy6V883j3AAEVRXm+BtR1EVxRT+G8fSyK5FpGRmETy73m7Nno8CySiK2u/bGoFMOnfLkoI4Qx8IQVMciMjIzGJRCKRXLfISEwikUgk1y1SxCQSiURy3SJFTCKRSCTXLVLEJBKJRHLdIkVMIpFIJNct/weWlscFdc/hdwAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(\n", + " x='sepal length (cm)',\n", + " y='petal width (cm)',\n", + " data=iris_df,\n", + " kind='kde',\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(\n", + " x='sepal length (cm)',\n", + " y='petal width (cm)',\n", + " data=iris_df,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/aterrel/miniforge3/envs/nb_rubric/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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Instead, assign variables directly to `x` or `y`.\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(iris_df['petal length (cm)'], rug=True, hist=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)',\n", + " 'petal width (cm)', 'iris_name'],\n", + " dtype='object')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris_df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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bExafl3r9tVbViKq+oKrfVdVbVfVOVb1HVW0eVjNkRSIRvve979Jw7Ch3zT1OXnp8Ho6OyFDunHucgwcP8K8/+IE9dE2SYDDI3XffTSASQNbHXoqXrYIeU775jW+Sk5OTwAi9468KJ2NisHz5cjZseJubyhqZmNe/h6p9mTY8wmenNfP6mjU89thjcT236VlJSQk33XgTgT0B2BfDAccgsD3AlVdeyTnnnJPw+LxiCd6klJqaGn77wAOcO7qdC8cO7KFqX66Y0Ma8wg7u+dUv2bcvlmxj4uG6665j4qSJhN4OOf3te6IQXB8kNyeX22+/PWnxecESvEkpy372MzKCUT4X40PVh7ZnUdsQpLYhyA8qck+MKtkbEfj8jCaIhvnlL39xuiGbGKWlpfGVu76CNvbRNn4PUAe33Xob+fn5yQrPE30OuCAiGcC1QEnX/VX1+4kLy5j427x5M2srKvjM9GaGxVjvXtsQpCXilIO2HY29PFSQqfzdhGb+vHIV1dXVTJ48eUAxm/5ZsGABixcv5rU3XyM8JQwnT8wUhdDmEBNLJrJkyRJPYkymWH5j/wJ8FAjjdCfofBkzpDz11FNkhoRLxyVipohTfWhCG6GAc12TPLfccgvaocjOU0vxslvQBuWWL9zim3lXexNLgh+vqp9S1R+p6k86XwmPzJg4UlVee3U18wvayErSQIF56crcke289urq5FzQAM548YsXLyZYFfxgXbxCcGeQiZMmsnjxYs/iS6ZYEvxrIjI34ZEYk0AHDx7k6LHjlOaHk3rd0vww+/a/R0NDQ987m7hZunSpM07N3i6l+COgR5Sl1y71XY/VnvRYlhGRTTidf0PA50WkCmcWRAFUVc9ITojGnL5Dh5wBUAuz4tsssi9Fmc5UCvX19eTl5SX12qls/vz5FI0q4mDtwRNjwMsuIZQW8t14M73p7cPqR5IWhTEJFok4iT10+gMP9ktAPnh9kxyBQIBLL7mUR/70COFzwxCC0LMhzj7rbHJzc70OL2l6G6qgVlVrgR90Lnddl7wQjTl9nT0Vm8LJzfCd1/NrT8nBbNGiRWhUoQ5oBG1SFi1a5HVYSRVLRdQHRuARkSCwMDHhGJMYxcXFABxs7l/LiZawkJWVxdKlS8nKyqKln/8gDrYECAQCFBYW9us4c/pmz55NKBRCDglS59y3BQsWeBxVcvU2XPDdItIAnCEix91XA3AQp+mkMUNGTk4Oo4oK2dXYvwTfHBaWLFnCl7/8ZZYsWUJzPxP8roYQEyeM980cn0NJRkYG06ZNI3A4AIchJzeH8ePHex1WUvX4W6eqPwR+KCI/VNW7kxiTMQkxc9Zstqw9RH+6cWSHlBUrVgCwYsUKRoViH0BMFaoa0rngnDn9DdXEyfTp09lRvQOiMH3adKSvuRh9JpYqmj+JyIKTXlNFxIokZkiZO3cudc1Q3xr7H3lWSGlpaeHRRx+lpaWFrH4k+H3NARralTlzLMF7ZdKkSUTbolDvDEiWamJJ0r/AGQd+I04TybnA20CBiNymqn9NYHzGxM28efMA2HYkjcVjEjPQWFfbjoQ+cF2TfGPHju12OVXEUoKvAeararmqLgTm4cytejnOrE7GDAlTp04lNyebrUeS8+Fzy5E0CgtGMm7cuKRcz5xq9OjRJ5ZHjRrlYSTeiCXBz1DVzZ1vVHULTsKvSlxYxsRfMBhk3vwFbD568ghU8RdV2Ho0gwULy1Ou3ncwKSgo6HY5VcSS4LeLyC9F5CL39QtghzvKZEeC4zMmrsrLy6lrhveaE9tVfVdDkONtSnl5eUKvY3o3bNiwE8t+Hxq4O7H8lt8EvAvcCdwFVLnrOoBLEhSXMQnROXvPhkNpCb1O5/nPPvvshF7H9K5r89SuyT5V9FkZqaotwE/c18ka+zre7RhVAexVVRv+wHhq3LhxTC6ZxNqDlVw1MXHDBr9Zl8HsWbMYOXJkwq5h+ic7O9vrEJKuzxK8iCwWkRdEZIeIVHW++nGNfwK2DjxEY+Lr0ssuZ/vREAdbElNNs7sxwK6GAJel0KBWQ0F6errXISRdLL/h9wP/AZwPnNXl1ScRGQ8sAe4baIDGxNtVV11FQIQX9yTmYevf9mSQlmKjFg4FqfiwO5YEf0xVn1XVg6pa3/mK8fz/CXwDiPa0g4jcIiIVIlJRV1cX42mNGbjRo0dzwYUX8t/7smjqiO8f/bE2YdX+TK644sqUfKg3GKXa8ARdxZLgXxKRfxeRRV17s/Z1kIh8BDioqm/1tp+q3uu2sS8vKiqKNW5jTssNN9xAS4fy7K74luKfqskkEhU++9nPxvW8ZuCWLVvGww8/7HUYnoilx8c57teu7b0UuLSP4xYDV4vIh4FMYJiI/JeqXt//MI2Jr9LSUi6++GKefWUll45rY2Rm90MQTMqLUNsQPLE8Ka/ncd0PNAd4YW8mf/fhDzNhwoSExG36LxXbv3eKpRXNgJpCugOU3Q0gIhcDX7PkbgaT2267jVdfXc3D72bxxTnN3e5zQ1nLiQT/z+W9NxpbviOb9PQMbr755rjHasxAxNKKZrSI3C8iz7rvZ4mI/QabIW/s2LF85jPX8dp7GSfGjRmoDYdCrDuUxo03fd7GfjeDRix18L8Fngc6R+rZgdPpKWaq+rK1gTeD0fXXX8/ookIe3JFDpMemAL1rj8BDO3KZMH4cn/jEJ+IboDGnIZYEX6iqj+C2hFHVMGATTBpfyMzM5I5/upPdDQFe3DuwB67P7crkQLNw511fIS0tsT1kjemPWBJ8k4gU4DxYRUTOBY4lNCpjkuiCCy5g/vx5PF6dTXO4f8cebxeeqs3m/MWLOeusmLqHGJM0sST4rwBPAlNF5FXgd8AdCY3KmCQSEb74xS/R0O6Uxvvj6ZpM2iJw6223JSg6YwauzwSvquuAi4DzgFuB2aq6MdGBGZNMZWVlnL94Mc/vyaI1xgrIxg7hv/dlcdnllzNp0qTEBmjMAPTYdEBEPt7DplIRQVUfT1BMxnji05/5DKtffZXX9qdz6fi+Z3xatS+dtrBy3XXXJSE6Y/qvt7Zhf9/LNgUswRtfmTt3LpNLJrFqf1WfCV4VVu3PYvasWUydOjVJERrTPz0meFX9fDIDMcZrIsKVH7qKe+65h0OtQmEPvVsB9jYF2NMoLL3yyiRGaEz/JHZaG2OGmAsuuACA9XW9Dy273p3Qo3N/YwYjS/DGdDFhwgRGjypiy+Hee7ZuPpzG5JJJ2AB5ZjCzBG9MFyLC/AUL2XY8A+2hhiYchZ3H0pm/YGFygzOmnwbSigbAWtEY35o7dy7PPfccB1oCFGefOn7B7sYgbRFl7ty5HkRnTOysFY0xJ5k1axYA7x4LUZx9amuayuPBD+xnzGBlrWiMOUlJSQmZGRlUHW/l/DGnbq88FiJ/WB7FxcXJD86YfohpjFQRWQLMxpm4AwBV/X6igjLGS8FgkLKyMipr1wMtp2yvakhnxpzZKTnHpxlaYhkP/lfAp3DGnxHgE4D1yza+NmPmTHY1BAmfVAXfEoZ9jcLMmTO9CcyYfoilFc15qvo54Iiqfg9YBNh8ZMbXZs6cSUfUeaDadaq+6uMh1N1uzGAXSxVN52fUZhEZC9QDkxMXkjHemzFjBuA8UL2h7P1qmir3AWvndmMGs1hK8E+LSD7w78A6oAZIzSnKTcoYM2YM+cPyqDr2wTJQ5fEQY4tHk5+f701gxvRDLCX4H6lqG/CYiDyN86C1NbFhGeMtEaFs5iyqtqwB3p+Qu7oxnbnnWPNIMzTEUoJ/vXNBVdtU9VjXdcb4VVlZGXsbhTZ3fPiGduFQs1XPmKGjt56sxcA4IEtE5uO0oAEYBmQnITZjPFVaWoqq86B12vAItQ3BE+uNGQp6q6L5EHATMB74jy7rjwPf7uvEIpIJrAIy3Os8qqr/MuBIjUmyadOmAVDb4CT4XY3BD6w3ZrDrrSfrg8CDInKtqj42gHO3AZeqaqOIpAGrReRZVV0z0GCNSaYxY8aQnZXJnkbnkdOuxiAFI/IZPny4x5EZE5tY6uBfFZH7ReRZABGZJSI393WQOhrdt2nuq+cZFIwZZESEkpIS9jY55aB9TWmUTLHZm8zQEUuCfwB4Hhjrvt8B3BnLyUUkKCIbgIPAC6r6Rjf73CIiFSJSUVdXF1PQxiRLyeQp7GtJQxX2NQcpKSnxOiRjYhZLgi9U1UeAKICqhoGY5p1X1YiqzsOpxz9bROZ0s8+9qlququU2eYIZbMaPH8/RVmV/c4DWsDJx4kSvQzImZrEk+CYRKcCtXhGRc4Fj/bmIqh4FXgau6md8xnhq/PjxALztTtE3btw4L8Mxpl9i6ej0FeBJYKqIvAoUAUv7OkhEioAOVT0qIlnA5cC/nU6wxiRbZ0J/57AleDP09JngVXWdiFwElOG0hd+uqh0xnHsMTiucIM4nhUdU9enTitaYJOsc833bkRABEUaPHu1xRMbErs8E77Zn/yJwPk41zSsi8itV7XW4AlXdCMyPS5TGeCQvL4/srEyaW1opLMgnFIppCgVjBoVY6uB/hzPZxzLg58As4KFEBmXMYFJUWOh8LbLSuxlaYimOlKnqmV3evyQibycqIGMGm4KiUdTu3kOBm+iNGSpiKcGvd1vOACAi5wCvJi4kYwaXkSNHAjBixAiPIzGmf2IpwZ8DfE5EdrnvJwJbRWQTTofVMxIWnTGDwLBhwwBsiAIz5MSS4K3tuklpnQ9Wc3JyPI7EmP6JpZlkbTICMWawUnWGUAoEYqnRNGbwsN9YY4zxKUvwxvShc/z3CRMmeByJMf1jvTaM6cNVV13FvHnzTvRqNWaosARvTB9EhDFjxngdhjH9ZlU0xhjjU5bgjTHGpyzBG2OMT1mCN8YYn7IEb4wxPmUJ3hhjfMoSvDHG+JQleGOM8SlL8MYY41OW4I0xxqcswRtjjE8lLMGLyAQReUlEtorIZhH5p0RdyxhjzKkSWYIPA19V1ZnAucCXRGRWAq83aFVUVPDRj13DdZ/9LPX19V6HY4xJEQlL8Kq6X1XXucsNwFZgXKKuN1g1NTXx45/8hCOH69mzezfLli07MUOQMcYkUlLq4EWkBJgPvNHNtltEpEJEKurq6pIRTtK0tbXx7W9/m3379tEycwnt48t58cUXue+++7wOzRiTAhKe4EUkF3gMuFNVj5+8XVXvVdVyVS0vKipKdDhJEw6H+c53vsP69Rtom3wh0WFj6Bh7Jh1FZTz00EMsX77c6xCNMT6X0AQvImk4yX25qj6eyGsNNsuXL2fNmjW0lSwiXDTdWSlC++TzCRdM4Z577mHDhg2exmiM8bdEtqIR4H5gq6r+R6KuMxiFw2F+/4eHCY8oITz6pOfKIrRNvhDJyGH573/vTYDGmJSQyBL8YuAG4FIR2eC+PpzA6w0a7777Li3NTYQLpnS/QzBE+/AJbHx7I5FIJLnBGWNSRiJb0axWVVHVM1R1nvt6JlHXGyzC4TC///3vQQJE83qepDkyfBwtLc08/nhK1VwZY5LIJt2Ok46ODlatWsVvH3yQ2poa2iechaZn97h/ZMQkIvkTWLZsGWvXruX6669n7ty5ODVbxhhz+izBn4a2tjbWrVvH6tWreenllTQ2HIesfFqnX0Fk5KTeD5YAraVXkLZ/E2+8tZ41a9Ywdtw4Lrv0UhYvXkxZWRnBYDA534gxxpdkMHW6KS8v14qKCq/D6FE4HGbHjh2sX7+eirfeYuPbG+noaEdCaXQMn0i4cBqR4eNAPljzlV77OgDtkxZ1f+JIB6H6KkL1lQQb9oMquXl5nFVezoIFC5g/fz4TJkyw0r0x5hQi8paqlne3zUrwvWhubmbLli1s2rTJfb1DW1urszF7BB0FpUSGjycybAwEei5tB5r6GJ4gmEZ4VBnhUWUQbiV4dC8dx/bw8mtv8tJLLwEwPD+feWeeydy5c5kzZw7Tp08nLS0tXt+qMcaHLMG7wuEwNTU1bNu2jS1btvDO5s3U1tScGFZAcwoI508hkldMZFgxpPVcv35aQplECqcSKZxKuyrSepxgw37qj7/HqjfWs3LlSgDS0tIpLStl9qxZzJw5k5kzZzJmzBgr5RtjTkjJKppwOExtbS07duxg+/btbNu2nZ3v7qSjvR0AScukI7uQaO4oInmjiOaMglD6gK6VXvs6obodAESzC4jmFPRcVRMDaW8i0HCQYOMBgk11BJoOQdRpapmTm8esmTMoKyujtLSUsrIyiouLLekb42MpXUXT1tZGVVUVO3bsYOfOnWzbvp3qqmo6OtxkHkwjkj2SyMhSIjmFRHOK0MxhEKekGGiqRyIdAAQb3jvt82l6DpGCyUQKJjsrohECLUcINNbR0VTHm1uqWFvxFmgUgJycXEpLSyktne5+LWX8+PH2ANeYFOCrBB+NRqmpqWHLli1s3bqVzVu2UlNTTdTtTCRpGYSzRhItKCOS45SmNXP4KQ9Fh5RAkGhOIdGcQmAm7QDRMIHmwwSa6uloOsS6nbvZ8PbbqFvSz8jIpLS0lJkzZzBr1ixmz57NqFGjrKRvjM8M+QS/f/9+XnvtNd588002vL2RluYmwKlmCWcXEBk9h2i2kwA1IzduJfOYRdrJyspiyZIlrFixgsZIe+KvGQgRzR1FNHcUgJv0o0jrEYJu0n+75j02bd4M0UcAKCgsonzhAs466ywWLVpEXl5e4uM0xiTUkE3wa9eu5YEHfss772xyVmQNoyN3PNHiYiJ5o9CM+FWznA4Jt7Pk6iV8+ctfBuCRJ5/zJpBAAM0uIJxdAEWlzrpolEBzPYHGgxxoeI+/vrSK559/nmAwyEUXXcTNN9/MhAkTvInXGHPahmSCf/311/nmN78JmcNon3AW4ZElTlXLIKShdFasWAHAihUr0FCWxxF1EQgQzS0imltEuHg2baoEmuoI1Vfx0qrVvP76GpYv/y8KCwu9jtQYMwBDsvJ57969AHTkjiacP3HQJncAgum0tLTw6KOP0tLSAsGBtcZJChGiOYWE8ycSSc+lpaWZY8eOeR2VMWaAhmQJ/uqrr2b37t08+eSTpB3aCVnD6Rg2jkjeaKK5o9H0nEFRPTMkaBRpOeY0uzy+n7SGfWh7C7m5edz2ta8xdepUryM0xgzQkEzw6enp3HXXXdx4442sXLmS115/nQ3rN9B2YAsAkp5NR3aB0+48u4Bo9kg0M29ot5aJh2iYQMtRp4VNcz3BpnqCLfVo2GnGOTw/n7MvOp/FixezePFiMjIyPA7YGHM6hmSC7zRy5EiuueYarrnmGsLhMDt37mTLli1s27aNbdu3s3vXRqJRpz24BENEs0YQzsxHs0YQzR5BNCsfTU9sy5poTgGBZmeogs6OTgkXjSKtx5z28S1HCLQcJdR6BFqOgduxLT0jg6lTpjJjxiJmzJjBnDlzGD9+vDWVNMZHhnSC7yoUCp3ost+pra2Nmpoa3n33Xaqrq6msrKSyqpqju3ee2EdCaUQyRxDJyieaNdJJ/Nkj4jYUQfukRSfGommd9ZG4nPMEVaStgUDzEQIthwk0HyHUdhRajkLnPzYRiovHMHXWHCZPnszUqVOZNm0a48aNs85OxvicbxJ8dzIyMigrK6OsrOwD6xsaGqiurqa6upqamhqqqqp5t7KSBndIAXCqecJZI4hkj3Ta0ecWetv0srPHatMhAk31BFsOE2w5fKJ6BaBo1GimlZUxefJkpkyZQklJCZMmTbKqFmNSlK8TfE/y8vI444wzOOOMMz6w/siRI1RVVVFVVUVlZSU7du6kpnor4XAY6DJGTd5oInnFTkeiXkaRPC3hNoLH3yPQ+B6hxoMEmw6d6ImalZXN9OnTmT79fKZOnXoimWdnJ2gANGPMkJSSCb4nI0aMYOHChSxcuPDEunA4THV1Ndu3b2fr1q1s3LSJXbXrUFUkmEZHXjGRESWER5ZAqPuScqz17tLaQOhwFaGjuwg0HgRVQqEQZTNmMGf2xcycOZOysjLGjh1rdeXGmD6l5GiSp6uhoYENGzawdu1aXn3tNeoOHkQCQdpHTqFj7JloVn7sJ1MlcHwv6fs3Ejy2D4Dp00s577xFLFy4kJkzZ1oVizGmR72NJmkJ/jSpKtu3b+eZZ57h2Wefo629jfbiM+iYsLDvZpkdLWRWv0LwyC5GFhRwzcc+xoc+9CGKi3uerNsYY7ryJMGLyG+AjwAHVXVOLMcMxQTf1dGjR/nVr37FM888Q3hkCW3TLu05yXc0k7N1BaFwM7d84Qt8/OMfJz19EPdyNcYMSr0l+ET2/PktcFUCzz/o5Ofn861vfYvbb7+d0OEa0va93f2OqmRWriQt0sJP//M/+fSnP23J3RgTdwlL8Kq6CjicqPMPZp/85Ce55JJLyNi3AWk9fsr2YH0lwWN7ueP225k7d64HERpjUoHnffdF5BYRqRCRirq6Oq/DiZs77riD9PQ0MmpePdF7FIBwK1m736S0rIyrr77auwCNMb7neYJX1XtVtVxVy4uKirwOJ24KCwu57dZbCR7bS6hu+4n1GTWvI5E2vvH1rxMIeP7jN8b4mGWYBLrmmmtYsGABmbveQNoaCB6uJlRfyU033khpaanX4RljfM4SfAIFAgG+9a1vkRYKkF67hsxdbzBl6jSuv/56r0MzxqSAhCV4EfkD8DpQJiJ7ROTmRF1rMCsuLmbptdcSOlILbY384223EgpZB2JjTOIlshXNZ1R1jKqmqep4Vb0/Udca7K66ymktmpmVxVlnneVxNMaYVGFFySQoKSnhvvvuIy8vzx6sGmOSxhJ8kthDVWNMsllx0hhjfMoSvDHG+JQleGOM8SlL8MYY41OW4I0xxqcswRtjjE9ZgjfGGJ8aVFP2iUgdUOt1HAlSCBzyOggzYHb/hjY/379JqtrtULyDKsH7mYhU9DStlhn87P4Nbal6/6yKxhhjfMoSvDHG+JQl+OS51+sAzGmx+ze0peT9szp4Y4zxKSvBG2OMT1mCN8YYn7IEnyAicpOIjPU6DjNwIvJ9Ebl8AMddLCJPJyKmVCQiY0Xk0QEc94yI5Pexz4Du8VBhdfAJIiIvA19T1QqvYzE9ExHB+TuIxvGcF+Pc+4/EuH9IVcPxun6qsJ9b36wE3w8ikiMiK0TkbRF5R0Q+JSILRWSliLwlIs+LyBgRWQqUA8tFZIOIZInIZSKyXkQ2ichvRCTDPef/FZEtIrJRRH7srvt7EXnD3f9vIjLay+97KBCRfxORL3Z5/10R+aqIfF1E1ro/3++520pEZKuI/AJYB0wQkd+693STiNzl7vdb914iImeJyGvuvX9TRPJEJFNEHnCPWS8il3QT10gR+bN7/TUickaX+O4Vkb8Cv0vCj2hI6OU+vuO+v0lE/iQiTwF/FZFsEXnE/fn+0f27KXf3rRGRwi73+9cisllE/ioiWe4+fd3jEhF5RUTWua/zPPixDJyq2ivGF3At8Osu74cDrwFF7vtPAb9xl18Gyt3lTGA3UOq+/x1wJzAS2M77n6Ty3a8juqz7B+AnXn/vg/0FzAdWdnm/BfgcTvM4wSnMPA1cCJQAUeBcd9+FwAtdju28D78FlgLpQBVwlrt+GM50l18FHnDXzQB2uff6YuBpd/0y4F/c5UuBDe7yd4G3gCyvf3aD6dXDfbwQeMd9fxOwBxjpvv8acI+7PAcId/m7q8EZoqDEXT/PXf8IcH2M9zgbyHTXTQcqvP4Z9edlc7L2zybgxyLybzjJ4gjOL9ULzid9gsD+bo4rA6pVdYf7/kHgS8DPgVbgPhFZ4Z4TYDzwRxEZg/OLV52Yb8c/VHW9iIxyn3sU4dybM4ArgfXubrk4f6S7gFpVXeOurwKmiMgyYAXw15NOXwbsV9W17rWOA4jI+TgJHFXdJiK1wMmT756PUzBAVV8UkQIRGe5ue1JVW07/u/ePHu7jrpN2e0FVD7vL5wM/dY99R0Q29nDqalXd4C6/hZP0u+rpHucAPxeReUCEU+/voGYJvh9UdYeILAQ+DPwQeAHYrKqL+jhUejhfWETOBi4DPg3cjlPKWwb8h6o+6dbnfjcu34D/PYpTGisGHsb5I/6hqt7TdScRKQGaOt+r6hERORP4EM4/3k8C/6PrIUB3D6u6va8x7NN5rqZutplT7+PJuv7cYrkHAG1dliNA1knbe7rHdwEHgDNxPgW2xni9QcHq4PvBLVU0q+p/AT8GzgGKRGSRuz1NRGa7uzcAee7yNqBERKa5728AVopILjBcVZ/BqbKZ524fDux1l29M3HfkOw/j/KNcipMkngf+h/tzRkTGiciokw8SkUIgoKqPAd8BFpy0yzZgrIic5e6fJyIhYBXwWXddKTARp8qtq677XAwc6iwdmh6dfB97sxrnHzIiMguYO8Br9nSPh+OU7KM4f7fBAZ7fE1aC75+5wL+LSBToAP4Rp27vZ+7H7hDwn8BmnLq9X4lIC7AI+DzwJ/eXZi3wK5w6+L+ISCZOCeIu9zrfdffdC6wBJifjmxvqVHWziOQBe1V1P7BfRGYCr7tVaI3A9TgluK7GAQ+ISGeB5+6TztsuIp8ClrkP51qAy4Ff4NzjTTi/Bzepapt7rU7fdc+9EWjG/mH36eT76H7i6skvgAfdn+96YCNwbADX7O0ePyYinwBeYoh96rJmksaYIUtEgkCaqraKyFTgv3EaM7R7HNqgYCV4Y8xQlg28JCJpOJ+C/9GS+/usBG+MMT5lD1mNMcanLMEbY4xPWYI3xhifsgRvjDE+ZQne+IaIvDaQbcb4lbWiMb4mIkFVPbljkzEpwUrwxjdEpNH9erGIvCQiv8cZIK7rtjEiskqcYZzfEZELejufiPyrO3zsGnGHbZYehnN2h7Z90B2OtkZEPi4iPxJnOOHn3LbaSDdDTCf4R2NSlCV441dnA/9TVWedtP464HlVnYczgNSGXs6RA6xR1TNxxpT5grt+Nc5Qw/Nxxk35RpdjpgJLgI8C/wW8pKpzcbq+L3GT/DJgqaouBH4D/OtAv0ljemM9WY1fvamq3Q2zvBb4jZto/9xlCNnutPP+EM5vAVe4y70N5/ysqna449MEgefc9ZtwRrcsI7Yhpo05bVaCN37V7aBQqroKZwKJvcBDIvK5Xs7Roe8/pIrwfoFoGfBzt2R+K84kH53a3OtETzo+6h4vOENMz3Nfc1X1yv5/e8b0zRK8SSkiMgk4qKq/Bu7n1KGBY3E6wzlvp+chpo2JK6uiManmYuDrItKBM3xwbyX4nnyXAQ7n7A5Lu5Tuh5g2Jq6smaQxxviUVdEYY4xPWRWNSXki8gaQcdLqG1R1kxfxGBMvVkVjjDE+ZVU0xhjjU5bgjTHGpyzBG2OMT1mCN8YYn/r/W7w7AkEdCM4AAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for column in iris_df.select_dtypes(float).columns:\n", + " f = plt.figure()\n", + " sns.violinplot(x='iris_name', y=column, data=iris_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### bokeh\n", + "Above are shown several plots using the seaborn package. Most of these figures can be\n", + "done in bokeh, which has the ability to make more interactive plots. The advantage of using\n", + "seaborn and matplotlib is that you do not need a jupyter server running to see the\n", + "visualizations. **But** you will need a jupyter server running if you want to see the\n", + "below bokeh rendering.\n", + "\n", + "The amount of code required to build this visual is a lot more than seaborn,\n", + "but it might help you understand the data better since you can see tooltips\n", + "and other things." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
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Application\",\"version\":\"2.2.1\"}};\n", + " var render_items = [{\"docid\":\"facdd5f6-e508-4a02-a4d6-d5dfecc92b5d\",\"root_ids\":[\"1529\"],\"roots\":{\"1529\":\"660cbbc0-72e3-4c6e-b6de-b3a22916f2aa\"}}];\n", + " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", + "\n", + " }\n", + " if (root.Bokeh !== undefined) {\n", + " embed_document(root);\n", + " } else {\n", + " var attempts = 0;\n", + " var timer = setInterval(function(root) {\n", + " if (root.Bokeh !== undefined) {\n", + " clearInterval(timer);\n", + " embed_document(root);\n", + " } else {\n", + " attempts++;\n", + " if (attempts > 100) {\n", + " clearInterval(timer);\n", + " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", + " }\n", + " }\n", + " }, 10, root)\n", + " }\n", + "})(window);" + ], + "application/vnd.bokehjs_exec.v0+json": "" + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "id": "1529" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define filters and features for the data to be plotted\n", + "category = 'setosa'\n", + "y_feature = 'sepal width (cm)'\n", + "x_feature = 'petal length (cm)'\n", + "\n", + "# Define plot styles and annotations\n", + "scatter_plot_height = 400\n", + "scatter_plot_width = 700\n", + "x_feature_plot_height = 200\n", + "x_feature_plot_width = scatter_plot_width\n", + "y_feature_plot_height = scatter_plot_height\n", + "y_feature_plot_width = x_feature_plot_height\n", + "fill_color = 'steelblue'\n", + "line_color = 'steelblue'\n", + "line_width = 2.0\n", + "line_alpha = 0.5\n", + "fill_alpha = 0.6\n", + "dmass = 0.05\n", + "\n", + "# Define the plots\n", + "scatter_plot = figure(\n", + " plot_width=scatter_plot_width,\n", + " plot_height=scatter_plot_height,\n", + " x_axis_label=x_feature,\n", + " y_axis_label=y_feature,\n", + ")\n", + "x_feature_plot = figure(\n", + " plot_width=x_feature_plot_width,\n", + " plot_height=x_feature_plot_height,\n", + " x_range=scatter_plot.x_range,\n", + ")\n", + "y_feature_plot = figure(\n", + " plot_width=y_feature_plot_width,\n", + " plot_height=y_feature_plot_height,\n", + " y_range=scatter_plot.y_range,\n", + ")\n", + "\n", + "# Prepare the data to be plotted\n", + "data_df = iris_df[\n", + " (iris_df['iris_name'] == category)\n", + " & (iris_df[y_feature].notnull())\n", + " & (iris_df[x_feature].notnull())\n", + "].reset_index(drop=True).copy()\n", + "\n", + "x_feature_data = data_df[x_feature].astype(float).values\n", + "x_feature_kde = sm.nonparametric.KDEUnivariate(x_feature_data)\n", + "x_feature_kde.fit()\n", + "x_feature_counts, x_feature_bins = np.histogram(x_feature_data, bins=20)\n", + "x_feature_pdf = (x_feature_kde.density / x_feature_kde.density.max()) * max(x_feature_counts)\n", + "x_feature_source = ColumnDataSource({'x': x_feature_kde.support, 'y': x_feature_pdf})\n", + "x_feature_cdf = x_feature_kde.cdf\n", + "x_feature_cdf = x_feature_cdf / x_feature_cdf.max()\n", + "x_feature_start_index = (np.abs(x_feature_cdf - dmass)).argmin()\n", + "x_feature_end_index = (np.abs(x_feature_cdf - (1 - dmass))).argmin()\n", + "x_feature_lower_x = x_feature_kde.support[x_feature_start_index:x_feature_end_index]\n", + "x_feature_upper_x = x_feature_lower_x[::-1]\n", + "x_feature_lower_y = np.zeros(x_feature_pdf[x_feature_start_index:x_feature_end_index].size)\n", + "x_feature_upper_y = x_feature_pdf[x_feature_start_index:x_feature_end_index]\n", + "x_feature_patch_source = ColumnDataSource(\n", + " {\n", + " 'xs': [np.hstack((x_feature_lower_x, x_feature_upper_x))],\n", + " 'ys': [np.hstack((x_feature_upper_y, x_feature_lower_y))],\n", + " }\n", + ")\n", + "\n", + "y_feature_data = data_df[y_feature].astype(float).values\n", + "y_feature_kde = sm.nonparametric.KDEUnivariate(y_feature_data)\n", + "y_feature_kde.fit()\n", + "y_feature_counts, y_feature_bins = np.histogram(y_feature_data, bins=20)\n", + "y_feature_pdf = (y_feature_kde.density / y_feature_kde.density.max()) * max(y_feature_counts)\n", + "y_feature_source = ColumnDataSource({'x': y_feature_kde.support, 'y': y_feature_pdf})\n", + "y_feature_cdf = y_feature_kde.cdf\n", + "y_feature_cdf = y_feature_cdf / y_feature_cdf.max()\n", + "y_feature_start_index = (np.abs(y_feature_cdf - dmass)).argmin()\n", + "y_feature_end_index = (np.abs(y_feature_cdf - (1 - dmass))).argmin()\n", + "y_feature_lower_x = y_feature_kde.support[y_feature_start_index:y_feature_end_index]\n", + "y_feature_upper_x = y_feature_lower_x[::-1]\n", + "y_feature_lower_y = np.zeros(y_feature_pdf[y_feature_start_index:y_feature_end_index].size)\n", + "y_feature_upper_y = y_feature_pdf[y_feature_start_index:y_feature_end_index]\n", + "y_feature_patch_source = ColumnDataSource(\n", + " {\n", + " 'xs': [np.hstack((y_feature_lower_x, y_feature_upper_x))],\n", + " 'ys': [np.hstack((y_feature_upper_y, y_feature_lower_y))],\n", + " }\n", + ")\n", + "\n", + "data_df['color'] = 'grey'\n", + "i = data_df[\n", + " (\n", + " data_df[x_feature].between(\n", + " x_feature_kde.support[x_feature_start_index],\n", + " x_feature_kde.support[x_feature_end_index],)\n", + " )\n", + " & (\n", + " data_df[y_feature].between(\n", + " y_feature_kde.support[y_feature_start_index],\n", + " y_feature_kde.support[y_feature_end_index],\n", + " )\n", + " )\n", + "].index\n", + "for row_index, row in data_df.iterrows():\n", + " if row_index in i:\n", + " data_df.loc[row_index, 'color'] = 'steelblue'\n", + "scatter_plot_color = data_df['color'].values\n", + "scatter_source = ColumnDataSource(\n", + " {\n", + " 'x': x_feature_data,\n", + " 'y': y_feature_data,\n", + " 'color': scatter_plot_color,\n", + " }\n", + ")\n", + "\n", + "\n", + "# Bind data to the plot\n", + "scatter_glyph = scatter_plot.circle(\n", + " x='x',\n", + " y='y',\n", + " source=scatter_source,\n", + " size=6,\n", + " fill_color='color',\n", + " line_color='white',\n", + " alpha=fill_alpha,\n", + ")\n", + "x_feature_line = x_feature_plot.line(\n", + " x='x',\n", + " y='y',\n", + " source=x_feature_source,\n", + " line_color=line_color,\n", + " line_width=line_width,\n", + " alpha=line_alpha,\n", + ")\n", + "x_feature_patch = x_feature_plot.patches(\n", + " xs='xs',\n", + " ys='ys',\n", + " source=x_feature_patch_source,\n", + " fill_color='steelblue',\n", + " line_color='steelblue',\n", + " alpha=0.2,\n", + " hover_fill_color='orange',\n", + " hover_line_color='orange',\n", + " hover_alpha=0.2,\n", + ")\n", + "y_feature_line = y_feature_plot.line(\n", + " x='y',\n", + " y='x',\n", + " source=y_feature_source,\n", + " line_color=line_color,\n", + " line_width=line_width,\n", + " alpha=line_alpha,\n", + ")\n", + "y_feature_patch = y_feature_plot.patches(\n", + " xs='ys',\n", + " ys='xs',\n", + " source=y_feature_patch_source,\n", + " fill_color='steelblue',\n", + " line_color='steelblue',\n", + " alpha=0.2,\n", + " hover_fill_color='orange',\n", + " hover_line_color='orange',\n", + " hover_alpha=0.2,\n", + ")\n", + "\n", + "# Create annotations\n", + "scatter_tooltips = HoverTool(\n", + " renderers=[scatter_glyph],\n", + " tooltips=[(y_feature, '@y'), (x_feature, '@x')]\n", + ")\n", + "x_feature_line_tooltips = HoverTool(\n", + " renderers=[x_feature_line],\n", + " tooltips=[('Counts', '@y'), (x_feature, '@x')],\n", + ")\n", + "x_feature_patch_tooltips = HoverTool(\n", + " renderers=[x_feature_patch],\n", + " tooltips=[('Mass', f'{(1 - dmass) * 100}')],\n", + ")\n", + "y_feature_line_tooltips = HoverTool(\n", + " renderers=[y_feature_line],\n", + " tooltips=[('Counts', '@y'), (y_feature, '@x')],\n", + ")\n", + "y_feature_patch_tooltips = HoverTool(\n", + " renderers=[y_feature_patch],\n", + " tooltips=[('Mass', f'{(1 - dmass) * 100}')],\n", + ")\n", + "\n", + "# Bind annotations to the plot\n", + "scatter_plot.add_tools(scatter_tooltips)\n", + "x_feature_plot.add_tools(x_feature_line_tooltips)\n", + "x_feature_plot.add_tools(x_feature_patch_tooltips)\n", + "y_feature_plot.add_tools(y_feature_line_tooltips)\n", + "y_feature_plot.add_tools(y_feature_patch_tooltips)\n", + "\n", + "# Style the figure\n", + "scatter_plot.grid.grid_line_alpha = 0.2\n", + "scatter_plot.grid.grid_line_color = 'grey'\n", + "scatter_plot.grid.grid_line_width = 0.3\n", + "scatter_plot.outline_line_color = 'black'\n", + "scatter_plot.xaxis.minor_tick_line_color = None\n", + "scatter_plot.yaxis.minor_tick_line_color = None\n", + "\n", + "x_feature_plot.grid.grid_line_color = None\n", + "x_feature_plot.outline_line_color = None\n", + "x_feature_plot.axis.visible = False\n", + "\n", + "y_feature_plot.grid.grid_line_color = None\n", + "y_feature_plot.outline_line_color = None\n", + "y_feature_plot.axis.visible = False\n", + "\n", + "grid = gridplot(\n", + " [\n", + " [x_feature_plot, None],\n", + " [scatter_plot, y_feature_plot]\n", + " ]\n", + ")\n", + "show(grid)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Statistics\n", + "You can use pandas to print out statistics about your data, which may be helpful for\n", + "understanding features, _etc_." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)
count150.000000150.000000150.000000150.000000
mean5.8433333.0573333.7580001.199333
std0.8280660.4358661.7652980.762238
min4.3000002.0000001.0000000.100000
25%5.1000002.8000001.6000000.300000
50%5.8000003.0000004.3500001.300000
75%6.4000003.3000005.1000001.800000
max7.9000004.4000006.9000002.500000
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" + ], + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) \\\n", + "count 150.000000 150.000000 150.000000 \n", + "mean 5.843333 3.057333 3.758000 \n", + "std 0.828066 0.435866 1.765298 \n", + "min 4.300000 2.000000 1.000000 \n", + "25% 5.100000 2.800000 1.600000 \n", + "50% 5.800000 3.000000 4.350000 \n", + "75% 6.400000 3.300000 5.100000 \n", + "max 7.900000 4.400000 6.900000 \n", + "\n", + " petal width (cm) \n", + "count 150.000000 \n", + "mean 1.199333 \n", + "std 0.762238 \n", + "min 0.100000 \n", + "25% 0.300000 \n", + "50% 1.300000 \n", + "75% 1.800000 \n", + "max 2.500000 " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris_df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "setosa 50\n", + "versicolor 50\n", + "virginica 50\n", + "Name: iris_name, dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "text/plain": [ + "1.5 13\n", + "1.4 13\n", + "5.1 8\n", + "4.5 8\n", + "1.3 7\n", + "1.6 7\n", + "5.6 6\n", + "4.0 5\n", + "4.9 5\n", + "4.7 5\n", + "4.8 4\n", + "1.7 4\n", + "4.4 4\n", + "4.2 4\n", + "5.0 4\n", + "4.1 3\n", + "5.5 3\n", + "4.6 3\n", + "6.1 3\n", + "5.7 3\n", + "3.9 3\n", + "5.8 3\n", + "1.2 2\n", + "1.9 2\n", + "6.7 2\n", + "3.5 2\n", + "5.9 2\n", + "6.0 2\n", + "5.4 2\n", + "5.3 2\n", + "3.3 2\n", + "4.3 2\n", + "5.2 2\n", + "6.3 1\n", + "1.1 1\n", + "6.4 1\n", + "3.6 1\n", + "3.7 1\n", + "3.0 1\n", + "3.8 1\n", + "6.6 1\n", + "6.9 1\n", + "1.0 1\n", + "Name: petal length (cm), dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "text/plain": [ + "0.2 29\n", + "1.3 13\n", + "1.5 12\n", + "1.8 12\n", + "1.4 8\n", + "2.3 8\n", + "1.0 7\n", + "0.3 7\n", + "0.4 7\n", + "2.0 6\n", + "2.1 6\n", + "0.1 5\n", + "1.2 5\n", + "1.9 5\n", + "1.6 4\n", + "2.5 3\n", + "2.2 3\n", + "2.4 3\n", + "1.1 3\n", + "1.7 2\n", + "0.6 1\n", + "0.5 1\n", + "Name: petal width (cm), dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "text/plain": [ + "5.0 10\n", + "6.3 9\n", + "5.1 9\n", + "6.7 8\n", + "5.7 8\n", + "5.5 7\n", + "5.8 7\n", + "6.4 7\n", + "6.0 6\n", + "4.9 6\n", + "6.1 6\n", + "5.4 6\n", + "5.6 6\n", + "6.5 5\n", + "4.8 5\n", + "7.7 4\n", + "6.9 4\n", + "5.2 4\n", + "6.2 4\n", + "4.6 4\n", + "7.2 3\n", + "6.8 3\n", + "4.4 3\n", + "5.9 3\n", + "6.6 2\n", + "4.7 2\n", + "7.6 1\n", + "7.4 1\n", + "4.3 1\n", + "7.9 1\n", + "7.3 1\n", + "7.0 1\n", + "4.5 1\n", + "5.3 1\n", + "7.1 1\n", + "Name: sepal length (cm), dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------------------------------------------------------------------\n" + ] + }, + { + "data": { + "text/plain": [ + "3.0 26\n", + "2.8 14\n", + "3.2 13\n", + "3.4 12\n", + "3.1 11\n", + "2.9 10\n", + "2.7 9\n", + "2.5 8\n", + "3.5 6\n", + "3.8 6\n", + "3.3 6\n", + "2.6 5\n", + "2.3 4\n", + "3.6 4\n", + "2.4 3\n", + "2.2 3\n", + "3.7 3\n", + "3.9 2\n", + "4.2 1\n", + "4.1 1\n", + "4.4 1\n", + "2.0 1\n", + "4.0 1\n", + "Name: sepal width (cm), dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------------------------------------------------------------------\n" + ] + } + ], + "source": [ + "for column in sorted(iris_df.columns):\n", + " display(iris_df[column].value_counts(dropna=False))\n", + " print('-' * 110)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Correlation (confusion) matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(figsize=(9, 6))\n", + "sns.heatmap(iris_df.corr(), annot=True, linewidths=.5, ax=ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Profiling\n", + "If you are wanting to generate a quick overview of a pandas dataframe, then\n", + "use the `pandas-profiling` package. Below shows correlations with data, missing\n", + "values and a high level overview of the data in the dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ccb1eb4959204f96abe1ab1951933540", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value='Summarize dataset'), FloatProgress(value=0.0, max=19.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d043d76c3409400c858ed405886a89e9", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value='Generate report structure'), FloatProgress(value=0.0, max=1.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "27c5425d40d64f13a558f9862efa7d88", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value='Render HTML'), FloatProgress(value=0.0, max=1.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris_df.profile_report()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Profiling missing data\n", + "There are several different types of missing data. See http://dx.doi.org/10.18637/jss.v045.i03\n", + "for a more in depth discussion of different missing data types. Below is a simple\n", + "example of how to impute data from a contrived set of data. We will extend this\n", + "example to create missing data in the Iris data set, and profile what we did. sklearn\n", + "does have an imputation system for multivariate feature sets, see\n", + "https://scikit-learn.org/stable/modules/impute.html for more information.\n", + "\n", + "Finally, when building models using missing data it is recommended to profile how a model performs\n", + "with imputed missing data. Dillon Niederhut has an excellent talk from SciPy 2018\n", + "https://www.youtube.com/watch?v=2gkw2T5jAfo where he discusses model performance using different\n", + "types of missing data." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[nan, 2], [6, nan], [7, 6]]\n", + "--------------------------------------------------------------------------------------------------------------\n", + "[[4. 2. ]\n", + " [6. 3.66666667]\n", + " [7. 6. ]]\n" + ] + } + ], + "source": [ + "imp = SimpleImputer(missing_values=np.nan, strategy='mean')\n", + "imp.fit([[1, 2], [np.nan, 3], [7, 6]])\n", + "X = [[np.nan, 2], [6, np.nan], [7, 6]]\n", + "print(X)\n", + "print('-' * 110)\n", + "print(imp.transform(X))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)iris_name
05.1NaN1.40.2setosa
14.93.01.40.2setosa
24.73.21.3NaNsetosa
3NaN3.11.50.2setosa
45.0NaN1.4NaNsetosa
..................
145NaN3.05.22.3virginica
1466.32.55.01.9virginica
1476.53.05.22.0virginica
1486.23.45.42.3virginica
1495.93.05.1NaNvirginica
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149 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", + "0 5.1 NaN 1.4 0.2 \n", + "1 4.9 3.0 1.4 0.2 \n", + "2 4.7 3.2 1.3 NaN \n", + "3 NaN 3.1 1.5 0.2 \n", + "4 5.0 NaN 1.4 NaN \n", + ".. ... ... ... ... \n", + "145 NaN 3.0 5.2 2.3 \n", + "146 6.3 2.5 5.0 1.9 \n", + "147 6.5 3.0 5.2 2.0 \n", + "148 6.2 3.4 5.4 2.3 \n", + "149 5.9 3.0 5.1 NaN \n", + "\n", + " iris_name \n", + "0 setosa \n", + "1 setosa \n", + "2 setosa \n", + "3 setosa \n", + "4 setosa \n", + ".. ... \n", + "145 virginica \n", + "146 virginica \n", + "147 virginica \n", + "148 virginica \n", + "149 virginica \n", + "\n", + "[149 rows x 5 columns]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "missing_data_iris_df = iris_df.copy()\n", + "columns = missing_data_iris_df.select_dtypes(float).columns\n", + "for column in columns:\n", + " n_missing = np.random.choice(range(30, 50))\n", + " indices = np.random.choice(missing_data_iris_df[column].index, n_missing)\n", + " for index in indices:\n", + " missing_data_iris_df.loc[index, column] = np.nan\n", + "\n", + "# Remove any row that unfortunately have all nans\n", + "missing_data_iris_df.dropna(subset=columns, how='all')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Comparing the pair plots for the non-missing data dataframe and the missing data\n", + "dataframe we can see that there are shifts in the densities of the data below" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ff677630557741d39f28bb6c2fbab635", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value='Summarize dataset'), FloatProgress(value=0.0, max=19.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b16a21d3b879491cbaa5c48f362e8937", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value='Generate report structure'), FloatProgress(value=0.0, max=1.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "52eee22bc89b44e3b16ff2cea07879ad", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value='Render HTML'), FloatProgress(value=0.0, max=1.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "missing_data_iris_df.profile_report()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(iris_df, hue='iris_name')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will now impute those missing data values and redraw the pairplot to see what\n", + "happens when we try and fix missing data values." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "imp = SimpleImputer(missing_values=np.nan, strategy='mean')\n", + "imputed_data_iris_df = pd.DataFrame(\n", + " data=imp.fit_transform(missing_data_iris_df.select_dtypes(float).values),\n", + " columns=missing_data_iris_df.select_dtypes(float).columns,\n", + ")\n", + "imputed_data_iris_df['iris_name'] = iris_df['iris_name'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(imputed_data_iris_df, hue='iris_name')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**`NOTE`**\n", + "---\n", + "Imputing data using the mean has changed the original data set. Look specifically\n", + "at the _setosa_ iris data and how its density has changed as a result of the imputation.\n", + "There are other packages that use different imputation methods as described by the `MICE`\n", + "paper." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### K-Nearest Neighbors" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Imputing row 1/150 with 1 missing, elapsed time: 0.008\n", + "Imputing row 101/150 with 2 missing, elapsed time: 0.010\n", + "[KNN] Warning: 4/600 still missing after imputation, replacing with 0\n" + ] + } + ], + "source": [ + "# Use 3 nearest rows which have a feature to fill in each row's missing features\n", + "knn_imputed_iris_df = pd.DataFrame(\n", + " data=KNN(k=3).fit_transform(missing_data_iris_df.select_dtypes(float).values),\n", + " columns=missing_data_iris_df.select_dtypes(float).columns,\n", + ")\n", + "knn_imputed_iris_df['iris_name'] = iris_df['iris_name'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(knn_imputed_iris_df, hue='iris_name')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Convex Optimization" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "ename": "SolverError", + "evalue": "The solver CVXOPT is not installed.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mSolverError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m convex_optimization_imputed_iris_df = pd.DataFrame(\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNuclearNormMinimization\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmissing_data_iris_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mselect_dtypes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmissing_data_iris_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mselect_dtypes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m )\n\u001b[1;32m 5\u001b[0m \u001b[0mconvex_optimization_imputed_iris_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'iris_name'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miris_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'iris_name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniforge3/envs/nb_rubric/lib/python3.8/site-packages/fancyimpute/solver.py\u001b[0m in \u001b[0;36mfit_transform\u001b[0;34m(self, X, y)\u001b[0m\n\u001b[1;32m 184\u001b[0m type(X_filled)))\n\u001b[1;32m 185\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 186\u001b[0;31m \u001b[0mX_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msolve\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_filled\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmissing_mask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 187\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_result\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 188\u001b[0m raise TypeError(\n", + "\u001b[0;32m~/miniforge3/envs/nb_rubric/lib/python3.8/site-packages/fancyimpute/nuclear_norm_minimization.py\u001b[0m in \u001b[0;36msolve\u001b[0;34m(self, X, missing_mask)\u001b[0m\n\u001b[1;32m 120\u001b[0m error_tolerance=self.error_tolerance)\n\u001b[1;32m 121\u001b[0m \u001b[0mproblem\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcvxpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mProblem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobjective\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconstraints\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 122\u001b[0;31m problem.solve(\n\u001b[0m\u001b[1;32m 123\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mverbose\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 124\u001b[0m \u001b[0msolver\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcvxpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCVXOPT\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniforge3/envs/nb_rubric/lib/python3.8/site-packages/cvxpy/problems/problem.py\u001b[0m in \u001b[0;36msolve\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 394\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 395\u001b[0m \u001b[0msolve_func\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mProblem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_solve\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 396\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0msolve_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 397\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 398\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mclassmethod\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniforge3/envs/nb_rubric/lib/python3.8/site-packages/cvxpy/problems/problem.py\u001b[0m in \u001b[0;36m_solve\u001b[0;34m(self, solver, warm_start, verbose, gp, qcp, requires_grad, enforce_dpp, **kwargs)\u001b[0m\n\u001b[1;32m 748\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 749\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 750\u001b[0;31m data, solving_chain, inverse_data = self.get_problem_data(\n\u001b[0m\u001b[1;32m 751\u001b[0m solver, gp, enforce_dpp)\n\u001b[1;32m 752\u001b[0m solution = solving_chain.solve_via_data(\n", + "\u001b[0;32m~/miniforge3/envs/nb_rubric/lib/python3.8/site-packages/cvxpy/problems/problem.py\u001b[0m in \u001b[0;36mget_problem_data\u001b[0;34m(self, solver, gp, enforce_dpp)\u001b[0m\n\u001b[1;32m 497\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 498\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minvalidate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 499\u001b[0;31m solving_chain = self._construct_chain(\n\u001b[0m\u001b[1;32m 500\u001b[0m solver=solver, gp=gp, enforce_dpp=enforce_dpp)\n\u001b[1;32m 501\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_cache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/miniforge3/envs/nb_rubric/lib/python3.8/site-packages/cvxpy/problems/problem.py\u001b[0m in \u001b[0;36m_construct_chain\u001b[0;34m(self, solver, gp, enforce_dpp)\u001b[0m\n\u001b[1;32m 655\u001b[0m \u001b[0mA\u001b[0m \u001b[0msolving\u001b[0m \u001b[0mchain\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 656\u001b[0m \"\"\"\n\u001b[0;32m--> 657\u001b[0;31m \u001b[0mcandidate_solvers\u001b[0m \u001b[0;34m=\u001b[0m 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\u001b[0;32min\u001b[0m \u001b[0mslv_def\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mINSTALLED_SOLVERS\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 576\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0merror\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSolverError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"The solver %s is not installed.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0msolver\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 577\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msolver\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mslv_def\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCONIC_SOLVERS\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 578\u001b[0m \u001b[0mcandidates\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'conic_solvers'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0msolver\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mSolverError\u001b[0m: The solver CVXOPT is not installed." + ] + } + ], + "source": [ + "convex_optimization_imputed_iris_df = pd.DataFrame(\n", + " data=NuclearNormMinimization().fit_transform(missing_data_iris_df.select_dtypes(float).values),\n", + " columns=missing_data_iris_df.select_dtypes(float).columns,\n", + ")\n", + "convex_optimization_imputed_iris_df['iris_name'] = iris_df['iris_name'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(convex_optimization_imputed_iris_df, hue='iris_name')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### BiScalar" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[BiScaler] Initial log residual value = 7.696869\n", + "[BiScaler] Iter 1: log residual = 3.548103, log improvement ratio=4.148766\n", + "[BiScaler] Iter 2: log residual = 3.904945, log improvement ratio=-0.356842\n" + ] + } + ], + "source": [ + "biscalar_imputed_iris_df = pd.DataFrame(\n", + " data=BiScaler().fit_transform(missing_data_iris_df.select_dtypes(float).values),\n", + " columns=missing_data_iris_df.select_dtypes(float).columns,\n", + ")\n", + "biscalar_imputed_iris_df['iris_name'] = iris_df['iris_name'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/miniconda3/envs/nb_rubric/lib/python3.7/site-packages/statsmodels/nonparametric/kde.py:448: RuntimeWarning: invalid value encountered in greater\n", + " X = X[np.logical_and(X > clip[0], X < clip[1])] # won't work for two columns.\n", + "/usr/local/miniconda3/envs/nb_rubric/lib/python3.7/site-packages/statsmodels/nonparametric/kde.py:448: RuntimeWarning: invalid value encountered in less\n", + " X = X[np.logical_and(X > clip[0], X < clip[1])] # won't work for two columns.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(biscalar_imputed_iris_df, hue='iris_name')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Soft imputation" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[SoftImpute] Max Singular Value of X_init = 15.123334\n", + "[SoftImpute] Iter 1: observed MAE=0.022498 rank=4\n", + "[SoftImpute] Iter 2: observed MAE=0.022510 rank=4\n", + "[SoftImpute] Iter 3: observed MAE=0.022525 rank=4\n", + "[SoftImpute] Iter 4: observed MAE=0.022542 rank=4\n", + "[SoftImpute] Iter 5: observed MAE=0.022559 rank=4\n", + "[SoftImpute] Iter 6: observed MAE=0.022575 rank=4\n", + "[SoftImpute] Iter 7: observed MAE=0.022592 rank=4\n", + "[SoftImpute] Iter 8: observed MAE=0.022608 rank=4\n", + "[SoftImpute] Iter 9: observed MAE=0.022623 rank=4\n", + "[SoftImpute] Iter 10: observed MAE=0.022643 rank=4\n", + "[SoftImpute] Iter 11: observed MAE=0.022669 rank=4\n", + "[SoftImpute] Iter 12: observed MAE=0.022692 rank=4\n", + "[SoftImpute] Iter 13: observed MAE=0.022717 rank=4\n", + "[SoftImpute] Iter 14: observed MAE=0.022745 rank=4\n", + "[SoftImpute] Iter 15: observed MAE=0.022776 rank=4\n", + "[SoftImpute] Iter 16: observed MAE=0.022804 rank=4\n", + "[SoftImpute] Iter 17: observed MAE=0.022824 rank=4\n", + "[SoftImpute] Iter 18: observed MAE=0.022839 rank=4\n", + "[SoftImpute] Iter 19: observed MAE=0.022849 rank=4\n", + "[SoftImpute] Iter 20: observed MAE=0.022855 rank=4\n", + "[SoftImpute] Iter 21: observed MAE=0.022860 rank=4\n", + "[SoftImpute] Iter 22: observed MAE=0.022866 rank=4\n", + "[SoftImpute] Iter 23: observed MAE=0.022870 rank=4\n", + "[SoftImpute] Iter 24: observed MAE=0.022876 rank=4\n", + "[SoftImpute] Iter 25: observed MAE=0.022886 rank=4\n", + "[SoftImpute] Iter 26: observed MAE=0.022894 rank=4\n", + "[SoftImpute] Iter 27: observed MAE=0.022901 rank=4\n", + "[SoftImpute] Iter 28: observed MAE=0.022906 rank=4\n", + "[SoftImpute] Iter 29: observed MAE=0.022913 rank=4\n", + "[SoftImpute] Iter 30: observed MAE=0.022921 rank=4\n", + "[SoftImpute] Iter 31: observed MAE=0.022929 rank=4\n", + "[SoftImpute] Iter 32: observed MAE=0.022937 rank=4\n", + "[SoftImpute] Iter 33: observed MAE=0.022944 rank=4\n", + "[SoftImpute] Iter 34: observed MAE=0.022950 rank=4\n", + "[SoftImpute] Iter 35: observed MAE=0.022956 rank=4\n", + "[SoftImpute] Iter 36: observed MAE=0.022961 rank=4\n", + "[SoftImpute] Iter 37: observed MAE=0.022966 rank=4\n", + "[SoftImpute] Iter 38: observed MAE=0.022972 rank=4\n", + "[SoftImpute] Iter 39: observed MAE=0.022978 rank=4\n", + "[SoftImpute] Iter 40: observed MAE=0.022983 rank=4\n", + "[SoftImpute] Iter 41: observed MAE=0.022988 rank=4\n", + "[SoftImpute] Iter 42: observed MAE=0.022993 rank=4\n", + "[SoftImpute] Iter 43: observed MAE=0.022997 rank=4\n", + "[SoftImpute] Iter 44: observed MAE=0.023001 rank=4\n", + "[SoftImpute] Iter 45: observed MAE=0.023005 rank=4\n", + "[SoftImpute] Iter 46: observed MAE=0.023008 rank=4\n", + "[SoftImpute] Iter 47: observed MAE=0.023012 rank=4\n", + "[SoftImpute] Iter 48: observed MAE=0.023015 rank=4\n", + "[SoftImpute] Iter 49: observed MAE=0.023017 rank=4\n", + "[SoftImpute] Iter 50: observed MAE=0.023020 rank=4\n", + "[SoftImpute] Iter 51: observed MAE=0.023022 rank=4\n", + "[SoftImpute] Iter 52: observed MAE=0.023024 rank=4\n", + "[SoftImpute] Iter 53: observed MAE=0.023026 rank=4\n", + "[SoftImpute] Iter 54: observed MAE=0.023027 rank=4\n", + "[SoftImpute] Iter 55: observed MAE=0.023029 rank=4\n", + "[SoftImpute] Iter 56: observed MAE=0.023030 rank=4\n", + "[SoftImpute] Iter 57: observed MAE=0.023031 rank=4\n", + "[SoftImpute] Iter 58: observed MAE=0.023032 rank=4\n", + "[SoftImpute] Iter 59: observed MAE=0.023033 rank=4\n", + "[SoftImpute] Iter 60: observed MAE=0.023034 rank=4\n", + "[SoftImpute] Iter 61: observed MAE=0.023035 rank=4\n", + "[SoftImpute] Iter 62: observed MAE=0.023036 rank=4\n", + "[SoftImpute] Iter 63: observed MAE=0.023036 rank=4\n", + "[SoftImpute] Iter 64: observed MAE=0.023037 rank=4\n", + "[SoftImpute] Iter 65: observed MAE=0.023037 rank=4\n", + "[SoftImpute] Iter 66: observed MAE=0.023038 rank=4\n", + "[SoftImpute] Iter 67: observed MAE=0.023038 rank=4\n", + "[SoftImpute] Iter 68: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 69: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 70: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 71: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 72: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 73: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 74: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 75: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 76: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 77: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 78: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 79: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 80: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 81: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 82: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 83: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 84: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 85: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 86: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 87: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 88: observed MAE=0.023040 rank=4\n", + "[SoftImpute] Iter 89: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 90: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 91: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 92: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 93: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 94: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 95: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 96: observed MAE=0.023039 rank=4\n", + "[SoftImpute] Iter 97: observed MAE=0.023038 rank=4\n", + "[SoftImpute] Iter 98: observed MAE=0.023038 rank=4\n", + "[SoftImpute] Iter 99: observed MAE=0.023038 rank=4\n", + "[SoftImpute] Iter 100: observed MAE=0.023038 rank=4\n", + "[SoftImpute] Stopped after iteration 100 for lambda=0.302467\n" + ] + } + ], + "source": [ + "softimpute_iris_df = pd.DataFrame(\n", + " data=SoftImpute().fit_transform(biscalar_imputed_iris_df.select_dtypes(float).values),\n", + " columns=biscalar_imputed_iris_df.select_dtypes(float).columns,\n", + ")\n", + "softimpute_iris_df['iris_name'] = iris_df['iris_name'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(softimpute_iris_df, hue='iris_name')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model creation\n", + "Here we will investigate creating a classifier with the Iris data. We will use\n", + "XGBoost for the classifier, but we will use sklearn's GridSearchCV for hyperparameter\n", + "optimization.\n", + "\n", + "XGBoost does an excellent job with no hyperparameter adjustments, especially with\n", + "the data where there are no missing values. The score with missing values is\n", + "less with no hyperparameter adjustments, but still pretty good. The point of\n", + "this exercise is to not over inflate the importance of the sixth decimal point of the model,\n", + "but to understand the process of creating a model and evaluating how that model\n", + "is working. We aren't landing a rover on Mars, so going bananas over lots of\n", + "decimal points doesn't really gain anything for us.\n", + "\n", + "We will use the model that performs the worst (from the imputed data)\n", + "and then use hyperparameter search to try and make the score better. Always\n", + "keep in mind though that garbage data into a model is going to give you\n", + "garbage results. **BUT** remember that ultimately the model is wrong, and does not represent\n", + "\"truth\". What we want from the model is to make a decision with the smallest\n", + "possible amount of risk when we take an action associated with a model's output." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### No missing data" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Score: 0.9333333333333333\n" + ] + }, + { + "data": { + "text/html": [ + "
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probability of setosaprobability of versicolorprobability of virginicaactual iris name
00.9910650.0066540.002281setosa
10.0116220.1101670.878210virginica
20.0146860.9665360.018778versicolor
30.0146860.9665360.018778versicolor
40.9910650.0066540.002281setosa
50.0066440.9875550.005802versicolor
60.9910650.0066540.002281setosa
70.9910650.0066540.002281setosa
80.0019160.0024560.995628virginica
90.0099940.9844620.005544versicolor
100.0018630.0023510.995786virginica
110.0019830.0025410.995476virginica
120.0019160.0024560.995628virginica
130.0072590.9864020.006339versicolor
140.9910650.0066540.002281setosa
150.9910650.0066540.002281setosa
160.9835090.0142270.002264setosa
170.0061410.9856110.008247versicolor
180.0025330.9961040.001362versicolor
190.0265570.6569730.316469virginica
200.9910650.0066540.002281setosa
210.0019830.0025410.995476virginica
220.0055930.9895230.004884versicolor
230.0236900.3007150.675595virginica
240.0018640.0021590.995977virginica
250.0019160.0026740.995410versicolor
260.0072590.9864020.006339versicolor
270.9835090.0142270.002264setosa
280.0019160.0026740.995410virginica
290.9910650.0066540.002281setosa
\n", + "
" + ], + "text/plain": [ + " probability of setosa probability of versicolor \\\n", + "0 0.991065 0.006654 \n", + "1 0.011622 0.110167 \n", + "2 0.014686 0.966536 \n", + "3 0.014686 0.966536 \n", + "4 0.991065 0.006654 \n", + "5 0.006644 0.987555 \n", + "6 0.991065 0.006654 \n", + "7 0.991065 0.006654 \n", + "8 0.001916 0.002456 \n", + "9 0.009994 0.984462 \n", + "10 0.001863 0.002351 \n", + "11 0.001983 0.002541 \n", + "12 0.001916 0.002456 \n", + "13 0.007259 0.986402 \n", + "14 0.991065 0.006654 \n", + "15 0.991065 0.006654 \n", + "16 0.983509 0.014227 \n", + "17 0.006141 0.985611 \n", + "18 0.002533 0.996104 \n", + "19 0.026557 0.656973 \n", + "20 0.991065 0.006654 \n", + "21 0.001983 0.002541 \n", + "22 0.005593 0.989523 \n", + "23 0.023690 0.300715 \n", + "24 0.001864 0.002159 \n", + "25 0.001916 0.002674 \n", + "26 0.007259 0.986402 \n", + "27 0.983509 0.014227 \n", + "28 0.001916 0.002674 \n", + "29 0.991065 0.006654 \n", + "\n", + " probability of virginica actual iris name \n", + "0 0.002281 setosa \n", + "1 0.878210 virginica \n", + "2 0.018778 versicolor \n", + "3 0.018778 versicolor \n", + "4 0.002281 setosa \n", + "5 0.005802 versicolor \n", + "6 0.002281 setosa \n", + "7 0.002281 setosa \n", + "8 0.995628 virginica \n", + "9 0.005544 versicolor \n", + "10 0.995786 virginica \n", + "11 0.995476 virginica \n", + "12 0.995628 virginica \n", + "13 0.006339 versicolor \n", + "14 0.002281 setosa \n", + "15 0.002281 setosa \n", + "16 0.002264 setosa \n", + "17 0.008247 versicolor \n", + "18 0.001362 versicolor \n", + "19 0.316469 virginica \n", + "20 0.002281 setosa \n", + "21 0.995476 virginica \n", + "22 0.004884 versicolor \n", + "23 0.675595 virginica \n", + "24 0.995977 virginica \n", + "25 0.995410 versicolor \n", + "26 0.006339 versicolor \n", + "27 0.002264 setosa \n", + "28 0.995410 virginica \n", + "29 0.002281 setosa " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = iris_df.select_dtypes(float).values\n", + "y = iris_df['iris_name'].values\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, stratify=y, random_state=RANDOM_STATE)\n", + "xgb_estimator = xgb.XGBClassifier()\n", + "xgb_estimator.fit(X_train, y_train)\n", + "\n", + "predicted_xgb_classifier_df = pd.DataFrame(\n", + " data=xgb_estimator.predict_proba(X_test),\n", + " columns=[f'probability of {iris_name}' for iris_name in xgb_estimator.classes_],\n", + ")\n", + "predicted_xgb_classifier_df['actual iris name'] = y_test\n", + "print(f'Score: {xgb_estimator.score(X_test, y_test)}')\n", + "display(predicted_xgb_classifier_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### With missing data" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9\n" + ] + }, + { + "data": { + "text/html": [ + "
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probability of setosaprobability of versicolorprobability of virginicaactual iris name
00.9839990.0114470.004554setosa
10.3013470.4823880.216266virginica
20.0246950.9654710.009834versicolor
30.0178690.9694520.012679versicolor
40.9967570.0022360.001007setosa
50.0086250.9786300.012745versicolor
60.9914630.0064440.002093setosa
70.9948810.0040300.001088setosa
80.0007980.0019610.997241virginica
90.0075430.9787600.013697versicolor
100.0021830.0086180.989199virginica
110.0009680.0019600.997072virginica
120.0007980.0019610.997241virginica
130.0100060.9825060.007487versicolor
140.9926240.0062290.001147setosa
150.9873540.0095590.003087setosa
160.9150360.0810870.003878setosa
170.0027620.9948910.002347versicolor
180.0013900.9966110.001999versicolor
190.2886030.5042770.207120virginica
200.9959490.0027930.001258setosa
210.0020860.0032440.994670virginica
220.0039960.9575960.038408versicolor
230.0082540.4424690.549277virginica
240.0009200.0019570.997123virginica
250.0017460.0097590.988495versicolor
260.0036840.9516840.044632versicolor
270.9830100.0126700.004320setosa
280.0020570.0025970.995346virginica
290.9959490.0027930.001258setosa
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" + ], + "text/plain": [ + " probability of setosa probability of versicolor \\\n", + "0 0.983999 0.011447 \n", + "1 0.301347 0.482388 \n", + "2 0.024695 0.965471 \n", + "3 0.017869 0.969452 \n", + "4 0.996757 0.002236 \n", + "5 0.008625 0.978630 \n", + "6 0.991463 0.006444 \n", + "7 0.994881 0.004030 \n", + "8 0.000798 0.001961 \n", + "9 0.007543 0.978760 \n", + "10 0.002183 0.008618 \n", + "11 0.000968 0.001960 \n", + "12 0.000798 0.001961 \n", + "13 0.010006 0.982506 \n", + "14 0.992624 0.006229 \n", + "15 0.987354 0.009559 \n", + "16 0.915036 0.081087 \n", + "17 0.002762 0.994891 \n", + "18 0.001390 0.996611 \n", + "19 0.288603 0.504277 \n", + "20 0.995949 0.002793 \n", + "21 0.002086 0.003244 \n", + "22 0.003996 0.957596 \n", + "23 0.008254 0.442469 \n", + "24 0.000920 0.001957 \n", + "25 0.001746 0.009759 \n", + "26 0.003684 0.951684 \n", + "27 0.983010 0.012670 \n", + "28 0.002057 0.002597 \n", + "29 0.995949 0.002793 \n", + "\n", + " probability of virginica actual iris name \n", + "0 0.004554 setosa \n", + "1 0.216266 virginica \n", + "2 0.009834 versicolor \n", + "3 0.012679 versicolor \n", + "4 0.001007 setosa \n", + "5 0.012745 versicolor \n", + "6 0.002093 setosa \n", + "7 0.001088 setosa \n", + "8 0.997241 virginica \n", + "9 0.013697 versicolor \n", + "10 0.989199 virginica \n", + "11 0.997072 virginica \n", + "12 0.997241 virginica \n", + "13 0.007487 versicolor \n", + "14 0.001147 setosa \n", + "15 0.003087 setosa \n", + "16 0.003878 setosa \n", + "17 0.002347 versicolor \n", + "18 0.001999 versicolor \n", + "19 0.207120 virginica \n", + "20 0.001258 setosa \n", + "21 0.994670 virginica \n", + "22 0.038408 versicolor \n", + "23 0.549277 virginica \n", + "24 0.997123 virginica \n", + "25 0.988495 versicolor \n", + "26 0.044632 versicolor \n", + "27 0.004320 setosa \n", + "28 0.995346 virginica \n", + "29 0.001258 setosa " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = missing_data_iris_df.select_dtypes(float).values\n", + "y = missing_data_iris_df['iris_name'].values\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, stratify=y, random_state=RANDOM_STATE)\n", + "missing_data_xgb_estimator = xgb.XGBClassifier()\n", + "missing_data_xgb_estimator.fit(X_train, y_train)\n", + "predicted_missing_data_classifier_df = pd.DataFrame(\n", + " data=missing_data_xgb_estimator.predict_proba(X_test),\n", + " columns=[f'probability of {iris_name}' for iris_name in missing_data_xgb_estimator.classes_],\n", + ")\n", + "predicted_missing_data_classifier_df['actual iris name'] = y_test\n", + "print(missing_data_xgb_estimator.score(X_test, y_test))\n", + "display(predicted_missing_data_classifier_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### With imputed data (mean)\n", + "Here we see the effect of imputed data on the model creation" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9\n" + ] + }, + { + "data": { + "text/html": [ + "
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probability of setosaprobability of versicolorprobability of virginicaactual iris name
00.9527250.0419440.005331setosa
10.0435410.9407930.015666virginica
20.1465920.8413040.012104versicolor
30.1070650.8815560.011379versicolor
40.9968170.0023350.000848setosa
50.0035740.9856900.010737versicolor
60.9945680.0041900.001242setosa
70.9957620.0031810.001056setosa
80.0008470.0025980.996554virginica
90.0063440.9802440.013412versicolor
100.0014530.0154050.983142virginica
110.0023260.0025940.995080virginica
120.0008470.0025980.996554virginica
130.0348970.9340940.031008versicolor
140.9891870.0091450.001668setosa
150.9939810.0044710.001548setosa
160.9783610.0191280.002511setosa
170.0091600.9838670.006973versicolor
180.0024920.9929970.004511versicolor
190.0435410.9407930.015666virginica
200.9967600.0023920.000848setosa
210.0011160.0038190.995066virginica
220.0024690.5367500.460781versicolor
230.0089660.3091100.681924virginica
240.0008470.0025980.996554virginica
250.0010460.0102170.988738versicolor
260.0020300.9414940.056476versicolor
270.9957620.0031810.001056setosa
280.0009000.0087980.990302virginica
290.9967600.0023920.000848setosa
\n", + "
" + ], + "text/plain": [ + " probability of setosa probability of versicolor \\\n", + "0 0.952725 0.041944 \n", + "1 0.043541 0.940793 \n", + "2 0.146592 0.841304 \n", + "3 0.107065 0.881556 \n", + "4 0.996817 0.002335 \n", + "5 0.003574 0.985690 \n", + "6 0.994568 0.004190 \n", + "7 0.995762 0.003181 \n", + "8 0.000847 0.002598 \n", + "9 0.006344 0.980244 \n", + "10 0.001453 0.015405 \n", + "11 0.002326 0.002594 \n", + "12 0.000847 0.002598 \n", + "13 0.034897 0.934094 \n", + "14 0.989187 0.009145 \n", + "15 0.993981 0.004471 \n", + "16 0.978361 0.019128 \n", + "17 0.009160 0.983867 \n", + "18 0.002492 0.992997 \n", + "19 0.043541 0.940793 \n", + "20 0.996760 0.002392 \n", + "21 0.001116 0.003819 \n", + "22 0.002469 0.536750 \n", + "23 0.008966 0.309110 \n", + "24 0.000847 0.002598 \n", + "25 0.001046 0.010217 \n", + "26 0.002030 0.941494 \n", + "27 0.995762 0.003181 \n", + "28 0.000900 0.008798 \n", + "29 0.996760 0.002392 \n", + "\n", + " probability of virginica actual iris name \n", + "0 0.005331 setosa \n", + "1 0.015666 virginica \n", + "2 0.012104 versicolor \n", + "3 0.011379 versicolor \n", + "4 0.000848 setosa \n", + "5 0.010737 versicolor \n", + "6 0.001242 setosa \n", + "7 0.001056 setosa \n", + "8 0.996554 virginica \n", + "9 0.013412 versicolor \n", + "10 0.983142 virginica \n", + "11 0.995080 virginica \n", + "12 0.996554 virginica \n", + "13 0.031008 versicolor \n", + "14 0.001668 setosa \n", + "15 0.001548 setosa \n", + "16 0.002511 setosa \n", + "17 0.006973 versicolor \n", + "18 0.004511 versicolor \n", + "19 0.015666 virginica \n", + "20 0.000848 setosa \n", + "21 0.995066 virginica \n", + "22 0.460781 versicolor \n", + "23 0.681924 virginica \n", + "24 0.996554 virginica \n", + "25 0.988738 versicolor \n", + "26 0.056476 versicolor \n", + "27 0.001056 setosa \n", + "28 0.990302 virginica \n", + "29 0.000848 setosa " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = imputed_data_iris_df.select_dtypes(float).values\n", + "y = imputed_data_iris_df['iris_name'].values\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, stratify=y, random_state=RANDOM_STATE)\n", + "mean_imputed_xgb_estimator = xgb.XGBClassifier()\n", + "mean_imputed_xgb_estimator.fit(X_train, y_train)\n", + "predicted_mean_imputed_xgb_classifier_df = pd.DataFrame(\n", + " data=mean_imputed_xgb_estimator.predict_proba(X_test),\n", + " columns=[f'probability of {iris_name}' for iris_name in mean_imputed_xgb_estimator.classes_],\n", + ")\n", + "predicted_mean_imputed_xgb_classifier_df['actual iris name'] = y_test\n", + "print(mean_imputed_xgb_estimator.score(X_test, y_test))\n", + "display(predicted_mean_imputed_xgb_classifier_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imputed data KNN" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8\n" + ] + }, + { + "data": { + "text/html": [ + "
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probability of setosaprobability of versicolorprobability of virginicaactual iris name
00.9851020.0092840.005614setosa
10.0081230.9801590.011718virginica
20.0085710.9869190.004510versicolor
30.0102650.9840410.005694versicolor
40.9964420.0018970.001661setosa
50.0042470.9880080.007745versicolor
60.9964420.0018970.001661setosa
70.9964420.0018970.001661setosa
80.0022430.0201080.977649virginica
90.0060330.9830820.010885versicolor
100.0042520.0579180.937830virginica
110.0022490.0071850.990566virginica
120.0014460.0063730.992182virginica
130.0370390.8014010.161560versicolor
140.9964420.0018970.001661setosa
150.4573200.0007670.541913setosa
160.9964420.0018970.001661setosa
170.0085760.9875190.003904versicolor
180.0021230.9941830.003694versicolor
190.0281110.9363070.035582virginica
200.9964420.0018970.001661setosa
210.0063050.0064860.987209virginica
220.0020850.8876650.110251versicolor
230.0101080.5745120.415380virginica
240.0014480.0044370.994115virginica
250.0019560.0057470.992297versicolor
260.0059360.3581240.635939versicolor
270.9964420.0018970.001661setosa
280.0043960.1030250.892578virginica
290.9964420.0018970.001661setosa
\n", + "
" + ], + "text/plain": [ + " probability of setosa probability of versicolor \\\n", + "0 0.985102 0.009284 \n", + "1 0.008123 0.980159 \n", + "2 0.008571 0.986919 \n", + "3 0.010265 0.984041 \n", + "4 0.996442 0.001897 \n", + "5 0.004247 0.988008 \n", + "6 0.996442 0.001897 \n", + "7 0.996442 0.001897 \n", + "8 0.002243 0.020108 \n", + "9 0.006033 0.983082 \n", + "10 0.004252 0.057918 \n", + "11 0.002249 0.007185 \n", + "12 0.001446 0.006373 \n", + "13 0.037039 0.801401 \n", + "14 0.996442 0.001897 \n", + "15 0.457320 0.000767 \n", + "16 0.996442 0.001897 \n", + "17 0.008576 0.987519 \n", + "18 0.002123 0.994183 \n", + "19 0.028111 0.936307 \n", + "20 0.996442 0.001897 \n", + "21 0.006305 0.006486 \n", + "22 0.002085 0.887665 \n", + "23 0.010108 0.574512 \n", + "24 0.001448 0.004437 \n", + "25 0.001956 0.005747 \n", + "26 0.005936 0.358124 \n", + "27 0.996442 0.001897 \n", + "28 0.004396 0.103025 \n", + "29 0.996442 0.001897 \n", + "\n", + " probability of virginica actual iris name \n", + "0 0.005614 setosa \n", + "1 0.011718 virginica \n", + "2 0.004510 versicolor \n", + "3 0.005694 versicolor \n", + "4 0.001661 setosa \n", + "5 0.007745 versicolor \n", + "6 0.001661 setosa \n", + "7 0.001661 setosa \n", + "8 0.977649 virginica \n", + "9 0.010885 versicolor \n", + "10 0.937830 virginica \n", + "11 0.990566 virginica \n", + "12 0.992182 virginica \n", + "13 0.161560 versicolor \n", + "14 0.001661 setosa \n", + "15 0.541913 setosa \n", + "16 0.001661 setosa \n", + "17 0.003904 versicolor \n", + "18 0.003694 versicolor \n", + "19 0.035582 virginica \n", + "20 0.001661 setosa \n", + "21 0.987209 virginica \n", + "22 0.110251 versicolor \n", + "23 0.415380 virginica \n", + "24 0.994115 virginica \n", + "25 0.992297 versicolor \n", + "26 0.635939 versicolor \n", + "27 0.001661 setosa \n", + "28 0.892578 virginica \n", + "29 0.001661 setosa " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = knn_imputed_iris_df.select_dtypes(float).values\n", + "y = knn_imputed_iris_df['iris_name'].values\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, stratify=y, random_state=RANDOM_STATE)\n", + "knn_imputed_xgb_estimator = xgb.XGBClassifier()\n", + "knn_imputed_xgb_estimator.fit(X_train, y_train)\n", + "prdicted_knn_imputed_xgb_classifier_df = pd.DataFrame(\n", + " data=knn_imputed_xgb_estimator.predict_proba(X_test),\n", + " columns=[f'probability of {iris_name}' for iris_name in knn_imputed_xgb_estimator.classes_],\n", + ")\n", + "prdicted_knn_imputed_xgb_classifier_df['actual iris name'] = y_test\n", + "print(knn_imputed_xgb_estimator.score(X_test, y_test))\n", + "display(prdicted_knn_imputed_xgb_classifier_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imputed convex optimization" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8666666666666667\n" + ] + }, + { + "data": { + "text/html": [ + "
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probability of setosaprobability of versicolorprobability of virginicaactual iris name
00.9961310.0022610.001608setosa
10.0624250.8616370.075939virginica
20.0055170.9865040.007979versicolor
30.0075350.9804910.011973versicolor
40.9960460.0023470.001608setosa
50.0071430.9258280.067029versicolor
60.9960820.0023100.001608setosa
70.9959430.0024080.001649setosa
80.0013350.0029700.995694virginica
90.0043810.9900630.005557versicolor
100.0018520.0055780.992570virginica
110.0013350.0030820.995583virginica
120.0013350.0029700.995694virginica
130.0044250.9702700.025305versicolor
140.9617590.0365980.001643setosa
150.9956920.0025570.001751setosa
160.9960140.0023780.001608setosa
170.0045360.9889730.006491versicolor
180.0012350.9966340.002132versicolor
190.0630500.8702660.066683virginica
200.9960820.0023100.001608setosa
210.0012130.0024210.996366virginica
220.0021320.9720480.025821versicolor
230.0122730.5056250.482102virginica
240.0013390.0056560.993005virginica
250.0084900.0358760.955634versicolor
260.0045600.9111300.084310versicolor
270.9959110.0024400.001649setosa
280.0013350.0029700.995694virginica
290.9960820.0023100.001608setosa
\n", + "
" + ], + "text/plain": [ + " probability of setosa probability of versicolor \\\n", + "0 0.996131 0.002261 \n", + "1 0.062425 0.861637 \n", + "2 0.005517 0.986504 \n", + "3 0.007535 0.980491 \n", + "4 0.996046 0.002347 \n", + "5 0.007143 0.925828 \n", + "6 0.996082 0.002310 \n", + "7 0.995943 0.002408 \n", + "8 0.001335 0.002970 \n", + "9 0.004381 0.990063 \n", + "10 0.001852 0.005578 \n", + "11 0.001335 0.003082 \n", + "12 0.001335 0.002970 \n", + "13 0.004425 0.970270 \n", + "14 0.961759 0.036598 \n", + "15 0.995692 0.002557 \n", + "16 0.996014 0.002378 \n", + "17 0.004536 0.988973 \n", + "18 0.001235 0.996634 \n", + "19 0.063050 0.870266 \n", + "20 0.996082 0.002310 \n", + "21 0.001213 0.002421 \n", + "22 0.002132 0.972048 \n", + "23 0.012273 0.505625 \n", + "24 0.001339 0.005656 \n", + "25 0.008490 0.035876 \n", + "26 0.004560 0.911130 \n", + "27 0.995911 0.002440 \n", + "28 0.001335 0.002970 \n", + "29 0.996082 0.002310 \n", + "\n", + " probability of virginica actual iris name \n", + "0 0.001608 setosa \n", + "1 0.075939 virginica \n", + "2 0.007979 versicolor \n", + "3 0.011973 versicolor \n", + "4 0.001608 setosa \n", + "5 0.067029 versicolor \n", + "6 0.001608 setosa \n", + "7 0.001649 setosa \n", + "8 0.995694 virginica \n", + "9 0.005557 versicolor \n", + "10 0.992570 virginica \n", + "11 0.995583 virginica \n", + "12 0.995694 virginica \n", + "13 0.025305 versicolor \n", + "14 0.001643 setosa \n", + "15 0.001751 setosa \n", + "16 0.001608 setosa \n", + "17 0.006491 versicolor \n", + "18 0.002132 versicolor \n", + "19 0.066683 virginica \n", + "20 0.001608 setosa \n", + "21 0.996366 virginica \n", + "22 0.025821 versicolor \n", + "23 0.482102 virginica \n", + "24 0.993005 virginica \n", + "25 0.955634 versicolor \n", + "26 0.084310 versicolor \n", + "27 0.001649 setosa \n", + "28 0.995694 virginica \n", + "29 0.001608 setosa " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = convex_optimization_imputed_iris_df.select_dtypes(float).values\n", + "y = convex_optimization_imputed_iris_df['iris_name'].values\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, stratify=y, random_state=RANDOM_STATE)\n", + "convex_optimization_xgb_estimator = xgb.XGBClassifier()\n", + "convex_optimization_xgb_estimator.fit(X_train, y_train)\n", + "predicted_convex_optimization_classifier_df = pd.DataFrame(\n", + " data=convex_optimization_xgb_estimator.predict_proba(X_test),\n", + " columns=[f'probability of {iris_name}' for iris_name in convex_optimization_xgb_estimator.classes_],\n", + ")\n", + "predicted_convex_optimization_classifier_df['actual iris name'] = y_test\n", + "print(convex_optimization_xgb_estimator.score(X_test, y_test))\n", + "display(predicted_convex_optimization_classifier_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imputed BiScalar" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6333333333333333\n" + ] + }, + { + "data": { + "text/html": [ + "
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probability of setosaprobability of versicolorprobability of virginicaactual iris name
00.9884080.0107840.000808setosa
10.0129620.9521640.034874virginica
20.0044580.1969600.798582versicolor
30.0072330.9134620.079305versicolor
40.9106110.0883490.001040setosa
50.0126930.9028280.084479versicolor
60.9884080.0107840.000808setosa
70.9863710.0111790.002450setosa
80.0017690.0243580.973872virginica
90.0075160.9648920.027593versicolor
100.0308820.6711150.298003virginica
110.0410580.6149710.343972virginica
120.0016810.0511730.947146virginica
130.0027780.0718730.925349versicolor
140.8828870.1070890.010024setosa
150.9753430.0223600.002296setosa
160.9007180.0961950.003087setosa
170.0027860.1985640.798650versicolor
180.0011820.6512530.347565versicolor
190.0129620.9521640.034874virginica
200.9972420.0017930.000965setosa
210.0126930.9028280.084479virginica
220.0102220.0785490.911229versicolor
230.0012330.6363240.362443virginica
240.0059640.3433650.650671virginica
250.0056770.5909440.403379versicolor
260.0089210.9598640.031215versicolor
270.9971220.0019130.000965setosa
280.0021990.6960720.301729virginica
290.9975130.0015220.000965setosa
\n", + "
" + ], + "text/plain": [ + " probability of setosa probability of versicolor \\\n", + "0 0.988408 0.010784 \n", + "1 0.012962 0.952164 \n", + "2 0.004458 0.196960 \n", + "3 0.007233 0.913462 \n", + "4 0.910611 0.088349 \n", + "5 0.012693 0.902828 \n", + "6 0.988408 0.010784 \n", + "7 0.986371 0.011179 \n", + "8 0.001769 0.024358 \n", + "9 0.007516 0.964892 \n", + "10 0.030882 0.671115 \n", + "11 0.041058 0.614971 \n", + "12 0.001681 0.051173 \n", + "13 0.002778 0.071873 \n", + "14 0.882887 0.107089 \n", + "15 0.975343 0.022360 \n", + "16 0.900718 0.096195 \n", + "17 0.002786 0.198564 \n", + "18 0.001182 0.651253 \n", + "19 0.012962 0.952164 \n", + "20 0.997242 0.001793 \n", + "21 0.012693 0.902828 \n", + "22 0.010222 0.078549 \n", + "23 0.001233 0.636324 \n", + "24 0.005964 0.343365 \n", + "25 0.005677 0.590944 \n", + "26 0.008921 0.959864 \n", + "27 0.997122 0.001913 \n", + "28 0.002199 0.696072 \n", + "29 0.997513 0.001522 \n", + "\n", + " probability of virginica actual iris name \n", + "0 0.000808 setosa \n", + "1 0.034874 virginica \n", + "2 0.798582 versicolor \n", + "3 0.079305 versicolor \n", + "4 0.001040 setosa \n", + "5 0.084479 versicolor \n", + "6 0.000808 setosa \n", + "7 0.002450 setosa \n", + "8 0.973872 virginica \n", + "9 0.027593 versicolor \n", + "10 0.298003 virginica \n", + "11 0.343972 virginica \n", + "12 0.947146 virginica \n", + "13 0.925349 versicolor \n", + "14 0.010024 setosa \n", + "15 0.002296 setosa \n", + "16 0.003087 setosa \n", + "17 0.798650 versicolor \n", + "18 0.347565 versicolor \n", + "19 0.034874 virginica \n", + "20 0.000965 setosa \n", + "21 0.084479 virginica \n", + "22 0.911229 versicolor \n", + "23 0.362443 virginica \n", + "24 0.650671 virginica \n", + "25 0.403379 versicolor \n", + "26 0.031215 versicolor \n", + "27 0.000965 setosa \n", + "28 0.301729 virginica \n", + "29 0.000965 setosa " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = biscalar_imputed_iris_df.select_dtypes(float).values\n", + "y = biscalar_imputed_iris_df['iris_name'].values\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, stratify=y, random_state=42)\n", + "biscalar_xgb_estimator = xgb.XGBClassifier()\n", + "biscalar_xgb_estimator.fit(X_train, y_train)\n", + "predicted_biscalar_xgb_classifier_df = pd.DataFrame(\n", + " data=biscalar_xgb_estimator.predict_proba(X_test),\n", + " columns=[f'probability of {iris_name}' for iris_name in biscalar_xgb_estimator.classes_],\n", + ")\n", + "predicted_biscalar_xgb_classifier_df['actual iris name'] = y_test\n", + "print(biscalar_xgb_estimator.score(X_test, y_test))\n", + "display(predicted_biscalar_xgb_classifier_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Soft imputation" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6666666666666666\n" + ] + }, + { + "data": { + "text/html": [ + "
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probability of setosaprobability of versicolorprobability of virginicaactual iris name
00.9705750.0266990.002726setosa
10.2782360.6711260.050638virginica
20.0031180.1327170.864165versicolor
30.0046190.4318710.563511versicolor
40.9027260.0945150.002759setosa
50.0160720.9227400.061188versicolor
60.9697430.0275330.002724setosa
70.9894400.0089840.001575setosa
80.0020080.0685030.929489virginica
90.0057990.5398930.454308versicolor
100.0086210.6751420.316237virginica
110.0134630.4177860.568751virginica
120.0024400.0720520.925507virginica
130.0040070.2623720.733621versicolor
140.8456820.1411790.013139setosa
150.9527510.0398050.007444setosa
160.8185670.1620150.019418setosa
170.0038400.2521000.744059versicolor
180.0030030.2440550.752942versicolor
190.4469310.5128180.040251virginica
200.9946700.0037460.001584setosa
210.0028040.9466500.050546virginica
220.0071110.4094680.583421versicolor
230.0055620.1617390.832699virginica
240.0045810.1016980.893721virginica
250.0044180.5990470.396535versicolor
260.0044770.8755100.120013versicolor
270.9850600.0133260.001614setosa
280.0025870.2744590.722954virginica
290.9942340.0040530.001713setosa
\n", + "
" + ], + "text/plain": [ + " probability of setosa probability of versicolor \\\n", + "0 0.970575 0.026699 \n", + "1 0.278236 0.671126 \n", + "2 0.003118 0.132717 \n", + "3 0.004619 0.431871 \n", + "4 0.902726 0.094515 \n", + "5 0.016072 0.922740 \n", + "6 0.969743 0.027533 \n", + "7 0.989440 0.008984 \n", + "8 0.002008 0.068503 \n", + "9 0.005799 0.539893 \n", + "10 0.008621 0.675142 \n", + "11 0.013463 0.417786 \n", + "12 0.002440 0.072052 \n", + "13 0.004007 0.262372 \n", + "14 0.845682 0.141179 \n", + "15 0.952751 0.039805 \n", + "16 0.818567 0.162015 \n", + "17 0.003840 0.252100 \n", + "18 0.003003 0.244055 \n", + "19 0.446931 0.512818 \n", + "20 0.994670 0.003746 \n", + "21 0.002804 0.946650 \n", + "22 0.007111 0.409468 \n", + "23 0.005562 0.161739 \n", + "24 0.004581 0.101698 \n", + "25 0.004418 0.599047 \n", + "26 0.004477 0.875510 \n", + "27 0.985060 0.013326 \n", + "28 0.002587 0.274459 \n", + "29 0.994234 0.004053 \n", + "\n", + " probability of virginica actual iris name \n", + "0 0.002726 setosa \n", + "1 0.050638 virginica \n", + "2 0.864165 versicolor \n", + "3 0.563511 versicolor \n", + "4 0.002759 setosa \n", + "5 0.061188 versicolor \n", + "6 0.002724 setosa \n", + "7 0.001575 setosa \n", + "8 0.929489 virginica \n", + "9 0.454308 versicolor \n", + "10 0.316237 virginica \n", + "11 0.568751 virginica \n", + "12 0.925507 virginica \n", + "13 0.733621 versicolor \n", + "14 0.013139 setosa \n", + "15 0.007444 setosa \n", + "16 0.019418 setosa \n", + "17 0.744059 versicolor \n", + "18 0.752942 versicolor \n", + "19 0.040251 virginica \n", + "20 0.001584 setosa \n", + "21 0.050546 virginica \n", + "22 0.583421 versicolor \n", + "23 0.832699 virginica \n", + "24 0.893721 virginica \n", + "25 0.396535 versicolor \n", + "26 0.120013 versicolor \n", + "27 0.001614 setosa \n", + "28 0.722954 virginica \n", + "29 0.001713 setosa " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = softimpute_iris_df.select_dtypes(float).values\n", + "y = softimpute_iris_df['iris_name'].values\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, stratify=y, random_state=RANDOM_STATE)\n", + "softimpute_xgb_estimator = xgb.XGBClassifier()\n", + "softimpute_xgb_estimator.fit(X_train, y_train)\n", + "predicted_softimpute_xgb_classifier_df = pd.DataFrame(\n", + " data=softimpute_xgb_estimator.predict_proba(X_test),\n", + " columns=[f'probability of {iris_name}' for iris_name in softimpute_xgb_estimator.classes_],\n", + ")\n", + "predicted_softimpute_xgb_classifier_df['actual iris name'] = y_test\n", + "print(softimpute_xgb_estimator.score(X_test, y_test))\n", + "display(predicted_softimpute_xgb_classifier_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model hyperparameter search" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/miniconda3/envs/nb_rubric/lib/python3.7/site-packages/sklearn/model_selection/_search.py:813: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n", + " DeprecationWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "GridSearchCV(cv=3, error_score='raise-deprecating',\n", + " estimator=XGBClassifier(base_score=0.5, booster='gbtree',\n", + " colsample_bylevel=1, colsample_bytree=1,\n", + " gamma=0, learning_rate=0.1,\n", + " max_delta_step=0, max_depth=3,\n", + " min_child_weight=1, missing=None,\n", + " n_estimators=100, n_jobs=1, nthread=None,\n", + " objective='multi:softprob', random_state=0,\n", + " reg_alpha=0, reg_lambda=1,\n", + " scale_pos_we...\n", + " param_grid=[{'base_score': [0.1, 1], 'colsample_bylevel': [1],\n", + " 'colsample_bytree': [1], 'gamma': [0],\n", + " 'learning_rate': [0.1], 'max_delta_step': [0],\n", + " 'max_depth': [3, 5], 'min_child_weight': [1],\n", + " 'n_estimators': [100, 500], 'reg_alpha': [0, 2, 4],\n", + " 'reg_lambda': [1, 2, 4], 'scale_pos_weight': [1, 2],\n", + " 'subsample': [0.001, 0.01, 0.1]}],\n", + " pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n", + " scoring=None, verbose=0)" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cross_validation_folds = 3\n", + "hyperparameter_grid = [\n", + " {\n", + " 'base_score': [0.1, 1],\n", + " 'colsample_bylevel': [1],\n", + " 'colsample_bytree': [1],\n", + " 'gamma': [0],\n", + " 'learning_rate': [0.1],\n", + " 'max_delta_step': [0],\n", + " 'max_depth': [3, 5],\n", + " 'min_child_weight': [1],\n", + " 'n_estimators': [100, 500],\n", + " 'reg_alpha': [0, 2, 4],\n", + " 'reg_lambda': [1, 2, 4],\n", + " 'scale_pos_weight': [1, 2],\n", + " 'subsample': [0.001, 0.01, 0.1],\n", + " }\n", + "]\n", + "clf = GridSearchCV(\n", + " estimator=softimpute_xgb_estimator,\n", + " param_grid=hyperparameter_grid,\n", + " cv=cross_validation_folds,\n", + "# verbose=10,\n", + ")\n", + "clf.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.6333333333333333,\n", + " {'base_score': 0.1,\n", + " 'colsample_bylevel': 1,\n", + " 'colsample_bytree': 1,\n", + " 'gamma': 0,\n", + " 'learning_rate': 0.1,\n", + " 'max_delta_step': 0,\n", + " 'max_depth': 3,\n", + " 'min_child_weight': 1,\n", + " 'n_estimators': 500,\n", + " 'reg_alpha': 2,\n", + " 'reg_lambda': 2,\n", + " 'scale_pos_weight': 1,\n", + " 'subsample': 0.1})" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf.best_score_, clf.best_params_" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6666666666666666\n" + ] + }, + { + "data": { + "text/html": [ + "
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probability of setosaprobability of versicolorprobability of virginicaactual iris name
00.7301390.1817880.088073setosa
10.3433650.4312140.225421virginica
20.1911320.4744680.334400versicolor
30.1283790.5427950.328826versicolor
40.7166040.1955830.087812setosa
50.1760130.4082930.415694versicolor
60.7175320.1962020.086266setosa
70.7563400.1567640.086896setosa
80.0865010.2772580.636240virginica
90.1151810.4167780.468041versicolor
100.1484800.4211650.430355virginica
110.1103290.3485120.541159virginica
120.0893020.3056780.605021virginica
130.1121760.3526130.535211versicolor
140.5101220.3103130.179565setosa
150.6770480.2275430.095409setosa
160.5265410.3302180.143241setosa
170.0886900.3184800.592830versicolor
180.0866490.4056090.507742versicolor
190.4983290.3385480.163123virginica
200.7659990.1486930.085308setosa
210.1642810.4239910.411728virginica
220.2142230.4557260.330051versicolor
230.0898090.3879970.522195virginica
240.1510370.4275010.421462virginica
250.1128530.4335270.453621versicolor
260.1353350.4542580.410408versicolor
270.7323400.1785900.089070setosa
280.0867880.4051230.508089virginica
290.7688900.1479720.083137setosa
\n", + "
" + ], + "text/plain": [ + " probability of setosa probability of versicolor \\\n", + "0 0.730139 0.181788 \n", + "1 0.343365 0.431214 \n", + "2 0.191132 0.474468 \n", + "3 0.128379 0.542795 \n", + "4 0.716604 0.195583 \n", + "5 0.176013 0.408293 \n", + "6 0.717532 0.196202 \n", + "7 0.756340 0.156764 \n", + "8 0.086501 0.277258 \n", + "9 0.115181 0.416778 \n", + "10 0.148480 0.421165 \n", + "11 0.110329 0.348512 \n", + "12 0.089302 0.305678 \n", + "13 0.112176 0.352613 \n", + "14 0.510122 0.310313 \n", + "15 0.677048 0.227543 \n", + "16 0.526541 0.330218 \n", + "17 0.088690 0.318480 \n", + "18 0.086649 0.405609 \n", + "19 0.498329 0.338548 \n", + "20 0.765999 0.148693 \n", + "21 0.164281 0.423991 \n", + "22 0.214223 0.455726 \n", + "23 0.089809 0.387997 \n", + "24 0.151037 0.427501 \n", + "25 0.112853 0.433527 \n", + "26 0.135335 0.454258 \n", + "27 0.732340 0.178590 \n", + "28 0.086788 0.405123 \n", + "29 0.768890 0.147972 \n", + "\n", + " probability of virginica actual iris name \n", + "0 0.088073 setosa \n", + "1 0.225421 virginica \n", + "2 0.334400 versicolor \n", + "3 0.328826 versicolor \n", + "4 0.087812 setosa \n", + "5 0.415694 versicolor \n", + "6 0.086266 setosa \n", + "7 0.086896 setosa \n", + "8 0.636240 virginica \n", + "9 0.468041 versicolor \n", + "10 0.430355 virginica \n", + "11 0.541159 virginica \n", + "12 0.605021 virginica \n", + "13 0.535211 versicolor \n", + "14 0.179565 setosa \n", + "15 0.095409 setosa \n", + "16 0.143241 setosa \n", + "17 0.592830 versicolor \n", + "18 0.507742 versicolor \n", + "19 0.163123 virginica \n", + "20 0.085308 setosa \n", + "21 0.411728 virginica \n", + "22 0.330051 versicolor \n", + "23 0.522195 virginica \n", + "24 0.421462 virginica \n", + "25 0.453621 versicolor \n", + "26 0.410408 versicolor \n", + "27 0.089070 setosa \n", + "28 0.508089 virginica \n", + "29 0.083137 setosa " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "best_estimator = xgb.XGBClassifier(**clf.best_params_)\n", + "best_estimator.fit(X_train, y_train)\n", + "best_estimator_df = pd.DataFrame(\n", + " data=best_estimator.predict_proba(X_test),\n", + " columns=[f'probability of {iris_name}' for iris_name in best_estimator.classes_],\n", + ")\n", + "best_estimator_df['actual iris name'] = y_test\n", + "print(best_estimator.score(X_test, y_test))\n", + "display(best_estimator_df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Model evaluation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ROC and learning curves" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "X = softimpute_iris_df.select_dtypes(float).values\n", + "y = softimpute_iris_df['iris_name'].values\n", + "def plot_learning_curve(estimator, X, y, ylim=None, cv=None,\n", + " n_jobs=None, train_sizes=np.linspace(.1, 1.0, 5)):\n", + " plt.figure()\n", + " plt.title('Learning curve')\n", + " if ylim is not None:\n", + " plt.ylim(*ylim)\n", + " plt.xlabel(\"Training examples\")\n", + " plt.ylabel(\"Score\")\n", + " # Adding the number of classes to the XGBoost estimator since it doesn't\n", + " # do it automatically using the cross-validation scheme needed for the\n", + " # learning curve.\n", + " estimator_parameters = estimator.get_xgb_params()\n", + " estimator_parameters['num_class'] = 3\n", + " estimator.set_params(**estimator_parameters)\n", + " train_sizes, train_scores, test_scores = learning_curve(\n", + " estimator,\n", + " X,\n", + " y,\n", + " cv=cv,\n", + " n_jobs=n_jobs,\n", + " train_sizes=train_sizes,\n", + " )\n", + " train_scores_mean = np.mean(train_scores, axis=1)\n", + " train_scores_std = np.std(train_scores, axis=1)\n", + " test_scores_mean = np.mean(test_scores, axis=1)\n", + " test_scores_std = np.std(test_scores, axis=1)\n", + " plt.grid()\n", + " plt.fill_between(\n", + " train_sizes,\n", + " train_scores_mean - train_scores_std,\n", + " train_scores_mean + train_scores_std,\n", + " alpha=0.1,\n", + " color=\"r\",\n", + " )\n", + " plt.fill_between(\n", + " train_sizes,\n", + " test_scores_mean - test_scores_std,\n", + " test_scores_mean + test_scores_std,\n", + " alpha=0.1,\n", + " color=\"g\",\n", + " )\n", + " plt.plot(\n", + " train_sizes,\n", + " train_scores_mean,\n", + " 'o-',\n", + " color=\"r\",\n", + " label=\"Training score\",\n", + " )\n", + " plt.plot(\n", + " train_sizes,\n", + " test_scores_mean,\n", + " 'o-',\n", + " color=\"g\",\n", + " label=\"Cross-validation score\",\n", + " )\n", + " plt.legend(loc=\"best\")\n", + " return plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Learning curves\n", + "The learning curve shows you where you can truncate training examples for the optimized\n", + "model." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Cross validation with 100 iterations to get smoother mean test and train\n", + "# score curves, each time with 20% data randomly selected as a validation set.\n", + "cv = ShuffleSplit(n_splits=100, test_size=0.2, random_state=RANDOM_STATE)\n", + "\n", + "plot_learning_curve(best_estimator, X, y, ylim=(0.0, 1.01), cv=cv, n_jobs=4)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Receiver operator characteristic (ROC) curve\n", + "The ROC curve is typically used for binary classification to determine the model's\n", + "true positive rate _vs_ its false positive rate classification. In the case of the\n", + "Iris data set we have three classes. This means that the ROC curve is not so useful\n", + "for evaluating the model. However, if you need to create a ROC curve for a multiclassification\n", + "problem, then you can make a classifier for all classes, and then calculate the\n", + "true positive classifications and false positive classifications.\n", + "\n", + "See the documentation from sklearn for an example using the Iris data set\n", + "https://scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html#sphx-glr-auto-examples-model-selection-plot-roc-py" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Confusion matrix\n", + "Since we are making a classifier, we can visualize how the classifier is not\n", + "correctly classifying items using a confusion matrix. This is exactly like\n", + "the heatmap used above to visualize correlations between features, only now\n", + "the intent of the visual is to show how the classifier is performing" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "y_predicted = best_estimator.predict(X_test)\n", + "f, ax = plt.subplots(figsize=(9, 6))\n", + "sns.heatmap(\n", + " pd.DataFrame(\n", + " data=confusion_matrix(y_test, y_predicted),\n", + " columns=best_estimator.classes_,\n", + " index=best_estimator.classes_,\n", + " ),\n", + " annot=True,\n", + " linewidths=.5,\n", + " ax=ax,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Posterior predictive checks\n", + "Sometimes you will have the bandwidth to do some white-box modeling, and if you're\n", + "lucky you can do some Bayesian analysis. If you have that opportunity you will still\n", + "need to evaluate your model using posterior predictive checks. For an example of\n", + "how some PPC visuals can be made using python, bokeh and stan see\n", + "https://github.com/amaloney/stancon2018_intro/blob/feature/add_jupyter_notebooks/intro/jupyter/StanCon2018%20Intro-Python3.ipynb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Results\n", + "The results section should go into further depth than the executive summary above.\n", + "This is basically your conclusions about the analysis, model evaluation, and insights\n", + "associated with task at hand. It should go into enough depth for your colleagues\n", + "and not necessarily a business executive.\n", + "\n", + "Summarize all your key findings and any further actions that should be taken.\n", + "If needed, map out how to turn your analysis into an actual product that can be\n", + "used for predictions or classifications, _etc_." + ] + } + ], + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}